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compare_lnl_with_binned_and_non_binned_data.ipynb
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"provenance": [], | |
"authorship_tag": "ABX9TyOQByO4OWnU5ZTEfCudUwu9", | |
"include_colab_link": true | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3" | |
}, | |
"language_info": { | |
"name": "python" | |
} | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/avivajpeyi/d0ae4d1912566fa3576873bc114ac17b/compare_lnl_with_binned_and_non_binned_data.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# Comparing LnL with original data + binned data\n", | |
"\n", | |
"## Original version" | |
], | |
"metadata": { | |
"id": "Eb63o3gQr4Ez" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 504 | |
}, | |
"id": "qkBDITRwrtMe", | |
"outputId": "25a6ef20-dfad-4847-a9f2-b0e48082be53" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/46.2 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m46.2/46.2 kB\u001b[0m \u001b[31m1.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", | |
"\u001b[?25h" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 640x480 with 2 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
], | |
"source": [ | |
"! pip install emcee -q\n", | |
"import numpy as np\n", | |
"import emcee\n", | |
"import matplotlib.pyplot as plt\n", | |
"from scipy.signal import periodogram\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"np.random.seed(42)\n", | |
"\n", | |
"sampling_freq = 5 # Hz (10 samples per second)\n", | |
"sampling_interval = 1 / sampling_freq # seconds (0.1 seconds between samples)\n", | |
"time = np.arange(0, 10, sampling_interval)\n", | |
"freq = np.fft.fftfreq(len(time), sampling_interval) # only plot positive frequencies\n", | |
"nyquist_freq = sampling_freq / 2\n", | |
"\n", | |
"# NOTE: upper limit of freq is given by the sampling rate --> specified by Nyquist freq (half the sampling rate)\n", | |
"assert nyquist_freq == sampling_freq / 2\n", | |
"\n", | |
"\n", | |
"\n", | |
"TRUE_AMPLITUDE = 1\n", | |
"TRUE_FREQ = 0.4\n", | |
"\n", | |
"def model(theta, x):\n", | |
" amplitude, frequency = theta\n", | |
" return amplitude * np.sin(2 * np.pi * frequency * x)\n", | |
"\n", | |
"\n", | |
"noise = 0.1 * np.random.normal(size=len(time))\n", | |
"signal_timedomain = model((TRUE_AMPLITUDE, TRUE_FREQ), time) + noise\n", | |
"signal_freqdomain = np.fft.fft(signal_timedomain)\n", | |
"\n", | |
"\n", | |
"\n", | |
"def plot(times, freqs, ytimes, yfreqs, fig=None):\n", | |
" markers = ['o', 's', 'v', 'x', 'D']\n", | |
" if fig is None:\n", | |
" fig, (ax1, ax2) = plt.subplots(2, 1)\n", | |
" else:\n", | |
" ax1, ax2 = fig.get_axes()\n", | |
" for i, (t, f, yt, yf) in enumerate(zip(times, freqs, ytimes, yfreqs)):\n", | |
" ax1.plot(t, yt, label='bin {}'.format(i + 1), alpha=0.5)\n", | |
" ax2.scatter(f, np.abs(yf), label='bin {}'.format(i + 1), marker=markers[i], alpha=0.5)\n", | |
" ax1.set_xlabel('Time (s)')\n", | |
" ax1.set_ylabel('Signal Amplitude')\n", | |
" ax2.set_xlabel('Frequency (Hz)')\n", | |
" ax2.set_ylabel('abs(FFT(signal))')\n", | |
" # only show +ive side of FFT\n", | |
"\n", | |
" ax2.set_xlim(0, nyquist_freq)\n", | |
" plt.tight_layout()\n", | |
" return fig\n", | |
"\n", | |
"\n", | |
"fig = plot([time], [freq], [signal_timedomain], [signal_freqdomain])\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"#%%\n", | |
"import numpy as np\n", | |
"import emcee\n", | |
"import matplotlib.pyplot as plt\n", | |
"from scipy.signal import periodogram\n", | |
"\n", | |
"def log_likelihood(theta, x, y):\n", | |
" amplitude, frequency, noise_std = theta\n", | |
" ymodel = model((amplitude, frequency), x)\n", | |
"\n", | |
" # Compute the periodogram of the residuals (Gaussian noise)\n", | |
" residuals = y - ymodel\n", | |
" f, Pxx = periodogram(residuals, fs=1.0)\n", | |
"\n", | |
" # get noise model\n", | |
" noise = signal_timedomain-model((TRUE_AMPLITUDE, TRUE_FREQ), time)\n", | |
" PSD = np.abs(np.fft.fft(noise, n=len(f)))**2\n", | |
"\n", | |
" # Calculate the log-likelihood\n", | |
" log_likelihood = -0.5 * np.sum(np.log(PSD + noise_std**2) + Pxx / (PSD + noise_std**2))\n", | |
"\n", | |
" return log_likelihood\n", | |
"\n", | |
"\n", | |
"# Define the prior on the parameters\n", | |
"def log_prior(theta):\n", | |
" amplitude, frequency, noise_std = theta\n", | |
" if 0.0 < amplitude < 2 and 0.0 < frequency < 1.0 and noise_std > 0.0:\n", | |
" return 0.0\n", | |
" return -np.inf\n", | |
"\n", | |
"# Define the full log-probability function\n", | |
"def log_probability(theta, x, y):\n", | |
" return log_prior(theta) + log_likelihood(theta, x, y)\n", | |
"\n", | |
"def run_sampler_and_plot(time, data, lnprob_fn):\n", | |
" ndim, nwalkers = 3, 50\n", | |
" true_values = np.array([TRUE_AMPLITUDE, TRUE_FREQ])\n", | |
" # repeat true values nwalkers times\n", | |
" init_vals = np.random.rand(nwalkers, ndim)\n", | |
"\n", | |
" # Set up the sampler + run\n", | |
" sampler = emcee.EnsembleSampler(nwalkers, ndim, lnprob_fn, args=(time, data))\n", | |
" sampler.run_mcmc(init_vals, 1000, progress=True)\n", | |
"\n", | |
" # Extract the samples\n", | |
" samples = sampler.get_chain(discard=100)\n", | |
" fig, axes = plt.subplots(2, figsize=(10, 7), sharex=True)\n", | |
" samples = sampler.get_chain()\n", | |
" labels = [\"amp\", \"freq\", ]\n", | |
" for i in range(2):\n", | |
" ax = axes[i]\n", | |
" ax.plot(samples[:, :, i], \"k\", alpha=0.1)\n", | |
" ax.set_xlim(0, len(samples))\n", | |
" ax.set_ylabel(labels[i])\n", | |
" ax.yaxis.set_label_coords(-0.1, 0.5)\n", | |
" ax.axhline(true_values[i], color=\"tab:blue\", lw=4, alpha=0.3)\n", | |
"\n", | |
" axes[-1].set_xlabel(\"step number\");\n", | |
" plt.tight_layout()\n", | |
" return fig\n", | |
"\n", | |
"\n", | |
"fig = run_sampler_and_plot(time, signal_timedomain, log_probability)\n", | |
"fig.suptitle('Sampling with original data + Lnl')\n", | |
"fig.tight_layout()\n" | |
], | |
"metadata": { | |
"id": "gX4WxTGYr8hz", | |
"outputId": "e705d7e0-9f1e-495f-d007-9ff58a71958c", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 725 | |
} | |
}, | |
"execution_count": 2, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"100%|██████████| 1000/1000 [00:24<00:00, 40.61it/s]\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 1000x700 with 2 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## Binned Version" | |
], | |
"metadata": { | |
"id": "NVqUvKamsE4X" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# bin the data into 5 bins of 2 seconds each\n", | |
"\n", | |
"def bin_data(time, yt, n_bins):\n", | |
" n_samples = len(time)\n", | |
" n_samples_per_bin = int(n_samples / n_bins)\n", | |
" time_binned = np.reshape(time, (n_bins, n_samples_per_bin))\n", | |
" yt_binned = np.reshape(yt, (n_bins, n_samples_per_bin))\n", | |
" freq = np.fft.fftfreq(n_samples_per_bin, sampling_interval)\n", | |
" freq = np.tile(freq, (n_bins, 1))\n", | |
" yf_binned = np.fft.fft(yt_binned)\n", | |
" return time_binned, freq, yt_binned, yf_binned\n", | |
"\n", | |
"\n", | |
"time_binned, freq_binned, yt_binned, yf_binned = bin_data(time, signal_timedomain, 5)\n", | |
"\n", | |
"fig = plot(time_binned, freq_binned, yt_binned, yf_binned)\n", | |
"fig.get_axes()[0].plot(time, signal_timedomain, label='original', alpha=0.1, color='k', lw=10, zorder=-10)\n", | |
"fig.get_axes()[1].scatter(freq, np.abs(signal_freqdomain), label='original', alpha=0.1, color='k', lw=10, zorder=-10)\n", | |
"fig.get_axes()[0].legend(loc='upper right')\n" | |
], | |
"metadata": { | |
"id": "b5H3RcrFsFQC", | |
"outputId": "5972244d-c6f8-4fb7-c31e-6444158b716d", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 504 | |
} | |
}, | |
"execution_count": 3, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x7dd63cd308b0>" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 3 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 640x480 with 2 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"def log_likelihood_binned(theta, x, y):\n", | |
" lnl_bins = [log_likelihood(theta, x[i], y[i]) for i in range(len(x))]\n", | |
" return np.sum(lnl_bins)\n", | |
"\n", | |
"def log_probability_binned(theta, x, y):\n", | |
" return log_prior(theta) + log_likelihood_binned(theta, x, y)\n", | |
"\n", | |
"\n", | |
"fig = run_sampler_and_plot(time_binned, yt_binned, log_probability_binned)\n", | |
"fig.suptitle('Sampling with binned data + binned Lnl')\n" | |
], | |
"metadata": { | |
"id": "UzGXHBvPsNIs", | |
"outputId": "d6de3a42-40c7-45e5-ce6d-b2955bba4902", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 744 | |
} | |
}, | |
"execution_count": 4, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"100%|██████████| 1000/1000 [01:09<00:00, 14.31it/s]\n" | |
] | |
}, | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"Text(0.5, 0.98, 'Sampling with binned data + binned Lnl')" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 4 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 1000x700 with 2 Axes>" | |
], | |
"image/png": 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jeOYzn4lrr70Wf/mXf4k9e/YgkUjgS1/6Et773vduqd7RLXszTvV8eD+mbmeL8/G9T3nKUwAAX//613H06FE85jGPQTabxQ033IAPfOAD6Ha7uP322/HOd77zrL7nQp3DM/3u+3ttEATQNA3/9m//tu1rc7ncWRzpA8PrX/96fOxjH8Mb3/hGPOlJT0KxWISmafjlX/7lHVWom80mnva0p6FQKOAP//APccUVVyCVSuEHP/gBfu/3fu9+P+NRj3oU/t//+38jz/32b/82pqam8Lu/+7sjz09NTZ35DzxD7PR67+R1QRDg+uuvx1/+5V9u+9qdeAWca1zIe0lBQUHhoQSVmCsoKCg8SHjc4x4HAFhaWgIA/PM//zNs28YXv/jFkSoT5afnGkEQ4OjRo1JNA4CDBw8CiFzMHwzs27dvi+M0gG2f2w579+7F3r178Y1vfANHjx4V2e9Tn/pUvOlNb8JnP/tZ+L6Ppz71qaf9nAd7a5NDhw5tee7gwYMP2nk9Fa644gqEYYjLLrts5DpvBveOPnTokMiegUj2fezYMTzqUY867ffs27cPQRDgyJEjI1XXAwcObHnt5z73Odx88834i7/4C3luOByi2WyOvO5U1+hrX/saarUaPv/5z49c52PHjp32GIlyuYxnPetZW56bnp7e8vxOcejQITz96U+Xx91uF0tLS/iZn/mZB/R5DxRXXHEF7rzzTjzzmc887Rg/k+uloKCgoHBxQEnZFRQUFM4St91227bVIfZ5MjBmZSn+2larhY997GMP2rF98IMflP8fhiE++MEPwrIsPPOZz3xQvu85z3kOvvOd7+COO+6Q5+r1Oj796U/v+DNuuOEGfPWrX8V//dd/SWL+6Ec/Gvl8Hn/6p3+KdDqNxz72saf9jGw2CwBbksFzhVtvvRULCwvy+L/+67/w3e9+V9yzzxde9KIXwTAMvOMd79gyBsMwRK1WAxCRROPj4/jIRz4Cx3HkNR//+Md3dI74uz7wgQ+MPP++971vy2sNw9hyLH/1V3+1ZauzU12j7e4Tx3HwoQ996H6P88HCRz/6UbiuK48//OEPw/O88369b7rpJiwsLOBv//Zvt/xtMBig1+sBOLPrpaCgoKBwcUBVzBUUFBTOEq9//evR7/fxcz/3c7j22mvhOA6+/e1v4//8n/+D/fv346UvfSkA4Kd+6qeQSCTw/Oc/H6985SvR7Xbxt3/7t5iYmJCq+rlEKpXCl7/8Zdx888144hOfiH/7t3/Dv/7rv+Itb3kLxsfHz/n3AcCb3/xmfOpTn8Kzn/1svP71r5ft0vbu3Yt6vb6jSvYNN9yAT3/609A0TaTthmHgyU9+Mr7yla/gxhtvHDHT2g6PfvSjYRgG/uzP/gytVgvJZFL2jz8XuPLKK/GUpzwFr371q2HbNt73vvdhbGwMb37zm8/J5+8UV1xxBf74j/8Yt9xyC2ZnZ/HCF74Q+Xwex44dwz/90z/hFa94BX7nd34HlmXhj//4j/HKV74Sz3jGM/BLv/RLOHbsGD72sY/tqMf80Y9+NH7lV34FH/rQh9BqtfDkJz8Z//mf/7mtEuJnf/Zn8clPfhLFYhEPe9jD8J3vfAf/8R//sWXrrFNdoyc/+ckol8u4+eab8YY3vAGapuGTn/zkBZVGO46DZz7zmbIt4Yc+9CE85SlPwQte8ILzehz/43/8D3zmM5/Bq171Ktx22234yZ/8Sfi+j/vuuw+f+cxn8JWvfAWPe9zjzuh6nQ7/+Z//ieFwuOX5F77whWdlvqigoKCgsBUqMb+Eofq3FBQuDvz5n/85PvvZz+JLX/oSPvrRj8JxHOzduxevec1r8Na3vlX2kb7mmmvwuc99Dm9961vxO7/zO5iamsKrX/1qjI+P42Uve9k5Py7DMPDlL38Zr371q/G7v/u7yOfzePvb3463ve1t5/y7iD179uC2227DG97wBvzJn/wJxsfH8drXvhbZbBZveMMbkEql7vczWCW/9tprR5K5G264AV/5yldG3NRPhampKXzkIx/Bu971LvzGb/wGfN/Hbbfdds4S81//9V+Hrut43/veh9XVVTzhCU/ABz/4QUxPT5+Tzz8T/P7v/z6uvvpqvPe978U73vEOANF1+Kmf+qmRxPEVr3gFfN/He97zHvzu7/4urr/+enzxi1/EH/zBH+zoe/7hH/4B4+Pj+PSnP41bb70Vz3jGM/Cv//qvW/qa3//+98MwDHz605/GcDjET/7kT+I//uM/8JznPGfkdae6RjfeeCP+5V/+Bb/927+Nt771rSiXy/i1X/s1PPOZz9zyGecLH/zgB/HpT38ab3vb2+C6Ln7lV34FH/jABx70lonN0HUdt956K9773vfiE5/4BP7pn/4JmUwGl19+OX7zN39zpJ1hp9frdPjyl7+ML3/5y1ue379/v0rMFRQUFM4xtFBld5cc2u02isUi6vU6CoUC2u22mOFYloVCoXCBj1BBQeFC4yUveQk+97nPodvtXuhDARBt0/Q3f/M36Ha7pzSLUlBQUFBQUFC4WMCcq9VqnZf8SvWYX8IIwxD9fh+DwQC2bcO2bXS7XXied6EPTUFB4ccYg8Fg5HGtVsMnP/lJPOUpT1FJuYKCgoKCgoLCNlBS9kscNNNJpVKwbRthGCqJu4KCwgXFk570JNx444247rrrsLKygr//+79Hu93esWRaQUFBQUFBQeHHDSoxv8RBCXsymYTrultcbxUUFBTON37mZ34Gn/vc5/DRj34UmqbhMY95DP7+7//+frc4U1BQUFBQUFD4cYXqMb8EwX6HWq2GIAjgOA7K5TLa7TZ838f4+Dgsy7rQh6mgoKCgoKCgoKCgoHBJQvWYK5wRWDHXdV3cYRXXoqCgoKCgoKCgoKCgcOlAJeaXMMIwHEnMFRQUFBQUFBQUFBQUFC49qGzuEsd2ibmqmCsoKCgoKCgoKCgoKFw6UIn5JQwm5cColF1BQUFBQUFBQUFBQUHh0oFKzC9hMDHXNE0l5QoKCgoKCgoKCgoKCpcoVGJ+CWOzjF2ZvykoKCgoKCgoKCgoKFx6UIn5WeLrX/86nv/852NmZgaapuHWW2/d8Xu/9a1vwTRNPPrRj35A3809y5Xxm4KCgoKCgoKCgoKCwqULldGdJXq9Hh71qEfhr//6r8/ofc1mE7/+67+OZz7zmQ/4u23bBgAYhjHyvKqYKygoKCgoKCgoKCgoXDowL/QBXOp47nOfi+c+97ln/L5XvepVePGLXwzDMM6oyh5Hv99HOp1GLpcDANVnrqCgoKCgoKCgoKCgcAlCVcwvAD72sY/h6NGjePvb376j19u2jXa7PfKPME0TiUTiwTpUBQUFBQUFBQUFBQUFhQcZKjE/zzh06BB+//d/H5/61KdgmjsTLLzrXe9CsViUf3v27Nn2dcr8TUFBQUFBQUFBQUFB4dKDSszPI3zfx4tf/GK84x3vwNVXX73j991yyy1otVryb25uDoBKwBUUFBQUFBQUFBQUFB4KUD3m5xGdTgff+973cPvtt+N1r3sdgGjLszAMYZom/v3f/x3PeMYztrwvmUwimUxu+5nb9ZWrhF1BQUFBQUFBQUFBQeHSgUrMzyMKhQLuuuuukec+9KEP4atf/So+97nP4bLLLjurz1fmbwoKCgoKCgoKCgoKCpceVGJ+luh2uzh8+LA8PnbsGO644w5UKhXs3bsXt9xyCxYWFvCJT3wCuq7jEY94xMj7JyYmkEqltjx/NlAVcwUFBQUFBQUFBQUFhUsHKjE/S3zve9/D05/+dHn8pje9CQBw88034+Mf/ziWlpZw4sSJB+3741VyVTFXUFBQUFBQUFBQUFC49KCFqrx6yaHdbqNYLOLOO+/EzMwMqtUqAKDZbKLf76NQKMje5goKCgoKCgoKCgoKCgpnBuZcrVYLhULhQf8+VTG/hHEqTuVcci2bP0tV5RUUFBQUFBQUFBQUFM4tVGJ+iePBkrL7vo9arQbP80ae13Ud4+PjMAzjnH2XgoKCgoKCgoKCgoLCjzNUYq4wgl6vh3a7fcqqexAEcF1XJeYKCgoKCgoKCgoKCgrnCCoxfwiBFfOzkbIPh0N5v2EYGBsbkyS80WhgOBwiCIKzP1gFBQUFBQUFBQUFBQUFACoxv+Rxrnu+fd8HAJTLZaRSqZHP13V95DUKCgoKCgoKCgoKCgoKZw/9Qh+AwgPHg2H+xmq4aZpbkn4m5qpirqCgoKCgoKCgoKCgcO6gEvOHEM5F9ZxJ93Y95CoxV1BQUFBQUFBQUFBQOPdQUvaHCBzHQbPZRLfbheu6CMMQmqYhm83CNHd2meMJ93ZJPpN1lZgrKCgoKCgoKCgoKCicO6jE/BIHE+h2u43hcIjBYAAAsCwLQCRrL5VKO/osJty6rm+bmKuKuYKCgoKCgoKCgoKCwrmHkrI/RMC+8nQ6jXw+j3Q6DeDMjNr4Wibgm6EScwUFBQUFBQUFBQUFhXMPlZg/xJBKpZDNZpHJZACcPjHv9/uo1+vodDoARivm20G5sisoKCgoKCgoKCgoKJx7qMT8Ekd87/K4/Jz94KdKon3fR6vVwnA4RKfTgeu6O07MAaBWq4lsXkFBQUFBQUFBQUFBQeGBQ/WYP8SgaRrCMJTEPAxDBEGAer0Ox3FO+b61tTUxidvOkZ2fbRgGfN+HbdvwPE8k8woKCgoKCgoKCgoKCgoPDKpi/hBCvGKuaZpUuAeDwbZJuaZpyOfz8tjzPACnTswBoFqtipmc7/tntWe6goKCgoKCgoKCgoKCgqqYX/KIS9njj4EowQ6CAP1+H0DUfx53aNc0TSrsYRjCsixomoZUKnXK7zMMA5lMBu12G0EQwPM8cYBXUFBQUFBQUFBQUFBQOHOoxPwSBvcr3ww+ZxgGXNeF67oAosR8u/7xQqFwxt9tmiYcx1GJuYKCgoKCgoKCgoKCwllCSdkvYTQaDTSbTQDYNkFPpVJSQTcM47SV8DMF+9GZnMf/Kdd2BQUFBQUFBQUFBQWFnUNVzC9xsC+coDQdADKZDDKZzBbH9nMBJua9Xg+9Xm/L33O53AOqxCsoKCgoKCgoKCgoKPy4QVXML3HEK+WnSr7PdVIORNV4wzCkTz3+D4DI5xUUFBQUFBQUFBQUFBROD1Uxv8TBxHw787cHE6ZpYnJycsvzw+EQ9XpdubUrKCgoKCgoKCgoKCjsEKpifgmDburbPa+goKCgoKCgoKCgoKBwaUAl5pc44tudna9q+U6gyAEFBQUFBQUFBQUFBYWdQSXmDwEEQSD/P27+diFwMZEDCgoKCgoKCgoKCgoKlwJUYn4Jg0nw+e4vV1BQUFBQUFBQUFBQUDh3UIn5JQy6oMcr5hcLlJRdQUFBQUFBQUFBQUFhZ1CJ+SWMzRVzPqek7AoKCgoKCgoKCgoKCpcOVGJ+lvj617+O5z//+ZiZmYGmabj11ltP+/rPf/7zePazn43x8XEUCgU86UlPwle+8pWzOgYlZVdQUFBQUFBQUFBQULh0oRLzs0Sv18OjHvUo/PVf//WOXv/1r38dz372s/GlL30J3//+9/H0pz8dz3/+83H77bef8Xfrur5Fyn6xVMyVlF1BQUFBQUFBQUFBQWFnMC/0AVzqeO5zn4vnPve5O379+973vpHHf/Inf4IvfOEL+Od//mf8xE/8xAM6BlUxV1BQUFBQUFBQUFBQuHShKuYXGEEQoNPpoFKpnNVnXGxQFXMFBQUFBQUFBQUFBYWdQVXMLzD+/M//HN1uFzfddNMpX2PbNmzblsftdhvASVd2JsG6HvEsF4OUfTN6vR48zzvl+zKZDCzLerAOS0FBQUFBQUFBQUFB4aKFSswvIP7X//pfeMc73oEvfOELmJiYOOXr3vWud+Ed73jHKf9+sVenPc9Dq9U67Wtc10W1Wj1PR6SgoKCgoKCgoKCgoHDxQEnZLxD+8R//ES9/+cvxmc98Bs961rNO+9pbbrkFrVZL/s3NzY383ff9kccXQ6IeP4Z4D3w+nx/5l06nt7xeQUFBQUFBQUFBQUHhxwmqYn4B8L//9//Gy172MvzjP/4jnve8593v65PJJJLJ5JbnwzBEvV5HMpmErusiZb+Q2E7KHpfa5/P5kb/Zto3BYKAScwUFBQUFBQUFBQWFH1uoxPws0e12cfjwYXl87Ngx3HHHHahUKti7dy9uueUWLCws4BOf+ASASL5+88034/3vfz+e+MQnYnl5GQCQTqdRLBbP6Lv7/T5SqRQajQbGxsbO3Y96kLBd0q6c5BUUFBQUFBQUFBQUftxx4Uuslzi+973v4Sd+4idkq7M3velN+Imf+Am87W1vAwAsLS3hxIkT8vqPfvSj8DwPr33tazE9PS3/fvM3f/OMv5tV5u22S7tQFejt9jHfybGoirmCgoKCgoKCgoKCwo8rVMX8LHHjjTeeNqn8+Mc/PvL4a1/72jn77s1JcNyh/WKEqpgrKCgoKCgoKCgoKChshaqYX8LQdR2apm27j/nFnKBvh9MdbxiGI9vFKSgoKCgoKCgoKCgoPJSgEvOHEC4287fTSe23e/2pUKvVUKvV0Ov1ztFRKigoKCgoKCgoKCgoXDxQUvZLGEzEt6uYX2o4XcXccRwAQK/XQzabPV+HpKCgoKCgoKCgoHBeMBgM0Ol0tjxfLBa33Z1J4aGHC19iVTgrxCvOF4P5WxybK+bb4Ux6zC+G36SgoKCgoKCg8FBEEARYXV1Ft9u90IfyY4lerwfP87b8U4rR7RGG4UMuN1AV80sY2zmgX2gDuNMl2qeTsu/kmB8KyoAfR8Q9AizLgmEYF/iIFBQUFBQUFDaj3W7D8zy0223kcrkLfTg/dmCcWywWYVkWHMdBu91W8e82aDQaGAwGAIBUKoVKpXLK14ZhCM/zYFnW+Tq8BwyVmF/COF1F+mJikOLHEgQBhsMh0un0/VbLe70efN8fkfVQyq5pGtLpNExzZ0PYtm3U63UUi0VkMpltv6vdbsuxZjIZlEqlHX22wunRbDZl8tR1HZOTk8qNX0FBYVuEYYh6vQ7LslAoFC704Sgo/FjB9/0LfQg/1mAMmkgkRpLInSbmjuPAMAwYhgHf9+F5nvzNsqxz5kXleR7CMDyvie5gMIDrugCi88G4EgCGwyHCMDxlbNnpdNDtdpHP55HP58/L8T5QqMT8Eke84qxp2gWvmMex+Tg0TUO9XofjOHAcB6VSaYv8no8dx0Gr1QKAEQlPXF7leR7K5fKOjoVJd7PZ3DYxHwwGI8c7GAxUYn6OEF/ogyCA7/s7JlQUFBR+vOA4Dmzbhm3bKjG/COD7PjRNuyjMZRXODmEYwnEcmKZ5SuWaqsxeWPD8MxbmfbcTwmQ4HKJeryORSCCVSqHdbo/8PZFIoFqtnvUx2raNWq0GIKrsh2GI4XAox53L5c55P7zv+2g0GlKwA04WegaDAYIgOG1FnLlDp9PBYDDA+Pj4RVsgUtHxJYxarQbP80bYn4shKd9MDsT/P43cBoMBcrkcHMcR1ms4HCKVSo28X9f1EcO3XC4Hz/MwHA5HFpBmsymfnc/nkU6ntxwTcLJiv9kpnje6ZVlYXV0FEE1i+XweiUTibE+JQgwqMVd4MMCWCd7blmWpcXaRwXXdLb2rqVRqy3xN+L6vWl8uINhvrGkapqamLvThnDdQtQEAhULhkpC/7gRx9drU1NS2ZMvFEEP+OCMe+wKQ+Y+91KdKJoMgkDHLWJiwLAuu68JxHARBsOW6u66LZrOJIAhgGAYqlcppiThWrYEoSWdSHseZJOb8vNPdZ77vYzAYoNfryXqhaRpM04RpmnAc57SJeTyv8DwPrutetLG9iloucfi+j7W1NYyNjUk/SqVSuSgn1/iEYts2jh07Bl3XpTKeTCZRLpeRzWbl+E3THCEeCoUChsPhSHLteR76/b68Jn7jEpzcWDmPB3thGGJlZQVjY2NwXVf6obmAjY2NnbNzcKnD8zwhRCiXuj9sHos/DlI513XR6/WQz+dVYrENwjBEp9NBEATIZrNnFfgOh0P4vo9+vz8SMKi2iYsPjUZjRFoJRPNsIpGQ+yQ+P3ied1HeP2EYSuWmUCg8ZMcY5aqstF6sgey5QhiGcF0Xg8FA4oB6vY6JiYmHxDWOz4+O4yCVSm15TbzgsV0Sd64xHA7R7XZhmuZ5USkGQYBWq4UgCKBpGorF4gWbY+LGboyt1tbWoOs6JiYmoOv6iBKWifN2WFtbG3lMEpTFrvX1dSSTSYyNjY0kzZ1OB41GA0EQIJFIwPd9DIfDbZWlRDymY1LOIhrX9Z2i3++j2WwCAMrl8ilJ2iAIYNs2TNNEtVqVOYmFHibm24HzGBN513Xhed5FO5+pxPwSh23bspAwwNnMlp1vcBI5HTlAdg6IJhBOFKe6sTZ/PoCRxByIblzXdeG67pYeEsdxZGLr9XpIJpOy4HQ6HaytraHZbGJiYgKGYSCTySAIggt+Li8m9Ho9IVGIRCJxSr+AZDI5sojoui5S9vMFymJzudx5Dayazabcl1NTU+f0uzerPS5F2LYtlVPHcVAoFGAYxhkn6L1eD0tLS0gkEjBNE7quS3WAPWiZTAbD4XCkJSadTp828DjXoMyOx/jjiMFgAM/zoOu6zM+DwQCO46DT6UhQHg/qLlYSb319HSsrK8hms0gmk9smOBcKnufBtu0tPapnCga+BOOLhzJardYIyQ9EY3B9fR2apiEIAklgmPDwvxc7aH5FbBdrMUaKP36w0el0pJp7tiTtTsBYmUgkEufd5M73ffR6PXS73S094b7vS+xJxZeu6/K37RJzz/O2tAxSHcpCl2maQjjxutq2LccRBAEKhQJc10WxWDzt8W+XeFuWhVQqdcaJeXyOcV13S2I+GAzQaDTQbDbR7XaRzWaRz+dlzMQT7FPlD/GKPBNz9t+f6lgty7pg97VKzB8C4GQa70m5mCrm2yUS7FvTNA2JRAKu66Lf70PTNFiWNXKDMaEDMPI7+bm8ydrttrDcpmmOfN/a2ppMgmEYYu/evUIG8L+9Xk8Cmmw2Kyyb67oPGSnb2YCTG1lc3/fFL2A7aJqGQqEwon6glOrBRr/fRxAEWFpakkQol8vJ+DmXydFmAofjGYjG6PLyshA+Zwvf97G6uopkMnlaB9KLHZuropTgTU5O7vg8BUGA5eVltNttJBIJ7N69G7lcDqZpotvtot1uCwkXJwKBaCxvTszZGnSquZPzKhU3Y2NjOx5H6+vrUv2dnJzc0XseauA9kslkpD3JMAzU6/WRSt6pEvNGozHSx1goFM6YXCExcDb3v+M4uO+++9Dv95FIJFAulyUxJxlkGMYFS9ZrtZqsr2dDCtZqtZF5jWvrxQzGEKequt0fOA4Nw0AymYRlWWi1WiPjE4Co9oBIxXexu5ez93hlZQWFQgHpdHrbJGbzc6er0J4LML6Kf9+DCa7HruuKf8XZkH+u68IwDJlPSH5sjj83g73S/IwgCIQsJlERPy4m7ac6PzyHiURC1Dxx36lKpYJ+v4/hcIh2u71l/mPBhIqmbDY70kK6GdutkXFjOSrY4mR4fN6PIz7mtrsWtVoN6+vr6HQ66Pf7KJVK8jv5fq4Dm+/TzecnvitQv9/fdr94Ip1O79jD6lxDJeYPEZA1uhSYW2CrWR1vENd1oWkahsMhksnklt+zHZtLtjCRSMDzPPlcso1hGGIwGIj8nZMcE3Jd11EqlXD8+HEEQSBJuGVZCMMQtVpt2/Oq6zrK5fIl18fKiZuBx07BSbNYLCKdTsP3fXS73W0nU0q0Wq0WBoMB0un0tlLVBwOs7AdBIOMqkUig0+mM/IZMJoN2uy3BZzabRSaTEaY6PoZOh1qtNrIgbH4PTQfPRUsE2W56LJxpgkF2PAxDaR25EOB9zAqy67oS1Ow0EGQFgZ+Tz+fhOI4k4Y1GQ9pU6DuRzWZlbMQRb2E51fGur68jm82O9P5ls1lRKXW7XZRKpS3HH5fYMbg60+vG83MpVyx5DuL3x3ZzwmbSBtjqwBuGIfr9/hkl5q1WC+12G5qmoVQqwTRNJBKJM7oWjuPg6NGjWFxcRBAEKBaLI0ahnO8AoFqtnvfrFVckseJ9Jr2enU4HyWRyW+VdXA66U5wJqU2i44Gup+yTBfCAE3Oeu0qlIsdtmuaW4gLdoVm1u9hh2zZ830cYhmi1WluKH8R2ifm5AknN+P12qu9jRZmwLGvLNV1fX4fv+yiVSjse42wxY8yYzWYfMIHmui7W1tZGyNa1tTVZw07V/kCVVzxmKBQKYshnmuaWCjjPGaXcm+8RkkSMgePmaEB0/uKqVKppNE0bSfpt20ar1brfivn9JeYAtmzxVqvV0O/3pSrv+z6KxeLIGNg83rrdLtbW1hCGofg9sSDBc8DfwzHOtgjDMBAEgRSENh/jcDgcOQfx38ai04XCpZVRKGwLDqTTbZ92PrG5or3d8TA4LZfL0t8Sn7Tjkqr4+9fX1+G6Lmq1mryW72WgVSwWUalUZMJ1HAcHDhxAEASYnJyE53lIpVISiFNKaZqmbKkGQG72Uy1ONKO42Lde2IzBYCBunWNjY+j1ejAM434nY072nMRO9x5WM5mgA5AKZrlclsBW13UUi0UhU+ItBkRcEbL5b/HrYxiGkAHASWMQVmTjC12r1dpSce52u+j3+7BtW6pqpmmKZwPVFolEQgJuBmhUetDMkJLqarWK1dVVOc6dJgEkmPr9/im3Bex0OsIA7zQwiTua0oBxJ4EzyYXtGGnLss44wfd9X2R0uVxO7vEzCQQpDweia89qQHzLQybh/X4fU1NTSCQSMj7i1yNOFBSLRVGF8LcvLS3J/a7ruowFGlYyMKrX6xgfH5djdBwH6+vrW46biSUDIl5fTdOQyWSkOq/rulS7gCiA43NELpc7Zwkgz8PZVJR5voGI7OJ55NjZLjHnOaFcmOD1jVcyi8Ui6vX6jtqeAAi5es8990DXdWQyGfi+D8uyYFkWxsfH4TiOJAKGYSCdTsOyLFHDMNgdDofyvbyGy8vLIm2OzzPs59wJ4oQNEw6CPZU7uSabSc9+v79lbmBikk6nR8YNK0idTgfT09Pbfj7NleL33qkkn+wd5dajXAu2I0PifaYzMzP3+zu3Q5xYe6C90XFlHsfcdnNrMpmUe/tUVboHgjNtUyIRc39z+OYKLAmFbrc7Uu0nAdjr9RAEAfL5/ANy1+Z6yURzMBig2WwiDENMTEzIHLDZNIznn1tbxfvgN/tQMHGq1Wo7vte4RzsQXUOugQ8EPHae180E7NLS0rYEEecQXdeRSCTEI4UEECvw2yXmvV4PvV4PExMTAKLKOzBaEea513Vdzpeu63Is/FwqvuJkHs/pZjf3zdhunWYhjetTt9uFruvYv38/2u22FEbi9wvnEh5Xp9MRR3fP87CwsDDSlhO/rw3DkMLe8vIybNtGs9ncQozHTd/ilXbHcWBZFjKZjMSxLHg0m80HTKKfC6jE/CEA9pPEcaGT8+0QX2zigXAcqVRqJDnf7PDOAI7/jU9ecRbYtm35Pppr0JxiOBxuOZZ0Oi1JED+TN+x2kxAnnnO5KJ8vxAPaTqcjk3EqlYJlWSNMZ6/XQyqVQiqV2pKYnw5cCI4dOyayYbrpM0En4pWvzQsspdscA8ViUeRQ8YQFOBmkaJomFep0Oo1OpyPsKGXmcSOQYrEolfOVlRVJisfHx+F5HlZXV9FsNmUhNk0TV111FRKJBLrdLnq9HgqFAqrVKlZWVrC8vCwVebLbdAE9VZATD1wIBk2senFR7nQ6SKfTI0HcZkOX7RDvMWQftm3bpwzqeEw83/GKZRzcGeJ0lS4ugrx319fXUa/XR0iPRCJxxol5fEwy4TZNU2SK1WoV7XZ7pGLAYGRzYj4YDKTvjHudep6HAwcOoF6vo9PpYO/evcjlcuj1ejKHxBOCzfNB3IGc/dTsj+v3+1hfX0cYhqhWq3JfMQl0XRcTExMjnxnfx5UIw/CM1RicO+PXLJ4cjY+Py7g4VeU1Plbj8ynHKF+Tz+dH1igGWJtNOCmb3dxyYNv2yLjlcWy+hqeCbdtYWFgQwx8miXEvgs1y5W63K5Wk7c5dLpfDcDiUbT273S4WFxfRbrdlr1x+N9cR13Vhmqb0YJqmKQRVPJnf/J2e52EwGJxWWhp/bfw419fX0Ww2MTk5iUwmI1U+vo73CatKTIZO9V2U6a6trY3sZEIFQnwccL7o9/vIZrMy1kmGbL5Gp/q+nbQekFCI//adguOLhBLnEZ6PsbGxbYkK3jssipyNWnEwGGBhYQGmaSKVSonxF9FqtTAcDjE+Pj7yfKPRgG3bI4WI7cBKMZO1eAIcT0w51jhvtdvtB1R4YBsEDTgprQZOunhz7Yz36PO4BoMBVldXhZQ2TVMSWs5H8Xuf2yuebg3kfQ5g5DM5juklkE6nd7RNI8lTzpvbzRXbrZm8h6rVqvSBs3ec/dSb50G2VjL55zmMz1lsn7FtW/wg6K0TV/9trqZzDKVSKXnNZpPAzeQbr2U2mxUCh5+n6zp6vR4cx5FEnYl2o9FAtVqV72EcGIYhGo2GKF8TiQQajYbM2w972MOwurqKer2OTCaDZDIp/h6My7LZrLyf61s8T+AcyvHOuT/ues94kjECicTznU+pxPwhgHhCcjFJ2U9XMedzZL34XDwZ3/w+MnzxhZALPGVsvOHb7bZIYDzPQ7PZFOOHcrmM8fFxqbKR2SQ7zCCBwVO325XFL36s3W53x1WbOM5FVepcIS7X4aTPalcQRA6h5XJZiI4z6c/meWSgTmKEMmomqwwEN/eb8TPi46DVasE0TXk/EI2hMAxHqueswrPC1mq1UCqVMDExgdXVVXS7XemT73a7UoXjuKpWq8jn87LI0fE0l8uh3+9jdnYWY2NjWF1dlYWr1+thcXFRkptCoQDHcaSi7nmeHDcXZFZF6/W6GNXFvRMot+c+nfV6Hf1+H2EYolQqSeVg165duOqqq0auTdxAhoYnXIhYTY4voDRgIxhMxZPLfD4PTdNQq9VQLpclWDrdFnjx1oK4jKzZbKJUKkmAQRne6YJcehoMBgNRFGxO5guFwkiVpdPpjHxuPDGPf26r1UIymYTrupibm0Mmk0Gj0UCj0cD6+rokapQos1IeV3SQfGJVMN4mwT5zKkkYPDFhZAsPDahIdsS3lOSYLxaLyOVy8tvOFNw2KU7oxJOjOGHT7XYlgC8UCrITSPz86bouc2r8eKgwiFcW2f8PRJJhrl/D4XCkUsRqUqPRkMruZvll3FCP43uzpDLeHpHP56VlhdeLBqocO47jjATsvH/iVT7TNJHJZGDbNtrtNhYXF4XYsSwLw+EQi4uLEuCXy2W59+P3CZUXtm2j0+mIUWUmk8GuXbukHafdbssx8jOSyeSWihyPOZVKyXXjPXzllVfC933U63WpmpMwIGHBMXDgwIGRVifuLtHr9UTpEVdC0Emau8PE0e120Ww2JZlPp9NIJpPI5XLbriXx4+Y135zIb0ac6AV23hvteZ7sx+y6LlZWVnD48GGsrq6KYgrAlsS81+vJPR4EgRA5D1SKT/8Ez/MwMTExQsSwgg1gC0ETd46fnp6WNY33Jsmj+fl59Ho9mKaJdDotykEmLcPhEJ1OR1qdeH89EDlv/H2UR3PsOo6DxcVFZLNZNJtNicuoWmHc1+l0ZE1iAlyv1+WaMibj3yl935yY89owseX9NDMzI8lv/FwxHrBt+37bFNkiSeUa56h4vLTd+2u1mhBZ8WSZsSY/d3PRqVqtYnZ2FvV6fVsCYmxsTOY0zmvxhNk0TYkJeB5ZKOn3+0ilUuj3+6jVahgOh6JK5ZiLqyN5zlKp1MixMIaJHzvbh+IECAnIbrcra268qHb48GFks1kZN8PhUNZ6z/PkmlYqFaysrAixEW9FHBsbG5nvOEZotEdVjGEYUm1vtVojSiKeR84R5wsqMb+EEU9e46ZF2yW15xOnCqo3J+DAyeorJYzxoHzzb2DAFXdv5n95U2cyGRiGMWJcw+/jhEWZavzc8XWsWjYaDUxOTuKyyy6TIJIOz8Bof8uZsOVhGMq+sBdqC5Z4QB1nmVnR4cTJ8+f7vkzuZ+JAy2vj+z5qtZpUSyhv4+TMBTPeurBZ/prL5WSxqtVqspAHQYBcLieTPL+XPWkTExOYn58XQ6R8Pi8O3SQLer2eLKypVEoICgbK9XpdAvF0Oo3FxUVZgOIM/vz8PLrdrlQD1tfXsbi4KJUOJtndblcScQazJAUqlQpM0xwJFmkGw2SerHEikRDvhPn5eRlTmUwGlmVJZYz3FQmqVCol0nOSDmEYCuPMZJMVrlKpJEF0KpXC4uKi9KIZhiHJ2qnAKgUDMm55GIYhFhcXJTGZmppCOp2G4zgSiHPxpGus67pYXl6WvzWbTTHNYTUpPj45X/B3pdPpEYMagmNd0zS0Wq0RdUen00GtVhNSIi6/XlhYQL1eFxNLIJoTcrkcKpWKVJ8YIPN6pVIpUQiQkDIMA81mEwsLC0gkEkKM9Pv9EUl3p9PBwx72MNmaJi65i6uIOM5538WJRSb67XZ75FwTrFSvra1JFYHjjtU3AGLAxgCcMnHeFwyyWAWyLAtLS0vo9XoYHx9Hq9USdQBbmpjEplIpzM/PC+nBewOAzFOLi4vwfV+IGBIvlUpFrgeJXFbbG42GEHycj4IgkGSR7+H3xoNrtl+wP5J90Wtra8hms9JbyoAdgJggjY+Po9FoIJPJSPsG16TFxUUha4bDIfbu3SuJR6vVknuU4ymXyyGdTuO6666T5JxBJOfASqWC4XCIY8eOAYgSBl4bjrd8Po/l5WUJYHnOWF3k+SAJEE/USqXSSBWSShier1qtJnNWvA2G7UbdbndLpTcIgi0y2rjCKQ722242h908lk+H+O9pNptYWVlBo9FAOp3GZZddtm3LxGAwGNnilaQKcFK99EBaS+JroG3bkoDHyer4nLU5PuJ1XVtbE3LItm30+30cPXoUYRiK8q3f72P//v2yuwDJUSYtXFN5neLnPpVKnZb02Eyuc/4IwxAHDhyAruu45pprpHUin89jfn4eg8FAyAUqqJiEcQ4dGxsT1SN/r67rkqhtBtdZxgqrq6tb5ioSqzxfJEvpGXIqcN0HovmI9z/bYGq1GjKZjCgOSBLw/qCLeRAEYspHfxT+No57qteWlpbQbrfRbrcxNTU1Mg4Ymy4sLODw4cMSy+zbt08KDECkkrj22msBnGwFZHGA1efNnivD4XAkMed3xo2mqUwi8ZzP59HpdNBsNpHL5eS35vN5VCoVLC8vi4ki122q0WigCUDGA8cvMNr6k06nhfgdDodChjYaDYyPj2NsbGyEaKbvBQlhwzCEnKBjP4t4zBPOtzJWJeaXOOJJ7MVWMT8V4ol5fPugeGIW/y/B37ZZUhNPshmQMCHhjXz8+PER1pU3fby3MJ6oM0BnD8/m42EfUBAEkigA2GJaF+95Bk72pe/evXvHrP65Rnxx56TJ/mjK98i0xmVWD2S/z7hEjYlsMpkUeWez2ZSEsdPpiHx8MBiIdNvzIpfQUqkkCatt21haWkIYhiiXyyPJTbzXXNM0qe71ej3UajUsLy9LMhWX2LOyQ+kkq7JUdaTTaWH/6XNAkyBWstmb53keVlZWJLDvdrsjPVIcY4ZhSC8WcLKiBwBLS0tYWloakVrxddVqFcViEaZpSpW+3++j3W5LMMDfzdaEwWCA8fFxSQpyuZwk3zRIY4WfSQNlaFyYbrvtNjHzo2S81+tt8Rqg8oL3IRd+JnetVgurq6uoVCpSeVxZWcHU1NRIQMLzura2hlarhX379smCSSKJUmlWTQeDgZBNrGD5fuQ4u3m+oSSQ47zdbkuvH8kPJj5UMzA5Hg6HmJ2dlfdPTEwgkUhgfX0dg8EAKysrMqbIyOfzeZRKJRSLRZRKJaytrUk/ZalUwokTJ9BqtTA5OQld10Ut4fu+nCcAI8EMExkSi8lkUhJ+Xmf+1s39vacy3nEcB7VabSRJ4vzJZK1YLCKfz0t11nEcubZra2vI5XJot9sSgGWzWZimiV6vh3q9LhWduKQ0kUhI0kD/DlZPmTwD0Txv2zbW19fRarXEhC+dTo8kzAzseb7oL8J1gEoJz/Owd+9eSbBogLYZTOo7nQ7GxsYwMzMjCgf+jmKxiLGxMXFEv/vuu0fWk0ajgd27d8scuLy8jDCM+uBZvel0OkKgpVIpIeZIMPC68V5sNBpiXloul1EqldBsNtFut0XZcd9998k9z/l09+7dkqgxeOV56Xa72L17t5yHuNt5GIby/3lNWW3lXEDlFVsWOG5IRmiaJsSwbdtYXV2F67qYnJwUIheAqNlY8Y2TlJlMBplMRtYFJjasDBPxZCh+XTlfUJXABCZ+3/Fcc52gbNmyLOTzeXkt16H19XVphTkTxOMLHoeu65Iw8BqQINyu5aFerwuJSGUVSV8SY1Tm3H333VhbW8NgMBAZM3e3iG/fRdI3vsVhtVo95e+IJ6vx+aXVaglZc9VVVyGbzUqCzPmJRQCSYgsLC6LQAE5WW3mflMtlMaDdfD5YISVJwd0f+Ns0TROVW7/fF6VMPM6cmZlBtVqVBDZO7JIoBiKyIq4A4XzGuT0MQyHXxsfHkUwm5TqS9FpdXRV1kO/7OHLkCHq9Hq655hoh57k2MT6Kx8IcJ2xf4WtXVlbw+Mc/Xta+uI8Pz3ncN4jqAipzGCPHjeRIIvX7fVGOMl5k/EZVEonTsbExuaf4WVRGVCoVGZ/xQtn09LTEgFzL4wk256pjx47B9/0RN3kSlZuVFK7rSssqiZ14nMLz0O12R5Ra5xMqMb+EcSpJ8YWslsexOcGOBxcMAkkmbDb92a7qv5PEHBhlnrlYTk1NiQlTvKrGCZrmXYVCQSbyzaz75seU/vC7ybpxn0UAEsDHZXye50mfTDzRjffG7gRkVVnt4ITpuq78bi7EVBvEqwtx2RhB8wwmZp1ORwz1Nssw7w/c3oJMJgNzIEpAp6enRWpMWXWn04FhGCI3B6JJsVgsolgsSpDJSiADGAaG7KlaWlqSAJ3JAuXEx48fl4otk4v4vcQgjYHlVVddJf33rMwzGGCLA3vANzPiXDz7/b4kjvl8XgKb1dVVACdlaKxqMkDmFidxCXYqlcL4+DhSqZT0sd99993odrsix3YcB/1+X+RfDFxo7MTFNpVKSdWSiVs6nUapVJIKL4OClZUVUXswGW40GhLwlEolFAoFTE9PY319XYgTXr9WqyWy+eFwKNIz9lzz/JXLZZHbDYdDub5MiCuVCmzbFmUDx2x8uzP21/FejBs9xgMrBq2dTkeIGEoxNS1y76aRH8dbo9FAu92W5I6VEl7LhYUFMRVi6wMDv1wuh3w+j4mJCXGpJWnDpJ99hnw/5yPKvkmeAJDrw0C22Wyi1+tJ1aZcLksAQ2k1+9FZFWEvfb/flwCE0kEAEnCyqt3tdqUHPW4eRQLoyJEjI/LRer0uJnAzMzPSx0tlAaW6nHM49lgNoYtv3BGfrS+U8tO/gXJrrjGUJXO87d69G54XGZ+RAGKbxcLCgnx+v98XfwLOXyTBKLXu9/u48sorZd7lVkMrKysyLkhckBjkVkWsyk5MTKDf72NlZUUqwPS58H1fEnMGpKwekUymauXw4cNoNpsj6hXu+8t7n72k8X79RqMh15zEU1x91O12kU6n0e12USgUZJ5jYs62FlaRqeLhPBIPtFldY8LAucS2bZw4cUJIcCZpvA4kzKrVKlqtFiYmJsSos9VqQdd1aTVqtVoIwxCTk5Mj6zWvv2VZmJmZkTWbx93r9UROznVxcXFREn4m5CRXOAfTeJNjb3FxUZL/0yXm2ykA4somTdPkfNDfxPd9HDp0CK1WCzMzMzLXNRoNaQmbm5uTuSCVSsHzPGkBTCQSmJ6exurqqhiS8jq7rotrr71W1Ee1Wk2SpiAIxJAynozGj7tWq0kCSuftUqkk8xkr8kyW19fXRaG2d+9e2RKLcxvJLsaMhUIB5XIZe/bsEcKF13MwGMh543lttVo4ePCgjF9KtLl+sp2CHjtUKIThyR1PKHvnY5JlJIf5e9iexPlzYmJihCSgMoCETjqdxq5du+Tc0dGdyiLg5JarruuKSjEIAkxNTUllm+QZK/9U8gVBIMlpu91Gq9XCwsICLr/8ciFbGBdxniFJwNYO9vhPTU0J6co1kdef8z3jarYVkKgFTiosuXZRncMiA5URLF5wrWLRguOXRBNl6kC0lrNldWFhQQo+JHsZG3Iu4U4TJBHixQde72q1CsdxsLq6KspOkmPnEyoxv8TBRWRzInuxSdlZkRwMBmL4xGSDwRAT5HhCf6rfsbkPnf/l5AKcTLrJslarVUloKANi1ZqJCeV9fD5uALSZkS2VSsjn8zI5k7FjIkXjrLjpCrdrYpAWd3Tmd5HRZLU/DEOpvBUKBRSLRWHmyVpSvsZJiBMgK6VA1M/Jnl7f9zEzMyPmGaVSSZIfAFhZWZHfSZY1PuGTjaRb5nbXu9lsyv6TtVpNnIUp5ZyenhYzNwZ03W5XDOPiCoZ2u41sNiv71PJ8DwYD1Ot1qUpmMhnplwuCQIw79u7dKwY6DGwrlYoEnEz+WHGhoQtJCsdxJBGjk+exY8ckCSZpYJqmJG7Ayb599j6FYYg9e/bIeARObhFYKpVGpFP8/Uy26FA7HA5x4sQJTExMyJZn7XYbKysraDabmJ+fR7VaFbMxJg4cZ0xA2BNJCRwfs2rSbDYxNzc3Evjx71RYrK6uot1u4/jx46hUKti/f78EzewfJGvP61soFKSPMZVKoVqtotvtYmVlRQKy9fV1pFIpLC8vo9VqCWHFigDHGI+Lv5MqAgCSdFCizISK/WxM/NfW1rC2tiZyxFQqJdfcsixMT0/jyJEjaLVauPfee0V5wflgZmYGc3Nz0ktPqSf78DkPsJ+71+vh2LFj0hu3sLAggReDIN/3cfz4cRlrTE44JhiULS4uylwShqHcJ5yLWAng/q8kIJaXl3HixAlJzC+//HIJwCkjXF1dlfuTSSnnxk6ng6NHj8o8NxwOcejQIZnDOp3OyHy7sLCAiYkJ3HXXXbjssstEij0xMYHl5WUJsOOJNd25mUR7nic9gjSkZAC7f/9+GIaBtbU1kYWmUimsr69LQE7JIoPLZDKJSqUykgjwms7Pz+Puu+9GrVbD6uqqkJNUcVBpwUow2114X9H9+dixY1hfX5fxB0DuIfah8j4FIPJXJhJs/2DSQXKQY5dqrSNHjoiEv1qtigKJcyADVKoO4v2tce8PGiXSgyCRSKBQKIhqqdfrSRK8srIy0tLFgLvRaEiiOjExMUJYkmDgOK7X6xgbGxOCioozkmZMalgJZl8yzwnnT543jt9er7fFMIs9841GQ9bEOAEwOzsrvfOs+LXbbczOzuJrX/saksmkkDyXXXaZJMCU3pJUihuFbgeONW47Gl/n1tfXpUeZviJUCqytrWF1dRX33nsv9u/fj3w+P9IPvry8jPn5eRQKBVmruTaVy2Xs27dPSNATJ06MFEoYE9GckEUCkmNsZ4q3jhSLRZk/4+ZnjGFM05S1K75VqWmaWFhYEPI5l8tJ5Z4KrLiDdzqdltagTCYz0vrABI9zA8lVthgBUQLJNYxzPJVRJAALhQLy+bxU6JmokaTluK3VakI0sq2rXq9jampK1ql4WxMrs2wBAiAkEBVOjO9WV1eFDKGKhLJrz/NQLpdlreb6m8vlxJW+3W5LMYI+FXNzc7BtG3Nzc3J9fd/HwYMHMT4+LnNZoVDAysrKSIsovXJ4DtbW1kQxQPVIvBLNa8EYmrFY3BSOSXCr1cLy8rKsV51OBysrK/L7uAbzfaxmx317GGdRkUWPKPb8897n51QqFYnvSLjFi3g8fioeSRzcX6vegwGVmF/C2NwrfbHJ2ONJM12xuXgDJxNxslfx6vepquWn+o746+ILAF/Dc8XFdPPnsgeViyslyGTQ6BgZ/17e9Kx2cOJhBYaSWlYLDcPA2NiYBNHxz2CwzD5mAJiYmMDu3bsxOzsrTOr6+jomJycl+aR8kgsNJ0Ymzv1+Xxalubk57NmzR34Hqz5jY2MS5LLqw+CIpk8LCwvSi7lnzx6RF2mahunp6ZHKP/utDxw4IPv6surE3+26rhALY2Nj2LNnDxKJBA4cOICVlRUkk0lMT09j9+7dOHHiBNbX1+XacpFkJYgGTGSP43vMNhoNqaTzO0lw0Imdzp8cMzx3lOzNzs6KVJW95pT6FgoFuQ5xEojyvF6vJ+6yDKwLhYKwt+l0WgIxyjprtZpUt4CTCzkZXAY8HL9clJmEsCLKxJUkBJORuLSYzrCUn/F+4P3CHnnuA04pNu/jbDaLer0ui+3BgwelwkzCgYEB7wH27vO3cW5gYEAlwNzcHObn5+F5HiYnJ4VAabfb0ofMc8Devl27dqFUKqFer0viG5fqkaDodDpYWlqSscN7lVJfjodEIiGV5mazKckCkwAmLSRlNE0T5p9JDgkzJsnsFWQSz8rDPffcI0QAK/msrNKIisGk70e7FdCnYWxsDEtLS1Kpz+fzMsbZsx6X98evAds+2LKQSCQk0HZdFzMzM5ifnxdlTrlclvPHalSr1Rpx3bYsSyrtuq6Ln8PY2Bjm5uZw/PhxkW96nidz1BVXXCEkDIlSOqbPzc1JpXJiYgLtdluSEko3FxYWRLlACTirzBMTE6hWqxJo8jtKpZIQIktLSwiCAIuLiyOkExUtcWlxvV7H4cOHcezYMenDJVFAY8R7771XktKVlRX0+3087WlPQ6vVkr7ae++9VxQE7LkdDoc4ePCgbI1EUrtcLgtRsrKyIuOZgathGDL2eI15T1G2GV8PV1ZW0G63cfjwYak2j42NSbC/vLyMWq0mKoyxsTFp82BPeqFQQKFQkGSL6gtWxqn64frCe5IBMYlGtlnQJDFunNnpdFAsFqVqzC23SG4ymatUKuj3+1KNjye25XIZ6XRakngqNbrdLg4dOoS5uTkZs2zr4a4eCwsLWFlZGfE1yWazUunlusckrtVqYffu3bImep4nPgRUO5A8KZfLstYy2Ugmk3LNgZN99o1GA5qmYXl5WSr4rGJz3uX6X6/XkUqlcPz4cWSzWczPz2PXrl1wXVdIKM6bPH7+DYiSynQ6LUQCSRGaaeXzedTrdWndeeQjHykVV9OMtp5ttVqYnZ0dcVenSoXrFnDSEDKXy414oViWJUk672O6erONZ25uDrOzsxI/OI4jiW2pVJKYgwUBkmJcD+Oqg16vh/n5eVE90IMlCAJRALiui2q1KmocqoEoq/c8D4VCAcvLyyiVSnJ9uR6TqOR9QOk65yOqHRhjHD16FFNTU6IAYoWZ9zxbc9LpNE6cOCEKgvhvXVtbw/r6uvRbAyc9IEiIUiWVSqWQzWaxuLiIxcVFIU+YYDc3tkBkoYDv5RrF+ZUkRiaTQaVSgeM4okDodDpyn/P7ObcuLCzg+uuvl3iT8Q6r+r1eDydOnJBzx/iMZm+cZ+nazhacer0uJCiLdjzPLG4xzmRMPjk5Kb4E5xMqMb+Ecbpq+cVWMY9js5Q9biDBCkzccIRJb5wp5YLEJG1lZQW9Xg/VanVbgzZ+NidkSiT5HXQk5XYTrFBQqh43wgBOuhq7riu9QewzIhvKibNUKmF2dlacLSkdZZLJ3lEytJThNJtNVKvVEXkTmUsy3dyuAoAw8Ey0WB3hQtBut3H33XdLgB5XBlDeTHlbsViUvl8uWIPBQLaUm5ubkz1yjx49it27d0vVZTAY4O6778Zdd90Fy7KQzWbFTINMKBdubi12/fXXC8vb7XZRq9WwZ88ekd6x2k3yhPJwVsm5pRn7aSkZJSnE88pJmYEBKzJkzmmYxMDV9yMHapIfJGzYxsBFaDgcioz+iiuuEIdj9t3S1Ca+9dzs7CxM08QVV1whCQ/lYmwvYJDBbQSZ4PN6UN7Lvq1+v496vS6us2TkFxYWRJnAZDCZTIqMne0BvV4P09PTWFxcFGUCAzc6ZLOywXuNv7Ner0u/fLxSzMUxm81Knz5JJJ5jsufxCk2j0ZDgdXV1VbZ8YiWMTDsrwpR5p1IpMcuhyRfJCl4rJg/0FGCwzqSX98j6+roQOJTgt9tt7N27F1NTU5idnRUVAKsmlMQOBgOcOHECl112GRqNhvy2yclJ+L6PSqUiSSh7oplYs/eZcr2FhQXs27cPe/bsEbkxPQxmZmZQKpVGJMSUqfOeoWkeJYXcW5pVL5JM2WxWiCIAEhxx65q4EocJCatC7G1loMrKNdUIdPamAse2bczPz4/0JvJ4k8kk1tbWRFZJMEBlFZRBKJUTDJxZXaEUkkluGEZ9i57nYXZ2VuSzNDPkPMWKCpUV/J1sTeF4Z+LK3m5WXGq1mpwDVnBWVlbER4D783IfdMuyJADkmkayIS7f51xMOTzHM/9x7FBO2m63hUSLj2HOyZoWeXAsLy9jYWFBXNrX19dRqVQwOTkp62AymcTc3Jz0ijLBymQyWFhYwMGDB5HP54WY4TVutVqSTJmmKW0gTPqOHj2K5eVlGRs8LkpNWdVi6wIr5Jyv2UvP68/e8zAMR8y/+De2uZCwYMxBQiWXy420QcXPfyqVwurqKo4dOybtHWtra3JOuJWlaZrYs2eP3N8ce1R2kZAqFAqiEFtfX4dt2zh48KDcQ6ZpjiQTJFgoEacbvu/7KBQKSKfTQrayOri0tCSGhJzzWNGngd9wOMQdd9whiSyrs6lUSoi0TCYj8zHjtaNHj0q7BE1ZSW7SzwWAEAZcN+n5k8vlRBrOeY5j5oorrhgxAOM8y8+cn5+XeYIKEwCirikWi6hUKrLmcF6nmo+EBtVH/A46hY+NjUkyOTExgeFwKG79rusKae15kXkj2xOpavB9X9zvSV7s2rVLEscgiHaQuOyyy2CaprRF0GuCRmSMR7jFaLFYxBVXXIFkMomlpSXMz88Lmc0WDBKP3PudsVyxWMT4+DjW1tZGZOH0zqDUnwpXFi0e9ahHyX1GST8J4VKphCNHjsj55JwKYOS80MOAqht6L5HYzufzYm7HCn+v18OBAwdgmiYuv/xypNNpLCwsCOE5Pj4uBHgYRj4d9Clh7ESygS1jVD6xGDI/P4/5+Xm0220h4oIgwMzMjJDR57voqRLzSxisOAOjUu6LDduRBJul7HEyodFoSNDJHudsNjsSoHGiJTO/uroqiQrlOHyeshRK1NgbySoxcHJbHy5yXHwYVJKpjhtPACddnPv9PsbHxyXYYEJIBi6+3ygnMAYbAITJZMB85513iuSSBj8zMzOSHPJ9rBCzt4ZGQJwYmQyREeZ7uf0LJUTlchm9Xg/33XcfHMfBtddeK87mNCGan5/H7OysJHyaFrloUj5E2Tfl1JRUMSBjYBnvD4yfayaZ7XZbqivsOeJWQzT5IDvKahGvDYM6JnwcJzwfDPRarRaKxSIcJ3IAJ8PKxZkVol6vJwkOq0/x5C6eTJHMYMDd7/extLSEZDIpPXIkNABI/yplg5lMBktLS0Lm8O9cYNjHVygUUK/XpTeMJmtMRimPpls0P6NQKAijzQoSJa4c69lsFjMzM8JIszeRFbLBYCDbvdi2LTJujkVWSeJEE4mjUqmETCaD2dlZNDdMykg63XPPPVhfX5f9SY8dOyYVSJJPnU5HHN0pSWUQTKkxf8PKygoWFxelevjEJz4Rtm2PmH4xAGHCEq9CpNNpNDe2eKrVapienhbDHgacJDL42zlPMPhn4M95hkw/cHIf+VKpJJVqJkwkHAaDAUzTxNLSEjzPw4kTJ0T5wTmG1QQeP+c8JtQksWiExlYQ3tvpdFoCdlYOKMOnCodVaBKW7Ovl/U7/BJKnk5OTmJ2dlbmCsmKOQ55/9oczmQ3DUMYd723+zvh1I6FUrVYRhlE/Md2auZ0XxzrvYZK6TIKXl5dlbqbsl6QKA8t4LzdlmeyjzufzQtpQaRFXaDFRBiCVpOnpaVHwsFLLBGF8fFyqgjzP7D2n+oAqnlQqhenpaZnX4mqKZrMpicaJEydG5Jn0aGCAzXaueL8qr2mv10OhUJBqN9et1dVVOSf9fl/a0hYWFrC0tISxsTFpU6JEmWTX9PS0rKc8V/Pz86K4IcHH9ZBkVdw/hOPZsixMTk7KfNzcMBENggC7d++GaZrYvXs3SqUSVlZWcOLECTkOEvWsJPP85fN56WdlHy/PHaXnVEQw2VhfX8fc3JzIXZsbJpwTExNYW1uTRHp9fX2E1CIJdMcdd0iiw9/IvvdkMompqSlR9HB9oyKH/dqTk5PSYrZ//35cdtll+MEPfoDjx49jdXVVYiSSjWyj4rxsmqa0tbClhCZdqVRKPGBI0q+vrwtB22w2kUgkoGkaVldXsb6+Dt/3JekiiUSShYTz0tISAIhvAIsVNOCjMoFqDQASEyQSCVHo0LOHCSzXX8aWjAHW1tZg2zZ++MMfwvd9lEol9Pt9TE9PI5PJYHl5Wb6XLUxUKvV6PczNzUmBhok4z125XJb1nn39CwsLkuQfOXIEpVIJnueJWSAr/mxH4DxRr9flHLDA5Ps+5ubmRJpPxd3MzIzMY1RIcccLqpC48wdb3arVKsrlsih0mLCyXafRaIiJaRiGoiC69957RXXHdqJyuYx8Pi875CwuLsqaTl8QKhk7nQ527dqF3bt3i9+R53lYXV2VuTEMQ+n9p+rphz/8ofittNtt7Nu3D+vr6xgOh7K2Li8vi4EeCTBub8r2MaoKEomE+LssLS1JIY7zEud4XquVlRVRnpxPqMT8IQJWKsl4XQw4lRw9LlvnBApAeqtZZWXiF4ah9FYTTLi49zKrMXTl5WLLBWKzvBaAyDb5/zlRxl/LYJMS5/n5eUmC2cuZTqdFVlmtViXxIjvM4CEIAgk8aXIVX+gBSOCVTCZx7NgxWcynpqaQz+dHZE/s+2TFnglu3OAnLsejdGhyclJcgb///e+L7G1hYQGHDh1CEATYt28fKpWKsNDValXMvFh9LZVKmJyclHMXl+qyalGpVKSSXCgUcOjQIdTrdZm4Ke3idlh0Dmfg+o1vfAOrq6sipWdlfP/+/SJtpts2+78pX4z3DVOpwPPEYy2VStKTyTHGgIfma5RrcjsvLjZMopm48j2s8rGnutlsYmpqCv1+HydOnJD3xKXmDMAYhOzbt08kXyQBuH8p5ap0gKfUj1VmLqisjq+urqJeryOfz4sTOk2QfN8X+SmVKZSX01V8bGwM3W4Xu3btwsLCgpy7RCIhRlUTExNSAU4kEkJ88f5l8N3pdLC2toZGoyFmfEtLS1INYJ8f+8MpGY8TWTTm43W5+uqrMTY2hiNHjmBpaQn9fh9zc3NYXFwUfwMmwAxieG553wKQgNKyLHHeZrJOgoz9rtxOiPMaq33cx5nzBucCJpOO46BSqUjVhXJxzif5fB5hGMouCPFKXrfbFVm1YRhoNBoy15HgoPyb55/qIH4Gx3Y2m0UulxNfAZ6LXC6H8fHxkZ5Rbv1HworJKXcAAKLKOu/1VCqFpaUl6cVMJpOYmZmRpIPzBQM3tu8wuKP8lSQM73N6ESwtLcFxHOzevVtkx3v27BFVBpPtAwcOYH5+HsViUSq/y8vL4lXBtYi97q7r4q677sLhw4elRYQVSSoLuEsClT+cu5m48tywxYDOxLx3Sbxy3iNRRmKDVUrOU2xhofmZ4zgolUryGawmc+0kScbnqfzi2riysiIkHJ3n473m5XIZU1NT4vB+9913yzpHNQaNNOP3B31KyuWyzLVBEBlbsfeVVTESIrZtixEniWkmdlxX460DJGm4DpIoWF5eHqksUn1zxx13YGJiQhJGEnaVSgV33nmnXKs4UUWShW0GJJ0TiQSq1arEGfGEj+ZT7I8eGxsTWfDS0pLI3RkPxWMX9sOTiGHbEZMJzkckjFgY4LxBImp8fBzZbFYSHLZanDhxQq4fK/J79uzB+Pg4hsOheGew6kzinuaHPC5WT6kMiBvP0sSV7S7xNi3en57nyWdxrDFWZcJOj5v19XVJsOJKt5WVFYyPj0tr4Pr6usyza2tr0o4CRIQAzc3Y8sHjBSBrB0mUeB8xCQoq7RYWFkbmAarXSJJT5cc2FF7fePsS70sqNxifZbNZrK2tSfGGJFSpVML09LSolXi+qbLgmj47Oytr0MGDB+F5nrTLDYdDUeFxzrvnnnukHYyqI8ZJ/M3Ly8vQdR3Hjh2T6nGn0xFVFreL5HgcDAaYnZ2VijMr2Ol0Gvv375diCuckztFs2yChwnuMhPTs7Ky0QvJasvDCtprJyUnMz8+PkMrD4VDapAaDgRB0rHxzDVleXhaCnuODcT//S6JDSdkVdozNFXMG6KyAPRjYyQCljDtuoBF/X7xSHJeysx+bFUAmdL7vS08XwcoRb3JKfFlxA04au5imiZmZmRH5DHBS4k7ZDgDpl2NAwCAoHiAwEMrn87j33ntFetRoNGR7Hx4jAEkMWWHlok2TLsdxZD9ZLsaU8Xqeh0qlAiAKkNlbx+ofFyImplzkee5pYMGFj5WJ5saerayoFotFqeozYGeARMaSkyL7qpjo0uSLVXf2olFCHO9xJEHRaDQwNTUli9fc3NxIIhKvqDBJYtLCXlAmPqxYsw/4yJEjWF5ehqZpmJqaEnb1+9//vuybTSk8E2qSNGR/qVJIp9MjhoCmaco5JsNKuRirCAwUKCGj5IzGgADkutAQkL10DBKpIFheXhapIAksXj/KUkkwxHuHKdFkxZlVYZ5bBvGsDlAizL58BsKsjLOCyQTxxIkTmJ+fF1n52NiY7NFMtcGuXbuQz+fxgx/8QPolWaGNS1apVqhWq6hWq9IXx39BELnRco5jdYKu2bVaTVo42u22VK1IarBH+TGPeYwcw/LyMo4dO4bJyUmpRmmahr1796Jer8s2N+xpY+8lrz0NiSirZmsBk3KSAQDEU4KSaS78VNSQDGTlvFgsYmZmZkTBQWnoiRMncM0114jZEckVSkCpgIj3pQMQFQPHKr+HSUVcfs/5m/tM33PPPThy5IgQf5yTOe+yek4ilIQmk/VyuSxkxGbzrXw+LwZzJGcoOaSsnJJLSmRJMLJ6T+8KANKv2Ol0cOzYMfT7fUxNTaFUKonKgXJHkhX00aCiisEaA1dWsmj4F98yjP347MXnOSDJU61WRRLLyu69996L4TDaVo2k2MGDB6WqyfWbVfcTJ06I7wd7r/fv3y8kDOd57szBiurU1JTMi1TBUN5OSSvVSEwY9uzZg8svv1zIFQanrVYLe/bskaCdlXgg8kIBIDJfyrdJVI+Pj0vCyCSZ3ic0b+KYZZsL5b9sGRsOo+29ODfu3r1b1FRM+OhjQNJmOBxifn5ekn0qSSzLEsURSWImvOzLBTCy/pVKJSE2qCxgqwQJG8qkmXzy7/Hq5cTEhPSIt9ttUVJZloXjx49Lgsc4IZFIoFKpCKHFvmm2QJBo4xanVA8xGU6lUigUCsjlckKK8jdzbqJzN3vxGcNceeWVouLh/T81NYWJiQnMz8+PtFBQscQEjlLtxcVFTE9PSxWWaz7XIpLyJIjiMRrXiSAIZLs8xhaWZUk8w7+zlWNhYUE8BxhjmqaJqakpLCwsjMRKTDzplcHrxd9Fso3u7r7vizIurtLgNpnsoadMncQwFXpsE+Q4Y3Wc54QJLduL2BrCtYDz0tLSkrRVDQYDURDyWgORGvKKK66Q7+VWjSRzqDRkfFitViU+yeVyMq9ls1khgfkekvJ33303LrvsMql8cw2kX00ymcT+/ftF/UePCf5OxjG8b9fW1iROjistJyYmJManqieZTIpqg/Mk9zQncTIcRtvksRWBCgvuArG2toZeryeGtzzP8fY1x3FEXXS+oBLzhwBYWeJN82CxO5y87w9MGLnY8gagoyKrbHEpO3ByWwne+KwmxA3jiM3Vd/6drCgXbODkXul8DStk/Ht8r16ainGhZqBpGAbGx8dx5MgROI4jLH2tVpNgm0krpc78LEqkKAlkXzqlyKyo0OWXPZcM7Cmxo6SO1S0u4KVSSfrfaFzHBJwVhrhZWqvVwne/+135few5ZTV3ZmYG11xzjZAqTE4nJyclaGJ1Czi5tdLU1JSYgTBxZ7U1nU5Lbx+DL07E8QXHNE2p0jIBYuIJQCSfqVRKKgu6rqNarUrV3jRNCaT2798vCwZN9LiFVLVaxb59+0RWZRgG5ufnpe+dQRR7pOv1OhYXF4XR5bZOdEdnxT9uAsQkklUIssLT09MiL+MCdfjwYXieh6uvvhoHDx7E5OSkLODx60jDOt5jk5OTsm85vQt4vtl3yKCCRAETgE6nIyY8NM9jYF8oFKQq5DgOZmZm5BxT1j49PS2McxiG4vpPeSFNVdjrzYCQ1cN4kP+4xz0O6XQa09PTWFlZkT3CKUlOJpOYn5+XihCDGVZqisWikDOVSgWtVkvcX3O5HO644w5YliXVIRq5tdttqbhOTk6iWCxK6wADK+6zyuvKQJnyP8rpuJCzYsOAknJEzkckulgxuPvuu0VJQzk4JdW9XrQPK+X/DMYo10skElIJZgWKLv5UmbBvkzs6GIaB733vexLYU545PT2Nw4cPy7U7fPgwbNsWcoKqCCb2xWJRes05XzChjbfR8NzF2074HM3RpqenZe7jb+T8SNOx+fl5MVhiQnrgwAFp6WH1jXsm93o9XHnllfL7mXy3Wi0J8plI1Ot1UXZQ0UATKJIclmWJszXJRgbpvJf4e+gTwJ0TFhcXRwjKpaUlmRvZg9pqtYTgpLM7k3K23pBwJqkLQL6Tag+SPByju3btEkMtzp0ARPnR7/eFUJmbm5P1i6ohJtOc20k6AicrwJ1OR6rSVFKwMn706FFpX+JOAr1eDysrK0J6cxtJyueXlpZEPUWyhOs7/Sto4BUncuh1cvToUSHA2Jc+GAwwNzcnY5mqNc6fnBPoIbC2toa5uTns379ftlzllnmZTEYILSoT0um09Oz/4Ac/kMonz+/s7Kz09dMUMpVK4fLLL8eePXswOzs7Yi7K6iadxXVdx8TEhJj0MclcXFyUeaDZbGJ2dhZBEKBSqeCqq67C5OSkVAg5ZhiLWJYlaz8d1jVNw49+9COZQ1g5ZL8172uS24z1OO+l02kh1Vn0IJFNefTk5CQcx8GBAweEGGNhgklcJpMZ8QdhlZqEAVtBqBIlwVmv16UaTNO3ePvW3Nyc9JzTC4JJG8cQWzxIXO/ZsweeF7mjj4+PS3zKyj7bnmhIyOST8RjvZcZMJNw9z8ORI0dk7mKLCPvCk8kkxsfHJX4i4UyCkAoCxjH0q2D/NLdvIzlMc0TO2ZyX4zEnSUzGkFRkUJ0R738n+UOzPl5jElFM/Fn5pr8EW/xs2xbFzMLCgmwxSiUoiUOapLIoxUo/11ASDq1WS4gAtgNNTU2NkAxsv6Iig/M25zCSLZS1k6w7X1CJ+SWMeJ8xK1XAaEX6XGKzAdqZgBJrLvjASSaTLGNc4s4Jkwk4ZUbEqRJzTmZxaRIN1iiHYXDKxZosIftRWAkBTpq80ZWS5m7tdhs//OEPsby8LJUKTjqc9Lk9BZlkVnhY1YnL+Gl4xa1yyGrn83kxi+Lv40LN4+bCxEmWE1mcCabU8r777kOn0xETLVbGfvjDH0r1jhUQViNZDWdSvW/fPpHY1Wo1CcQZoJAoIHvb6/WkPyrOVrfbbayurkqfKJUVDEjCMBQDIl5zspesqpIdZjJCUoX9/nv37kU+n8f3vvc9Sb7jrumLi4tSsajX6xIksi94aWlJ+rh5jrmXKM1KWIWkbI/9WjQaoVkanX4ZAPd6PSwtLYnUnZIvSkqZaFCezypNfFsZLnCbK0aDwUCkpTTJm52dFZJo3759kqTQ+KTVaklFm3J0JqaskO7ZsweZTEYMbLhLAM2h4iZy8fuchAKvP6sKR48elYpHuVyWscFgaGFhAQBk2xdWN4vFoqgE+v0+Dh48KM7+lCWXy2XUajWEYSgVAya3cW+AeEWLHg4cJ91uVwgJSph5D66vr2P//v1ifMTqJaWfdFwmKcOqOv0uSDr1etG+vtVqVZyeadrFPkXe+zTVotRzdXVVtp/jeGOyTLkre48ZEAHAiRMnRP5JwoRbPR04cECqRdVqVfpEd+3ahT179mBmZkZIKsqtGXRWKhUJKuMVJyaLExMTEqyREI23XpXLZSEcSO4wIKXUnkSA67oSNB49elT6rQFIPzENgZhwlUolIRTpRxA3x+MxMfGfnJwUCT/ntsnJSVEUVatVHD16FLVabaT3n2OJ17hYLOLhD3+4kHdra2s4fvy4kGn8PXRpz+fzMlYo9aRLPBMTJpTj4+NCTtGcjgRDqVSSMcNkstls4r777hPFB5Oi+I4QNOCjYoAtKSTFpqam0Ol0cOTIESElmhs7RXD9IhFNGTcTn7gZF5MxKuKomFtfX5cEcN++faKqoQqLcwSP78iRI9i1a5f0U9PzhNuC0QcmCALs2rVLxiUJDBrSMXGhqoMO5CQnaXhHVQST5fHxcZknfvSjH0kRg/cI1WA0r2MiwxYUKkx83xelAtdyErIk4dbW1lAqlWRbNCpG7rrrLtx+++3ig6FpGq6++mpMT0/DsixcffXVsvMD18JUKoVms4k9e/aM7AXPcQBE5A3vkbhLOo3V2HrHLcpoNkfSvNFo4NChQ0in05KMkhgheU3zUyZrJA95PUiGMD7h8XAOYEEnlUrh6quvFgNHVty53lK2T1KHW6fFYykWPHzfFyd+EgZ07p6bm5PYaGZmRpJOJnKch8MwlHiKhROq59iKwuPi+OMazra1sbGxke3X5ubm0Gw2sXv3blx55ZXyXp6bYrEocxzvScYj/N7V1VVRYtFThW7sTP5JPrLoQFKYu7qwolyr1fDwhz9cTHRZlacihcfB5+PnmmoJnpcgCLCysiLtEFQeUPl26NAhIUJZ4KGKlaot+gkw9iXJ1uv1RlpqpqamMDY2hnQ6LYo5qkgLhYIcb7wF4nxBJeaXOMjGxXu2HywZO0G56alAUyUmmqZpYnl5WSZSGkdMTU1Jj1ClUkE2m8X4+Dhs2xbJMWXbDF4AyA3PPua4fIj/Ze8o+zp5E3NBZK8M+4OHwyEmJyeFRWPSyomTkzUXM24zE9+SxrbtEVaaFQYmC1zwaFJHSRSrt+x3o0wpk8mIWQbPB6sNvu/jiiuuwK5du0acnQeDAY4cOSJ9fKxgc5ww6du7d69U7W6//XZJqJjkzc3NYXl5WYzk4tJdz/MwNTUl1VOy0s2Nfb91XRfTDG6jQ6lfJpMR51puN9Vut8X5nAk2GUvbtlGtVuV6s5LHqgxliLwm8V73crks2yPx/VRisOJKB3OqCZhkOY4je7Cz+sMkn46trVYLk5OTqFQq8pvIXCeTSRnTDEa5SLBiwWNdXFwUaWLceI6yTZ7zXbt24aqrrsL4+LjIn6kaYHLNBNA0Takmxd2kWbmhK+78/DxWV1dln3GeO6ogOp0OlpeXRSZPEzn2I8arIKzksHLA8c+qQ6VSQT6fFwmgaZojhiys5tMhln1khw4dElKLPfysWDDIbLfbsncqpbGcb1zXRbPZlHuCcxQT9EQigYWFBfk7E1wSSpSFMoAkMcBEiP3YDGSoyEkkEqKMiUsAeQ3iAT7JNBJz7HVlewEDS7Yv0J2WPd3sh2Ufabvdlq1uPM+ToLbdbmNpaUmCIF4fzrVMSuiiS6dw/iuVSrj33nvFTb1QKGD37t04ePAgXDfa0oxJYBiGcj7Yo5lIJEQ+HifsGIiy+kQyczgcYnFxUZIael7QI4Aycd4vdJ+OK6/W1tbEb4FkGBPtmZkZDIdDzM7OinqDRnk0FpyYmJA92xlYknRldZCS3DAMJcGgjJvXr1gsCoFeKBTECJABKOfxRqMh54WJpq7rkvwOBgMcOnQIruvKdpJAVKFbWFgQxVw2mxVjpy9+8YvSUsH7M94GxrFCEotKDa7NcVPL+K4HAMTng/MLE2v2QFPiTmPDWq0mzv90kafBEslLEqD79+/H9ddfL1X6wWCAlZUVHDt2TFy5y+Uydu3aJQkKg3CSCCQY6LfAhMI0Tdx1113SFkdiNl6J5FzO/lomSyQEdu3ahVqthomJCWnz2bVrl8xhbKtgssxzwkojk5SDBw9KjMK1giZ8ccNRKhxIktCjgbsDUKFAJWKj0cDBgwexf/9+URYw0aSZKNumXDcytCXJx/uRKizgZOJKkzIgStzZ08vfSnKNyTHJGfoFcR6+9tprRYXGtg9WkEn0xs3caAbIOY1zd6lUkrWZKi4maDzXmqaNqGY4RwMnt9Rli8uJEydEsUKfDJKQJCJJxDOJBSDqDqrgdF2X7yIBxnNIVQDjHRJz2WwWU1NTEidwvaZKgYqWZDKJRz7ykRKHuK6La6+9VtSodE53HEcKS0EQ4NChQzh+/LjErfTI2Ldvn1Su6R3AHX06nY6olZjEMkamcSYVPIxH6G3UbDZx/PhxGZMk2DlnktjgXMJEm4pStkweOXIEj3zkI8WzhnMqdxdhPzvnZRLSzWZT5gPeA2xlqVQq2Lt3L66++uoRjx/OZYxVuKafL6jE/Czx9a9/He95z3vw/e9/H0tLS/inf/onvPCFLzzte772ta/hTW96E+6++27s2bMHb33rW/GSl7zkjL+byfjmRPzBkrKfacIf7yPngsSAj72PBHu/aJrD9/OGYM8HkzVWHulkyoCNVbI4wxWXHHJhZaLBatDll18uEkUGypT+uK4rvXmLi4tynEwouBUMe2soz6H8iFJj0zTFeZqTG1lS9nYxoeIWLGSom80mFhYWJHjktiZM8B3HwcGDB7G+vj4ygZJsYJDMJJYS6ampKVx11VVS5acUnr2ArAAdP34cl19+uUiLWdnkBE3pUzabhW3bspcpK8IM3qampqRaTZMSJgRk1MlWsx+YCT/7jQFIkkiZkWVZsviz36lYLGJ1dRW5XA4HDhyQHn1KlCkRZ/LFXvL42KU8kpVlVneZVLMqsHv3bhSLRZErkzGPt5gMh0PpGQ7DELt27cKRI0dk2yUG8FxIWbGgtDVutsLEl0EaXcz5Xrq0NhoNkf91u12USiWR+LJSGQQnt9ZhrzITdCaRlDQyIWMQT6Jh9+7dI4EmK5AkFSiT5L3KBIZGTgDkWjIYZTJIIiC+9Q4XzOXlZZGR9no97N69WyobNONjlYvzEJM0/n4aK1F5sn//fhw/fly2QqtWqyJtJrHY7XaxsrKC48ePSy8n97pmDzeTTBKmrKIy8WElgG0GPEes4FPlQ3KF1V1WHnVdl3YImgxefvnlUnHvdDqYmZmRYOnIkSPI5/P40Y9+JEEV52P2rvLeI3FA0pLB8A9+8IMR19qZmRn5/ezhpYMw1S/sF2YwyQSZ+8xT8s0gNZVKYWZmBpVKBfV6XdoXOK8AJ+XTrEixdzTem338+HH5Lm4ntLi4KG7lJCFYZWfwn06nsWfPHrlPWUlkFZ4qEZIacaOnfD6P/fv3y7XTNE1k4KyQ8j4jSUhykesMq9hMikjSMnELggDf/e53xfOBhBSr+0EQYO/evbLeHTp0SIhj9q8CEKOn+JZilIBS7UIJPSWjR44ckTntiiuukGSQ1WwqbejFEVdqsBrONgwAoliJK6Q4t7KSRoJvZmZGqpDf+c53ZAvQVColyTDnTK5N8RiJ7QUka9g2Zdu2GMtSgcV1bnp6GpVKRSqmdCtndW58fFzmlUOHDqG5sUVjr9dDuVyWuXB2dhaLi4vSEkHigm1FrJ5S5RRvzaPxH48tkUjINYurkzhXcCyT1F1aWpLtzrimXn311dJKw75wStapVIj7RpCsPXbsGACIt0NcAUbZNq8zE/9yuSwqG8MwRGHIIgUdyqkapLKIZl00taNSkW1U9HFhex3HKo0zU6kUjhw5Im2InF/jLu1UTvq+j927d0sbFxV98RYezg/8XhJbJFxYlOGuMiSG+BtZmKjX63K9OU+S/OAOOIZhIJPJiDcSX8N4g2vj7OysKDB37dqFXbt2IQyjPdsZz3BtpCKGxD8VePRrYCsHW1sYIzIGXVlZkTncNE0h7SjLj6s1qYqiUoUxOOMMGtBSZUbFD+MRFk742+r1OtbX13HXXXeJbxDJNap97rrrLmmfoIkpC3qM2Xft2iXFJJK3uVxuxOeg0WhIgZDnIe5vdT6gEvOzRK/Xw6Me9Si87GUvw4te9KL7ff2xY8fwvOc9D6961avw6U9/Gv/5n/+Jl7/85ZiensZznvOcM/ruQw0Pnh8tNJ2UDc8LYBg+MraNdrKJTMZ5oD9rC3zPx/JKJNEt9zd6toPtE/VGs4HAD5BvhUinbTQbHdxXcwFosAYhSjCAroO60UGxGwWXy2sOMr0BmlYkIVte7qPb7SGTSW8EowHq+hrSmaj6d+RINLHmV6OJ4vjsOkzLxLFOFGQNBgOEiBbj8YGFwWANGjQUS0VkMlFSOLfQged6yOaySAwGSLVCYS5zbUosk1hvd1CvOWgfPYpupwvbsTcS6wJ6Xg+9bg+lch7VfBVNr77xGqBR95FI+lgLB9hlVtDyc1iyO0inMxgrVrDWaqFW7yEMNNQNF8lOJDWcW3ew3DPRTuqwfzgLhMD6eh+NNpDJRJPh3NDFypqNprWOUt1Dr9vDsfkOms0Ben4WfiJy/HUGCUwWJ2W/R30yhc7Qxo9WBsjlDPT7OubtJNa1IjpJHe4wiVTNRaWSRzvIwS/vh+u5sKZ3o5Mqo9Zbx+K6gxP9JoIwwPp6lCC3OhoGfQPVVA4IgFU/C9/xkWgGQGoCTjELL+1gNUwgb+UxPz8Ps16DaZnwXA9WwsJ4NotksYLhoC8Su7W6i/6JJjLpDEJE7tzt5Dh6mQCOaaEfGDB9E8PeEA6KcH0XvVTUU9UeJuB2OrDtdXiuAaAI10nBMi30oSOBBAzTQBAG6DgGkqkkGn0Lyew0ijNF2H4AP+NBy+cxqNWwvsG6pgdRn6mRMIBEFiEKaA4stPsWTvRNOCig72aw2gxQCk34gY90Ko0wn8GPDiyj2+thHUcxNT2FNRTQSkRuq6EZwtANOJkMhrkS+m4GrufC9lOwTRMrTQedlI/DrWUABmw7geP9jSqqVkIqnUJpqoTJqcmTDqv1xkkn3OQ40qU0zMQ63MEA3fQEbN1GWM3A2WCKa5qGRiNANpdHOpOGltWgZfvwHBc1hAiGATRdg6Eb8AMfpuMDMOB0NKwdWtnoJ7bgZqbg2A6G3hC2YyORTCCfysM1U2glomrJspdF06hACzXUGj7uq52QpIr+BFGQk0OmPIGwo0dVugAwBgb83kCSl3QqjUWnhWMdHZ7vodP2oBtpuH0XC4MoyTCMFKZ2TSFhJYBMGov1OprHakAIDLVo7PQXulgNauj3bZjFPQiSQyR27ZZk2F5bQ38jIVt3Q0CLEracmUU6O4PBcIAwU8TQzSCRTCBd1kX6mcjlEFhNaK6HlKYBGpDK5pBMp5DL5rDsOujbGnRDhxEa6NTcDcIvAcvX0fcyGLo6FhaiqtTaMAkrCGFZeQx0E42BjuZcC8lkFr0QCPoBFo83YBomDMOD44YIGk0sdDTYaw0kU0lUKhkUiwVYsKAlqvCNSL7Zag3hujq0ng3XCWAlCugG0dzbG1hIJnLo+SmszncArbNBgpjQoOFIqwHTOtk/aGUtGFM5pDwf61oanZUh6o0WwjByiy6kJuCZHhr9AdpeCL/po6b1kUwV0NQDOOlMNA7SJXjlDRPKoQ0DIYa5ChpGHq2+jmQqCa9nwg/SWK110A5y0Ic6TBdw1tvw3DqG9hB9L+rhTSTHMQgtFLIF6IaOTDqqsrR9Hw2zgqAQJYVLgyGcMA8jG8nYU4U8lv0svJaHVquJI0fW0evbMAwLWc1AYmBhslBBxzeRSCbgljLRVpPdqK/dcSM1VTI1gUxprwStK8ePY5hII/AD9AIT+WIeQdLGsN+HaxoIhklYiSiR9VJp+KaPhpnCeteH2+ig0ImSMUM3MMz5AEwE3QGCIAUzMGHoGfSbfXQGCQxsH5quIRy4CIIsAqQRWAFcP4t0NlJH5XI55ItFFDb2ul6bm4M5bQK5HFqJPBZaXVTGr0S704ZfKWFgbzhi6xZQKANWFctrqxjmdsHK59FNV5BKpuB2OgizUXXQyOWhQYOLEOliGYNccUPREGL50CqWvSyq4z0UC0UYB5aEBL5nzcZ6z8TQy6CgF2B3NDQ6GlyrGhlWGjUh9o1kCv1BX5LHI60AnlGGoRuwk2kgCXRSaRi6gXR5DHV7iLZvoO2kMQzz0JIFhLk8Ws0WhoGB5O6HRT4zfhJGkEdD97C8HM2x9tBDv6+hbSfhecZIK1LLGhM5saHpMAD4gY/URqU9lUwhu3sX8tPT6KQWo/Pg9mB3bDTMAOPVyF/FsSO5c76Uh5/oS/+uHRaQ0aN2vRBR60C3r6PZ6gEwEHSi+dLsOWiY68hmshjaLhqNAfJ9E/bQRq+noQALZmpCCEa9FJEWK50TODJbR+AHKJaKyJWnUMrn4Qc+3GwWGoA0ACQS8Dsd9AYWekEXZqqIsHo5UtnpSEVQMOD6Plb8FL59aAXLwwRscww/XOqhYXbRarWwGuYxCE2kU2m0nBCDjoZGW4M58NC0euj3+nC9iIgrFrKodXXoPR+roQ19oygwGAwwX3ORTmcQ2JGKZ9nLItDTGOYTcFMu2skUHC0qjNSNMlLlFFaWl9HxQjQ9B76VgoccUm4aruNizU3DTkdeO34ihb5jYm2uDddz4boWAAtWroKVIAuEAJJ5eIaHIAxwpAUkhh7qQR5e6CGRSsAr5eG40fXUACTSaZiVCoxcHr1+D4PcDPL5XWgvLKBeq8O1ihjmA/SDNpb9LNYPR9vhJawErs3vQu/2Ixj0Bzja0ZBKJjBRKKLdaaPX68Aw+iiXx+CWdKSLgOE68DQN3XQVQ0R7u/uBjzDQ4LgWDMdD3nEQJsdhFzJY9kLYvolUmELGyqBYKKJlJQELWHRNrMyvwHVcuJ6LYqGIYqmIMDMFc7qIyoyG1ZVVIGFBBxBkc8hUyuitrqEX+JjtGRgOXPScFPRktB973+vDTxew6KTRNyroZy0se0noQR699BQ0XUPP21Cm1VwMBm0YRhZ+OoX8+DSWPQ/B2GXIFDyE/R5sx8Wim46KFB09il9RBIYJtO5dQCqVwn33LWB+fhXW8cjw2HVMVNM5pKzKuUmkdgiVmJ8lnvvc5+K5z33ujl//kY98BJdddhn+4i/+AgBw3XXX4Zvf/Cbe+973nnFi7moWnMBD4Ovoe0AYGEAABE6A9sCDC/eMPu90aHfaWG92YRom9GQO7U47mng2wXai/o9kIomZRBpO6KLj+Og5G1JzeBiGUVKfKlQAy0Vn4KHrBvAdH62+C9v2Ue8O0e/ZCM0kBk6AwAjRHDhwYKLe7KLeHcKxHdihgXQqRNcNkDYNGJmo6qync3J87aGHXi+SrwWWDQcmkgkNgZlCAA9aMov2YICO3YOGjZ523YEdGAjDAE5oYr3dx/JyJG12XAfVsaiK1mwP0Gy2YcNAoTqF1sBFqxdJzjw9gXqtDStTRM8J0feAju3DDm1kSzp6TghPS8BIGkgXKwj8AJ2hj5VGBx3Hh9/qodmfjVhpx4GuGwjNEH4zksJpuobji6vIbVRwe71owdJ1HYZpwTcMdBwfiZ6N8ZkMfMNG1wkQIDL0MdM6cuUJ7NIScGAitCIWdeBrCIwUOnYDoZmElUjDN5JwNRNIZJC0LATaRs9W34Wm6xj6OpKFMjzdgu04SBUis6xCdQrtVhtOaMPTAN/XEA49uLDQ6vZPbl9iJaLzjRAaNKTSNrqdyG12rdXDWCUyf2LlZxjoCGAgk8xg6Lpo9V2kUmnkCxU4YQ2h68ADMAx8aFYGrjdAMpVEIluC7dgwswUkYjL/hJVAiBCD4RCeE8JpRUl44AeAlUFopqElgHw+F71W11AZn4gS58CAlcggV0kh2ejA8Dxk8jl02tF1TKfT8PSokjQMdKw1e+g681hv9+F50edbSU3k+2YiCQcmhqGO3sBDYAK9oQfTiK5TqVCKkq0Ns6jBYADP12AZSRjpPPRUDt1+H7VGB6trdTm/Y9Uy9lx2GfKVSWm1CEwHeSMFV6vLAh+EAQIjhUQuqqCmi4H4GiTTSTiuAxgmPMdGEOowTAPNvgMjDSSyJSSSCWAwQHtQQ6pQQa5yUiEzPjWNTLGKWq2GWneAoRsiRADPtTEcDmA7DsIgRNcJ0Pci9jzpAg5MDAINDkwEYQC4IWzbRRAGMA0ToQekExn0fQCI7n/HcWBl0vD0NYRBiFA30XNDuFoI347uNQcmMpk0EmYKdtjBMNRR6w6AUMP0xAQKuo7xXbuQSWeipM4F+oM+fF9DcWIaruNCGw5gpdOYX61henoGmq5h4GkwExGBkypEld/yxGQ0F/RPqhW4hZkGDd1WE2EiDT8E/BCw+w6KxTSC0EC3Z2M4cGHbHkzLBIY+zEwBiY3qhYOoQhkMXKRDE3oyg3ajCc32pcJCIjUwUrBDD4GvodYZIJkvI5cvY+hrWFhcRaPRBMIQtuMDYQjfD5DUo+Npdwbo94fIZHTYYZR4pNIpDNwQhh8CiO5Rw0pBT+aQzURGcROFMfiBj2QiiUazARcWhvYQmqbjyImlyHEXIUIzjXa3ifbyGkrFEoJAR6AnkClVo+pYpoB0Kg3HddBpd5DIlZAplTcILB/Hl9bQ6Z504+fWRpSFAkAyW4SW8BCGAaxsFvmxiUiBhEgB4rkeGj0bpmFi6GvoOD6GAxf5fBJmtoDSxDQWFxbR7UW+BcNQh28kMXRdpMwk1tt9wIrWicFgAMd2sF5bjxJme4h8Lo/QSgOJjSDUtOC6QK48AdMewvc8uK4HM1OAlvSjMeH5GIY6HCdELl9ExrSg6VHFqNPuoOe20BqwcpnEWqsXjcP+xo4DuiaqKRsGtFR2RPLKuc5MJqBZiejalcaRyufgGxY0QwOsDHKVCWQzWQxsG8u1Nob+xrak3UhyjBCAFklMHZjQU31ooQE9lYWezEFPp1BMR2qgXCqP/EY/cRAEyI9V0ep00B56sD3AH7qYW6lhqR61e2QzWeTyOXQ7XfTcEJ6RgBN6sAMDmhuNHd1IIl+djO6H/kkPjmx5HEDkceK4DlzHRTKVRHFDTea6LnzPx8DXsNboIoSGXCYPK1tEGISotQcYugEcD0gmLDR6HQSdAZxw4/M2pMyFQgGBG8DKavAGA7jeAI67cQ/loq3kiqUiyqUyhvYQYRBC0zV4WlQ5RSKDlXoba60e7MCAvXHujHQezb4jbUqpdAop3UJ5cgaesY7A6qGYTG2Q5ZG/hKlFFUkzXYDruchnc1HrjKFjbrkGy4o8EJzQgOYEcH1gGOpIaSZSmQIqlQoWFxfheB58z4dnJOAbSfTtPrz2AKGZRrJgItCi+LOwISUHgLyVQaLVg9uz0R56WFiNlClOYCCTziBpmvA8Hyv1DpzQRM8dwsqlMLdSQxiEGHhAKl9BMpVCt9dFvTOACxPQEkAiAwsWBu02QoRoDz1YvgZN1+C3BwjDAP1+ZM4Zaha6rR4G/mr0uYEGXbeQLY3DMI3ouXoNumGh0bNh2QEGvgZPT8BI5+EMBxiGOhq9SH1ihwZczUIqk4evaegPbWhDH54ftWYZug5Ns2AHkUdJqVyCBi0i5KCj0x7A0y2UJqJWrOl9OanQO44jzuftoYcAFjwtgTAMotjISkcxWiqPrJFE3/UQ2A48LwQSJhbXmqh3o3nPHnpwNR95Dxh4GpzQhDt0UZ9bQuBHKrSBHynhOgsrsEwLmpmEoUeFCtfrQDMTGAQaTMNCz40UmI7mI2GmkClWUZoYR6FQiIjcbhedoY9+fwjP9+AbQ/R9SOXf93yM79qHIAwwHAxhZjLoOSGafQeNZkQeR8oRoFDIRbulDAeiAArcAGZGg5FIYOBrGPgasPH52WwR7VoNtqchm0ojkTaRyJdg+gGMdLR9XcdegqNF3zfwOzAz0c5LNgy514Kwg2Y/ivsNMwUtkUUiCbSGLg6fWDw3idQOoRLz84zvfOc7eNaznjXy3HOe8xy88Y1vPOV72N9FsLeHMoxEIoH8BsPmexv9R9tlzWcBz90wqPEiaVV/0IeGSEJimJHcnIu77/kIEyGwIccKg+h4KAELgxBBGEQB/jagNCz6zJPP+74P14sklsNBlJgiDGElIha6kC+gVCzC2ZAJCUIgDAMMbQdWwoJpROywoRswEtHEYQ+j8+u4DhJWAo7rQtcNtDuRhN527BGXct3QoWsnHeXp5JlOpaVPJVr4i9FxImLHGYS02pFz5NAeojpWhWVa6Dm9qM+40xXpZqPZFDMv9jqFYQBvgzmnrDfwA9QbdZlYS6USAj+IFvBk1E92/MRxtFst6BvtAUEYIJ1JI5fPwfVceG4km+z3+rj3vnsj2Z1hbvw+C+u19YitNyJDosAPMBgOpM+12+1Kj76hR+e11Yz2G3U9F4ZuIGkl4LkuDDMyNRkOhmi2Iqm7lbDgOi4834PWjHrlXMfBYGiJ7DYMQzi2gyAMZFsL04wqU6ZlolwpwzAj2XsYhOh0O+JAzt+STqdhGmYUrG4ERqn0yb3U/cBHUo9aHhzbgaYBxVIRmgaUiiU4rgPHdmBapgS13CdzfGIcve7J7UhazRY67WhLll6/J+y470Vj2TRNFFKFkxWqfB6D/gCpdGQ0Z5lR60E6lYaViHpop6emkclmcO+990Yys24HrudKryYADO1om5DAD2RvT9/3N4xuBihsSDcHtYH0MyYTSaTSkblZiBDNZlPOj6EbQAgMhgMU8gVkspmIeOi0pc8sl8vBNExUq1XccecdaLaayPk5VMoVqb6srq1C3+izG/QHcB1XzP083xM/iHwuL6Y+7XYbg+EAhm4glUrC2/ACMP1IjZDJZuTeSCaTGPQH8FxP+rmLhei3ZnNZWGYkabMSFkp+CYlBtB0Rt0AyjJNmjK7rIpGMtoUpl6JxZVomLNeC53oS4Oi6HiVJRiSNNS0TpmVG90rhZG+4ZZnYt28vut0edEOXuYLeA5S7Z7NZeU8yEY3dVjPyyrASFrobFTJd19Hr96QHOJFIQNd0+EHkWj0YDsTQZzgYiqwvRCh9t7Zto16L+vUSVrRFk2lEbsP5XB4hIvO0Xr0nPb6apkGDhjAMkMmkkUqddP33XBfpTEaSqEE/um4hQhQLRSRTSXR7XTm32JB7ptNpmdM1PWr7WFldkZ7vbCb6DSQYDNMQaSTlrN1eV1pgKIUkmcc5ulwuo1QqiUeIbdtyr+i6DmhAtxPNY7l8TgJmTdfguh6Wl5bRbETn1nWitVDXdaSSKWlDYqtM4AcY2kNRl4VaIG1AhVxBrq2ma0hn0oAG5MOTW0JqmgZdi3qzTcNEq91CNpNFMpVEPpeX81YpV3Bi7oT4ewwGg+h+2TAwpFlgvK0i7oUQN2PLZrIIww1PgTBA4AdYXF2E57nwNv6+Z89u/PCuu2A7NrrdLnL5XHTtYpJx3/cRhAF0TUcykQC06LrSK8G2bZSKJRQKebjuye3OeHzZbDbqq+92JH6o16P1zfM9mSOthIVypYxsJotavSZeKO12G6ZtioSYa+j09DS0QTR+KeXtdXsbf4/646O4AhgOIp+NZCI6f91eN3p+GCXUnudhaEeJ0GAjEex0OpHywjClRcexHSQTCYQhoBu6bOmay+fE2DGZTEbE8GCAMIjaMVLpFAwz8rSpVqsYDk566mi6hlKpFJlEer7sImLohnhNFAqFqO3E92DokaKkmqii2+li4EW/c2hHBQ7P82DoEWE/HAzF+NX3fDhu1JOesBLITWTR3NhhIwgDLC8vo1wuo1AooFodx7HZYzKOeO5N05TrmEolZR3vDqMtNPu9PhLJxEj84PvR+q4bkcrBdVyZG9bX1kVK3uv3ZAxWq1W0mi10e12RTOt6NM9S+u3YDgxDR7/Xx9CO2hXCIIopEskEAitas13PlfZKzoe2bUfXNh/N78PhEBo2dkEKIfJxQzegG7oQNtlMBrl8TuaFscoYSsVS1NJpRS13lhkRlQkrgUQyIVL7peUllEsl+IEvcRfPvWVa4qXi2I5sD2YY0fdHLZtJTE5lMDs7G/khDU/6uBimgcAP0O/1AE1DsVCEnox25VldXUWv24PnejK/sec+l8uhv3GveJ4Hz3Xh+wEGgz5a7Rb0jZY6ejJl0hlpWTHM6Nhcz5WYiO0huVwuislNA6l0SnIY3lcaNCkopNIp8UIJESKTjc5xPp+PSCTXQzKZkLg9n88DWpRbGBu+Ef6Gw3vcZNeyLOTyETEwNTmFXj9qadgI4c8bVGJ+nrG8vCyBKDE5OSnbw9B4JI53vetdeMc73rHt52n6Sedy4lQS87OBYRhSgSZRYBqGGCEBUfLLBDfcqLTw/0t/uoYdkQaeF8l/BsPIyKff66Pb6yKbyaDfi2RjyWQSdqzHKSIJTISOA9OIJj1N0+B7PkwrquQ6toMOOjKxJ5NJqZIDgL3RL4MwCuTrtXoUbGwkcoa5sRVYLg/Xi3qTcvlctPWTFlWm7GGUBPJGpwuz67rQtY1+RkTBh+u5WFhcwHptHcVCEf1eH71+ZAaSTqXRbGzs622Z0vvuum7U65NIwvM9eMNo+6oQIcIgFOmcburodXvo5aOEkG67hm5EiVWnEy3Ggz4a9UaUONont2fy/Mj4pFKuIJ1JQ9ciWe7q2qpsRcHeJ03T4PlR4D9WGYuS/o1kksYedmDDMA0UC0Wk05lIimT2JCEb9KMJ2rSixVLXdViJRFTJ6A/EMZ3EDsLI4MhzI3OObCYrJnoLCwuRgVY+Uk7oug7biQL1XDa6XmvrUT+vBg2FQgEJK+oBTiQTYqq3vBT1NSesBPbt2x+ZCHkuBsMBlpaWhLDqdDqwEpYYEDLBddyoAhdsBLsJK3KYZpA6PT0N04gW2qnJKdQbdViWKVvZ0DkYIWAYOqob+6yzT81xHdmnPJWKKia9fk8Mo0zLhOs48Df6uGhyU9vo8wvCANlc1D+l65EMPJlMIvCjRctzN/ZpTUZbh4xVKqiMVSTJC8IQg34Pc3NzUU9uEGJhcQErKyuRwY3jipkXTZ08z0PCSpzsS0tFPdTJRBJmxoRlWnA9F7lsFlZiwy1f0+GGLgrFqILVbDbR96N5wDJNlEtl+IEvxmdBGEAbRioSTddQrVbFHVeDhsFwgEQyIT4F8SmJSYlpmVJN6/V6kbRf01Aql9DuRN/hum5E9m04QbuuK2ZS/UF/w4zLh24YKBSLKBaKyGw4AVPW6vs+Wn4LYRD1BpqWiUY96kX2vaga4we+9AbbjgNvwxSM/eAk0axsNN84riP91kAU3PBaBEGUUPt+1NfsBz5azZb8dtMykclmxOSK70EY3Qe6rkf907oGK+Zub5omspks0pm09L+22yeVVSRJGo0GbMdGPpk/uTVNMiH3RCaTEU+Rbqcrvf3sBWab0mAwiAhiDUhvGDS6jhu1vQShrIulYhFBGCKXy2GsMobqeBW+56PX7Ulft65HRGsmmwG0k9sIJawEspkM9A3Tz+FwCMd1YA+je1vTo7kjCKNrZZgGTOPklpL0fKCBpO/7kfeIlYAfMHnVkM5mkcvmEISBeEIgDKEbhvT+u64bEZnNZnSuDF36K5kQJJNJuE40Xn3PQ6lURrFUxGA4OJmYmAZyGz2TjuvCHtpwPVc8KlzPRToVtWh4KQ+eH1XwPT8K0lutNsIgkkpbCQu6Fhm49gd9IVEy2aif30pYUkUFIPc8TbAKxSIa9YZU9Pv9vvig0MeERDT7f1PJlOz/bTs20qk0TMtEwkoIyRD4gfQcW5aFbqcr2/BlYmOFngXRWBogmUiKT4pu6PA2SIPV1VW0OxEJnM/lo37gdErWS257RePGZDIJ3dCFuB30+8hkI2LQcz04roNmo4levxcVAhwHjuuMJLOO7aBQLGwkh8bGnJiLYhZdQ7PRxNr6xnaj6YgYWllZiXakKJUjf4hBRKBznkgmohaTVDoVka0A6m4d3U4Hth1de4RAp9sRsgkA+r0+xifGN3ZzyWFxcREeonncNDa2rBpEZJrvR61b/UGU5JumiWQigVQ68rYpFopCKDDOIzHY63WRyWaRSCQQ+AHGKhU4G4lZs9FEt9uNzm8iKUkXY2DHdjAYDsTngzHeoD+QuZznLtgYI6EekT7R/HnSx4ZGsYlEAulMWsh8tkNkM1ms19ajZBNR7MH1ltfcsZ2Na+3KeKMirVavRQqa4TCK7Twf2VwWlUpFetNbzagANRwO4Xu+bN/V7XTlvCWsBKxEtKUjtChuthIW0qmIKF1ZXRElZbvVhrFBDCWTSQztyEzXcyP10HDDCf3Y8NjItsgJOyFkHdVXsjXcWBXQgLXVtY2WvRQ834e5YbxsmtFvs20bxVIRw1Zk2pnORIaZ/V4fju0gX8iLf0av18OJEyckhqFHEQlZTY+ItcAP5Nwkk0lMT03DcaOtjHVdlx0AIn+fgcTFETGfQEKLPqNn9+T8kvjKZKI2wko52lIxVK7sCptxyy234E1vepM8ln13N/4HLap+EmF47s3f+PmWaSGZSkr12Pd9NJoNSW5b7RY63Y6YG7mui1a7FVWtEQVLDPScjYWAn83PCAI/YqQ3kp5+rx8FPKYJPwiifsBsRgJmqYhsJK+dTida1DaqWZZloVKuRO7DiCowyURSjC3IbNLR1NtYxFhFsBIWcqmcvLeQ3wjENpJyGsx0uh0sryzDdqJFvd1uw3VcFIoFdHtdDAdD6MbJfZtz+Rw63YgJ5NZIQ3u4UYnLw7YdWXgMw0AykcTq2mpU6RraEhh5btRTxl5tJlo0tvGDyNTNdaLfaCUs+J6PdqslFfBE8mRVKplMIl/II2FZqIyNYWJiIiJEWC3TNammup4rhkKs2CQSCWRzWXFDbzYbwIa5CxnmQqGAtfU1SdT7g2j/SdOKzJBYJbFtOyJTuh1xoQWAyalJMcTyAx/9XvT+tdU1GRcDfYB8LtpOSNM1mH1TpLd79u6RLXMMw8DE+ETkjbCxANHMT9f16Nx6Hrq9rgRRdIrt9XoY9COHYkoUE8nI1bk6Xo0kbLaDTDYilCzLipLlDYfgfC4P3YgIB6ooLNMCEO1DWi6XxfU9lYyCqXa/LQZfGqLraRgGctmcKGuKhWLEMG9U6FvNVqRS2bjnPNfDUI+Cj1KxBMu0ooqjHSWCCKP7keej1+1tBJ4DqYJZCUtcVh3bESMsmix5ngc9E/19dSXaN5UVwnKpLBWdwA/EqM00Iglqv9ffqARF2x768CVx8QNfCDBN1+BxDtoIzsIwQLAh200HaSSSCcxMTyPJPb67PelNHwwHssWeZVmS7CSsBAzdQL4Q9ZZGypDshtdBtEVXu9UWxQyJLhrXOK4jVXgNG6ZBq5GJmGVZ6Pd6aDQayOfyGKuOYTCMAiRoEJWAVJXBLTADBIEfSfeDEO1WW85FPpdHZ9CJqvUbAY5t2xEB0unA2kjsaAhmWhYSiei+z+fySKaS0Tn3fdhDG4N+pNDRdA25bA7dsItMNiPmnNzSaNCPkmTXixI8w4gqmtzuhsaTdEKWhHdD5ZXNZeW6205U9Z8Yn4DnuTg2OxsRRI4NQ9eRSaehaxqSqRSymSwSVgKtdgu9fh/uhkIinUkjYUW7W2SCNKxElDis19bhbrjP93oRUWlZFsq5MiYmJ2SutG0bqWRK/htfW3LZnKh0ukYXBaMgpn25fE6csy3LAhzASBuRukrXUR2rissvt9Fj0h+GQLlSlu2ZkomN5MEPMDY2hv3792NpaSlS33Q76Ha7qNVrUaDebEWVr42gmQRpo9GAPbTR7w821jRPqmuizsnlUW805JzYtg1di34LK8e+52+soRtqEMPE0vIS/MCHZVpivMWEjqo27lJBhYrt2BuVJw2+HyCTziCVTuHEiRNIJVPRtnJ+pIagmkbTNbSaLXGXplqC60Kj0ZCAXkNEVLiuK4qHTDaD6elpccHv9XtRRbXTFbKYaheqpSJD13EMNrYgC8MwSpDsyOgsk87A8yI1HQDxtxgMB7BMC5lsRlz9wzBELp9DuVwWY7pet4dCMZr3XM/F+tq6JHTcAiyXy2FtNVobfT/yAmD1enl5eYPYjvZL13RNTN/q9XpEsjguUukUNF1DIhkRaZ7nCeHJedMyrUgdlkxC13TYTn3EfZpEQRgG0DdUhpVyZUMdAWhaNH8EYQBLt7CyuhLNvxvXh/dFREDmJGZLp6M5mUquVqsJfSOJdlwnUjOYBsykier4OJLJJObm5qSNkLEn12Uqr9qtFjzfRyadwWWXXSYV3XQqjSA8uYWwY0etiFRWaIjO72BowTKjNYBzLg0NSZhQ/u64DsqlspigUW003CAGGH8NBgPk8/nIx2ZDNcBt2pLJZDQn9iNlyWA4wKAftdy5jitz+3AwjGJnV4PnukKQcX1KJVPSihEEAYJeIKqmdqstxKama8hksxirjqFQKIiqIAgCaDDg+9G6ORwOo3Ytb2Mtt6Jrwl0JeA67vS5q6zWZA3zf39gzPhu1BG6oylzXjYoPQQDPj9z0g40iXn8QzTOpZAq5fA6tZksUKMVSZOSnayfbTWg8SzUQFSvlclm8O1zHRdtvo9eL1CjYmHNS6dTGQ122GqQSotfrCkHj+77slpLLRkqMTIxcPB9Qifl5xtTUFFZWVkae477b21XLAQjDtRkZA7DMEElTQ9bSYPg6PD2AaWrIJw3kMtY5O263r8OxNJRKeeQLefSShkjTR47J1DDQAyT0AAl4yCY0eKaGtBli6LmwQiAY2nBdB/6gADg5hHYPOUtHJqmjmLFghg4yFmCGgGVp6GseErqOci6JXTMT6HaiwKTrDeHCQ2j3MF4dRzFlwe21YAUuEhufFSGAZhqoFjLRVkiFYhRIwAMcD6EfAE4fXuDDggdTDxEGLrJpC5aZFqlefdBBAh6SeiS78TJJ+KX8hiwnRGj3oXtDWKGLfCIHr99Gq9lEfWUeawvHoyo4t9ZBFEj6/Q56zXVk0hkEho7W+jqG7TZSRlRJySY0JJMZlEvlSEEwGEBzXGiujVaviVQyYmcTpolSIQPP9zBs12H4Wdj9PrqdLtJGiDBtIaF5KJVLsmXZYDCA23OQzqQReB6MwEYuqSOdNlFMJ1CtVmElLKwtHMfsxhYv3GvVCkNctmtStp/p9SM5YDKho5JPYXy8gka9gS48wB3ANEykjRQsuCikTHTrq7A7TYRhiH379qFeB9xeC44zQFLLIp1LY9/efXBcB4cPHYbmDeC7A1iIJGaFpIl0yoSpeej0O+g1G8hmsrA7KZiWiaTmwzJ1ZCygWsyIwoFbpyTgIZ800PGGKOSKKGYsuD0dA3iwXRvd+iq8fhuB3Y+q1ckEhu0hBmGIYa8HzRki1Hzo3hCh3YNvhrCCDAqpjYqHFfX8VvMz0I2I9TUDB/4wQLKQ2ZCPuwidHkpjY/D7HQzbdXj9DnxNgxk6aDYasKrjSI+X4Rkhes11SbwTWnRvRZUGC72+A80bQHNt6JoFzR2gnEvCtqO+R92LfA8S1v/P3pfGSrKe5T1dXVXd1fvefdY5M3PnLlz72sSOLQNREgJCiYJEFgkBAgIJEQkGC0sJdmKbEASWQLIchcVCkUH5YYUoQkokW0SRiZUgnKBYxmDMXczc2c7Wp/e9qqur86PO887XPX32MzN9ZuqRRjNzTi+1fPV+7/K8z+sHenfv3fWdpHAKTr+F8HSKmA6EDMA7pMFNvSkmhh+cUx0/k07DHXZ80UQjhFDSQtoyRCGVG70VzflVgbCG8din0ZumCXdiw4pYyKf8UWh33REMfSoq3NX9KkaaB2fqwISLmB7CeslXxDV0Q9pf3GEH4Yyf2JrafdgTPyiMGCamIZ81YkUNTEw/WImbGnTNQ7PfxugwuTPutRENeYhHwygUcmi32n5STdMQwhjGdIz2wa6vTm7FkN5cxSQSRrvVRjISRm6tJCwPb+oiGvIwGPRgxmOIaiHA1A5bbfxETGg8hO45yMWTaOyN4A56sOFCm4ww6vg9ppaexrBVhzfqIZ/JQAv71OSQFkJvPMTY9RNCMdNEyNJh6H5yyjR1TIZjTEd9jL0xkmYYmhuCoQPuZIqQ50CbjGCGJtCnISRM31l3PRdWeIp8Oo7GxEbH8UdDhrQQjLgJeEAuGcW11aLMsXXHLjzXp2gPnD6GvT5C8RjCWhimbiLs2hiPfSXicjYnEw/qjbo/KsgbwzA0rBTSKBaL8CYeMtmMVBxte4CYaWKjlIc+eVhJpLM/nU6QjIRhpmJwhx00G024moZYoYCQA+g6YDsD9DodxOIxeIYB3XMwnUwxGeoIGxosDcinLJRKeVTKRbQ7/jQAe2T7idhyDmEtjN29XQzaHb91aTzy595mk/4+EHlYtUtEdLTtPjy40KeAZel+he2Qiuu5Q4Q9G+6gg3HIhWcZcMNh6FO/Cr/fb/nVSdtGCFOk02mh3Q9aNfQaVYTG/jPRbx2qNB865y6AiTsGwmEM7D7gjAB7gJDrwJia8OweOodzf6feFO6gg6QZxtTu+8/OyMbUHcMEfCrpxMZ4NMaDTgN2seiPMhyOMBl20R8PEdbDGDSbh4wNW6ZDRE0Tjj3C2PMTl4lYDKVSHvl8HgcHB7g39AOTStEfcTfs+Mritq770zoSMXQb+9DGftuFbuiIhj14ds/vX9YiaDT60D0NBsIYdnqAM0DcCKFYLMLK+2wKuzsAJhMY0TDgDKCNR/DsHky4cIYDuACG/b7PMIhGEAr59zZmRWF4Y4Q9B96oJ4mlsGcjF49iJZcWFl6n3UEm5ieAHDMEI+dP8xiPx4hFdZnEkUvGUMgkMRl2MYnoGMFFv3GA8MRGr+sff9g0kLFi6Lo2dBzuKU4f00kYkVjEb90CfAbFZIJe0wbGCQw79cPe4JB/npoGS58ikfYD9VAIiKYT2N3bhQFgajuYehNg7GDs+n5TLpdDPpn3x5t5cUncMTFimiG/X3k4xEQH2jXAsW2Usn4rheaNoU8cdDsNWFoYVuxh20g0EkU8EfcT0qbh+3JjF6NuA1tbW8gl/EkOIfew7cIMYRCaIBL2YOo6QpqHyaCLVDqOTMzEIBlDddTD1B6g02mIinnaiiGseRiNBphOPBhRA9GQB+iAZpq+oK/jIXTYUqK5HkLuELmEBbvrJ6YSEQ3eZIyQ6yIW1hBNxWFZFlLpFLSQhnA4BM8doZhOS9IlFoshZvgtD6GJv8aiYQ1xI4Rms4WYDkSiOhKRMFrtLsKTw7G/2gRObwwDcUydEYxDxpzneRjDxXgARMJhaFEDyYTPghsM/IA/bmgwYn7ijiMETTOM0XQslejJocq8GTFhhlxETA0OQnDGHsypC8MbIxMz0a4OAWeAVNRAPOaz00bDEeypCz2iYxrxJ5pYlolup4uQO4TjDmEbgD71MGo3pE0zrIVhRkzE9BgMuBiNh8B4ACMSged6cG0PejqG6WQME/6eE4sZ6DU9RMwINisFAEC/cQDb7sPzHKzkN/2pFq4NWCaadh+TkYPh1PHb6QwgNJ76x9UPoR/2W2+0ie/T6VO/lc3QDYw9D5OhP6ItomuAM4A9HEIbjxEzgGazg1a/LQkP1zSRjIQP96gsUsnEpcVSp0EQmD9hfOADH8AXvvCFmZ/9j//xP/CBD3zgzJ91IxOCaQKaNsZG3sBoNMF47BvFb9lIC8X8ovA8D7vGEPtaD+WyL/DRjTpIpfIyvoS4nZziwQN/JNHKSgnXrl1DtVrFn3tNHBwMMJ36WeGRO0JF7+MdZQutlg3H8ZBOx/DCVg6tlgZvP4zRKATAhWmOYBgTbKWAazkdLQ1IjFxMIga8bPqQyjeG3bkPwzCwko5jbW0Vq6urMq5nOp2iqnURj8ewsVGZ6UHsdrvo6f7163R8B783tWGZGlIpE5ubeXzzm98EzBEiyQjW1rIyViscDuPevXvCBNArscOeWz8but8fYqJNoHuHVMxoGtmohn7PV8vu7u4in0hg+80/RyKRQOvBA5/yOV5DOpNBNhrGrVvXAPgJHFjAKDRCx+4AJqCFDh1X6LDGA/R6PcR1HWvxKFrjIRpow+qNYUVsmN4EyfEESc/BpF+F1+thc3MTxWISvV4Pb9Y7qA/rcLsuajsupvm8iLMZhoGVw/mjuulXROOhEDJRDfvtfUS9CRKZBCxLx62NNFx3gHRigonWg52cIpdL4ubNG4cU6DG8qIHdsU+BrxhD3LpRwJtuA/V6D8lQF2v5FEpxF41GC/t2FcN+Ffl8HgNtgkTCwjteKArV25g0AbeBm8Us1lb8oDeT0ZDLpZFIJPDC9TxefvllGek2GAygaVOk7DCab+3As6u4V7vtB1iDAdKxGMLNJuzJBPmMn8hIJiPY6futAMbYgRkzEY+bGJnATq8DbdRDfDhFAXEYnoHJYAJj7GBrawvFYhHNZgLVahVf/7o/E7yn+SPKYn3ACPfh7j2A5zjQDseD6OME3N1ddLvbKF3PwZg0kTYn/j3XNLQxQSgRkTmeHMO1v9+CYbhYz/g9zY7jYTLpYetWWbLD1WoVk7034ToOEsYmotOojN+KeTZKpZLM6PZ7lFOHs2lx2M87Qb/vUzbNjD9re3V11VdDPhxl6I/v6x/Ohe/B9VysFldRrbZhj7rIexZStofEcB/5WB6vFEy8+uo1fD3UxV17iqGuI5czUS7H0O9PZdRVMpOEYRiohFPY3u6i6ToITcdwh/7c6Xwmf7heNUQiY+TzefT7fcTQwXQ8RSQ8hNPb9sf4GAZsx8b1dAIvXMviTfsAu609mWFeSE5hpS3ca3cQdvqwejv+hIiB/5xFk0nEw2Fohs8SsZIeXEvHtWsr2N/fR2tqH84HdjAxJnh5JYZo1MF6LozBvSHqXgumM0BUi6I78hkS19eS0OpdJGNjpC3nsKozRbW6j2z0YRU6Eo4gXoqjXC5Lj/nXvraNcb+Nm5Wbvkhc3p/DfP/+fZ/ZYNiwPRvxSBzT1j0Yh/YrPZ7AaPWRdR043X2Me36v72i47weiloWcHgYmA4x7+zLKrVKpoO2M0Rj2EJmOsbm2eThWbej3Vo81xCI23vmiLzYYGzg4ODhAtOePNlszV3A9px8KBIWRzRYOWyA8AFPcb7UQSwOuqyEet6BpcUlq5+MuHGMCd6+NbuvuYdC+hkyhgHF9DHS7KJgmnOYBMtksbpRzhwJwAxTjvvDZWJsgOmnierKE+OHc4Lt372I4HMKcThA1ohiO64hqI8RjccSjNpKaP7qyAA8RRODAQTwZRzzu4X6rhXA0jGvXVqQVhZT2vb09TLQJjKiNVDyCYsJDsegHrXt7e4fTDMJwQ+5hIsNFNNRFJhT2JycYQ7ghFyFLQ3IUFcaM4zjSDhAK+bR6x3AwcetIppLY3PRHV8WMIQbjASJWBKNRD4N7LdiHvflGKIREJIJcLodiMYfXX38dtd3dwznASaxH3oFkJIJR+74/ozmVQsa14Y5cnxF0+LwjFhOWUc6ykISLd6/dxCuv3MTXvtZDtOvP9I6Oa4gn4nj9wW24/T4GjoO0s4HOeAxvOIR1KMgZ1aIYT8dIppIol2MYjTT8WbWBnJFDIRPHzk4ToUEL8QEQ7Tq4desW4vEKvvENXxSzkNPRb95FbDJB3uvBMoaod+p+hazZhBGNIom0PwopAViWh+l0hCI6iIa6QMQPtFtOC/F4HIVCQsYpwTlAbuIzDTTXlXn2WlTDdGLLVIz8VEPOC2OMDrxxDYnpBGNtjNhkgumwjkm/g1K8hI1cAX+xv+u3/eTzGDj+SL5ywcDt275fk06nsb9f9dsABnsI1evQTBPl/C1EOg9QKBRQOAxw/Htio91uw0pOJSHdbHYQy8TguhrGYxsRt4FCpoAQOiglQjBzceTzebz99ttwHBuTSR+pfAqO48F1OzBtP2mSiqUw1iZIpeIIhYDGxF8DIYRkPGw2m8XW1hbeeOMNRKNR3L9/Hy23hVh/jOQohqg7RiodQmYcgqYB6XQULTOJXC6HWq3m7z+9bXT+chfodpFyeohEHVSrVTR2dnxmX7GISqYCALi3cw+h6RRRvYgJ2gi5LrRwGMV8HtVOFbFYDOvr69jZacId9xAzYtBM3x/NRHy2TjKZPBzdmsDm5ubMsfT7I0SnQDTu69HE4CIUD6Ht+lNkpjG//WJ//z6sXgfJZBKlQhKTyRDZhIeyZqLR6EELOZi6Uxj9DszDUZOFQuFwNJufKIiEI4gkI8jlwuh0+tgb7iN82E6TyvnV7smoL5XkSCiECICMGcJ+cx+u6yKTyQiLLWzbiGsaQr0mDL0PL9zDePc28pEItla2ZKxao9FHy+0hmo3Ke6PRMBqDPg5G/gjSfssP2NHpQDusXMdiMZRyJSSiNvr9BsbdNvLeGDkrdziWcIjYcN+3H54Hyx7B7thIDHvIRDKIdB/468ppwG4eIBaPI+tWDsfvAbuDDkKTpl/JDoXg9pOIahpimobwOIxMaILwYIBOp4MkgFzCQ8bwME0Buj5Fvd5GrVFDOBpFIpNBLBRDqN/zxxomk+g27wIACoUC4vE4olEdyVAX3v5b6Ha3MU0EgfmVQq/X84O2Q7z99tv4kz/5Exlc/9GPfhTb29v4j//xPwIAfvInfxK/9mu/hn/5L/8lfvzHfxx/8Ad/gP/8n/8zPv/5z5/r+0kPbLfbIjbC+a6XBQqpUdyl1WpJr9Z8xZy0H9JNOAcagIitcK5w5nAMC+f9zn8fR5exb9Q0TZkvSBoz50p2u10RVlNnQeq6TxGr1WpiYDlHnNev0WhIBbnVaonwHEVz9vb25HfZbFb6xSmoxXnNnAnKinQoFEIul5MAp9lsYn9/HwcHB+j1eiK+tHvoBHW7XekhZ992Pp/3RTEOr6cod+s63n77bWSzWWxvb8u8aTpn+XweruvKHPJ6vS49e/x8zqMlRbzT6czMeOe87OIhnWxtbQ2lUgn9fh8PHjxAMplEs9mUaxaLxaBpGh48eIBqtSo9g9FoFKbp91aPRiOsr69LfzqFfiaTCQqFAh48eCC9t7u7u9jf34dp+gJda2trqNd9Cme1Wj3sd4tjOp0imUzCsizEYjGZSRmPx5HJZEQMigJA7G+0LEtohpytTdZKLBaTGZykPGmahkKhIDO9ec05I5mvU+ew379/Hw8ePAAAmVW/srKCUCiEN998U+jwFLHL5/Myq3Q4HEpfGanWmUwGzWYThmGgUCjgxRdfPAyaa2g2m4ebSlS+o16vi7YAZxHXajWhmnO+JwXHuM5yuRzy+bzYl8lkgmvXrh2yGxp46623pB+YzBnO72VvV63m9+Dt7+8jEolgc3NTRAKr1arMO2ZLyZ//+Z/j4OAAw+EQmUxGZkCHw2FUq1URiNJ1HQcHBzI3VZ1/qs76zufziMfjWFtbw+7urswwTyT8ZAJnwV+7dk3mnHPOcKVSwcbGhvTz93o9/Nmf/Zm0MMTjcaTTaWndACCsJ27utVoNyWQS/UPaOucxcw44r72fuGn6FM/DGeuGYWB1dVWEkigu6Xl+D3IikcDGxoasO9IVaes4v5wzZZmUoU3k+gJ8MavBYCD2nXaGs4CpX8D5z7Qx7373u1GtVlGtVqFpvhJ3Op32abeH7UDD4fCwCm6LfaZtHQ6H+Iu/+Avp/VTnwHNNxGL++CeK4V2/fl3ua7/fF8q+n2zTZPYxmUmc71sul9FoNJDL5aQPmM8enxtSWweDAfL5vFDws9ksDMNX2Gf1n4mwbrcr8+J7vZ5cJ/aqcmay4zgoFosiQHfjxg1sbGzILF/OP+b5U6+AFPtwOIybN2/KtWoeVqypM6BpmthgwzCwsrKCQqGAd7/73RiPx/jqV78q+yaF75xDaj/nhVPBnrO5e70ecrmczKouFouoVqtyzJ1OR2w8e7k5b5y2PpFIIJPJoFAo4M6dO7JOSeedTn12QCqVkpnOmqbJ3s5rfv36dTiOI+d948YNpFIp6UlPJpPS20tR3Gq1im6362t6HP6M87/ZYsF5yNFoVObJc/1x3nY0GsWrr74q63cwGGBtbU3mivf7faTTabF/rusinU5jMplgZ2cHtVpNZn4Ph0NZW9wPyDLi3Hvaetoq7gn8PW1VvV6X625ZlvTQDgYDNBoNsSn5fB7Xrl0TDSOuz16vd5h0TqJUKolWBOeY7+7uSqsSRerYqhSNRrG6uopsNiuBPL8vlUrJ53DqBJ8N7pVM/NLO2LYt+3mlUpmZ1T4c+jpD0WgUm5ubfkI7Fpv5LNrHwWAg10cVpe33fXYAk9jj8VjWDynrvKf0H7PZrOgUcM9jApu6Ebmc34NcLpfheR6q1Sqazaac8+bmpt9GeFjFvn37tthAJlso7MvZ7rFYDKPR6HBs8J60N1AkjT4MW8Y4O552kL7GzZs3xf6QVm8YBlKplPTQp1IplEol2cf29/clgZFOp/HGG2/Iukkmk+I76rovWkexRl/8r+Dr3hzaFcMw8NJLL0HXdV9U8PAZ2NvbE80M2mm2lvE7dF1Hu90WH4OxBidsTCYTSSbEYjGUy2U0m025LtzbaAeZKHNdP5nIVqvBYIB+vy/+49bWFjzPk772Vqs1E1s9KQSB+QXx//7f/8Pf/Jt/U/7PXvAf/dEfxe/8zu9gd3cX9+7dk99fv34dn//85/GzP/uz+Hf/7t9hfX0d/+E//Iczj0oj+ICNRiNxNi4zKAcgwRv7L/j5dMBUUBQimUyKQJT6GabpC7RQCVr64g4DUQDy+XRSKLhBown4jt36+jqm0yni8bg47q7rCt2aTj0FZyiqwQczFovh7t274mAcHPj9yXzAaTQBoNlsSjB7584d2fQHg4FUO3htXNeVYJJ9fZlMBu12G41GA4lEQoTceLzcFA3DwHQ6lR4YBtN0WCiyNBqNkMlkDuephzAYDJDNZlEoFMQpAiCBCs+d4ysYFE+nU+zt7WFnZ0cUnDc2NlCtViV4oIPbarXkfmqaJpseAORyOTGg0cNeXgDi5GQOK898L5MVTAbw/t66dQvhcBjlsl/hpVNSLBYle/32228LjY3zrrvdLhqNhjgkuu6rgwN+1eOtt95C/XC+aS6Xk57Fd7/73fjTP/1TCdaz2Sw2NjbQ7XYBQIKRBw8eIJVKSW/TdOr3GdN5Gw6HaDab6HQ62NnZ8Ssph5sdj4dJAopq8flhUomOCynhDDoZwNLp7vf7aLfbWF9fR71elwBB13XZWLjx7OzswPM8rKysyHqZTqdoHvaWskrQbreRTCal15IOJjd0OqEUmmPigomZVCqFVCqFTqcjzw+fD9d1JWil+mo8HkcymZQkh+d5kgxyXVeSBXQ2bNv2xWYKBbEV4/FYAtAHDx4gFAphe3sbjuMgn8/LudGx5HuoHUGb0Gw2kclk8ODBA9RqNVSrVdy8eVOcej6DtCOWZUkQn8lk5DmmU8DEJNdaOBz2+0v7ffk+JvEymQzq9fqMbctmszOBLIMUrg/btsWRe/DggT8W6PBeskL71ltvYTgcipPFzxkOh0in05LsUBMEfD9HEmazWbiuKwElhctSqRRWVlYkaTge++rkTHiMRiPpWeb3GIYhziWD4FQqJQrS3W5XnF6eG9dCJpPB7du3EYvFUCwWUSgU/IkOhwmYTqeD+/fvzySB4/G4T8G2/eql67rY2tpCqVRCtVrFvXv3xA5wAgb3UjqejUZDnDpeN9pG9poz+cwWEzrO7Ovd29uTe6lpmlxTCnxRTKnT6aDVaslruE9QjKjb7cpzxcQsA2kmp3Vdh2X5Iy8PDnxhy7fffluOhUnDa9eu4a233hIH3TAM5HI5XwDz0FmPRCLY3t6WPYL2vVAoiDbEzs6O396SyWB1dVUSyxRm63Q62N7elmehUqk8VPUP+YKMmqahVCohn8/jL/7iL7C7u4tczp8ZzIQRq4K0gUyIUn/DcRy0Wi38+Z//Ofr9viTcmGSiX8E9lwnkSCQiGgAMKABgdXUV+XxennfAD6K2trbQarWkF7xUKuHGjRvy/4ODA1SrVb+1IZGQ19L/oS9B2wr443JJSeY6yGQysCwLlUoFr7zyCm7cuAFN08QHYcInn8+jXC6jVCqh1WqJjQOAZDIp65k96L1eTxJYtFWlUgkrKyswTRO1Wk3UsxnYMmmQTCbFZlerVZ9lcHguhmHg5s2bME1T9qZ0Oi33N5vNSsCZSqXEP6KmT6vV8sXVDgPNarWKRMLXbEgmk7KGo1Ffi+D69etIHo6IZQKPz8LoULyXtonnTZu1uroqr1HvB20vEwTcI6RN4zBYZ7KIdpHrStd17O7uSsGAyRcWAKitwUIWbWomkxFflwn4WCyG7e1tX/X/cP3QB6WNM00TlUpFEsy0wxRtYxKDx0+7HIvFJClPIVauO9d1xR+NHDJo6Ctqmt+XTRaurz3gJ7Y4GYPrxTAM7O3twbIsrK+vIxqN4u7du7AsS86BukS8BpFIRGzj+vq6L6ZrGKJjNR6P5TXNZhOpVArr6+uS8OF9SKfTMq2D7b9Mzg4Px8syZmERxjRNsQtch6FQCM1mEwcHB77WSujJyrIHgfkF8Tf+xt84NhD+nd/5nYXv+epXv3op30/xIeBhQMusKR/6i4Kfy8CcWLRY+bPRaCTBuFop4abAjDX/VoP46XTqi+McZql8Sl0LiYQvxEC6LAU0XNf1hUEODc54PMbOzg7S6bQ4B3R0crmcP+5hMMDBwYEE/YBPY+n1elLJj8fjh+JlLalK3LlzRxxIVqRYsVIVjOkERSIRYQd0u12USiU5XzVrSUNPSjwVRWOxmAQYpVJJRiu1222MD8fCscIci8WkgsGAjo4agxCONqEjXyqVfLrbYbCRSqWg6zre9773Qdd13L9/H4BfQeZGxiSEpmlYW1uTDCaZC+12W5yTfD4Pz/Ok4tFoNGSjYrWZYIWbIwBDIV/YZm1tDS+//DLC4bBP1ysUJCtuWRauXbuGnZ0d3Lt3D7u7u+h2uxJ80MHm+phOp8jn8+LEqkEJq3t0NlgV5fVhdYCbHCvYzGr7isVtJBK+CNva2proQ4TD4UOqWENYBLyGvOZMxJDRYRgGarXaQwGZQ2ZMIuHPAd7e3sbW1pasA45DY1Lj9u3b4jQkk0m89tpr2NnZkcprq9VCuVyWgC8S8UUdt7a2MJlMcP/+fV9g5bCqlEqlRDF7e9tXXqfjS0eHc3apFs0KYiaTwdaWT5lTWRhcx2pCMR6PSzCaz+eRy+XEgWZianV1VbLwfI4YFMtIwkO2CBNqFPBhooQJpIODA3FSuEb29/cl6XX//n00m02Uy2Wxt7xmTN7R2Ugmk1J9JMuHDlk6nUYsFpPvpwJvPp+X69jtdqVSxmpBKpWSCirtlGVZwrih0CYdZ8Mw0Ov5I4Noa6lWzXXMKl+j4Qs+0ckko6ZSqch9vHHjBvb39+W4aSu2t7elWlkqlaTyyM/mtWKVlxWRVCqFcrmMzc1NqbzQjjIJxTXHtT4cDuXecpzY2toa0uk07t69K04dHc102m9jITuL64mJXjqMDEJM05QqD+1Qq9WSZ5aJw0wmI4m1GzduCLuDTiSTm7RV4/FYknebm5tSCWSlZ3t72xeOTPtq9dVqFZ1OB/1+X5z3ft+fx81ECyuLhUJBkoN0XnkPcrmcJL44/eHBgwcYjUZYW1vDX//rf12SzPPtaNx7GQQwkcbknGEYODg4EGeejjvXWKPRkCQQmUoM3pkAYaJjZWUF5XJZ9lzLsuQ+cC9jcoVrjUkfstF2d3d91ebDBAvF7OioMwnCJBDXQr/fx/r6urBMaEscx0GhUEA2mxXmF69vPB6Xyjirzel0Gt1uF+985ztlv/6zP/uzQwpvT9YF7yX3vlwuh3e84x0ol8totVr+VA3PH3Xa7/clyc5xb2qSw3VdlEolSSI0m008ePDAbyPI5STZEQ6HsbW1hZ2dHQwOqb5kKriuLxJYKpUkOa4+Y7QJ9NNu3LiBfD6Pb3zjG6hWq75y+mFQZ5om9vb2JLnLiijXqOu6MhmDSU7uhWRhUjwsHo+L+Or9+/cl8VcoFJBOp6VifuPGDSmkkLHD1kUm8JjQ5fppt/3xrWRMMtijb8jEIRP7TMANh0OUSiVJ6rBIUavV0Gq1hBWTOmz3c11/og19HTKpuE9z3QA+65ZCyUwok11J22SaJl588UVJ9k2nU5TLZUnwdzodmQwQj8eRzWbluWQykgxKJqGi0aisoW63i52dHTk/y/JHeSYSCWEPcO1R5JJTAP7iL/5CxD0ZvPMzmBRKJpOSIJz3JVdWVsQWc6oOv5v+J/0PPr/UvGGiJBqNyj1h0o1Jwne+851wXRebm5t48803hS1EW5LJZHDt2jW5B2RomKaJer0uyaUniSAwv8Kg48PsHsedjEb+XNbV1dVL+R4G2HSeGdRVKpVH+tj7fX90kkpR56bPDDaDc1ZtmelsNBpC+6HjzOofnWRmJEmvY2DDTCE/l45dr9dDu93G3t6efAYp2lQFJej0kPbCzCpViOls00HiteFGy42G/VzcQGkoMpmM0NaZ/aXhtm1bKIC8n+zTIm2VVRUmLMrlMqbTqdAoKZ5EyhMDNtKbGXj5fa9joUqSPssKLzcpJiw2NjZQqVRk06vVavjqV7/qK5xH/REo+/v7olbOa8vqHjdEOlyNRkMMtm3b4iCsrKwgFotJxYj0L1ZieF2ZDSejghVzNXvOYJvGd3//Yd8VnfButyuZdF47ZvMdx0E2m8XNmzdhWRZqtRo8z8P+/r44hb1eT6iY4XBYqFmlUgnJZNLvETx0Oukk3L17F9FoFJVKxR+Vdki74sZDulU0GkWj0ZDMNR1WOrWj0Ug2XQaHVJiPRCLodrsYjUay6W1ubsozY5qmMAOuXbuGXC4n1T9fc6AoVdhIJIKdnR0kEglUKhVcu3ZNZjszGGEgQ/ojn/NKpSIjrrj58fl/9dVXEY1G8ZWvfEUSLGtra9B1XSjZXJeWZfmj/ZTqF9foeDzGSy+9hDt37uDWrVs4ODjA7du3Jcjd399HMpkU54b3/uGIx6lQHFdWViQBwqQfX09bde3aNakqr66uyu95nHSm2X7DKu9oNMILL7wA27alMpXJZJBKpbC6uopbt26hWq3iT//0TzEajZDNZiUxFA6Hsbu7K857p9NBLpeTf+fzeZk+Qeqq4zh44403hHrvOA5efPFFqQ5Vq1VRCI/FYmJ7SaNfW1vDgwcPZD1Pp1NR82ZVhespk8lI6wHbb0gJpn0EIEldtsTQ6VxZWRFWA+0xg0DLstBoNFAqlYQeS9omn5VsNovRaIRUKiX2nnRafif3onq9LuuLrStMYtq2LcnsQqEg9FwG4qxKcx0yiK9UKnL9WKUhnblWq6FQKGAymUhgyvaQ+/fvC/WejIL9/X2xfQyKmdhhEjsSiYjD/G3f9m14/fXXZe+p1+vY2NhAOp1GLpcTm/jgwQOpaMXjcQneWMUql8sSDJXLZXz961+Xth061RzxxxYjJlEY6PFad7tdGUEH+P6JPzbQkzYdJpnYJsAK7srKijx39Xod8XhcWjd0XRfnnPeYAR1tbybjz4fe2dmRZE4mk8HGxsYMNZbJ/ldeeQX379/31bsPmXxkE/F7uHZJt2cVllVS+gOapkmiNJvNinI61xXZGFyHbPuaT5oxKLx165Yw0qrVqi/Weph8YbJ3fX0dr732GjzPE/YMgwja7Gg0KjZIpST7atR9vP7668L+IWuiVqshEolgdXVV9lS2x4XDYZRKJUmm0A6QVs4pF6zoMlhPpVKwbVva4Gj3Pc9DoVCQ/m7a2larJW1Yo9FIkuuVSgWu6+KFF16A53lyrxmwRSIRrKysoNPp4ODgQJKV+Xwe1WpVWqAoZkk/czgcolgsIhqN4ubNm5L44fpjEr9er0vgS5+X/m4sFsO1a9ckyVEsFqUd0rZtGS9Mts5wOEQ2m5XjLBQKkiCgHgzZP/l8HrFYTApOxWLR1+w4TIZyvbPNjc+amiRn4kjT/HnlZDUkk0m8+uqruH//PjqdjjA2Q6GQrAvabiaXO50Orl27JskLsgpSqZQksMhuYbvk2toaNE3DvXv3sLGxIXT08XiMZDIpTKrV1VUkk0lsbm5ie3sbhUJBmDC1Wg0ApDhWKBQkUc49g0m0lZUVYY1ev34druvi3r17aLfbstdxr19dXRV26IMHD+QcuJ6fJILA/IqDNCpSoEgJVGnHhMzsVUBajAoaGYLvIe1ODbDVij0AcVpGoxHq9brMfgUgQTgDqn6/L3QvNTsOQGit/DwaGQbwpATx2Lm5PTgUT9ve3pYeKFah/dEcbaHNstrMPkJmlFntB3yHLpPJCIVzf38f+/v7QlVjbzT7Vej0M5usOjakMGazWaysrEjAUq/XpR91dXVVqlbr6+tCZyb9jcE2HXE6pKSssZrd6XRw584d6RNU+60ASM87q2qDwQDFYlGyg6T306Dy2qnsBWZCaexZncpms0ILYo8TN+5msykUdHVtjUYjVKtVoVWryQX2gXLtMJBmdX5/35+dms1mpd+dlKbhcIjt7W2poudyORkTQtodWwfoNKk0Ohp46glwHXMmNvujbNvG3t4eCoUC1tfXsb29LUE3HQvqH6ysrODWrVtyndn3Rcpqq9WSwIsOOp8PJsjYkjAcDnH9+nXJQDOIrFar8nywmkgqdSzmj5MBILRhHluxWMTa2hpqtRpu3LghVUzahXrdF09i5bRcLsvGRuEnOj8MvNhawcoKKx9ra2t44403xJHicVKzodvtYjKZyEx5de2yH7/f7yOfz2N9fV0CsQcPHghjYzgcSq97KBSSXjKyHfh8r6+vY2trC51ORzZtPrc852w2i/X1dbEl/E5WBmu1GnK5nDA4WB0pl8sIhUJYXV3FW2+9JQHKjRs35DPIKCHtmp+pOsw8dwYxvV4Pa2trYsfpzNBBYmWzWq0iEong7t27KJfLACD3i9XdbDbrj0U8TOKxRzYWi+GVV16RxCCDdFKZSVGmLWJlNxwOo9FoSOWD6/nOnTsolUpYW1sTxwgA0um0VJZ4f3m+iUQClmVJBZnMG9oQ9iEzWcb1MxgMxAklbXYwGIimBSu5DJ7oHJIyTTYR9xcGB9Rq4DPIgEFlgTGxwqQQg7dEIiGtK2qVfmVlBZqmCTOBvbq8BslkEhsbG9IatL6+jkqlIslb0u1TqZS0HGQyGdy8edMXnjsMmEjn5jlx3bz44ovSM0sWBquV1Mxg8oRJ12QyKSyv6XSKSqUizA76Ckz60eFlMo8BFBPZvMfUR1EdeiaWmCR66623APj6MIVCQWwRg/PV1VV5bi3Lkv2PgQYT8jdv3sTm5qbYwbW1NXz5y1+W+5PP50VTgME02xLz+bwktpmA57pg0iISieDd7343BoOBJJ23t7fRbrdFvyISiaDVaokNJquEmjgMxGmnXdeVvdwwDLz22mvY3NwU+9RoNABAgjuufyZjeO/YklGv1+XYqN9DtgIDHfYhx2Ix1Go12ddzuZzYIVbI2+22sBn5LNCONhoNX3j00D8hI6NYLMpxmaYpvofKEKQf9Pbbb2N1dVVG4ZKVsru7K21W7AueTCbSM62+nvcsnU4LO4d07GQyifX1dfE7aJPJ+KDvx/VKf6VaraJUKmFzcxPXrl0TPRE+NwCE4k82JFuxGo2GJAfK5TIqlYqwgsicYnKf/ka/38cLL7wgBRwWfsbjMdbW1iQJzoTK9vY2hsMhbt26Jb4cC0/8N1shmUQiU4PJLj6zlmXh3r17aDQauH79Or77u78bX//619FoNCSoJpuL9pbPKu0X2XIAxC4yuRmPx5FKpZDL5XBwcCD2QE3y0Gaw0EZfj4kpJnCLxaLcL64jXhcmwJgEYXvK3bt3hVXBVrj5OOdxIwjMrzgYQLLyqFLDuakBkJ7rRSiVSuIIUcxmHjSy/D61eqVCzSz1ej288cYbCIVCIqDEPjXSfbh505gbhiFZUjr3hmGIEAd7kkjHpRPL7OLOzo5sLswwZrNZ3LlzR45XrQ5TqINOw2g0wt27dyWAIRW62WyKcBCDH/Y50sEfDAZYX19HPp8Xmk2n05GeZD7om5ubIorCz2DFl5l3UuV4jeis0cln7zwFsRgo03hrmoZKpYK3335bsvEMXESp85C+NplMsLGxIcEOBVLYY0XjSiP44MEDDIdDEdZggKBSkTY3N9Fut1Gv18VJjsfjUvFnz3k+7yv737lzx1eybrUk+6tSYTudjiQz2L/Fqj/p3gwIisWiOA9cR/1+3x/Jc9gbzf7F4XAo1TIGNSsrKxLMsbrFpBe/e2trCwcHB6LrwEQBqde8/xQbZM85K+P8PibAWNliworMD7IWmLnmJs4gmtQ+4GGS7Zvf/KYkFkg/7/V6opK7vb0NTdMkwx6JRFAul6UqT1EsOg/lchnb29vY3d2VtUf6cqVSERphNBrFiy++iD/5kz/BeDyW17HCxMCHCS0G1XRAmZiiM0qmBOenVioVqQqORiPps2TChKIymUM1WiYbyIZgtZAVDtd1RYCLjBg1g95qtXDt2jXcunVLmDmsVE6nU6nusTeQrRmslqp0T7aUMDAGfCYKE2wUZGJyiAHfnTt3sLGxAcuysLKyAsB38EhVZxUnnU7jXe96lzApaC+//vWvo9lsSrBEJ/rGjRuiPm8YBl555RUJNji5gOJzpC1ubm4K1bLRaIi9unXrlgQEtIO6rksyTdM06VFPJBIol8u4fv26PDvU2KhWqyI8yOSPaZrY2NgQR4oUSwqkqQkqz/OQSqXkfnW7Xbz55puir6FW7plEIOWcQS17HDOZDPb39+X5BSBBL22TYRiic8LkE/cLJpoYNBiGIU5uqVSSPYGMgmg0ipdffhm1Wk2SAtwjGDy/8sorEvxxfXPtkCJMHQWKX5JdwGRlt9vF7du3UavVZC9gn3KpVIJpmiIextYcUmQBSDDK8YbsZWYymUni9fV1OYb9/X1JUpFGTno8W8zIvKDNJ5MgHA7j5ZdfluLDaDSS6n6xWEQ8Hsd73vMe1Go1qfzquo6XXnoJ3/jGN4TGTmZF5nByBADZMxmIsADQ7XYl0bO5uSnaJN1uV4TDuM/2ej05DibraWuy2azYRwbXPIZcLif7AhOObAFgJZAtHExYZDIZWQ+VSkVm3BcKBdkDbNtGKpUSu8v9Y39/XxJ8TISybSydTkugU6vV5P1MZjEo5nNZKpUksOba4nNNlhtZi6urq6KxoQqzUXOESUDaqzt37ogA7nQ6xfXr1+X8ycjrdDrCpCFLhyxKJgI6nY4Ewbz2TMgxAcCWj/F4DMMwUCqV8OKLL4oIG20jhW8ZYNIHpGDgzZs3pa2mXC6jUCjIvsJ9r9lsAoDoIgAQkUkmWqg5EgqFsLGxgcFggDt37khSjz4IdU/InsnlcmIHyCqkr0utlnw+L5of6+vriMf9iR5kt/D5Y3GGPjkTGNPpVNYExYbJ7KSYJe1ROByWajhfRxtPBgxFCxkvmKYpYnIbGxuSNCBDk62h0WgUmUxGGImk3xcK/kQPtiLS1yEDgaydyWQi4sNkfYXDvpBvq9USH4MFMBaBmAB/UggC8ysMbsLMUqpUIG76rCyr1T46GuzHorHnzxaBdGxSxI8KzE3TFDVnOq2qU8XXsEJIR5jCWm+++abQcFlRCId9pWiqaKpiMAwigIcK9Wp/CbPGpGGp/YPsmaeCeuZQoI0VadLX2HMEQHrQSUMmfarRaIj66fr6OlzXxZ/8yZ+IouN0OsXa2poESAyIWL2dTn0RO1YneFwMUnnPaMBJza7VapIVV+lRmUxmhpZNcTiKszFDzwwmjTCpvKTZM7vIHiP2azJoJ0WLVCBWj3l/6VCxcsvgf2trS5ICpKbpuq+2zYQBGQo8DsuyhI1QrVYluFUFT9rtNiqVilDcmaknBa/X64l4C51ArhnSxIrFojicdJ5YISAllfecvYwUSlErgExGAZBAVdd1UYVmTzRpnaw4M0jkOmbFodvtivqr2j9r27ZcQz7n2WxWKPNUtiW1P5vNyrpkoAkAlUpFBJ24tk3TFDE7UtaKxSLK5bKMzKLDncvl4Lou3vWudwljgArl7KNl0NBut2cSGxS3YgBOOj0dRrYKsEeMFUwGCXQEScdn+wHgK7My6UMHnY4rq3e0i41GQyihvI/r6+szTA9m4GnnmIBQhXP4zNq2LU6/GqRTAZzB/97eHra3twH4dMFkMonbt2+Lw0QqJZMVdNqpP8De52/5lm+RCmmlUplRhCcDhCwjUqsTiYTQ+BnY1Ot1WUe8R7znAGYCc7KOmKBhQiISieD1118Xaj+Vynn+7B9nRYIUfDrZ7NeuVCpim0mJVgM72hc6q8ViUeihrMpQxJGBNPvGy+Uy9vb2xOFjfzV7JRkE67qOcrksCvSm6U8I4drg88ugw3Vd/OVf/qVUg5jUZKKCGgFM0vG9f/Wv/lXU63Whx3MqBfVNSHlnMEyWxsbGBqbTqbAjGPjQ9tHGl0olEWVktY16DUyuAA+TP5VKRaYoMMG7uroqugzlchkHBwcoFouiuVIul3Hr1i0AfjLj/v37YkMY5NO+MZFEJhyDe9p8BiqlUkmeLyZYb9y4AV3Xce3aNZTLZeTzeZnqwYQLg1jgIUuEezur93TqAch+olbayIig0FQmk8Err7yCdrstopm8J9x3SPWmY889mEkY7k1kMlmWJYw0JmZ4/QDIvsm1w32GQQjba8ge8jxPElvcb5g8pA7Bu9/9bhSLRUynU+zu7opuCuAnDZlwZpGHvgCAmcCJPgfvy2QyQavVwttvv41OpzNDz+dEFxZCotEoXnjhBayurgr7jUkJBtkMDunfUviLmh1kUzDxlU6nsb29LSyTXC4ngrEMwFVNEyYqyULhfaIfQ8YA24CoP8CKP59B2mG2R9EeMSHKxCSfKdp0rslyuSwBNpMqFCFjkYj+CX23RCIhCXpd10VH4s6dO7JO+IeijFwn9JPI6qNt4xqlX8cCghpT0H+JRqNYW1vDwcEBEomEFDl4/EzkcT9hgEuRO7JZ4vE46vU6bt68Ketsb28PnU4HAGam3mQyGfyVv/JXcOvWLfzhH/4h7t27J0xVCiQyKcZjYgtTNpvF6uqqTIVhzED2KNuVyPSlP86k7pNCEJhfYZDuQvo6DQoFjLiRAQ8r6xQdAiBjk9RFx3+z8klQdZSqnswCLwLVZOnoWZY/2qzT8Wc70pnnaCRSErvdLmq1mgjIkAaoBk6kB7HqwUo0NxtmpVlpoRPFMTjsneF5UgGZFStd1+V97OVjtYmOAh1ZqneyysjMJ2ldkYivJm4YhlCyWJUkFZJVUE3TZNPn/WSGmLR+ZjdZJef91DRNaGik0JHSz2oxs4OsBlG5lw4HKV+kkQGYEZW6efMmAAh7oNPpyDpghZHVfrIZAEigz2CXlCPVsa/X69K/d/36daFbrqys4Mtf/rIYWh4LnQG135j0MY4cUsXwWH1kRZxBCp8Pbgye50nliL3c6nPBcTV0thkcc50z0Nvd3RVGApWl6dRubW2JM8EkFx1nOivsNVfHCdHZZFKMTjSPh5l8AHIv6NyxB5DCa3zmWcmgej2dFfbis3LKZ6bT6eCll16SHlC1bw/wNQ8cxxFtC1ZimZwDIL2GdJLY5kI7xuovq/wcw8KqJNsRyEbIZrO4fv26VDeZRFJF92jPGKz1ej0Z/cZrQUYMz4XvY+D62muvSeWS7THAQ/YNv0+tALAaRMeLiRm2ATFwp5gPkypk3fA43vGOdwh9kc8ktQtUyj0F1vhdsVgMKysr+I7v+A60221JPLRaLUlMRKNRoW6y/YQtSIbhqy0zAarae9p0VRCPWhvUo6ATzIo0KxaqiBADZ34m951IJCLCRAxO6CCRFUPnmeuQFVr2pzKxEwqFRGiMyWLSlQFItZHV7PX1dQkoKHBGMTmKZ7EynEwmMZlMhMmiCnaGQiG5lnSSmWCiTaZdYdKKLRKk9jNYoo4E7QjbMmj/Xn31VTQaDYxGIxQKBWxtbUnlVe3ttiwLH/jAB6TSWyqVRHlcbV/jvjsej0Wfgsk9AFIl3trawltvvSWOOpkIPBc1eGBym0ykzc1NoU0z+KVdIH3VcRyk02lhQDFJt7GxIawyJuszmQxqtZrY5K2tLcTjcbz00kvY39+XBDyTIWztYwKSqtVcd7TzGxsb8rmu60oAxevEySAPHjyQxJAqlMdeZlKomTBgsokVZ1Y7VX0T27aFus+EhZroVKfM8H3cg5kM0nVd2lTYIkY/gHaf/hx7vmn/aKPHY3/knqqJQjumBuOqDo+qR8Sg/Fu/9VuFWcRnlxMd2NfOoguZN6wAl8tlYRCQOUefTRVzi0T8iT2syLdaLWEyULOHfgCr1Oy/5rHxOGiDE4mEPLNMJFFckAmQlZUV2cPj8Ti2t7dn1P25FmibGSiyMMMqPJPixWJR/GE12baysoLd3V3Zc1msmE79EXwcS6iubyYhC4WCtHqyvY8MT05y4LkzSGdfP6vIo9FIhCWZuFpbW5MiIZlWVOP/2te+hnv37on/MplMhG3Hdj0We5h8po3kc+04DlZWVkSMsVKpoFKpSBGDCQ8mIZispxgtxypSmX9rawt/+qd/ilqtBl3X5bzoa9PHZXGGvtWTQhCYX2FQNVQVvaAjojp6wMOAW+2VUKnCBN+jvm4ymUh2mAHRST0XrAjTgDOA5M/V5AFHQ1DBlXSoWq02s3mwCsUgloEg4PeI0bAzS0kDzweOwS6z9kweUE2TgZiu61hfXxfKHWkvdGTX1tZw8+ZNeJ6HO3fuiEp1p9OZyeoxGKF6NZXY2X/Y6XRw7949GVHFa0DnPRKJCNW33+9L375t22LA2f/D7D+NDPuY1HtGg8/ALR5/OGYul8uhXC4LrYeOOKtgdPASiYT05bHCzmx3LpeD53kzFVdupExcUAxQdfwYnDHAACDON+83BeQ4KoprtlqtimPDXln2s7LKT3bB2tqarEd+ruM44pRRo4B9tgAkE89jZBKI9Da1F65SqUhfPxNFdMI4cuyFF15ALpfD3bt3JZEC+MEYg3IyS1jt6nQ6qFQqM71bdJxYAWfLB5/XUqkkmxQ3KPUZ4D2h8jQTBHxWSVHk88NxSnSKKDRGpgQrG6zQf+d3fqc4GuyLY5DBag6ZKfl8Xq4TKaS2baPZbEqPO9cfq62s4lCngrPgS6USXn31VTiOI+uRc+RZ2cpms1JVb7VaqNVqMnqoVqvJvSPLg3oMql3gNeCaoBNHkJlCGq0qisR+zmQyKUE5hZ+SySReeOEFuT+kI+/t7Ul7AbP+ZJlQe4J9dAwEGfQxsdDr9bC7u4sHDx5Im080+nA6AHvwGCSS2rwIDH5UgaHpdCrrmQwkNfhvNpsiuqdSywmyomhvAIiYEO3Rzs6OVP01TZMWGk5A4B4D+AEr+41XV1eRORyJx4Q2Bb5o31mdZiIVgASuGxsbwpbiutY0DbVaTWZVA5A2AgDY2dmRBMCNGzckQdPtdrG7uyusjlwuJ4JjtHt0VNkywnYSVngZ2FCwlMKP6XRaaPArKysSiFHnQ9VLYfDIihmrdbw+7MVmfyippup5MhlFVsDKygq++c1vSrA9GAyk2qf2ebP/nS0Z3HvT6bTcM2qGMPBhIoPJeFKRSVkmI4O2izaASQVSlrmvUl+FFUzuH0yQq8kz+hTch7jWVlZWJAis1WpyX1hAYHK91WrBcZyZajqfExYK1GQgAFHc1jRNriPv3cHBwQz1nr4MfcFSqSRJWOprUIyT2gsqisWirHkqglcqFWH6sC2M7XKGYYhqOwMXvjaZTErhgD4ge49VRhsTWkxWsQLNwhHPgwFwOBwWO0hGnjqlhq2CpJizt5wtLr1eDwcHB9K6wL5mJg5YmGCVmIUTsjm5h6j7F9cy9xQyIAFIrzjbp7g26L/Ns1C5zmlfTNPE2tqaPANM7qkinGxDYCKTjCLaRwAi0qbrOl544QXcv39fEgFs5aBPSDYH71G9Xpe9m8lmMiC4hpgsvHHjBu7evSvCjwzoB4MBdnZ2EA6H8cILLyAej+PFF1+U4wQgY8no37LIkU6nJdlM8U/aCXUSUyQSwYsvvigaLrT39DupwcFECgs29BFDoZAkzrj35HI53Lt3T3zsJ4kgML/CUCswrDIzOw48FNYCZkeeEdxkVaEzvo6GCPCrXKR98OesohwFGhr1/wz0WNEJh8NiyDjCi4aMdCY1U0hjzHE8dNhYCWCQzaCbisTshaEQDB0UZlRZaVJ7qpj9ZYBGIZ98Po+1tTXZPKjKyowsaV38bGb81Kw+x3Xx2qtK7A8ePBBqG3u9ut0u9vb2RO2ePYp0HihswowwK/bMNNIAl0olcdoBSAWbNOVyuYxEIiEqpzTuVE3m8dKY8drRSWLAzAoUK7lUXOW1o7AXQQEXOjI8NsuysLm5KYaZyQk6EKwS8PekmzLgAyBBNZ3MVColmVVSs1gVY3WL7QO8vmxbYPWYgixc12rFm5+ZORyhREeFgc7W1tbMhsdNjZUHKocDkE2cdC5mfAG/ure7u4toNIpr166h0WiIE66Ow2HCAvA3aK7vbDYrVQ0mdHjtmcihQ8KKI8UKqX5MKrtqK3jOKpgkInWfs9cBiIgOBZ4YgJMtQ9opHWNWJnq9HnZ2duR5oxPDvlHSV+/fvy/9gtSx4LFQkIpOFvUuksmk3HPOJaZjwHUWj8dnznHRxs0ebiZNSIlmRYfTJAzDH6VFW8Z+VSYemMCiHaKaNgMdspiYQGBbE+8F+xNzuZyIvem6LgkdimSp9pRJgqOgao3weeV68jxPWis2Nzfl2eO4PHU2uGEY0gLBe8xryT5iolgs4sUXXxTdCtKYeU1ZMSd4LFyPrNYzYO92u0JXZcB3cHAgdpeVmPX1deRyOTx48ECqrrR7PG5W0RnY8Tmj/gZZKaQS85joZG9ubqLb7cr9X19fl2eCkxUyh+JOyWQSa2trQj1lMt00TXk2GUCpegpM3gKQfQ2AtC2pKBaLaB3OxubeOB6PZf/k91UqFWGj0XYxscM1qQandJLJRKP9YmsGhZvomNPWc2xmv98XHQkyWFTdBgr2kdHFnuJisSiikLQzTA5nDoW9OK6OVVd+73wRgnoak8kE3/It3yIJxRs3bojfYlmWjARjskvXdWkZoe9E32Y6nYoPxGvHtcWeWor6sdLMfZT2kmuWmkFsDaF9ZCKR9HQVrOIyQFPtGX0ZMgvJBtE0TaYlfPnLXxbfMR6PS48xkykqLZisEibsXn31VUleM+AaDoczwRWTNEwU1Wo1eVZUlgZtFxOWpmmKT0Afdjwei+YNe5A3Njbkd/QbuR/zWvCZ4WsBCPuOCUh1nK/aMkpbwgQGryv3BvZnc98iVlZWJEENPGzHYFItl8sJe44iokzQsn2CSQquCSbYaMfIUFxdXZ3xbfmZjUZj5nxY3GF7KO0HfQYmejudjjBFKpWK7N0MiOkDsv0DgAh3shDCZC1jBLb+qe1/LOioyu1cZ2TDsLWO64B7KxmNbKlyXVcSC8lkEjdv3pRr9iQRBOZXGNzMuNmzV4+O7Fkr5nzNPG2RDjsNNAPORYH5/M+4GajOO6vHDFhIWwb86rKmaSLWkM/nJbvIB5B94qQ4ApAsNQNQBpLMpqqbCStMk8lEjLmu69I/TWETVldZAdU0f/4tHVZu8m+99Rba7bZQ4IrFovQiv/3229IXx6CWGVk66N1uVwJ/GmFm0inewWMOhUIzqtZMSNDYcFMmHYeVQVaWec1IGWUwR4eSoNPMSqaqPTDvyDHbrTIvmHy5efMm6vW6VDZs2xY6MkVA4vG4jBHi+mHFiAkWbiysytGRZlWPzhyDE1aDWWEGIIrjAER8jMEiNzD2NpLeTOeea1DXdanyNBqNRwIy9qRzE2OAxffymXvhhRdm1t6iZymVSqFer0tfrwpWFUOhkAie8DzZlwtA2BT1el0cUVZd+X5WXklVo91IJBLiBHOuNa8pHThWoOioLDoPZteZpIjFYjLznqPgKPaTTCalP7/ZbIoDQgYMq2W8T2yN4HOi67ocP687g1GKT1LxVdd1GdHGAJktDlRbByAiY9lsVmi181jEIGLCiU53IpGQigYdMiYo2ZvHucvAQ5up9rhRvZf6AaFQSJwZVjoJtaLDe8PWHcdxhMpPR51Vd9XxWwR+l3reDDDnwT54wA/kcrmcCF8xoQkAm5ub4tCpTtf8NWbPKJ1uJmWP2os4UpL7IVskOGuX1Wn2WNJpZCKDVSIG30xKsp2g2+2KmnGhUBBxMAZhFJMkVAE40jb5GrWXn3uNqv+itgwwAKf9Vnvrb968KckP3ntSd1mZPakCxCCDrRIc8UfGB9kbah+wKjpK55nJGlKKmURJp9O4d++ejKdiRZ96MExy0kFnQoDJOVYP6dATTHiw8seEG3u9O52OJCF5XExeMoFBeux73/tejMdjaZMpFApIpVLC5GL1kGvt5Zdfxttvvy3JIVaFmfwhPVlFLBbDxsYGAMhMeq4JBs+RSETssqZp8pyTkcbkMoW7eG/ZAqEmutQ2NSqkE9QooG8XiUQkgczPoxL/N7/5TUmCcg9g5ZdiXEz8kYXGqjvHiTKxz2vIfYB0/+vXr88keUnDJguFBYHXXntN2vw4FYJJeAZ/lmXh1q1bYudJ9T84OJDqeTKZlOKWmjzjc8dkNll0vHbUv+E1nk/csk2LzDNS8xkAs8ii+sjqc8gglu0r6l5Dn4LrnO1TbFPVNA3f8i3fIveF+w79UV4j7pXz87oZFJPxxbXOc+DaUBlGalKZ11f1n3Rdl/vChCbtHpPVZDEVCgWxdbxfLEKxYOA4jgj+MglDwTqyLGgbaGO5l5C5SL+SeyOTD+zpV5MVTwJBYH6Fwf4aLiJm99TMKKEG3cR8xXwRjZ3VmnnqIrOK8+CDysCSFTa1YmkYBvb29tA6nKPL6g7wsPKkjgRRM7HD4VAecvbVsz+LDyINHBUhSQVX57pTPIo0UjpGHPlAejsNA/vPmPnn57N3hg8wv4PHZhgPFeUp2AM87E0jXYu0PApcMRhlvxrHbTGLR3EN3q95R5niQqwqsyfq7bffhmEYMvaEFXsGNjRSNNSsus+D95Q0Yxpabgz8TFY+6WgBD7PzpGsB/ua0tbUlPe9UW+cam9/8KJTD7C8TDpnD2ap06lQKJVXKua7p1FDlO51Oi2CIKlpHlse8Y8NqHCmqrVZLNgdWtKbTqSgPM9nD+8QA7ChEIpGZapD6XJKmTnEVOhushKobSaPRwEsvvSQJHMDfQLnWSYnjHHfCNE0JUtXnnjSwW7duiV6EKlA4DzopvHa8jtRgiEQionfAc6STx3tJB5DBusq4YOWN9D6eAx0sOj6ci6w6q2orDL+DwSHFqFSV6/lKuQqVwsnP5H1gcmJtbU1sFp2q8XgszgNtHt8DQGwtWUhMbHEtMdBQ6aq0gfP3RO1vp71XEw0M+uYrarx/1PbgtTuONQX4dE6+noldgsemntuiY54/fjUhexLC4bBUUXkdWaFiEB6Px3Ht2jXs7u7KSCN132ECSNM0XL9+XWab066xIpVIJHDnzh0AD8W6eKy0Bby3dGyZOKLIlIpFrDMAM4wgMjFYsS4Wi9KmoIKU99OC84L57DEZwkp1t9uVc6HTTzChG4n4I/oY+DJRUCqV4Hke9vf38eDBA6lwh0IhCcr5uQw6qGzNxDQTj4sKARzLBEBE3abTqfSGMwlJBiDb0djilkgksLa2JrZfbfdgjypZQGriNRQK4ZVXXgHg+1J7e3vY39+XQGbRup1nGNFekNLLVh9StqnaXywWpTrLBDOPSYUa7M3vX4tAVoaaNFTbdLjeX3rpJalw0zfivsDECZPfvB60NypVfD7IJFNHFbhTf3/9+nUJVGk/OamGzCi2lajPDpmGrLQz+WCaprQiAJDkIhPv7NkHZtc5xUl5TeYTRCqYvGIhSrXvHDd4FMLhMFZXV8XnVNkW/L0amAOYSXgysT5/LSnWaFmWaATMv4bHSI0XCqhxHVmWJUxQAJIoYeGKtvXOnTvCIOLcdH42g3K+f3NzE51OB41GA4ZhYG1tbWYNMynCdU4RYbbaqckq+g9MRHJEJ4NzwE/2tNtt0f3xPE9YFCxibG5uBj3mAc4GNcihs0AK1KLA/LiK+XA4FFVC/kx1TuZffxyYTaPxY7WCatfcGJl5VPvD1GOmMxgOh0UVm5sgxwCpQiM01jS+7Dcj5ZsUS/Yb8QE+ODgQOnoqlcKrr74q9MKdnR2pFDDrDvibJ7OzKysrePnllyVoIB2YmVDSbDjiiaIX3ERIFeN5M+NJA8h5wqFQSIyXeq3n7ynwsKeWjoOaHed4L95bGkmObKGCLtkDAIQexn+TrkcDzcpNoVCQ7P14PJZsr5r4UTPSBINvVu/42vnX0QHlOlWdESY41HNln726UatrmRTjlZUV6XFlzyGVVtU1CUB6xqgsyjVsWZb0rPE5ZP/lUf26x4F9bhRCU8Hj5LqnKv585p3PofpzBiisOpEpot5fPj8cTUKBsF6vJ/PLeYys3i4C+7wIUsIp3gJAgnPee9LMSKFnpp2JMvYCsmeT2hKsCqpz5+mMs7Iz385DW6XeP27+dFgyh3NkjwOrQAcHB/K9BD+DPcr8TsMw5LlnVV6998DDqQG0Kbx3BJ0Kns/q6qqIOC5KJJCxRJsLPHweOOnhNDhN390imrR6HKVSaSHb4DLBYG13d1cCLZWJtLq6KsEEk6lUQmYQr/ZAMzHIvmFWgQGInadmBCmqDHBIG2XvMluyTgO1Ys5rb5qm0M1VBsFFwdFGnJZATQROdFCPZxH4zGWzWUnMqBRrqsCzDSMUCokYnQomnQ4ODmYSPMcFM6qdpTgcj4lVMzVAarfbMz4D9zbAfx44GWQ4HOKd73ynnNtx4Nqmbgf7v+cxn4Qql8sS7DA5yb2bvgrwkALPauJRmPcN5o+bwqdHIZVKSdKC/wcwk6ScTCZCM2bbGlvz1H2Y58oxgLxOKk5KHpH1w5GV6jnymWKSlb6EylBiUM819+KLL8q9oR1Wk4+s3KqgdoJ6XsddQ/UeqHb7NIlNYDZxyrVP/RKuDx4XNYIA/9qurKwsDLjVQgfX/nFg0gyAJJHJMmCicFHFP5PJSOKDvfi8/qpmxfxx8djmP5P7I1liTBSxWMdikppMYnvaotYsruNQKCRtZ/l8fka3hyMGnySCwPyKg31u7AGh80YnVXUCgeN7zDnSgb0YKkitWlRxV8GfMVsFzPauqz+nk8zZ2QzMeRwM5kgfIoUZgNB3VceSTjSzqM1mU/oR1UCMATINd6fTQbvdFvE1jhjpdDoiLgVAeuVI22QmNHM4ooMZdLXHh5ldZvGZdXddV5IB6j0g6GS1221JPKjUHvVaEIuMKx0e9psRVHsnyGQol8tS9WZfIuA7SBRHAR46XqTt53I5MdjZbBb9fl+CrFarNVPpWmTAVXCjZAb+qGwlq1TzUKtyPB4GcgAkWcAeU/bxMYDm+dGpVqFmz9UNTU2CserBY6dDumiDPA2OqnaRGnwS5tfJfIWSjBgGp2wJ4YgT6gmwb4sV10WJjtOAVS8VXE8cPaVWjHq9noyf4Wtv3ryJarUqlblOpyPOCkWFCFZnGHzNH6va/gNAZqNTWDOXywmV/ySwMk5HpVgsot/vzzgFqo2k6BKVklUHgMkI9vEVi0XpeVXPgYlZdSTfPGV2/hhd151RROc1UqcyLAKdeyaEL4rTXNPLQrFYFFV11304w549voD/7JJ2Suqp2qahTnMg+4TBsOu6qFQqeOWVV4QVRkeTFE0mSTVNE2rpcU69CnUP497I9gO1z/KiiQ4mwykkxrYz9o4fFVQBfuJiMplIcMwKH/dVVZhzZ2dHWoVKpZL0bqsgxZz7JG3TacH+bBXcB0lNJ6V7NBphc3NTNGfoG3Afoh7GaaHa/KPWuUor5rq4du2aMPOYmOD+QrrxaY+DvoLaHqP6g5x0cxToz/T7fRklOw/28dOGs2pKJXLqDjDBmEgkxPZc5Pmf9z+ZZFhZWZEWrVqtJmr3wMOkDc+D+jRkVpmmKYlVvo7Xh3Rn1W8CfD/2uGs4zwpQ7+Vpz3Pe1qr7Pr+biQW2B5TL5UtJ0k0mEykAALPFuvmE/6JjLxaLM/vRSc8v98/j/CW25qifp2pfqIH5aWws2/Vs28bKyorsA1zDpylGXiaCwPwKg44rwewz4GdeJxN/Fjb7RIBHM6jcGCmAADwcG0OEQiERNQHwSKZShdp7zs8lpVjN/jIbRQePdBqORaGjTFrOvGAYR4wxA07hMKqaU7jKcRzs7+9jdXVVHHaKi5imKf9moM2Z0JqmYW9vTzKuzLKPRqNH+oHYP8veqel0iv39/RmaGRVguUGoFdpWqyUOC68rs3TqfWNPM+l2pDDzWI4z9KwUEdw81f4bgveCgQ6AGQeDmxh/zt+xBYB0dGBWfI1O2mk2JJXudNJrTkKxWBSNAQCScFHFaOhAO44zw0Y4TpUaePgMcCNQAz9VoPBp4qgEDu/hYDBAvV5Hu92W9cq2GI4ko2PKFo2jqrHnhbqOVEFI9tuyz5fPIDUZKObFgJUJOxVslVnEGgIgojzAw4oEq2a0DfMBw1GYTzqofb6LQEG2RaJ5oZA/v/koPQ8Vp2mNIGKxmFSE1ONkL+CzCrJKOIVCdfy4H43H45nKOe0GR8lpmiZOsfqc0y6rTnSlUpFWDQb1FKACIBTx09oHtc1jNBpJqw+TQKqNuwi494ZCIRHjGgwGM6JLwMOAgL3UpOWrYJUSgPTD81zUvlM+o/MOMPVNyHpjYvosUPfqdDot4wLVKhu1bizLkueXTATirNdWZQsed8zziTbqR5BZx3usjo47LVikUMExa6qw2Wk+B3jY7qiCBREm9QnaUiZzVCp7uVwWlsdlQr1HTDbzmJhoz2QywppkWwPfy0oun1G2UHCNcA+h+CZwcnJBPabzBOYngUUVFarvdlHMMwSA01f7zwO1PeEoqMK0o9Fopud//rzz+fyJ15osRwCiCcJz5uSiJ4kgML/CUCvY8w8/aeC9Xg+j0Uh6M+cr5vv7+9IbwoXNXtVFUCveRwXmVApmgMaKMl+vVvFJHePPgYezMzXtoTKpqtCq9kmRvru7uyvZTPaKc3yZWi3jJsmquK77I8fK5bJU2dSNnJXqRCIh40fohFCwjA4WHWO1ks/NiYZs3nGhQun8hkI1UVKkAUgvEQNzjpdgZfOshl7TNBHKUzdUKiUvwnGO+3zmltlz9iVx9u9ZDLp6TuxTPyrAOgrM5LMqwvF87PvmXM5EIiHjw9T3LcK8A6lSwFU87aAcePRYed1I6aVS6WAwwHA4FMZCsViUCh9BQaHLhtovyFFS6XRaRvPxPEhhU58J9e+j2AXHZbyP6h2nCNjjvIesih+Hy/5+io2xdeCk6sSzhKMojQBktBbwUByTdnueKZbJZGQNsnee83gJNdnE/3NSBYAZhs5pQPvKZLFafef0ksuAassikYgkxOdHAnLdsrp0nIq/KmRIrK+vA4DsCyqzTv0O+gBqMHReUKW53W7PJI25p5fLZaGgzzvji4LSk0D671nuM1sA6LdcNs6qNwA8vH/j8Rj1el10RwAcy6BYpHd0mkrrZUDVy6EKP/DQh6HmC9e1SmHf2trC7u6u6M0QfNYoHnlWMIHMFrfLAP3TxwXaRFWt/3FTu0+TiKa9IWNY/V0qlZLRxKdZZ/P+N4tPw+EQ7XZbipJPCkFg/gyAGTMKQbHPQqXrcE7pIio7+9EpZrVog1U3zOOc3Ol0OtO7DDykd7IfRf3eRYH5fGDM4JeVglarhYODA5mhTZEm9mFRbfzg4ADtdltGzTAQA/weFY66sCxLxudwzBidMs4LZbKBypccLcKKKMdGTadTqdjxNRScOgqqUVCrm2ofMH/HAIrnqRqk8xjL0wQGp4W6eQMQQTJVhO2smGd4kL3B/5/luKiiz4SW2o5A9fn5cSVHYb5iflRgvgxQW0qAh8dMO8GguFqtCs2UAemTSiywUsHnjGwYFaxAUTkVOLktQn3von+f5X3PEkgxZNLsWT3Ps0DtuzzNa1Xouv5If/QiqFXKswZdfDZZ0WY7FgAZoXUZUO03922VrcaJBiqb6qSWGjWpQLDlgkyc0WiEbrcL13Wl71Pd01hAuChYxWeCRNd1aSch7ZqipirOk/g473N1GRTkywRthKrbw+D+uMB8njr/JG0N9z0yHgkyofgzJn5UYd5cLjfTqzzffnlWsEqvjuC9CmAhCICM5V02LGpNO2sSb1FgTiFDalw9SSyfFxngTJivQNLI2LYtY8KAh0HJUT3m3OzZP3gUVCO7yMByfBtpYXQAOb6AgTkrmGqvq2q8eVytVkvmV1KxleMtQqEQtre30Ww2pfJNsSj+nOdMCj2PezAYYDQaiaHtdDqyUVMJkvOW+TvXdTGZTET0bX9/H8PhEJVKBe12W3oV+SAbhnHmh1plI8xfX7UnmNQ+4GFP0dM2mvPneRnGbF5V1rIsYTac9nxVGp5arVJV+s+LZQ/MFyXR1Coz2yv4XFF9/HFUak4Cq43D4fDIChxbXYizrHkmL5+0kMuygomOAOcDp3WcJYjifsh/nwWhUGjmu7gnEazEXRR8vhjoc4Y2hbDOE1gsqpirujdqS5A6BYYaNBSeu6xnV60yJhIJafcjvV39HgpqHccIeNahaf5oQYrGsghEHNeixskBwJPdH+cZDmSAcCSlaZqo1+uioM/1qI7ovKz1dhl6HE8DqvL80/Yvj8L8cZ3H71Rtca1WE+0Rx3HOrGtxGVguLzLAmUFxFMBfXBw1tbOzg3g8PkOvG41GaDQa0u9LqArup6Xu8vvmwWokR8lQ0VZNEPBBYo/8eDyGbdvyh9QjUsy63S48z0O/30cqlZL+1mq1CsBXVQ2FQtjd3YXneXjhhRdg2zYajYYkEqhCzM9kRpxKyTxH0v4pdsa+S4rfDYdDdDqdmRFkTDioGXZWinmPjgKFyOaFNRYZQY43oxL9RbO4l41FgflFHUXTNMVpIpWKmgKnNcBqxVwVr7sI5sUMeS+WLTA/SltC/Xt+tMhJ6uOPG5FIBKVSaWGFilTg+eDhNODYl2V4VgJcfVAZ+jwB9mWgUCiIRshlfSa1WoDZtqV0On0mRsE81Io5BVHpcywK6lT68HEV2cvCcckG9npfpqbGVQRZEoZhiJAhcdz1e9qBOZ8NqncDDwPlaDQ6cy7Pus7GWUEfdpkTuPN24bz7uxor0NcnnnSr13J5kQHOBAa5pISrmyoAUVhnVZ1qhay2qvOF2ad8mn7HoyrmaoDPwJUVufnP7Xa7otbdbDZlxBF/FgqFRDCEVDk66+FwWIJ6jhxidXw8HovKKmngnEfO60BhqUgkghdeeAGRSEQUUCeTiSih27aN3d1dRKNRXL9+HXfu3JEKyerqKvL5PEKhEK5duyZzPBnk0OADxzsU1ACYx6L7QPo1EwjqZrIMOK5ifhHHcZ6SdNzM0EUgtYnsiXD40XmvZ4X6DNCJXEZKMJNXwEMxk/nAnPM7+bOnfQ5q7+wisBeYwlGnxZOk5gd4PvA01xOF6BqNxqXtAdyL5pWmKV53XqjK1vOq1oue9ScdmB8HdaJIgLNfDzJL+O8nhfnAfNF+kk6nZ/yLp7XGlgFsI1MTLgxOl7niv4jKfh5wjCg/gyMugcffUz+PIDC/wqADq/aQjsdjRKNRlMtlhMNhpNNprKysyPgKCpap/dyqYuZJKtTqvxc5JWoPuTp/l0Eq1ZXVB4B9d/zDQEqtjoXDYeTzeXkvA6LhcIhyuYy1tTXs7++j2+0in8+j2+2i3+/Dsiysra2JAaaKI7+XIm6NRkNGlNy5c0fEX3Z3dyWIr9VqaLfbKBaLsCwLuVxO1BzH4/HMmA1V2fu44IGVPyYciOMMQSgUkvE7i9ScnxYW9V2eRzDncYDKwNQfuKiDoD4Pak/mMoECUQAeeeaAh+tyMpnI7yiI8zRxnH3hzwM6eoAA/n5aKBQwmUzQbDYvzFBS7cBlQtP8MV8sHJCuTpro/D5BvRjVFjzPQdNVBoVsnyRYqAKOD8yB5zsYV0GfeR5Pg8p9FswLBJ8X2WxWtLjImmCxc1748nEjCMyvONRFOZ9ZTqfTIkDGDZEUDYob5PN5EQDiazhjkkrmp8W88z+dThGJREQEjHBdV4KCbDaLUqmESCSC3d1d2axzuZyMQeh0OjJKpV6vC0OA1Fv+yWazQldqNBqSsODnsOKszgKmIRqNRjK32/M8UVkfDofS80rKXSqVkgQCM8cMsOeDiaNo5jwmJjIodnNaHKUk/TTBaqtKx1d7IJcBJwV95/mcp0HTOw3UY+QIKOBh1YIiN+rmswyZ8eOmPgQIEGAW8yKgF8HjrE5blnWkP6GKnrJYQJo+cHmjpQI8H1D3kMva8591qOPsVF9m2YQI56EKDF7EB5ufosHPtiwrCMwDnB6sHNPxpjIrs1usprdaLXnPYDBAp9OREVkUuNA07RGKWb/fl98tMm7zho5q4aSL12o1qeJPJhOpWlKBtdfrIRqNol6vC23csix5uJLJpAiuUTW+WCzO9C5TlCSVSomgWyKRwMHBgYxDMwxDAkTOI1edGQrVcYxaOp3G6uqqZM9s28bNmzdhmqbMdeasc4IPLsdunXTfKGDG739WNo1kMimKp4uEBp82LnuTDoVCj63KdFGo1TNuuplMZsbpZmaYG9AyOMDH6SwECBDgUVxmjznw5KuIqu20LGtGWAw4voc5QIB5LGLqBfvJ8WAyIxaLLX0wrkIVJlwW9uhFEQTmVxgUs2IVXKW28+cc18VRaZzLxzmUVHEHICrliURCBDHYxz4YDLC/vw/LsqRKPD9igLP+DMPA/v6+qBuapjlDcZ9MJhiPxzKPuNfr4d69e9jf30c6ncaLL74o1HUeN4NmwO8x7fV6oujOObyu68oMccdxZiqZ/G4G2gDkQY7FYohGo0LjpdDbaDQSAbhcLifzxReJ1ZxFlVtlFUSj0cc6g/JJI5FILPX5PI6K+bJm5NXjOml9nnU2/OPEsl7PAAGedTytwFxl8VAxXbUDy2CXAlwdcB1zGk+gL3IylskHOCsuc+zvMuDZOZPnEFTp7nQ6Mp6L44Bs28ZoNIJpmhiNRshms6KEylnYHD3Ffq9YLIZyuYxUKoXhcCiK4wAk8Kdxm89Mqf1gqVQK9+7dk59nMhnkcjmZdcqZxalUSuj2w+EQrVYL7XZb+qfH4zE6nY4ost+/fx+xWAyj0Qj7+/syx5X084ODA5nj3ul0ZIwYg3v+4Xi4eSVtUvpVYz4YDERsiliUlTtLYM7qOuerB3hyeB4Dc+Bkh3uZNuWAyh4gwPlwkR5zJuKBp9N3q1bplsEOBbi6OG1/eYCHWCYf4HlHEJhfYdy6dQuDwUCCxmQyidFoJPOep9MpotEoisWizADv9/syKmw8Hst7GdiTbk6Dxo2eD206nRY6uQpS1qmWzBFSHD8Rj8eFjka6PdXaeQy9Xg+6rmNnZweWZWF/fx/ValVGlHGmeafTwXg8RigUwtraGnZ2djAejzEajUTYi0yBQqEAy7IQjUZnRraRCaCOjGLiQT1+9shzXAzwaGBOyr46k/04LOvM68eBy5ire5l4HgNzNdC9CoF5QGUPEOBsuAzbowYzwbMX4CojCMzPjmDfXR48+5HBM4zJZCJBZygUQjqdhuM4cF0XsVgMk8kEqVQKlUpFeqJ7vR7q9TpGo9EMvdx13Zn+7vnAnH/rur7Qufc8D41GA91uF5FIZGaE2/xGz773RqMhle3JZCKB+mAwEKX4eDyORCKBtbU1lEqlGRGGaDSKfD6PdrstlXNm3dPpNDY2NlAul+Wz2HuvBuEcy8bjZfBi2za63a4E77FYbKHzoyY3Ttvfoo7Xel6wLEHrZQfml/mZjwONRgPT6VQSc4QqtgTMUv+eNpb5egYI8KziaY8lCxDgshAE5mcD/V8guFbLgOcnMniGQeo1MDurV6We82GjgiHwMBgnbZ1VaH4OPwN41NDNYzwei1BbNBpFOByG53kYj8ewbRvNZlNmIm5vb2Nvb08C6m63C8MwUCgU4DgOVldXEY/HMRwOUalUkMvl8PLLL2NjYwPD4VB62SuVClzXRa1Wk9nUtVpNBNry+bzQ2skIAB5WzDmvnEZJDcx7vZ6ovluWdeR5q4wDUvWPAvvwn6eK+bLhcYi/Lfr3MsC2bTiOIwkjMlbUZ3EeT3tTVh2EZbueAQI8y3iaNPYAAS4TjuPMCMAFe8nxUFl1wbV6+ggigysOCqP1ej3ZUOcprPPOdjQalZFpiURCxiWpPeVHVcyP2rSpNE4qOYXYWq0WdnZ2UCqVpLpPgbZYLIZsNotcLicCdolEQqrd4XAYnU5H6PHqOVFRXp0hbdu2VMeHwyEcx5FxZ4BPlZ9Op7BtW5II0+kUnU4H9Xod9XpdevQ5lm11dVXE7uYxnU5FPfY048663S5Go5EcbxCYP3k8T1R2rrVoNDozRYA/n4emaU9N1ZTPqvpMPO0kQYAAVw0XaR1aJtZMgABnhed5GA6H6Pf72Nvbg+d5MwLCAY7GMrWyBQgC80vBr//6r+NXf/VXsbe3h3e961349//+3+N973vfka//9Kc/jd/8zd/EvXv3UCgU8A//4T/EJz/5yTOPBGEPtzo+TA2oSdmef9gymQxs20YsFpPZ3ZzH3Gg0YJomut2uqKkDsxXzdrv9yNzUWq2GRqMhlHEGwfxcz/NE+Zz0dB4jFdo1TRPxNVLmeezzgbnrutjd3cX+/j4APzD2PA+9Xg/9fl8U6edHdrEPndeNVPaDg4OZ5ASF80zTFAo84bquXANe99MENFSDz2QySzEv+kngWe8xV7HMgTmfA67vUCiESqWyNMfcarVmZt4vy3EFCHAVcJk95kHFPMBVw3g8xp07d6QIwzZN+pPBuL3jEQTmy4UgML8gfvd3fxcf/vCH8ZnPfAbvf//78elPfxrf8z3fgzfeeAOlUumR13/uc5/DRz7yEXz2s5/Ft33bt+HNN9/EP/pH/wihUAif+tSnzvTdHG+m0lAYMHDut0pn52t0XUcikZihVLP/nLPIB4MBgFlqKdHv9xceC+eqp1Ip6ckulUrY2tpCpVIR9fdOp4PBYIDBYIBwOCzVax6bSqeZD8x5LI7joNvtztDvPM+DrusSUI9GI5lFnkwm4TiOzHQPhULCGmAvfDQaxerqKorFIrrdLmKxGCqVCuLx+My5DgYDCbI5B/40gTkdn2dl1uJZsAyBlrqOn4fAnM+3mljiz9SWlmXA/NzZZTq2AAGeBwRU9gBXCWzBTCQSaLVa6Ha7APxEdC6Xg2maC33wAI8imISyXLhwYH7//n0AwMbGxoUP5iriU5/6FH7iJ34CP/ZjPwYA+MxnPoPPf/7z+OxnP4uPfOQjj7z+j/7oj/Dt3/7t+MEf/EEAwNbWFn7gB34A//f//t8zf/fe3h50XUe73ZbANhqNYjweo91uYzQaIRQKIZPJSCXbsixomgbbttFqtaBpGpLJJEKhELrdLgaDgVTYGNgv6vvUNG1m1Fev10MsFsN4PEY8Hkc2m0UsFsP169exurqKbDaLRqMB27Znkgeu66Jer0tCgAHDfOaO/3ddVyrw/X4f0WgUyWQShUIBvV5PxORCoZBUpR3Hkb70breL6XSKdruNg4MDZLNZJBIJGIYh4+JYsady/DxoxCKRCPL5/KnuFfvagWfT8RkMBmi32zMBazwel77+ZcBlBeZXRfhtkS7EMuobLEr+LeP1DBBg2RFQ2QM8L6BPZxgGOp0OAKBYLKJcLp96Qk4A3zfltQye/eXAue6C67r4+Mc/jnQ6ja2tLWxtbSGdTuNjH/vYjGr2sw7HcfCVr3wF3/Vd3yU/0zQN3/Vd34Uvf/nLC9/zbd/2bfjKV76CP/7jPwYA3L59G1/4whfwd/7O3znye2zbRqfTmfkD+JlB/uF3q73O6lxS9t8wgO/3+7BtG8PhUITbptMput0u2u22jCejUBSp5up5qt/PSreu64hGoyiXy1hbW8Pq6ipyuRxCoRCSyaQcI/vDR6MR9vb20Gq1EIvFHum9VhMB0+kU+/v7aDQa0hPe6XSgaRra7TYajQZqtRpqtZqo01OZPp1OI51OY3V1VRSqmXzgNWCVnf3lZBLMQ+1zPy1Up+dZDDrUhAsxGo2Wisp+mRXzZcdRKqvLGpjPI3AQAgQ4Pc5iz6iN0m63Z1hnz3LiOMCzBXWqSLfblbgjnU7DNE1pzwxwMlTNmWXyC55nnOsu/PRP/zR+7/d+D7/yK7+CD3zgAwCAL3/5y/g3/+bfoF6v4zd/8zcv9SCXFbVaDZPJBOVyeebn5XIZr7/++sL3/OAP/iBqtRq+4zu+A9PpFK7r4id/8ifxr/7Vvzryez75yU/iF37hFx75uWVZyGaz2NnZwWAwkPnl6XQaiUQCuq4jnU6jXC5LH7faM+55HiaTiVSRSTNPJBIikMbPZc/OvGo7wSp2OByGruvI5XKPKD+bpolKpYK9vT1MJhMYhiGfm0wmkUwmUSqVFqppMoie/x0r6K7rotvtigJ7JBJBMplEIpEQpgAAUU7f2dkRsavxeCy97wcHB4jFYphOpzBN89jA/CzBw7Pev8fgKpVKwTRNme2+THie+ssXBeZMmFt95wABAABJREFUwAHLtQ5VGp1hGDItIkCAAJeP0WgkyX3AtxWpVCqomAe4MlD3YGr9mKa5dPvwVYDqEySTyad8NAGAcwbmn/vc5/Cf/tN/wt/+239bfvbaa69hY2MDP/ADP/DcBObnwZe+9CX88i//Mn7jN34D73//+/HNb34TH/rQh/CLv/iL+PjHP77wPR/96Efx4Q9/WP7f6XSwsbEhVWyO9IpEIhIM9/t9CThN08R0OpXgmVVzBuoMuFkxp2I6q9SAH1iqFeT5ueTsH2dgrmnaQvVnJiMGg4EcWzgcRiKRwI0bN2AYBhqNBgA/kOf58Fh4zolEQj6j0+lgOp2K6BuNNHu5TdNEr9ebCeqbzSb6/T5isZgI0cViMXieh3Q6jUgkgkwms9DQzwc882PQNE1DOp2eoXE/64E5wfUILF+F+nlSZFfH/2mahn6/j3a7Lb9fJp0DtVJXKBSe8tEECPBsg9XFcDiMyWQiyfeTJq8ECLAsUCvmrJBHo9Gl24evAui3JhKJ4PotCc4VmEciEWxtbT3y8+vXry+Vw/e4USgUEA6HRRmc2N/fR6VSWfiej3/84/jhH/5h/JN/8k8AAO985zvR7/fxT//pP8W//tf/emG2OhKJPKIMDvi0HSqyq7R1x3EkaGDgPRgMhLJNxXTP89DpdKQXWBVWI618MpnAdV0RUePnUCDOdV30ej1RNFdFpdTAhSCNbjQaIRaLIZ/PIxqNIh6PI5fLod/vz/STM4nA81RV2T3PE1X5cDgsiYh0Oo1SqSRjMti/rkKterPST9V40zQRjUYfoe8vei8AoeSrqNVqM7SgZz0wXxSEL+odfpp43gJz4OFcUjUoZ2V6WRAowgYIcHmYF3ydh+qIM2FNUdRntdUqwLMF7hm6rqNQKEghKFi7Z8cytrc97zjXnfjgBz+IX/zFX8Rv//ZvS8Bo2zZ+6Zd+CR/84Acv9QCXGaZp4j3veQ+++MUv4vu+7/sA+Abji1/84pHXYTAYPOKALqowngbz1UnP89DtdtFsNhEKhSTY3d7ext7eHkajEXRdl5nh7NGmyJka/LNCTVG4breLaDQq6peqiByV4R3HkT/qiCYVVEAPhUJCN4/H40ilUhIsFAoFJJNJ1Go1ABBqPiv+HHHGPnDLsrC5uSkjzHK5nPR/9/t9qQjk83kx3FSEX1lZkWNXVeGPU6mcDyTUSkMmk0Gn08F4PF6ot/CsJ67UdgdgucalPU9U9m63i2q1CsdxkEgkZsbzLUryPU0EirABAlwMZ3l2uC8xia1OWQlaSAJcBRyVzA32kLMjCMyXD+e6E1/96lfxxS9+Eevr63jXu94FAPja174Gx3Hwt/7W38Lf//t/X177e7/3e5dzpEuKD3/4w/jRH/1RvPe978X73vc+fPrTn0a/3xeV9h/5kR/B2toaPvnJTwIAvvd7vxef+tSn8K3f+q1CZf/4xz+O7/3e7z1zNZUzykOhkMwcV6vVrusiHA5jNBohHA4LbRwAYrEY9vf3ZWY3BdxYQWY1MBwOy2iwSCQCwzBmerY5so00IvZ6MwCdr5qyt52BOQ2reu7s7SYlPZFIAACq1ap8puu6M4mJRdV527alUhiPx2e+g9fOMAxxTBaJvc3/f5FCvUptj0QiKBQKQu2f/6xlqlReJo6irS9TYN7r9QBcfPPm87DMFfNer/cIS0TXddGdWCYEFfMAAZ4M1JauYMZzgKuKRe2EwPLtw8sO+tRkpQZYDpwrMM9kMvgH/+AfzPzseR2X9v3f//04ODjAJz7xCezt7eHd7343fv/3f18E4e7duzfjcH7sYx9DKBTCxz72MWxvb6NYLOJ7v/d78Uu/9Evn+n5N06BpGizLQj6fh2EYoqTOwIFB6PXr19FoNDAejzGZTFCpVHBwcIBMJoNsNgtd10WtnRVf9nmz7zyVSskc9F6vJ6+j4jvgO9oHBwfyPmbkAJ8mz0BY0zR5D4XgAD+D1+l00Ov1YNu2jOJiX7iquqmOV5s3zqTnAX4lQKXdc+76ZDIRGjozhvM0YBVqsHPUpsBEyfOI+TaGZamGuq4rAfVFNiC2fwBYuOaWBdRayGazKJfLiMViS7vxBoF5gACXh6Oo7Krt4lSSAAGuIo5iLS7bPrzMUH3zIDm3XDhXYP7bv/3bl30cVxof/OAHj6Suf+lLX5r5v67r+Pmf/3n8/M///IW/lz3UqiDb/Izl6XSKwWCATqeDWCyG4XCIBw8ewLIsmdXNz6BIGmnee3t7iEQiGI1GcBwH8Xgcuq5jNBphNBphOByiVquh2Wxib28PzWZT6O1HUdk9z0O9XsfOzg5c10UsFkOv10M8Hpf+cwb8pOQ7joPbt2+jWq1iOBwinU6LMBv/LAqSaLwzmYyMVNvb28NwOESn04HjOGg0GpIoYE89cRrhN/VnwabwEGpSaBmg3teLVIzV81GVjJfp3jMhQsaJrutLG5QDQWAeIMBFcRr7oyaV8/n84zycAAEeK+YT/oEPdnaovkw2m32KRxJgHkFTwRUGAww1MG02m+h2u9Ir7bruTIXaNE0kk0noui4jy+aDTQbq7FM3DAPj8Rj5fH7GIFLJtd1uz1TVy+UyIpEIJpMJEokESqUSPM+Tuej9fh/9fh+NRgO7u7uoVCpSzWRPeK1Wg+d5iMfj6PV66Ha7crw8PtLCj+oz4nkxG8jqfiwWk2tDOrymaYjFYtKjn81mTz0qLdgUFrMG1J8/bfC+RSKRCwWp6nlGIhF5tpbp3qvJgkWsj2XDomRXgAABLhfq9IOgnzTAVUZQMb88BNds+XAu61yv1/GJT3wC//N//k9Uq9VHehk57irA4wcNE6ndAKS3nMaKveI3btwA4IurTSYTOI6Db3zjG/Ia1THO5/MYDocoFAqIRqOwbRupVErGl7En3fM8tNttRCIRlEolrK6uYnNzE7quo1arSdKAonCmaSKVSiESiSAej8M0TeTzeaHIU9SN89iZDOh0OhgMBigWi0gmkzBNEwcHB5hMJguN83xAyJFurusim80il8tJxZ4MgXA4LBRgXlOC14vCOYuCiMDAPcSyZbIvuyq7bIkHFXyG+OwtO4KKeYAAjx/BcxbgWcFRPeYBTo9l8c0CPIpzBeY//MM/jG9+85v4x//4H6NcLgc39ilBTYjE43GUy2W8/fbbj4itAQ8rfMDDqmE4HMbt27cluE0kEmi1WkgmkxLchkIh2LYtgTV7s7vdrijMcw45APnco3qzQ6EQUqkUUqkUTNNEoVBAsViU8WTq36TEU9iuWCzKzHaVmjyvaq8G5kwSOY6DWq2GRqMBTdNQKpVm3kPGgdqfp9J7arXazHcGFfNZzG+M8+0ETxuPyyldxnvPwJysl2U6tkUIAoYAAS4PRwUpwXMW4FlBUDG/OIJrtrw4V2D+v//3/8Yf/uEfiiJ7gKeD+aBnkRq2GmxScZ0/1zQNyWQS4/EY6XQamqYhnU4LzS2TySCfzwsFPJlMyueT4s7vtCwLjuPITPFF88t5jKShJ5NJGZfGSjxfR+E5Bt2JRELGrKmVdWBxYO55HjzPk5FRvF48t1arBc/zZBa8GphrmjZD9eOIN8BXjCfFf9G5Pe9Ydir7RZ3SoxT5l+nes7/8qlDZg4AhQICLYxFTTEXwnAW4qphOp2g0GuKHzWu7LOM+vOwIrtny4lyB+csvvyyBVICnh3mq6qIHjGO72JdNYSgKurEvXBU+45zwcDiMeDwu889t25YxabFYTD4nm83CsiyEw2HpzeZnqQkC/s1xaZZlIZPJSK+6YRgS4PPcotEoCoUC9vf30ev15Oeq2NtRiQBW90OhEIrFIkajEdLptKjSM+HAnjs1iaFeS56LpmkoFAqPXOPAwB1dMX/WAvN5LNu9dxwHnU5npvd9WY7tKAQBQ4AAjx9qj3mAAFcJtm2LDpEKthsu2z58FbAsvlmAR3GuwPw3fuM38JGPfASf+MQn8I53vOOR2cypVOpSDi7A8VhUMadzO08l9jwPk8kEk8kErVYL4/EYoVAI7XZbKNsq3ZwVZwa9fH84HEY6nZaH2vM8OI6DXq+HYrEovdzhcFhGkVG8rd/vw3VdCcw1TYPrutjb20O320U8Hofneeh2u1IZJx0XmDUkajA+r0bPysFoNBJRt9XVVVGn5+zyyWSCbDaLaDSKaDSKTqdzYmC+CIGBe4j5ivmyjEu77Ir5PJ72+REc/TcYDGZGCi4rVOX+ZbmGAQJcZQRU9gDPGlTdH4oes21SRbCHnB7Bvru8OPcc806ng+/8zu+c+TmDGrUXN8DjhUpfUwN19WfdbhfhcBjVahWu60ogzdeQFq5SudWAajqdwrZt6LoOwzAQj8cluHccBwcHB7AsC8PhEPl8Hq1WC/l8Hu12G67rwnVdNBoNDAYDxGIxEacLh8NS0Z8/FlUtXT0fBs2qQT4uMGdlXj0n9qxPJhMRoON3qL25xEmVhsDAPfsV88lkguFwCMdx0O/3oes6er2etEksy73n9WYbSD6fX2pHXLVZy3ycAQIsOwIqe4BnFaoPRn+NmPf9ApwNwTVbPpwrMP+hH/ohGIaBz33uc4H421OEOq94MpnIv1ntnkwmaDQa2NnZQSwWw/b2NqbTKer1OlzXlT5p9mwDvqI78LBKfHBwgGazCc/zUCgUYJomJpMJ9vf30e/3cXBwgH6/j3g8jlwuN0OJZ4XecRyhn3ueh0gkMtM/fnBwAM/zZIwb8LD6v6hvfp7CrwbMakDInnQach7XotfPf/55KubBc/BoxXxZcNHKfavVEjodxxFSTBFYHmd33jGfZzMtG4JRaQECPBkEgXmAq4rj9okgMD8fAr91eXGuwPzrX/86vvrVr+Kll1667OMJcAaMRiNUq1W02235d6vVkkoehcp6vd6MIJSmaRgOh6ITMBqN0Gg04HkeBoMBHMdBNpuVwFZ9gC3LkuBdDcKi0ShWVlZQr9cBQJID4/EYpVJJ+rh1XUen05FqOBMIuq7PKLrz/2qgrSqmRyIRCdyj0egjRoafCzwMxPl/9pOrr5//jkWBeVAxPxpHVcyP+v+TAtkeF+mvdF1X+tssy8JoNIJhGIjFYgAgWgjLADVZB2Dp5xUHwUKAAE8GwbMW4KriOB8r8L/Oh+C6LS/O5bW9973vxf3794PA/CmDM7UJleIdCoUwHo8xGAwwGAxQqVSE3UCBKL5O7SUnlTufzwsVlg/uysoKdF3HaDQSsbZsNiviauwJ9zxP5oG7risq7MPhUKromqYJpRzwZ6uvrq5KhW97exu6ri8MnBuNxgz9nMkAng9/rvayA7MB9iKjNK9mrf6c7zsOgYFbvop5q9WaEao8q1PKMXuATw9PJBLwPA+GYSCTyVzmoZ4bZKUYhiEJMVUkcZkRBAsBAlwugh7zAM8ajmO8BQHm+bAsbYYBHsW5AvOf/umfxoc+9CH8i3/xL/DOd77zEbrka6+9dikHF+B4MDBPJBJIpVKoVCrY2dlBKpUSYTXLshCNRpHJZLC2toZQKATXdTEcDqXiHIvFkMvlYNs2TNNEPp/HysoKAP/hZUDKv9WKHKvnDMop+tZutzEcDkVkTlXPZOCQz+dhWRY8z4NpmjKmLBKJwDAMCcxVAzIej+G6LnRdl89R+1T5PTxGHpM68ox99kxcqIH7oh7zoGJ+Mk6qmD8t8BnRdR2WZZ35uNhDDvjPGbEs5wdAWlP4nKlrf5mOcxGCYCFAgMvBSc96sE8FuKo4LZU9wOkR2IPlxbkC8+///u8HAPz4j//4I78LxN+eHBg0MGBkwM2xZrFYDNFoFIZhIBqNSiVYFUvjv1WRtUV918BsNXpRYM6K/WAwgG3b6PV6cmxqn/dgMJAgIh6Pw7btmSAim82i2+0uPBYG44ZhiLBVsViU16iBOV8bDodngvdms4lGo4HpdPpIsHZcxTzoMT8Zy1Yx573LZrPn6rfmvY3H44hGo6J6vkxQRxNyFGBQMQ8QIICKIIAJcFURUNkfH4Lrtnw4V2D+9ttvX/ZxBDgHGFAz4KDy+Wg0kvnkpN8Oh0M0Gg2EQiF0u110Oh2pJhuGAdM0ZZxYJBKB53kzAfwiSjkDALUirmkabNvGeDyGruuIRqNIJpMSfHe7XXkfq+s8DzrnDKoZrM/PQuf3GIYhxz+PeVo6gxfbtqWCnsvlpE+Y4Ei4o0ThjroPx/3+ecSy9JhfNPCbp9At471Wnwvbto/USlg2eJ4301ITIECAi2NRAB4IZAW4ygio7JeP4LotL84VmF+7dg0A8I1vfAP37t2boXuGQiH5fYDHC13XkUgkZgJa4CFrQQ14NU2T8WEcc0Y1ds4SB3whONu2MRqNEIvFjuzFBiCjzkhjB/zqveu6mEwmQrFPJpMyU5xzzFnFZxV8fl75UYHFosB5ERiYs5+eCtqs8KdSKcRiMZnhToRCIanoE0FgfjwWOX3LcC3mEzkX+YyrUtFVxw+q4waXEWrv/7KL1AUIsOw4zuYGgXmAq4zT7MPBuj4bnne/dZlxLm/o9u3b+Ht/7+/hz/7szx5R7QYQUNmfENLpNGKxGBzHmRFu4/2gqBvR7XZhWRZM00QymYRpmnAcB+FwWGZ9syeXwfdRFfPxeIx+vy8BgG3bogiv0s3D4TB6vR7a7TZs28ZgMEC/30cikUC/35dq96KZ5fMVcx6XKgp3lFHh+Lh+vz8TAJDWTrbAPI463+O+K6AIPgpqBnAtzM8efRJQE1Xn3XyOqpgvC+aPp9/vz1DZl3nTVY99nrkSIECAx4NltgkBAixCQGW/fATXbXlxrnLKhz70IVy/fh3VahWxWAxf//rX8b/+1//Ce9/7XnzpS1+65EMMcBRY3SU13bbtmeQIg2YKvk0mEwmQ2DObTqdhGIb0WlPhmb20RwWqZElMp1NEIhE0m02Z9czAgHPUX3/9dTSbTbTbbVSrVezu7qJareLu3buo1+uPVMePqphzBBp/p1Lc5/+o6u+apiGVSiGdTiMejx8r5naRwPx5NXCLqjG6rqNcLqNSqaBSqTzVwPwiVeOjMvXLdK9d18VgMBCxRSaeDMNYquOch9q/v8zHGSDAVcJxVPbgOQuwzHBdF6PRCKPRaIaJexyVfX58b4DTYdmKDAEe4lwV8y9/+cv4gz/4AxQKBak8fsd3fAc++clP4md+5mfw1a9+9bKPM8ARoFHivGYap16vJ+OcqFxOuihFz4CH1PDRaIR+v49+vw/TNHFwcIBMJnMklZ2V0EgkAtu2JShIJBJIp9MwTRO1Wg07OzuIxWJot9tSwWbvuUp/VwMfx3GkGk8xu729PTx48ADT6RTRaBSpVAq2bcMwDBlnpaLf78uoNk3TRFF7MBhgMpmI6vs85s/3NBTAwOlZjKfd43wZgfn8ZyzbZjadTtFsNjGZTFAsFqFpGjKZjOhGBAgQIECwRwVYdnieh4ODg5k9lsWUoxLkk8kk0Ck5JwKbsLw4V2A+mUyQTCYB+POnd3Z28NJLL+HatWt44403LvUAAxwNVoZJX1fnkauVZf5MHXdmmiZisRharRY0TZMqMgNZtToNzAaq9Xod1WpVqtLNZhOhUAiJRAKFQkEC54ODA9i2jUQigUQiIcJr4XAY6+vr2Nragq7rEoQTtVpNROI6nQ5CoRAajQYcx5GxUOPxGLZtw/O8hUrZPHZd12cCFFW07jQV87MEYs+rgVu2YJW4zMB8WcTsFmGesj+v+7CsWNZ1EyDAVcRpesyXyW4FCKBC9TcpDGzb9kxgPr9+WZgCIMWmAGdDYBOWD+cKzN/xjnfga1/7Gq5fv473v//9+JVf+RWYponf+q3fwo0bNy77GAMcAZW6Tbp6JpOBZVloNBoi7OY4Dur1uvSAs8JcqVTEeVfV1XVdF0M4GAzQ6/VgmiYikYgExDSinCtuGAYSiQRyuRwAIJPJoNvtQtM0rK+vwzRN7O3tSeXcNE3ouo5Wq4VwOIxut4uVlRVJMEynU8RiMRGgi0QisCwLiUQC+Xwe2WxWqvv5fP6RazMajZBOpyVxoV6zs1DZg4r56bFs5/84qOzLFkyqzz/1GijcuOyBObFs6yZAgGcNy2a3AgQ4CuFwGNlsFrVabUbMFHh0r+DPTdMMAvMzIvBblxfnCsw/9rGPod/vAwD+7b/9t/i7f/fv4q/9tb+GfD6P3/3d373UAwxwNFixZpXM8zy0220RO/M8D47jYDKZIJVKzVTMXddFtVoVVXI1ANE0DY7j4ODgANVqFQAQiURmZpGPx2MRjXNdF4VCAbdu3ZLKOFXXTdPE6uoqer0e4vE40uk0ut0uXNdFNBqFZVlwHGdhT3c6nUYul8NkMkE8Hkev14NlWfI5oVBIxrHNg5X4Xq+3sD+efbjzOCowD4VCUrFf9Hr1Pc8bltXpex4q5uq15/MZ9NwFCPD8IugxD3AVoa5bJplZNSeuSrL5KiCwCcuLcwXm3/M93yP/fuGFF/D666+j0Wggm80GN/kJgr3eKii6xh5r9lTToFmWhUwmg9u3b8NxHKGDu64L13XR7/eRTqfRaDQkA0mRuHg8DgAyA12dJW5ZFizLQiqVQqvVmqHRNxoNtFotEahj9T0cDiOXy2E8HoshVlkAqqo0q/2FQmGmd/m4KvYiAbl2u41mswnP87C+vr7wfernqgJzFKo7Cs/72l+G8+92u7KRq+0Z58FljFt73FATB3yGeKzLesxE4BgECHB5CKjsAZ4F0GfTdR2u66LRaMjP5xGs6/NjWQsqAc4ZmC8CKcwBnhzUPnI65ezHoaHSNA2WZSGdTqNQKKDRaEDXdRE+Y3Wdas7j8RiDwQCRSASe5wk9vVAooNPpyOizg4MDWJaFXC6HWCyGSCQCTdMQi8Xgui6azSa63S5M00Sj0UC73ZYKdygUQrFYRLlchqZp2N3dBQAcHBzIMdA4U7iOAYhpmkeK0qk4KjDnaDl+7qL3qZ/L/6vz0zkTXcWinz0vWBYD73keut3uIz8/74zsRePWluVcCXUN8zxPSloFCBDg+UIQwAS4akgkEjP7+SKq+rLtx1cJgU1YXlxaYB7gyYPBJ3uys9ksHMeZCZTZZ12pVKR33PM8xONxmKYpQa9t2zMq6LZtw3VdpNNpAH6VnO0L6ig2wzCELk4KfLVaxc7ODnZ2dmYMJxMCpLmTWk+hj/F4LIE/APm84XAo55hKpRCPx9FsNk91bYDZIJs09tFohF6vJ3Pb1ffNv0f92zCMIAl1BJ62gVfXGu/RUYmUs3zeovN62udKzPfA67o+k5RbZgROVYAAl4+A1RXgKmJ+3VJj6DQI1vX5EVy75UMQmF9hsFrW6/UQi8XQ7/dFvE2tNDMgZkVtPB5D0zSpXqsVamYoGRCHQiH0+304joNGo4F0Oo10Oi0BMoAZ2vpgMBBqvPq97Cl3HAeGYUDTNPT7fQnGObOy0+mg2WxC0zShrw8GA9RqNXnfYDCQPtqjgg81qFJnu4/HY7RaLQA+7VmdlaliPjDntV4kGPe8Y1kCLPWeR6PRC3/eoh71ZTlXQj1nqrEfN/N1GXFVjjNAgGVGQGUP8CzgLGs0WNfnR3DtlhdBYH6FoY6WYA+0aZpwXXemms4+cFKxWfFWe7gNw0C324Wu6xgOhxiNRuh2uwiFQhgMBvL5o9FIqvGGYcBxHLRaLcRiMSQSCWSzWUynUySTSXieh3w+D8Mw0Gw2ZT45ADQaDQnsh8OhVLKHwyFc14VlWWg2mxgOhxgMBrh79y4sy8Lt27eRyWQQCoWQTqdRLpePvDbzVHbXddHr9SSAicViCwM40zQfUeFWr3WAxXjaBv6yN5rjAtynfa6Ees6cdsAe+/NS+J8Uli3JESDAs4rACQ+w7DjPfhDsIafHdDpFr9cTv4YaPIFNWD4st+cW4FiYpoloNCp93axGq/Mg1WofA3M1aFXHpU2nU6lq27aNZrMpAfVkMpEKOnvaNU1Dr9eTz+cDziTAcDicSQI4joNut4tIJCLfHYvF0Gg0MJ1ORYjOsiyUSiVJAACYSQbw8yzLmgmUHccRanqv10O/34fneRgMBhKw0BglEgmk0+kTK6vzFfNlpwc/DSzb5nhZG82iZ2jZznU+eRCLxZBMJpHL5UR3YtkROAYBAjxeBIF5gKuC86zRYF2fDNu2F2rwBD7t8iG4I5eAX//1X8fW1hai0Sje//7344//+I+PfX2r1cJP/dRPYWVlBZFIBC+++CK+8IUvnPl7k8kk0uk0dF2Hbdvo9/vSCz6ZTGZGgmmaJhR3CqABDyttrusiEonAMAxYliWV8larhWq1ik6ng1AohNFohOFwKHPIGQjn83kUCgVks1mkUin5Tk3TkEgksLKyIsruqVQKlUoF5XJZAm4aVs4q39jYwObmJjY3N3Hz5k1sbW3hxo0bePnll3H9+nVks1kJum3blvns7XZb/lCsrtvtyhi5eZbBSQio7KfH094cn+eKuaZp8m8+xwECBHj+EIxLC/C8IFjXpweLUrquI5lMIplMIpvNBj7tEiKomF8Qv/u7v4sPf/jD+MxnPoP3v//9+PSnP43v+Z7vwRtvvIFSqfTI6x3HwXd/93ejVCrhv/yX/4K1tTXcvXsXmUzmzN/d7XaRSCQwHA5xcHCAfD4PACLixgA9HA5D0zSpmDPgJs292+3C8zx5LSvRrJwDfoW52Wyi0WhI3zlFtTRNk+q9ZVkyFq3dbsMwDIRCIayvr0s1PxaLIZVKCa0+mUxK/7fneVItD4fDQseNx+OiAs9kw3A4lH5xgjR0jmVjL300GoXneZIIOK0xCgLz84NMC03Tnohq/WVv0osq5ssGlcmxjE5Kr9cTPYh5cCJEgAABLo7T9JgHCLCsCNbo44UqYJxMJp/y0QQ4DkFgfkF86lOfwk/8xE/gx37sxwAAn/nMZ/D5z38en/3sZ/GRj3zkkdd/9rOfRaPRwB/90R9JVWtra+tc3026tm3bGAwGSCQSyGQyUjGLRqOIx+MSkDJQJW19fgwUf0ZHmpV0y7IQj8flfbFYDJZlwXVdjEYj6Lou1XEA8nN+5ng8xng8XqiU7nmeqLsbhiE97PwuHhswGyAlEglhBRDRaFSq9aFQCLZtQ9d15PN56XmPx+MSXJ9mIxgOh6hWq3JMy963e1ngmkqn0ycGposCQtu2Ua/X5f/ZbHbhuJPLxOOqmC8zlV09nmULzMfjMTqdzpG/73Q6kqALECDA48Oy2YYAAY5CIP72eBBcq6uD5yPKeExwHAdf+cpX8NGPflR+pmkavuu7vgtf/vKXF77nv/23/4YPfOAD+Kmf+in81//6X1EsFvGDP/iD+Lmf+7kzV2Mty0IkEhGRN1a84/E4stksKpUK8vk8XNeV6nO5XEaz2cR0OkWpVIKu64hEIrBtG+PxWPrCSXHnZw4GAxwcHKDVaqHRaGAwGCAej2MymcwE/ABmaPShUAjtdltGtQ2HQ8RisZnAHIAkAyjKps4ZX6SwbhgGCoXCkddmkfjbfG/9aYIs9qlTbG6Zq6enQb1eFxbEUUgkEqIdwJF7Z8X8GDrSqB4nLjtovgrj0pa5Yq4m1BKJhPzc87wZEZoAAQJcHmzbfmTM1LLZhgABLgPLlihfZgQ24OogCMwvgFqthslk8ogyeLlcxuuvv77wPbdv38Yf/MEf4Id+6IfwhS98Ad/85jfxz//5P8d4PMbP//zPL3wP54oTrEL1+33p+aazyxngwOIHcD4gZeA6mUyk8j0cDrG7u4t4PI7xeAzTNDEejxGLxTAajRAKhWCaplSh+blqAOy6rojEUeGddGZVdG6eKs7KvBqYq8d+WqNy1Bzz+WD9pM/gOLVCoXDqmZrLCgrsnYR+vy/X6TTB0yKDP/++J7GBXubGQ7YIcDUq5irDZFk2XlXPQQ3MJ5OJTEcAlud4AwS4yuBzNBwOEY/HYZqm/C541gIsOy6ytwbr+mRchda8AD6CwPwJgz3Uv/Vbv4VwOIz3vOc92N7exq/+6q8eGZh/8pOfxC/8wi888nMGWsPhUOjirHIDD43VYDBAs9kUAbdms4nbt28jHo8jl8sB8J3lTqcz8zmj0QjValVo5tFoFOvr61L9zuVymE6naLfbM8E256czMHccRyjypMUzyJ0f3aCyBuap7GelOC0Kws9SMXddVyr/T6JH+nFDPd9KpbLwNdVqFZ7nSULmvD318xXyJxnQXsYmzetw1OctiyOwSPxt2Y5tWY4nQIBnGfF4XHQbHMeZCcyJ4FkMsOwIqOyPB8G1ujoIAvMLoFAoIBwOY39/f+bn+/v7RwY+KysrMleceOWVV7C3t3fkZvrRj34UH/7wh+X/nU4HGxsb6HQ6KBaL0lNuGAY8z5OZ4IAfXDLgjkajKJfL2Nvbg+d5qNVqKBQKUm1zXRfxeBzNZhPpdFrGlzWbTei6jlKphGg0KsGtZVnynZ7nSTDMOeqAHzC4risV9EQigUQiIUH8ZDJBq9WSpAHHq43HY9i2PaMufZYg8awV8/F4LJVigsdCNftnCUdlTSORCHq9HprNJkKhkMyRB/zrmEqlHukVXxR0q4mWJ0FjV4/joveK65lY5oq5mjxYto33qONRn8dFvw8QIMDZYZomUqkUOp2OML2I4FkLsOwI5pg/XgQ24OogCMwvANM08Z73vAdf/OIX8X3f930AfEf5i1/8Ij74wQ8ufM+3f/u343Of+9zMKLM333wTKysrC4NywA+WFlVsOfYsFovJjG/+DQCj0Qj37t2TgH9+jiGp4YVCQfrKqX4O+BR6jiXr9/uoVqsIh8OwbRvT6RTJZFKq4tPpVII5jinr9XrodDrodrtwHEdGoU0mEwnWSL8fjUYAIP3ypJGHQiFRkDwLBWdRXzrvD3+mGvVutyvHAPgJjXa7LcmKZ8GYncYwW5aFVqslSYz5ILXX6x0p4qZ+rjqagwmOx43LDMxVBBXz82HZjidAgGcd3PvJfCOOY/8ECLBMOM8aDdb1ybhq+7Hneeh0OiIQ/TwJxQaB+QXx4Q9/GD/6oz+K9773vXjf+96HT3/60+j3+6LS/iM/8iNYW1vDJz/5SQDAP/tn/wy/9mu/hg996EP46Z/+abz11lv45V/+ZfzMz/zMmb+bQVM2m0W1WgXgzzbv9XrS282Nmg+lGnzy5wzmSVdnfy0VzQ3DwFtvvYV6vY7pdArLshCNRhEKPZyJzmDa8zwMh0PYti1j2qjIHQqF0Gq1EI1GhWWwu7uLTqeDSCQiwbvjODNVf2b/z/pQsjqu/v+owJz/Jgug3+/LOVqWdS419oODA0l8LDq285zTRXCa4DgajaJQKEgSJJVKIZFIYDqdolaribr+/HWd/55FrQmPG5d1Tecr/I+zJ6vRaFxofImaRFi2jfeo9TbPYAkQIMDlgMn9yWSCg4ODR36/LLYhQIDLQLB/nB7L5h+chMFgIGxNwLdtj3uyz7IgCMwviO///u/HwcEBPvGJT2Bvbw/vfve78fu///siCHfv3r0Zx35jYwP//b//d/zsz/4sXnvtNaytreFDH/oQfu7nfu7M393tdtFsNtHv92cetkwmg+FwiNXVVeTz+RkRL9u2pboWCoVk3Bkz7KPRSMSZXNdFr9dDPB6H4zjymng8Dk3T0O120el00O/3cf/+fQnE2+02wuEwotEoisUiptMpUqkUJpMJ+v2+zEgH/IdvPB7DsizcvHlTvtuyLDmWRSJcKiaTySOiZv1+H8PhEIZhiDgeqfnAowEjjRZnsTO4jEajSKfTZw4wOZcdwAw7gt+1v7+PcDiMYrF4ps+9DJzGMDOho+u6/Ju09H6/P5OoGI1Gcq+A2Q3gLKPpLorL+o5FooPz33EZm5vjOHLtzhuYLxJ/Wxac5lrNJ3kCBAhwfpD1xl5zFeFw+EhWXoAATxuB+NvjxVULzJ+GgPCyIAjMLwEf/OAHj6Suf+lLX3rkZx/4wAfwf/7P/7nw97quK8Gy4ziiqs5xZQy4AQgVfjgcwnVdCVLb7TbG4zEajYZs5q7rSvDVbrclONZ1Hevr67AsC5ZlYTAYSMDrui6Gw6EEb+wpr9frIibGnvxoNArTNMUpNwwDpmnCdV1kMhn0+305ZjVjdlTVul6vS/BO1Go1NJtNAJDvs20bjuM8ogivYr7/Vdf1c1V9jzN+FJUju+BJZQFPa5iPUmLn/ZifTd3v99HtdhGNRmeu1ZPuzX9cFfMncQ4cS3hWXIVxaSf1mAcIEODykE6nzzXiMkCAZUAg/vZ4cNXaWRYxMZ8XBIH5FUY0GkU0GgUwa6AYWJAS3m63kUwmkUgkZHTZaDQSWjkr5xzLRjX2bDYrgX48Hoeu68hms0gkErAsC51OB7lcDrFYDNlsFrquw7IspFKpmf5kUlYpeseEgioqFg6HMRqNEA6HpfpnWZb8PxaLybnOg+drmqYYnfF4DMMwEIlEEIvFEA6HMZ1O5TUnBcMXNWKLaPKL/j8YDJaanqMeazwenxH2I1hVj0QiSKVSkviIRCKS7HmcRpWCg8Rl95g/CfE313UvRPtfRvE3IqiYBwgQIECA4xCIvz1eLKt/cBTOUjG/aud2EoLA/ArDNE1Eo1GhEfMPKbKO4wjVXdM0bG9v4+DgQGjU/X5fPoMUt3Q6je3tbQnqI5EIQqGQ9HeQ6s0Z5pFIRKr20+kUo9EIrutC0zSk02mhsOfzeeRyOei6jkgkgnq9juFwiEwmI845e9tZ8acKOAXlTgpcstmsvCaVSiEajWJtbU16vEejEQ4ODmDb9pE95vPVvMc983G+0v84cVrjdZQBNAxjYb98NBqVBIg6r/o033UZaDabGI1GRyrunxWnUZG/jPOanwBwHlzFivlRPwvwKDzPm2EEhcNhsaMBAgQI8KwhEH97PFg2/+AkzLfpHeWXep6Hvb092Rs7nQ7i8bjELlcRwe5+hUEqOqnRw+EQ3W4X7XZbxNeAh1UpVrQzmQxGo5FUpGOxmPy7UCggEonANE2YpikCDKZpIplMysPBSvZkMpEe7mKxiHg8jm63i16vh263K3PVw+EwwuEwWq0WDMPA/v4+2u02YrEY1tbW5HNrtRoajQbi8biooZ9UvV5kcPgezkvn69QK3XEZuCdVMadi+ZMwIKfNLh937POYTCai9H9SZfRxgYKG/X4fiUTizNfScZyZwJhBUDQafSTRcJnnoX7WeRM0i3rMl2UzOul4AvG3kzGvrs02pCAwDxAgwPOOZdvzlhlX7VqpRYfjJvtwf2QsQuavpmkoFotPVID4shDs7lcYHClGRXXVOWe/OSvPiUQCyWQS4/EYuVwOjuMgmUzCMAyhpruui1gshnQ6LfPK9/f3pTKeyWRm5qO3Wq0ZVfZYLIbr16+j0WigXq/L8aiK7RzL5jgOBoMBKpWKPEie54l6O42HZVno9XrHXoNFP1tU8VYN07xxOip4voyK+Um9MpPJ5Ik62pdpmFWRoUXn8CQ3gaN6449Dq9Wa0TFQEY/HjxRLuuyK+UUDc03T5DOWZeM9bcV8WY53GcFryDag+akaAQIECPAsIKCyP148KRboZUEtAh4XmC+aTMOfj8fjIDAP8GTBxcrgWtd15HI59Pt9TKf+fHMqtnMkGnvA+/2+LFzXdUVdvVqtwjRN5HI5GXVGKrzrujPVedM0kc1mpWLe6XQkUAuHwyiVStIXXigUkMvl5Fj6/T5s24ZhGMhmsyIC1+v1oOs6EomEzHY/TUX2qN8vMkLHVcz5u8usmJ/0OwrrPW6cJ2N60sbHYNCyLMTj8XN/zmXgrOc3nU4lKDcMY2athMNhEUxc9B2XgcuksqtYlkD3pMA8qJifDPUaHidaGSBAgADPAgIq++VD3TOuyrVSK+bA0fvecfvhcX6V53loNBrwPA/pdHqhv/e0EATmVxjqrG9VAZs/m68Qq0JsKs394OAA1WoV0+kU9XpdVLdTqRSKxSJyuRwGg4FUwiORiNDaGey3Wi00m020Wi3cv39fFNo3NzclAGcvOxXjp9OpfNZkMkGtVpP+eE3TZuabA4uD7LNWzI+isj/Jivk8zhuUPS6cxfEnjegoAbtlVmVXz7NQKJzpWC+7Yn7eYGvROS/LxnuacwrE304HleVDO3bU6McAAQIEeB4QJClPh6scmJ80cveoivn87+bBKU2Az/wMAvMAlwIGsMCs48Z/q5kmdZb2dDoVikej0UA4HEa32xV19tFoJP267D2fTqdSQbcsSyrjHD9mmqaMZ2N1Xtd1RKNRmTHO46PAW7/fh+u68nDQ4RwMBtB1Hd1uF47jnDjHnJh3XI973VHG6XFUzE+isrfbbbTb7YXHksvlLs1gXHbFnOsIeDj3fB5PYzTWVcy4n/f6MKmzzIF5IP52fixyqDzPQ7ValXufTCaRTCafyvEFCBAgwGXgIj5CsJ8cj6vWXw48Whw7TcV8XnPnpIr5os9YBgSB+RWGWgGef+AikYjMI59MJhIws3I+Ho+RyWSQyWQkQJ9Op4jH4+h0OlJdB4ByuQzLstBut1EsFqFpmsw4J2XeNE1kMhkYhiG97OVyWbJdaqKAc841TYOmachkMgD8nt7BYIBoNApN02ZGpLH/fNE1OOrazF+XeeN0Grr54+wxp5L2cecwGo0uPTA/7+uo8s/fq8mLZajanbdifpnU/rNgvh/qPJjPKi/Txnta8bdlOuZlhXqNOH2DYGIzQIAAAa46zrMfB3vI0VALKFflOqn+0Hkq5hzLfJxfdRmMxceFIDC/wpgXRGCApGkaEokEUqkU2u22CAYxEKYzrGmaCFyl02k4joNSqYRer4dwODwTePH1FJPjCDVS2T3PEyX1+ayVCjUxEA6Hoev6jHJ6Op2GYRhwHEdE6PhgHhckHxWAL1JqX2Sc1PeoD/Pj7DGnoN6i1w6HQ1Hcv2ycNxDlWL55HNdb/iQr5hehsp8Vy0Bl9zzvkTW9TBtvUDG/OI6qmB/1mgABAgS4ijiPHQts38mo1+uSvL0q++4iH/48gflxFfNlXjtBYH6FoWaEGHBz/BnneMdiMUwmE0SjUWQyGal4MtDmGLNwOCwj0aiMTsefATkAGX1mGIYElZwLnk6nkU6nEY/HH6Fm8+HiZ7mui1AodKySNx+c0wS5KuYTCvMgc+AkasxxlPez4KiKOT9/0Xfwulxm//lpA9eTrgsTMMDDZM9pv/tx4rzfsQwVc/6fz52akKEw4jzUZ58ij8u08Z62Yh7gZKj3NgjMAwQI8KziKraiLTNYLQ+Hw8cWUZYJi3z46XSKdruNcDg8M8Z2UYGDxbygYh7giaPT6aBerwv1m44uFaVjsRji8bgE5pFIZIZGzfcAjz4InJfL1xLzGSmVMq5+Hj9rHqFQaIZafxY18uOM76LK+DyOo7IvohVfxNif5qE/7vMfZ2B+3veo9/609+0qiL89LUdgkVBJOBzGwcHBI/edCS8VZMyw5cGyrKUchXJSxTxwqo5GUDEPECBAgMUIqOynR6FQWIqWw9NAFXzmvR2Px5JkiMVi4ussqpgv+t08lrnHfPm8uACnRr1eR61We2QOMxclq9LzgTUDaSqjzweloVAIg8FgYWCu9rTOU2lPoojzs1gRPCrAO6piPv/5tm1jf39fRh4Q4/EY3W4X3W4X7XZbhOpOMuIcF1ev1x8578vEaTYTta/mslXbL1oxP88muMxU9mWqmHueJ/db13VZg9yQVPB16u+y2eylHd9FcRoq+7JtiMuKoGIeIMCzAc/zxLcK8BBntWOB3TsdrlrywvM8YdyqgbkK9fk5isrO/+/v76PX6z3yGUHFPMBjAStkDHZN08R06o8wY0BOh246nS7suVADc/W1/F00GkUymcTBwYH8DIAotasZqnl6+CK6OKvq4/EYuq5LYM7qO/AwMzY/9m0eg8FAVN1VAaROp4PRaATDMDAYDDAYDBCJRGYSGIuOjcJzxFFK42fFUVT2kxAOhzGZTNBsNpHP5y9sWC8aiJ7n/U9jM3gcPebD4RCdTudSN7mjAnN+fqlUwmAwQKvVWpicIfNkOBwiFAohlUqdiYHyuHHctTqJWRPAx3FtNbT7y+ZUBAgQ4GhUq1V4nodcLjfjbywrOMJ2ER4HPTqgsl8eruLeoPo6iURi4b1tt9sy1ll9vbpfGoaB8XgsE6BU+rv62mXE8nhxAc6MeDyObDaLTCYDx3GQTCYRj8cfqXTrug7P82TOOIXXAD+ItSxLxqWxt5WVO9u2Ua1WpTK/u7uLRCIB27bRarUkeJ+vzKtgFR54SGXvdDrI5XLQdR2j0QiNRkNe32q1MBqN4HnezMM0/4CqiQH1IWMFUVUz7/f7Mz2582BQFAqF5LguEuQcl407bXCn6zomkwkcx8F4PIZpmuc+HsC/1wcHB4jFYsIiCIVCyGazM599VSvm521BOM3rOd0AOH1f/VmhPid8Pvm3uvl0Oh15Nuv1uqzzZXPyTlMxD3B+BIF5gABXD9ynhsPh0tnsRWi1WseK0Oq6/lRmQAd272y4Knsunw+OW1609k6aYhMKhVAoFDAcDtFqtRa+JqiYB3gsoHI3x4gZhoFoNCp/s4qtGk0GxsxEMUhjRX0wGEh1ZjweYzQawbZtqdwVi8WFFHNd1yWwbzQaaLVaGA6HcBwHtVoNyWQS2WxWkgSe5wnVvNfrYTAYIJlMzqiwu647U0k/LjDnCLZarYa9vT0AfuKCzqvjOPJaXq/5B5P/N03zUgOv8/SYA5hJspx3nJaKwWAgjrz6eb1eD7lc7sT3n8d4nWcz6Pf76Pf7yOfzp+6Jukj//GmOkcmeXC4H0zQfW8V8vkdqXsTEcRyhZbEXPRwOI5PJLFW1HDhdxXzZNsRlgOu6ci9Pqpirr1k2MHk0D4qLBggQYPnBpLDa1wv4U1pc18V4PL6UwPwidiywJ4uxrHvDcZj3G+bvrWmaSKVSMz+r1+uPtOWGQiEpOC26DkFgHuCxYDQaoVarwXVdxGIxbGxsyEJMpVIoFApCCzcMQ6juNK7ZbFb60KPRKPr9PhzHkcC51+uh0+kgnU5LMJvP51EqlZDP5yUYtyxLlNlt2xZD3ul0ZBQaFeQTiQSSyeRMQG3bNhzHgaZpKJfLiEQiePDgAQC/l+SkCi4/x3EcTCYTCWIMw5jpaQeAZDL5iNM7/0A/jtnli3530mYSjUZhmuZMUuEi4HXJ5XLIZrOYTCao1+uwbRv9fn9mjSw6j8uomM8nBVRQUJD9RcPh8BH60Wlw2VR2VeTwMiscx1HZuQZVERP+3nEcdDodYcnkcrlTJVYeJ2zbPtNov0D8bTHa7Tb6/T5SqRQSicSxlP9F2iHLhFartTAwdxwHmUzmyR9QgKUHbRvHpgZ4ulB9o3Q6PWNjNE1Dp9NZqH9yEVxUI2Y6naLRaMy0Ny76DjJMnxcs2/5wFE4KzOmnqtA0bWZ89KI1MY9lFn8LAvMrDMMwxBlmhdwwDGSzWXHqNE2byXSapgnXdaVnVhVhMwwDk8lE+q9VEapIJALTNFEqlbCysiLvC4fDj9DUx+Mxms0mqtUqtra2Zo6ZvR+pVAqWZSGfz6Pb7T4SfFJBnn0kfO881ACff/haVTxLpSEv+hy1n52JjHnMG3tN04T2fhzO22PO8zjre06CYRhC1dd1XYLhUCiESqVy5LFetMfc8zzpr1uESCQyc93V99JBOElk8CzHd5rz8TwPtVoN4/H40jfx+Xuqiimqgbn6PI7HY+zs7GA6nUpP+dra2qUe11nhuq4IJi7Ccdd32TbEp41+vw/AT2rOt/EsS2De6/WOdHo5ohN4aHNVBtJoNMJwOEQqlVrKCQIBni5qtRoAf68tl8tP+WgeL66C7TtO3Jd79WUF5me9Hke93nGcE8X1ptMper3eMx+YX4U1No+TAvOz+BPH+c/LfG2CwPwKIxKJIB6PS9BCATjONR6Px2i32zKvvNfrodvtwrZtNJtNjMdjJBIJmXFOKjqpxLquYzgcIp1OwzRNDIdDCRRUg63Sb0kp5wNBo62+znVdaJoGy7JgWdbMaAT22UYiEYxGo5mHZz4AVn/HoIbVTSYMjlKkX/R+wKfEhMNhlEqlme8jrV8F1VUXBeaX0WOuvua0RoRz54/6HTDr0GcyGfT7fenzV0fqnXRMZwFbJRb1gfP7HMeZuZbqz0lVYu/QfOLkcdHg2u22VDEvu8qnPjfzLQbqPSKTwLZt1Go1TKdT2LYNwzCWQkCIyUFN0x6hNEYikWOv71XJ4j8tHJdwUsU6n5STQX2Qo2DbtgTmXMtqm0WtVoPjOBgOh8+8Uxzg/LiM1q0AF4da0JgH92CVUXYZuKhGDINyy7KQTCYXvodtYGrb0LOMq7TPzrfzHZeQJo4K3k8bxC9bkP7sr8hnGJxTDjwMTOmkk/JK9XSqqzMgZ3+Q53nSi81+1uFwKErPtVoN1WpVKhzzvaHqzxiw8//RaBTZbFZ6vqfTKYbDIXZ3d6XCtr+/D8uyJKHAvnTP85BOp5HNZiXAnu83ZiAzGo0wmUzwl3/5l1KRYeV//iFeVDHn5zCgB/x+bLWPhQkG0zSRTqfR7XYfSRycFZcdmHc6HekXnw/WjnLwTdOEaZp48OABbNtGt9s9kkJ40Yo536/rOkqlkvzc8zzs7e0dSXMfj8cz685xnCOP8SzHdprzUTUOLrvCd9bAvN1uP5IQO0508UmB50G2znneG+B4LKpYPY3AnEmYcDg8U9Enu2lRslNdn5FIBI7jnKntYRGYnJrXUAlwNLhOnra9CHB1cJxgrsrm8jzvic/I9jwP9Xp9pn1RRTQaPTLoNgwDjuOg3W7DNM0j1b8vE6TYn8f2hUL+1JWzJuGv4v56kl92Fvs1738u8kfn/70MCALzKwwGqwzKaRxzuZxUjBOJhPxhr/hbb70llEnArxKnUimpyk0mk0d6XAHfmHEBM1ANh8MzFW9VPVrTNIzHY3kYRqMR7t27h0ajIQ4CP5+ZzXa7jW63i36/j3g8LlXBo9BqtWaCSXV8lG3bRwbm8wkGlSoNQOiWBI2pYRgwDGNmTuIiXFbF/CSBJ1V8haJg7XZ7YWB+Wur2cDg8UiDvtMd91GcDjxpW9f+L+n5OUz2Zv3+nwdM2xvMBv0plV52ceDw+k/CaP+6n7Wgf57wFuBiOW6NqsP6kKozs49N1fabirbYdzScK5pNMAC4cmPf7ffm+bDYr9irA0Tg4OIDruqhUKkv/rF6lCt+zjEX7kYrLSAyORiP0er0ZIePTgK1di44tHA4fG8QyQWjbtrDPHjfzbDweX2h+/UVU/K/S87TIz5xn5s7jNOen+oeL1uyTbAc7CUFgfoWhKg7SqWfVNxKJQNM0uK6LSCQCy7KkD900TQm+p9Mp2u02JpMJTNNEv9+foaJTRC6bzaLZbMr3kdZNyjnwMDBnHzkA+axQKIRerwfP89Dv92f61dn3zvFruq5Lpf+4/iX23WYyGaRSKaFLd7td+a75DBkTFnwo1Z56tZowmUzQaDSQyWQkwQA8pG/NV7KPq0Y8Lir7dDpFtVoFgBkxjKM+97SBOa8f4G9wTI5ctGJ+3DgzVo0XBeZHXT8Vw+EQzWYT8Xj8kT75o3Ca81HXyuMy2nQs1GSZuo6i0ahsyNFoFLu7u/KsH9Vz/yRxnsD8aR/zVcNxFXPg8pJMtJlH3R9OvkgkEsjn88d+DvDommAF66KBudrjftHPel7A6+Q4zlNvfwnw9BPDp8FJtv0s9mc8HmMwGDyS1KNmxXA4FEHh04BFoHA4/Mief9JelEgkpOVTbbF7nODxGoaBdDp96veRyXieY7wKa2weJwXmZ/GbT/KFlxVBYH6FweBbrZgvCmYWOXQMruPxOPr9vghvGYaBdrsN27aFYk7KUK1WE9oQDZ/ak8zq/XQ6lZFSKg2ZAm9qHzkp7AzUAZ+izyTBccZIPUdSaNln3uv1FgbK6gg527YxGo1gWdbCoHE0GqHVaiGXy0lgTsdS3ZBUUbNkMjmjOj9/nIv+fxyO2/gcx4HjOJJoOQ6qUTvJsM0Hx6PRaOY+njeoOu79/Nmi85hfA4uuRa/Xg+u60qJxlr6xk87ncRlxfu68ngJFHBeBybTHRa8/D84zP37ZN8ZlwUl2/DIDc47EPErHAYAwqub3gfljPikwZ+X9rLak2+3OJEqBIDAP8PhB7Z35Fo7TYDqdiu80P+bpacLzPDQaDcRiMdGFmMdxPebA2QLzdrstCbVIJCK2QN3fzxJ8qjbmrPtgKBRCPB6XtponEZir7IN5VfHTvO8iNv4qJcKPCsyJs1bMF7E61O9QY6ZluU5BYH6FQeE0VpdVh2iRwZwP2knhASDq7TRUruvKZ7OnV9M0tFotAEC5XJ4x5nQS1Swmg4hms4nhcIhKpYLpdCqb0+rq6pEPmRqAnCRoxu9S+x8BzFDyeY5ENBqFbdtC22ZCgUbeNE2Z4c5spRowqRRS1bAfN6Jj0XmqYHCm0rmO2/hqtRoajQZKpdLMuS0yLirV+7jAOBwOz1TCWDk/y3kt+lzg5H41ddwFj1n9+zioavyn3cDOmmighsJlBcNqYM5ng99zXKZ3EcPjaeJ5r5hPJhNR+H1cQkKL1oTqkKprnkkqtjKdtveTNEsylRYF5qqNdV1XHMz5YzuubYXrdzKZnOl6jcdjdLvdR36ujuc0TTOoBi/AVUuELZt96HQ6MyzBs4xy48haYJYV9bRBPR/HcWBZ1iPXnMkI4HICc/U16rM/zzo87b2/jBaqRfaTduYiz0w0Gn1E3PK8x3uRdqXHzfZ7HFiU6I/FYmL7T3P9FlXbeS2GwyEGg8HM6y7ajnHZCALzKwyKtDF43dnZQS6Xw2QykT5o27ZRLpdnZuKSvh0K+SPFVlZWkM1moWkaGo2GiMixIs8KCR1Pzk2eV1QHZh8qzsRW54jruo7pdCrV+aMwH9AdRxGfD8bU6utRAatlWTKDczgcPpJ9zeVyODg4mHEGVYGQkx7o01TM541lo9EA4NPS6Uwft/Hxmk4mkxOd75OMjsp6UD+Lm6daobpoj/lJFfP5zZKBAhMkjuPIvaCDf56ZlGd9Xb1eF+E6MlXOE4hNJhN5boGHQddZ+qSWKTC/SPV+mTbD86LT6YgtPm0bxWlxXLJmUcWcc6DV15y2Sncax0/VFjmKpXNcxRzwbQqDlbMG5oswmUzQ7/clibi6unrqz3xecBzzIsDJOG4/fxqfc9nY29tDsViceR75PAGPTsQhzhuYH1UlP8s1Oan//TRYdPycUnMROI5zaYH5STpDx2GZ1thpscg/TiQSwrhddL9P6zv9f/a+NFS2NT3rWTXPc9XeZ7qddKc1hGAauukmAfFPY4sD5IcQgtghSP41CBfFtMSOrWgnRkOHGLwYDSIYEkTIn0AkXmiI2CBGBQe6Mbdzx3P2UPM8L38Uz7vf9dW3Vq2qvfc5Z9+sBw5nV9UavvWtb3ifdwTgSaJLBbP+/XVARMwfMHSZCsbYXl5eIplMCrlbrVbI5XKYzWaYz+e4vr7GxcUFhsMhHMcRAYsLUaFQQLVaRaVSEcGfNa4TiYQn6zJJEY/jZ2C3mJRKJZRKJcxmM6TTaVSrVSQSiT3rswltvQX8BUYtABKmFclmMadFPpvNYjqdotvtirWavwG7pFv0EMhms56F1o+YHyLp+rNeTPyuEbTxaRensMT7EAE0r8MNWVvMjxXsSCQPxZgDdiUMM+9TwcOELbSMaVfWU4ROts9PYcA+IZEYj8dCrAuFwlHuiZvNRtwazTaz/B6w6/dkMrnnZrdYLLBarTzz7lXDT+CYz+cSz8osuAxxIT4OJIHvjEqjY9wUj4UZa2euDyZ5PcbKosek33qiibnpQq7bFiSEptNpiTf12wOYC8R2b30dutbPZrOgR/sTj9dJ6HzoOLYvTUvx6wJT5pjP5x43fc435iey4S6IuWkxD4tDbvZhYBqU9N8MqTwGrrvL2RQkrx2rSLiNxdy8xkOATT52HCcwp4kJm4xhemAyyz1L0L5OiIj5AwbdAovFItbrNeLxuJBnumcPh0MhNiTZrCXLWL3BYCDu641GA2+88Qa63a5YcJnlfDweS+3HzWaDbDaLbreLFy9eoNlsYrVaodfrCWEgmWdJLgBSri2Xyx1cUIPijrUAGCSsMiaMrlPaFbJYLGKxWHgS1GnikMvlkMlkfK1VvIeNeAdtwLrtbI8OCwhLzP1cvQ+5QQdZrF3XxXg8llIj2mIe1qpru/YhK5pt8zE3bK1wYf9q5ZC+Vxjwuu12G6PRSPIDHIKOtz82y+pkMpGxyHnBZx8Ohx4Xq2q1KnOQYF115pR4HYi5LV7YdV1p+3w+F+8dU5Hxum2Ix8JMWHjXxDzIFTGImOsSfGERxnKllWt0gyVo0aDyiO0wkcvlMB6PsVgscHV1hcViYVWwtlotz3NzruVyOaTTaaTTaVxeXsJ13ZNDbSK8nnjdiMRdrVM2jzDzPracCazAc5c4lLuF7QjaE48hjTYFha0NL9OV3SZf8bpMmnwMSMz5d9hQviBEFvPbwbwOr08Ocoxy6WUhIuYPGKlUSixSTLyWzWbRaDRQKBQkhpqWxm63i4uLC0mSlUwm0e12sVwusdlskMlksFqtUK1WJSnb8+fP8eTJE0+2TFr9mKmdBLPVasliZLOMTSYTsTTGYrGD7lE2baaGjYzTcs/vmMQO2Le4xONxnJ2diSV0sVjsZQUNE1tlTuhut4vr62tks1lPiTkSGHo6DIdDESj9ntFv0dD3PUZbHUTagZ1wPR6PMZ/P0Wg0PPH6x2RMtSGMxdzmOWDLm0D39V6v5yHmx2jd+S4oJMzn81BCiFa6HJt4SmvjzSRCpsWSXiz0bAFuLOkMV3nVZaJc18XFxQUAeGrTm++RpGo6nb5WCZBuC5MQ3nUSIZvSzbbusR26esRisTiZmPu1Rd+bnisE9wK9tvu5shcKBUynU6klbGsHq3OYKBQKcn2b5T7CPg55dUW4P3Cf6XQ6yGQykpHb9h663a6vsrfRaNxa6af3yiBirr0xg8JNbmsx9/MmDIO7jDG3WcxPua6pnNafT7XwB13zlGu87uAYuE3OGj+LuW18vY7E/NWbWz4G+LVf+zV83/d9HzKZDL7whS/gv/7X/xrqvN/6rd+C4zj48R//8VvdP5vNIpvNYjKZYDQaycJOLSuJc7vdxmq1QiwWk6yYiUQCs9kM9Xod5+fnqFQqEm8ei8UkUQLjaen+QcEvl8uhUqmg2WxK3HitVpMYYF2yjJbGdDqNcrl8MElPEDHnJHNdF7PZTKyeFFzpCtnr9XB9fY3r62tcXl5iMpn4atCO0dT5TXa6I2srjuu6mEwmeO+99/Cd73wH19fXaLfbnjgmrTQIazG3He/XfrYzrNWbwq6OZ9bv8hiYWvUgYh7kHaG1m5vNBsPhUFxZw4Da7Ol06hk/5n0OwbQsHkPGjnmPvG42m0Wr1UKr1ZLShbVaDfV6/V7dpsOArvZmPoc/KUTAHHv3ld2X494UOPh5Pp/j8vJS1hFdSjMMwlQ+MMc69w/zHz23gmoDl0olnJ+fo9lsotVq4fz8HG+88QbeeOMNZLNZsYizVCD/FYtFD1EolUp7ybg+zuPtVLyMrNMfZ9x2PWMyMZ3PxnYd7WnCfC+c42EUUKyVbfMgGY/HuLy8xNXVlfwD7K6+9HY6lAPitsT8NnvpfVvMb+uN5refn0LMT3Vnf4hr4V1bzPV1bbK1ed/XAZHF/Jb47d/+bbz55pt466238IUvfAHf/OY38aUvfQnf/e53PRYkE++++y7+1t/6W/izf/bP3ur+tD7zf8dxPJo5xpCTFOdyOTjOrowZLeupVAq1Wg3ValVqnZfLZSmbxuRvjFvXZH2z2QgRpZWe9zaFSLYhlUpJO2wwhVA+D5+DQhgn0nQ6Fbf0er0uyeu0xYVunUF10c37856z2QzxeNw3W7qe0IvFQu6pFQu9Xk8sQ47jyLthIiS96YYh5sdYhm3HU1mgx4T57LbnvM1iGaQJ1cLHZDJBNpvds4Kzz7iB+3kM+PXLYrGQLLMsCxVG2WBuFGayPZ2dOiz8lCcaOtO8PoYb9avaSBj+st1ufcvo+bXNfHcPHX7v7L6ub66p2WxWwnF0RQwz4/EhmO32O4+CYaVS2UtuRE8WKmnDgPfhHgRAcihUq9WD1yFhB4Dnz5/LNR+Shehl4KEpyj5O7y+sAlgTU11phVVtDpGyxWKBTqcjn2u1mkcxRtmHewfnGcutsl1cTwAc3NfCEnM/kmp+T8VCIpE4SGDvIsbcRnhvS8z99ubbWuKPlfnM8x8KTiHmYSzmfue8jhbziJjfEr/8y7+Mn/mZn8FP//RPAwDeeust/O7v/i5+4zd+Az/7sz9rPWez2eCv/bW/hq9//ev4gz/4A0kwdip0xurpdCqle4CbZFF0qa5UKthut0in0ygUCjg7OxNizTj1QqGAp0+fYjAYYDgcilWMZcmA3SKjS4dNp1NJemFqH7XFnNfheUEwF00mzYrFYmg2m3vEjcfSpf/x48c4OzsDsCPv3Nz0dUn2eR2zXcy4DNy4EetjzMnM0iNmH7BvGo2GCK6JRALr9RpXV1dYrVaB2Sb9LFi23w6RPr4vZm9meSXAf9O4i00haMHlfbvdriSHSqfTHhKn4+zMWD3bWDBhkg/T1devj/W19RhmHO8xxDxMH3ITDiLmYa91H2CZHcBbPkvDr23T6RT/9//+X8/4Gw6HiMViyOfzD0qA0OBYuG+LOeOzqSSNx+NoNpuiJAEgifaA0y3mNmivmSDh8liFIRCcrCcsbiu8fpwR9cntcEz/Hcr9wf0jSKFsqyZzqA2mRZ1hjub1y+WyWPC5j/olfjyUc+VUYm6LMef+2u12sVqtRFHnh7tM/qblR/O3Y2Fbh2573chifjpsRrQwxP1VIiLmt8ByucQf/uEf4qtf/ap8F4vF8MUvfhHf/va3fc/7B//gH6DVauFv/I2/gT/4gz84eB8zlk+Xw3HdnXtuv9/HcrnE8+fPsVgsMJ/PUalUMBwO0W630Wq1UCqVkEqlRKtqWna50JXLZTx58gTvvfcexuOxaFZJRjiQ8/m8uGOzHbTmafcbvahw0zIt6hr8XisBNFEhGeJ9+T+PqVQqmEwmqFarQmRsmb6ZOIiuX7a4SG1hZ1yvbqO5AJsbnOM4SKfTEnNfr9c9lnfGbbPt5oYdtPEFucTZwHAEU6NLrwhNrsyFSwvlt4XtGvyO4Rhs72KxkHGlPUB08je/BdfEsXH85ndMpMgYwXQ6jdlsdpKVNEh5oksUmqEHr4M1UMfJs8qCzqVgQn9PBSItvFy76Ab90GpQ89kSiQSWy+W9x5gXCoW93AQAJDyJCCMwL5dLWb9Nof6QkipoDh8DW3jLqUJoRMzDIeqf+wOt1vl83hNLrse3377tZ1E9VVHlN6cdxxE5w5aMju2g92QQTm3bZrPBdDr1XUeoNA9aU3jPuyiXZrrWm/vuKbAp/U+9LmWCl2ExZ+6PSqVy0r1ui6CQRz8EHRuWmL9O62JEzG8BWnBplSXOzs7wne98x3rOf/7P/xn/+l//a/zP//k/Q9/nG9/4Br7+9a/vfZ/JZCShGhOJXV5eSqKu9XqNjz76CNPpFLVabc9lOZfLIZlMiqA3m808scWMbyLxYCZpJo5jOSdgN6jj8TjG4zFyuRyWy+WeqzCFcW15D4JeNM1Jw3gpxs2b5wC79wPs3LGKxaLHVcxc5JbLpbV2uN7ctKDoR8z1puu6LkqlEvL5vGS9t8VsxeNxScAXlpibXgJBWK1W6HQ6GAwGaDabEvpADIdD5PN51Ot1ZDIZj5s3FSi83ymbinmO+e4nkwmm0yn6/f7eZrbdbj2af/bVbDbDaDTCZrMR6+ChBdYmCGkPDr9zeN56vRalUj6fD5WckHPRrw229mnlgy3hHjd38766tFpQcsXbgu3kGqAJoXmM+R3b9+lPfxoXFxdIJBJSpuchxsGawuF9W8zv8vh+v+8bt+o3Tl93iznbGMGLQ55BrwNs+97LxGKx8OxBOrwibP9RqTyZTISYm9DGBA0/C3DYrNzm/nGImJv7n9muMO/gVIs5sKsw4pcIlLKXXyiL3kvuw2J+F+7xGre1Ar9Mizk9eIOy0rvurnpPNpu9UzlDV6G5zRrg9w5s/RER8z/hGI1G+Ot//a/j13/919FoNEKf99WvfhVvvvmmfB4Oh3j27JkQhWq1inK5jMlkIslxHGdX25yklbHP2trIxG2LxQLdbhfr9RrpdNpjuYvFYkKoGXueTqdlA+KgLpfLQvS1tY8gwSeBD1r4TIu5XoSB3Qb2zjvvSNy267pSX53kV19fJ0KxkUu6gZJgaEWCeZzZRvN7cwM3J73tuZPJpGgpdf/r+wRZc22kXYPElzHWzBFAF32+l0qlgnQ6vbdZsbRRNpu9c4s5PS2A3Rhi1n5g50bHGGatUJpMJliv1xgOhyiVSlgsFnv1622wJbiyvSM/8Pd6vY5SqYTxeGy9LkGlkS2bblA/miTPZjF3HAfz+VwyotvaYcYY3hW0kOEnsNr6cjKZoNvtIh6P4zOf+QxisZh49/id87rDJOa3UWAFKd9OJeZBfao9H/gu+v2+5HjQySkB7HlO+d3zGNie79TyQK+jgPW64CEoK171ezO9n+bz+UG39DAI2p/1WnFbi7lWmJKY2/a3QxbzIFnFxLFti8ViaDQauLq6guveJMi1ufaPRiNfYs5n0/k0ToEpx91XQrnbju3blEzTbToGQckGh8MhJpMJxuMxHj16dFKbbKBncJgcAxq3sZgTr3r90YiI+S3AclKXl5ee7y8vL3F+fr53/DvvvIN3330Xf+Wv/BX5jgtBIpHAd7/7XXzqU5/aO48Zak0wRpoEgYsY3ajy+byQMVpNSWyYnZ3nZTIZDIdDcV0HvC7urutKHCUHNTOzAzfWQf5dKpX2LOZ0ndTlbmzQJIykXAsW/X5f4qKLxSI2mw1KpRKSySSq1apknG+1Wri6uvJY3E03MvYLFReMz6RrKrBboOgBwAzAfsT8kJuabUHIZDIYDAZSrsvPcmDGx/O5DgldLC223W7R7/cxGAwwGo0kERrbm81mRRDh+4zH45jP52K1vm0JEb8+AHYJpebzOcbjMTabDfr9vqc/6XJfLBZRrVY9oQ2HrHg8jpsN++QQieJirt8J73Nos+Q8ms1mobJkmyTPL0M9FWx8JsK0hKxWq6OIOcsr6utls9k9pYIey2GED37PGu5ct5i47ND5rzO0wKnXK9MLYz6fY71eW93QzWv5fT4GYQRmrQCLx+MeTxm+Jw2dXO6uairfh8X8IY6j+8ZDs5jfB+hhlcvlrDlBeP9CoSAylZ/y2w9hCJCpyL8rYk7Q09F1XfR6PTm/1+tJHiGuU2Y1DX2fMM9yrDXfcXbl19LptCdEU68nvOZ8Pt9TDprXDFpPw4BKbtd1ZX/SbbgNbHPuthZznReHcm6YNpxy3yC5Usv9V1dXiMfjqNVqtzLcaDm92WyefB3gcAz5od9fNSJifgukUil89rOfxdtvvy0lz7bbLd5++2185Stf2Tv+B3/wB/G//tf/8nz3cz/3cxiNRviVX/kVPHv27Kj76+yZmUwGrrtLnrFcLoWkx+NxFItFsY4nEgm8ePEC/X4fsVhMsivTLX61WuGdd97B5eUlBoMBNpuNZO+m0J9Op8XizxJlmiia7rdc+KbTKTabDdLpNHK53MHn0y7UmqTwuUulksR1asUB3XhtcewmyRqNRkgkEuj1enKf7XbrISgME1iv13AcB+fn53dqMSd50tnzdR8Q2jrKpHG0ssdiMXELm06nEnOay+XEg4H12vmbHj9sK/tRe1bQdTuXyx1MBmNDOp0WJUcymfQtq5XP58V1ajwey3EcX8PhUMYXsNu4c7mcEKFDAsx8Pke73UYymcRqtZJ7HfJK0MoPbuSHztM4tDGYfWHmfDAt5slkEuVyGc1m0+Nqxj6ggu1YQZd1qDWCygtyvpnfm38TOiTGphB5XQlDELTgw3nT7/eRzWY9axxd9Pxc//W1/K5/DI4h5ubnfD4vJfk06JmSTqcDx/Qx79G2Lp5KsG9rVfo44096nzBBLrBbh+r1uu+xmtjacGxfHrKYE3dlMXccRwwMmtjSI2A+n3sUu34W8zBeFqe0DdjJzovFQu6hibk26hy69yHFehhw3eb4MNtzLO7DlZ3vaDabiWwaj8f3wmj97hsWtvF4CAzTpCx6KrS8eep+F/Sbn8X8dVToRsT8lnjzzTfxUz/1U/jc5z6Hz3/+8/jmN7+JyWQiWdq//OUv48mTJ/jGN76BTCaDH/7hH/aczwQL5vdh0O124TiOuAAzJlVbvHO5nGRapzWZA1Rbspm9fTqdAti54dJiSZKvLeTMnM3rsKZ0Pp/HcrnE9fW1ZH4HIEoDWuHCuLLryaPdaqhp3W63GI/He+7ffHb+b0uaoTcfxslwQ0ulUp4kbzqxk7ayaguZDbYNzk+gJdm0xdOTRJvX1hupmRyQZe1oBaclOpPJCAFeLpdiGdBtI+GiIO44DorF4kFPBz/wXJJ+Wx/pfslmszJG+JxMFOO6rihT6HJLaKulDdpNioomJh3T7bG9I5200GxzGAHCfN4gUChYrVbyDhlGoK3qZtvN+x2z0TA+ne8auPFw8btOELG2ncN1iRYbv7HwkGBaglg+ktUZzD7SITNhr30KDo0Bm/KPY99vbHF/uQtrktkOm6B0SvI3fc0IN3hoFvO7bqNW7B/ar/XefqzF3A9+hOf6+lq8Kw8R80PzQd+jWq3urd2sSqPlCT9iPpvNMJlMPAp/G04l5plMxqM81jJcKpUK5enlOA7G4/GtiTnlZ33d21jibX0SZJgJg3w+75ENtXLlmDYdwinE3HbuKdAeWbeB37P6EXP9++uCiJjfEj/xEz+B6+trfO1rX8PFxQU+85nP4Pd+7/dEk/X+++/fqSCjkUwmsd1ukc/nkc/nMRwOPS7qmUxGLNqO40hWcdfduS3TVbnb7UoMcalUEoLDGKt4PI5yuYxCoYDpdIrJZIKzszPPxKULfDKZxIsXL7BarfDee+/hh37oh0T7SRfxY0pLkSRy0qZSKSyXyz3LvLlIBbkbm0IpiTitRDommJmjAa+buh8xt7mpmRs+j7NZX23EvF6v7323Wq0wHA7lfZj9RtADgAQ8Foshm83uWUJNizlw40pG8ntbonBIk2xTntj6WJ9DpQuP7fV6vp4nJIb5fB6JRELK2h1yl+P9GVvb7XYxmUxEmWUjxzbiY/aH3zk6xpwZ6XWSRp7vtwEdSkpng/Zo0PfR43G9Xnvq5Jrv7JB1Vm+8H0dizlAMXTbSfEdB78Q2/m9raeF1wloU+Nn2Lg615TYW87uwYETE/GHjPt+bn2fPy7i/eV0zoSz3Fz836mPHNZVrLJlLsERaoVDwKPLN62+3W4xGI3Hpv0tiTiSTSZydnVnXpvuSl/2QyWTuNReL/vvUdTyRSEgeJdd18eLFCwCHS/MdO6ZN2fHUc0/BXRFzE4cMI7dV7NwHImJ+B/jKV75idV0HgG9961uB5/6bf/NvTr5vLpcT92pabCjM0ZWJCXsSiQSm0ynS6bRksu73+/L3arVCqVRCtVpFPB7H8+fPhQDTqpzP5zGdTsX6zc2Om8t6vZb7aULsuq5ksKdF+pCguN1uxb2cSelIxJngLpVK4erqStxIac2JxWKy0DqO44kR1+3V0JulTjjC/rVl1rYpBfRGSwHXdEnebDa4vLxEKpWSkIBDG5wfkdMKArN9+rn4rkhKg4R1ellMJpNQAs2x0MoObfEOWjTNZIL8zfRg4Pu2geSTc8Ak/GyD4zgYjUZS+kYTdxJ59iEVFzqbqPlcYSzm+vtEIoFCoSCu+/qZ/Aif2S9B97KBfWMqzWwuxvq3MM+jlRvAx9OVHYAIw3xvNmubHzHfbre4urrC1dWVfLfZbEQRQuLvlyXXhE3p5tfuIAuP3zl3BZvAelfJ37hPadxntYLXEbSS+tWpfp3wsoh5GA8n21giwrTTdXdWZz2WGUK1Xq+RyWRkX5nNZpIJG7gbV/ag3zOZjBxjCwELs8fcRdvMkDbuPWHn510oLe8DYdfT21zf9OgI26ZDMIn5cDhENpv1TcLnd+4psIU1hIVNsWt+vitF98vAn5wd6mMIPUFpzctms3tl1BxnVxeSRGY8HmM2m0m27cFggEKhgGKxiEwm48lyTRf58XiMSqWC1WolbuT8R5KzWq3EgkhBgLHNtNwWCgXPZuAHutdrL4DtdotcLicJqUjwea1Go4FqteoRXrvdLobDIWazmTX7s7ZYO46zl8CCme911lBaT5fLJUajEYbDoWwq7XZblAqMx2Rme4Yt0MKts8VrK2fYBe6QhYvt1/+btY55rl68aE1mrVHiWNcmP9jeRZDigcKM/l4/n+u6HrfrXq+3F0Noel3Qdc1mpQRurAuLxULKgphWat3vptXdrARg4hCxLpVKUhKO81Zf664t5uzfoA3YJjD6CR/m3zqBIwl9kPD7UOBn8T1EzOfzuZRmoiJGKzsBb/m77Xa7F7oRhEPrq63dxwrjh64dBrakmLe1mPOaZilN4r6qFbxumM/n6PV6r7oZJ+Eu1gK93hxjMdfKYO4px84NrtvAjZs2iblWJnPv4rlMjKYRpKhyXVfkuH6/j/l8LuEyei03FYiNRkMSuvop7Y4l5vSYtCHMNZnT4nUnTYcQ5A13V8/GsXOoWs6x88jct+kJG5ST4dR7mbhvi7lN7td4neSPiJg/YJCckvxRgGemcdbmpiA8GAyQTqcl2RszsXNDIAkaDAYYj8fYbrdIJBKYzWZSO5rx1iREWujmQkFFAEsq8DgSviBSAXgnZiKRQC6XE7dhlm6r1WqSIMyPmGoyoImZqWnUm65JygeDgVhZKOTx3PV6jfl8jslkspcwhv3S6XTEe2G5XKJcLntIm63N1FS6riuKDI3VaoVut7vnDq+v0el04Lo3mdVNtyRtZfYjjrxvmIzix8BGVPzawbHc7/f3XPP0e2QMOt3wOp3OnjBGqzuJuZ/G2UbWWQpQt9Psd8Zmj0ajo5Kimd+bVgXtGcBj79pi7hffGISwxHyxWKDdbov7pKkMsp3zUOBHzPVvphUCuCnFBNzkEqDViOOoVqt5SIVZOvAQgqwqh4h52HPM+x2LMP0XFuZ5VDZxbaYCOagM0McJZqjZbDZDrVZ7befZXbZrPp+LF1O9Xt9bj4PWH+7r3W5XvPzG47E18SlzSpjkSI8xGiUoR6zXayE88XhclG25XM5a+9w2H6h00d9RxmCuIH0tc39JpVLI5XK+3gHHKiK22y2ur6+lIpCJQ2uH9hpgf6RSqT1FBY0hpVLp3q2flDfDKkOJIIv5XbU1FothMplguVyiWCweJM6nWMyz2exeCcGw556C2xDzIIs5offCMMe/SkTE/AGj1WpJFvbxeCxxr47jSEmQx48fC7lmIg9aZyqVCl68eCGkmcTlo48+wvPnz9HpdJBOp2Whnc/nYjlut9tIpVJwXddT3omW7uVyiVQqhdFoJHVydZbtQ8SCpegKhYIszLx+NptFvV7HO++8s2cdNK+rfydJNa2P+r76/OFwKN/r8mk8L5/PI5VKSQw+n/Hs7EzIcKVSkRJluVzOE6Nr3pvPeH197RECMpmMhBMAO+JHQd5GrrUSYj6fS+IQwLvoOY7ja03geFkul2Kp04oO3beEKQj74ZAFmVYELURTCaHPp5aeShCdrX0+n1sFJZ0VnueZbdPX17XtmfBQP79+Fmbh1tld/RCGlLquu0fMe70eRqMR6vX6QYJ0jMU8rBtZkGLCb2NmmTuCeS4+7sTcts5o5aAGx7vjOGJ1SiQS8jfn6Xq9DuVWyHaEVT6ZzxL2HBuOeY9h+i8smOBSJzgFdsQsHo97FMV/EqCfkzlGDsUMv0qEUWCGhVZ+6+zf+vq29YdJbOkxRfiRk06nI1mpdb+a+zE/k5hPp1MpfcW9/tB6rq/J/R/YrQ28BnOS2J5XXyvIYngMiaRigX18SOnld01a+x3HEW82/q89XGhwoGx6n7i+vgawe8aweZE0bOP5ruLnHcfBdDrdyxcQ1AZgNy+63a7IFpSzzeOZa0aPs6Dr+n13DLT8eJfQ8ydobL9O+0JEzB8wksmkWK5JOCkEMy6bieE++OADISL8x02I14jFYkgmkygWi5jP57KITCYT9Ho9vPfee3jy5IkkHcvn82JRns1miMfjWK/XUg85n8+Le/xoNPIQc94b8NcUk0RxopIoUbDndxQkzdq7NgsQN99KpeIbd8e63XRPLhQKUuOXWl0d369hkvtYLCalQa6urhCLxTxliNhG9o25yLIOPQBRAnCjp/JFu2XTMmQqLPhZ96Vuq/kcs9kMmUwGqVRKhAjAW7ItHo+j2WxKPDYXVionwmzsNos5lUx8fo5z3Wf6b1rCzAWYGeiBmzrS+XzeowQJIuYAPLkK+Mx+BMZvQzGFNHp/2AiWqaDQxJxKr9lsFti3p8TohrWYh7WS2wTTTCaDQqHgqXhgHvPQYNvo/coPATfPqQUgKldNsqDHJitiXF9fi+LvEI61fptrQphzbPc7BkHE/JjxQA8telFRScaykvq7hzjOToHfe39dn/8u26WvpUNCDt2L8d/MU1MsFvfIiXltYLdfamLupwgoFotCZnWllyDY5gPvW61WxR19Pp8LgTxEzIOufwwxZxuYj8XvWQ5dk+cVCgWUy2Ws12uRGefzuezDvI6+z11ZPKfTqTU58Wq1OoqYvwzSp+WCY9qkPbXo7aHLeur3dGxI3G2ekXIccHuLedBvQfvN64SImD9gkDjpsmjMCtxsNjEej/Hhhx+i2WxKPGOhUJCB2Ov1PMnj8vk8nj17hvfee080Zpww8/kcz58/RzabxXg8FgEomUyi2+2KqxfJM5N7UQOqs8W77q78FRc70+0K2MUHLpdLyf5O5YNZd1u7kF9fX4ubO12duICt12tMJhNPnXIzQRtj8rW2ncRXZ1rWpTXYFv2P4PUTiQTG47F1cTeFYT4rNev0PgB2CpJCoSALZSaT2SN3VL5QsfL48WMJeeD7IHS9SHNxoncBAKnzzrIu+hhNokkeAUhNS8Zol8tlsWibfcT783tTYUIBxqYEoXcAXQ51abxEIiEbOgUu/Q7a7bZkOqVF0nyH6XQatVoN1WoVpVIJ3W4X6/XaMxZNmKEDpuVqNBohHo/j/Px8L0zARszZT7xfkNVDfx92Qz1GyAlr5TbfMV05tRCon+N1JgxhEEQsg4hxKpWSvB3MZUBojx3m/gCwJ0wdalNQv/oJLWHPseGY92izJJ2iWNIeMjq2er1eI5FIWD1uPu74k/Kch2Bbp5knRoN7p+M4qFarBz37zOv5fdZ7QTwel/Khg8HAoxwOo/DiOqo9wMy1h89hPpvtHqYyULf9GMJyaM8JS8xzuRwSiQQGg4HIEn7K4lPH93Q63RsTDF8IUxv8EGzrzLHKjjD3CHMts4/Mz7YQR/P63Jvvct03ocfcXZdLs1nMX3dExPwBYzAYeDaYdDqN+XyOZDIp5S6AmzJR2+1WsqqTrM7nc9TrdaTTaREK9SI5n89lIykWizg7O8N8PvdchzFNdK9JJBKSNIVuvb1eT6yVdLfXZEiD8eyLxQKpVEqsntTK8m+63psb03w+F+01Y+d5v8lkIhnqGY81Go3QbreRTCal/ZlMRuLbr66uUK1WJcbeRob1//xbC53FYlFyAdhgaieZG2A8HouSIx6PS3m0wWAgieo0sXEcB++9954oQlzXxRtvvCFjQJPjIM0uBZRSqYThcIharYZHjx7JOVdXV+LCR6TTaXQ6HSHJz549k/fV7XbRarX2+skWJ6+VLgAkeSBjquhaP5lMJP6PSiKSF01qgRvhjLkCmEMBgFhFdD4C4Ib4J5NJUYKw7bTEzWYzyaxPmMR8NpshnU4jnU57lDrr9do3fl+PHf5ND45DG5eZ7fbQhqqt5ccKDn6WJPMY832YAkCYTdPPuuS6riQ8ums3uEMIY/G1vVtNzKfTqSchlHntRCIhFTEYuhEGr7vFXLfL1n/MtREG8/kc6XRawn7C3vfjDD5nPp+Xutavs2dKmLXklGvZPNsOeRMcq8QxlVphSBk/M8GsH8w5qpXPphsyZapjXNnN659CIg9ZVxlXz/3UVCzqPUhXT2FlmMvLS1/CfEw71+u1JwO+CZ0P4LbQ6/99EHMzDPHQ8bpN2iBla7O2mPP7+yTmt3VjD2Mx99tviNdpXYyI+QPGZDLBfD5HLpfDarUSF+lisYgf/MEfFBJ2dnaG1WqF6+trLBYLiW2iZXU4HGK73UoyEJY2ozU6nU6j1WqhXq/j7OwM3W4Xs9kM1WrVIwyzLBkAucdisUAmkxGrZq/Xg+PsYuAzmYxk/fYTSk1tMa9NyyUFSbaTCgcuhvF4HNVqVTYrEtT1ei2Z6TebDfr9Ph49eiRZ381EY9qt3rQo+ZEKPpPOIM84dJ5jPqcW0AuFgsc9LRaLYbPZ4IMPPhCBXhM7TeDi8bhYdXXimVwu5yGe2jrFEAi9WJfLZRkfWgnEa/NYXf4FgEd4YH/boK9pLpzcmOfzOT788EOcn5+L5XA6nYp7OpPvUGliI4K8P+u/j8djyYZNYm62Qb9DtonvhzGIjN3U2Gw2uLq6kmPH4zGq1Srq9bqndJ5tzNg2EY4XKh3oTs9j+/0+1uu1xJ2bc+bQZndM4rcgAdfvb3Ps6GcPS8zZp0HHZDIZT5jIy0AQMffLZaG/i8VikpxqMpnIelGpVDzEHLhxez9WgAhDzG3vI8x1wt7v0HG6//SaZJtffojFYqhUKh7lV5DC5OMOPcZYIjIoHvVV4y7fi5+ik0rTIMsulcJU/PsRbT/oee84jjU+XSueTW8iG9gObe2l0UG3KywxD2r7MfsBccjLhXsuj2ViN7N9WhHtOI4Yi/jO9Np0ynjRteLNpG70/NMK81Og+3g8HmM4HHr2vruAmfSY8jq9U9l3NvkSgCQkDiLm/J9cwaZYt517CtiOuyhl6acA00pJP8XU64KImD9gkIgyhpmuutVqFW+88YYkS0smk0gmk+LCzfhzajEpjI1GI4xGI6n5TaurLkU1GAzQ7XYxGo1QLpdRKBQ8wvBkMkG/35dkaSxVRqKrS4PQCgTsE3ObO9X19TX6/T6y2axkNM1kMnJuIpEQ1+/RaCTJQWjtpHWcJGe5XEpc1Ha7RSqVkkzINtg2nyCrGDcSvVFTWUDiai4UWmhg4j3eN5vNejJ+21x0XNcVV+tyuYzNZoN0Oo1GoyEx6v1+X7wW9H1JfCiQ0GrPzVKTK7aJQgLfqy6V54dD1gS+T630cd2dS/vTp08lHIPhGavVCrlcDmdnZ3j33Xc9mzxhKgYoHNCrJMjKqfvJVKjoYwj9DnmsVloRZj4EWzuAGys/FR+mxwbnENcAPl+QN4pJxMz+CgKtGOPx+Chizvtp4UsLGGZbGTJTLBal9rmtnby2rTTWfSIMsTSP42fd/8yQzM8sOWniWGIZxmLu9yxB9zjVYm4SIj+XWSpTj32f8XhcvIsIPVZetQBGRbgtjvU+4LdG6XHJfT0ej997Mq1DOIb8HnMtQhNuvznBvYdK8GPawRK1VBozF4gZgsS/OTY3m80eyTbB9ujEorYcJeZ6alO8BcEmk5iymQ3a+m+LyW+3257j+cyEVgboc0ulknhnsh16/LI8bZjQHp4D7PZUM3ySSv67Iuau64rHj1bI3wU0YQZuPA91eUQaqDT4mcTclIvMd+83D+6SmGsvhvu2mAfNg9dJYRsR8wcMLsK0QAMQwqUFWeBmwGtCSIKeyWTQarXQaDTw6NEjNBoNqc1NF+/JZIJ2u41areYpydFsNsWyyzhtx3GkPjq1cpVKRWLWgV2mTV1+Smvk9ILjODvXdCoNdDm2fD6PUqnksa6SgDuO46mLqa3UAKTmuiYvQfUgeR2C7tDmBsQNmQnTqMHk73xvZnZmfe1ut4s33nhD3hex3W6lBAxJs4buN7YRuCFu3MhJ8DQp06WYqE2md4DNTY39yRhOrSiht4TfQqe/p9KHHhV6o4jFYmg2mx5Cy3bxbyqaHOcmDpdt8xtP1CZXKhVPQkKi3+/j8vLSStwpXGuPCnMjz+Vy8ns6nZb2r1Yr0dLbvC5sfaT7n/DTvuuxYmrI+TvL7NkQhpjrSgth3Yz1szABnKkYsCkRGF4wGAwkNCWZTKLZbHqO2263uLi4uFM3xDDwI+ZBSh7zXJvgfEhAuEti7mcxD7pvGOHeBD22gtqpkc1mjy5TxLHid+1XbTFn5mlgN47z+XxoQqFhC/+xwU/pye9Ho5HHIyFsUsH7wn28l2KxKPtBKpWS57WtgX4WtTD7GLALLez3+xgOhxiNRpL/R5cspfcZcLMvh3FH1uFRrHJjjh3ueTZCbT6XzarIfZKKeX3dMMR8MBjggw8+wOXlpeRmicVimE6nGA6HIo/o52ACW7MdQfch6D1AeSMM6Q1aw2jY8SOrYUHPlHg8vuehcldj3FRg2PZP/R7NcUClSBiLOa9/6DlOfTbt4RS24kgQzHer5UDb+3/VClsbImL+wMFBxQzsrutKxk+69dLS6bo3MSXcLCggVKtV5PN5NBoNVCoV5PN5ZLNZ0VaSuG02GymTRpKfSCTQbDYxmUzERZju27S+ZzIZlMtlIc3aQmSSOE2k5vM5vve972G73Uq88mq1wsXFBZ4+fSqbUaFQkFJCbK/WUppkRmeipwtkGGLOtrI0ncZkMsFoNEI+n8d4PBaFgmkZ9XNbowfBer3e28TYF7Rw8FoAJAShVCp5yrHxnXOjaTQaKBQKHmFM9wdwU7M8kUh4rOOme5zjOJJs79GjR2Kl5/n01qBiZrVaCVkdDAaymQ6HQ/HmWK1W4k5GwXM2m0mJI441El1ahxnOQXdgs96zSaBMq63uB9f1JvejQMdjTDc/reDS12L2XWaVB3ZKM5YuNO9L93wSUNd1JccCPUT4fpjB24QeKxQIqcgBbjbXRCIhpEcrl8IQ2mQyiVarZT3WT9HAdSKTyaBer3s0+XwfNkWOeQ0eb4IhJlTsvAxrpG6fTcjVv4clxlQyUhlk4lgBQs9trdzSwq/Z1iCX1EOCV1D7OH5tiqZTyGnQ/blecW03f39VxFwL/AypOfbZZ7OZhIM1Go1AQfaQIsUUyrmGfxygCYhW8IQZ31peCHMPALL+p9NpCakiMafymt59xHQ6lYSlNHaYXlVsT6VSkb3Eb33Tc5h7IQkYlQB+Y4FrAstpHXJbtoGyiZ57mUxGZEBehxV8+HcikUC73RbvKBpj+DuvG4vF0Ov1sNlsPElwuS+HeWdBie3YV/R8oJWfezMRi8VQrVat9+N59BTV4X28r9/6fgzMPdNP0eTnXUYPDcrxZjihXkv19+bfGqeuq9pD9K72Ag2bxRy4qVMfNk7/ZSIi5g8YjHsmKWfMtuM4soCbG/d2uyvXpGuSJ5NJxONxTCYTjxZ3Op0iFot53GgLhQJSqZQnXptEXVsuK5UKarWauBoR1WoVjUZDJmAsFsNiscDl5SXq9Tqy2ay42K/Xa48FhAv25eUlRqMRrq+vJaEYsCNqvC5JIROrmEKbVljw2ofcW7Slm0SVm3AulxMSRDfpzWaDTCbjySTP/21CYrFYlFJ00+lU4pO0KxxJjiaWdMvKZrOe301tJ0vn2Yi5jr3X19VxXaaCgWNJ/0aS3W63kU6n0ev15Hok3UzixrYxwR8FE45rxv7zPPat7jeOc1rtddvMY22EBNiNFR1SwWOopOp2u3tjg94BJM3aLc68H+cHFQ1Uduk2MteDrsXe6/UQj8fx5MkT5HI5SfrHknWmdUG/H3qOmJsO3YS5LtD1UPftIYTJksu/p9OpuF9qomQj5vzepqU/tHkyhIJjK5lM3rtrrp8gYrbfpnCwfZfL5VAqlQ4S87ACEI9nSICGzVPE/OxnhTrFwsA2ZzIZqYRw1+BY0iUNg9ryssH7lstlSdwa1tJHcN0kiTqFmPs9/6EQpPtGGOH/lGtp+M0hPSdNUuqnMNQkr16vy7lc10nelsulkHTudzyGsg6w639NADVoLAmDWCwmeUdMEu8n43BvYlts8d+HoA0FrGSSzWbF8LHdblGtVrFer5HNZiUvjZbVqFTXGdm5jzHhL5UHbOMxxDxICa3z9ejEtmaSW8C/MgblVcpfuh9JAo+d8zZo+W+1WqHb7SKfz4sSiPfiHmhTwDJPEL0dgX3FhW0vvmtirvMUnYogC7iNmG+3W/Hg4lx8VfuCDRExf8CIxXaZqBOJBEqlkiSxohaS2cfpEsqBqd24mWG91+thPp/jj/7oj0R7S/JAzZIWnqkFjcfjnsWHFhGWJxuNRrIQz+dzPH78GPV6XSyCm80Gg8EAxWIRvV5PrP10iedGQddG13WRz+fFSk+31rOzM4lbonszLbo2KyNdtqhVDrPYmIvbYDCQDWY0GgnByWazKJfLSCaTkg2XWlg/SxX/J4ljiTYdM0QFCRd2fS0SaFoNtXsXXbJpWTfHEHBjzdHKB5J4W7yyjo/TigMSJE3uXXdXQq9YLAK4UZoAkD5iKTKOLVYYMDcxU7PLDYNjlr9ROaGP0f2klQ3UcAOQRFxsu4a2mHN+FQoF1Ot1z6aiNz/XvUlAmMvlcHl5KWNEJxlkH263u5JzjLkyiZLtb0IL1mboiH4/GoVCQfrNdB1eLBYSxw/AU3bPBrN9tAqaJFwfayrEtJInKAbfBDPyc/0D7t81169Np1rMgWBXvmOJeS6X24szpELRFMC0J4ifEuTQOwhq36Fz7wpU/ujkpWYbXpUApi1D2lp1TMKjMAKy+bspZPud/6otR3f5XvzGG/cEhsYROpu/XpPCjGk/Im+ew2txj2f+Hv7GPUWDc9UveaqtPVRMbbdbUXLTu097rpigtyMAKVN7TJy933NzDywUCpKcka7ulAFZTpUeVWxvJpMR78darSZ5JBaLhWe8zmYzdDoduVej0Qj06rI9P73B2OfsK60s7fV6GAwGHjlJg4aVQqHgseq7rovLy0uZ97ddB3k+8yTxO9d1PYl4zRK3eownk0kh5mad+FMs5qeuHzzvvvZq3de8l353L9PLLiwiYv6AQWJOix+JtraWMnM2XVe46CyXSxQKBdkY6Aq+WCxwfX2Nq6srcUkfjUZSQ1vHCcZiMVnI4/E46vW6LExMaFQul4XEM3lJr9fDYrEQ12XTwqG1pToWm9pkWzIV1htnEhu6P2viqbO4kwBq9z2bgGRbhKihpDWehIULXTabFaK3XC5FucBNO5/Py+/mZkZ3HpbX0llJqSBhxnVTSKOgR/fk4XCIcrks/WDzCuBnna0U2JFyCrk2V3aSToYvZLNZIRUk8alUCvV6HePxWOKuY7GYJ9M820QFguu6UuebRN6PxKXTafFaYJ9own3IYs7+4meSGNtGYSMwflZHk5gDu/FZLpcxm82k/BrDOzhOeG6n05GNNaz1Rr9DIozAT2HEBsb+6886K79ffBqhPUU4rv2IOQUtegOYOCQcMoyHSi1bX90lqGgDgmPa9P9EkLIvjMAW9rnS6fRePD5dof3ur4m5KUDepj9fFjGnYtiWOO6+730INmvVfRJzwm990kSOOT5eJWzz5K4IDMHqKOa9dIiYVugErSN+btGsGkOLJS2reg4wRwzXyEwmg7Ozsz2rIbOZh3nX5r7DMLFUKoVut4tsNutbtULvh5VKBZlMxrdSiR/84pB1P+lcR8DNHp5KpbBer5HL5SSPEPuFFmDmQ9Jy4WAwgOM4Iv8CELJp85gKcmUHvLHXlFG0QpreR34KTIYwbjYbT2ikn3LMD/QMsJXnZb8xDMLcT3ReGwCe8Ac9RpLJpCcHkv49yGJ+SHF7LMzwwFMQxmIO2BPEmvmeXgdExPwBgwL+ZDIRt9fpdCqlo+r1Ovr9Pq6vryXWdzgcSkbyeDwuLuff933fh/F4jHK5jA8//BCFQsFjbaYlmoRHT1wu6NlsVsgVsFs8aJGjSzczlnIyMCab5wyHQ3zwwQfodruyCFOw571JfB3HQbPZxGq1EmLuOLv4XioSWJuc2mm90FAoSiaT1hJpgHeyUpgCbohUsVhEtVqVBHjpdNpDOpnZHoBohbvdrrVEGEGXc6044fVoTabLP7/ntfhcOtmdH7HV57KNmmwOh0NcXV3h+vpaFjQqGRhLNRgM4LouarWaeDLoxf/q6ko8NM7Pz31jnoAbiy2Fa90+3TaiVCqJiyAFLi106TwLvJa2mJv9z/6zEWv2h95ETKWGvg7PYf+bG4e2vpv9QUWK9hKxCZPmd+v1GqPRSBQaYbBer9Hr9cQV0BY7x9wHeiwdIuau63qEzlKphHQ6vUda+ZnhNZlMxqo5P0TsWIWA1zo2o/Kx0J4AZnsPWczNXA36mCDB7ViLuQ2HrBJBRPxQG4Pad0ggviuY48vm4voqBDDznZvlJsMijOXK/N3cq83fD5UQe1m4y/fiN1bT6TTOz8894+Pq6krOse2RZtvMeW3uS1x/aHVdLpd73kg0lHBf9SMlp8wXymCUBUi21+u15DAxn41jg3l6dJb4sO+FxzEJMAmh3gNJfNfrtViQzWSgQWNcj1mtfLclrAtq4zEkUF9L57cx5UXXdUWxoPuSMOWTIHS7XRkbjx49sspttVoNq9VqL29QtVoVT7dWqyV9bhJ4yqnz+VzmgJnL5WXEmJtGoVNwaJ6YipQgOfR1QETMHzDS6bTE7AA3Vhy6ylUqFanLTVfu+XzuKZVVqVRE+1av11GpVFCv13FxcSExtO12G4lEQkjoarWSBX6xWODdd98FADx58sQzwLlAk5hpd61SqYTRaLTnJj2bzUSo1h4A1CCm02mMx2MMBgNZsHK5nGdhZ79o10HTTU1vFrT8my4vZtwJXaSm0ymKxSK2260szpq0aCJGkkztKa2yVBJMJhOPMkP3nem+xlwCJKO2zYzXpwWZShMeZ4IuazbSx7rKJJF8blqLdZ37XC4nGwDJr14MV6uVaLfpbQBAYugZj99sNsVjIJfLYTweixVVk2G9wbKsnBZ4p9Mp2u22J7szx5Em/npcmIoM8/2bVpXVaoV2uy2CP93n/Ii9KRSYGyXfOz+TaHI86ffkR/r4jsJiPp97Eg3q2DnTgmQS8yBoYq7rrptjMJ/PY7vdiisp81OYGbxP2fTvk4Dx2sztoMFnXK1WUo7Rr12mRSIMMb8NTIHEz4MhqO9OaccpAvEpcBxH3FpNReBdKDZOhdm/puUwLE5xZT/0/altuWvcBzG3Qa9D5p7P38KQPNucDUMqKQdxXWTVCdu8OmbM6jWJLuH0mBkMBsjn83teYH6E2PQaOAYMTzSNBPq5tYcGPZxsa4+WpWwyEttpKuAOjX2eM5vNRD6zHaf/1mEADBUzz5lOp5566CYxP5T/Qj8bYV7HbJfphk1vDL/ylGyLropkypo6fh+w5ynxa88xMOWtU8E8T0wMaELPLeY70HjVa5+JiJg/YMRiMdTrdZlgH374IabTqRCGZ8+e4fHjx5KV9+rqCqPRCPP5XCzLdC0GdpOEJclSqRSKxSKKxeKeG4x2o2632+L2zrrTPG65XCKXy2EwGEgSqGq1iufPnwvBZrImugvRvYsWdlrS5vO5ZLqez+eijeZm6rquZOROpVJi3WRtcmC3uJBQ0YPAFod4fX0tblU6wYfr3mToJtnXm4ZtA+HGZNPYDYdD8R7gQqgzgxJ05dL9T8WFbhsXWCoVuCHOZjN514B3E6a3gOlaD9wIKq1WSzKU9vt9NJtNxONxnJ+fo1arSQks3o+bpElsGTemPSYWi4XHg0MrFdg+9qtWnuh7lEolsbSSmOusr3QPNAUR/bz8TSdncRxH4hBpMWfJwOvraxEoGCaxWCzEws13bI4N83vzO5tbl19ykrDa9yD4CY+HQCWJOV501QetJHLdmwoI+j6JRALVatWTvd9G+hlKoRVqfrhvq6wGkxtpaAuFWbkBCBbo79tifgwxDyIWx7YvzPPdBWKxmOT+WCwWaDQanioIfu27b5jz+lQybM63MMeGsZiHud59wzbeTh0vYcebjQya4UOH7uFnfbMpW/lMOjcPjRZBbT1WCZNIJERprUNT/KDvTQJ97HrD8DsqW/V+qvfUZrMpRpvxeLyX8yLIVdoc/3rfDEPM9X002VwsFqLc9wONKdoLz2wfcJOIdLlcotVqSZjoMdDXP0TMWV2JigO+e5OYm+OV74IhnoQem8fGXh87Z/X7uK3FvFKpBP5OJBIJT7Z8x7lJqvy6ICLmDxh68tBlmlpAWpsZo0Mr+WazwXw+R6FQkAkM7AgXXdY5SXK5HBqNBjKZDMbjsQjb2k1aJy8hwaY2dD6fixXx6urKYxlj/Wpm5WRpNmbXpiWWlltms6ZLliZojnNT65wJj1h2LJFIiBcAvQXo5mOSBWZ8JwkdDAZ4+vSp9LdNu6w3L23F5DWZaZvEjVmJma2Vi7h+l6ZGP5vNesqumV4G+v4kQ9oqQ9iIuf57u92i1+tJAq1kMilubYvFQmKXOA747rVFVfeTJpOsGqBd+3kMCbWOE2cCv81mI/XqbVlQ2U90Z+cGpePLzE1fbwJmH3KBdhzHU3IPuFEs6H5k+AbgjanWfcvrmWPGJoD4WXJ4XbOPTRy7uZjHU4nWbDb3yJpuC8eXFjjongjsFHbsS1usPp9Fjw8mvLNp+rvdLpbLpZTfqVarB7O43tdGe+i68XgczWYTi8XCWuvdTzmkv7PhtsRcJ4Yk0um05Psw73+q0sYGnnvflgm2n15Ttja8SmLO9r0OFnNNJAB4lLrmPTebzZ3UGA7CMe/FdV30+32PG2w2m/Ut+2SCsgGPMcmjOQ/MtjGW2LyHVpib89VsU6PRwPPnzwH4eyAFzXkm6OXv3I9XqxUWi4WnzGin09lT7l5fX0tse6FQkPW0UqlYvdOCQLmwVCqh0Wh4Sp9qeYB7L0MLzX4JspiboJxFeSHM+NRt0XNvOp1isVjg7Oxs75n5N/e6Q/dh7DeNOyTz9BQI05/6GL81Qvcbkwwz2Z9NvrEphG0JBzXM0A+NXq8nMj/fJcM5w5Lsu4gvDwPTMGI+D7169T54TO6Pu0ZEzB8w6vU6njx5gqurK/R6PaxWK3FlNxdDEpJerycWvmKxuEc2GKfN8+miTAv1bDZDNpuVpG06LpjEkNnOeU2SWy5ojM8hyeNixXbpMk+TyURKRW23Ww/x1FZoPgct/Sy1BdyQdyKfz4vSQmvOxuPxXlw3Y9kBfzc1WumBm5hdxvs6jiMuNlQW0F1YLxBaSGq1WkJEmchoNBqJG7a5wGvBggnybFp/XTue0H8zqzXDHjiO+C55fqFQwHQ63csoa2ro9fPRgkXyq13c+ZkW08lkIt4MHHfa6sp3aoJ5FcwFtdvtilLEfG5tEed1TSIN3CQXc5xdaRyOk4uLC0+cm+5v05WdsOUXMIUP02Lud/xtyZOfwOen4dfHM5cDCbp5juM4ktTHFHi3212iN309llbcbreiHPNrA0m6DS/TYu53Lyq0jiXmYQSUU4jlZrMRpclwOPR4Nmiirt9Rv9/3PJ8t6WbY9jEURucBuQ9ogdQUwF7muDBhWqtsgvMx1wlzrjnODlnMgd0c1MkgXXeXTdp1XWSz2VuVuuPeYiKRSHjyzJjts4GVWzTMmtGA/Z0zoRpD/ShHmPlH/LBYLDxr3aGwHj8LsPas0UT4UPuB3b6l1xYqLwFIsjfXdWWe6T2WoEziuruSubQ40hU4DDF33RsPQz6HLT+MVnqYz6YVH+ac1Xu+qSDRpJ35kxhieUgpZc4F3Ue2Nuj72YidPi6VSolXZ1C+lLA4tBdTJtQu3DY5yVyDwsLv+Fqthul0KtVmXNdFr9eTHEjMP3Sbe9wHtMcvxw89d3V7c7lcoBX+PhER8weMVquFRqMhQiwtwovFAr1eT2KESXS1e3Mul5MFRLtYMXO6JlSlUkmSeL148QJnZ2dwXVesmgA88Srj8Vgys08mEzx9+hSPHj2S2pokY7xnJpMRDTgTp6zXa9GIp9NpDxHV/5tWIFpXGdOswdhDbsjb7a42pl7EXNdFqVQS5YIm3eYis16vcXV1hW63i0ePHkl5OvYF3aupKGCMMgm2zTrFPmEsFuAljcy6zjAA191lX83n85Ltnu9ax5gXi0WrNdam7WeWdXo/ADuyRtLP+uqDwUC0jOVyWVzcdQIzDT4j3zffCRU1VARo4Y1eFlqZoa+lhQDtAcKSgRzjo9Fob+PiWNVCkR6XhLa+cw4xL4G+lmkx154lfl4KerPX78OPmJ9CyoLgdz1TcLEJaTp+X1+P3jlUpLXbbetzmffW96hUKuJtQs+SarW6twac8mwvC7SUmJlgtVBAZSc/H7oecDox5zWoLAEgXjH8jUpEKslsOGTds4HrVLVaPTpB4TFg3+gQJ79jXib8cgiEbYtJQsOce4ic6HUql8uJ4thMqsXj/MZDGFBo94M2JoQB+zOZTKJQKEg4FPe7INB9ud/vi4ee9o4ySbK57mrFM8uQ2trm99m2FvopBGxzfjwe4/r6Wsp2ARC5rVKpiOdZLBZDrVYTwwoAiTnfbDa4uroKXE95byrh2dcaOheObU8mbPKAScxtz39IWaMNAZrA+o0lM6cMsPMQoBHnkBIiDFKplORu0girGLTJmdrDg6AiwaYU4f/j8VjWjjB5TI4Bxz+wU9Jz/dCybljYMujfJUxZhn1BD1vtzQFADEKvChExf8CgQMWNick9mHmdtTo//PBDWfxo5S4UCntJx1zXFddqolwuSwxxPB4XMu44jlhYGVtLqyQznPNe6/Uajx49kvbkcjnRns/nc0l8wth2ThxqdB3H8WQ8Zyw6AImJ5+cg99bxeIzVaoV3331X4uFJnqiUcN2dpZh12IOIOS3sJLQ6ViqXy4mbD+tZUott2xxs1kbzb4YnsGazBrWT3GDYT3R30xswy3E5zk2CMf5Gq1YqlcJ2u5VwguFw6CGkqVRK4v1JxoOsDVopkM/npcY8F8VKpSIkOh6Po1QqCcHngs/3ZV6P/+u4OCqByuWyEAkSPNNTQQtOflZBrWzgc+pNkOEZZuZ2m9Ch3ehMrbpNeRIUI2iS/UObIRUsrut65r8fiTHboo+3YTgcevIjBD0XsBMUdcnF9XqNRqMhc45rBvspTGmT+7aM2hQWfmD4Bo/V78hxbjyYgMNWg9s8F8cQPXK4flBJqcESnDbo+EM/HBqn9wlNzIPmgx8RuO920QPKJDNBWK1W6PV64kVkXjPofhp+c9xxdvGZVIrrUCBTPjgV+lytlJlOp558FGGhx7NWEFJZThx6x+12W1xygRsDQ5ixkUgkrAnADpHJYyzjJjHnHsO9rF6vA7hRvLVaLZydnclnJp2lrMg91K8qjM2zi4oLKtH1/DfHh1bqmM/k169mWN6hPtDnOc7Og03XpA+CqTTX7TLlJPMcrhmHFH6xWEwqCoV5Dr/rEMwPxQpCjrNLInx9fe0h5I6zywek12idZI+4Dxdt8ol2u+1pf6lU2lPem9Cy1H3Bb06m02lPn7VaLaxWK1xfX7/SnBsRMX/A4ESnG4uu5Tsejz3u1dvtFtfX10J+SYAJLiZ0UyepSaVSQrKXy6UQPVqkST7T6bSQPWqbmA2exIquZhQKaV1jWbb5fI7JZIJ0Oo3pdCqJ7Jg5M5lMolQqiUs0/+fEZpk4cwFke5fLpRA213VRLpdRKBT26nVy4aUbu868rqFd5KlIoBYzk8nIZqjJnNboUzjjZ1q4V6uVZMWvVqvyHk1Xq0wmg1qtJsSFGyOToVHJookgta8cJ3S3188A3JS6Y79yPHDxYowYNyBavblJZDIZq3LBcRx0Oh1P1m1a/+fzucS469qhBBVH+no6nCGZTKJYLHpc/JjTgM/O8aHJrnZtopuiHkdU2pjvkp91wkOdudTPSq7bTXdh5lUwf+d7YVv9NpggYq1BpR2wE4opgJsxdyaBtAkV5salr8FkkOwP3V8sKZPNZj3xetpSpY/Xz3bMBn4bInFXKBaLIhyTAOh+5RqQzWatORQ0bmMx1/2nyZ2tPzl/j8Uhi/mhY24L5sYAbpIF+rUvLDGfzWbiuVGr1WQtGI/HUh4S2Hdv1jCrgrB8adiYbSp2wia48vvNj3ywH3RsrM2CdR/EnOFsNnIWdD+/Ekt+ZCgIfG7+zTwWfm0IK7Db5BANXVP90HjkuVqhWy6XJeTtww8/lONsZNumFNTPYyPTNMa47i6cYblcigxAdDoddLtd1Gq1vWvr57cpZg9Z1M0+0+3X74DyEOVFyr+mh1y9Xrc+v61/bG04tNea1w5SCgZB/04jEecl1xgmngVu5EbKjvF4fK90rX5WLVfdZYy3TYFv7jevCjbZHbAri4LCJV8WImL+gNHpdGSxIcHgZNxut6jX6ygWi7i6usJ4PJbSaYzp4mRPJpOyOGezWSmfFo/HpewFXcsbjQaWy6W4pHMTJ3kjKWKyL9fdlWij9ZZWaQqomtgwazrjw1kejVbVWq0mVj4KDo7j4Pz8HAA8ZeA0lsslrq+vxfrG61EhQK39bDaTzJyTyUS8DsyEILYFmoRbvwttSdaZb+lGxjJ07B/tEk2LMZOumdZXkkdt2dpsNuKiT0s3CSbDBNgXVLhsNht0u12MRiNPbfRsNuux9rHthNa4s78nkwmePHmCer0uFncb2OZcLifeGFTKmG69fgIEwVJ5dCksl8vyPgkKwDZruOvuytUsFgsZf+Zm5UfMqRDyE6j8LOY8j+9Xf2/bxHQIhB80kQ8S8sx3op/LJOY28PvJZLJnpchms3J9KodMYg7AN27LJtD4CTlhLCz3hWMJimmhsHnMlMvl0BbzUwiSviezJjMnxF3D1j499+7DOkKrMteWQ0RPr9t+/ek4jqwltCSnUilRJE4mExSLRbHScp5qJSawW3/8lLth3qVW0Om5HZaY2wRm/bcm5vP5XJ5Z15cO29ZDMOem3hePub4fobBZaW1t4L0SiQTOzs4kTEsnENXwU3SYsJFfPwVRMpmUmP2gMajBa6XTafH+Mj3AbOfbiLkeR36ElcpCei8OBgPxmMzn8+LmTplDV6nQ17cRf90/QftNkJVdu29ToW8SeIb8MYRQ94etL8x+9JtLftD7vkbYfUmTWnpEbLdbDxnneM1kMnj06BE6nY4YqohDa7vrulKK1lYr/VQc218vA37E3JYvwMxp8CqeISLmDxiMB+bgcd1d7Hin05GYI2AnJFcqFYxGI4nbXq/XePHiBYbDIdLpNLrdrmRh50LFxZbxyZPJRJLDkKy47s4llmSMxI+aZy4O2WwWjx8/FmtyPp+XWHYeu16v0e12MRgMxMVdExJuCMy+ytJndDuhVTyZTKLb7WK1WklG8Vwu5yHLmUzGY4HudrtIpVJ7yfOYDV7XSjffAf/nRNYbBn/XmcvZLr0x8DsSd3Oj0JsY/2bWZx1rxPvSM0IrMHhtKka46DOkQMfZ2eptagFD12El8aXLFRUOtmRzPA7YJQ+pVqsexRD7SSsJCNe1W8xJyLXQr+9pO0dfc7vdiksksLPosOQgFRbUvpvEnNesVCpIJpOeOEpz0dd/12q1vXAEjgGeqy39fq6vNoEqaDMJ2qD8jvVTdpmEczabieDGdYF5HmyKFhM2QdacB7aN1A93QSSCcOyGHUSojrnWsc9lKkKTyaSUkLxLmM9Abycqv3jMfbwX7alBJbBeK3UbeX/tDuqH1Wol6xuP0woshlLpfC4MFaFnCACcnZ155lGQhc6E6TGj83j4waY8PkSE+Jx0XY7FYh7r2n0IqrZYdvMZbAhLzG3QfaKJnd/5tnYF3edQLK8eA8zj4ndNc80wr23GFNvay99NLxKbTGGD6+4MIaPRyJNtXY8jVr/RbdFtP3T9MOPKJNy8F98n5aZyuYxarYZyuSxJ8hgil8/nRU4IS8z1/Xl80O/md+bed2jO+70/KveAfY8RPyVQ2PvoykCnwk8B+DJw6H6xWMwjQ+n5b4bHcTxQNnwVFv+ImD9gkNzpshnb7VY0m5PJROKbXXfntkwy5TiO1DQHbhZuCm50ja9UKjg/P5eEahRUKICwPnYsFsPTp08lPo0xyePxWEo4MJacbu8kgySRsVhMLKer1QrNZhOO40gbGb+qy4+1222kUilx2+bmww2Ese9MYkdrv04YxwnoujcJvPQiNRgMRJOuoRdonSyCEzsej2OxWKDb7SIej6PX63mukU6nUa/X8ejRI/n+8vIS2+1Wsn6bGzE3Ub7D4XAoWcfpmqzJYzabRbPZRKPRQDKZxGw2wx//8R/DdXcZW6vVqriVs18cx9nLNcB+0mg0Gh6XZXPjZz4C0yWdfUylQbVaFSJPcpxMJvcs3DaXO/N/re0kuKnRPb5QKEgGW70YM1lfNpv1ZIvn+AC8dT31As45OBwOkclk9vISmJaCeDy+57rMSgX6OWi1oDCkk3hpnCosa8WRht9GZ278lUoFmUxGNO9MPshx5Hd9G2yCi01BdYjQ3LeG+7ZCh153iLCE4pT7t9ttdLtdzOfze0u6psH2MdTJdV3PPnMfBI/3zGQyKJVKUq7PdP3W44dK7SAwp4eGbjcVvtxj6MlUKpVQKpUkWzFJGMO0wj77ZDIRa/xms0GtVrOSLL/+8COaOpSIx2QyGVQqFY8VVCsxhsOhNSdBGPi1x1Y2LozyRivEO52O5/jJZOIhMSa49/O9UFbQ4VeHiKRNWamfE7CTYX3tMMpUGzHfbDbo9XpiHdYKULPfgkhh0HfmM5F4U0HNJMM2IutnHffbs3T/aMIU5CFis5hr70T9PedePp9HsVi07s02ucFsk37vy+VSDF/0QtXPH+TdFpaYh1Fim4qZY/aGuybmNtz3XgxAvAWCwCpJhUIBL168kO+1AUSD7zAi5hGOBrPrXl9fYz6f46OPPsJoNJLY5FKpJESExJgkM51OS7ZrWsQLhQKy2SwePXqExWIhrlKlUgnPnj2TBY8EjpnLaRXhYqnjtMxBT0urLpnFBZUuR1woaQ2lWzvj2imgbLdb2SwoFNXrdcRiMVxeXko2bt6PG5kmD5x4vC8nIZNC9Ho9cSPS5U0I/TeJ5Ha7FYsia7PT8k7lg75WPp8X4Y+u6HRTNy2F4/EYpVIJ6XRarBrseypVisWipy56PB6X/83Fl+XwgBurBfueViAAUieUxFlvUhw7uVxO2k9viH6/Ly578XgcnU5H2mr2p9mvpVIJ8/ncYw0wM9WbC79pQaEQTiWEXyISWqFYPorKDY4zujwyuR7vy7FDQYVCLT1P/MaKDbrt/DuXy0k/6EoDZp9pJUEYS1rQvc1j/YRQ/qatFtvtFrlcTjL0AxDFG4/3Q1hiHvQctvbfF+5K6Ajr2n3K/agwpEXpPvvEbB/Xd3pI6XF01wKPVgBpsuc4DrrdrqzJVCDq+UNvLz4DlcFMuEaYc44klaQ5lUpJKFepVBLPstVqhVqt5oldBvZzjJjYbDbiPaZjnnVWfU1cqJA3549JQLQSmd8TzFJsJv9jwrFOp3MSMfeDtpjb2uwHvm9dGYYYjUa+xNx1XQlDYOjNbDbDaDTCcrncKxXGc45Zx/0s5jbyHWY9Y+6EWCyGfr+PbreLdruNer0uxg6ba65JjHXbzO8OKXIASNgZQ7C0QUjDz2J+iJhPp1OZP4eUHlou4rGc77oPKFtmMhkUi0WPYtL2zH6yiH4OAOKVCuyUd81m09MmbYU91WIeZr3nWnfbuOhDlQzCQD/ffe+9hBkO6AdWddFguCdhKpc0R3nZiIj5AwazpI/HY7FOkPRpIgdAiDSwi2ektXM8HsNxHMxmMzx69Eg2gFKphNlshvfff1/KYpGsM2EbY6M5OSjQMDMjra56wOfz+b2SLMlkUkphUTBIp9Mol8tSb3y5XEqiueVyKZs3FyZa5dPptCR56/V6Uv+7Wq2KZXc0GqFarYrbMS21Oi6a7ctms7KZ053dRhyoGac1JJFIYDKZCDEdDAaiJBiNRkK8q9WqaGC1sGRmTSVRnk6n6Ha7QnSLxaJk4i8Wi5K0iQSOn22bouu6kidAl0OLx+MivDBT9vX1tXg/6D7g31pjSysvN/zBYIAPPvhArEsULk0tr7kZFgoFFAoFSRbHe5VKJUynU3k3+vkOEUy/3+hGv1qtxALTaDQk7INJ7vQmS4UEY0gpBBxazP02XCZbZJ/TykgFARM6agHyWJgWCcKm0LCB88LsU/YdAIk1dBznqBjmIK3/IfdQjTDHuO6u3KPug2Qyea9lW8x2MTlmWMIdxsJmQicO43n3AWaL5h6hFbW5XE6Uv5wfd90OPT503DIVZYC3vBBrunPfIGKxmCS35DmEFvZ5LxPmvGA5Lq20ZUw6FX5Bihnm3KhUKrJuUonN/UgrT81+1ePZcRw0Gg0horq/KA/otut1Pkw1hCD4rcF8V5pchyEwep8GIOvvxcUFxuMx+v0+YrEYzs7OPAog7c3DZ3bdnafTsc/mN/94HRoETC8nvVeZ+6aJ+XwuZdEogzFh3mazEQWo67oiT9hgW1vDEnPz2XS2dtO4ogk4SzG6rmtViJuyE5MOAzjosact5qYix0bMbcqeIAWw37Pzufm+XNfdUwzxen6y4iEcQ8zNMXUbV/b7wH1bzNn38XgcrVbrqHP9jDvAq08AFxHzO8Cv/dqv4Zd+6ZdwcXGBH/mRH8Gv/uqv4vOf/7z12F//9V/Hv/23/xb/+3//bwDAZz/7Wfzjf/yPfY8PAjMwuq4r2sxisShJMICb+GGduZElF4CdRZVlz3QSDVqISRi52Ol4ZG0lpMaZmwgtrKa2lDGA3W5XEpPF43FZxBlnzVhjx3HEVYiWSQCyiPd6PbjuLokFY5wmkwk2m41Y7GOxmIfckywyBpD/qAVlqTQ+OzfA6+trPH782LNwalLJ2vFM5MRnZzZ5tkeXZFkul4jFYlLihcoHcyOlBo9tK5VK4n1Qr9eRSCTEMl8oFFAul6U/eT6vR4FhOBxKgj/GqtOdm/2cTCYlhIDKBQBSZs1GzHleo9HA1dWVp4SY4+zcyhgCoc/RMDdafS8mjaOygtfVx9qudUgLz3FL5QrjcG2WB74/xq0Vi8XQxNwPrK4AwJNZHrjJFgzs5qz2XNDtOaStDkvMbdc+1HaOGZ3R3sTrYjGnddG8/9nZ2UEL9jGCkx902aFTLOavGzGnO2G/30c6ncaHH36Id999V5TDJOZh3LBPgalgcxxH9gBgpwSp1WqSTJQw3dSpZNZeRESv18NgMJA8JGHcR3kd1hOezWaiEDaJjA2z2QzFYlHCkKhMGo1Ge/kW2FYmSWV/aIuSGTfOZ9b5LYhD6/JdwOzDMGsNsD+eM5kMOp0OZrMZ5vM5ZrMZHMfBeDz2lATV7tH0tEulUlLT2/TsMZXFh6z5QUTMlIUOxYUDN/lYGPa23W7Fm4NhV7QIm+t/WIt52D2D53Oc2Czm5vur1+tYLpdot9uB75VVSWKxm9KpDI/yawdwYzHXiiOTmPM4P+g2+xkJ9P98boZkuq7XG+nQXhx2DgX1F5/HZjGnp4/jOCiVSr7VH+6amL8Ki7nOLXKXSoCImD9w/PZv/zbefPNNvPXWW/jCF76Ab37zm/jSl76E7373u1YNzre+9S385E/+JH7sx34MmUwGv/iLv4g//+f/PP7P//k/ePLkyVH31knJSG4BCHkBvDFcuiQTy3kVi0WJL2EWdRJgLsCMIyYp7Ha7HtLKciM64Q6JpKktZqKcy8tLyW5LUtrpdJBIJETo4HUZG7xYLMTCweu77s7qS+t9uVwWYbRarUo8GUufbbdb5PN5fPKTn8TV1ZUkqprP5yIw0tpDpNNpSSCn3cv5XPyXyWTERY5ZeR3HEYUB+/iNN97AYrHAe++9Jx4PzAhO4cBGzLnhcGMuFouS9Izvjf1cKBTkeSmocMzQlX88HqNarYpliZsuk9+5riv9ycRejP/3czHXwottcXOcnTWdpNa2AZp/m4REf2d+No9luzlOm80mNHg+LZf0FqAm3IxV0/fhMePxWPqUYyqbzaLVasn1mTTRbOMh6GNtJYKO3fj1eNI41mJutk8rJLSAf8qz+ll1wl4vzDFmsjBaG1le8D5gtuuYZzJxSPBZr9fi6XTMeaeAgirXO5JxeuCMRiPxStLlnu4SWgCnsM4yksDNfqcJdT6f95A2rm9UjtoUCFwrTTdI/maSbRI9Xot7JglIJpPB+fl54BgwrX98TtPzQJf8so1hKkt1PKktNtm23ppE51j4jTuznbZ7EyxdZ9sntFW8UChImJ5t/HNv4r1ZApRKVr+2++05JvS81rJEEDE/BMoxWv7RbThEimxKJFst80PKa8qabJP+3hz7NtJu+8wEbawGZJZqtJFlk3D77WtaHjXbY1MGHSLmzIGUy+VEJtYlaE2Yfcu10XVdqYpjumJTARfkvZXNZjGfz8VDgu2nlx0xnU49a5wfKNMB8HCJ2+JlWsxPhW28RsT8geOXf/mX8TM/8zP46Z/+aQDAW2+9hd/93d/Fb/zGb+Bnf/Zn947/d//u33k+/6t/9a/wH/7Df8Dbb7+NL3/5y0fd23VdsRibCxLdnJkhlvGzBBejRCIh9TDb7baQUBJRHevN5G+DwUAmL8sibbdbEQR57fF4LGSdg56lWPiZGw2TstGKnEwmMZlMZGIwTpV1O9nOp0+fIhaLiWacSc7G47HHokrLNPuGz71eryUkIBaLoVwuo9lsSjz6YDCQZGDAzvLR6/VwcXGB0Wgk1kvG5dOiQqJGgdV0mdXeCaPRSEIOuIiahITJV66ursQlczqdikvkeDwWd0fgRnBjf3Oze/78OS4uLiSTOYkJ+3M4HIpLtXZtTKfTePLkiWTAZ1I37VIGQNz3SfJZ215b9ulGqpUrHM96bOuxyu9MochcOHUMuuu6onDg3xQgyuWyJx6TXhram8RUduj7shqAWTKs3+9jvV7jww8/lP7l2LmtVlpnzDcR1tJEhCHmYaxYuq90nO8pCCLmZjvDEMygY9jWXC6HQqEgcbUsH3nqdcNCW96OEdAPWewIrkH6POB+iLlOWNhsNtFqtZBOp2XtPTs7k++YdJHz0hYjTDBhZxhoMsT1ldfVVmLd16Z7bSqVQrvdxmQyEW8vXtumDDP7lMdpb5R0Oo1msylzl6FjuiqHucboZ+IxqVRKFNa8t+u6Yol03ZuEbvQYAHbKBz0fSVJsikx9jH4ujduOH9t8LhQKsv9xHbaBnnD6XE28eP18Pi/ecCYxp4KE+XJ4Dj0t/NrJ7w5ZA/Xvemz7veND85LfD4dDjEYjj9LbDMEwr2PbtxgOB9yMRdu+amsDcEN0GWplkvsgpY4fMWd7YrHYnlJX95vZDjMUwNYPfhZzs5/C7is6cSNlJhJzmwLfvA+P59yez+d76x+NCdls1uPeD0C8Jh1n59HHmHkdemMmvPSD/m21WsnaDOwS+5qeNYcQpFTT8FNinALuPXeduI79SdnclPPuGxExvwWWyyX+8A//EF/96lflu1gshi9+8Yv49re/Heoa0+lUksP4gUSZ0Aky+L3ebPXGQ02hzritj3OcnWsxS5vphG4UikisSDBdd2el1mWk6F5HYrPZbNDpdLBarVAqlcRirbVy1WrVsyEyER3j0AEIcTatl7Ruse0k83wGbsDcpOn6DEDKc11fXyMej0tNULZLt+ns7AzL5RKz2QzxeBx//Md/jOVyiV6v50nsRtd8rVWlRZhZ5NluYLeo65h1Ha/F96mPd91dnFalUpF6ujxeJwbSMfcUTLjh0arJ52OmUsdxRKnCOHC20XVdj5aeAiuJubZAzOdzdLtdSbC02WxweXkptU21QoJjKgwx131hWiMIUwjRpJ8WKp3kj2NMb0YAPMlhtIXKvAf7ytzw8/m8zM9YLCYabT0GwhBomzBD9zRTqDfbZ/bj1dWV5GwgDhHzQ+0yN1bdpkNug4d+O/RMBMNpTFD4NK1TdPsE9q3VDNvxI4nHPsuh4/X4PeY6YcgB4HXxpYI2KEkOE5jZhGdtZdagQtBUAGjyAHgVNfyOVTmCMB6PJXHpIeixx+SDvL625JfLZVm3TcGTuUAAeBK/mcTcz1rH9YKJJPV1dSkyKknNBGsmTHddc16sVis8f/5cPN+4V2ryql25gyy1fiTcnO9c+813xxKmfggar6VSSYh5EDg3S6WSPCP3WbOvdJ9psqKJuTnWDymDTfjNWz0W+/3+XrI8255yaD7rc7Rnhvm76UVBcPzpcTmbzSQBXti1SCsdAHjyDVGxvVgsJNfRMWsVsO9tpX9jOAgAUaAGEXOtWDevZb7rMBZzkmKWm2T4IH/zkxX0d7qvaeAA4NmbuJ7qZK82aPdtPjfXgDDQz8jxQdJ8WyOCbTwtFgsJeb1r3AUx1/1hKxP5MhER81uAJVnOzs4835+dneE73/lOqGv8nb/zd/D48WN88Ytf9D3mG9/4Br7+9a/vfa/d2XSG61hslwSNGxAJDRcPc4F48uQJyuUy0uk0rq+vhfCbWl4uRLTGc7Hbbrci1HIxprY4k8l4YsTpgkN3Olqj6SJOQZC/c5FhTBXrfk4mE3HpLhQKGA6HmM1m2Gw2uL6+Fld5ZrDVpbhIkhijTzdm3Z/sJ7rWj8djIXjc0DKZjGh7l8sl0um0ZLvnvQqFwp4VlwQ6n89LzCBLtrC2uJ/ml3Xlt9tdjfl8Po/VaoXRaCSlbviMDCWgVSKdTqPX66FUKokCRMeJcRx94hOfgOu64tLNzP70OqAigefwfff7fXz44YdSygWAuPbrkkJ8Ppu7EBUbjuPIs9D6t1gs8OLFCyyXSymlZxIscxNmO00Lg34fAEThYGauN+eAeR/WYtdz8v/9v/+HN954A+fn53JtaspPBfuF9zDhp63mnJhOpx7ro7l5h7WYmxsu/y8Wi5JU0ebqHgYmabZ9pz8zw7+J0Wjk8ZTQz0RXVdO6byvb5Ie72qTDxD+aCCvI8/dEIuHxALD1FxVqfmB8q4nJZGIlVFqBZq5jzC3B98M2mkmrut2uhEeFSchnErOzszMRcBl3zPXNzwqv94D5fC6J43TOFmDXX0zCFYvFZG3SbvR+7yes0gnwhq7ovSkej4urNrATpjmuU6mUuKuzokiY8eqn5LSBVVI0VquVb+IxDb9ra8WlrU06rIAVP/S55njj3s328nvudzZ3cD/Y2qU98JiVW+9n2WzWM265RwI3ygStzAh6RyTi3Iu4p+t2H7KYZ7NZMUgAu7BBPaaC7m8jqbz2aDQSuY/yGRUSjuPs5eTRMEkllVq2+7Oigh53yWTSmiRX95vuHz9i7ves+ju2wXEcj6JNu/VrD0O/ua3no95rKpWKnENPI5YmjsdvSqvy/vyf4LlMnHzoOTV0iB/Lat52jzPPZ44itvWYPe8QaFw7Fbb5n06ncX5+Ls/hV83nvhAR81eIX/iFX8Bv/dZv4Vvf+tZeXI3GV7/6Vbz55pvyeTgcSvkykm1qgDVR7vf7YgHUGxtd+yiochCu12t0Oh1xA9dwHEcshJ/61KcQi8Xw3nvviSWKVkImVKHSolKpoFgsSpz1eDwWrRwXl0KhIPViSWJouaYAx42OZJieBoz3mU6nmM/nUrecbaa2nHHqJM+ANy5qMBiI8oLWFMaqMaEdiRHLggGQxGm0JBQKBdRqNSnfRkGKoBJCa1q5APOzXrg0MdfCNrPgZzIZaQ9JKMdCPp/HdDpFpVLxJP/js9Atnt4A9GKgh4MmQ7y+JsO6fcwWzHYzMcp2u0WtVsPFxQX6/b6QVX2sjsFj3gE+G7Db/OnSpZVM2krLxbXX60l4BzXSTKq2Xq/lWQFI0sPNZoNcLodWq4VGo4FOpyMllsw54EdQiXQ6jUaj4VnIzZi8YyzmhCZOOjbfRp4PXdNmbTnW+msT0CiUhbGKB/0WRF74mWSJSkgNep9QQcas2FoQMgV5zsf7tJib54a1Utmg3ZptGAwGEsZien6YIGHQgi5wU/YxqJwXcJOFn2u7zQLHz/F4HKVSyePtYItpZL1vto3H+VlGTMUN9yXgRjl3CAy/YRLTXq8naw7H2Ha7Rb/flz3CcXYZ0lmmtFwue9Zas99ta6efEKyVR1qZzvWsXC6j2+2K0o9hVdqb6hjCbUITNv0/3ztz0oRROh4S9HO5nHjV2dqpY0n1/bnPaWLGdnOsaI8O3acmMbf11Xa7X46JNZHz+TyeP38ux+ucItxPmPvGdV1xh6USRa+VQUSR44jHkJzaXO+DSLZZa1uPqaC1yFSQADcVJTKZjFjHqQTkvODY0P0ctDaYa7luCxM5DodDz1rBfdFMAquVg35kXx8fZDHnZ8o/9CRkm/l7kCJbP79+Jl7DpmThmGeZWhrabM+jXdn5zIfKY4Z952FhMw4Mh0PZE9iuarV6tJv8qwD79OrqSsrkvixExPwWaDQaiMfjEjNLXF5eCgHxwz/9p/8Uv/ALv4D/9J/+E/7Mn/kzgcdqMqmhJ7BeuLkY6olHYk5ClM/npT5yq9XC+fk53nnnHc/Gxg1hvV57LLFaEdBsNoUsUwiMxWKS5IbHcTPRtWTj8bjUgr2+vpaNVhNxJspwHMczmblIMoEGre+sVZnP53FxcSFx6tVqVTLXa5d8gqSQi8jTp0+RTCZRr9dxeXmJeDyO8XgsSYToGk3N8Gq1Qq/XE8LAvmD5K4Ju7/1+X2LwtbbV5man3wffTzKZlFhwvn8zEYbjOCKoaTIXi93EX3LD4fOYhFlbF3gM3zE12JlMBplMBrVaDa67qxBQrVbxve99T45bLBZSyo4bsM1dn8oPMws5AM9GYxM86WJJQs7EKsxO/+LFCxnDwE5JxGz0FJZ0+SKbZUK/ExtMCy8FCk0wtKDvB84nXo9xTpPJZM/Nyrz3MdY6v8+HBA19reVyKYIRcLpbmZ8wM5lMMBwOPVYFCrys865BosfkXvo9EyYxP8ZiTk8dTWQdx0GxWAx8dlMZYpLJMKDAdcgNnKSWliyOY+ZG0OBawPWE4LE2KzvgdZencpTfm0k/zTGplQo2QTOVSokCltcFgFarZe1jm8XM7xg/cF3jXso1UysEuKdpTwRNStLptCcTvvlsxxBlm+CuFb2bzQbZbBaXl5eePd28tt/708eFaddqtUK73RaPpj/9p/80AEjCS4LeaBpMQEpFsBkewWSlqVRqLyEdK8EAXmLOUqPAjXKJc991d+UuNWln27TnloY+LpFIiEcZ50Qul9uLc+e9Sd71Ncw1JRaLSUiddqk3zzPbxPwXy+UStVpNStnakmzavI1s0OM86BzXdcXayUTBVGBVKhUkEglMp1PUajXZs2u1GjqdjoTPaAW7qeSgfAfs5GlzjdSgFyffHT0r9bHac9RcX219HIaYcy+kDGuzVB9aI3msVpLakrnaPq9WK0mQDNjjv7XFnIluKYP7tU2HfGp5yvzuGOhzTNnWlnz3dYApawfJQi8LETG/BVKpFD772c/i7bffxo//+I8D2A3Mt99+G1/5yld8z/sn/+Sf4B/9o3+E//gf/yM+97nPnXx/TaD0wkLybLr12Nw36XZ0dXWF6XTqsV7Q6knBnBZYZkvnItlsNoUs0pJDgTCRSEh9W9d1xSWdhI+LMWt8091qPB6j1WpJ7PhisUChUJD4JcdxZPOkVZuxP3xWCqC0oG23W9lM2F90/et2uyK4kpCyH1KplDwzsFv8i8UiLi4upJQY3RkpuHEik9yR0NNln4IGLVKO46BarYpSwbSsaMUK22Au+pqYazc1fme6resFmII8PSZ4jCZnJmEfDofo9/sSmsDM1vQmoIDW6XSQz+cRi8UkARzjznk9vifdFxS86JI5HA4lFp7CMBMRNptNTw4FuvtTMcM8BVrBwwR3mgBrF0cqfMzNW/9tLuI6ltF1d8mZxuOxJ1aM3g5BGAwGnrq0jM3KZrPWRCRhyJ0WVPzczalsYXgEAI8bs83SoNcVJoPUxwdt8LbxZW6Co9FIykxxrZjP5yiVSoH1cQlbyISfxZzrWlB/6vXMJMhh3HmJMGTSRKVSOUjKgZuxWywWUSgUPGPcZkG2xVz7vQ/CFkbC420WJQ1b3LmGznnC5yFJsRHzoLCAsIoP9hk9BRjfTku09oJqtVpSZWE0GknOkEqlsuc1oBH2O/1M5pqiydx2u5V3nE6nJecL10GbkuQQ/Kyv3HdJUHS8PNviOA6ur6/3nokJragkJoHToHKU96f3k4ZfgjY9Fpk0kPlTNLiGHkr0BtwkYqV3x3A4lJA5Ph/jnhn2ZbpPs218b5VKReQZykDsPxsoCy2XS4xGI2SzWZG7SqWSrFV+lls/kJiTnOlzhsMhVquVlJT88MMP4bquJAleLpe4vLyE67p774zt0J6NruuK3GauMSwhq8+1vReOY8e58RLUITbtdlsML+122+MhdYrF3AQ9G7W3qW6znyLbBJV/vKZfiJ3+31QE0TtGQ7fj+voa2WxWjER+HkN6TlJ2pDw3m82sFQoOwZz7zWZTclHddYK2l4VTFBS3xcPsqdcIb775Jn7qp34Kn/vc5/D5z38e3/zmNzGZTCRL+5e//GU8efIE3/jGNwAAv/iLv4ivfe1r+M3f/E183/d9n9RqLBQKsqmGhem2QzcbugJz8k6nU0/tVNOazqQWJNQsW7FcLhGPx8UVOZfLCVmlpRi40SDqrNck5bRAkjjOZjOUy2WxZjGJBklILBYTV0LX9ZYOIzlmkjla2zVp3W63EjvearWEZF5dXSEWi2EwGODRo0fI5XJoNBqo1+tSMozPzKRo1JiXy2UMh0P0ej0hmCyVoTdfWo8bjYZYbtlHrKObSqVQqVTE4kZ3aq3pZXZ8ClZ8vyZh4ILrOLucAOPxWJK3kcBQINDX4vtfrVYiaOhs+iyJRsHL1Eaz3JnpIsv8BPydG+l8PveMHZ2YkH0H3JT60K5wHK/c2JnFlH3GTYRxe9y4M5mMWKu5GVIIqdVqmM/noq1nfDzHWL/fl88UJHX4g/7fjwSyLCATFOqN1Iw/tEEL1LqPTDe3YyzmWni1KRlc15X5QgsNAKlY4Pf8WvmjifL19TXa7faeO3Kz2ZRwjE6nA8fZxerrZ9MJm3gPznta59frNdrttsw79vF4PJYxx3sCNwKOzUJkWpCCEujwOnQn3m63HmsQxxuTRPJ+9HgAdq6XplAbBolEItQ+wTWQij4A4l1kgxmHrscI1w2bJQHwxojyfBup1OB8BG6smCb0c3Y6HY9LpMYhK+GheaGvw7WJCjmGHnEvDHMfKkX1Hqmfg/OKSga9V2vorPJ8B6bFnHukTm5K6DXPD0F9Y35HIqHP5V6v85nwPL3G0XuMzxkUXsDSqPo5+F5yuZwQY52gj8ke2Td+dY2DFDhB44P5ariuc38nzPFrI8s2Ze4hYk5lFMcIc8zofdw2Vw9Br3f6HB1iQuUwP9sStcZiMY/nEP/P5XISr8wyd9vtFuVyGefn56Kw1209lDyQ6xLd5fV4ojymE/XqcWi6dZv7t9/+RtDIQ4OTeb6piLPNK71Xsj9txNxcT83z/N4v3d2B4yqj2GSBu0IsFkOpVPJtj63PXiWC9rmXiYiY3xI/8RM/gevra3zta1/DxcUFPvOZz+D3fu/3JCHc+++/75l4/+Jf/Assl0v81b/6Vz3X+fmf/3n8/b//94+6d6/Xw3w+92xyNiGK2bm5OVJwoOtirVZDrVZDPp/HZDJBr9eT+DHGgOtYdW6M/KetDDyeMYfpdBq1Wg3pdBrvvfcettubJHS0kPJ8xjHTFScej6PRaEiptGq1KjHnJJKMceIiR8GHscWZTEYy0tPKrPsrFtslc+PG5zi7pGP9ft9DxhqNhgjcJKtaCUEilc/npV4vk4UA8JBjEkxuNiyNwU2F7ueNRsNDynl/ehVo90Fq4IGdYMPkRZlMxuMmzw2dwrOOzWIb6Xqu3Xy1pSoej6NcLgtJTqfT4r6vhTS6/PO5zSQ9JjHXHgnsd96P44bucnTZfPHiBbbbLc7OzsR6Q5Khxyf76MWLF+j3++IO/OLFC7iui0KhgHw+L0SebvCO42A2m0mOhEOLNDeg+XwueReogKKAZZYwsoHhMbyfSajMz6Z1wfb3IYu5Fko2m42Mg1wuh0QiIdnOGbfN+WITMDhHzTZy/pGY8360ZBH9fh/1el0sNfP5XDKMa2GU4Qkk/MCu70ejkVjkzHHmp6DgONdKARt4fjabFdJLzwzGnJpeNnxOc/z4kbLbwqY40lmE/TAajcTriRZhXs8UWEyLuRZuTQHRfO5+vy/CrnZV9gMtObaavH7v00QYYk4S6LouisWiRxnIcXvouhxHtuzDuoQXFQ167bYhkUig0+mg0+kgnU7j8ePH0l7tCcHPWqHF7/VnG/wEZL/1g4pZPi+V+1x76R1FULlnutjaCLJWJvFaBOfTarXyKPx0npQgmMok83lt0Ht9Npv1lPcyFaV+a6xtjHIv1u2ytZeEtFgsolarSXZrvgMd6nBISUXwHNNlWe/PXI/puXZ2diYladkf1WrV49XA/qcHCeeSNp7oftNrYpDFnGPbPNcE95R0Oi3rF8MMzX7V9zikvNPZ081+NM8z37H+Xo/5Q54Cel019xEbqtWqyJWVSgX9fj/QfZyJebX3CjkAQ0KPBWVL4uzszHdOXl9fe2QEGtpOARX3m80GhULhqDrst9kz7gsRMb8DfOUrX/F1Xf/Wt77l+fzuu+/e2X0ZU6uJDF3tqKVk9nQA4vbNxZLElpOTLkJnZ2dCKoAbjT3P7fV6IqToRYXxvFowmc1m4lLDe9LytVqt8N577+Hx48eS3ZMWAcazPX78WIjYJz7xCbzzzjuSPE1r0rWlQ5cIS6fTYhFlWbXr62txA+NCQnI/n8/FLb5SqUj22+12i3q9Ltnd33//fVxfX8sGxPZoK4heoHU/UWBzHMfjysX4a5J0vbjrjY3EW9eDpJt6tVoVF28A0gdXV1eYTCZot9sAdpsCNck6hpJjg4nsisUilsslOp0O5vO5ZHOlKxn7XrvJx+NxT915CmUkcuwPP2JuCvM6mVIikfAk9dpudyEL77//Pj7xiU9I/1BgJemj4M92sf+5+bRaLTx58kTe83Q6lZJqNosTn9lc1HXbKSiGLfmkYVof2Rf06mBfaQEjyEKk+9fPYt5oNNDv9z3WJy0QUZg2/6eLok2gj8VioqTkmOQzMWyC61CxWBRFm47TpYuiWfKNVR+Wy6WUROTc0M+rrbZUuLBtGpqY+0ELklrg4DpD6PlbLBYlQSPDA+g1ZArwd4VTBQpt9ef41kpB2z1MC4+tj8z26ESIOsuxH7g+2cgur+WndAhrieGaqMcyY58ZSmKSXtt9qtWq1QOASm2Ca2+lUvH1oOH6qr2aeA0qf6kIdd1dPLB5rTAWc9t3Nos5Pcu0BZJ9wjwO9IIplUoiaNuUrFoxERbms3DfNQkqw01MaC8EG2wKKH1fljilx91gMBClnFZImWusTVFGAtXpdKwhSq7revK4mJZa7Z1gI7pB4Pnsf4YLUcmSTqclLIdrPxW2z58/R7vdRqVSsa6hAKT6AeUn7ZGp26vX2kOu7Nvt1tcTgusH+50yGWD3LjtEzPl/sVhEKpWSEESt9DfPO2QxB+xZ2W0Wcz1+wlpw9bUP5S7QsPXnXRFSv7WXoQEa3MdPAT1GiWNCyoIQEfMIR4ObthaeKFjSVZcZzheLhViMN5tdSTEurHryJJNJSZSms3xPJhNx4a7X6xJvxsWKZE4TR4IKBG7stGZPJhN88MEHcF0Xl5eX6Ha7QuB1Ih1qz0m+R6MRyuWyx62IFs9Hjx5JabNkMikJ4Li56QRFdEsHdq5wrVZL4ruptScBnM/nqFQqorSgixddS6nYYD1PU1jlewIgi3w6nZa4+kKhIO7YhCZf2tqtY8j/+I//GPH4ruTbdDrFcDiU95xIJJDL5fDBBx+IguTy8hKbzQaNRkPuWa1W0el0MBqNZONjTXnmDdD1MRlLz4VQl87T75xud8xgq8eajZibQpMWOrQQAtyU1+E1eS4Fa+1+zeehAAIA5+fnkqyr2+1KORm+F3qWmBtuo9FArVaTcRS0aTI55CkwlTL8LpVKWRMQmefY2qOvw5hilhIkqHCg8ovu2lTEMFyCQhIFbVOgtSkMtLBAl1CuMUwgVK1WxQvCdA80XWk5h+PxXelBuq+b/aDP0Yk6zXdjExZN+AneLDfpOI5YZ3RWXSpptMvnqWPjGIQlpYRpPdNCud+xpgBJ4gX4C4js63q9jkePHh0k5vTssb2bsMT8kJClk4rF43F0Oh0JByAx9yNY5rPZch9wnSFYjYN7hx/M3CB8J91uV9Yztr3X63kIEEMtzDaTgAX1jY3kUeGof+N6S2GbYRT9fl+SNmowr8d8PpfY7FPBeWQSEnrJ+eFYi7nef/U1/NYMU67i+mhaU5PJpCdXgcZ2u5WEtNqTQz+nOR5tFnN65WlyT6U2DQMmIeX1KXvpNYDHU94DIMYLXo9GGXqaMKRLlxTT97O9B91+7TlgU6pkMhk0m03U6/W96hI2+I05sx8o8wLweJva2mybZzQMANhbR20x8DSqsSSauX/6rcX6/oe8CsxntSnpT8UxSlBg19ZisSihq6fCVnnhGFB+tSlS+PvLRETMHzCovWZptA8++ECE9tFohHa7LaVpUqkUxuOxxHOTgJl1bgFIubTBYIBPfvKTnsUqn89jOBxiPB5LbWQuFnT9NbWXjAVj/FKhUEAulxNBm3Vh1+s1isUiHj16hNlsJrGo+Xwe4/HYY9ndbHYZaTlhzHg8YCcA1Ot1saxpS2q1WhUXdm4cAMR1XrtOa4twp9NBv99Hu90WMsdYdFrjNInVRJT9QQsun4cWQZJpkk7Gu3PB0OSHBI3a+u12i263KxtJtVqVZH08j/fhRmFawrSb/GKxkLJAtNQwUR810ly0MpmMCBWaKFNoyufzHhdkQmdcZk1kLVTaCKZe0Ov1OlqtFlKpFOr1urh4cuxmMhnpm3fffVfmAxUGVGIxtwHHBpUoJpFdr9colUrS9zZQwNaKGBLddDodOgGKVlrYNlybxdzsK/NvU6BoNBqee263W/R6PfT7fRl/2+0uVpY5ApjhnmuP3tBM0my2Sz+T7l/9POx/WtT09Uzhl/fUigVd6tG0xvCZOMcYl6ivx3hnG1HSbTYFb90OEnPtuWO71jGgp0fY82z9HwYmMbcJ/OY99PpBS3tYYh7WY8DME6BxiJgTq9UqsOwNlURcQ8/Pz+E4jnh1aCHb1uZDfX1MKT4N3fcU3EmAmQiKlkm2gcK9zoOiUavV0Ov1UK1WPQoH23PoccA1SM+FfD4vSk2GkXF95L5ETxfOb23h0hU4gkCix37g/DIV1wT3VhOO43hc5W0EWkML7Fq+0GOXxwSFVdgsoNyLbPNrs9mIhx7/N4lCkMWcx0wmE8xmM1xdXYkHyGw2k7WS8gLdoOntwDK2vGY2m8WjR48krILPyDAT4KaE3Xq9Fg8pxpmzbKvZBxxfZn+Zz8S2+a0p8Xjco1A3+91G/Mx3Qo8P7dWoz7V91oYxfsffGRrEftCweW/w2EqlIlUWOp2OPF8QMbdZ4MMQc1t/3LfFXIfBHHtPGoY0dN/epZX71H30toiI+QMGs2bSBYmuzRSeJ5MJnjx5gk6ng0KhgNlshlwuh16vJ5kSy+Xy3sbNhbJSqeyVIuLG2+/3sVwucXFxgWq1KuSDC9FsNhOX1GQyKZtPqVTC2dmZkOpcLidkv1wuo1gsotPpiPDMCazJNpNJlMtlsWbTWsbPrutK4i5q87PZLMrlshBq4MaaCkDqpDPJi3adcl1Xnq3dbos7f6VSkf8nk4lYYM3ETnpis2QcLZG6hNt2e5NBnAoVXT6GG0GlUvFYmvne2UZaMoGd4MMSG9PpVNwdNaHidQuFgse6R+03AEmKR4s7te8UrPr9PgaDgSycJHKMPaQSgK6YrutKDXg+ZyKRwJMnTwDcuE5qwUu7UdMywzHL/qHSh89O64Dui2az6UkyyPvRCsx+1f3NPtDj0VywKeRQUHVdV2JpjykXojcrveFy3AYlf9Pws5jbQCsTx4SeB9q1XN9PCyE25YBpYdLXMAkHQVdZM6aXZRsp9JNkp1IpycY7nU49ORUIKtdIzM7Pzz1CEwDxOOn1enslMFmrW4dBkMgT2hpkc/U91TLBcm/MOxEGpwonfNc69IP9rEnOdrv11GV2nJ27N8N7zFrLJvHQ6+IxxNxGbm2WJw2tqNGl1/xguttSkauFdZ2YLmxfm2tSWIFUk63NZoPBYCDjy3V3GeL/1J/6U7IG9no9CVnSc0iPOVpq6U3murukoyT77XYbsVhMlK7sNwrSet4DN+sicFOD3g/ZbFb26FgsJuFXYfqP69P19bUo12hsYE4Tbck35ZdDsL0LP7KtFaV6PdbHsZ+oNNG/8Vi/WF56GtJ7j9UogH2Fl55D5lzjZ+Y30B52i8UCH330Eer1uidRKtc27WVpU1rQ8wGAhEQCN7KCVnYBN2s720UPykPEXFv1g6zBQUoWm8JaW6P5vba++hFz4EYBOxgMsN1uxeWdY1Qr7yn30KORBhr2CcF7M5RSK8AOuafrdfAYsntIbjgGYfc1m4I7zD0ZVnlfMNtgm18vAxExf8CYz+eIxWKy2CYSCXziE59AMplENpsVa/jjx4/Rbrc9lm0dI+43GLW1hH/ThZ0lRxKJBK6urqSMFeOkuQDT+srkcvF4XErPUEDhJs6NiLHqdFt33Ru3b5JtKh9YU5hl2Pg3NeoUNvTGkE6nJeEOhWgAcg+6ig+HQ+RyOYmh5QY0m82kvBjPYZwgLXM2VzkKL9zEa7WaR3vfbrfFak5XX73J0oLuOLuSJt/73vfEC6JUKuHi4sLjGpxOp9FsNlEqlTyJsEhsNTFnHHSz2UShUBBLjCl86Q260Wig0+mIVXUwGMh5VDBot35apQeDAfr9Ps7OzpBMJtHr9WQzo2DAxIaZTAaXl5cepQjHfSKRkERVPFffj2OZnh2JRAJPnz7Fpz/9aVQqFamIoAV308VYu9Hb4kBtGxETJ5pW3iAXaROaxJrWZGA3D3W8rSnw6ecnDhFz7dpaq9UQj8dxdXW151KuhU8KDn5CkI2MagULrQC6b7RXjBZGtttdyTwSQgrjzFZMRaDN4yKXy8na5EcGtbXFjGVerVaS+4HPen197RHiaGXiGquTH94GXB9t8dV+OEXTz/HBeQzceHvQY4TYbDZS/YMCqLaucd6wbI9t/DQaDZydnYVqo0nwF4uFrPNaaWtDJpNBpVIJNf9sCfIcx9mrrGBTAgQ9h26nmZMjDDGnYkQrUV33puKG9ibj2njInVu3WXs5sK2c13q+6+Rufl4UNpJl7iPMO3EMtFVTkxWONe7t3KePEaZNRYOt7SYhdBxnTwloWlJ5XTPMRh/rB/O+JLGAN8Gp+Qx6vwBu+ovntlotrNdr9Ho9DIdDXF1dyfghGacsZpJjs8+Am3n3+PFjTw4QJolj9Q2WvCQ6nQ7a7bbk9KGigPusvrdWTpsyq59y2m8s6nM0MWfJVRqV+L3tXQAQAwMNEZxvVMprK65WfFC+o+ynxxDlt2az6ZG/zf6wwUbMgxC0R98VgmQN4Hhirs+zJU3lHnRKO23nnbKP3gUiYv6A0W63JW42m816yCEX2nK5LAmSksmkp4wQteUU8h1n58JkuuToBYJualw4dH1yCvZ6YaLlVFs4C4WCkP3nz5/L74xrJzmjxVjHkpfLZVlAuQhystJ6RvLIY5bLJcrlMgqFgpDNdrstbdCTj0IQLe39fl82A1qZ6Tq4XC5xdXWFXC6HR48eidXbjIXl4l4ul0VhQEGL7sDAjUCky5JpbSo10NS+chGvVCqoVqtCXvke6Uaua81SEcE+0os+lR48jpYvunxrV2Adx8Vn4nkUzJkRnuRNx7Ntt1tcXV2J9UmHDlCbTPdvvcFqayuVPvyfSQZp5WMMNQlZoVBAvV4X0sn2a9dMtp2f+e5NoSRowWYf8DlJGM363kGLvZ5zWgjVpFNbe/2udQwx1wm5OA610oPX0G3XzxqWmJvPpAVtfsf2aJJELx8teDMfQC6Xk5h1bZEh8vm8xIDHYjGcn59b+6DVankIynq9xnA4lMSH9M7hWGWMfiaTESUZ6+jW63VP+28jALGufNhss8zgfQox5/PrvBnse90e5o3g9zqumesB449tgnSYLPGEVtYA2CtXpb1JbDg1qZAf/IiBH/Tc05b4MOC5zAlDz7DhcCjKD3NscWyS7AAQzzGzfjjgrYihQ5boJcJylZznNoU++yLMunYKTEsz53E8HsdoNNojvqfcy/ZMJjHS0CEWNvLKzP4AJMFl2GR3XFdLpRJKpZKHrNG4YM4BvZay9nqv18NisRCDSK1Wk/2DeXL4vuluXiqV9q7fbrdRLBbRbrclvGm73Yo3nq1iAt8T93T9jvg95YfJZIJutyshJJqI6nAVvefY7mf2H/9RGcEycJRJzXHCtcRxHAm303ujRrlcFhmJcgI9IPR4qdfrkgzRdV0MBgORxaisYF/rpMr6GQ9ZzI91Dw/qv1PIrT7/EGwWc5uiz4Q2opkJ3vQadRegQgmIiHmEIzCbzSQpDcsL5XI5cakBIAtGt9vFer1GuVyW45joTC9eOmssyQkXbVo1SUCZyIZaxlKpJG5pmuTphHS0MKfTaY8gSHdu1gily7nOMkvBmIvz9fU1CoUCNpsNSqUSGo0GSqWSlFDiRuU4jiSaYSZyW1ZI9gHriwO7RVK7mukF+r333pM4OSoWSJj5rCS81A6zb+j6pC1M/DubzXos/Gb7gF3WWbrQ/+AP/iDeeOMNpFIpDIdD6S/TMtjtdtHr9STJG+t/k8xoQkqPgHw+L5YZWrH5rhKJhChJ+v2+WP5pneJzxGIx2Qj5fmn9qVQqIrgMBgOxOHJcMjadGudKpYJ6vY5msynEdDqdotvt4vnz58hms3jx4gVGoxHOzs4k+SHL5mmrs+nVQOFKW8MGgwGazaYvMbdBL+KM1Qd28/UTn/gEhsOhKLf8iAnHLschlVQAJCnieDyWHBPL5VKsm9rqQCUF28X5a7O+6lr2gLdmq7Ze81raIsQxbPYPr0WFHmOltaCls8zz2XkNXodCLUNH2J+sCV+pVDAej8XDxvaOwmi/tfKEis92u43JZCJuiLqN2+1WxiwTcvF3KsZsOHajn81m8o7DwOzTMNB7AXATO2wrn6OTX9JdWNcS1nMc8J8vYftBEyAdE82kn3fhmeCHIIvboeMIW/xn0LXM37XCMBaLecqXmgIqLfxUiHCu0QpKpaVus/YWMpMUUpHMtYbnBQnSpkfBXQjLJmnQa5B5DHB3FnM/Yq73ErZLW1a1spdgfp7xeOxRrtswn8/R7XYxGAxE+cDnY1w3k6wBu/2dCkO+s81mI+FizWZTKkQAwLNnz5DNZuG67l7MfT6f98hAACSvAf/pWN8gpZhJvOr1upST1Ip/LQNp2UV7jdmsweZ747tkONJqtUK325VwFK7RvF5Q2IW5T5rjOp/Py9pM6P2A59ALkXOSsgvzHGloS7BNoecHmxUaOE1Zdsp8ZSiYDl/wu/epruxBSrLbKBVs52qX+YiYRwiNarWKbDYria5ozdSlwOhuTQsDrdaM/2Vd4kwmI8TLtAZozSZwM+G4SFLYz+VyqNVqSCaTkiSL5KLX60ksPBO6lUolfO9734PjOFJTnQSXVmkmLJtOpyKQ0WLA+zJ+WW8mXAyZUZcbuI5dN12++D/buNlsUC6XRfBk7VR6IazXa4l1KxQKQsDoYkk32/fff18WZS7a/J3PockordUm+B6m0ynG47EoTRgHxnfC90NCzJrk3Ky1xpoKCuYCIJFlFnsAokBg3/HdAJCQAhIkrWzhOYVCAd1uF47jSGhBtVpFq9VCvV5Ht9uVWDoez6Rzk8lEYuZJnjkuGa5BDfNsNsN2uxXlD60V6/VaEghqImxazGezmbjZ0+tjtVpJzLoWvGj1tVlJXNeV+HVdwoOWfX43HA6t1itgJ0R3u12Zq0zIRuvVeDwW7wm2hf2l3dy73e6ecME+MaHjIPX8ZttJ0v0IbpDFnIIox5a2mvL65nVModZ2T/2dvlaYEB0bttubTMj0IuK4YwlB7cXD/q9UKlJikpapZrPpWwbrWLB/tAeMHzabDa6urjxZk8Pew89d1S9uVV9fz63pdCqJoIDg+M4w0NYiegPwnocyMN83wo4rYF9o1ueHub5JBm1Ehcecn5971h9eRytsTGJuto8KtWKx6MmV4Edk9Xqox0jQemmSaz/YnlOfG2atOAS/ZwLsZMC06upjt9utx6uJClTtxRUUnsJKIsw3o0k8r6H3GF3Glp48lMtoDTc9R7hva2LOvY8olUpwHEfyBOlxdCi/A+BPmEzZ0RYqwM82a7DfvXQ4g74PZV8qHClzhoXj7Nex1//bnhm4WRcTiQRqtZp4sgA7jwrTQKArNxxDYP3ehR85tq1bpxJQhjNqJYXj7BJn2nIohH2ffucd6vO7RkTMI4TG+fk5XNcVN0u6MdHFk2QQ2JGA7XbrWXQdZ5dRk8ScSSxevHghmnIKWADEHZnW5+l0KtckGWCGa37PeBrGRusY0Hg8Lm5VpVJJlAdcSEig6YZK8FhgF8c0HA7FussEG5VKBY1GQ7LHa8uejr8zFQwkfOwfarW58HADYxwfrd9aCGbsJd2WuPiThJNQ64R9wI3GncmUTAFmNpsJEWUtb8ZO60VZayqZ8IiJcujO3Ww20e12Pdlz4/G4x81rPp/j7OxMksZx86SiRNc8ZkIiLsZUHNDaTO8BuuMyGy37QW82tAJdX19L3/K5zKRa1WpVLEbNZhPz+Vzc0GKxmLgdcwxpIqwJHd8/tfeNRkO8QsbjMdrttpTFSyQSohlerVZ75KvT6ci71ooiHV8PwENcTDDhn5n4jUSEHim8NvvQtHjxdw3zd2AnBLImL9cIjnEAntg5vdFrq1AQMec7pGssx3atVpO1ibBZzMMIFqZgdwoxZ7ZigqE9nU4HrntTSk+HFWy3W0/JKwrcQUTh2I2e/cN4+iBo5dEx1gOSJ5Id7iUAZB6Z7TFDdsrlsoxd/bt+v6cQcypv2a+mUvU+cRcWpeVyieFw6PGqChuWoJWunJf83kZq+ZnKeoJ9ZlPK6TXVJOa8pg6J8yPm7XYb7XZbynMCuzEwHo8xmUyQy+U8Xnn8vdlsHlSwmMREE3PeL5FIyPylbBQG/X5flBPmezFLY/L+XP+1XKTXQfY9lc3MQcG9MJPJ+CpmeV9akqvVqudYesdp0DuKewWr3wCQBLwmSGTN8n6m8oaJcSlbcn89hpibyjyTkJrrtw750IpcyrZ+6zxlSqLb7UroYiwWkzK49Xrdt81h4BeSYs5JPZ64R1COZN4lG2goM69pm3dU1APHx5ibbff7LQh6fad3AOdEEDF/XSzmhN+5ETGPEBp0E3YcR1y6U6mUJBW7vLzcE9RJ1rRgTTLKbKokshTWmQSErpp0JyQ5p2aWVklaWLWFjW0l+aFwTrJBlEolcVGNx29qJGthNB7f1Uh13Z1LUK/XQyqVQrvdxnA4FC0zLV48jpO6Wq2KcKc3eU06ms2mlJ7bbDYSNsCyJUwURQUGlQqMi2U9eLrYX15eYrvdigDhuruM5CyBwvuTINtcYPlc3FzoPQDcJO7iJsBkRVTYMCacfULrOO9LwklS0e/3kclkMJlMPFplWud1YiFaa9l3dI1neRu6wTJWlYlW+E712AR2io3BYIBqtYpKpQLX3bm00+2OwrnOFs/j2K+tVgvJZBK5XE5i4XRiOJLmXq+HyWSCZ8+eIZPJIJfLSahFLBZDu93Ghx9+CABSPk4LJXpskpjwOSjAUJBlJQNutux3G7gR12o1aTNrqGcymT3X8kajgeVyKaV1dO1g06WZQqIGlQl0N+e6ol3Z/drIcU8vFPYtcwpwLFDA01YBrfQjNJkL2mTN37S7M9eOoOPN3ziOuY5yrjN/BpV6fHatUNIkNoyAcCoxD+Oey/GpPaQ0/ARBEnNtndZ9ahsD5rW4PpjtdV3XkymcHjR+oRxmRm0SQ60M1Nc/FWasug2aZBLcG/g382HYniOR2FXqYOnKWCyGyWQiGfaDLGAcxxxfeq/QSmUNvbfrsDZ6lmliri3mwH5/6mRj6XRaYjt7vZ7Vi4LvxyRdtr/1eZ1Ox1ohxmwLw3WYPZ6K1OFw6EnsCkD2ujCgJZtx+Gb72Af8jfGn2lX8O9/5joS9cB0GbnI10ADCfjpUv36z2UjYks54DkCU7HrsUOlD6PATm2U4qG/M95BKpVCtVqWKDOvPa8WzH/yIuSabXE8Be7I9emA+e/ZM8okEPY/+m9fVCuS7IFp+FnOuVcwpZMtvoeewDZQVCV0q03aOdsfXe1TQPXRbTBxLbrVijzmD6B15dXW1d/ypyd+0pd3EbYi5rQ+0Qigi5hFCg1ZZJn9bLBYeIlIsFlGr1SQG03V3sbrcwCgkkABo0jAajYRgM16YGbAZx87Fg1Zc190lgavVap5YJ26m1J5p920ualqQZzIbkl4N1sdksq9EIoFOpyMWSSoAtAURuIlTYqZ11s1mvC+JLSciEzpxIaBLGrXcTN6hBVF6A5AotlotFItFlEolKZFGqwMVBxTmeA0KXkEwFzW+I5JAxgqPRiOs12tcXFxIYj2WwclmsyLYUHtPC7ZOIGNaV4rForjz6vbQhSkej0t2eSqM6AEQj8c9MfmEJjiO4+Cjjz6S8zOZDM7OzlAul6V8yHA4lDr0PIdWhefPn8vY4lima7vevPr9vvQPs2frMArmIgAgAiMze+uFv1arefqi2WxK7FylUvHUTWZYhG6XLWEOsJsP+XxevAE4Lwh6AHCMawFcty9IK65BoYWu0iT2fBZNkk1lFl2LqaADdhp8vguG22gl3Pn5uccir5VieoO1CXPms/E7k+T5EXPz+XVs+nA4xHQ6lbKAo9FIYhIpSGuhwHSf19e/D4t5WLdttoXhELxGv99HOp22lpHSxJx9n8lkUK1WreSV89N2Xy1ck1ByfNKll4pCG5goSguZen32s5hzT9J5OvywWCw88aZ+mM/n4gVA9+ReryfP3uv1sFwuUSqV9iyPADxeBKVSyeOlBNjnKBN5UrjnXslj6RKrk4cSevzp0nWsLGJTsPjFp+pcELbra+jwskqlIv1DK+dkMtlTCpLgrtfrg2WQGGo0n89Fyck9S9+X771arVoJKb3IqOAGbnIylMvlPQULFQKUtaiYZn8xQSI9CAGvspn9YK5hhwiEfu+2d2zOPXMuMaTmFOj5xr6lolJ7GHLdC0PM+UzaYk55lZ4EPIa/E5SLzGS5+n8/mF472jp/G/AafiTRL78Ifw9qt56P9Cax7e8En42JG/U9/O5j2w9PJaDmtehZAdg9dHisXle0DOCHMArZ21jMNbRHSETMI4TGJz/5SZRKJfyP//E/pCY5E+HomC5ODFp5aeUCblyfgZ3QQMKpBQFOIFqKnz59ikwmg+985ztSmo0C2Hq9RqPRwPX1NVKplJT8+uijj9BqtYRAAzfCLEkkXenNBc8UFBzHkdqeVE7QnZtuXLx+q9VCu932bCTD4VBis5gldTQaeRJs0bpHYUC7pQE31qR4PC6KCrrt67qcbHuxWMTZ2Zl4CVAgvLy8lCRKFJqZWMUEhSrG7dNzgZYYeiL0ej3EYjG8ePECk8kE19fXe/HlFxcXcF0X4/FYXL9ozQzSLLNftFCwXq89QkChUMByuZRYLlq6SM6pxCC0iyYtOnSrJkHUyoxEIiH1kumpAewnyuM7KxQKcBxHPEH0ONIbqN7ENpsNxuOx1KQvl8t4+vQpLi4uPIJto9FAMpkUV349pjUpByAlAtkXlUrFd/Mm8ab2mWUK9aZrnuun+abyJSgmjs9OZZR57Gg0krmQy+U8Lt20JmsB0nEcWXfG4zHi8bh4ZfC6LNHH+9u8GkxibgN/0xYXfa7f8QStP/p3bYnk31xjGfKhrTy2e92VgKCvH1agNOOBgRtCTAuc3zggmXPdXfZg7X1xCHqdZXubzaZnvuuyQTZX3uFwKEpDTcw1dEw0sV6vxTrDhKBB0Gt6UHZ4x3FECajdmvVYJznR7WReguvrawAQbzZeK2h8UBHM/DEmMU+lUp6M32Z7eX3OMe7hDDmjp5tpzTTdh7WcYCOWWpDmmNH7jF/bCCqJuJ8F9YnO68D+5meScuafASC5Skxwraa8kMlkpOIJ1zYNKmQJPjetoZ/61Kcwn8/RarUwGAwwnU7xiU98QpQEpsIuLDE/1sLrp6A5BL92+BETrWzbbDae/ANB7TLHC6+Tz+fFU023RysHjkkyZ8LcF3jv24L3Y3gGx90x78qv77VCzBYzbsKmuD10jyCl/bF7l21/YviF37V01Zfb3Ie4DXm2Pbce/y8bETF/wCgUChIzTFdlCv0ApNQPCZN2S9XaWA7yXC6HZrOJTCaDfr+/p3EjWdlsNuKuXavVkM1mZVFyXVdc/0gY9cJKd2TgRgtqCjiTyQSx2C6T/Gq1Epc/Xp+bablcRqfTgeM4kg1e1w7ebreS/TOZTCKfz4s7NeOuKUjEYjGxUmpQC862adLP+6RSKeTzeeTzeVFE2DZj/az0cGApk/l8LpbtP/qjP0KlUtnTdtOlllnQXXeX0KTf76NarWIwGCCdTks4QbValXgsWhZouaLLOokfiZbuY61ZDlr0tPBAq6vruiIorddrSVhGYZuJz7RQzPN5LVMYpHsx79nv9/HkyRNks1mPlZ/vR7tw6qRx+hlJtMyxzj6hAoieJ1rwAyAl7+h1YfN44P23211iMV2+KAz8LL0mtJCtMzG3220ZT9xstAeIGTuuNz0qp3QtbRJy/X6q1SoeP34s53Y6HUm6yPZTiUHyp5Mg6b43yY3+zrS+6O+0YsDmBu/Xj/y+1WpJ3W0qOQFIUkq+QyqXtKVIjz0/4eZUy4TNzT8I9FJYr9eo1WoyZximBOy7pmezWVSrVUnSR0ynUw8BpvXTDzYrjZnTwHEcGXc2V14mJ9QlBs11iDkL+JkJ74gwNd95DNduP7AkKADZZ5vNJprNJgCI4pNhJgQ9FKgEZKURc8zosWojV/p3G8nwI2Scz1rxyPdDwq/7D9gfXzpu1SZA6z7n82i3W943CJRjDmGxWEjCWirK6HnD9xJmjulxbwreQWTFvAbXSmb7brVa4hHH8e3n0u93L/N3P4u5DceSzUPX1EpXU05jNY1utysVXszrUQbRGI1GGI/HcBxHFCPcV+nVZ5Kjfr8v+6oeh2EJnZ4PYRS9YaGV18ViMZT3ja1NNthi9/3OObQ/HOonP4X+MbCtRbGYvdZ40P2DLOamwvfU64SF7oND4U53jYiYP3BwwdSaJ63tnk6nQiaZ9IzWdAB7VgduciZ55jnMKMlM1dqyS5I/nU5xeXmJ6XSKN954Q6yE1N7TZY0ugkw0NpvNxDrDMlk6oYqpTNBKBr0RauFcbyjpdFqycTI2jUSLbvu6X3kNAOJGbRI7egnoOHyblly7U7muK5sWyZpJdJhdW4MWdSoSuGjHYjFxy6bLc6vVQqPRwGw2w/vvv49SqSQCNa3Oq9UKH330kQg5HA/b7dbjfh5mkeYYJHGpVqvixs/+YtgAx9F2u8UnP/lJ8cbgO6pUKhIf/ujRIwA7zwJa+Z88eSKKCfa1aW1h3D+fwXSnIrGi67bOh6DfG+PO/Sx35vvV+RuIer0uVjPdjiDyoJ/FNi6D3slisRCBmfeg2zuVa8R0OhVPDttmRtfbeDyObrcruRMY8xiPx6X8no1Q05LlOI4oUHRSSir6uMYQptePDSZZ5xh0HEfmt76mFjI1tLBm2/h5XX09TZQ2m40nmRctSWyDvr/2FmJNdELHpWr4kSY/cH2p1+se5R4tfEyQqEHyyHu0Wi1Z13RmaQBSt9iGsIoDwF84Ztt0yTf2KdcOs8a9Ob/DtIN716EkbDaSqZUKnAfM06LhF1/KZwK8CpNkMulRRPOepsXctiaYn22KIXqzUbHpurv8K+YY417HfjXXUMoSNmKrkzvq9tvaegxsgrfe34MUYRqmAvfYdpmWV8dxJP6e8tQpll2/++hnDII55m9LTEy5UK+zDHHScqKJ2WwmlVb0d3r/oVKsXC57cq8QLH/KvVrLYMShsWVTnt6FxVyTZluJsyDcJTHXz29TTB2ymJ+qMD50rWNgU+gSLFWqcV/E3E/uetmIiPnHCJqAplIpcTvN5/OSUZou26VSCblcThI9ESR82vLHCcPBzsWCbtskWZVKBdVqVdzbSbZJWnXdc1rKuNnz2hSW6B5E4UBbc6mxNYUCM1bZXCDpyjcej4UUNxoNseiamUh5P/YpM7AC+6Sf5MVcEEzixnN5zXq9jmKxiHa7Lcnivv/7v9/qosjY8Xw+j/V6La7ntEDyncRiMfzAD/wA8vk8PvzwQ1Sr1T2rRDqdxmAwkNJuzFg+Ho9FCDTLphB+GwPHDuNDeV++m+vra8TjcRHqGONPoscxZotn1h4K+Xzek/nZVMQA8AiUGqY1SZfps20Metyb75G/a2u8aTHXZFG3C9gppi4vL63uUsxIn0qlPFUCbGBogC4FqH9jvfqzs7O97822sy90+4vFItbrtcRXOo4jyQVd9yYBlY2YawWS4+xyWXBsk5jSi0VbJknKGFNoknC2WX/HdcFxHAwGA8xmM4+r9GQykX7gOuO6NwmMmAeDLt/0wNH3J7mmK3W32xUCS8sk49Q14eLzMrxBk2CCrrS298u+PBa6v3TMuM5twJrI3W7Xo7AtFosYDofyLrnWz+dzX2KuBWc/AfWQwENSs1gsPLWI6YVBt1Fan1lBQeOQcMzr6vuFwV2ELHA+2LKbm2WxtMBqktAwFnMTVEwzVpvl0MzwMb0WA9jbb83wBILJ1+5DwNUhLsA+ETHvGWR5I0xibmur7TpUJur9RXtpmV4D+jphlKtm28KQjEwmIyVL6VUYBn7tiMViMtd02AP3BFadOTs727tGp9OxKlWpoDVlTq7/ZnsKhQJarRYAyP7l9879oMeNllVORblc3vOupOXfLwmkH/zkjWNyO/jtD4fGTFDfHTtntaI67P01gog5PW+JMP17bPvZ1tFoJDlAOIYBnJyr4VRExPwBw6Y95PdMqMHMnBxYTGrE0h39fn/POkQXb8dxZPMlwZ7P5yIw9Xo9SUDD8hPMNsoEc3TzBnburmY2b8bKMfkbNc5sJwDJEE6yTWFfx7aSIOg4H7ZFPxdwYx0iuWBiEwr12nWVrleMk2Y8Na0F+Xwew+FQrm+6Y5mEziRv1LaPRiNxr2fNd7aTWdpJvvjc8XhcspVyk6QlUlvT+cwaJADMpE/yphUapqLDD/oYJv7T9d+B3QZTr9fhujsXdyptPvzwQylp1263JeyApIbXYJk1sy3xeFzKBdKFnjGqjM8yN3JT0NVKAFPwtr0vYjab4fLyUsIvmI1XZ7LWbuz0DOG4Zo4ADRI2tpGVD5jgkQo3vTldX1/LWGE2+UePHslYpCCkyZgeK5qc2wgjz+90OhLrz7bqcAENW8wbxwGVNfSkYRsHg4HcezAYSL170yXUhH43LKnFtWowGEi/8V0OBgMPeez1egB2Gz4TUQGQigSTyQSj0QjL5VKUE8CN0oEKO55HYm5a2BeLhWj++Z44Xvi9Jry8Dy3WHBdhBS7zON1u3Z+0opsWUfYnMZvNZG0yBTAm7LTd1w9+xyWTSaRSKQ/xo3LLpvSkkpff2eaxhvZc0IQjTDuD1sOwz61dYB89eiTXZB1g7YXG9fiuiDkA2Su4JtENmQlgu90urq6uPERcjxetnLM9m+u6oswzraCnWtRsz8X+0N9vNhtcX18LcXYcB/V63deieUoMqR5ful+o7HEcRzLg29qvr3PoPuZ7D0IsFjuqBNihazKpHZOLml5jXANscfza44nPwnP9su/bxq3uZ7849kP9qC3md+HK7hf6Uq/XPWGMQbA9K5NR6u/CEF2/Zzq0DtjmZFilUZhrHQNtXDHBOVqv160x9+Z1TlEE8pq2XCj0PH2ZiIj5xwhcyLvdrghUtonCxd42oSmYMwMxy6L0ej1xO+/1euLapl3aKLTSAsOMmyTwTLimM/3SChyPxz3WKZ1gzHVdSdRGIs77c+OnCzUnFsmZufHyuuVyWe7HjYeJKhaLBT766CNsNhu88847cN2dC+h0OkW32xWS0u12xW2PLuw2K575P5UZfLbVaiUuvfl8HpeXl3vuo9VqFd1uF6VSSd6zJs42AgT4E3Naz7SLvXYpZr/4WZFtn/WGbQptfGfxeByz2QzpdBqXl5dindTk2LbIk8iwFBiVGKx3znFJxRHL0Ol3YmuvzQJufvazmOsa5hREqEknmWMytW63K7kExuMxyuUyZrMZ8vn8HhljOT/G4i0WC/GE4Ph03ZswD106Rsfnfv/3f79HUaOfQyslNDE3+0uvE4wlZB/rTLGmcBbkikcwGaXOgM9zOR6pjOJcpkIHgFRl4NhYLpdYLBZIpVLiXlwul5FIJNBqtWRd4lrDe3Ed0HGqfCfaim56sXCdjMfjogTtdrsyprfb7R6xZd/q2Eu+Ux5j9pO2ngQRcz4/vVEcx/GsI1wTzXjeTCYjQiWfi+Oa80pnTd5sNh6PFWC3fvC6juPIuzPXHS04+T2H4zh77tz0UGAIBZW4vLdee3SNYxv0cx6T2E7DJKrHwHStZduZz0FXAmAbOTe1Z8+pxNxxbkKXNDHnfm+OMSpLg2qC8zqDwQAfffQRSqUS3njjDUwmEynjNZ/PQ8WS+8FUStgUQTr8gceaHh6mR5GuQR7mXR5yiabS2++9hCU/bE/YGPO7RiaTQavVkvwJh9yHNUzvBj8lj+1afsTcdk9zrwq6rt/17hJhr2trK8cgofcp8xw9/g9ZzA+NMxsxPxZBJD8M/NqqlWCHFPS8Tth5rFEul/c8TPg+arWatTzffSIi5g8YNu3SZDJBMpncI3YEBzqJBLC/6Lmui1ar5cnOG4/HpeQJCXW5XBZ3R60IoIv6YrFApVJBsVjEeDxGLBYTYY0bok4uxM2T2khdmmM8Hov18Pz8HMlkErPZTIQyk6jqciYU6Hq9HobDIYrFIgaDgbhuFotFaQefwYzDr9VqQvpJRkhetTKBljktpBLsc76Dq6srIVKOs0tg9/TpU0/pKQrBOhs7SZAu56bjpU33YfMdc+wUCgWcnZ0hlUpJoi5tnfEjVX6Lnj7evB+FCwpKjCujtYv3zeVyUlKsVCpJjDn7hK56uqaxFgJ0siLmQ9Bx35po2jSvNou5nxDI67KkEbP3FwoFaRstj2bfMt+Bdl3WY5euxBybVEpwjrAkn1ZOUXnzzjvvSAJA3Q4qr/Q71cTcBr3hkiDP53NRguj22PrxkHabJFpvpgx3oLLLcRyxKNOyDuzi03kfWt4Hg4Gn9jKVIZvNBhcXFxgMBpLMj+OGORtIzElMNWHWfaETTbquKyEEdMnn+kq3YULnsdD17gHIOyyVSnt9RrLBfvID1zMS81gs5tkHaPW3WdX83APH47FYUR89eoRKpeLpEyqj+H4KhYK4xbuua72uX76GIJjzl4QF8OZ14LwPspgfK5yHWfvM48Jcz2wjx9z19bXUfOde2u12RWHFkp1BxPtQW3l/evoAu3fNcVir1XyVy5psca5x3g2HQ4khHg6HUvZNl3NkItJjYXsuTVo5F4HdXKPLvumVpM9fLpdot9vo9/vi6WbL7UKX7vF4LOuPjTA/evToIEEM++w2T4n7QFgl1jEw31UYS3UQMQ86LwzxNC2pr0LRoWF7Vsou1WrVk5jRPIfnHSLm+thjvj/0W9Dxt7WYm/fVIXGneiKEgQ61JUjUWX76ZSIi5g8YpmZoMBjg6uoKmUxGYsi1BolWDNOaYdYSdJydK7x2fyURGA6HyOfzQoiZPK3VanlIPIk2M7c/ffoUrrureTyZTMRSvtls0O128f3f//1Sg5tklG1hxut4PC5x88ziyURuFLTNBaJer6PRaODq6goffPABHGdX+ka7WjHzOu/BWpBaiH769KkI+tSuMXkcE+zV63U8ffoUvV7PqjXnPfns8/lc3GBjsRharRaazaaQ0EKhINZ1WjL43ujCTiFZxy1qmJZMCki6n6hM0Qu9zjUQZKXj81C5QPJn3tdxdi6FVKbQ6j2dTqVuOF3CGZfLUkOO44iAxYQyBBVAi8VC4orZD3ohJ0E3CaB+XpvrnZ4TfIf62anAIDGl8EaS1Gg0JLs7czosl0vJUM7MzsBOqcbn5P3pdsqxxhhOhi/QO4DzjKReWzWp4DKJOZ/ZjCn3swYyuRFJOuuSM3TFHBdmf9lQKBTE3Z9jjpskn5sKAK384jsmsWfbmDE+m80in8/j+fPnMia47sTjcXz00UeibKRrto4JZ14M/tNWWT5rLpeTPtDzo1ar4b333hPvHB1WojOBa3BNtfUlk+aZ70NDWxaYRI4hMES/3z/adVcLJC9evECz2dyLg7+6uvJUANGhDuZYorIjSGFjgyY1o9FIkmCyjeacNhVqtmcK2wbbNfzI+nK5xHg89tTTNmFLRsXvS6USRqOR571xH+h0OqjX65jP555nPtZiTpA0U3lDeYHj2Yx116Bi2STJ6XRa5p7NxZlzOqg8nR/0c9nCi0jMmXhUr8m63RqsMsG9yzY26SHEcqha+ath1pQ/ZDEfDAaBY5DZ/qvV6r0QyTDX5Ps9ZOX2+97myn6oPYcs5rb2Hbo2vU3051eJIGJujiPzPFPu93tHvEa/39/zcNLn3aXF3M+z4RAOEfNj94tjiXnQ+a9CiRMR8wcMupkPh0Ok02m0221PiRm9EDFmc7VayfEsjWYKT7SukShns1l0Oh1JVvbs2TPZXDudjri66TroJFtcRBhzRUGXguPFxYUIt4VCQdySSfRI+ug2P51O5RydddhGBNlHFHRZR/nx48fI5/Po9/uSmZYx97qEF63UdLnNZDLizk4rg+myBewEKdvCwM1hPB6LtY3PQYKnBWz2lV6USORJYA5lbM5ms1Lqq9FoiFsuBRtNOB3H8Vj5bG7gGpvNrkTRdDrFYDCQ2PxWq2VtDxOZ0aOg0Wh4SPZ4PPYkGHMcRwQluqey/NDjx48B3AjC/X5faqnH47ua2ZPJBKVSCbFYTNwsmYGcz8e/meijUqnsJfTxs5hrAZ+J+Gito2Adi8U8ma01WTH71iZI6uNsG4SZ5I6eEIlEAs1mU0g635cmfdri6Hcf87tCoYB8Po9Go4FCoYBUKrUXF2f2DWFrP9ehzWaDZrPpmava2sv1gnksAMj7rtfr4g6vY4epwDDDOngen4+Zg+mODsBj6Y7FdiWRmH2e3jCFQkFi4PWYoru867qiKAEgbsoAxMIcj8dFCarJloZNCAs6plwuiwJCP8fz588BHFf6xSTyk8lkz/27VqtJFQCt3Mrn8zg/P5fjGKNOBeixgpte87bbrZTc22w2InwyjIRtsa1Dk8kEs9kMT58+DX1/W3ts37H6Qr/ft9ZoB/bnHQBROrKkZLFYlHF2fn6+V3pQv8NTiTkVxFRmkZjncrm9LMjmdWld5ntxHAelUgmbzUbWXe22rq3ZZkb9U6D3CP38m81GvJF0cr1ut4tarbY39qmsZU4cW/wwZR1+z/FF7xjCFleuP3Nv325vEnLq/c8EFbRUlrwKHCLGfnPYb487lpgHkU7+FoaEmfd91cSc96eyWCsSg961jZj7vaNUKmXNdG+2I0yCuUMI49kQBL/z/JL4HrpORMwjvDK8ePFCalrTqsqyPSRVFFpIlLWLHGMjNVzXFWHu2bNnWK1WuLq6EostLeL8B9y4QdJqXa/XMRgMZBPipswa67lcTspj0GLWbrdxeXkpsXV0s6a1gFZYLQgw7tFWUs2M/aWwTKsa+4lWcJYY0yABJpliWS9NGHRf6+9sCwqzifNatIYzZEDHe7PtPJbvErhx3aRQwWN1DCuhY25Z4kTfQ1vzqAjRFm+b5Yn3oBWaye9I7P2scnpDoYUiFouJdUMTKx6js2BTKcI8BavVCt1uV4Ryx7nJss6+5Dhhib7BYCDu8Vr5QmUQSYMZz+lnMWcfJhIJGf/FYtHjErpYLCS+mZ4Buh8Jjm9ao/L5vFhr+B5pcaR1ZzqdijWH3gi5XA71el3ILOPbaeU2EwPqccT5Zb5rWl9ZuiSVSkl/UfmlXUa19v+QhdK2mRYKBU9oCnCjuGi1WmLlNscL8alPfWovvvm9997DaDTC+fk5isWiVKjgOkCh3HEcj8DMcVIsFj0uhsVi0bPO6HZoYs7wi16v53EbJjRJtZHmMMTcJhiZAoVOShgWPLZQKOzVONeYTqeSvdlPkWSub4cEHjNeWCu7MpkMKpUK2u22VPngb9r7xSaA093fHB9+OMZiTtgylhP6PbAKhv5/uVx6ck9o7x/ei8fb2hdWOOU+QgWbX1Iu2/Oy71jNQ19Tn8M9mXNiuVxiOBx6SEgYwddUlurrm88E3Iw1epXRO01fj7LJ1dUVFouFzFNzDupxz0SlXKOpqOP401UYAG+dd7Zru92KBTOXy/lmfKYCkvXR7wuH1hQgXPy27XuTPAcR4vu0mFOJ5ziOKNFfJQqFgiT41evQobrfbPd8PhcZTSc8Nu+h12MbbOEYRJCnpO1YXu8UUmzb/5i8Fbidd9MpCOPhcZ+IiPkDBt1iAa9bLTfA9XqNs7MzDAYDyRhNC22z2cTZ2RkuLy+tgh/dMCuViidRF0kBSX21WsV8PkcmkxFrpVlPnBpnEnNu1ixJFI/HhfjPZjOxaHHB0RsrY29Z/o2xxq7ryqJGi2WtVsOjR4+EuLNds9lMhAPGR5K0EIlEQoRzKjFofaXlkZZ/ehg0Gg1xYabVWC8otO7RsjObzVAul9FsNiXbdpDFnOScMYesJw/sBAIt7JswiaW58JiCFwkiY5XZJzzWdV1Mp1OxjrA8HvvfBnMT5edsNisu0X6kgdYPJn3jOHNdV+KOV6uVJ58BcEOay+WyxGlS4HEcR8r+0CW/Vqshm80K0TCJuR7Tuk/ZHnpbcK5R8BoOh+KFQjLnN+9Yxmw4HIrlmLkImLWfyprhcOgpW8j+ZF8Bu7FBwZIhKXos6FhRhp/QmpZOp6XPWSYmHo/LNfxcrKnAo9Cv56cJm0BGBZ4NnJt8PtsYpiVQg/OI1q/RaCRKP+09YSM6juPIONWu2n7PQ0XFZDIRBRzXqlKphHw+L++NbvzATshiAkHONyqlOH7M56IbPOAVjG5LzLUykIIk22KCnjjae8KPmPOaQUIPY39t99FzQXsgJBIJnJ+fSyJNv3rrQUnMghCG6IaBfg/aMk2PIlqf+U45PqhAcxwHL168QL1eRz6f3xNawxBz/W61Eta8hu26gDchoYZ+t1pZTpmB+3xYpQjBpJ+6nX4Wc+BmrFWrVVxcXACAyA88l7lVXPcm6aWfkqXb7YpHA6s4NBoNjwfNIZjrFGUZG+nQxoVjym8dg0Okw+znY65hEi16U+qkl37n2Ii5bU0+hgBqmfGYzPX3hXg8jmazuafoPFSWi/1g82ixKS9OzQ1wLPRYOYXU8lhWQQK8cmRYxdRdW8wjYh7haNC1fDweiwYY2Lm+zWYzIU7L5VIEQ1o3Afugsy3GhUIBT58+xXK5xGAwQLlcFmG2Xq9juVyiVCpJ3PByuRRtODc7TepYfikW2yUsy+VymEwmcF0Xb7zxBs7OzkR7nUqlMJ1OJRsvcOOi2O/3sd3uMl5zoaOigpZpbmqr1UoEMgqW+Xxe4pq1CxFJjk4gx35guwgqQhKJhKd2KWPsTeiYGfaLGRfpZzGnNVorPhiPy2fT1mKCVhH9zk1NNK/nuq4ocVj2ide0WVJXq5VYsnjNsMTcbIMej6lUam8Tp8vzYrHwJCdixmBdH3Wz2UgsKr0y+JtOGscxwpAOElOt6Tct5iwZNRgMRFhk39CDBfAqMiqVihB3jiveY7lcotPpyGe6g5oZw3k+FUi8D8k+v3/06JHHLZoCPa3s+h2wzbQmsKwdMZ/PJfkcPUqY5ZxtpxVe10knufebBxp6TB6zoYZRLmloi6124ZtOp6KE0MeZ5wE3ycUOPQ8VkXodcRwHjx8/ljHDhFnassv1eTKZSChQp9ORdSOdTu8J6pvNxmNNDnJbBHYu5TbS6wfOE3p/BJEXnbPAdb2JtJgvgMkfg4QeXU1AE0edHZ/Z74GdSyiJOpVqWgmmwbjqXq93cGzyvvQAY4K00Wgk/annoX5WzikTVOjqMUcllk4oScXRdruVPcDcY2zu8mGEU7232UiOH9nns2mPGLOveLyZHZ1zcrlchibo3F/pIdDv9zEcDj0Em/9rZYPe1+jtwfWI33OdYxJVhn6Y7uXL5VLOnc1mMn8fPXqEQqHgCRcxQYu9mU+EbfabA2Gs1feNMJ4tfsTPNADkcrmDlv9TLeZhSRTlpdcFNo/VQygWi9YM4ZQDb4tDe6gftGfdMaFShE7mrJFKpSTU8xhExDzCK0O5XEar1RKrDDcOatu1yxRwM9G0tY+gAKC18gQ3NwASw359fY1YLIZSqSQWYwqYHNSJRELcEZnAKJfLoVqtSlIsbemlVvzx48diLWMmYcZuUkByHEeEXioCSBI2m414DJCI8Du2i9m/aS3VG/Ll5aW4NPP5dV9o6A2o3+9LBlq9MJAkbrdbT0Z3WhXpyqqJrVYOMOYQ2JHTJ0+eSJI8LoQUAv3KmpjtXa1WHvd5KhZotdcCKz0h2B+5XE6IgCnssP02aHcnm+Bh9rMpHDLGmLF3ejOgppU10DUJ+OCDD7BerzGZTBCPxyXxmmlh1W03ibkm/EwApIkuy3Zpd269UdpctXgPk+zoDVtvSuVyWWpya6GXz+T33pl1nCX+eM54PJa5N51O4bquxKcT9C6hC77+x+toJZH5vMcIQrREHQvzPfpZvrS3AwBRwDCu109hSS8DZkZnHHEQmEGdZaKSyaR4DxB6TPGei8VChFeOC1pMmRCSv6/Xa7Fih7GY62RpZqbqIJB8UTlkg5mwE4BY0AmukWyDhjkHSL7NMjZUsnGuU1FK5RHnPF2m/Szm8/nck2gyCHyPrEhAL6v1ei2lwPgMerybbswEq5FQeUNMp1PJsaJDTriHU7lWqVSkOoqZ1InjRLfbBp3AzEyKCewTbuBmPGnPrCCLOff7breLbDbrmQts4yHFCJPeUaGfy+UwHo/36hlryzz7wWyjLlOq9yy//DQEx3SxWPTMm7OzM9/5QDQaDY8sYd7Dj0DovfK+cUobKpWKlP20wXw+9mEQ0bH1iV8bXhVhetXQ+VHuG7dRkpt/HwL3NfOeh+aXichiHuGVg1bXSqUiG8ZyuRSXSx2Hpkud2SxTFCKoxdYWZA1tgSCxpJsdBUxtkaIbOa3jjCemmzDdl7PZLCqVCgqFgmfhyefzKJVKyGQyGAwGIvyRsNAFGdi5rVFDTYsrra6VSkVqp3ORpwDHv0kMGOcHQKywLA/lui4uLy8ly7a2ONBleDqdolgsipCi3XP43hKJBEqlEgCv1YJWpn6/j1jsplQO49x4rOPsSkjp0lw6fjlozBD9ft9DRhqNhrjWakHo6dOnHstXLHaTXZoLJ90wbVpPQmvgbXGCYRZ1m8ad16C1mn1Nr4nlcimJ0JgsrlqtWomkScj5t/k7wzK01ce8ptlG3QeEtvLQ3U7PzUePHokVkJ4LZi6EQ9B5EmazGT766CMAENdMgnH7mqwwUzmTbQHhMq8ekwyGdalPgZ+AbtuYzWzYhUJByBuzvTuOs5f8CYCH7BB+mz/vw/mgSaeNmNMiCnhjuhmfr3MT6PVxtVrtEXPGsrMvNJi5v1arHSXwhHGl5fjabm8yy2cymT3iRU8KKleB3RgjYTdhnp/JZHB2dib34xrJGGHWreeaaBtXhUIBq9VKwkZ4n0NrJ/ufOTv43nTCQO6FQXVvuV7ZiArf42q1Es8cftZeOczMbnuPet06pOxi/gQAkqeD66TOpcJwIa1IoDebfgbtHbJYLGTPonI6k8ns7fF+oIeE9uxpNpuy5tpckm1Ejn2kQ//M9VgrKEyk02lUKhU0m02PzBB2Dtlc1W1eChq3TaYVBoeuHWStZmWcQ9c2Fd3HEvNDFnOGVh66tnmPCP44NDZtuAtF0l0kOLyr9xsR8wgngySDMd6xWAyNRgO1Wm1PoGEsKl3saHXQ1p9YLCZZ2+PxuLg7akGVGxTPo2XTtJibLqzUZtNSORwOJU6GhLxer3tc9Xh9bgDFYlE0hlpQ5ibPBB8UYvP5vEcA0BsJLegkBTrZDo+LxWIiZJrx2+PxWEh7rVaTzbrX62GxWKDX6wmJ5HcUVFmrmIlvTLcvbdmngoMxq7FYTCx97OdKpeJxiwxCPB5HtVpFr9cTazwF+263ixcvXmCz2YhCg3H1GmaCnFQqhUajIYoJP2Ku3fhtG24YYq7ryWs8ffpUSuk5jiNKGMb5tlotSaamE0WZ9+M70Mork5jTa4MJ0C4uLoQk+GWk93seTcxJoPX96NYa5C55CMwVkUqlJLcCAEmCw8/MlG8KktvtFtlsVgiInyeAdo8+VC1Ag5neT4HZr0Eac7aF3kEkqkz8FqaPw2zUDAdYr9eSfIeus1r40IoCU8lTKBSE0Oj+Nj0reD6VdxqlUkkUfMViUTxhmBfjLqH3ASpFG43GHnmaTCZSAYF9SaUf1zvCrBhie+5yuYzZbCZrPeP3qcC1gRUeuG6GAQksw6WKxaK4y3PsFgoFuR6VrjbwPF6XcF0XZ2dnktiQCmmiVqtJmVAqBfR9qBCYz+ced3M/OM4uzpqZoTU2m41nPtM7YzKZIBaLodlsYrFY4MWLF3KtXC63lz+A+xWTtObzeanTHBYMIdDJHnO5nEe+MN+jaTE3ibfORwPAc20NnbejWCyiUqmg0+ncev5wvjMpqYlXTQyA2ykHTJkmDNELIuZ+67wt1toGhpC9LGvzQ0aQctsPt7WY3xUii3mEV47JZCLxcrRA+1kqGOfEkmmDwUAythOlUknKnuns2lrgo5af1nq6ONNyzbhIWtIpRDGZFOO66UpNYkpCHjShEokEnj596iGgeiJ+5zvf8biRB5GCeDyOVquF7XaLx48f7yVp0zVGaTlg3fRutytumqvVaq8sDOuaa4v5er0WawvjJFmXWltO6JbOMAGdAIZCr44p126BYcHzGSfNeD89Zmh1Yok4flepVPbc0E33wLsg5kHvzmapYIZs1pamuzqTGzIrP0kMa37z3dKtlQImNybWUqcA3O/3USgUJGs4hVoKy+Px2EoydcZ5PcaZUJHzl6SRScnuamOghaPRaMh3fDa2p1ar7QnMmrTbSvtobw/TOsl1Igzu6jnDEHPHcdBut2X+n3r/oLWKseBcD4B966+eL7T88m9TsLXdU88RKsWYFI0kUd/7PoUNrvVm7LIJrmfafZ/jhsqjQ9DW+WQyiWw26ykByaSgQWB/VKtVGbtB75OeLFTWbrdbdDoda8E1m+cAAQAASURBVM6GQ9AKOBt5LpVKaDQavmOYHgKO4+zFqJKU69CjILCON3Aztpis1VynuXczQZ2J2WwmlUG0DMA2ZzIZlEqlPQXVIegkiZR5TIKt8zAANxUuCO6xJNim9ww/M7Egwd/ZXpaJvC3BY5jfoRj7Y115T8F9uNPbPND090HnmKF8WsYgCoWChF/x3CDlbrPZ9IQyRDiM4XAY+t0f8mx42YiIeQT82q/9Gn7pl34JFxcX+JEf+RH86q/+Kj7/+c/7Hv/v//2/x9/7e38P7777Lj796U/jF3/xF/EX/+JfPPq+OuET4ScQpVIpqVdKEkA3SyYzqVarcm6lUkEul0O73ZbYcy1QaCGMJceGwyFyuZzEz2l3+OVyiXQ6Ldmdea1UKuWpL2qbUNVqVQhPv9/f29RjsZhYCubzuZDXMK6JtmPYp2b5LmbAzefzkhBGJyACbiwHzMbtuq7EndP1fTgcikBEhYQWxEnMaUGieypjYZmUje/1FPAZSJ5oRfrUpz4l1zWtddqrwK8/gcPEnImM9DlBf4cBwyNms5nUri4UCp76ysvl0mM50S7bk8lEEhAyidR8Ppcs01ROMY9APB6XmCgmnhsMBr4afM41s//a7Tba7baQBJYtYub1x48f39vmwCzWJDS2Pj+0QTmOg1arZSUYpgX0ZYDt7PV64kWikxPSo4KC/n1vwJpEdrvdPbffXq8nikoq8IbDoaxBTKqmz9FhJVSwUsHEtYfeR/QQMdeouwaJOQmu3z7E52Jd7lwuJ+PvGKGZpJEk8lgFS6vV8nimHJv5mueeIgDSs8aPlNGrzO9ZdLJQM65dl2o8BjZSQ6UsXbmDwKop3Dd0vhozH8ax1mZmL6eyq91u7yXX00oOnWDTxHQ6FYUB4M03wbAQm+Wc63YYpU8YMFdKEI6dE8cirCv7KevFbVzZN5uNJz+DTZY75Epvu3ZEysOB+9Up60iYMLf7xF1bzF8VImJ+S/z2b/823nzzTbz11lv4whe+gG9+85v40pe+hO9+97vWWND/8l/+C37yJ38S3/jGN/CX//Jfxm/+5m/ix3/8x/Hf//t/xw//8A8fdW8SkPl8LpPJTxBOp9MoFot4/PixWHlpXWd9XpIw7T6eSCSEgGpNuY5NY1z3ZDJBu92WmEoSIQDiYq6TRWUyGeTzeY/Loo3UmeXTTEs/J1Gr1fK4AJ9KCpgJ0hQoKLzRcui6LkqlktVqoV3yKdTQ6lIoFKR0l6nxJSnP5/MioGm36kQigevr6z1N/inPeHZ2JonGmOmcyh4SQ21hPYS7tJgfq3B4/PixuAWSEA6HQ6m9zZJuvV5P4jW1MMo+dhxHEkex/jgTMemka1SyABDvCF1P2dyU6Abql2FUK7FoDWNCrbt2Oz4Gfs+jEdY69zLA9YrviUn/CB0HrK2kp6wVYTdvKi61dRWAJ3mgjrPX35ukmvXoCSbXnM/n4sbNMpbaIq0VJ/chMGkvKhJzG7iG0irGdUDXhw8DKpjNPj3mPd6mH6j00W74x+A2c4Z9vdlsfF2h7wLJZFLCO8IK6Ty+1WqJcl6/o2PzYwA3fcXkh41GA4vFQsqVARAPKHoN2t4tvUp07Dxws/cyp4MJvuu7xH1c81QsFgs8f/7c9/dT1kZtaNBu0UFzjglotVKFeR0ivDzUarWTSLn2En1V4PiikeZUhJF77hMRMb8lfvmXfxk/8zM/g5/+6Z8GALz11lv43d/9XfzGb/wGfvZnf3bv+F/5lV/BX/gLfwF/+2//bQDAP/yH/xC///u/j3/+z/853nrrraPuPZvNcHV1JZZUHeNmIhaL4dGjR8hmsxKvBXjrg9pAS+R4PBZts+miWi6XxdJLzTkAcW0HbrT81FpyA7RZ/P2gLQVmNl0qFWilptvaqQjaNDVJ12XcAK/lgZtRJpPxWB1I9BaLhQgyjuMI4adnAd8lY0LpSk8BhNe+Dei1QEstCXG/3xeLTFgBksI2cBO6oEE3QR1Lq9+3FoqO1W4Xi0XpP1odi8WijHvGTqdSKfT7fSyXS8/CvVgspH1XV1dixWYmagpSjx8/xmazwZMnTyT5EZ8hKK603W6j1+uhWq2KkoyKmKurKzjOLqM+Lb3Mmh4ma/TLwOtCvA+hUqnIHGSdaO2uWi6XJSM3k2ECp23AYclYtVr1FXRIWhiCwSR7HFOxWMwT+27ek+1n8sxqtYpSqSTPw3mkBY37spinUikpKckQHROFQgE/8AM/gMlkIhUktFIqLDgedWUB4OUKUtVq1bee932DJcBeJ+g9nop9hnMQtyF5tGhzLc5kMketSyyZaYZiUSn0uhDllwXua4cUjKd45WmLOfMQ6O/9zjnGEBDhfkBvw1PAUCrXde/Es+RYcHzRe/a2eFWu+RExvwWWyyX+8A//EF/96lflu1gshi9+8Yv49re/bT3n29/+Nt58803Pd1/60pfwO7/zO0ffn4Qqn8/LphIkeNGdR29mhwQKZnOnixdJFROtUXCs1+vidjkcDjEajSTxT6lUQq1WE/dfPWEoODYaDQyHw8AETEyg5JfUhv1x39AbmUkgi8Wix1UbuNn8Ccbv0Zo7mUwkPo/I5XLizrXZbHB2dibWsPF4jNFohEQicetYt3Q6LeRbjwVaHo+1yDBhkM2lmyEUvD7g3ahtJdROQSKRQK1WE8GZbukc+6yFqy0nq9VKlBGAN8FZpVJBJpPxJI9hvfOwSdlWq5W8a8bG8X+GLVBAdF1X4tyPzR9wH2Bc7UMAFU2EbX5st1tMJhOPJfqYDbjRaIgHURhoDyQTrF3Nkmi05mvLQ9B9OF4YvmOWu9M1wHn8fYD9RyVkkFBUKpUClVhhkMvl9uLCX/YYfZXusfl8/uSEiS8T5ni7jQKM+XFOvZap5PqTDoYyBRHzUxV58Xhcchrpa70M+SzCq0MikTjJK+aukMvlPIar2+JVrbERMb8FGOt0dnbm+f7s7Azf+c53rOdcXFxYj7+4uPC9j+kGSdLzQz/0QyiVSpLEazAYSBy0H+hOTkJwSLjMZDLiMjYej1Gv18UaQg00EY/HUavVAOxiqBhHxUUagMSuME5dl9sKoy2lNeZVgsoFMzMscJMkJwg60R0tLjalgnbpSiaTUo4rnU6Lq+ptBW1mxDavk8/nQ2c81aArmi3Gj5ZgHUOphWnWib2t0K7vx8zbDPNgzK1t4WbcKcHxHI/HMZ/PPUnwjrWQFQoFmRuEJl8cE6VSSe5TLpcjN757QDab3av9fcyacpcKQGYVP4RsNmstc5nJZNDv91Eul605IBg6dN/JebTrKkn5fVqvk8kkms3mvV0/wt3ALGV4yvjj2DcrgbwuiaYeMu7LgwaAlLYz7xchwn2BRpmHjoiYPwB84xvfwNe//nXf3xmDfX5+fvBayWRyTzFwCKlUCq1WC41G4+BmmMlk0Gw2xRXbtGIEWY8eCkjIT3VfPJT8xwYzkdZdCiW2zfLY5CoEywn5IZlM+vZbMpkMNYZPgbboPX78OJRGVWdFZxgBcJpwwTlkc53WrrwPxRL20PG6KDxum0wqn88fFES0K/19WZVZRUK7zEfjOAJLvjGp5qkZvl+X+RrhOEREPEKE4xER81uAcauXl5ee7y8vL30Jxvn5+VHHA8BXv/pVj/v7cDjEs2fPbtHy0xB2U/2TkP3ytjGFr1PCrLtEPB5/7WuF3ibp0m3wKpO4RfiTi5flZRSRpwg2RO7LESJEiBAekS/QLZBKpfDZz34Wb7/9tny33W7x9ttv40d/9Eet5/zoj/6o53gA+P3f/33f44GdYMW4vLuIz4sQIUKECBEiRIgQIUKECK8PIhPOLfHmm2/ip37qp/C5z30On//85/HNb34Tk8lEsrR/+ctfxpMnT/CNb3wDAPA3/+bfxJ/7c38O/+yf/TP8pb/0l/Bbv/Vb+G//7b/hX/7Lf/kqHyNChAgRIkSIECFChAgRIrwiRMT8lviJn/gJXF9f42tf+xouLi7wmc98Br/3e78ncdzvv/++xwX8x37sx/Cbv/mb+Lmf+zn83b/7d/HpT38av/M7v3N0DfMIESJEiBAhQoQIESJEiPDxgOPeVV75CC8NLCs2GAwit/YIESJEiBAhQoQIESJEuGO8bM4VxZhHiBAhQoQIESJEiBAhQoQIrxARMY8QIUKECBEiRIgQIUKECBFeISJiHiFChAgRIkSIECFChAgRIrxCRMQ8QoQIESJEiBAhQoQIESJEeIWIiHmECBEiRIgQIUKECBEiRIjwChER8wgRIkSIECFChAgRIkSIEOEVIqpj/gDBCnfD4fAVtyRChAgRIkSIECFChAgRPn4g13pZ1cUjYv4A0el0AADPnj17xS2JECFChAgRIkSIECFChI8vOp0OyuXyvd8nIuYPELVaDQDw/vvvv5RBEiHCbTAcDvHs2TN88MEHKJVKr7o5ESIEIhqvER4aojEb4SEhGq8RHhIGgwHeeOMN4V73jYiYP0DEYrvUAOVyOVrUIjwYlEqlaLxGeDCIxmuEh4ZozEZ4SIjGa4SHBHKve7/PS7lLhAgRIkSIECFChAgRIkSIEMGKiJhHiBAhQoQIESJEiBAhQoQIrxARMX+ASKfT+Pmf/3mk0+lX3ZQIEQ4iGq8RHhKi8RrhoSEasxEeEqLxGuEh4WWPV8d9WfnfI0SIECFChAgRIkSIECFChAh7iCzmESJEiBAhQoQIESJEiBAhwitERMwjRIgQIUKECBEiRIgQIUKEV4iImEeIECFChAgRIkSIECFChAivEBExjxAhQoQIESJEiBAhQoQIEV4hImIeIUKECBEiRIgQIUKECBEivEJExDxChAgRIkSIECFChAgRIkR4hYiIeYQIESJEiBAhQoQIESJEiPAKERHzCBEiRIgQIUKECBEiRIgQ4RUiIuYRIkSIECFChAgRIkSIECHCK0REzCNEiBAhQoQIESJEiBAhQoRXiIiYR4gQIUKECBEiRIgQIUKECK8QETGPECFChAgRIkSIECFChAgRXiESr7oBEY7HdrvF8+fPUSwW4TjOq25OhAgRIkSIECFChAgRInys4LouRqMRHj9+jFjs/u3ZETF/gHj+/DmePXv2qpsRIUKECBEiRIgQIUKECB9rfPDBB3j69Om93yci5g8QxWIRwG6QlEqlV9yaCBEiRIgQIUKECBEiRPh4YTgc4tmzZ8K97hsRMX+AoPt6qVSKiHmECBEiRIgQIUKECBEi3BNeVuhwlPwtQoQIESJEiBAhQoQIESJEeIWIiHmECBEiRIgQIUKECBEiRIjwChER8wgRIkSI8P/Ze7dQWbr1LPip6vP53HN+x31IhIhIPJGQ6IWBQAiywYsfxECMSpRcBIz7QrI1MQTRfSHGiEZzISGICHrlTYIiShAxKIq50uhO9t7f3nutNefs8/nc9V80zzvfGj2qurpnz9P39QOLtVZ3ddWoUaPe8T7v8YILLrjgggsuuOCCZ8SFmF9wwQUXXHDBBRdccMEFF1xwwTPiQswvuOCCCy644IILLrjgggsuuOAZcSHmF1xwwQUXXHDBBRdccMEFF1zwjLgQ8wsuuOCCCy644IILLrjgggsueEZciPkD8Z//83/Gl770Jbz//vtwHAf/9t/+24O/+a3f+i38sT/2x5BKpfDd3/3d+PVf//VHH+cFF1xwwQUXXHDBBRdccMEFLxMXYv5ATCYTfO/3fi9+5Vd+JdLx3/jGN/Bn/syfwQ/90A/hd37nd/AzP/Mz+Mmf/En8+3//7x95pBdccMEFF1xwwQUXXHDBBRe8RMSfewCvHT/6oz+KH/3RH418/K/+6q/iC1/4Av7BP/gHAIA/+Af/IP7Lf/kv+If/8B/iR37kRx5rmBdccMEFF1xwwQUXXHDBBRe8UFyI+RPjt3/7t/HDP/zDvs9+5Ed+BD/zMz8T+JvFYoHFYiH/Hw6Hka61XC4xGAwwnU4xn88BAJVKBc1mE/P5HNPpFOVyGa67Hzix3W7heR5isVikaz0EnufB8zw4jgPHcSL9Zjwe7x2bTCaRSCRCf7fZbDCfzxGLxZBOp08e8zkwmUyw3W59nyUSiWcfVxg8zwv8znEc31qzIZlMIp/P+z7r9XpYLpe+81QqlYPP8tMO2/p4Driui2w2G/ndPAWUN0HXP+bay+XSJy819PvleR4Wi8XedVOpFFzXDTzPYrHAcrlEoVCIPCYTjuMgk8k8iXz9tGG1WmGz2ex9vlgsnv19cRwHhULh8lyPwHK5xHK5xGw2O/n5ua6LSqWCeDxYpV2tVuh2u9hutz5dI51Oo1QqnXRdYCe7lsulVX7FYjEkk8mTz/2c8DwPq9UqdM8HgHg8flnvLwCz2SxU93oOxGIxFAqFR9UdPo24EPMnxs3NDa6urnyfXV1dYTgcYjabIZPJ7P3mq1/9Kn7xF3/x6GtNJhOsViv0+31RZObzOZrNJrrdLoAdyS+Xy9ZxAsB7772391Jtt1vc3d0hnU7Lb5fLpVUoaIKfTCaRTCYxm83geR7i8TgSiQTu7u5E+Fer1YPEtNfr4Rvf+AYymQzS6TSm0ymA3ebMuXVdVxSk9Xot9z8YDLBerwEAzWYzdCN/TCwWCwwGA+t319fXVmPJY4Jzsl6v5XnHYjHf/Mznc/R6vcCN2nEczGYzGXsikdhbO+PxGOl0Go7jwPM8UchMzGazzzQxp1HtpcB1XatsOgeGwyHG43HotZvNZqR3YjabodfrWb9bLBaYz+eoVqsoFouB102n06hWq+j3+9a1TtkYJK+jYrVaoVKpnPz7zyLW6zVardZzDyMUjuM8iOiFwfM8zOdz2T+PJX3b7Rar1QqJROLJ9xgbNpsNOp3OQfLHY7fbLRaLBVar1d730+k01FimDTr6epPJBIVC4eT56PV6gYZAAKjX69bnxD03DM+lnwAQp84hOI6D6+vrC/l6ZgTtV8+NWCyGXC733MN4VbgQ81eAr3zlK/jyl78s/x8Oh/joo48A7DYYEl3TC7zdbjGdTjGdTtFoNDAcDrHdbn1WadvmQLKUyWSw2WwQj8ex3W7lOhTYy+VSiHmv17N6MbrdLpbLpWxO2WzWpwwXCgWfMJnP56HE3PM8UYw3m40QSRoFptOpbLCu62I+n+PNmzdyjVKpJMr0er1+0o1vtVrJRjedTjEcDhGLxcRDF4vFxEq9XC6RyWQijy/MW8TzB6Hb7WI+n2O9XqPdbvsMLvl8XpSKfr+/R6ITiYRYy7fbLfr9PgCgWCwiFouhVqvJsb1eD+12G9vtdk9RyeVyyGazmEwmmE6nL3KDeUrwvXzuyI7BYIDBYIDFYoF8Pg/P8zCZTJBOp2VtxuNxlMvlkxUzHS1hA8lEKpU6eC7KllQqhVgshu12i/F4DM/zMJ1OsVgs8ObNGyyXS/T7fSEpNBStVitMJhO5l0QisbdWs9msXOMUhYOyNEyZ/zRju91ivV6f5Enke+E4zp5spKH3uQgCDT+P6bWfTCYYDodYr9dYLBbI5XKRIzc8z8Pd3R222y0SiQTq9frJ4+AetdlsfLJ6s9nAcZy9qKgg6N8Xi0Ukk0nr8xuPxxIpmEqlfLJgPp9jMpkAwEFjruu6qNVq8r53Oh1st1uJpLM9O0a3BO2hXJPm2ttsNthsNlgul3trvdPpRHr/s9ms1XFyDmw2G9mPbeBzCZtTetS32+3Fa/6MYNQpsHuPXoKRhPruaDTCcrlEOp1+NOP+pw0XYv7EuL6+xu3tre+z29tbFIvFwEVrbkQa0+nU51nT1lnP82QzW61WcF1XNiHCRoDevXuHwWAgG9F6vcZoNBJS1ul0MJ/PkUwmcXV1Jcp6r9dDMpnEZDJBKpVCPp/HfD6X69LarUHLt1aMic1mg8FgAM/zUCwWkUgk5HuGrrmuK9dnGCEAIXgMj3McB7FYDMvlErlcTuZhtVrJprJcLkXpfgwMh0O5f44vk8mIcr9arRCPx0WQjUYjNJtN3zl4HxqLxQKdTkf+b4bgptNpmatcLrcntDmnXBfL5RKxWAybzQatVguLxQKpVArz+RyLxcK3VmOxmKyB4XCIeDwOz/OQzWYlBJqgJ5PXYThhPB5HoVCQ5z0cDjGfzwO9GKYByHGcF+H9OSeoLCWTyUfzvgH3hj0AyGQye2uj2+1itVrJn9FoJO8ao1NWq5VEr5iYzWaBnqF0Oo1EIiH3WqvV9uRcu90ODBO1gWuD8qLf7wuBq1QqGI/Hcj7HcZBMJtFoNBCLxbBardDpdOC6LpLJJFzXRalU2nvfSAKKxWJkAmKChjQtZ8PwmKHvNMjxObiui3q9/mhGy3a7jfV6bX3eh6DfC230ewmgIfgxiTnX92g0wmKxwGg0wna7jbSG1uu1Lw2OIcjz+dwatRSGMEIXj8fx+c9/XtYqjQhhY6zVanBd1yormHJCL38sFvPJquVyKe/tIVmZSqV865q6yXg8Dp2D1WoVSJApm8xQehoTbIZHrffYSBSJ1iGj5UNAw0oY8vk8isVi4Pc3NzehaUifRpwjlenc0PN/6p50bjC6h4bo2WwmxtMLwnEh5k+MH/iBH8Bv/uZv+j77D//hP+AHfuAHTjqfKVj1ZkmBSfJKD5L+jW1z5We0eI3HY0ynU2SzWcRiMXS7XSwWCyHghUIBnU4H3W4X6XQayWQSrVYLmUwGk8nEZ202czq5QaXT6T0lfj6fy4u9WCxQKpUwn8+FODqOg8VigWQyKeQ2k8kgkUhgOp1itVrh3bt3GI/HqNVqaLfbyOVyIjDoPXAcR8jmer0O3YgeAs57JpMRb0c+n0cqlfLNy3Q6lQ3+7u5u7zyFQsG3KfC8rusikUhgMBiIJ4JeeW7wlUoFhULBpxDzedfrdQwGA8TjcVQqFSwWC0l5oFBNJpPIZDJIpVJYLpe+NZbL5VCv1+U+tKElkUiIQNbeYF6/3W6LoWS1WsmzJ7HfbrfymS1lolwu+wxSJF+8t0N5TtoIZCKbzT7I0st5mE6nkZX24XCIzWZz8iarozM0MpmMz3tDDxzHGeQBzmazqNVq2Gw28vtarYbZbCbGQV6PhhIadoKQy+Xw4Ycf+gihCaZHtNttn5HHdV0Ui8W93/Bck8lEvFW8Vjwel6gMRnowTB64D5V1HMdH+vSaiOKJ2G63aLVae7I5Ho+j0WjAcRykUinMZjMh+VHwWKHv5rpkzuwpxNzcXwjt4eb7P5/PTybmL8EQx30R2O1fvJfHJOY8N+VvKpXyRa+EgVFYGolEQqLd4vF4pPXN98FWe4KpTJlMRvb/73znO1itVhJBZV4jFotJZF8Y4vE46vX6XrRFNpsVUn3IC21+PxgMxAjOCDp97s1mg8ViIWHyNsMYn4mt5g2we29NgwM9zVdXV9ZzrlYrtFoteJ4XKeTdBtd1Q98TPsdUKhVodLh4wfdBJ0g8Hn8xHuCgNfic4D66XC5FH2+1Wsjn82edN+7jjwGtyz4lLsT8gRiPx/i93/s9+f83vvEN/M7v/A6q1So+/vhjfOUrX8GbN2/wL/7FvwAA/NRP/RT+yT/5J/gbf+Nv4C//5b+M//Sf/hP+zb/5N/iN3/iNk65vLhj9f3qpdWg34A9fty04rVjQs/u///f/RrFYRLFYlHD0fr+PN2/e4OOPPxaLGLDb7DebDb75zW9K7nmz2cRgMNizSsfjcVSrVSSTSfFwd7tdCZsFdt4BErzhcIhWq4Xr62uxdNMKx80/nU7LZsvfUuFmyDbDcRlKP5/PkclkMB6PAy16UV9O13WRSqX2hCR/P5lMZBz0yGlirpViLXBMKzrnljlujUZDCDVBpWs6nWKz2UhRK60Q8LqO4yCRSGC9XuP29haFQgHVatV3X9vtVnLzaS3nebluaACaTCZWbwLXHw07Ggwd1qSax45GIxHs9HZyflqtVqglNpFIhG4GQYQf2ClnD9lIWq3W0coVi+iVy+WTFLNOp2P1tgwGA5TLZSG54/FYzr9YLAJDNhOJBFKpFJLJpKwbep+4tkxCtlwuxbuuvel83xaLBT788EOfom/CcRwMh0Nr9ITneT6iyvWyXq99Sj7DYweDAebzuaRb8B54fdbO4Ln1+0tZqgl7kBKka1qYn6/XayQSCUn1iJpbS3kRFXz/zHSYzWaD8Xjse7coLyqVinhPTyGXm83GVy/ERCqV8s3fKcpU2Fp5TNBLBuxIUzKZ9Hmfx+OxyIjHJOae5/kMseVyGeVyORIxt0Wv0BC63W6Ry+VwdXXlW9e2Nb7dbkVuv/fee77vvv71r4vBIJfLYT6fIx6PIx6PI5VKoVQqnWTwcRwHuVwOt7e38DzPFxnIvSCozk0YFouFGBO22+2e0ZpRBiQXppdUr3VzTXI/4nuhQYOlLQKO122320cVxDXBCEI931ov0fu+vsYx75Z5rs8STjWYPAS6Jg+NcsDzycVDoEMmmUxK2sh4PA6tKXMsHMdBs9k8qxGJUTiagzwlLsT8gfgf/+N/4Id+6Ifk/8wF/4mf+An8+q//Ot69e4dvfetb8v0XvvAF/MZv/Ab++l//6/hH/+gf4cMPP8Q//+f//Cyt0uhl+/DDD+E4js+KRg+WaYG1CVStVMZiMfR6PdlguXkVCgXc3d1hs9nIxjabzRCLxTAajSRkdLPZoFKp+IqGUbiQfFHB+eY3vykKdTwex8cffyyKCHPJO50O2u02KpUK1us1lsulKLzL5VKMAppIkIyyGN57770nueaFQmGvaEZQ8ahjoMkPQe8y73u1WgkZ5rxzPlerFer1uk/YzGYz9Pt9JJNJCbtlXhujAvR9FItFITS5XE7SGYB7RZJEnxEIwC58meOgx1YTZUZg0FtK4qVzjnWdAkY28F7omeRYtRdlvV6LAqkVXHoY6NluNptIJBLI5XKSIqALGlEZ5HqyeYvMZwPsNjs+N8/z0O/3sV6v94haVDCfdjQaidHIVJZsoPGm3++flIvMcGEd/szqx91uV+ZCe2wnkwkWi4Vvk9PKm5mHyXEVCoU9mbLZbKToCz3FxGazwTe+8Q2Z10PEnMcwd46RILPZzDeXlFv0fCUSCYlIoWLMtCDmwppeeH0PfN6bzQY3NzcYDAb48MMPJaImaD3wfujh089DG6+iRuYwguRQ2KkGDVmj0chnFAmqaO66LtLptBhATyXmQc+S8k5f+9T36dTfngrP8/B7v/d7Ql77/T4ymQxKpZIQQuD+nh9CzCeTCZbL5Z7xJJFIIJvNYrFYyF5ovqOHoNMANMHnXDIa6pCCS0Ol+f4A97Kf+gIV2kQigUql8uBuG1qH0J5tGqSPIYisf6MNmEzR09cbj8cS3aEN1QB8UUE2+cXf2q4dj8cDi1rG4/E9h8oxoMw0O/jo0HSmCDB1jEgkEj55HfV6nzU8xz3rWk6z2QzX19cAXqbHXCORSOD6+lpyzs81d9pZdU4v/LGy5Ny4EPMH4k//6T8d+gB//dd/3fqb//W//teDrz0cDn3hu9PpVDzHVFYZZkxvNEPBqVQ7joN+vy95WyTwhCb42+0WxWIR1WrVR7QWi4Vs0iTGDH3ebrfodDrI5/NYr9e4uroSj/JqtcLt7S02mw2+9rWvCblbr9eijGoFud/vCykcDocSCk6DBJXuXC4nYd39fl82p8lkgmw2i2KxKAQpn8+j3+/7lJZThJsmlvyjQQGiUws4pwwhdF0X79698xXW0ZjP57KJUtmmt4DPQ4ciM30hmUxKDjfndzKZSDsuhqvTe69Jejwex2q18lnvmUdOJZLF2rjGmI+uCS2Ld1E5Z9V1elIIHeFheiM4HzS2kFwB96SM+cJEMpmUIl/b7Ra9Xs9XfIrHDodDTCYT5HI53++HwyHS6bTM3bHQYey6G8OhomGFQkGU21MUM66nfD4virDneZIyQKu7PjeNJev1ek85p9en2+36QiDDwHoOyWTSR0JtqSwcMw0+fJ7j8ViMB9qbt1qtfIYBYCeHGAHAQjNMT2HEzPX1Nd5///3QcXue5+vYMJ/PJTT97u7uIKHW5NRUrk/Z7HXKR1QDkUk2zPOZKRKUexznMUYAQhskdG2MzWYjns5TzqvxHKHsXGum4SaVSqFYLPq8n/yu3+8fvY8wdYhebBPNZlMixLi/8XpRwLlPJBK+XGymXvDfh4h52DPgb2kEp2dM6ymngGvfVlWd1z22PsxoNJL3gIZEW60MdpKxFVilkVlHjGnk8/m9d007R3QKhHkM5y6bzSKfzx+95rVRgPuQNvJS1prn5R7NiJ6wdfxSieBT4KmJG58L90m9H7xUj7mJbDZ71jpO/X4f0+n07NELfJf5/j5m7SkbLsT8FWMymVjD0zWZJqbTqbQOY/gzcN/bE9gVpvM8D71eT0I8tad0tVqJwjufz8VqH4vFRGHgsZqI0sqfSCTEE8BcVRafYRj6Rx99hNvbWywWCyHiJHb8HYURiShDv5mnxhA/bogscpPP56WoGc9F5UbnWR8z/6z4rD8bjUYYDoe+nFttzTONHQCEONPzz3Pq8Mher+fzvDJPHbgvNMPnSkWB5IDXSafTPsOBJrck0+l0GtlsFtVqFeVyGd/85jcl7Jyh7pxXGkIY6ssq11SgdKX5wWAgCmssFkO9XvcpJVQUzHXH7zabDQqFAkqlkm+989q8bw0+X7YNpGLS7XZ9PdVpVDBbxFFJ1hX89bgOhRrayFRUj1qtVkOj0TjZw6TTDoh6vb6XTuI4jkS5APApvxw3iS1wP6dRqvXq9aWvxzU5Go1wd3e3t04J5vFqRRXYyTsqnlQ+5/M5BoMBksmkGN5oiOR4DykulA8cp/6c16XSGgQdZaDvmWNkNEdUUAZyPqP8lveQzWb3KkKn0+nQeWCthyASfaivvO15A/4wbP7/WBxSQClnWOH7HKDMoEe53+9LWL6+B8oCGikPgXsjzzGbzcQTzJQxx3GkXgLl63w+94WEH+sxt61dPtMossm2vgntxWcRRZtn/Rjo4qY0IKxWK0lp4v8pB5LJZKTaBdwfm82m6CfZbHYvXJ2GSlM+Mbye920WagXuW46xACuvS1k1m83w5s0b67vGex0MBqhWq/jc5z53lNzQRgEaxyiXuU6p09VqNSSTSYmCZH0O7teHikFePOaPA006aazTNYloSHvpHvPHgpkeeS5offJQrYbHwIWYv2L0ej0pQMGFqQkxcO+FYsEhkmEd/qlf5uFwKB50FgXSLWqodDCUdLFY4Dvf+Y5YgfUGTAFPrzC9r6PRyEdESVy58c3nc7x9+1aqHrMwnK7KzvujAmCGETL8/pNPPoHjOKhWq6KYsxK0STyOBXNrTXDO9DlJKszr8ff5fF76qfKZXl9fy8ZKQUwjwxe/+EVsNhvxepMwjMdjqbxOJd51XR+JYSG0fD6PeDwuz5Leb6YdsJpuq9US70Kj0ZA80VwuJ3msjGLIZrOo1+uSX16r1aSKP3N7WVmXBgBiNBoJec9kMlbvBD32JjHnOjA3Jt0Ki4pbKpUSMs/f0VPOKApej952hvvz/xq2tAWCm+exG2aYEn3M7/V1l8slhsPhnkKxWCzQ6/WkwKM2GnFONSlnOGdYuOPd3Z1EvNjAkFdGMGill2HVwL0xUKcYAJA6Ehw/cE9sSDDMvLAoRM0mD3QUx2azQbfblTVle+5BxJyRJ9Pp9KDX3gSNqjpcPAg0cAG7eeIaOlTcazqd4u7uDv1+32eAs42l2Wzunavb7aLVasn7yVBv7SHUnvxTFNtDCmiv15P83GPn2ARJPt93M8TZHId5P5o42jCdTn2pJMlkEslkEvV6HcViUfbo29tbMaZqeXJsKLvOTbfdB/eMQwh7BjoyJJVKoVKp+OTlKc9crxltoNLefRZxA3bz+vHHH+89Lz1ujp3yjQYRm9GsUChIxJipoNPQxugvE4xko+OBc0yDO1PubMhms1JglXvxqZ0S6EDZbDbo9XpwXVeKxGoDinZcUOdgqLDt2p81Iqjx2MSc+ocJHXnId+C1eMzPjacg5s+BCzF/xbi9vRXiZeahaqFB8hGLxVAul6UyMAkZC7Dlcjnc3d1hsViIwknl2nVd8Vbq/GCSZe2lJkljQTgaAhg2Tu89vWCLxUJCBRn6zlC4SqUiRWRms5mEctP7+YUvfEGs2dfX16JY0KhAcppOp32bs80rdiw55xyUy2XxHnIDi8ViaDQaosjTk8x75By2223ZKKl4s30Yw4CXy6WQFRZkI/ll1dhSqSRF4BjKv91uhZgyPWC5XIqiNB6PxfPCPHymJfD5MOyeSgmVbQA+r3u5XJZ8/0wmI7l7VJZoxGHF91qttudhmM1mQqq0cYlzzbmhgsPvbQqnRrFY9BEV/oZ/mCNPYk4vCL3kzPkMKljCtnd8zhqLxQK3t7e+gloM9Y+ChxTIMn/P1AMT9JAymsZGzI8dj/aSBnnWtGdRrwedSuG6LjqdjrRf1HBd1zeP9JQxXcUcT5Se47aQc9s6BO6LaZkKq4248P0+VZkjMb+9vT2oDGvjgY5qYGvDIFDOAMHPjfdveu6ZHkFP22KxEM81sMuxB/zh/cfOxWQyQafT8eVYm8aWh4bKa0ynUyFGwGHDjimzotQQYPSFjkIxPbYkklrmxWIxpFKp0DVlGo7NbhgcMxAtP54e/iih7DQi20Lyj8FkMkG325V6J5lMRqqV6xooHBPTve7u7vDhhx/KWMwCnJxjyjcac+gs0NBV4HVnEepG6XQ6EkE1w44pp1hMz+y4UC6X0ev19jqMnIpUKiVFRQGI7NXpe7oOjF5Xh67NiLR8Ph9Jzn4a8BTEHLjvfqD/rQuuJhKJ0CiWTzM0MTfrKRxCWBvq5zZ0XIj5KwbzHilgx+Mx2u024vH4ngJmbuyO40jYMMPA0um0kCJNYBjmlU6nxXvtebtiTPV6XVpyNRoNHwFkqDe9kfQK00pMTy5JHwm+4zhiaFiv18jlcrJp6jxrtsiid4F52bFYTMbEome0MpoVk/W8HCvUOJe6NyM98lSKKTiY/6rDvEmCCRaYoVcYuC8aRQOKtvbzGHpzl8ulhL81m014nidFiubzuVQmLxQKGAwG8qw5XlphmYNIIw4r2NdqNV9IPoXWfD7Hzc2N3NNgMMAnn3wipD4ej/vCDPXcmfPJtRAUym4j5jR0BD2/XC7nUxbozbfls2tBTMKu80tjsZhUmGd4IDsA2Iq0aQVH/x1lUz81FNcMryV03pTekChDWHTQDGXXcxLVg6+JuQ30InH9HWr5tFqtrK0DNZhT/pD+4jaCov/N1kIsYGNTWLWM5TtGIyHlj5YBUXpIk+CwGOGhcHIaQ7WirfNhzQJivE/X3bWhy+VyexW3AUhNEPO5arKm0wH0e2P+5ljFlnKf5H88Hu8V4zJrpDwEvCdGAen1ab5jD1HS0+l0aP9tXaeA16FcDvIUMQzZBts7TJkaRsCY7kK5EBbKzn8/5JlzLxmNRrLHkVg6joNer+crTgrckxl9H7aaLzp6Siv3unYOsd1ufZ1Q+LwZLUbDeqVSiZTiQpj6mEkC6OU+R1FBYGco0iSO+6k2COjIoCDjpHkPwH39n8FgcDQxP+XdeQkE9LGJuY6aM4185pp4bg/vc0HrgsdWep9MJri+vraupeeezwsxf8VYrVayOTiOI73Dv/a1r0nIFC3+WpEjyeFipodbK1PMbaPSqHPHCU1mtYWcFl6Gc9Pzyp7nk8kEpVJJNgmShG63i+l0Krl82+2u5U+v10O/30cul0OlUpFcO634MgedXlcd+q1DtEioHMeR3PrtdlcZvlwu4/b2dm+euemaxCEoZJXES4deD4dD8SYzfKxWqwkRp/dtMplIrhdTAID7jVIrZ9p6z7629HxT8WZIms7F1aHanCM+i+12Kzmo+pnP53O0221fZVoWYdMKA5Uoplm899570tZDExKbkrFcLtFut6UyrkmO2IbHLNDHUL92u+2LXogCCt7VaiVhsPSesw1RrVaT6qca9HTpIkeFQsFnvGCkwGKxkHkz20bpe9FE7VTPQ5D1XHv+zIJ7XId8j/i5mV91DDHneiJBoHdoNpthPB5LSgsjPILOo//m+udaMKHD4E+BLZRdyzyzZVwYMV8sFmKwotGUnjb+nmv2UIiqlgU6NScMJNgA8O7dO5FLrEcBwFfDgPKFkS62lo+6m4M5Ps/zfIaAbDbre2+22y0ajYZUgj5GseXYt9utpG4xZ5ag3LLVSDgF+n0Jez5a5lMeRlmDUb1cek1q2R9m/OK8mMU1zVBt7YHnNYJAGTedTgPfWW3o1NfhHI1Go0iGKPMeaIDnXkRDl3kfnBP9nc7NZY0AEnXXdSWCcDAY+CKmNLh3cgycC+6v6XQaw+Fwz+utYRpoTWJuQqcR6UidU8GULYLGDtOYAhxPzM3e8jaY7yO7zJxCcMPSxx4TUebk3NcKe89MvfwlGCyeEtwLj+1cQ94TtEdciPkFJ4OLih7pm5sbIeqtVguu60pIOACfdZkhcKzKSW8Kw5/1d7RSl0oln/IB+MM26QXj9XReHPO4Wq0Wer2eWLqYQ0rCTG98Op3GZDIRhXIymUj4HsFCLZVKRTavRCIh+dDsoay9tCSr9E6zCF0qlUK320UikbBWpA7L7+KLzaq6rVZLjApsycIQcxZKc10X1WoV8/kcuVxOLKL6GtyY6Xmgp4z3ootC6c+1sGYOIwkf75fjpuec+cKsqm56O/j8deiw67q4urryKRzb7RZv376Vua/X68hms3BdF91uV4rT2RRXhnvzWeuK3KPRSPKpTGKuDUrT6TTQ+7Tdbn19u/X9sU8xvZqml0V71zXy+Tzevn2L8XjsS88gKaIHkf08qbAGrSU9vtVqZTUIHEJQDmjQZuO6rqQzmMTcPP7YUHZ6t1i/YLFYSOg8oxxsPcptYP5tu92G53mBSvRDYAuz1hEZlB/a8GCCv9XtCfW7qpVtRhjVajXrHLDVXjKZlJZQ2+2un7q5hszChRp6vDqdgdFQHDf3jFgsJoUmNRjhZIbwazkfFH3CaxyKprBBp7ek02lfKCdBo6b+zak1Gvh7PfYoqNVq1n7XNkRVpsNywvVnGtyDGSF1aAzaU0pw39O9iHVh0jCPOY00JJSJREL2oGPbGlG/KZVKEjU3GAx8irXNwMDvOBe6+KN5367rIpPJBFZgzufzYhRyHMcn7/l7M00oKFrARu5sc6nlRJCseQhs76meP329xWIhezEjAfXvzLGZ985oC32fDyG2jKSgXHwqPDYZ14iSMmLTwz9rCAtJD4ItalLjQswvOBkMgSuXyxLuQk8HW4KRLJpkmooUC1pROS6Xy+LhYl4jfxdUxEUrm+12W4gYFX2eS1thteea1VCbzaaErOqQWpJrhtEPBgNkMhkhOPRwMueU+dyFQgHJZNKXL88NgpbyQqGARCKB6XQqOWya2E0mk8Aib+amypwzVslstVpCLknSmIutlWjHccQjT0+W4zgSSjqbzdDpdCQUP5vNypxrxVOHgGtjSKFQQDablQgKTS5GoxFWq5VUAKZyblbYD4JWEE3Ctdls8O7dO3z00Uci4BgeXi6X987F9UBywOfM6A3gvkq9viYjBKgEMvojk8mIMtbtdsWqast75PNlEUKz4GHQHLCAnVY26dXJ5XI+T1qUMNtzWOSDLO1hmw29wPQA6eO1EqDXbBhsREyfs1KpYL1eo1qt7nnlbefRa50KMN+rc0KvK27afKe4NrUhLIyY8+9CoYByuQzXdTGbzVCpVHB9fS0RO5vNJvA+WCxzvV6j1WpJu7ogEm5W4Sco/00F3zRA8FgAPs8+cJ/jTeOpXvMsHMdUIm1k5bxR/p9CzGnw0s+AxplUKiU57Pr9YkGvQ2H/QbApu0H7Hv9vtiI7B3h+1mihXLEZGDkvfEc8z5MUkGq1Ghj1pYk55WOr1ZLINHZsAe4jzGzrzCTmo9EIo9EI9Xpdori430dBLBaT98SMmrERc12pnl51TShNOWOuxaB1wveHXVP6/b7oEVxfm81G9iyb99jmMTfHYV5T3y/J8rnIgu3947kZ9cY9uVwu7+2bdIiY5xoOhxiPx1KMU5/bjLTIZDJWXSAMLOxLGVMsFh9kgDsVj03Sw8h2kMf8sxbKfir0fmRC74/PZei4EPNXjHK5jHq9jnq9jkQiIYpRNptFOp3Ghx9+iOl0KkRbe3qY38mNjBsJe1QD+5vWdDrFzc0NarWajzRrMsrjK5WKhIXrDZ0ej2azKd6fq6srpNNp5PN5DAYDfOc73xFPUj6fl1xyAJLLm81mxeNNsl0oFHBzc4Nutyuhnul0GsViEePxWI4F7j1Y3/Vd3yU5xCT6OkRUh5IDkIJrwG4DYsQCQ9QB4P3338d2u5UK5+12WyzyGuY866JX+t8M62YY7GAwwPvvvy+KCQk7DSnz+VyUBj6TcrkMz/PQ7XZlU4vFdq3qptMpKpUK+v0++v0+NpsN0um0VFTmGLUBgtVoeW3gPhxc3xPzl02vho3QaK8koxjovWcuYLFYlHz94XCIwWCAdrvtqx9AYsmCOiTsfJa2zYvPTs+7VvqCNmGmTLDGAgsTaiXMRk6CcE5ibhKKsM2bCvNisZBCPtrrBvjn5hC0Z8oWilupVHwGqkOhv6YR6rHAcbP1Yr1e9xFKvlNaWTZhPjczjYh/a6NDEMzveC4zsodjXK1WodWTTU+Ybb3RoEvjJ8E0Idv7oI2+jIpgAVAa/cz7Pgaedx81xTodTMFgBI35PCiLzL7qURGmGOvoBz3GY+8p6Pwa2qjJdp7tdhvdbleMtAB8KQoEjZbATm4H1V7QedaM+NI1HWjEpZeYRV1rtdpeKHStVhMvPffbwWDg87KyJsqhIpimJ9z8zlyLZo70YDCQ73T4v3n8oWfH4+g0YCFNeup43slkgvl87oskM++F0HtiEPnS7816vcbNzQ3S6fRebYVTYLu27mKinSOUB+l0Wp5ZUIcFphrouXecXRcYnV4DnNZ1hEbdTqcj8uypiLnNkPlYCDOk8zMaimzFjE8FW5Qei2QyebSR5TEQpcgqIyJtIfDkHqcadM+BCzF/xdCKIjcoeojL5fJe6CRBS7LnedLDE4DPAs9zu+6uGnu328W7d+8kNFeTFi1A6DXQYfN6czEVXODeGEDFXxNRkknm8vKF4jH0KNE70263RRmo1WoSqlmv16UNHIu1tNtt/J//83+wXC4lhNv0aOqcKxaj4b3QEs8qmfr+s9kscrmczAXvly1QbJuyFsBaISYhpTJAQczQ8E6n4xOmzDXXueO8D8dxhHzHYjE5Z7vdFg8JjQqcY+2BB4BOp2MVWBRyrMBPA4BJcPW9E9oDxOgBXTGec8uaA91uF8PhUFIASNxMjxqfHQmLLn7D4xhBwOdtI09BmzCVFHratceIf1NxiCLkz2GFtylcevxBGz2L9HmeJ10NdAoGvZZRxmkjcPrfbLt2qFCbvgdT+XoMjwUNQVzzOlpGF5rh+xwWSaPXmY2Ym8fZYK4ZypWrqyvfc6TBLWid2lJdTPDzUqkE13X3vO/MtU6lUmg2m77nNhgMhLwx9UlHiPA+GPHElmw6zSpsHfA4klPm7nNN8FpUqrgHcG7Ndk9cf0HvpH4+5jHcT2mgOVV5i7p+TRlE76zjOD7F0lQyWfA0yhgYnqx1AVs0FlO6dCqaPo5GI23g5+fsrKKfe1RouW2OX3+uo3u4FgBIHQcbOQ77P8H2jOx2sNlsUCwWRf7TQE/DPZ+POVb99yFiHjSWqB09DsF2bb73+j1i+gLT72gACjKyUcZUq1Ukk0kUCgWJZDyHgZVrjDKYslp3EDINvSSw58xLf4z9x3b+MGJO3c38/CHQzqdjsF6vUSgUniV6gdCOyDCw2wHrPulnuVqt0O12pdDvqYVkH4ILMX/lYOh3MpkU8lEoFEQwmZuA3gzMF380GvlCNamAMDeMnsqbmxufJ0QbBrgp2fJSWaWdFmeSQ3peWXU3kUhgNpv5csV1KDCLbSUSCQyHQ8l99zxPwgh1ezStvNHrwhxJHbJNT4+G3ujNgjpU/nQuHT3zHB/nngXteD6GyNOgYPY9NzcWhuvz+G9/+9s+rxk9wtPpVAgsrfm6OJkOj9NV47lhklQT5lqhV1rn9DD/jxECAKSVD9eGNuZwTMwT5HlNC3sikZBxt9ttqX9A5Z/zxQiOarWKfD4vlnxu3vw/nxsVBK5d7cHXBiPTqGSDNi5p8Hht1IjqnTHPc6zib/P0HcqZ4jpi/2qSHK5rsyf4Idg8pGZxSY7LVOCDzvcUYXqJRAJXV1dYLBbodDqYz+digNPPj7IoisfcZizi5/pvG0yPbNBvDhXvOsZjHnQNvjPmffC8juOgWCzupU3pc+ncPj2W8XgcqgBp44j2IJv3x/DWarUqYdCs8aHXDyNDggpWhYUzmjLhkIywgTJf13YJWt/aCxx2XZJqetW53+rzmHOmjcK6IOVoNPLJtHq9LsUxKetJzPVepcekyTeJOZ0HjHIwozKCkEgkfCSY1zDXog7x1YZiEjK9hvXxYQQZgLQB4zvY6XSQzWaRTCYlbYqphCyAG7S2ohJzrYPZ3reHysOga7MgHNNAeKzWHTgGrf/pe+L4YrFdC1LqT4feEe47BPUUG/TYJpOJL1qkWq361qWO/ngIOdfjfyqPuW1tMJpQzxWLJD4UvMcoRUmJbrf75NELNmgDbtj7wVRaFg021yX5xkPbPZ6KCzF/xaDl1vw3PT3MlTU3ZHNDIzGZTCa+QjH8jdn/dDweSxgXw6Z7vR5arRa+9rWvoVwuS/j4ZDKRIm7r9VqMCNPpVMhdPB5Hr9cTrzU9dFScCoWCWG2Zt8TND9gJBebIcjOg51eH76fTaZ9Vr16v4w/9oT+EXq+HN2/eCAnR0EoR5yGTyYh1HPD3pWb4PbDzIrHHqTZerNdrCTVfLBaipJAIsa2ZBhUNbVzI5XLSyofGDo6XHiH2QteKbTwel3uggKpWq6JMMZSV112tVpjNZlLIi2tFF9Xh/VWrVWy3W4lCmM1muLm5QTwex93dnaydfr/vC3Edj8dyfsdx5DuthPP/uVxOPDpcGzzG5qnWpDSfz8PzPLl3U8HRyqpWRoIUiiAyY3pGoxLLc3rM9fUOEXO+ExwnlTMqaLqKMddGmNHARuC0omEa64h4PC752OyoQJhjf8hc6f7UDI/W0B0HaJTgMVr5iJJjbhoi+N2xHvOw+TZzDoO+N+VblDHYxsP0IaLb7UrLJEbvrFYr6SWt9xLHcXzdMhiSqgvRJRIJXw6rDqnldcziW3znOU/FYhGpVArj8djX255pGmHEPIq3KmjOmE4UhO12K/UCFosFisUiMpmMpKSZ1zLngAZt7vkchzZ8tVotTKdTH1mxGZKClGhTIeUzo5eJIc+6Awt1ARqnTYK13W6RTCalu8qxsBkk9HukZTdzpJPJpHVOzUiOKOtfn5/yLZFI+KK26CCxEXPbuxbFYx5kCHssYq6vaSPmWpZRd9Mk2LbnRZlnpk+Yx1QqFWvBQC3zzNTK4XAoeoEm4uf2mtMRcQq0IdOGsD3bcRyfIe2c4Pwf6kZhjkf/9rnA6+fz+dCil8lkUrpD2I5jl6Tnup8LMX/F0DlbWriy4JtWqE3CwT8MD9deDuC+p+disZBzkPxSGVgul8hkMpKLNBgMpDUXq2rTK0xPOK+fyWSkfQnzzQDg6upKvPQMx282m9JjeTKZYLvd4qOPPpLK7SRy7COqQ9hYUZYKBOeMuXH05pLMe94uHN6cz1QqJfljbP3FedXWfP0sSPRNkkKPLdMEaFFmqDXDojWoaNDz4LqukFfmNFMZIqkpl8sSUk7QeGEKUt6P2SudYT0s4nOIoJLQ8Bqz2UyME5yD4XCIfD4v0R2MgqARYbvdIp/PS6s1vR71MZwv3h8NUa1WS5TXRqPh2+Bc10WpVJIqsyT4poLPezq04RzyMurznuIxPwU2hesQMU8kEmg0Guj1esjlcigUCuLR0vnmp2zUJim1rT+CFmwAvrA4vme2+4wKkgqSQY16ve5TpB1nV/CIKR0AJL+Sbd5IBJmaouWbhi1CIMz7rRFm+DCvwfOHHW/2c+ZYbd4Zm6dYrx/T6GIjD1R+tGGAtS2YOkSCZ/apZ3cDx9m1thwMBlIZnDJOj5vzStLCiCJ6x/nM+/2+1MmoVCpWBddMzzLnwebt5P/7/f5ehW6N5XIpVaUpr/lcdP4tyW4mk8FsNhNPs42Y6/1Iey11ZBPbVvL+aOC2hePb1hEN6jSoALu98d27d3LMdDqVzhKcj1wuJzn+YR0pDiEKMdepREx5M6PPNDE35WHYu6jXQZCnXbcwNdeNScwPecz1s2QbTtblYSRPVBlImW4bTxAx199pYq7vnXs315mWJ8cSc93ZQUchDodD0SHM+eG1uF7pMKHzg+c17+tUmL+P2vovCAz5D7vWU0SK2RD2LpjgO/VSiPmhsZtzatY+YCu/x46KCMKFmL9iVKvVPcs2hRkFaSaTkYrcFHo6zLDX60l1Y72Yh8OhtDcajUaiPNECPxwOfeFitEyXy2WpPK49S6vVSgop0apcLpclv4PCs1AooNfroVQqSYssKr5UIJhzXS6XMR6PkUwmUa1WUavVxFM7GAxEeaH1lJ4vXdTMZgk2larBYIBisSih1/QQE2FeFz3nVF6pFDC8vVAoSJ/jXC6H2Wwmbb+oYGpixOfJZ8Swbp5/MpmgXC5LSgE9B+zzyxwsKpA6zNb0Uo7HY9lkWe2fiiRJeCqVksJ9wD0J1VEAJMP8rlwuo1qtolwuS0sezgm96blcTpSqVColSgngz/claLTQkSPMuzVJBe95MBhIgTib19sklSZMQmPzmIeFpJnrxfbZMRsk4K/kbRKysE2e3qxcLucLKzbba5H4hI3N9PIB914ebfghGo0GXNcVIwBlSyaTQaPRQCqViqSgMLqDoNHN8zxfmgW/4/Ox9eFNp9O+aBgAktusvZc0JDBf3qaA6/u9u7vzkSHKh6D706TTNnfA6R5z4hiPIY9NpVIolUpi8CDponzVe41eDyTjOoeP1eYBSC7yYDCQqCQWOysUCrKWt9stut0u0um0dJfQ46Ps1LnT5lyQtJtGn0PeKlP2cA5p7AYgHSVMxGIxKRZKAyW90Nqbd3t766srMp/PRYnnWqXM11Ftet1pz3Qul5NUL0avLZdLK+kx4XkestmsGFCz2ax4lQieh8Yv9jvP5/NiRHgKYs7UpmKxiGKxuPdemxFStnMfAvcx7fgwfx9EzPW1w/YGvc7oeGBhvqBOMUEwoyH1eI4l5npPDJovU1ZFIeb8LhaLodlswvM83N7eCvkPeo7aKBiLxaSvNQ1bep7OScwZKXEqmLppkz/A87XsOvZd0Mc+F5ElTiXmZg2gp3KiBOFCzF8xTO+GqRCydctisZBiHcC9IKNg5WauK7hqCzz7j2+3W9TrdfGaAxCP0nw+FyJQq9XwjW98w0dg37x5I5VctTc2l8v5coDp0aU3fTweC3GrVCritWW1bz1WKmK03jGnbTKZiKAmwSS08aBYLO6F2LEtjC4swpA+zg/D73k/vBedX60t6Ka1ns+O6QG9Xs+nTFYqFZlHVktnW5bZbIZ4PC7XXSwWaLfbQspXq5WP0JrknBXjdY/6Xq8nle85R/l8HpVKBd/93d8N4L6VDu81k8n4CuNxU57P52i1Wj6vFMNQ33vvPbl3VnwlWfY8D61WC67rolgsikKvQ+wZZq83Xt2ejyFuJD1aGOdyOTEy8dlyzDZlJEhAmxuBjZjz3FHPFQXs+a7BCILhcCiRJLZe10EI2lxNryQ9JGHjNckkz6ONNgTfW2BXL2C1WqHVavlaOtoUF9v1B4NBqLeSoenJZBKlUknSLfiu0uBouwa7L7A6OQvFUZYuFgsh5lpp5f2m02mRw/QYU/7e3NxI0c5DcxlGzIOUddNAY96f+Yz1bzRo+KSsY90Lym6uQVZO1/uIfmcdx5E0p1qt5lNyWTdFr3G+i0xBYUoF1zq9ZNqgxLVmVmQvFosYDociSzqdTmCahM1jru/HnCdtAA8K1yZZYMQUi4fSsE2wTVgikcBkMsFoNBL5z+tyH9TezPl8Lnn1ZsE73UaNx3Buuf8Ph0Pp8ALAF9mUSqWkI4qWATRuMQJgPB7LnkT5SnJ1KjHX863fCf1MaDhn33Wb0dw00HI+DkEfw99xf+UeH0ZAbQa7sOtSbuj7NN9zGlKDsNlsJFUk6F5O9ZhrY6JtXznWY27eI/cvnXakoZ+d/i3XJo1ZQfL8ITBr8ZwCRqTaiLkpO58Kp85PlOcbBpOjEIfW96HxRP3eXL8XYn7Bg0GhqYW4TfDaiLn+LXBfnMfzPCmWxXw1EnJ6MUn8mHPMPKBSqYRisShkb7FYSCVxVnFlj0x65Unwb25uxLOVyWQwHA6lqJ3jOGK1Z+9oKokk5OyLyfB5tmFzXVcEaTab9VWg1+FvZi7TarUSYsjNHoB4iDhvpVJJvHWcU84xq8Hyj42Y8zyaeDK9gMTa3Ki22y2KxSK22y0ajQYASBhhoVBArVYT7yHHQmt0JpNBt9sVhVqH4On51N8HkTrTGx2LxcTDyfWhPYxcV6ZXlWTacRwMBgO0Wi0x9DByg2uVa4aFAjk3XONMc+A8mcSckQr9fl/m3KZEHNpwgkiM+a6Zc3QINsWTmM1mobltjAxJp9N7NSPC8utsm5FWaug9jmIVt82bLcec59Wg4q5DFKMqJzyeKTK64BCNVvQaMgqD42R6gw2xWAzpdNo3tnK5LG3f2LKP57IZepiaM5/PUS6X5R3hmGezWSAx53mD1pDNY86QV8/zJAqH7yZhIwvmdfX/h8Ohrx81jaPxeByVSkUMQiQq2qNI0sooKJJBhmsTiURCDDQEyXyj0RCvOb1NwM6AqkPj9ZyYoBzjPOh1ZsJWyZsyiClFTN/SRpGgglW8ngZDxFk5mvNF5PN5CcN3HAeFQgHFYlH2mn6/79u/R6ORRMIxSolpBXpOh8MhRqMRNptdi9XJZCI1XLrdru9++L1Oa7OBeeY6zFq/hzZjYVTY1qiWkSbRDXqmmUxG1p8pe47xmAP35MqMBLDJbvNdC7onPZYgYs6ohEMRCHrPDorKCSPmtloaNkKsx2q7r2OIuc1zaTM4aoOvbZ+wycSHEq1zErWwKCca5fRxT41jDAIPJbKmbCIGgwHG4zEqlUqkwnZh75OGzWOu8VBDw0NxIeavHEGWWU0q9HHMkWTut/bmMPwV2Cn3xWLR15ObYYFUYFerFb797W/LC0PvJq3W7EHOgmKNRkPy0BkGtt1uUSqVfCGn9HKyKBoAnwLNfCn2tKbHhvfC1ju8L5IRKm3mS2sT/ixgQwMFySTD8Ek29aY4Ho/RarWk8JqpMFBBpmdcV0TnsRwDUxBYxZ6bqplbSK8AnwFz920eIF6D0QjpdFo8MPl8Xqq3U7EulUoYj8c+YwNhU+CbzaYYDRKJBJrNpuSNmr/Vv+eaY5SAzRKti0UB9yHKPB8NIcy/TKVSUqGeSow5J7qYl0miOGeHQoRtVn7AH7nA8xzrfQ+CjlTQec3as+A4uxzpsAIoJoLIHb9jPj8VUbagss0tn4dNCaVCzNoKpkWcz5NeuChzYl4jn8/vkaObmxsxlDCHXm/AmnSYBjq+r++//z7evXsnnkbAv440+TSNQdpoxPePhsZWqyX5uma+m0nMwzzm+tmNRiMxNMxmMwyHQySTycjE3IT2XufzeZRKJekWkclkfAXhGGWk1yMNsf1+H+v1GuVyGZ63SzGwGZrS6bQUgMtms1J3RNfkYOQOC0dqGR90L5yreDyOarW6F+pKg2W5XBbSrMHzMk+dEUbcm4BwYm7OtU7L0a2PNDlKp9OYzWbIZDK4vr4WIxlzz7WhkzVeuG/RoM7P9PwyYsRxHNlD6LmnwV0bknlOGxlkDRrKIe673DsBiFGMa4ORW1Fg8+Ka5FBjPp/v1ZLgcdVq1feMospegnusLlYIQHQjW90C27t2iJjr+wT8ugplVlDlaOoLlKWamNscNxpmGLXWJ216pXk/egzmvQQhjJiHecx1KHtQNATHfy6idQ4vdlgBUV1z4imJ+aF1EQRtJDkF/F0+nxd5QGcMO22ck5gf8phfiPkFJyPI0mluWHyxl8slJpMJ0uk0xuMx+v2+EFhNElkQJpvNotlsot/v+8if4zgSksjicQzNNPuNcrNmkTP2MSUZzOfz+NznPoder+cLKye5Z4Gz1Wol/be1R0QLX+3JYLGwzWaDXq+3Z62nB5856lqg6Fx6KjT0kNOry00xlUqJV1/nWHPjNDcE3WNRe4gJ7Rnn5yTmJKaet+snTWXH3MiooJqWYoaxk3RwTJlMBvl8XvLcGRrJEEsSDS28bMScChs92/oaphKyWq1we3src6zng5VuqUA1m02JWGBY6nq9ltoH9FxR+dAefj4n3fqF0PmnXG/6frQyEqT8BHkGGC5Npd7MYQo7l54v28agez+bHnDPu0+diKrw6msC/s3VVMoBiJdTr1Ozr7ZtDs12aTQakNxoMNdce/voTdTKthn+HbYxm6G55j3zt8y1t0FHJul7ZcvHTqeDfr8vYe5Bz1z/nu9Vt9vF1dUVBoNB4PWDCKeee/Za7vf7Im8pD2nAdF1XvNuMaNLzETR/VPZpdDXJTa/XEwPOZDJBv9/HYDCQWhij0Qjdblc8qEzDseVrzudzkRGM/OFccZ/R4Z6U9zZDkQbPYWv9SAMw5T3vy5wHzg/3MsoQvjumJ1bDJjMKhYLIWm3YIUho6/W6nDufz0uvaBLB29tbeJ4n9Vvy+bxEhmQyGV94faVSQTqdlpzxUqkkRpDBYCB752KxQLValT2z0WgEGh74DPT7nUgk5H1Ip9OYTqe+1pisSn8IplfURsz1s2K0mQ2u61rlRhjMd7ZarcpYWMOl3W5LPRuzqJd5jSjE3Lwnrgl2N1mv14FRPsBuvVCGakfCIQJjI7p6vXJcpkwP+n0UomPzeoeR1yDPvfk9fx+WxhUVxxpwwhAUDaD3IlMuMvLJdi7WJHoITiWiDyWy2shNnsG/Sc6POc+h52NGeJq4EPMLHgTbxqRfbA0t+LgY6b11HEcqgpPE2TyJ+nrcZEkERqORWNp1Aa7NZiNV0amoaws/lX4qI7wPhp9fX1/j3bt3YgRgqxbHcaQwDkNJqZCybQtD2lOpFJrNppA1Ghv6/b7cRyqVkrHTu+Q4ji9agGP1PE9+Qy+RrgSv54qGDO0BrNfrgaRVe8b1szPJLnPRtWDhGFmhndfdbrcoFArSiorn0Zus2SLCVDaP2dh4H+Y9ci50DpUeu/bKcW3wb3PT1WHALIrHfsh6jfN8tk2rVqvJ+2IWvtO/WS6XePfu3d73jAjQ78jd3Z28OwzLjeIx13MXBh1hYPst5/nYTToslJ1KNXNESdJ4PSr+5jhs3nfz/nTrPcLz/H2QtWdIfz6dTn3V26MQc70u9D3rtRQErSjqeVqv10IigZ0CZRor9PFBngltyDC/1++rCa531tYAIGlCjJBh5As9oYPBYK9WQNjaM71o5jwx/1x7OVilm2lMjF5JJpNoNpuo1+uIx+O4vr7eOxeNtby249x7dbPZrNwvw9iHwyH6/T4KhQJGo5GvUjTTgdjZo9vtSt/pq6srua4u9MfCaOb7yqJuLPYXj8fFm00PV9gaspEMGqmBHbntdDq+NW2TGTblUb9jpgw1z8G6LTSOkPwD9wZkRsjplJCwNRI0Jv05jUD6+em2bocQhZgzD94EU6CCPHuneAmJXC4n82YjEhybbR4PEXNTdmq5HCTnt9utdDMgiTeN8oeIOd9Vz/On+VHH0PNoI+amoS9s7wsj10HPi3JF66oapsH+oUTrnESNUaO6thP3Vn5v3o+OajURZlA+FscaHh4ayh60HnXq6EPOY0K/M0F6FM/3HOT8QsxfOUxlr9frYbVaiRClojafz2UBMk+cyi//TSHPHuTAvXfcJFYk5MViUSy2ruui3W6LxX0+n6PdbmM8HkuFYyrSpsKjXyi+FAwPLJfLuLm5kQ1Kv3TMM9TEnEoTQ+roLdWF02hE0KFeFPL07kynU9TrdekPTo8zDQKtVguz2QzZbFY8d1R6GZHAwnA0RtCbz7w73rMGFTv9OY0bTDmgx6FcLounWodsr9drvHv3DtvtVjyM7E/O1lg6MqDVaqHVaqHf7yOXy6FaraJer6PT6chz1wIsTKnQxFCH4PM7hprTOEFvqQ5PNw0RtjmicsAx0EPMvzOZjBQjYjSHbZz01Jv343mehDDrCAhC57bp77RyyPemXq8f3CxsCqa5KWgvRZDyf2xeNmEqfcC+l5udFTabDer1uuSUmnnC+lws+sj1biqSvF6hUPBZy5krz+/ogaMXjEUCtdIVtjHbDEx6nDbibiJIUWT4r+d5Mm5NJE2EEfOg5xpGzAFILQaCET2lUgnJZFJqLuhwZB3e7DiO5N8C8Blf+H+dSmKOg2shlUpJxwx2V4jFYiiXy0in01IXg+k+NiNSOp3G1dWV7/1m1IyeN30fhULBV3CMnqXFYiEyhpEY8/lcKrr3+30Ui0UpzsfxksAx7UuD3il+x3Qqc4xBz5Hj138Teo5tKSFB5+O/aVC0eT3Dfmv7XNceYQ/57XaL6+vrUIU2LK+XcoDtCMN6voeN10bMeV2madlgEvOHkgmCegcNszbZrf82DfIm9Lunn6s+x9XVlfU+t9uttA2lXmPzPCaTSWtUAWWA67qoVqu+PVyPV5/PphOcEspuC0c3x81IHBZupOPBllJl7tPnwEM95tvtriNSu92WQpnATmfg87TtQ7yPYrEo39MAe2oYuUZUYmvioR7mIJ2FMka30gtD1PEnEgkpaGmru2MzMj0lLsT8UwQKYfYCpnWauX9UFFmkjOF6VFpY8AvwEwCTNJPY0tNMAkxPMn9HjzM3KZ3nZHpTCZ1vp5UyTWopiHiNwWAgBd48z5P2afSckHyRSNCqzfxW5j6uVitUKhWMx2N4nidecmBXKIctnUiOObdU6jU54L3SqjybzcQ7QLJshtPy3wwDjcViMhY+o3q9LsaJUqkkXvByuSz5iRxfkGJACzPz19frNWazmRQLYt4osNsobMrzIWs/j+VaY0V13g/XTjweR6PRkLVlpiboa9g85gAkykPfI+eB4fi21kWHDEMkSWzdYioHfLaO4/gqP5PE5/N5ayj7IWU4aE4Bf9szm8Ktz3FOj3nQs2dajKnc6WP4jnBNmePi9XT+sy6EBcBXBVqncNgMIvy96YXXFftt93wsMTevl06nUS6XhbSY0SxBz304HIrxjIYrGw4pJmbuL8liPp9HMpmUMOZms+lLKarX6/IbzhENcjTi8Z4dx8F77723V+kcuFfmU6kUarUaer2ehFNzXAyvJ6m+u7sLNTboezc9SFqZdV3Xl5qVTCYlDJSF1fgO0vv79u1brFYrLJdLkUuMgorFYmLQZvSVhq7jwbaV3Hu1ESnoXoDDxFzLQxt5CpJn2pCuzxemYAbNvzbm01Dued5exXfzPCbx1Z9ThtFjfww2mw0++eQT37mjEl3gsAc2bB0G7acMK+c6Ynpc0O+D9p2w8fA+9bMMq3Dvui4ajYYUzg0Kd/c8z5qHT5jV5vX5AficC0/pMWfxPv0d2+qa46Q+duj6UXAqcTXBIr1cszQgzOdzMYbZ9gFeXxcipdHMNkeUa0GIx+O+SJlT58f23h+DoHnVfICFo8P252OeT5iM5no+ZBR9LFyI+SuHaTXWnxF8gUn0HMcRjzdwr+Q7jiMtVXgO2wLn5zrvs1qtIpPJiAJIzxFfpHq9jkKhILmprutKn2qT5JkvRC6Xk7xFFrYZDodoNpsoFApYLBbiFQL8heKCzsXveU0WsqLiQCJRq9WkddNoNJKKwJy7xWIBx9n1bmW0QrVa9XnJGeJJI0WQh5bnY3E8YCdc2ZKFoZK8LyrWruuK0uQ4uzY9mUxGPFJUROnt5GbFXEBWKDcL2Ww2u57zhUJhz4N/SIGht4fKKtcde7LPZjPc3d2J4s8wTpvHnGvURsyXyyVqtZp4x4M2hkPCNYiY6/u1KUE6vYFgm8AoRNuGMI858z61ByMWi0mRLG15fojVmxEZfJeClARd+EzLC9d1peo9IyT4zpshpkEGuqCxEaY3Uf9NYqlhI97a82MSGRv0OuRca2t+WNV72z3TQGaLvAhC1OdqW9O8Ztg5dPTAarXCcDiU9xYIrpfAvYCyhMqmVg6ZtsBikzwn5SPB98q8b/2eaQNwPB6XSvyAPzSc8pkdOjQx5H7EMfD+WXGea9xcs9rQx9xrnbseBlNGmXNpIyY2Em++Eyb5ML2WNgQpsvxcFzXThRgPEdv1eu2rLE0jNo2lQYbFQ+Ba1gZ/GzEPgs34eKqc5u9Y44Tn1y3pbMfra0U1JGjjZTabRSKREB0jCIwU494IYG8fDwPlWb/ft8pSGtmo51FP0eM+xWNu2wfM9UYdo16vS30fm76q30nW1Fgul5EKiT0mqIexXSLTNbfb7cE9F7DLCNNxMJlMDkajLBYLaUGpcazucK5QdptMYP0WOp5o+A07z0MNJzyH53m4vb09ul7PQ3Eh5p8SmEp5rVaTKtmO44jg0pZ+hlm7rotarSYebk3MAVhJZC6XE697IpHA9fW1eK2XyyUymYwQOwqgu7s79Ho9yQll2I55Lbb40aGnbDXEvENWbKSRgWHq8/lc+iFSMLHoCYuaMadnOp1KW5fpdArHcfD27VsJj2LRsWw2i1arhZubG/HcAZDK1MlkErPZTJSXarWKeDyObrcrBHM6nWI4HIrSahMcvC/XdaWg0N3dnWz0DNNkSCqJb7vdRiaTwXw+9xUA4X3x2Ha7jfV6jUajIb1/WdX+O9/5js9owvFwLGGKlE2pI6F/8+aN5JmSwFJppjdqu92KUh0m4PX1qSxznZVKpdB+rQxf5bo3lTibcnYMmbfNh3lO83pBynDYpkLDDSNf9L1lMpmjwtgZuUElge8Y3x2NoMJ/XNusVaGfked5ki5COaOt8+Z920IYbdfUn9mIuf633lApC233wkJztrw+ExwbQ7U10QuDbXya7B7qDW+O+RDM9afnK2iNa7lL0FusozVs4L1wHyEx/8Y3viHXocylgYZhnFrucBxmlIvrur6Qcv0+Mzrg6upK2mSa0O8gu14wyisWiwmBobFSR1yYxFwrhvF4XIqc2mpnmDhGeeX7EiRT9Gf6O8puPa+269pkjj5OG7H1fQURc15zu936Il4YmeC6u6KipxIjTcxpqGcKzTFE95yh7Jxr3cLONj9Bxtaw8ZpGCMpQRmJFkQX6vWJ0WlSYUZOE53nSoYPFI1mPAIA8Ex39cQi2vUs/LzpG9HjC9gx+5nm7WjDa8Pr5z3/+JPJ2LuLHZ8nzUE9j1yTK2iBvdtAcafD/uVzO+r4NBgNfmP9D7s8mi04xctl+k81mfT3Ogwo6HjrPsdDnMCOmHhsXYv6KoRcoFS6+EFRA2dN0s9mIJzudTksl5Hw+L15tbgDsP2ueD9gpIfV6XXLrhsOhCAZtnWSLFJLbZDKJb37zm752aXrsRLvdlpxuHfZu5pAyB5w9Vz3Pk4rg7XZbesvS45xIJDAcDmVOWJCI3hzOJfMMgZ3X5Wtf+xqGw6FUOi6VSkgkEiLUNpsN3rx5g+vra3zzm98EsMv76vV60jqN4WDD4VC8+1qxc5xdwbpvf/vbWK1WEgqpc8cBf/gsnwsrwtPgwHDx0WgkXqjRaIRSqSThh/1+XzwYq9UKd3d3UiSPbaR4PZJ/k7DY/r1cLn0knJVqdfV5x9lV8KawJTHXHidzTdiELdvx0StgRkFo0IOqW9HxXbBdIyoxDyLBpkfVNmc2hCnO5v8ZzcEwcr1GgGhh7CzqxN/N53OpvqzB9A3zPqiAMm1iMpn4LO/D4dBaCTjoHm3Khu2aGnyna7XanofBdV1fZeREIrGX4mEaoaJs6LyfyWTiK1p1iJhrmMSc4dNhHvNjlA59ntlsJjUvWMgpbI3zXeVz531Snmh5qcF1Q0MePXt8LpqAUy4w3J/ElmNi+k8UJBIJIUQArJ0KOG/8Nz32TJmgrKKxOqgLA89jA2VlVGJu84KbIOk3PY/639vtFnd3d9IVgAZp1rgwr2sbS9BnNIqzgj2vG+Yxr9Vqe5WjWfE9nU5LJflToIk5c4x1RNcxHmiTPJwin4H7fVl7o/X7x3GZHv5j7jfIABlFztN4aEvninJ985q8LmvueN6u/WQ+nxe5kM1mpeipeZ4g0ha0D1AX1MScYIRnEChTdevGXq+Hjz/++KQq7acacWzn0UYzRh/o/YQRqXxXgoh5WFQBYG//CdynmNl+cyw4nsViIfWgqPcGIZFISBpV2Huby+XEKfX27VsA2NMXzbGfm5g/NS7E/BWDxTzonbSBLwZDjbTyR481vZXccFnJk0occK+4UmljCA5DtR3HkRBeXfk0nU7j448/xu3trbxIJN4ElRkWTdNFilhNmAoHq8XTQ852LlSycrkcRqORhHbrfqMUTjrMivnJxWIRpVJJogxI6DebDXK5nHgTWcWWxJvKCq3HrN7NgkCMRmBoLZV6bjL8P3vS0qBB4u44jnhEWVxOG03Ymmw4HCIej/vy3VKplORB8w8jIkgEmGO/XC6lyjDnyQyv1c/MJrSGw6EUlNMh9/Qk8V4pkFk3wOZhMEPZ9XPj9ZmnbhINc+PX/b31O6ER5omyQY85SICb5zQNAWFekrDrAvceVoYP8p5snoQgmASC70tYqyfzeC0XdDoELcxRcs6iEHMbHMcRA9xwOJT2R6YxUR+vr6c/4/qMshkXi0WMRiPpBMDzMHQ6CObz13n0bP/leZ60EtRGSFt1cBs2mw1arZYYWlitnNE95rtgM/xQTsRiMTHoMVVoMBiIIdR2bQC+WgAsUsR3n3PGCCter9ls+gw4tkr9NjDyigYXm9ywjVUrxfxbpxFxP7HBfD+4ZrjHHlrzZtqHbc1RXtA4aztWkxZd3ZkkmntylDUdRmTZk14fa96j7ubhef4K3qwxwOKlDw0LLZVKuLu7kwgKXk8/lyiylWllp3rZTJLN58HP9f7A9/3du3e+3x8aL9PUOp2OL8KERWejgA6FU2AadvS98N3bbrcSBcd3yfTSRjUmAvuyv9ls4ubmBsC904fHhnU/AO6NEpSf1MuC6gCEIYrhJyp4nlKp5CPQ1G9Z64etXvVvzL0tKJT90FjD9Jxj70/LUN4DI0SDwFSmoKLCNlCX1DVriHMTc41T0m4eggsxf8VgP2H2+7Z5VDVRYdVybhqZTAYfffSRFHZxHEdCu7fbreQmM2w8Ho9L7iDzPigMKOy40VEpACB5fQz1MgkNFbHRaCRebhZK02EszP2LxWJiKWWV32q1ilKp5LsGQxrpMWcF829/+9tCShkOnc/nxZN9e3sLx9lVoCZBpkJZrVal2A8NCKxk7DiO9HSntZOh5YVCQQQRPdTr9Roff/wxgHuhWqlU8N5778FxHHQ6HR/xZpE65lIzdMzzdu3f6vW6z0jiefd55Frh5pxzU2A+YDKZlA2cRJ5pDfp5mbB5iHVfZNd1MR6PRcGj8YV/SOa5PkkGTKJjEnN9L2HEnEojhbrN8xB0XhvooYrqMY/iGdPX0wqAjTjpc+kCMPqapuGr3W7vbdyj0cgXsk7v6CGYVnw+Y92iyGZwOeSdM5UNmyKkj2dIJ9eqzaujYTuH6UGLsgGn02mUSiXE43FfL+RjwLVPJJNJH2nWz4oGSfM+bNDylbmvmoDyXYgS3kziQxmSy+WkYKMtOoCKuo524t/0nlCe6AJ+wH661CEjhwl6q8NIsbmeTGLO/tqMxApCMpnE9fW1bz1x/em6A7b1F1W5r9frGI1GKBaLvhxm831pNpvy7jMViV7/crmMUqkUmPOsP7N51rXcsvVaJqbTqRRU1YjFdr2+ma8fNIZjUSgUZF/u9Xri1d9ut9JFI2xuuS5NYn4IQUYs4L4mgi0SMJFI+CIOOAa+Q2FjdRxHdDw+R7b8O1drrDDYiLnuChIUcRCWihRklA56LzhXNJZpIqfrXQSFsmuPKyMKmf53LI6JrAoD79VWcwXYhZlPJhOfcTBsfvi9qQvZjids++Gphgd9LqabJhIJaRdrotPpiBEzyOBgg45KsnXZOWXsQYjiVHgsXIj5KwaLuXFT0gtJt3eiIkYiTcuhLXd8u90K4QQgHhz+my8cNxq+KFQK2JZtsVjg85//PGq1mlQ3z+fzkudsXpNjy2azyGQyQt5Y4IRkM5/Pi1eY4ykWi2I9poebbXFsCm2lUkG5XEYikUCv18NsNpPQdCoRDMXWhfMYZkTrKyMKeP1isYhMJoNmsymV42OxmHiq2A8dgIR8M5Se800vFZUHnaNFpc51XVFcPc/zVSilEpdOp0WA8RlxTKzCzhBSGjTy+by0yqPnhUXbgODK3KaApzFHRzKw5/p2u5V7n0wmoujrvCq2nqMxgjDzyYI2IFawB+6VmEKhIO369NrmWmIfYgDSzz6IpJlex0Oe2TAlJOizoM3FJN5cn6vVCt1u19qCb7FYWMNrtVIZVjjPxHw+l7XP9WgSYx0iHiUCwBwzz6HDZ/XxNAQA8JFzfUyYAmNe02bQOYRjSYbteBo5HWdXP4OROsBOaaPBMpFIYDKZSDHFoHFqzyY9qalUSvK+KWvCKr9rj7mufJ5MJoX81Go1eJ4nESssQKi9hrweI5gos2lYBaJFp0QB1wrPo42Ker+xEXN2nuC+CCDQm8Z9T/es5zNKp9MiG2yKo+M4UpBTG0dszzKRSEgahpZ1tjXNsTJ6brVaSYcDreyyAJZ5P+Z5zfeDBh1ej/NLMHxZzyngL7R6zHs1Ho99Ib2pVEpSrGiYLxaLmE6nEimhdRxNGLUnn+DYj001MuF5HqrVKsbjsbUWgJZVV1dXe/NK7/khYs7zFQoFZDIZyZd+Ki+elhtaJus6Jyapst2TdhTZELZf0hFkRoYd8pgDfgN5NpsVvSxqZBgAkbvUpx6KQyTSNLiH/UYbsbVsj0pUbcT8WHAM9PbzHmioNcHoIh1JGeX9C4tKekxifg6D4jG4EPNXjGq1ivV6jXK5vNdPcrvdot1uS99RKs/0uNJTyb7W9NiQrGhFm54Ox3HQaDSw2WykUE4sFpMCYgwvJ+FLp9NS+bbX6/naQ2iPBBXIzWYj1d11sQdNOrWi5XmehEOSVE0mEwm3DBKgnudJz2Eql5wHEtdMJiPtj3iP0+kUNzc3yGazkpNdqVSEkLOgGXP7HOe+bQ+VVhIIKh6m1dAMZWfUQiaTkfz29XqNTqcjZEqHz9HDlc/npQo+r8uemcxjTyaTYtUkMacCD/hrGBQKhUASZXq9+Hy73S5Go5Eo7/l8HuVyGfl8XkLdaXhhRX+T9PJ8nBt9TVOpZ4ibDoFlX3rOK8fC8TLkmmkeOkqEaQ6moD+UQ2rzAurvDgn5KB5zQrcT0aRMkwJt8NChZTSgMV0kmUxKaywb+EyDvGumsUIbnPTxYd45jTBizufPtQ/sP5eoeer6eUXZ1M+18QOQfNubmxsJ39aeNtbSYDQD79tsi2Zri9Pr9aR3OEkacE/ggHAvoJ5/W7s/1rIguP74O9aWoKzX7dSIcxJz4P6d6/f7exWJbYQT2L0HxWJxz+Bhe1fZgkhD/4b3rDt36DWrW45FXUdm7jIAiczyPE8ML4cMUwCk2wJTx1gA75DH3JTBel50tNehMPUoz9msX0AjL7CLksnlcqjX67KuOddMjeKYR6ORb30S3W4XqVRKDB+nKvSet6vYz+gZcw5t80joPT9szvRz5x6mjWdPAT5/piDqIo+aOOqCiWHFF4PWQFhqmNnPmtCpGkEkneuTKXSTyQSlUumoVn2z2Qy9Xu9s5O/Qebh/6yiBKHtlu93G1dVVpGuEyd5j7891XdTrdV8B32w2GxjVofPiD6UEmtcB7DrYY5Lnp/aeX4j5Kwa9RtrjRY8FvWQMMSNZZNhyt9tFtVoVAe84u1DFVqslwjOTyeD29hatVkvyFFlIgpWhmU9C0tpoNCT0ip6D3/3d34XjOL6CDSSkrGbO6ul8sTW54m/ZO3w+nwshp7DP5XJC7rUSSg8NsPOsMTw8Ho9LiBOLYPA6JP/M5SKJpcW1XC5jMplI3jhDsGnoMEMqdaEubnBUwHUIJL1UBMeui69xjhznvh8vnznD+LgOWK2Yc8NNjZsmFQvAr/yRyDPnXYco62diwjSkUFki4S6VSmg0Gvjwww9l3bKve6FQkEJmXFOmB4ZeExp+zIqxtVpNcq61MqGjA/Tx+hkVCgXJi9NK0+3tra/1kvk7YD9n3UYig+bK9pnpfdAwPeaO40j6BivVay8acL+JmX21OZe6TkSYN8D08GkvSpjHPAxRvCQ26LFqwqn/b54zSBEhuT+WmB+rCNiOpzKp1zuVGaYAUb65ristE/V6ZEqPBotbUkayUBPgV2psY9JrjPNvWxfms9Hvv+PsUlJYWJSEYrlc+sb+WMT8UMsy22/MeywUCj7PLbAjI1dXVz4DFgkuI6lIIjebjXSKYNTA9fW1FDwKe8/Na3K/4zyxgCdlHAmHzXhqXiOdTkvHkOl0ivfee8/qPbSNz/Ze6zo2QYjitev3+2IMBSBRbUxzopFHvx+1Wg3z+RyTyUSKGwL3fdc5ZtP4tl6v0e/39zzZh8Zo/t8mj4lDBlwiLB2GsonnsslagnnT524Fxmua0RY0dBNBYcvEoXf90F4A7L/XNCZvt9vAnHu9L0RtaRg09nMRtKge881mg7u7O4kkDfoNaw/Qs3+IyOvPbR7zUwwPrOPEuQ0zOOm96JhrBhW6A87vMbed+6lwIeafElBYM5/ZDKMrl8uifDPchNZ7fQ5dCZeFg7TwXS6XqFarUiRHe62YE8fcROYOkyxXq1XMZjOsViu8ffsW3/rWt0SBY8il9qjrcGJt9dTkl8oDQymB+82MAqLdbqNYLKLdbkvlS+3ZNyvy5vN5ITicp7dv38rvv+d7vgfr9VpCtZkLRO9Wt9vdKypD8gnch5ubhdlIsE3LcqVSwXa7lQI6JOZ644/H4yiVSlL8SfdKJxlnaCGfUTqd9oXq65xL7dEJ8q4Rpmep0WiIAs6Ugslkglqthuvra1/BLP52PB5LjmexWJTzaWWPpMSEJgQ2AwJD/VutlnxOoxF/x6JEzOXTG8BkMvGRibB8S9vnh7xw5n2EfWbbfHQOHbAjTNq6Ty+SqThrwh52H0Fj0p4/02MeRMxNT2GYtZxeTJ1XGEY8TENNVGLOsPzpdBpakfuYqutRoN85nVZAOcFIqHw+L7KTnRN05MN0OkUymUSlUpH1e3d3B2CXq3x9fS0EGbivjk7oZ2KSDZ1io48H7pVb3TmCv+O+QELOiB+2mNPH6nOeCnMeD61lTTq1F5wRU1R0NRlhEbtkMunzmrPeCItMMSqH+0O/38d4PJbK0JvNRuoURFUiuRZMwwOjJZj+xb1Wz4l5jXK5LJFdAPYKg4UZCLVX0pzrKGHFQc+ZVf8ZucPxk+zN53N0u10rMWPkAFt2sY4LC6xWKhWZE0bUcc+dTCaB4fYsphc0F/pd4fdhkQe2eTj0/HXNjpubG4zHYzGq6LnUFb3ff//90HMei3K5vNchwXEc2d8Bu+GO9YIIyikzHJwODdOwr6Fll7kHUH8LgpZhmvAegyjGdhN0ltkMJYfOQyOsXtu8R9tvKpWKpEYcS8xt4zoVNpJvg5bXYc896HdMDbVd+1zEnEWbnwMXYv4pABVkrTAxrLxYLAKAVBNny6C3b9/6qrd6nickfLvd5W0XCgUp5MBQ43K5jGKxKNZ5x3EkJ5e9YJnjHYvFRKDT67hcLvHmzRtps8b+4cw7pKJBz3A+n8d2u/X1+zWJq+npo/efYfu8t/V6LefRygg3mUwmI94M3WuVBg8K2a997Wu+c1CB47np0Sf4W3o0u90uSqUSUqmUFO0zN3gt1Og50z3JbQoAyf93vvMdqRMwHA4xn8/RaDSEfOrey7owGs/JSu30tOm51nOm/21ulnojo7LrOI6P3Oj70Bu4+Wz18bYxBFl8eV9cC9oAMhgMfGGP5vVqtRrS6TTa7faeks9NPZ1OY7FY7Hk8TOv6sRtgmCctyuZDY4gJk5ibCnUUMmNem++GuUaOzTG3HROLxdBoNPbIPI8PIubmGMzxm3Ofy+Vwd3eH+XwuRWlsYJu9c3l5NZGxzYO+P6418xgtO9LptKxlRkfoKAltbAp6JjQ40jCpQ9m14UMbPtPptI+o6nnXJN91XdmPzHs8NzGfTCZSTd5cJ/xbe89Ialj52nXdvVB9hiyzZggxm83EI64r9VPuNBoNdDodtFotVCoVNBoNtNttvH37di8P3HEcSYsKuz8agfkMFosF7u7usNls8MEHH/ju00QU73UQuNdut1shDZzLsPMeuqYmfmGRJSYxz+Vyvj7ymUzGF/FVKBT25B5TzoBdAUxbr22mfmmYRl8t87QRhO9gmDyNut6pxy0WCykIRqOrNhodSzRtoC5ghuWHeeFrtZo173q73XX30aBRzvxcI2zvozMoTBcJui/Abwg9lZhHDbtmJX0AkiaoEWUfr1QqWK/XUmg27DfcIxh5ajNgB92TbS2eg9yGrXGboeUYjzkNnjaci5jTmUhD2FPiQsxfMUxCarb8SaVSUkiM3hSttA0GA/zu7/4uvvCFL2C1WmEwGOD29hb9fl82AgoEvhBUWrj5UHmj4kXPbC6XQ7FYFIHOMJx6vY5kMilEOZPJ4POf/7yvoBpJbCaTEdKjw6PpLWY7IF5bz0smk5Gcp8FgIMKZhc2KxaIo4MwxZ+ghPdrFYlHuv1qtYjAYIB6Pi2W/0WhIgaZkMik5WPS+01jB8bKwE8OOtRLBudRt63gv+v5pHOC806jhOLswexZUSyQSItgdx9kLSeU1zCrJAKRFDy2SDMF3XVfC97WFntXv2+22jId1DNrttpCdbrfrq4egixGaZEErPDbvuZ4bDR5bLBaxXC6RyWTQ7XZFieFvdD9rfQ29jnRvdB29wWeTy+V8fbLNcR274ZkbFDdl7WG8u7sTxcZWVZbdDDxvVyyIhQwZkWLmvQL7XrAolmtzvEEe8yCPf9A92xDkhTKJVlBKgfl/m8c8nU5LyoPt/rVx8FgwrJaFBolYLCbrUqdcBBnfdKcDQiudej50NAPB+zJzqfVxzEHWBIy/1c9Xh4eaSrsZOmyOWeNcxFxfb7PZyH2w64a+ht4fafgNAgvDAbv3PSh3lp0KzHBaPgvuJaxSzkgs1rXQWC6Xe1FFjELbbrdiSGIrJXr4dQQD05r0/ZpzFYQwjzn32u1261OMo3jL9bnN+7U9A31t3adcR9Bo4zHbgHIN2FIUOJeVSkXCfm2h+Gb4s1lVnfeir2HKI6Yw8N12nPs2s7Z7DEKz2ZTIAXpC6XyxwWbIPASSfmA3D81mM9I52G7XhNY32LWGKWoaei9lrSPzujSSsKgrSa55XJAM0ZFxDw1ljyqn9PnNDjNRSDOhdY5DslRHA5xKzB/qdY46P6fmmDOq1XwXtQw5FzEHzhfRdSwuxPwVw1ws3KhtFkXzReWmwpDrQqEg/Wm5IbMSuX6JqLjqvGeOhZue53lCDBm6xPM1m03JF2Ol8NVqhWq1Kl5nXp+bWKFQkE2ISsFyucRgMJDemTZlmueh14TeeYZYkYB7nidjarVacJxdDhqLzKRSKdze3qJWq8lGMx6PUSgU9rxY9EhXKhWp9u15uxyx8Xjsa/tBZY0hT9rQYhJFbektFApoNBqiyLOlGjds3jeL0lFRI+idWK/XyGaz4lnTwk5HLVDJGQ6Hcp/z+Vy8STRG0NPGc/O++IcF5LhpMR9ckxHeu15PRJAHVK8/gjUETGGtlSb9nTnf+nlwrZrW9iACG4WU2AS9+Y5yfepNnsYMrhsTrHafz+fFIMTnZOspSkKnydwx4HMzQyu5HqN6zI81BgDBilmQcmE+e31NFlY0w8SB3Zyz9oY+T9S5oqFzOBxiuVyiWCwilUr5CORwOBTDHlNh4vG4KKPaY63viwqwjkTR61kfG5Sfp+9De8FJSAaDAVx3l2/e6XR8Y6ERT5/HRswPvSvn8piTAPHcQfsC/zY9+CZ0RwMW0jOhjcpm9AyNMpxP4N7zulgspP4HcJ9nrfdmx9m17dxut7JWksmkGBYzmYzIivV6jVKphOvr68CiS8corTZiDuyIkfbWOs7h9nZB1/U8z+eZtnlECR2mDtxHsPB3wH1orJa9JjEn6vW6zyiiDUx6LTMixGZUDEtX2m63kh7D49h//BgClM1mkc1mcXV1JfoXDTM2cO0cAz0PzFWOamwB7LooAOn6MhqNxGHDSEOmJ/DfhULBek3TOGi2MjTncDAY+CIw+G8dyr5erzEajUT/sd2P+Uz1WKIat4DgWhxRzmM63sJ+o40ODyXm50DYubQupY3Bh0B93oQ2LJ2TmJ9rfzoWF2L+imEuQB2WPpvNRJCZwo6ecxLGWq0mYeMklhSibDmmFyg9v5qE6fFoD7A5Vm50k8lEQuvn8znevn2L0WiEWq3m874lEgmp4E1yPxgMJHeRnuegSr+aRGWzWcnzYzE8FiGjB0NHHDiOI+1XuNnxD8djayNjKgWcD5sngpugPt6mWJukkASf3+nz8d/9ft9H4hKJhCgYvIbOM9cEbbVaCSkkMSVxYWE/tndihXsA4kEm6e92u0LoG40G3n//fTGScPwmUQraVMI85vqe9Hf6b73Zms8jiHTRaMDnpNsMBik/5jlsG3wYeAy9DHwvAUioWq1Wk7QLDaZLsE4CjV+6loKGzkflWjl0X/ybvbi73a68I4T2znLOSGA0TrXQ63co6LcmKRuNRkIC2u02crmckHBW8WaHCV3tl+TUce7TdqhMVCqV0H642tPNsGUWCtPg89FePN1i7N27dyKbKDOB+xQQGzEP8pjPZjPc3Nz4Cn3ymd/c3GA0GiGVSqHVamGxWPiMa3zGfG46CkNfn3gqj7nrupjP5/Jc9P0GXTMKjnl3bfdAGcf3jDnglNn0EhI0hrDSuN7Luf9xrTiOg1qtJpFN0+kUpVJpL4Ih7B7CjIY2ssn1G1Ro6xDMObJ5oYPGlk6nfSRnNptZibk+b1g6i+vu1yQxoeWMjXwe8pgThULBF6V1itzjsTavrxnNciwxt91bFGIeNH7TYGibEzN9jbpW0NioS5kt8cznozuv6Gvq9rer1UqK/ppEbzqdot/vw3V3lcb1taKGNJvXZyoinWd63IegnQNhvzs1PNwmt04lt1FJPuWYXgOHOjqEIZPJ+CI+zoVjn/u5cCHmnwJwU5hOp0I+gXuCrNvu0FvMBTcYDPD27Vu8ffsWi8UCt7e3ogwOh0PxGJAIsr0SW1Dp/FIzTJbfMReNoUQsUpZKpfDmzRvxotryjFlYaDqd+gQTXxRWSQ8SJPQg69ZQ7MMcj8clXJ5h2tqDTGVEE5bNZoNer4d3795JUTlu3iTq5mbNc/CedDggFXF6Fs1Qdq1YaAu9WV3bvF9tlNFKHXCf8kBFgYXxuGZ4fXrDeC6SPlappweD962r9GsFklWFP/e5z/lyhPSGGhTKfsjyq0mIebz+DVtNsZaA9kTbyIsm5vRScyPncYe8vGEbKS3/uiiXabih8SuTyfiq5/M52PL+9PfMpWw0GmIQC/JscYx8LmE5o9rzulwuJU1DG1i054vFFlerlbRyIYIUCM/z9opT6mggrTDb5qDb7fp60xOu64qcmUwm8j2jWKhEmUovvS6sVcD/d7tdvPfee4FrgW124vE4KpWKRAeZSshgMMByuUSv15MoHKbEzOdziehhxJEmKIwOIbShSYMkhM+J752OuGGnB8oAvvc0JlC2NJtNuTbHSq+x7dk8tsec+wT3IVve6ylkKEokhzaKmu25NCkA7uVzrVZDKpXC9fW1r8I7nzdT0Fh9nZ7STCYjUR3xeBz1el1SijzPQ6lUEu85z3cqMbd9HzWyxUTQnJtRS1qWm2DnDGBnQOLvtSzW+xcQbMw9tN7CvudYtaFKX0dHC/FdMqNKoq5327OwFTCzEdFjoPc76iRRoImLlrc6rQKwhwSHRe7YPtfGXjMPXh/L4+v1OlzXFcN0KpVCKpUSnc0cw2azazfWarX29ojtdiuRGqbBM2zMBH8LwFfbJgqiEnNbS7mwa0Q1yh2DY7zv9Xr9qOiBMCSTSdTrdSmseS5cQtkvOBn0oOiwaJIxhoown1H3laYCqAUFi8PxXMxZpsWXuWuOs+sTahY5S6fT2Gw2QtzoMSPZB+579yaTSam4enNzg+FwiFQqJTnhJLEszkNvFXAvHG1KoP4/Fdh4PI75fC7VvxnGxNw905tokkaOhf3YmctL4kSFVG8MmtzrTdpxHCEZ6/UaNzc36PV6GI/H6Pf76Ha7EmLJ37daLfT7fRmXGeJNZYQec/6fBC2Xy2GxWGAymYjHplAoiCLIeabBBbhXJnO5nM8TpeecEQ3tdjtww6KBxVQQNXnTnn7OoVll23Z+zs98Pt8jJ/r6fMasYKyNHGYurb4mFS56fTlvYS1pbNW7GWHQ6XSw2WywWq32vAkMwZtMJmLI4Tupz2Pen3kdfR+6+FeYB4THM2+UG50NmUwGtVpN3gl6kxeLBW5ublAulyXEloZBAD4ZQAQpAmbhLQAS1WOOWYPRHLqtEuE4Dr74xS8C2ClK9Ijwu8ViIb2YNfHl+gHu0wFYZ4L/tnnN5/M53r17h+l0ilQqJfJWG6L0mmfUAYmWLjJWLpeRTCb3aho4juOLaOJnNgKQTCbRbDaRyWSk84FWwJm3mslk0Gw2xftKYphIJOQ9NtdStVoVA1aQAc2GcxLzUqnkI+Zhrfaigvdvu2dCk0Jb32wdQmtGlWhPK3DfdYQRJsC9d4/tK3UbsHQ6LQZWrnc9Bu6xGnoMh5Rz7ZWMQkiCEPScdUoEn1cYOdCpXTrFSMttRooBwd4zkyD2+31st1upi2ObA36WTCZ9KQh8Dvr4+Xwuezlbhdru/xiCZxJzrVOYBPNUsBtBVGKuZfBoNDpIzPU4j/U+B6Xi2Az6vBe+tzplK5vN7ukWAMSgZZMb5nM61KEjijw7hpgD0UPZtW4ThZgfQ6bPjYeQcRPnbhMInHd8x+BCzF8x+MLSC0wBTVLD/p/am0sSTvJcKBQkL47Ci2HdWiCwsI3rulKAhMfqDSKVSolnrlQqYTabSQgPC4fpSrTau6a9Vjp8nN6iRCIhwtb8o6GtodpjDtyHsOkQQu0l1GFg3GBp4Oj1enBdF7VaTXqvF4tFscDSc6ifD5+JJu0MUdRhVfQ88hzaWMJzrlarvTxF0+Oq8/lZXI+5j3xuLFa3Wq3QbDbFE8MQXha4W6/XonRQiecz0kJQK0XaE+15u6J5Nzc3Piu1nhtCKxP0RPT7fVE22fPcll8E7EitNoqYm7W5CfEatsJV+jjOLZ8BixuGgREluv4A3ynO4WAwEFKoSZS5MQZtNkEbhuld0IppGDFnpX6OgSQ6yNvGcdHAphU5Fq+qVquS99rv98WgpZWaICVcK3b0cus1ot97Ggu32y3y+bzkZbuui+vr673f6OdOecL0HnpVzBBXkh3KQK4Bz/MwGAx8hitgp+TREON5HrLZrCh8Og2IspDX1M+bxk3P86Rl2qHQ2zBQ1jKqol6vi5yh8ZPf8Y8mQsQpSudje8x5LkbscO0+9LzFYlGeedA9sAVlEJmhxw3Yz4E2z8n3lQXDut2u7As0mjIvl/va1dWVyDOuU77DpqGE+xRxyDNs/vvciqqNmEchbCTmmoBw/9b5xVEKhnIvB+5betmO13MV5pVzHEeelX52lDH6XFGJuT5O6w3z+RyxWEyiasyUoqjQzgQgenE0x3GkcrW5hwP7LfvCiPmhd5Xnmk6n0hqPRhQdeq7HZp43KIoGAHq9Hvr9vq8ta6lUkn9zvFdXVwfD/HleHeXhOI60NNPjO4SoxJz7mza4HkvMjx2bieck+Y+BCzG/4GjQGquhyZ3ruiKsWaGa4XYMS2frLt3bG4AU5WJ/USqEJNNszUBFnkRTW0Z5XCaT8SkMJHyOsytsw3Yzq9UKH374IWKxGL7zne+g3+9LVWpaxtPptBQRo1cu6OVhBXYqvNrizAJt4/FYDADMs+V9sm8ww0ep7NEDQiWXCtF4PEav10O1WsXV1ZWMTVtnSV7pzaYgZZueSqWy5w3XtQNoRMjlcnL/bMsxHA6lbQ+vx2qutVpN0hwY1lUul8VL3uv1UKvVkMvlJPyLxfLobe90OpjNZmi322g2m/JM6Q1m73LdZo6eLG3M4fzq56ZD2ZkrSgMN0ygY4qmhz2Er0GM7jtCefFMB4v8ZXcD1fIiUE2xxw3Pq87MglOM40g4MuG8pWCqVxEvGHEo95qD7AfYVIr2WwnKvdN7ozc2NGLUOeQb47pRKJRQKBfH2A/eFwehtXa1WuL29lXQabeQw74f3wagOhq4GefOoiDCihZ/byJSZYhKl5yvXgF7DLOhlW3OMzKERUHvU9TX0GqnX60in0xgOhyiXy2g0GuIVrNfrD+6jbirH2gCxWCx8PYnNY01D2qHrBBlLw8YUhVCY5+a7xH2F8tjmETs0liBEybU9VPzMrKdBOW6em8+DazOXy/mMJ67ryprh+6yNBvSOs6ODef8sMBgG2ztGkvnQUHZzPDoU3DSkhD0nGp71mqlWqxIVxt+bz8U2Dn0OG3GOupb5nTbuUlcxrxuVtNjkEp/3YrFAq9USYw2r0tNQaUbSRLkOZcwxVcv1fm/el7kP2Yg5DSpBc2IzGnBvohFGt78Lgu1Z8tzr9VrSRjKZjO/d0hFnpzw3U5+L4s3WMN+5KO/FIRKvv7OR6XMQ808LTpV5D8GFmL9iaOuwVlJJlHQxN4bfZrNZCS1nsaFOp4N+vy+egXQ6LVUrtcWdm6cu2sZx8NrcXFkUSvcb5Nj0eGOxmBBnhpNzMx2NRrLhMFSPpJLXsr00mUxGPP4klh988IGQInqx+HtuCvpcVPb5Oa2zwM6LQssnybJWsHS1cnq82Tbs+vrap+w0Gg3xmA8Gg70waY6ZY6NCR4MJACHQJAPMx3ddVwwSs9kMuVxOngGJMKvh8zrMIe/1etILnb9Pp9Ni+de9spPJpKwppkmYHnUdts7PeH/c0DkvNJbwWW42G6kCb+YoB5F7U5Hh3NFroesG6LGYm1UikfB5XaPCXEtmqCHvWX+uIzU6nQ7G47GEzhOmR9yE+X4FeX/CQENeFGLO52Y+B37H8TI8fLvdiuLMAoOu6/pCvYFdeDhzqTl/WqkB7AVkeF16fINgKvaHFBKbEkNSrg02HFOn0xG5Y3rX2DKSBd4IFuuzhcXzuuz0wLzvY8A1Q4Osxmq1kucSRMzN8QQpubwXyiddud0Ez8E0iEMwWznRIKjPp0neOZXOh8A0BpFkm2tUe8BNdLtdvHnzRu43zNAWpHSPx2Nf1IVNkbZ9ViwWMRqNfPnw54Au0mYS8zCYXkQA8s5r42kQqYlKzE8Br0GHAqPuTjES2dYse5vrSD+CTpnlcnmwMKXtOmbEWBToZ6f3YD1u23lNYn5obJSj/F08HpeUP9bmsHmKbUYWFvRkxBTnjBGR2+1W9Ft9LzbjQ9iYzefLYrK274JwCjE/1WN+TmL9aSHpz7FfXIj5K4YpDLnRm17sdDothPfu7g6xWAyVSkXaaFFRYCsPTVgBCClmrp0WxFROtaKmiR+9ZST0ZtEvfQ4qVK676yHO31YqFSlipQ0FZp4mkU6ncX19jWw2i/F4LK2jNAkjOCaGsJvChFZv5tvzWjosjQSKPcq1QkqvNrBfsI1tmPgd+5Oz7yfPwXnXRI7PhoYX13Xlb03m+X+mMTAKotlsIhaLoVAo+ObF8zypE9BqtSQVgOPRIczcKMvlMobDoVyTY+M6sHnbwkLK+HsWPeP/bVb8IHKgP9c5ztlsVjbdyWQiHmnzd6eEA2qYxNymkLiui2q1KoSTZIkt9jhmjWNzzBkxcUylUl0k0AZzI+c6s3lFOFb2gC6Xy77zs+L0bDbzkVTm4tMo1mq1xHuu79+WB08DTJil21TsD82ruS5oEGBNAD0O7RFl3rP5HIFwwmpelxgMBmIQS6fTR1nzdY6mqXTqvFJbTYNjPebZbFZIQdjvGKUVNS+WueO6mBrPwxQBEiHAnqP7HIoW9ynOPbud2IxHOj1Jw1wrUYm5Jpv8vFgsYjgchirPem+NxWIol8snp1Lo8egcXt1D3HwuYc8pSNYc69E0zxHFYx4G07jL/5vrMaqRyHYcjVPL5VIKSS6XS/Ge8306Jtec1zELkUYF933u9+aYtX7Bc2tiHnZNbTTQhgYWlQXunTE09tqIOeB/h1iwlGlmHAsjSM3f2mRKEIKer6kXRMEx7z3PH4WYm2PVOFVGPhbJf07oNLSnwoWYv2Lw5aFABHahn8ViEZvNRvqAL5dLTCYTFAoFIQmJREIsrzxXOp0WCySFHK2QVKCB+6JmDO0kdNstjqdcLosle7VaiUc1yPpIocp7y2QyuL6+lvxqsyhTmMJo2wzNTYGeXCqmVKBJtEn+TQWCBaZY5CWfz6NQKODdu3dSMI8GBm6i0+kU4/FY0gQmk4mEUHGDWSwWKBaLYvV3XVeIORX+0WiEfr+P8XiMWq0mzzWXy/lI9na7lQrkAMSKznBwHTbJOWdtAh0NwXlkuD0VYHr9WD3arCivn5HpMdcGDkZEmF5k5rbrdR70jMPACIvFYoF2uy31DngNeqRtCtSpCDI8UIFhOoSummwL6WPUhjku233bIhJ4/8eA77EuPgbcV2Hnd/zMHI9N0eX9kWgDu6KCQSHA2pNOWTEcDoWMhj33KEqvaXw49BvT41Ov17FYLPDJJ5+IAVRHjgC7tVWr1aTiOnGK0mPKLf5bP+dD95BKpVCtVq3vked5kl6hQ2CDiLnNY24iyn3GYrG9KJggdDodeYcdx0GhUJDxVatVeX9ns5n0W7cZRJ6LmNMAp2sgHNMr2jw2zChjIyZ6feRyOR/5OORhPHS9Y0BjtIaZSnYIQYXAbETd5sEN+o0p923E/Nj1Y4vg4L9brRZc15U6PyYOETwz4qdUKiGVSu21DIsK/YxN+XLodzQG2AxgQfuDvuah8ZoGbg1dqT5of6Bzpl6vS3cNzv1oNJLuGfq31FkBiGPjoR5zPZ4ooDGCEX5h9Q3MfS3sGmE6xHPIyJcKpqM8JS7E/BVjNBphMBhgNBr5LM4k0xT+rLLOnHBgR4hYnElXMNXhzwDEkzWdTsX7Sw+4JlKabPP/9IID+7lX+m+SNn1ObUAwWxeRKA+HQ19RKdv86Grd+uViDvN2u8V0OpW+6synZ4VOnZMPQI5h1Wjm3jmOgw8//BBf//rXkUqlJNd2Pp8jn8+LUOU4F4sF3r59K1XZaVDJ5/O+nFSGl3IOV6sVxuOxhL/TQgz4wwK1NbparWI0GknRNs6t7j+uid94PJZohUwmI62SPM+TeVksFnj37p2ETs1msz1lnuvAtvHys0qlIvPX6XSkvzS9/yYRiUII9P3wmdEAwCr1NJDM53OfwmvzNAWdN+r1afDgednlwPQSNZtNdLtdIUgEDW+08AN2JVmT5IdsrJyP+Xzu86xqr76ZqmAq9tpoZ1P6GTJoAw1QAIS0MXWCBdHCwrijbKKUS+Px2BehENXIx3PwPtnGisXnttutGHweQmgOGSAov5i3D+y3lSPY+tKGVCqFXC4X6EkMi3AxP3sspY4Vy3mt8Xgs19PjozH37u7OF4VBPBcx1+kTrL1xDLLZLJLJpBCKsDDlII9h0PeUUe12O1Cpf8i8cby256GLuka9nvYM0qCu5SMRRMyP8ZgfA5ueQ3lspvjM53MpDHcqMZ9Opz5nxTGyf7Va4d27d9hsNtKlwvM8qU3A+htRik5qQ0FQ9BH3c723RonE0cfqZ2UzGjH9KsjQBEB0IDpPuJewDo8+Vu+B1PeCupXYxhz03GzfBcFxnMhpS7bWq2HnBeBzSD00UvDT6DF/DlyI+SsGFTPmDwOQkGtdwZoC1xRqJF/j8VgEFQVALpeTCt3MZ6RCTO8ocK+ss/jZcDiUMHS9SQVZYrUniGFFy+VSlEjP86TiMQml4zgiLElQbRs+vdSz2UwiAfT9U6HW4bSu60ooITen0WgkBbFyuZzkdOtNkJbYRqMhIYr03gCQkLOrqyvc3Nzg3bt3orxzQyiVSuKxMjdC9qbm8+B56a2zbYacK4ZLanLI/sqsvs4QLq6jfD6Pcrks88cKwawFwMrujuNIWxj2iScZ579NxVmP03EcZDIZX4rDfD6XlApTaaKBQ39mgzkPtVpN0jm++MUvSou3YrGIwWAg96LHqSuo8pxRinAxrLDT6cgz5Ti5AXqePw+f59dGKBabWS6XUqdBFwszcWzuWhAYDWGSOMoMwK9QUTbwGFPW2D4PG6PNS8v2XlHC8qMoJXyGWpHU4fgmTKMTP6OM0gWCGPqmo5Fs5zoGJmHgv9kCU4NyTx+vo0Rs4L1rUmYz9NC4aL6HTwHzvTNDYTVsBOy5vUHsMU4DSNRCkgSN6USUNAjTS8vPbd/PZrO9nO1D3uZjYBaytI03KnQUmO4RbcLmAdffmV5Y23t27PsbRsb0ufV7FeSdDtrfdLcQnWKorx9GjLbbLb797W9LmzjuL6zfwHXBSJpDxFzrg2GkdLvd+oq0ahkfNN6g85nGd339qIYp/byp79qupYviPbXH/BiYayhKVM12u0W73bZ+dyzMuYnqSLnAjwsxf8XI5/N7bSp0WyHm49GrSmu9Vi7z+bx4fnSfYRZRYVuxTCYjVZSDQvC0Jz2RSOyF/WjhzeOoMPb7fUwmEwwGA4zHY0wmE2kZo63JtDQvFgsJvS8Wi74CWcR6vRaPGOeBoLBwXVeKpJD0ZDIZpFIprNdrdLtd9Pt9iUJgcZVYLCZkejAYSFsyzls2mxWCn8vlpAJ8oVCQUL5MJoPv+q7vQjKZRLfbhevuikiRRJoolUrYbrcol8tYLBYYjUaysTHnneRJz7sm5vTYbjYbfPLJJ2g2m3IcPfbAzlPP+cjlckilUmLIuLq6kgIpDF9jn912uy258iwYZ6u4y7nfbrdS7yAWi+Hm5kbOyb71ehPV7ez4GUEiZCoR2jjAjYqGFDPU9ZCHcrFYHCTmuko0DUimp1vn6LP1iyZGzWYTb9++xWw2w7t373zhbPo8GmHfHQPXda1eAa3Es+sAsOsGoLsbUM7o400SEJWYE+bvoyDsGqy8q2WhzWtH2KI+SF51VIgevyZAp8L8rUki9PibzSY8z0Ov15P1zndBR9OY7wdbXjK8k9flmtP3pkNWzffgsT0kQUTURsw1SXkpyiHrHjB65xRor+Gh99xGzE2irb+nrGIqFY9NpVJYrVZHFxs8FscQYO612pCk07ZsOcLmOTkfj+UxJ9m27X+c96jE3BwHn492bJiRDmHvo+4yk06nRd6zMOVms5EuLlHSC/Q9a9JtO4ZGQwCRjOzm723QUQlmi0B9jPnvMKOVRrFYxN3dXWj1eI2g56Zl2GMYNk9Nd9HrlgWZL3g+XIj5KwYVJxbochxHCC1zaXUlbVpWzTwgbTl2HEdCuUnUmQ/L4+lpp1ezVqshkUgIYeMGqQmi9rbx+rSe0lvKMHoSO3oLTQuzLq7GNk+2sL58Po92u43ZbIa7uzt0Oh3ffZuKv+u6GAwGmM1mqNVqWC6XEman23aRLHJOSqUSKpWKzzs9GAxk3vh8WGyH5Jdz6Lq7SviLxUJSB/jcGK6v6wiQYOqNWT8fbYnn86NCxz7awD2BqFQqvpB4glVP2euehfg+/PBDn7dnu93i7u5OPN3ZbBblchn9fl8KMZk55hyrHoeer+VyKUX39GYTVuwnKMRMK0CazNC4wh7oNgs/Q6mHw6FUqT8EbUygAmRu1Mydvru7k/dUG6B0ASgSXwBot9vwPA+lUsnXr5f3xnBOHYJOI9ljQZNWHVIY5BniZ0HQJNLEQ5QiE0E94m2wKbuUpeZYTcX0MT3m/H+xWJT3pNlsIh6PYz6fi4LFeec7rEGDqFkEiefWa4d1PsKU9cciwYlEAvl8Hq67a+eo636EjYE53ZQPz0XSj3kHDp0jyu+D1qxJPjzP87Ve1QVLAQSmnJwbx3rMwyrE684eQdCk1vxMj+nY55TNZrFYLJDP5xGPx/einGwGRoaNB43Rtjfp+hyMnrH91ga+v4lEAs1mE61Wy1ftX8ty2zwyfY2FdXU6XdCYuWfp74PSG6LMgfkucNx6/w36vfl92DvJc1Pem/PKDkaFQkGeYdCYU6kU6vU6ttvto5BfFntl14ewfHQ9tnQ6fTCiJQouHvPz4ELMz4Bf+ZVfwd//+38fNzc3+N7v/V7843/8j/F93/d9gcf/8i//Mv7ZP/tn+Na3voV6vY7/7//7//DVr3419CWyQefyUnjQ27zdbiX3nEUrGLbM0HVzg3YcR0K+6WlOJpNSVIzVjil8KIwZZs0Ku9ryRmjhTaGvW7IlEgnU63VUKhV4nofb21vxUAI7C3GxWJS+5Nvt9mDv2FQqJR5bDd4vQ4UpPHj/9D7TY0+vN3Df4sn0FmlPKI0HtEZz7umZYjE+VkivVqtinQZ2+bTFYlHy1HVYaiqVEoMIjRva6MF5Ni30rO5Oos4xVyoVGWtQyBcND8w3s4VgM2ey0WjIHDL/nwVVuKmZ667dbiOVSqHX60noPFvQ0TjCMd7c3KDZbPoI4CHBbxJzm5fdtoFoD2pQsaFD19O1HvR5PM+TtlcAxOAD3BtemDLAont8VzgOkxwtFgv0ej0x9hCu657U8i3qPdq8Pr1eD+12e0/heYjH/JixnRsmqSJsYz3kfTnlujaERSCY8x3mZWWnAqa0ADt5S4KmjZ5BFfsf21tOcH9iOz89JhOUOyQcNAg/dQg+oWWC/v8xMNMNolzvkFeQtVCA+yr5z4FzGLDM3wbtafrzYz3mYePi+spms6I32do58rr6GdgQ1choI6KHiLnWBahP2OS6bWytVkvkD1MXeU9BYw5qYanTu2yIQswBf6i8dj7ZKmqbvw0zpmpi7nne3nz0ej3pyFMul5HNZkOf2zEG4VPAXvbH4FAUYFTYiPkFx+NCzB+If/2v/zW+/OUv41d/9Vfx/d///fjlX/5l/MiP/Aj+7//9v74wYeJf/at/hZ/92Z/Fr/3ar+EHf/AH8f/+3//DX/yLfxGO4+CXfumXjro2vc3r9Rr5fF6qsbNHeTKZlCrfbOtDsmMWnqLwKRQKGA6HQvoA+MIhPW+X01yr1TCfz1EoFOR8NCzodkVaQOk8oEKhgPF4LIWKGD5O8smWXRT+rDC/2WxQKpWkkBcQLlTK5bLkfN/d3fk8ymZ4ajabFVLOUDiOIZ/PS/E8KqvMywLu266x1zrvKZfLIZfLoVQqSVs1EnuSSqYGMByfBgmGzrOl1mq18uVwawWDz5KfU4Ezc/y5kaZSKZTLZWQymb3WSQSvw3MytN80TPC58NjtdiuhwlwvqVRKKsnzvdAkgbUFWMxH1w5g+gWvv16vJayy1+v58i6D7kMraposhq0d7cHQ3gP2TOX7YhrUTKVvOBzKdXgeGmY4djPXGdi9d41GA/l8HplMBre3t6JkNBqNvRzV6XSKWCwmBdKA+5YwQaGSxyBIOdRri94ircAc6zG3hUKGKdpBvz+npV4bgmgs1Iq1vtahUPZTxmXzsh3y9PAYPSbbGnCcXYXzTCYjRttisWg9ZxQD1VN4SBjVBQQrurVazSfnWbn9WAP4uWB2FTmVmNv+bYPtnbGRbl3X4qm84zacc90ckhf63TE/N3/30HHZSKB2CAAPJ+Zhv7VhNpthOp3uRdppT3mYx5znns/nKBaL1lD2Y8d8iJgfCsvWKZmu6+7pNUH53TYDp6kba4Oe+az0O93v98XhY57npUGP7ZjuEBc8Pi5P44H4pV/6JfyVv/JX8Jf+0l8CAPzqr/4qfuM3fgO/9mu/hp/92Z/dO/6//tf/ij/5J/8kfuzHfgwA8PnPfx5//s//efy3//bfjr42CQwFA73WnudJWxwSKpJ0HWpjElPXdYVoU0iTEL179w7r9RqlUgnf8z3fg263i0QiIQq/5+2KtFHBA+ATUPP5XIqI5fN5Icu6UilJcLlcFvLnui7G47EoiiRTrIB8fX19sGCT+RmLVaVSKZ81m2Pq9XpCnDgm5rTRGsq51d52nptGBfZuZt44f8NqqI7jCGlnaCa9PJPJRDYMKp6TyUQ8qaaF2/x3EDE3vdZ6nvTGWCwWpY2b2SLOrH7L9cfrck00Gg1ZU+wMwPxj13VlLknieV3+plwuYzKZIJPJIB6Po9/vC+lkWkEUmHnqpsec35E8M3pB1y3g/M3nc7RaLcmB1+Fik8kEq9UKvV5PjAzxeFzWLwAJb9QKAMdEBZmGEOA+34trk2OkF12DfbFTqZSEpb179w6et+vMwOej80fPAc4NIzISicReS6RjPOZhxxxjgX8MRV+He/Nz0wMX5n059br6vPr/5/CYE/F4PLA6NBGknD41aADVBl8TsVhMCksCsKY7PSXK5TJubm4edI5jokj0GmBqkSl7AH8v+OckEqdGyNgQRMwXiwVarZYYgIMMs/q9OmYsphFSRxCae5A2lgYZuo4heEFyyHbOu7s7MRjTgBXkMbcVVDOvofWLY1M1Tj3O1GHYPjGdTu+lhtlqa+i99xAxB+7Jq6l36LoPgF82ftaI+cVjfh5ciPkDsFwu8T//5//EV77yFfnMdV388A//MH77t3/b+psf/MEfxL/8l/8S//2//3d83/d9H77+9a/jN3/zN/HjP/7jgdcxlUF6c0ulklQABiCtuwAImWGrr3Q6jVKpJKTT83Z5qlRWKJgZ7u44jhTa0t4vM+ebocYMyyZ5AiCFoFgcjMRss9kgnU5LdU7taaVi/8UvflEIfyqVwmAwQLFYlNB6Ct4oXkBthHCcXWg2+yFrocy2ZiR+VPrG47H0BWUOtd5kaU1lrjBJeKFQEKstCSgjFrhJFItFqdbLgit85pxDwnEcjMdjCVUmWdbg5+YGYyphh0hPPp/H1dWVFDur1Woypmq1KtZptp3TFmXtjSARzOVyQhJ1hIIuKMSq7pxHrm22bGNUQT6fRzabxd3dnfRtNavuE5PJBLe3t+j3+xiNRmK8opFDF0pcLBa4u7tDuVzeIyiafOqWd7rfO7sHTKdTLJdL5HI5iaIgmOPLooWNRgM3Nzd7xFyDBqJDG75NieM9mm33jq0IHXQtjo+f0dBlGhlO8ZjblKNjxnZOpSidTmM+n++9b4lEQloJBl3/MT3mQd6kU4h5FOjIAbOVnnntx8a5wi+fCjSq8h15qMf80O/NSBbXdaXdof79oZSAp8JjrBsbMbd5xfl+m5/bxjSfz62dU4J+Y76L+m9+N51OrbnWx5Bck1gHwSwAbI5Ryy3toLGtD1P+nOIxDzKimNeIst7ZucbULYKuq40kQdcwibl25tjm0vbblwjq3Z7nne3dvxDz8+BCzB8A9vxkgSji6uoKv/u7v2v9zY/92I+h3W7jT/2pPyXK+E/91E/hb/7Nvxl4na9+9av4xV/8xb3PKQxZDZtkmt+x8vNkMvGFTbNPMokFBctqtZK2Z1p5IOkhmdHKXhAZ0EJd90lnSLpJinVoNklssViUHO3FYiEGiGq1GpivpGFT7PXfZu4XQ4YpsJhjzxBEWr91cRw9flMIcQ70c9HPjf/WJJv3qwuU6WvoqqP8jflv7XHVHvPFYiEEzUbeTZieZZ5LV7TWrex0hATD/E1FMmiT97xdNeleryc91+kB1vPE3+vNMiz8kmtfh8OzeJWO0tDREaPRSMJeCY6Xa5DHcz7155lMRorXFYtFXxVagvfG58UOCgAkhJ9zS7CIFefSRFRCGyVPPgimV4b30mg0fGuc0RVBLa7CFBbbMYeUN43HUAZisZh1nVGG62uGhbKf4oELQhSPOdNvwgrqHQPtMdck76XipSnGpxqbCBoVHSc8DUef37Yv6b9fIjF/6HMLuncSz1wuh3q97psLyldTr/E8Twzz1AM8z7PW7aA8D7ovPQ4zkkunFJiI4tE0r2MaC9l1Qe9/msybxJ4e/bD2iLyG/u5cssa8xiGPOcdsO9YGPfdhUU78t26ZRtieWZiR0lYbxhzTU4aVsz3eueWkTU+4IDouxPyJ8Vu/9Vv4e3/v7+Gf/tN/iu///u/H7/3e7+Gv/bW/hr/zd/4Ofv7nf976m6985Sv48pe/LP8fDof46KOPEIvFpKJutVqVat6z2QzVahWVSgWffPIJptOpWHd1Pp7jOFIRnUSVpI8eRHqQNckEdsJ3PB5LgRMTmqRR2Jvk21Qszc2URgESHYbiszBRkJc0DNqzOxqNJGeb3xH8jHnipVJJWmyx4qXZ+oL3oD2xtlxwU+ibhaNqtZqPpE2nUzGw6I2QRN32fMwNxnVdDIdDMTYcQ3psY9bX0PfBOeH96zkKuw5zzEmguYGZ5BzYD00Pg06PYOHCWq0mRf1ItpbLJUajkeTQX11dodlsIpVK+cIR+Vzy+TwGg4F4WXQ6CaNKzOqweg5M0r/ZbMSAMB6PpWAgr8UxOI4jxQ+5HmgMCDKSmXgIMQ+CaSizFaADniaU/TE85kGwrUNTydPzcCr5OeQxN++V12HILvFQZTkejyOfzwe2+3qu/O0gvDRi/tBwbdZiiaJMm2szKJJDG4GfE+d8VkHn0sZrRh4S7Jqi91lgZ9zVxzKy7tC1g/ZiU/cpFAqhBcHMmi6HrkvoexiNRri5uUEmk/FVFqeRQRNzHQFFXabdbuP6+jr0GtpxYBvPoXFH8ZibulTYscdcNyzKif+mbNPdUChb+U5qR5eNlLOocRgKhYK1/e9j4FzGE2A/0sS2Z10QDRdi/gDU63XEYjHc3t76Pr+9vQ2sgvzzP//z+PEf/3H85E/+JADgD//hP4zJZIK/+lf/Kv7W3/pb1hclqMoiPSGr1UrC3VkRlEREb+C6bRI3AhZqY1XJN2/ewPM8dDodNBoNnwVVk0xWJ2f4kN58mD/c7/eFbGniqC3SQaFThLYgkqg5jiO5umHQgldfo1gs+kKQbaSZrbqq1aq0IiKxIzFnn3e2jzPJsSbderMylTNtLKCHi0XoRqMRAEifa9smZf7bzFHm8SS86XQ6EumJYqnmZszr1mo131rQCgU3eZuw5jlYP6BUKkkF+FqtJkWpbIRXP1/znFxrqVRKlCs+L+ZjAzvFhfPteR7G4zHa7Tay2ay05el2u0LAy+UyhsOhFAPj5+v1Gp1OB5PJBPV6XaIA9DNjjjp7xbOYXKFQ8BFwbs6VSgXZbNYXBmuGPpqtCW3Pynyuj4kgohj0vUbU+zh2DI8Bm1IZ5jE/lvzYjIX6/0HvKA0js9nMF3J+DkXsFIPoc4HFLR+7EnJUnCOPOuozjGJw1XhJxPyh7y5/z+K4wE7n0XsVcL8XAPcFXM2UIc4fa94Qtn0nyj2Yug+72pwb+rl3Oh2Mx2PRaRj1Rm+4TVeiHsKWn6vVSubQvA7nlFFpYfdvIqqRPex8ppHpocTcBp1m2O/3US6XZd9PJBK+jim2c+nIqqDog+12i+l0+mTE/LEQ9ZleYMeFmD8AyWQSf/yP/3H8x//4H/Fn/+yfBbB7Kf/jf/yP+Omf/mnrb6bTqTWHFDh+EbPNmA5XpCcwk8nshTY7jiNFpJi3SyHCv5fLJarVKiaTifSg5tg04WPhlI8//hiFQkH6U5ZKJfE08n49z9srWKb/8HNNPLWgJAFnq7SHIplMSqSAGXZEYpRMJvH++++jUChIWLY5F6676yXKcHduZBpmUZTFYuFr0cXv2Qfe8zy0220AOwv+dDpFMpmUSuqm9Z0RDpw7PZf6+pz3zWYjHq+wzUiTTRNBxJzr+FDuXVCVVz5rx3HEGKVD6I8l5sPhELe3t5KKwFA+fX3XdVEqldDpdJDL5VAoFHB7eytF7lzXlXnQ4X8sPsViQhwjcxi5Pjg+jn+7ve9fyuJ3+r74veveF5VjW0AtN8wQurC0EkKH6z8UxypRUcI7zXPbSMxr9Jifg5gHecyDlEDHcSQt59zE/DXBcZyDXRueEk+xJs1radmiPzfX4nNXZj7n3PBc4/HY95muQg7sDKyUxzS82kLZAUjdE7NfuAnzHTvkMT/XO2nKIi0v6OVNJBIoFovYbnftdNla1zTu8/csTBt0XmC3zzKikFFfejxR8RCPeZiBJAjm+6E/s507kUiIcZxtTDUxN3VpcwzawENjv/n9zc0NNpsNOp3OXjrdS4cZPfHcBUJfMy7E/IH48pe/jJ/4iZ/An/gTfwLf933fh1/+5V/GZDKRKu1/4S/8BXzwwQf46le/CgD40pe+hF/6pV/CH/2jf1RC2X/+538eX/rSl45W2tbrtYR5ZzIZdDodyQtiSLvj7Cp8L5dLyQNlwSySemD3IpFcsvI1q3prQeN5u/7LvV4P6/UalUoF1WoVb968kT64JmnSxM1xHBE8mkzy/Kbw1QRHC/0oCFLmNSHWJI+Gh2azKfmxtvY2ppdaj930RmsC3el0EIvFxOOkx1GpVCTCgN8tFgsfuXNdF/V6Xcaqq6XqudTPwHVdH4nj+rCNUc+TVj7C1qVWOnRItv7s0PPguHgfOode/1bnmPOzsHAp3gPHEI/HMZ/P0ev1xIiSTqelUrLruvgDf+APoFAoiDc7k8mgUqmIZ2M8Hks4aS6Xk4gQhhuS+GazWQn9YwuxbDaL4XCIWq2GRqMhRpxMJuOrmk4F0iTfej5sXotDCss5iLle82EIMj7axmUijFgfQ8yfAqayTe+S/i7IUGJDpVLBYDCQqvoa5n1FKbhmeoo/a8T8peEcHvOo0ORUE1SCKTKe5/lShl4CHmNuPO++HgTPb4ukCHuv9L4UZBA233vznaOs0IT4HDCva4visTk/gjzm/Jxk1CSexGQyQS6XO8r4esxx+j7CyPix17YZPcNyzGnE73a72G63mM1mPmLOCLagIq6HDMY0pjIajqmprwW253TxmJ+GlyOJXyn+3J/7c2i1Wvjbf/tv4+bmBn/kj/wR/Lt/9++kINy3vvUt3wv6cz/3c3AcBz/3cz+HN2/eoNFo4Etf+hL+7t/9u0dfmzngDHPV1l6Gz9LjRxJQLBaxWCykh6UpkLfbrYTUMn9Z56BtNhvM53PxKLI9GxGkTGvSoQW8Jrn69yxSwqJ1/GMjbVFgWsD1WEzSoL2VtvxM06rM7zgutqZhpVfH2VW7Zyi+bkc3Go18Vnxa77fbrc+qyr6jvBaruM9mMxSLRV8oM734rHB+d3fn8+SbyoU5R7w+zxWmsJnEfDgc+vLxmJ9vzp8JhtjncjnM53NfayPT+GA+yyDhb1aRb7fb8m4wJzqdTvuKH3meJ1W2+W/twa7X6zKeTCaDZDLpI9lv376V6/P9Yh6753nyDHX0QyaT8eWtOc7Oyzcej30bs0nMOSd8j6J4zIPm/9ww30/bOxaEKB6RMDyXx7zX6/m807brHyLGmUzGt/YPGbMOnddxHIloYh7kBc+H5yDmQZ8zHeul4JzzYTPq0ijJVDTzuKD9ydRNDpEOm0FOH//YHnPzevrfWv/S32lHA8/DSEzzfm3OEaY2ho3nEI6Nwgr77hhizu5A+rOgvSeRSKBcLmO73fqcWlqXns/niMVie0afKPuSLhb7Wj3O+v4uxPw0XIj5GfDTP/3TgaHrv/Vbv+X7fzwexy/8wi/gF37hFx583Tdv3khO7Js3b/DJJ5+gWCzigw8+gOvuqoezr3gymUS5XEatVsNkMpGQer1JkGxcXV2h0+mg3W5L3hWwU65ZtZ0ggdeWWC24tYeTedPm98C+dZnVuW9vb4WcA/f90OnJjAIbaSFR0MTctkGGeZYdx5G50ffEkCf2Jjd7e/I8DK8Os4qStK3XaylOwxAnFkxjL3f9DBuNBjqdjhTpW6/X0rLOvJcwz+Sh1AHOmRl2zjnXRaK00cV2Pdd1UalUJJ/cVGLp/dfrVY9VYzabyTpNJBJYr9colUpibKIxK5fLSUSJrh9gmwsA0tqMc66fLRC9h6n+Lp1O4+rqymcAY+2G9XqN8Xjsi3LwPM9XGI9pCVE85vp++JtTFMNjlahjlLawUMhjNvqnJuZmZX7b9R/ilQzymB+6z6csJnRBOE41Nj30WlE+f248FjGn3kHZHCTz9P5kpk/p7w8R8yBZRwP9dDr1kd5z3XcUmaojILW+xv3FnJvhcLhnsODfjKycTqfS1pT3ZSOmp4xbX8+cq3N5zCm3zUhC27lYk4B1nYCd84K6GJ1l1LmD7iMIrrurz8QU0CDQqRNUf+o5EPScLjgeF2L+isFw8PV6LX2aAeBzn/ucEOxEIiEETQtlwL+B6OreWkgD/txaLZRNr3OlUkGlUtmz9PGaJD4266beOPUmMpvN5B5TqZSE6w+Hw4PEPMhyZ3rMo55Db8icu/l8jvl8LtW8gZ2g11bYdDod2LuWBMwmXB1nFwadSqWkIn2v1xOBT8vqZDLBhx9+iE6nI0IxkUggm81K8SfP8zCfz8Wza7OuB1nYw8DjMpkM3n//ffl8tVpJkTPb/JmIQjJsHmN9PpJq13WlTdpms0EqlcJ8PkcqlUI+nxfP9Xq9FnJOYs5oBl6DXQ9YAJDX0h4Cm6HJpviFRZbEYjGfV3m5XPraowH3pE6HQGqyfYzH3PM83N7eYrvdSlTDcrnc67tuIuqGazOqRD3Pa/SY62rELAqqUS6XsV6vjw5N1GvcfG+OrX58wfPjJXjMXyrOabQwibluR8l6N+a7qN/lIK+3/iyqx1w/c3ZF4Z6hjdnnhi0CTkfW6eO0x5yRNTQ2ct8xHS/UM4DdflgsFvdaB0fBofmMQsxP8ZhrGU0n1iGPua4JRKxWKymuNx6Pkc1mJd0t6D7CcGg+gJ3Ox+tpveulgPfAmjuHkE6nL2lWChdi/oqx2WwwHA5RLpcxn8+RTqeFILEYh+M4UlFct1giudSEm4KPirT2bmtrYiKRQD6flxxevnisdG0Dx8FxE/SqttttUVw5nnK5LOHDzIHX54sKM2yMFl3AX1DOJhj4GQ0fvOdsNot0Oo3VaiWF5NLpNDabjYSjcu4Ynq3HbXpMw8hQNptFNpuVOSqVSnBdV7xgyWRSrLiaBBWLRTiOg3fv3u0pByQSnU4Hg8EAvV4PuVxOiNqxxNyEjkjg2joUyq5/Z17bnLfpdCqRBJPJBK1WS+bY8zwMh0O0Wi1Uq1V0u110u13M53N53jyWhJxzNRwOJaKEShQVOdMQZEYAsAAivzOjEY4hjLrdHg1T/GyxWEgbNxtxO+QxZ5qILvgIQIoO6mr1p8JmgLJ5n2wIu48om/xzEHMt02xyhBV9HwKbQq3HcMHLx1Mqn5Rb5rp5qevlnMRc6yEs0kmUSiWUy+W9PVc/m2PklPlZGElkWmG5XIbjONYiYKfCNlbTy80IR/2ZrfhbrVZDu92WAsO2c7GuCu/roThEzE081MjFNnWu6+55t4PWInUkG5gex5aSx+aYm9cLcxrp9RwEXcRQ47G6L9gMKNPpVBxIYTgmAvazgAsxf8XQnuz5fC7kVVupTELG/FkAQiaZP8s8V11wbbPZIJfLiTeSFlSb95Kkt1AoiHdcC4ZkMolCoSCefeC+IAuvxzBQ07sfi8WQz+fFY87rhik6eoz0nLrurpI6N5JD4TfcrObzuVTH5r00m00JmabHs1gsolKp+PoHF4tFdDod371or3tUQanPVyqV0Gq10Ol00O/38e1vf1vy7/Umw7nic3bdXf/WzWYj4Wb9fh/dbheTyWSvQNihTYQk13wOmogxoiJsw9GKA6HJmEnMR6MRRqOReLhHo5GPHG23W1+1fBpQGMJO8snNoF6vo9/vS2TJZrPx1VAwi6bp57dYLLDZbHB3d+cb+0OIuY5MSSQSkoZAY1yz2bQWWgw7v/aY62dgPo8ouW3HhrID/kqtxxLzqNeNesy5YBLzoHDIh57fNC5GKfx2wcvDOcnnIcTjcWnbSoPjU1z3VJxzXNlsVkgjU5kIOhaCrh/U9SPMi26ex/acuYfodliPIStsewKhPea6lapp+LQ5UVhMmKRQO0uOKcobNO4ox9m81wD2auhE7ft+bARTOp0O/A2jGzOZjLWlZNT9P8yBQZiFYU2wQLMN+Xz+UVpe6rXC9+vQXsxIlufOp1+v16EGBF036SlwIeavGIVCAePxGNPpFLlcDuPxWIpoxWIx8ZQTq9UK5XIZ3/zmN0XRKxQKUp1dEyzHceSlYV/pyWQin9PrqoUNiXkikUCtVpPq1/w+Ho+LYGOlT5ILCsnr62tMp1MfseE5isUi6vW69I0niToEEpFyuYxsNutrgRYllF0LF4ZqUbgWCoW9c2jvMIA9ouw4u+Je2hASBRReNIxks1mMRiMxmAD3SgdzoegZZqsX0zqcSqVESXBdV5QG9tnW92xDNpuF4zhWDyuJGI0AYV5PHZnBY2wbmJ5vRleQaE8mE9kc6/W6hP+XSiXZpFhdlsS62+3KdTmvzJubTCYol8tWYq7HOp/PMZ1OfcJb11wgTiHmjuPseboJhuDz+EPn1/NvC783jws7xyHYvBlRiLkey0M9Ik/pMdcFBB8D5rxEKfx2wcvDUxJzfY2XSsY1zj1GrftEkSU2QmSLOIhCnMznrGUzx0Ud7Vyw7a+2qEdzr+Vv9ThNwzoAqXNDHDJCbrdbSWcrFotWY0jQuDWC9jU9foaOc19/6Fp6yHt67H0EXdvco/Xef4jI2mr78Pr6u3Oh3W770jUTiUQkDzjTQJ8bg8EgNArhUIvEc+NCzF8xGEpEcpLL5YSAffDBB0in0xK6zjZWugAKPZnMtQXuBTT/2BYri5fo0GEeb5J1gmSVSiVD7V3XRb/ft1qkbZ5SAL62a2GWUZtXnxWPzfzgMI+53shMj65pTdfPxjYOFgvTvzGV+e126yvUpj8H7q3ZzIniGHl/+Xwe9XpdnhHDsfmd3iArlYqQUM7ldrvFcrnEdDpFPp8XI4YNNBDYQO+79iYCwSGAei5MowznihZpYj6fS+j9crlEs9kEAMkxLxaLYgBhi0CCfUjpHdeRGNlsFtvtVnq+mhuh53kS1sbWKazybqZ4mPcYBXpdamJOApjP5yWVgue2vXc0mPBd47Gmx/zcHljbOTKZjETcBCmkplJs/vulhrLbUjHOeX4guH7BayBdF+wQi8UkhPopn9tTGwROwWOOS7+XQYYsfj4YDFCtVn1jCtJPgmB6dqmrNJtNZLNZSUc7J/S4GMnHiMROpyOOGhIm02OuQ9ZpoNYpTzyWhS1plCdMY7qZfhVEzDVsBnkzPYywRemdCw8xBD+UmOt9utfryTMIciLZ5ozzXiqVRN4sFgtfxOlDQQcdWzYTp7R4e8ooNxu0s8emm5xrzqLiQsxfMdhvGbjP5Ugmk9IuC4AUSqOAZp5yNpuVz+hxBCBEn3+058/zPF+RKgoLrTCyaFW9XvcRCeCeHPBzTQSBe8FL8qXJhoat6FYYTKsxxxIVJrEkNDHXn5nHklwFGRLMsZAom9Cbp74+AGlrNxwOpb8mv+NGypxDXs9mdWUtAl2pdLFYyDmPyZU1w9xsG9d6vcZisZAK6kH9m4OMJjzHbDbzCVSS5XK5LMRc59ex4JkOcaciQyJO6zvnyewHH4vFUC6XAUB6jqZSKUmbMNfnKR5zM1yQY9At9ni87fyxWAxXV1d7a9d89seGkh0Tys5/m0ahsPNG8aifOrZzwpzXx/SYBxHzi8f8dYHtI58SL5WMazwVMQ96R80843g87tN/zL09zMAcZJgn4X3Md3Y+n+M73/mOGJ25p2lyR92OuLq6klQs7rexWAyr1Qr9fl/SwuLxuOx5+n7174K+C0LYczeLhwUZbl8CDo3nWI+56RTTuhtwr4/Q8cYIQa176Gds05t1jSS9vvkueJ6HyWRi1bXp9NOtXt97772jnstLe4a5XO5FVLm/EPNXDN2SYbVaiddzs9mg2+1KtXaSCM/zhEA4joPlcinFsHK5HKrVqngeGd6sFUJ6EOv1On7/939fPgP8FmV60m1hTzp3XZ/fFCDFYlHGwvPzePMcQTA91Tw3AN/mSO/w3d2dlXzrnKqg64R5zAGg2WxiPB5Lb3Eeb7PO8Xpmyw0KUC3gSWgdZ5dnTQ8vj0kmk1LVvVKpIJ/Po1AoSKEvc9NLJpOSwqDvgS1RjrEc8vej0Qjz+VxIvfZAt9ttLBYLWSvZbFZCtHWRNj1GgnPY7/el5zdz6fv9vswz55MF8ji3tI5ys6NApqWfa5PXMYsWEprEs8+5NoyYvzmGmJubsU5Z0OcKC2W3KaIPJeaHcKriGXQPx2zgT+kxNw1tj+UFA/xRJdVqVdbCOQrLXfDpxmvwmGuc27iWSCRQKpWw2WwC35dcLodms4lEIiEFZzkW25wdE8qu8ViknNdh+0/qa4wuTKfTqFaraDQaiMViaLfb6Pf7yOfzksal9xG9/y4WC2Sz2b29JGwthdUxCTqHnmt6jAlbethLwrk95gSNIXSaEe/evROjC/V9ALi+vrZGcJnEfLvdot1uW8dbr9el5e+h/GodYn+qbHnu5/qUOkMUXIj5K4bnechmsz4vWrVaRalUwmAwwGAwkJcql8tJ4SsWk5rNZlIw7IMPPpCiYBTi9G6zZyOP1QJCL2gtUHQYEytVMo93uVyi2+2K194MB9cbYpAXkJtN1HnSv+X5stksut2ur0q5TUCwKIRJos3QNg3TYt5sNlEoFMRYou+VfagJGiNYRI+Yz+c+C3I2m5VNloXwarUa4vG4hHSz9/xisZB71mMz85i63a5cnwoM87eOJebJZFKsrYvFQkjMer2WOgF3d3fYbre+Aj2FQmEvR9626fEznas/nU7Fy8+IEBo0aKBgD3C95oKqautxBxFzM7/40AYdRfibeYFmfqBJCKOGolP5CiPmp3o3NJhms1qtjrJAm9EV5nXDxqZ73B8z1odAK7TA/nM5F8x1H1aE6IILTLw2Yv4YCOt8AvjT7WwE1Nzvo5KJsAiXzWaDdruNXC4XKdQ7DNox4jgO8vk8ms2mRDqyajhllOu6aDabUgiMcqzdbqPRaCCXy2GxWGA+nwdGDerfBRmizX+HQUdn0qkEALVazbf/PSWivi/nIubm9/F43NoTntF8q9XKF82ni6nZPOYcC3Uk6uXAbg9lZB6dNMBuX+M+zhB223iOxUuRRc9tGDBxIeavGNlsVjxztJyRmGuUy2Xk83mf8h2LxXytvz744ANMJhPc3t7K5gTcF/xgzi7Jkg4jJlHWhFpXZNcVSHUekw7XNq3TmnibL03USqA25V5vrhR29KxWKhWfAKQnt1wuY7lcBm7stk3bFuLKjXc0GslxtFqa0MLSvB/O3Xg8RjweRyaTkYqpTBfQikWhUJAoCTMEWleg5XN3HMfX+/zq6grT6VS881GRyWQQj8cxGAywXC6FrOlNhM+bXnL+33zmNgGu1yCwC8fjhlEoFHzvRiKRkGKJmkDbwrt4fdd10el0xADCXqXATvm5vb0Vw9hoNJLnq+eWoFW72+2iVqsdnDtzE9ebpO59a7vWQ4l5FETZyBqNRqC3KQjs2BD0m6DrTqfTvVoIT7Xp63ZM5ybLNo/5S1FmLng9eG1r5jkV5TCCCUTz3IaFzutnMRgMpNPGuYg5HSjpdFr2Kx2aHPS7ZDIpJPzm5gbFYlGcMLbQaBMPIebmns+UPGC3l5MUvjQCpfFYxDwo9YLHmdXXdbSeWROJ80xnCbDT/2mc6fV64qgC7vUK1icC7lMHD437GLyU5/pS5OSFmL9ijMdjzGYzyV9mtXMqhyTN9XodAMR7yVZm8XgcuVwOH330ERqNBr7+9a8DuCettK6yGFgymZT+n9r7SeVbk/l3795ZKzDn83kf6QP225ME5ZCbgu1YMmEjyyzGRoJr23jonQraYG0vc1jPdeZ88988Xl/bZgTQgl+3nMvlcpjNZrJ52VphmJ48fS4KbE3Q+Xz6/T7ef/99lMtldDodMbJEBaMl6IXXfVu1lb1Wq6HT6VgFtBnepu9B582x5Z/j7PrDcr2zdVomk0Gz2QwNveKaMHPOeW1uSOxZ3u12xbOQSCTEAGGOlYoGo0WYbx20EZieY4YuNxoNn8HGJOZRN/2wFmnn8Jifcjzz5IBwZdYGri8alrjungKlUgnD4fDod+MYPHUkwAWfLlw85odxyKCp93ubhxi4l53sZMO9VLdiMj3m54IeP1PYwsii+Vm1WpUCYcBuj2OEXRSPedj5oxJzXof7bCKROBjp8Fhg56Bjja3nDmU/RMz176ir83vbMdR5udfqiDZTd7E996Dxfxo85i9lPBdi/orhOLsKmZPJxFdZmhZTwJ9TXSqVJHebVrV0Oo1iseirhg3sinB98MEHmM/nUkm5UCjgo48+QrFYRDablfwT5jHpsE4aDDhO/u26rrTj0gSJoKcS8LdDM8PRtUc9Kkzhov9vEmPOmUZYYaeg0FsbKpWKEH2es1QqHdwAeM7RaCTzoQt7FYtFNBqNo8JpbTUC0uk0ttutr+o+8+5OITtBZDCoEA2vaYNJzHUah77vdDqN6XQqxzNiIJ1O+wxGQcaaQqGAZDKJbrcrSs54PLa2Gkmn0xIuqKNJeG3Wf9D3OxqNpIp72H3q8dme66nEnNDFGJ8ben3oAkPAYW8Ex18qlXxV+58CTCF6DNg85hdccCxeisIZFc+x1oNkjKm0U2baxsjIr0wmI4TS9C4GpZI9FCzQBux0gc9//vM+L+fd3V2oxxzYkbRqteprI6qJdxAxBx7mMSd09GAsFvMZ8oPG/FhgvZio13pqj7l+FqlUCul02tf2K+xZ6W45ZkFhAHse86CQ+LBxH4Pn3tue+/omLsT8FaNarWI+n2M8HmOxWGCxWGA0GmG1Wu0Vh2J4M62o8/lcel6z7RbhOI686Dq02HVdlEol1Ot1VKtVyVOn8E+n0yiVSlIoTIdNa3Iej8f3CJZ5DL2hNiGgQ9nDBKfrupJXDMCnsGtSDASTHhI1ns8cB8PgzdDiMAtjLBbD93zP9/hCkKJUczYFfy6X8xk/TtlEdOs2rhHXdZHP54XsMKJAX/sYBFWxjdKqzvz3fD6X3zGcH9gPIU6lUnjvvffgeZ5Yvs0Qf9s1tXefBRN1agdrJfD/TFFgxfvJZCIdEqbTKbLZrIwzlUqh0WjImMMMS8cS7VOt8bzfqB7zx4QOvwt6Hw4R86fykj81dM2O10ayLnh+XDzm0WEjmLb5s8miTCaDRCIRup8/lsc8Ho/j6upKDNa2vGSNIFmq92s6QR4ays7/B609OpgIx3GsEUj1eh2DweDJOhsc864cOjbqvkp9yBaOrs/V7/dlzth9RvcEZxoCi4VqPVXrODbSzWvbisgF3ecpcuWlyaKXMp5PpxbzGQFJp66kTW+1LdxVkwsqv6ZnCrgvKsfWC/T28SWnBxW4r7BdKpVkQ2L/S/P6+t8UFMC9R5HXthE5HTqmc7xYcT4IQfm8jrMryFapVGQDsiEejwcS80qlIi0qTI9jFAKoPz+GmBM6xItGgmMt8DqUncSVxgbbPZxC2oI85mFWeFteH3Df3gOAhIYDfqPLbDbzhfrz2biu6yuWmMlk9qq+m1VMGYLINcp3Q1ftvbq6wna7xe3trYTjcZy6oilz7iuVirU3etS50YhqXSe04UEbKk5ZN+dGmHEhbMPU6QyfNmJuez6P1ZLtgk8vXhsxf06PedTvg8YYVBuGeKyq7IRNjobt30H3TV1MRyee6jHn/4OuVSqVIpHtZDIZ6EV/bpzLY85jwnSA5XKJxWKxp3fqAsas57Ner6XLjUnMg9ZqmMec/zd1hsde14+JSyj7BWfDZrNBuVzGZrNBv9+Xl22xWIgXm4J1tVphuVyiWCxiNpshl8uhXq+LV1zDcRyUy2XU63VkMhkhF7q1FM87m80wnU6RSqVwdXWFdDqNN2/e+ISw6Q0HdsplJpNBr9eTYmh8sXluwF+lU4OEebPZnKyoshhZGEHiPMZisT0LtOu6yGQyVgHpOA6ur68Dz3tKmyUtNFh93fx9VAu8LQSaZJze5UMbO8mlaWQwcarHnPA8D7lczrdZAbtnQ+MEw85YsM8WIk5PtzZGmdc1DVp8d/h8dc0FXoPvXblcxmq1Qj6fR7/f9401k8mg0WjAcXYt7obDYSgZPjXszdYHXqNUKkk3hEQiYS3od84c82MQhZivVqu9Yona+v9SNtZzIZFIoFqt+hTjSzX2C47Fp+29eAzY9jgzsg8I72Medl79W+C8YewaYXI0Sni5ngcdyh5ErMOIfdj/P204JzFPJBJYLBaB0WN8FvF4HMViUSIlKpWK6CoMbdeFmA8Rc722dbqGqZ8eazwPwkMcPufCS1yXF2L+iqF7TTMvaD6fYzqdIh6PC+muVCq4vb0VEsMWGIcEqimQtYctkUiI1Ww2m6FarQrxMauWBm0Q8/nc2qc6KN/YzDNnEYvHRCqVOtjuKcgbEUa2H6ooBRH7qPMRFMpO6DQCvSHrZ8FWZ+yPGoRDxfz0dYM2f4bXm9CF7larlRR/Y/FCIh6PW72pQYVWdBgZvdwsTrZYLLBarYQgmUQxlUrh448/3ruWec0gI4qODjmGmOscw7DjtYHpJSrstjHp52LL8wcer1XZc+NCxC94KF6bx/w5YVPUw6qsHwM9949NzIOue+g7U4dhSiCdO1r+amNoFI/5pxl63mx6zDHEvFar+Toe2UAdjTVwAFidR/rah+ooab0wquPE/O1rxku5hwsxf8WYTCZIJBKYzWYoFotIp9NYr9eYz+fiUY7H42g0Gsjn85jNZnBd15enS/Jt27iXyyVms5kQEde9b+GVSqUkD3m9Xotl1cyPMT3l/Fu3ZDCFBq2EsVjMp5RqwX6shzgI53gRn+pl1l75IEI5GAysFeSDYBpQzFBux3H2qubTM83nZyvipxEUym4T/A+ZSxJn1kKIQtRsSoj+jvfPOUin01gsFvJuMDyMGyjDxgj2UddYLBaYzWZYr9fSK15Dz9MxoeynhJLZ5iiKAvXUoeyUY7b3nekDT1307YILXgteisIZFS8llJ3jKBaLqNVqElGmvzvmvKYR2rzWOZ7TIQLI60TxmHPMjMQaDAZ7x8/nc2vk5WeNmGs8lJgDh9OyosyneS3TKG86nXTKIPPVo+qSD6nK/lI85i9FTl6I+StGv99HPB6X8F2GoDMMZTqdolQqidK6Xq+l4jZhEi5iu92i3++LB55FIli4rVgsIp/PY7VaYbFY+Ei5JvvmQudLrsmL6RF3nF3+93Q6tRZK0Z77hxLzTCYjFbJPxakvc7lcRr/fj9y/lEYYG7QQn06nB1s3mR7zTCYja0Sf02a4CfNa2hAU+qc3fpu1+VhhzT7oZoX2KGOzjYNRITRm5XI538Y1GAyQyWRQKpVQLpeRTCbx7t07ef+AnTfdNEjwt/TGB+HYdXWKJyedTkuO/Gg02otgeeiYjsEhxYXtGy+44ILjELTPX2CHuQfRKAvcG6KjzqOWy1rePwYxDyIZx3jMzXOVSiWr3sGoR0Zoho0FeLwIgZcCPY8MQz903KnwPM9XmDjK8cBuv7++vvZFwWro/4cVVD1XKPtLwEvLLwcuxPxVg95q5kkzBJb5KbRkMqe02WxKPjcAqVZuClCGqGvyRhJBxTgWi6FSqaDVaklIjRkCz3/rv81c4WQyiXa77Qub18frf+siXsfmeQWhUChIqNapODVMMJvNHtVvmakIttDWXC6H+XxuzXe3wfRiV6tVVCoVIWf0FDOyod/vo9frCfHVm+yhZ3DIY256qW0eeg3P27X70xvfYrHAzc0NhsNhYME/G+jp5ntjEvVisSgF4BjFkc/nJYqEGyPPw3fn5ubGdw39jOPxuFiuw9ZdFA/wQz3mHJ/OZXsuxf0lbpAXXPBpwGt5pzKZjK/Ty1MiKnk91ssXi8VQr9ex2WxC5f255W6QXhLVY06k0+nAdBrqbiw8rKH/v1wu0e12fe1dNbiX2q6j99iXDu7/uuOOiXO9i4VCAcvlEvV6/ahrRU2xZHHoQ9X9w651DM4VMXLKdV8aLsT8FYP9ynO5HMbjsQhbCgaG2s7nc2w2G3zxi1/0ebTj8bjVQ0aCzBeFxJvHs9o0c7z1RhXkMeffsVhsz5tryyE3zwnch1GF5TUdC3qLH3qOU3GMB9BxnFCFJZfLRSbmhJlGkMvl5BrT6RSO40jY+mq1kv7mYZZ/Ew8t/mai3W5jsVig1+sJCW+325hOp2KQiirkXddFs9nEZrOR9iIcE9vE0ejE+6jX60gkEvj6178u56HSEIvF9iJSKpWKb3PzPE+eEQ1VPDbqJqjPb/v3KTjm948Zyn7BBRd8NlEul5HL5Y6Wg+dAGHkNC3OPAtv9PEao9ylhueZxtnkIAu+L0WpBY+n1eigWi+h2u1Yi2Wq1AOz2Vj1XrJsE7IzYxxjdnwO1Wg3D4TBQB0un02cjn0zZi/KuRF1bmrSzK9Mx4zkWL8lg+JLGciHmrxi0wLI69mKxQC6XE2IwnU6l6jK9nLqYWSwWw2Kx8G1CrHTe7XYxHA59fbJTqRRGo5G0aWP7KH6vw2OWyyU6nY4UhguDFhpRCpdoy+lLUObPSY4eApL8Yzzm5v9t98L1lEgkkE6nUS6XhcTqvplRrmUWlQPuBXqU8PXlcombmxtMp1PMZjMUCgWpp+A4jmwmh9roaZiVT3XHAXrSk8mktFdjhX4dsq4NTwx1LJfLyGQy1rmmZd2cv3K5bM07D8I5POYmwp7Bc4ayX3DBBaeDbT2fg/RGxSnGyceAzVlA6Ai+Xq8ne9C5rnmOcwSFGuuoxCge8yjE3HEczOdztFotX10gWwTloRS42Wzme/6M6ozy25eARCLxJMaDU+obHHv8sREKr91j/pL0jgsxf+VIJBJYrVYi/BjeDuyEGi1qJAtsl/T+++9LCNJgMEAymUS/38dwOMRkMsF0OpVCViwmVq1WpYUCPYrr9Rqj0cj3OQU1r7tYLA5WFg7Lc6IRoFgsShj7uTzm58BLeaF1WPZ6vT5KWbARc/P/iUQCmUwG6XQayWRyr3hf2Lk5rsFgIFEeJqklghSH2WyG3//930er1ZIibNvtFpVKBa7rikGJpPchbfQcZ9fWbD6fI5/Po1wu74XcayVH/5ZIpVKBa6NQKEiIPACJPjkm2sHEQ0P9nnsdv8QN8oILPi1oNBq+yJ8L9hFkHLYRFqZ6xWIxX3eQU/HYxDzoOsccayKZTEpE2Wq1wng83iPmZoqU2RFI/3u5XIrxXvfk5u+fi7y9VESdi1PW1rH6xCn6x0t4li+BQ5i4EPNXDvYWJ8mZzWbi7e73+xgMBlI9fTabIZ1Oo1QqYblcCnGbzWY+Ycl8Ic/bFflar9eo1Wo+Tx6PnUwmWK/XmE6n1tzgKIteexltG0un05Hq18Vi8ayh7OfASxAuRDwel77bxxQWMzdKKnD6c57PNueHNsxYLCZrEIBv0zU95kFEfTQaYbVaSX75YrFAq9WC53liLNDV+k8tFFYsFiW6hKkBd3d3EvmhDQ1h4XthG1Uul5OaAby30Wh00nrO5XJYr9cPqpOgEWUMj/nevaT36YILPi04NmXos4ggr7JpoK7VaphMJpI2dQoeM5Q9zGMe5VpRoteA3d7daDTQ7/ex2Wx8hmVzLPx/WJTdarXCzc0N8vm87GeM9OA5Lmv48TzmwP18h6V45nI5cehls1nEYrFXX5j1Ja2rCzF/xfC8XWVGz/N8IUWTyQS9Xk+EWa1Ww2AwwO3trS+/tVQqwXEcFAoFFAoFeRHX67W8+LoSOkOENfRmbwtd4udhi75UKmG73QpRYS6z/r3++6VZ/F9KKPsx149CzM1jzBD0Y+61UqkIyZ1OpxJ6rs8TZmxhJIhu0TadTjGZTJBMJrHZbHB9fS3W+4dUgGXl0kQiIcYpDduaJ1KplHhRjsFDDE2lUuno34SN4blw8ZhfcMEFLwGHCGwqlcJyuTzYxeIYnKNq+bk85kGGZxvi8TjS6TQmk4mkVVIvBeCLrDPJGyPFTCwWC3EE0PHEPy9N/3tOPIbHvF6vS32dIORyOemS8tD9+pi19hh4iXrHhZi/YjBcl6Hs/Gy5XEpu64cffijEHNh5uOmZYz4u20CR3AP3ecq0hL3//vvIZDKSV65bNTD/3CTmUayzHIfOy2m1WlJMRAttU1AfOvdT4SW90FEJ3iFizr9tIXxRPObs0+04DrLZrER2kJjr9RFl/qgA8bkzhL3RaKBWq0lxQobAPbSNHrAzaE2nU/HKa7iui0KhgNFo5CvIl81mT8qTfEkRIJcc8wsuuOCziCDZ85Bw76i/O3Se9XrtixY8dixmNOMpYww6r+M4oh+s12tflx7+HY/H0Wg0fL8dj8cYDofyfblcRrvd9jmQtMf8095y7dw4ZS/VXY/C8BJqQZwDL0HnMnEh5q8Ym81GQpcXiwXG47GEnrNgVbFY9FVBHw6H6PV6ewJ+NBrJC0mh6DiOFIsxw2QzmQzy+TyWyyVSqZR4FwmTmB8SEOb3tI7aCJZN6D8n2PIsqN3HS0Q2m5Xe1cB+yzL9N8Ee9ocIFIviECxMuNlsxACjn5sOZdfQx3AdaCu84zjS4my73eLdu3dy/Lk2cFshNioiuVwOqVRqr8vAKVX+XwIxP2YTZ07hbDaT2gMPxYWYX3DBBc8JUw4fCg0/J8JkP6uTu66Lq6ur0Jo8h8YW1WMeNqb5fI7xeAzP8zAajTCZTLBcLjGdTtHr9eC6rpBp7g2265h6h76uJua2nPPPMo6dh5c8b8/tMdfjeCm4EPNXDM/zkM1mxZvoOI54zNk7mZbMZDKJyWQifan5EpRKJcmlBSAhSOPxWIq6ATvyqcNz9XkfsonplzGImOXzeSG9+XxeSLD5++eC4zhoNpvPPQwfonjMC4UCstmsFPjT3wH7KQP0eJvPzBSqZgEzesj1d2HP3XYvtrA4rsF8Pi9Wd4bIa8/6Q0LfcrmcFB3U4+WYaaw4RzgXx/vciPpODQYDCfNnDYinuO4FF1xwwWPiGFl0LrkVdh7KWbYrDTKERtXBjo2oM0EnELDb01kjiH8TZrcTG9iWVRdL1dGS2on0EvbHl4RjHV4X7OMlOgQuxPwVY7VaIZPJoF6vYzAY4O3bt1itVuj3+xKaTtRqNSSTSWkBRSGZyWRQq9Xwta99TQj7drvFcDj0Vch0XVeELD3WJCQmOTOLjBwKZedvgr7L5XJIp9M+7/9L8DC+RBwrXGKx2N4mHxbKbhJzQn9mbp6Hjg/y0JvH27z1jrPr7U7yz7W52WykoFq1Wj05ksF1XWSzWWu19HNael/Ceo6ydvQxOprlHLl/L3GDvOCCCz47CHIOPIbH/JhQdr2njsdjrFYrSRGznSOqF/xQ6H7QmHRL0GQyiXg8jmw2i0wm4/sNuwbZ9AxgR8ppVM/lcj4Cru/FrG9zwXF4yfP23LrPS5ybCzF/xWAxrdlshuVyidVqhfl8jtlshk6nYy0KZRIMz/MwnU4xGo3Q7/fhOA42m40IwnQ6LZ53TeY3mw3y+TxGo5GVmJvXiGLZ0y+Ibv2VzWZ959eVUB/6Un1aScBD5iWImMfjcVlzjLBg3puGrj0QNUdN/22DSczNNcUx6I2dYfqDweDBKQZBof6fJmJOUI4A4S3fzj3WCzG/4IILnhNBoexPgaBrmYZudiZZr9fSKcQ8R5S9NApoBAB2JDuVSknXHtaPYZRmKpWy6pwMcY9i0Nfj1u1ULx5zP6LulZe99DBeot5xIeavGCTGy+VS8npIIGilnM/n0p+83++j1WphOp36WjXxWLbHooA0veSakNRqNSHlgF/Yk7R5nucrCmeDzcsO7DaBUqkkRgF97m63G7lPt+d5UqFeV54nKpUKut3uWfqQvgScW7iwiGA6nZZzT6dT6cHd7Xb3irpw82T9Aw2uLf3cDxE/TcpNxckMz+M1tTf3of29zeuYhoRzKAsvwSPA+2E/eGDnxbApW6Zyd85xv6QN8oILLvjsYTweS50d4LQ87EMwf8cK5WbkkSao5XIZy+USk8kEi8Ui0OnxkM/054vFQvQ54L42DXBf/OuQvNZ938OubxJz3RHoJeyPrxmvYd6ee4wvSe+4EPNXjHw+L5XSmQOezWaRTCaRSCRQLBaRSCQwnU4xm80wHA5F0JpkpVwu482bN5LPTUG43W7l3HqTIlE3C3bQAMCq1QxJOsXrxoJz+vzMa4q6KWrv32Qy2SPmiUQCV1dXoef4rEE/q0qlgnK5DGA3l6yWD9xvtIvFwrfpHkvMbdc1YaZOEGbhOF3A0DzmFOjzBtVSeGyP+XQ6xXg8RrVajWSMOifM4os2Q9y58BIt1xdccMFnB9wrlsulr03mU8ik2WyG2WyGRqPhayvG/dR1XWQyGWQyGakVNJ1ORd8Dzucx179PJpNwXRfz+VwM8gDkmlHC3m9vb1EsFvcMDzaPuemk0dGaF4/5DlH33tewlz73GJ/bIGDDhZi/YrC92Ww2k97fuVxO2qhRcLKA1Ww2Qy6Xw3w+F+ssF2UikUC9Xt8jWRSSZhV389+bzQbz+VyEK/PfGcJ0SsiN+TtTWLNf5mg08m0YjuNIUTszD/bTjnOQxaBnxTWi0Wq1sNlsJJQNuCdzNk+17l9uXusYYh5Wyd3slXoOaGXhqYl5v98HsAvJ120Fz42gd1D/m63oTMJ+jjm4EPMLLrjgOaH1hul0uucd1jiX/GcBUepjy+UykJgTqVQKs9lM2uBSP9Pe9aDxAn5vtA362FwuJ8YAGtpZe0UjaB663S4cx8FgMDhIzHlt07B+CWW3I+pe+RLJp4nnzjF/SXrHhZi/YnieJ/2iJ5MJAEj4uRaahUJBKnky/H273fpCzvlbnTerPeTaU0fhyt/FYjH0ej2kUikJadakLGoou+0783NNCDQxNzGdTj+TxPwciEqWgZ2CsFwu0W63kc1mfT3mbd5drh2dh26Ca2I0GmEwGCAej/uKygSFlXO9BBXEOQVh43sqYk48x/rVxoi7uzv0+31MJhMMh0Ok0+mztEkzr/WSNsgLLrjgs4NYLCZpfoVCwacbnRs8dzKZRLlcxnA4lBB6DRsxz+Vy4lyxGUrDIqs8774VWRQjtq4tZJP3UeQ1W5qyxS9BJ9Jms9nzwOvzX0LZT8Nr2EtfyhhfyjiACzF/9WB+OD2RyWRSQo8InTsO7IQ2Cb0Oa9KknP9nS7RsNus7p7Yg8/pAcM64tnjSSGAeY4LtmNjC7b333vN5Ss3NqFarYb1eYzAYyMbzWSPm5/aYHxJWXAee52EymUi4GhBMzG2h6PpaNOqs12vpDLBer6Vqqw5nj+IxP9dz5zpnZMA5lQUz186mCD62UhJmhKDyp9cXo2LONbYLMb/gggteCsLqn/B74HxymftlFGKeTCYleo37ox6XjXDrezlEzIP26LBjw+aBDiNbx5ZarYbVarWXuqj/rXPe7+7uAOzmq1KpfCb3i2PX3GswaFw85ve4EPNXDFZMXiwWvkqZJNQm8dWtzxhuzs8BP3n2PA/JZBL5fF5ymPTCZVjzZDLxWXlLpRLG4zEAe2XT29tbIf+5XC70pdDjZ2gZiYCNmKdSKcTj8UBizrG8pBfwJeKYYmnZbBa9Xg/A/bo5RMz157ZNmLURFouFL6TQjOII+n86ncZms5H1fQ4jhed5uLq68ln8H8Njfq7zPRT0cJjvcCwWkwiccxu6XsJ9X3DBBRc8BUx5dwwx1zBb4waBe4zOnz8nMafTRUOHzDMViqAe6LouUqmUNQyf19Y59Jwfdod5aMeV14xTUkRfGp57jC9R77gQ81cMhqsvFgv8/+2de5RsV13nv+dd76p+35s3YEziJLwSEmNExiFDcBgNxtGIgYTAwiUmGriiEMFARAiCICNGIowIOmAYXYIKGIiB8AwBQniHBIRwQ3Lv7Wd1dT3Pc/6o3rtPnT5VXc/uqu7vZ61e3V11Hvucs8/e+7t/v/371ev1FutlMplEKpVqWZMqGkFd16VbEdBqUazX63AcB4qiwLZtaSULzx6HG9SoyBLHCosm8ff6+jpOnDiBbDYryx5ejxwNFAY0Z4ZzuRyWl5dloBNBuNyiAQ9PSLiuu02YC9ep/Uq3YlHEGVBVtSXiOtAqzHdqNFVVlRMsYVEuvosiUquEO3Dxd71eR71eh2EYLRNBIu6BqDOdLPpB0IzMPj09Ddd1sbi4ODQBGXWTH7bFJOqxEmU3LebthLlwKxxG3vIwIsJwtByEEDLODNouRz3Fot5JO60H75W4AG5Romu8u8F1XZnNI0qcd2Sc9Tx6PnEPdF3H/Py8vBflclmmbiU7M47ic9wYp3EHhfkEEx7MCpd2YMsFq1AotHwmGnsxsBau7KKBFDnQhWgT+dGFC3GY6CBanDMaLCr8e21tDb7vY319Xa5FFw1ruzVRIhKpCJASpp0IFNHA263X2s/CvBtEyjlBPp9vSZ/XzqLdjuiEDdC+Mw+CAOvr66jVagDQMttdKpVQrVbhuq6MAL++vo5isdhiaQ/XtXYW9HC5hiHM4zq2sAVCXE8nTNPsWPd2Eua7SdRNv51XjWDQMosgRuFzE0LIuDLsgXzYqHDixIlt3w/aLorAwKKttiyrYz8t6GY5WzKZ3GYEEYgxWDshLuhkMQea4xIxBrBt+0AL827723ESm+0YtoGjV8bRIEBhPsEIS2PYAr62toapqSl4nodisYgTJ07Asiysrq7K6NnAVn7K8JpfYSnXdR22bUNRFBmRM5VKtbxA0UZU5EEPW8wFQjCFG1nRiHcjzBVFwdTUFIBmWjff91EqlVq2C79UQpiHZ4bF+uBxED27QafrjHomRDu3bgP3AdvX4bVr5ERdajQaME1TntOyLDlrb5omHMeBruswDEMupxBu7WIiKmxNiJswEp9Fo7/20/B2s8ZQWPp3wjCMlnzvUaJWamD7ezRK4rwm4izm4v9hurKL4+fz+bHqIAkhpBP9tstxfWUqlZKBfMMId+9BME2z66wevVxTeHwWhxiLRiedwy76ot9rN7kepZ3b/0Gj277yoIx7+2Ec7w2F+QRjGIZ0e/J9H8ViUVoaZ2dn4TgOGo2GdCFfWlqSUZWDIMCPf/xjHDt2DAsLC1BVFa7rwnVdqKqKWq0G0zSxsLAAy7K2BZSLs5iHo22Ht4nrgEREeLF9O2EuZpA1TYNlWUilUtuiyQOtIiybzbZEjbcsC5VKRd6n/Uw3DXXYNS68pEEQvpc73a+otbxTupZcLgegaSUXkfQzmYz83LIsJBIJpNNp5PN5OVHkOA6OHz+OpaUlmKaJarUq9+nGYi6uY9ieEqlUSnqddCIImilwdhpExM0c72anEWepEM817AkRFzti0HKG31VCCBl3RjGBmM/nkc/nh37cXhlmvxPnURc+RzgoXDQ4LIV5PLSYj64c4wCF+QSTzWZb0qSJ4Bu6rmNlZQXr6+s45ZRTWqzTIve5CKi1tLSEmZkZaXUX+ahF+grLslrcnIFWa1l0PVDczGfUHRYAarVai6t5O9EUzmEZZ7ULbyfQdX1b5yas5/tdmAs6NXLinpumKZcttKPTd4Locwc6u92Fn3U369l1XUe9XofrutA0Ta5BbzQaHS3mohxRK3QvRL0Bop4Z09PTOx4jCAIcO3ZMvjc75Y4VddWyrFgLw24QLWP43RvmEoHo8QkhZJIY1GI+jgyzbW+Xhzw8iS/66U5ZW8IIYS72OajLn2gxHxy6spOhIqyOQRAglUrBcRzprm3bNjY2NrCxsSFdg2dnZ1Gv16FpGsrlslwX6/u+tE4K8SD2KRQKsVGohTt0dI2567oyKntU1IQbh2Kx2JJ2Kk6YR93fO4m+nRpm8f1+F+a9WMyFMI+7J7quw3XdHSOexgUF3Kkc4Vyo4b/bzZxqmgbXdeH7vrSUx3lsxLmrj0JE9kp04NEpui4AGefh0KFD28o9ykFIuwGRKLf4PGwxF/d8mAHwCCFk3BlWWzWObd6wyxSNTeJ5njQQhIW7+H+ncoTjzFB0tmcc61Y7uMZ8i4M5zbRPEO7Zuq63WNeEVbFer6Narcr1SWFhK7YRbuJi7VEQBC2WdSHUl5eX5USA67pyjbdoRMPiWgi/qDAPW19Fo5xMJlEoFNpeY3QNc/S4nT4LM8yc05NA1GVMiKuw67qIcB9nFZ+dncX09LSMhN6Odq7sUfEYdU9LpVItcQvalV1sL44r6mXcOnKxb1wnP6oAcN0iytHJAyGcrUDcy3YBckZN1FMl3HnFTZYNykF5Lwkh+4v92HYJg0ynteO9EO7/FhcXsbi4KMeTnbzSDqolfCd6rXPjXEf3WhCP472hxXyCqdfrOHbsGKamprCxsQFN02CaJlKpFJLJpIymLtbCrqysAGgKd9u2USqVYJqmDAin6zpUVYVt29A0Tf4v1o7HvUDhFFYzMzMtAlgM7uNc2YVAyeVyO0aqFnSa2erWYr6xsSGjvO9HovemXq/HpjBRFKUlVYrneS3PQaRR6/ac0bXIohzJZBK1Wg2ZTGbH44jz1+t1rK2twXVdFItFlEqllnR44XVl7YLARb/vl2F1GqLcnYS58FARXgxxAdaWlpZw+PDhoZSpE1GLRHhST7gbhl3zhZdOOM1dv+clhJBxZ9C2ahwtdQLDMDA/Pz+044m+vdFotBhzFEVBMplsCUibSCRkMNWwR107xlFY7RY71Z1xrFvt2OvnOE73an+qkwNCpVJBOp2WES9VVcX8/Dyy2SxOP/10+ffc3Bw2NjZkxReD5yAIUK/XZbTrRCIhBUSj0YBlWZibm5PB4KIVN5VKtQiNRCLRkhM7/KKJvJPRz7sR1O0s5sKSKiYPOhEW4rVaDdlstuP2+wUxKx1FPCcRrT4qzLsl6tEQDf5WKBSQTqdb8s+3I5FIyImiWq0G13Vb1paLdDLhyZ6oK3tc+YDhNPqDHEPc214s3nFuesLzZBQp/6JeDXEWc8uyUK/Xt+Uyr1arcBwHyWSyZytL+BrHqXMkhJCd2GtBMQmIdr1er0vDUbifEB6YQRBA13XMzs52dUze++4Y5/u0133+OE6QUZhPMIlEAlNTU3AcBzMzMyiXyzh8+LB0N1UUpcWtXIiC2dlZZDIZ/OAHP5C5IH3fRzqdxuHDh2Uu6Ww2K2csHceRg3BRgYVFPUxYSIsI757nyWBzQGsO5G5c0KNRoKOiQWzXiWQyiUqlAtu2x7qRGpTwfbFtW8YOWFhY2Ca8gK00csvLyzh06FBfrmNxllUAMkWfqqooFAo7iknhdVGr1eSSChGMUNRRwzCg67qc5OlnWUO/1zcIUVf2IAiwtrYmvVUymYz0KogTxGErwm4QfcfCSwkKhYJsW0RE3VKpJL0jhuX+SAgh48qwLOYHAdH/Cct4NxP1pD37KSq7YJTvg+M4WF9fRy6X21b3xvE95AKOIXDrrbfijDPOQCKRwEUXXYQvfelLHbcvFou47rrrcPjwYViWhZ/8yZ/Exz72sZ7POz8/j6mpKZxyyimYmZnB1NQUdF3fJlZFMLYwyWQShmHA9/2WlE+GYeCkk07C6aefjlNOOUVGnY6zXAsrJgC5Vj08oPc8D7lcTor76LrnnSJuhicYoiiKIl2thQv/Tohgc+P4Io6C8FpycR+jFu6wq1g/qUfaWVZt20a9Xpcp+0SgwW6Ol0qlkE6nkU6nkUqlMDU1hTPOOANnnXUWzjnnHMzPz2NmZqYlW8BOgWD2+pmH3fSLxSJWV1ely7rv+y0eLXGCOLy2e1TXEp24iaZME58rigJd16U4F5Mm/UKLOSFkUhm0PT4IbV54nAhsT4t5EO7BKOj2vu31+KcTu/Hsi8UibNvG8vLynpajW2gxH5APfvCDOHLkCG677TZcdNFFePvb347LLrsMDz74YOwaHdu28d//+3/H/Pw8/umf/gknn3wyfvSjH3UMgNaOXC6HfD4vU6QJYSwCaJim2WI5Da/7Dg+8RSR3YMsKnkgkkMvlpEgOC+SwxVxY1UUKq/D3nufBsizouo5HH31Uiue4tBhA05JfrVaRSCTkuug467j4PJlMYm5urmWtdCeG6dY8rrQL2NWOdDot3ZD7uS/RtchCoMW5YPdKeOLGNE0kk8kdJ2CiwWOG2dgOUm/EeyS8RwT5fB7lchme56FcLsvUcI7jtGy320Fw2k24hNcHAk0XxPDSkH5iN+zn95EQsj+hxbx7crkcarUaEomETM8bRz/35CDdRwEt5r3RKbYPXdn3IW9729vwkpe8BNdeey0A4LbbbsNHP/pRvOc978GrXvWqbdu/5z3vwerqKr7whS9IQXnGGWf0de5oVG0hzIFmZctkMrBtG4qiYHp6GisrK9us0SJVmhDK6XRargsON57hgXpYmPu+j2w2K2dE44K12bbdYlETA/2o2DBNU04mGIbRMfCHOE8vlrp+9plkum1whjFhEQ3wN4xGTlVVTE1NyTosAg2m02nU63Ukk8mur3GQaxuGK7tlWSgUCi11T9M0JJNJuK6LSqUi4wGUSiV5zcIrJO69GjZiMs/3/W1tSVxQP9u2ZXyHYZRpnDpGQgjZDQ5Cu6eqKlKpFBKJxDZrOdDfPTgI920naDHvDrHkDtiecnYc7w1d2QfAtm3cd999uPTSS+Vnqqri0ksvxT333BO7z7/+67/i4osvxnXXXYeFhQWce+65eOMb39hxRqcdooETEdOjFUxVVSn+dV2XqabEd2Kf8LlFQLDoemBRkdPpNDRNkxHfo67RADA9PQ1FUaQVLVwOYGuNebsXUlEUzM3NSS+COOHYj1vvQbCYC7q1mIe/H8RiLgivoR4GyWQS+Xy+xXsjn8/j8OHDyOfzbcsU9/egDHpNqVRKriXPZDJy4imTycgBi/gRk1SWZSGRSLRNLTdsZmdnMT8/33aNeViYHzp0CIcOHcL8/LwM1jOIxYMDLULIpLAbk6X7BbbtewPve5OwQWR5ebljoOBxgBbzAVheXobneVhYWGj5fGFhAd/97ndj9/nBD36AT37yk7jqqqvwsY99DN///vfx27/923AcB6997Wtj92k0GjLYFbAVwTIcFCvswr4TQpQL8e04DkqlEtbX17GxsQHDMKTwjg6as9ks8vn8tvW9wFbnlEgkMDs7i2Qyifn5eVQqFayvr2+zVHfrnhsN/hZ3zm44CMK8n8HCMIR5vV6HbduxFt5+j73TecPH3an+D2oxHyWapslYDuJ89XodhUJhxzzyo6TXZRFiW0IIIZ3hhOQWg4xBDmKf0+s1j/M9GpbH5srKyra4VoKw9hBZp8RYdRzfQ1rMdxnf9zE/P493vetdOP/883HllVfi1a9+NW677ba2+9xyyy3I5/Py59RTTwWw5cougnZZloUgCFAul7G2tobFxUWsrKzIyM9hF3Lx4/s+6vU6SqWSFFcienm4ooYt6NEKHA28FXYZ13UdiUSiRYTvZDGP0i74mzhWt4w6eNY4sVsW8/AShtXVVRl1dbcaOxFDITx5MyqL+W6x0/PYrforylEqleR7Fp1Miy5vocWcEHIQoMW8e0ZhFGF/0f3YbhKoVqt91w/btmHbNjzP2xZoOJwFKvyZYBzfXQrzAZidnYWmaThx4kTL5ydOnMChQ4di9zl8+DB+8id/skXonnPOOTh+/LgU0FFuvPFGrK+vy59HHnkEwJYw1zQNmUwGpmnK4FJiXbdIOaUoSos7qlhjrqoqHMeB53nQdR2GYUjX1fX1dSwtLQFob92O65yi6zeiYkkcfyeLeVyjEhe5ulsOmsW802dx3/dzXyzLwszMTEvE+3Be+VHdc3Fcx3GwvLzcEtV82Ox2vWl3vt3uZKOB9uLSIwpo8SCEkO5hu7cd3pPRMa73Njx2qFQqfR0jfG3R6xTLK1VVlZb0OIPeOE1iUJgPgGmaOP/883HXXXfJz3zfx1133YWLL744dp9LLrkE3//+91sqxkMPPYTDhw+3jThtWRZyuVzLjzg/ABlFXeR3rtfrqNVqSKfTUgRHLajhAbbneS0R1MW68/DMU6fZ4ej69qgL7KARuuNemHBE+W7TNR0EYS7YLYs5sCXO5+bmMDc317K0Y1TRxKPXJBr0dhbzSXzme20xTyaTOHz4cMta8jhvmWGVb5w6RkII6ZZxXio1DuzUDw9yDyaxbx+U/RSVPZVKyXFivV7v6xjh+xHVAuHg2OI8cdmDxuleUZgPyJEjR/Dud78b73vf+/DAAw/gpS99KSqViozSfvXVV+PGG2+U27/0pS/F6uoqbrjhBjz00EP46Ec/ije+8Y247rrrej63sLoLV/awVVx8rygKXNdt+S6c+kxVVbiuC8dxWgI+RdOZtRPm0SBRcZ/FWcx7cWUPExWblUoFi4uLWFxcjBXnQRBgdXUVi4uLWFpaanG33o/EPadRC3OBCBoYrWujoJ1L9SgJu8v3k/O9W8bFYi7OGfaA6LSdYD+tfyOEkHaM02B+P9CPB+RBppd7MK79rKqqmJubA7A9g1O3dLKYi+OFhXmnuFXjAIO/DciVV16JpaUl3HTTTTh+/Die/OQn44477pBWw6NHj7YMak899VR8/OMfx8tf/nI88YlPxMknn4wbbrgBr3zlK3s+d3SwHE5bFCeEo5VQCHvh8m5ZVoswDx+/n4F3O4u5bdst6Zh2Im67RCKBer0uc6KLa4h6HTiOI2fhPM+Dbdvb1qDsV3ZTmEePEV3WMOxOIZo1oN05hnlt4jgnTpyA7/tIJBItQduGxSRZ+cNljcaa6PdYhBAySTC2RndMQp82CewniznQHM/pui4Ds3VKlRxHN8I87CkcZzEfJyjMh8D111+P66+/Pva7u+++e9tnF198Mb74xS8OfF4R3K1er8t0SsLSXa/XZRo18RtoVsT5+XlUq1UUCgU8/PDD8DxP5i4W4r6TRTtOsEddp9uJi0aj0XOHFDfoN00T8/PzAJrR8UXghyjCOh4W7INY7MeduOfRyz6Dnlcwaou5qGNxcQ1G9VxFoDlxbe1iQgxKu/KPu2DvV5gfxAEqIWTyiS7jI/GMMkgZ7393jPt9SiQSKJfLIxPmYc+/qFV+3MYedGWfYIQ4ET/CiihE58bGBoCmpTg8YLYsC7OzszAMQ0ZCFMK80+B/amoKqVRqxxROUdEkfuu6LnObB0HQdk19r4jrjhPm4jPTNGUe7HCZ9jP72WIOtFrNVVWV9TyOYU06hJdBxEX7HAbjLsDj6NQxEkLIfoZBL7tjp2umK3tvdHMPxDaNRqMvN/HdQgQQFsGre6HT+CM8Fm1nMR+3ukRhPsHMzMxgZmYGhUIB09PTMAxDfhd12wgHgAuvMRe/U6mU/E7sE3XhTSaTKBQKXQV8iltjHhbi+Xy+p3WrncRKJ2EuhJSu6y0TBvu1U4y7T7stzMON/6gs5uFzAq0zoO1iIwyDaHyCUXR0Oz2Pcaq7wwi0N66dIyGEdGIYbdZBaPdGaTE/iPQzgVEsFrG6ujqqIg2MaZqyrMvLyz1dY6f0Z3GxtcbdlZ3CfMIxDENGUg8TFdVR4SIEqvgtjtFJmMfRLthYWACH9xVu9eH18IMSJ8yDIECj0ZBBusLCvNP17Cf2ymLezZKGYRAnChVFafGMEPR7ftd1sbS0hBMnTuCxxx7bFp8gbjJoUMYp+Fu3hJeG9CvMCSFkEqHFvDtGcc0H8T4KuhkTZLNZabQbZdDaQVEUBYVCQf7fy9iqnZUc6LzGPHzucYLCfILxPG+bRVIMkMWPEMBhN99wJRQuwI1GQ34XFfLiuO2Iq9TRQbooT7/CvFeLebFYxMrKivxMiLWDIsyjArkTw7wnxWIRi4uL8ri73eBNTU21/D/o+RuNxralIJqmyY5uLyzm48QwLOZxxyKEkHGHFvPu2M0xCGklnU5jZmYGwGjGK8MkmUzKsfqwhXnYlT1qNBy3d5DB3yaYsDC3bRuO47S42gZBIEVruVzeJtqDIEClUkG5XEYul0MQBDAMo8WaHj5WHHHuxFHraRAESKVSqNfr8jtN04Y2yxwnzMMu7IlEQt6n/d4BtPNg6GafQe6JaZoy+r04TjTg3iiJLs2I0u/5xX6JRALz8/My5+ba2hocx9lVi3m0TOMGLeaEkIMI27DuGOZ9GjcxtZv0eh/DBrxoxqVxQ9M0uK47NGEet8YcANbX12Oz+4wDFOYTjHBBVxQFjuOgWq2iUqnEuqiHc52L37VaDb7vw3EcFItFTE1NSTEVFead6LSdEOamaSKbzaJUKqFYLPa0znunsoTTvoltxUs9PT3d4trcziNgv9HL/R2GMM9kMjJOgUDTtJGmpsvn81haWmr5LDqpNGjnLY6lqqrM0w50jmswLMS9rFQqKJVKWFtbg+d5yOfzIztnr4TrDi3mhJCDxCBt1rha60ZBt9fICY7e6KXuqKoq402NuzAHWsdWtm2jWCxCURTMzs5uu+5uLebi+J7noVqtym3G7R2kMJ9gXNdFMpmEZVkt4lSgKApyuRx830cqlUKlUkEmk4GiKCiXy9jY2JCWa5EHXFjTo2vMu6Hd2mLxuRi8dztL1U2QOWArqINw2Q9b48PnCpdrlIJqL9krizkw2kBvcRiGgYWFBZw4cUJew7DL0O4einrVTQRRXddb1k7tRPR5iMm2IAjgOA7K5TLS6XTXx9stGPyNEHIQoaAcjGFMcJDOhIX5OBOnZdbX16Vx0fO8bXGE2gV8C/8t6tjU1BTq9TrK5bLcZtzGHhTmE4yooIVCQVrzxABeCFVN02CaJhKJBJLJpEyJFl5TblkWXNeVwhzovrFr5+4uzi8sfY1GA7lcbls5u2WnFyfs/hK2lkb3sywLnudhfX0dQRAgk8l0XYZJYy/WmO/msQHETvLEeVgM4soeXvohEB2D7/s7CnPbtpFOp1uyJnQifM/EhBkA5HI5LC0toVKp9HMpIyFc1n5T43FgRQiZRCgou2MU44BxE1O7ST+T2e0Cn40bcRbzcNA613V3FOZhY6BAXL9pmjBNUxo8xhEK8wkmmiIgPDB2XReO48C2bSSTyZb9wu6+uVwO1WoVvu+jWCxifn4ejuPAdV3Mz893VY5o46AoSotLfDTIQvi7YREnzOOsp8JzAABKpRLS6fS+auD30mK+l7S7xkGfbXS2VZBIJDA7O7tjJ1cqlWS93EmY+76Per3ekspDLAXQdV2+N+PasdKVnRByEBmk72S7tz/GIOPOpAnzer0Ox3G2ZZ2KiyzfTpiHx2/R90wEvhbfjxMU5hNMeE21EOZB0EwTVqlUsL6+DsuyUKvVpHBVFAWu60pXdV3XpZi1bVu6uKuqinq9vk3UxxHXqKZSKWQyGaTTaei6jkajgampKRiGgXK5DNd1hxb8DWidZQuvJYmWU1EUzMzMSI+BXtbSTyrjIMx3o8PtdB2DBn+LWsyB1uB27ajVatIbZSeKxSLq9XpLir/19XUATbf9cc69Ocga83G8HkII2QnR5nUTS8U0zbENNrVbjKKtP2j9R7/XO2nCHGi6sEeXAZZKpW3XEI6hJQyBpVJJvpdxY2Cx1rzd93tJz8L8yJEjXW/7tre9rdfDkx6I5u3OZDLQNA2qqkLXdem2bts2VldXsba2BsMwZDoroFk5E4kEHMeRQdNE5Q5HeO9EdEAetliL8mia1lKmXhqXTuJ5Y2MDtVoNlmXJeyIaoHbrjcNl2G+Netx96laYA8010+Eo9qMoz6jo59p3IuzK3g+9BIkTk0W6rsu4CUDzGtLpdMuaqHGZUAqXQfxdLpe3rd/KZrM7LhsZh+shhJBeqdfrMitJOxRFkV5ThULhQMXWGEXwt3G+b5VKBYZhdDV5Pwj70ZVd13VkMhlpwIsrb3h8EUZYwX3fb9kmzltxnCfJehbm999/P+6//344joOzzjoLAPDQQw9B0zQ89alPlduN80uzXxDrT8VvwzCkQM1kMpienkYikcDi4iIajYaMLi1IJBJyvYWqqrAsKzaaYbd0s86j0/btqNVqsG07VtxsbGy0HMtxnNjAb9Hz7ldh3g/hd7VYLMKyLJn3clhMusW832N0K8zD9RZoBigR77JgnN39giBoOwgRLvnthPlBGqASQvYPYjIVwLb2OrpdEAQyHskos5WMO3GTyvup7bdtW3q6hT1GdV1HLpfbs3KJsb/jOHISSdf1beu1x4FsNotyudwSYyds0EulUrLO1Ot1Ob4SVnDxXmqaJj11o0QDQ48TPT+RX/zFX0Q2m8X73vc+TE1NAQDW1tZw7bXX4ulPfzp+7/d+b+iFJPF4nofl5WV4niejNVerVWnhE1EY0+k08vn8tjQJqVQK09PTME1TurbHRTPciXYW83bbdWsxDx+nXC7Dtm3Mzs4ikUi0nA/YmikL53KPc2WPMo4iZ1Ci97ebRiefz6NarcJxnKHOqO4Xi3m/HgTh9VKrq6ttt4ve87h6GY0fMA6dSbgMiUQChw4daim7aKO6ceUnhJBJwrIsNBoNJBIJTE9Pt93u2LFjAxk9Jp1R9lXjNoYLT8JHA7Umk8mug8C2Y1BX9kaj0TKhdOjQobFLnxbWL2Iyy7Is6XUbzkrj+76c6BLXIfYRhsc49pUwf+tb34pPfOITUpQDTevOn/zJn+BZz3oWhfku4vu+dBWPWvaiKcSmpqZiXz5ROZPJJIKgmfc8kUj0NKPbrlJHLeZiwmAQy1/YvT482Beu8uIzVVU7ro8ftxdxVHR7nWJmd2VlZcQlGh2jsCgPas0NN/47uTrGnTfMONdZ13Vj645pmi3tULso+sB4Xx8hhETJ5/NoNBpIpVIdt9N1vWXsEhZsB63d6zSpPG4iux86Tbp0EwS2F3qpO4lEAolEQpZPeOmFl3+OE7quw7ZtKbI1TYv1OAhb/KPu+p3udXhsMsxnMgx6FualUglLS0vbPl9aWpJuxWR3mJ6elu5TtVqtZRYMgBTswlIeDnYAQKZTE6J2enoa09PT8ln22mG0G2Dv9Hk3WJYF27a3pU0QeJ6Hubm5rss5zm7Bw6SfTn9SA7TEPVPxme/70nKbzWa7zgMeXmPej5VD13XZ+Gez2Y4doKqqqFQqO6ZfG6clGOH6FW1/xGfic8dxOgpzQgiZJLp1BR5H4bOb9BLnZljH3CvEGDudTrdYc4H4iOK7haqqLV4dJ06c6Cr2zV4hxgphY1un7aJ/A52XlxiGgYWFhY7H3it6Fua//Mu/jGuvvRZvfetbceGFFwIA7r33Xvz+7/8+rrjiiqEXkLQnLHjDbupRV3bhpg5AfhYOLiU6liAIYFkWkskk6vU6VlZWMDs7K88XnvEVgkOcL1oeoDmJY9s2qtWqfEFE2boZjIeFkGVZ2NjYgOM4qFQq0m09XLZ+3Hv3oygI399e7scoOrrd7DzFrGfcMxXBDYFmgLtehLmo67VaDYZhtKQu2wlFUWRn2KmTEIhOvJ3FfFwHI0Dz/ofXkTcaDVSrVVSrVSnOC4VCi7dVmHG+NkIIGTYzMzMHtt0Ta4OFAalarcJ13bb9QzvGbQwnxq3CwptOp1Gv11Eul4cihId1veNunIqK7HYxo8LjKpH+WBgbd7KEj5sgF/QszG+77Ta84hWvwG/8xm9IYaTrOl784hfjLW95y9ALSNoTdV+3bVuK9LCVL2xhC4IAi4uLyOVycpuooDEMQ+5TrVYRBAGSyWSLp4Su6zLPebsXfH19XUaAn5ubayvk2xEW3kIIhQNrRFlcXJQzYHHERZAe10ZpELLZrBR4O7nY7RajvM9zc3OoVqvbPELCOI7TVx5wUffFfsViEYqiYGFhoetGvRtBHnfeQb7fLcLvlGmaLctHhNtcIpFAo9HA2toa1tbWoChKSwqUcbkWQggZBWItehgRcPegEA6422g0WmKuaJqGUqnU4hm5Uz9dq9WG0nfUarVty8wymUzf7s1iDCKMX6ZpSqtvvxZzz/NQqVRaxvL7fUInkUigWq3KJbud1orPz89LY+RO2V8mgZ6FeSqVwl/91V/hLW95C/7zP/8TAPCEJzyhawsUGR6e56FQKKBSqSCbzcLzvG3pncRvEdRLzE5ubGy0CHHP82QDVSgUcPz4cZl2Lbquw/M8uK4r14xGGwixRj0aBCq63U4Nr7DcR6PFA1uBIFRVheu6qNVqLdffiXEJnDUq0un0QO/jMIXSbtxnwzCQz+fhOI6sA9Hzh+taL7PW4ljT09OoVquo1+sjdSXvdL968TbZC+KCLU5PTyOZTKLRaMC2bZnGpFAoyMGXeDb7+Z0khBxcRH9sGIaMxTHO6ZpGTVSghlNbLS8vd3WMUqkEx3GQzWYHKsv6+nps8NVOwfw6EbaYC3pJmxpHuVzeFkhuUGvvuBunTNPEoUOHutp2HCPLD0LfV3Ps2DEcO3YMP/dzPycDh3FgtbsIgXDKKadgZWUFiURim4VUNAiVSgUzMzOo1+vSFVx0FpZloVqtQlVV1Go1pFIpJJNJWJaFdDotUxOkUimoqorFxUW4rgvXdVuEeVjoz8/Po9FotFjZo8HfdiKZTMo1XGtra9A0TQa2CwezE+mYemHcGyXSO+KZuq6LEydOwPd9OSHlOI6M5g9gW4aCOMJ1w7IsJBIJGV131MJ8UizmYdoNNE3TRKFQwNraGhqNBnzfR6PR2BYsjv0HIWQ/oigKMplMz9lS9hNhi7kQqIZhtHhGhq3B4f46DiHMw/v3ipgcVhQFuVwOvu9jY2NDprfr5xmFLeYCIRy7NR5FEXFnxJgY6M8TL45xHEscdHoW5isrK/i1X/s1fOpTn4KiKPje976Hxz/+8Xjxi1+MqakpvPWtbx1FOUkM1WpVCtZ6vQ7XdWGapmyoPM9DLpdDpVJpiUBYq9VgmqZ01RGW57C1MZwjUCACWIno567rtjQO0Rc87HoS1yF10yCIMgrrWyqVQqFQaCuqOjV6ByVdWr+Mco35bt7nRqMhO0exHCNKN5FI4+rsblms251j3Czm4TrTTphHP3ccRwYKFRN7mqYdKLdOQsjBI2453UFE9M+JRKJFWCuKgmQyiVQqtWN/UCqVpBdbv4hzG4YhDVWVSgW+76NUKvVllW5nMQ+n/+qlrwuCQHoYiPH3MDjI9W/c6fkJv/zlL4dhGDh69CjOOecc+fmVV16JI0eOUJjvIq7rYm1tDYcOHYJhGEgkEnI9i1hfbhgGCoUCpqenoWlai0iZmZmRwZkMw9jRrVR8JxqGqDuSCPIkGh2xhqrRaEjxH3e8btE0DYlEoqv85DtBi/n+I/pMw3k7o3Wmm7Qle7GWaydXdsE41tudBgzhZQXCAjA7O3ugXToJIQeTgyqMRKYgYHtU+07BQaMIw48IrBZGpP1th4iWLjwtw2MBy7JQq9W2uY73gljvHEYct9Fo9LR+3XVdaXAahcv2OI4lDjo9P+VPfOIT+PjHP45TTjml5fMzzzwTP/rRj4ZWMLIznudJgZHNZlEoFDA7OyuDaoSFr6IoLbN0hmFsm73VNE3uE47wHkU0DtVqVa7rBZpBNFZXV3H48GG57dQKYpidAABf6ElEQVTUFHzfb4nuPkiHtJMlsZtGRrjDk3j2S7o0ETshPBAwTVOudd6JTsJ8r1zZx81iHn6POr1T4SUshmHIQHEU5YSQg4QIUhoOlHkQCPejYXfvXC4H27bl8sluEdu6rotSqRT7fbuxpvD4FIS9O3O5nFw22S9x1yGEeblc3jaR0A3DzrV9UCeGJoGehXmlUomN9Ly6ukpXxF1GNG7CImiaJnRdRzKZhO/729azpFIppNNpmKYp0wqE06iJwHBAU3y3cwsXjZiIBG8YBlKpVEsE+PB+4eOG6cVi3m0j0qkxpSt7ZyY9XVpc2r5cLicjgYsAibZtw/O8HeufeL/2wv2wXbq0Tt/vBSJC/U7MzMyg0Wggk8mgUCgMHLCHEEImkdnZ2W0xTw4S4TXmIq3V7Oxsz8YSEZhYjD/DxxeW6U6oqio9MMPPQqQ5GzaJREIuA+0VEeNpFIzLWIJs0bMwf/rTn46/+7u/w+tf/3oAWzm03/zmN+Pnf/7nh15AsjMiCJtYIyOEcFigCLFcKBRQKBS2uRCJWdxOYiUs2ufn57GxsdGS27lYLMZuH/17FG7kvVoS6cq+++xWgMhwHU6lUpienpbCXKxt3tjYkH/vxF5OLuxlWbqlG6u3aZqYnp5GuVzmO0cIObBomnYgPYXCfZvoA6L3odcxnDA25fP5lu/S6XTHoHAiuNxuek6qqipTDI8D4ziWIE16FuZvfvOb8cxnPhNf+cpXYNs2/uAP/gDf/va3sbq6is9//vOjKCPZAdG4hfORi0ATwHaL3/T0NBqNBmZmZmRO8Gi0dBEMTri4R9M8hIX9boriYUSrZgaB3WMv12fHnduyrJ7FYZxlYy/SpYXPPcnidpLLTgghpH9ENo64tL7DwjTNtnmvSSvsj8ePnoX5ueeei4ceegh/+Zd/iWw2i3K5jCuuuALXXXddy9pisvsI111hQQ9/HraeG4Yh0y6EXdnDv4UYF0Esovmhw4jPO73g4e/Cac56ubZBvo9uQ4t5eyb1nsQ90+hnpmmOdTvVqV72kmpwHJnkshNCCOmfaPs/rAnvSR2v7DXsj8eXnoS54zh49rOfjdtuuw2vfvWrR1Um0iNhcS1EtwgMF/4+jLAaW5YF27Zhmibq9fo2oS4s5ju5BfVjyR6HIGNs1LcY9RrzUXsqhKN+j+o8e7nGvJfvxxFOhhFCCIm6n1Mk7h3sj8ePnhZYGIaBb3zjG6MqC+mTqJgWn0Vd2UVQDJGnEQCmp6cxPT0t9xMNppjNFMK803mj7GRBH4Urey8NO13Z9zc7eXaMM92kS5uE64hj0stPCCGkP8RSS0VRkMlkBj4ex3CDwfs3vvQc+eD5z38+/uZv/mYUZSFDptFoYGVlBaurq1haWsKJEyewvr7eEvgqKupF/sewxbwf1/Mou+XK3m1UdoqE9ozqnoz6XsdFZR9V57NX6dJGff5RwneOEEIOJoVCAXNzc1hYWGhr7KEr++7D+zd+9LzG3HVdvOc978F//Md/4Pzzz5eRwAVve9vbhlY40h1hodtoNOA4jsxJLlzaXddtiVYdTdkQPkbYBT4szNvRjQAaNF1at3TbyFAk7B67lXt7p2c6DE+JvXZlH7c85v0w6eUnhBDSO+1ycdN6u/vwno8vXQnzb3zjGzj33HOhqiq+9a1v4alPfSoA4KGHHmrZjg969/E8D2tra/B9H5VKBeVyGRsbG9B1HZlMBul0GqqqYmpqSuYSXl5e3iaKhWgRwlykQAsHiBvERTjOYj5MenVlj/v7oDPq93c/WcxHRTeu7MBk1ltOhhFCCGnHML0oSWfYH48vXQnzpzzlKTh27Bjm5+fxox/9CF/+8pcxMzMz6rKRLmg0Gmg0GgC2hIiIoN5oNJBKpRAEAUzThGVZUpCHxUt4XwAyGvvCwgLm5uZQr9c7lkEI+t2wVg/LxZeN+u6x21be3TjXXrmyT7LFnO8cIYSQKOwbCNmiK9NloVDAD3/4QwDAww8/PBIXZDIYlmVhdnYW09PTyOVyMuJ6XH5yoOlGHk0rFbaYA82Uad1a8OJoZ5kOR8/uFqZL210m8b60qwPDfNZ76coevo5Jfj6TWHZCCCHjB/uT/mB/PL50ZTH/lV/5FTzjGc/A4cOHoSgKLrjggrbBG37wgx8MtYCkM5qmIQgCaJoGy7IAANlsFqZpyvX/7YR5mKgre3jbXgNS7ZQabZRpuZgurX9GnWJst13ZJ5FuLOaTyn54PoQQQkYDXdkJ6VKYv+td78IVV1yB73//+/jd3/1dvOQlL0E2mx112cgOiFRmQlSHGyrTNFu2Ew2emFARVrc4K3JUmHdTjvDvbokrQzf7DPK92IYiYf8Rt8Y8zDCf9ahd2Xc69yTX20kuOyGEkOFCkb37cAw8vnQdlf3Zz342AOC+++7DDTfcQGE+JqiqKl+ssDXcMIxYV/FwAygEuPi8ncVcsJfB30blyk52j93qAKLnGea67FHXm06d5SQGswvDgQAhhJB2MF3a7sP7N370nC7tb//2b0dRDtIHuq7Dtm35f9j13LIsmTbNMIwWK6KqqtvWmIfd0EXwt6gr+05EX/Cd1piLz4cpNpgubTgM87nslphsF7tA1HfbtqHrPTd5e8J+zmNOCCGECPrpG9ifDAbv3/gy/LxVZNcQLq2u68a6shcKBczPz2/LHSnc2YUAB1ojujuOA9/3u8pfHv7dLYMEsRrG2lumS4tnv6RLi/6fSqUAABsbG3AcZyjn2itX9v0QlX1Sy08IIYTsJ9gfjx+TYT4isQjx7LougPjAbp2iO3ueJ0W6EOaNRgNLS0vQdR1TU1Mt2w8r+Fv4mN0S3d5xHBSLRQDA1NRUV2VkVPa9Ybct5tFnmk6nUalU4HmerNsCUc/HZfZ4J1d2wSTWW75zhBBCOjHsuEMknnEZ85Dt0GI+weTzeeTzeZRKJZTL5RYLt6IocBwHq6urqNVqaDQa29aOhxs0y7KQSCSg6zo8z4Ou611bF7uxnLcT5v02qrVaDY7jwHEcbGxs9Lx/3D0gW0zifWnnyq4oCubm5pBMJgEAruvKn3q9jnq93vM5doN24nwSn02U/XANhBBCBoeu7HsH++LxgxbzCcZxHHieh3K5jOXlZSQSCdRqNdTrdaytrcF1XWiaBt/3kUqlYFkW8vm8FKWe50k3d03TMDMzA6ApXBzHwaOPPop8Pi/PF/cC27aNYrEIz/OwuroqLe+6rmN5eRmqqiKfz7d9+avVKlKpVNdrf+OOU6vVpOjqNhCdyNEulgJMytrjUTMK4Sc6ULHGu12qxWERBAFKpZK8jnQ6DVVVMTU1hWw2K4V7tVpFtVpFvV6X9aeXc4yC8GCjXq/DsqzYWA+T2JlyIEUIISRKNPgwx2Ojh/3x+MLaP8GUy2UEQYBqtQrLsrC0tIRjx46hXC4jm83CcRxUq1UEQYBUKgXP87C+vo7HHnsMuq7jxz/+MTRNQ7FYhGEYSKVSWFtbg+d5SCaTaDQaqFQqMj96HNVqVU4QCAu24zgIgkBa3FdXVzE3Nyf3CQeWK5fLqNVqWFhY6HitO6W+ajQasZ93OoZhGLBtG47jsCPYBTY2NlCpVLCwsDCSTkFVVXncarUqJ18ajQYsy4JhGEgkEi37VKtVOZkVXeqg6zosy0Imkxl6WdsRLsPa2hoMw9j27kwqowz6SMhBJwgC1Ot1NBqNWG83MTnZT1YUQkYNx2N7wyRO8u93WPsnGGH5TSaT0DRNWsXX19db1p17ngdVVfGDH/wAqVQK6+vrMAwDlUoFAFAqlaDrOgqFAoIgkFGsU6kUHn30UUxPT7esRxeIGU5FUZBKpeC6LgqFAqanp6HrOmq1mizL0tIScrmcDMSVyWSk4Pc8b+CBej8Rt0VHUK/XoWkaVFVlhzAC0um09EzwfR+NRmObQB4GiqJgamoKtm1DVVWk02koigLbtmX2gkKhgGQyCUVRYJomdF2H67qxgQg9z0Oj0YCiKEin0/IcoyabzcrBteM4WFpagqIocF0Xq6urqFaryGQy8DwPuVxuW3DHcUa0GRwMEDJcSqWS7NPbUalUmOqWjCViPGbbdqwHZLu+l31Jf3BifHyhCplgSqUScrkcqtUqpqensbCwgOXlZQRBAF3XYZqmFM1CfK6trUlLu6qqSKVS8H1fWhgTiQQ8z4NpmnjsscdgWRZOPvlk1Ot1PO5xj5OCH2htEA3DkOvUxVr1ZDKJIAhQLpfh+z7W19dRq9Wgqiosy0I6ncbKyop0x6/X69sa4lQqJUVR+Jzit2VZaDQasG0bjUYDvu+3dZX2fR+VSkXmfheCplaroVarAQCmp6dHIhonjWF2dslkEslkEuvr66hUKtKLA2guoTBNc2jnSiQSUqzm83mYpim9OsSyi0ajIQMbzs3NSdf2cN3a2NiQa8/X19elW7mop5qmye1VVZVifxhks1lks1lUKhWsr69L65fneXBdF7ZtY2VlBalUCtVqtWW5ybgjhLlobyzLGvnSBkIOAiKGDNDsx8LtkW3b2NjYQLVapTAnY4lpmqhUKjJ+kOd5LXXasiy53BKgsBwWnNgYPyjMh8Ctt96Kt7zlLTh+/Die9KQn4R3veAcuvPDCHfe7/fbb8bznPQ+XX345PvzhD/d8XiGGRaA3XdcxMzODH/7wh3IAX6lU0Gg0cNJJJ0FVVaiqKgf7iqIgk8nIwHGJREJGeS+XyzJg3IkTJ1AsFrG2tiYjoQPNNbArKytIJpNyre7s7Ow2cS2s5yJI28bGBsrlMmZnZ2Xje/ToUSmWwoiyNhoNbGxswLZtGIYhXddN04Rt21JMua7b1lXP9/2WMgirvbDYiwkCYTk/iC5/owwuZlkWKpXKtoBrlmVJTwXDMIYqcoVA930fy8vLcF0XtVoNuVxOurrHCcPp6WkAQLFYRLVaRaPRkHVQlD08aPB9f+gu7+l0Grqut0wYiPoZBAFqtdrEeXiI5yrew6irPiFkMPL5/LbJZSF6RH+eSqWQSqVkvycwDONA9ntk7xGGJN/3pYdbmEajgfX1ddlfh41EpHc4sTG+TNaobgz54Ac/iCNHjuC2227DRRddhLe//e247LLL8OCDD2J+fr7tfg8//DBe8YpX4OlPf3rf556amsL8/DxKpRJc18Xi4iLq9Tp830cikUChUADQTAk1OzuLk08+GbVaTQZ3S6VSyOfzsjOemZlBIpFAqVSCpmmoVqtQFAWGYWB5eVmuBXccB5VKBY7j4LHHHgOw5a5sWRZ834dpmlhdXZUNrAj6JSLINxoNlEolZDIZKaoLhQKmpqZkwytEnFgHLM5pmiaKxSLq9ToMw8DU1BR834frukgmk7AsC67ryoZeIMonBJZw8Rf521dWVqDrunRf1nUd2Wy258BgJJ5EIiGXPAiEp4OYaAGaniBiPXinzkMsPxDPShA3saCqKubn57G8vAzbtrG4uNjyXTqdjhXWhUIBiURCvjOiPicSCSSTSemaXy6XpafIMInGdzjttNPgeR7q9br0QMlkMnKJyLiTy+Wkd4pw1y+VSshmsxwoEDIE4t4jRVFQKBRkDJmNjY3YbCZiHDBJy2PI/kDTNMzNzcnxgRh7KoqCcrksY9QIxBhSBEg1TbNlUsk0TdbjLqDFfPygMB+Qt73tbXjJS16Ca6+9FgBw22234aMf/Sje85734FWvelXsPp7n4aqrrsLNN9+Mz372sy1W6F54YLGOH2wsoVIzYHrA8tEiHMfBwxUNqUDDjGViw8ug5mgwagacioZaTQNmnwDV8xAkLDSSKRhZH57noWiYOPHYCZTLVXiuB9dzYegGDDPAo3YCGTMJc8XddP1uoF6r47FjVfiBD12vo1ar4WuPbuCkw8dQKBSwUd6Qbr+JRBKFfB62baNaq6FSKSOTcaGpJZQrZSSTSTxStzA74wEKpKtwpVJpzuq7HjbKNjTNQ6q0huJ681ofWn0Ys3OzTVf5Yg0Nu4h0uiQb9UQigUwmI62MKzUD5Y0GjntlBP4G1kvrCPym1aBUKsEwDSQTSSSSCdnIZzJZ6HpzssA0TVjmplhSsO+sCysrZQSBj6mqAU0flYvx1j1zXV2K3SAI5HKEXrEsSz6X0kYJtm0jk7GRsLYGnwEC2LaNUqnU0uk3WUcymYRhbHerD49zy2UP9XqAjOcj4zbLubZWbZb5xyWoqgrDMDYnojo0r5udoWn15sZfr9exXtFQLgcIAheq6uOR+o+RTqWbAxNNnRiBW95wUG/UAZShqostnhKGPsr6R0grIu6BiA49iZRKm+1eCUgk4lNAepvtbbVWQxD4UKA02wwo8Hy/+dmPN5rxahLWvuvfyGTSXP7kIfA3vccQoFyuYqNUg6bZyJfj62k6nYa52aeH+xMhRif1XR8GjuNgfb0MTdMwVaUU7ER5o7Sr5+PTGADbtnHffffhxhtvlJ+pqopLL70U99xzT9v9/viP/xjz8/N48YtfjM9+9rN9n7/uKaiU6/A8oFSvYr3moFqp4vhKCVa5jo26i9W1NdTrddQ8BY8urqFaq8o16IV8AabVdHVfXV2F6zStgtVaFa7rIpVKIZFIwHEc/PiRx9BoNPD9o49B13S4XjPFWLFYhOu6UKCgWqvCNFfxvR89imw2C9dxUSo1K7SVsKBrOgI0o7ULN2JVUVEul6HpGmamZ2CYBjS1meLN85sNseM21xvVa3V4fjPFm+u6aDQaci090GxodE2HbjSrtYioLday6pqOer0O3dCldVSsP3YcB5qqIplKIZfNwfM91Ko1BAjge80BC4CtCN+bs7GaqkFRFeRzeaTSTaulYztwXQfupkU+nU5DVVT4m8cQwfV8z4Mq3KgDAAoQ+M3BoaqpUpz4vg/XcTfXz6tQFJGDvXk8b1PICguyOJfvecCma1jgB3BdB47jAgrkswiCAJqqApsu3cKinE6nm94PngdnM2ib6BQVRZHW7OakjC4Htr7vN9eHuR4ct/mcNU2DqqgwDB26brRYlYUw9X1/a9ZbUVFv1OHYDhS12XGK628WoPnLdV14nifjCohnUS6X0ag3mvddUzefXwDXay5z0FQNrtdc6qEqWx26YRots8dioC62F5YmEYMhnU7Lemw3bNTqtWaQRFWDpmvQdV0Gl0PQPL6hGzJ9mx/40FQVmq5DUzXohg7XcWEYBgIEzUHz5na+78OxHWyUN1DeaL4vyWQStVoNprEE27FhmqasP7ZjNz0JNB2maUDXjab1QGk+P8914Tgu/KDpaeJ7PgIEsEwTiqJCUbcyJyiKIp+9pmvNSTvXaW63mWHBMAwoqoJ6rb5ZF3wEwVZOedfbDEapNCfIEslEs55u1pdqrQrf21zrv3ntU9NTzSU5DRuGubVsR9f0Fm8XP/A3rxvQNutipVKB6zRz1YetJo7rQN28Ptd14bmePK5ob1zXld+LyRsRaDPwm3Xcsix57wI/gKqpcJ3NtIsKUKvWoKgKTMPcmqjRNShQkEgmgKDZXjXsRjNdo6YjlU7BbtiwHVt6FeibdUPURcdx5DMU91ZB829FVeT90XQNCCDfTwRAIpmAYRgwjaZlyfWa1+d5XvN8QYBavfneibZI0zQYhg5FUaEberNubk6U+r6/+ePBcVxouiYn1xzbgWEaUJXmeUT9TyaT8rkrqgIFCkzLhKEbqNdrcD1Ptrfq5rvlOA5UpSkcfd8HguYEqW7oUBUFhmnKd05Vm++7aDcbjYacZLYbNgI0Y6uIv0UdgAL5LMXfntvMNOL7frNf2myrE1YCpmXKuiDqhmEa0DW92R7pGlRFQRA03xnTMGFapqx7vrf53gW+9NgSfQOw6VKuqKEAlJDXr2t6s10MAnieL/uT0kYJnudhdmYGuXwejt3MyqIbuvS8cRwHrtNs+zRdk32tqEsNuwFVUeWSNllPdB3YbOfE+ynaRLFETtd1mIYJTdNQq9fkczB0A0Hgw7aby+eSqSTSqbRs5xzbhqKozTZzczJTURRAARr1hmy3HduB73twN++VaB9dz5Xtnuu5UBVFtk26rjfbh01vOdG/qJqKRr3RfBa+L69H9kOGiQDNNi+VSsF1XFRrVVkXNV3fbEc91Os1OJseVY1GA77XNHQIw4YfNNtu13M3J38NOQZKJpPNfmuzzRYBUkU/5biObGPFM9K15jVlM1npAahpKgzTbL4Xm/fQdV3UG3W4jgtFAZzN9kzUC3FfRP+r6zqSiSRUTd1sD5rtJbBlkBDPXrQ1ruPKuiKWR6YzzZhAmqrCD7b6MdM04DhNw44Yx6mqCsu05P0SddE0zOb7aze96YIgaI7tNpcYBgiaY8dKuXnOVFq+QyJuTYBAvqNQIOu1H/hQN+ubaNObfQmQSCTheq68HtF+KVDkc6s36rKfF+++7dioVqtQFVV6hzpOc/zi2M17mEgmZLaiZl1uXqvrubKfEP0OAkBRFTl+EMtWw94Blmk1+2lFgbPZXjXrj4cgaLYhmqbC22wzXK+ZPlmB0lzC6XvYKG3A85vjGdd1Zd+gKAAUBY16HX4QyDGQGJMFfrMPT1iJ5jh0c4LDdd1mrCi/aQQR9VfUWV3TYVomFCjQ9Oa4vFGvo7SxIcfTpmkg2OwfxaShH/jNdnqzroqxX8NubPURqirHwOJ78cw1rTke8/yt8RkCNPvtzW3FGNzcfI/E+TRdQ2m9iN2EwnwAlpeX4XnetlRfCwsL+O53vxu7z+c+9zn8zd/8Db72ta91fZ44V18AMC0LtUZzYFfeKEPTVJRKJTQajWblsizZCKwV11Cv11DZzN2sazp+rP4YftAMiBb4AUzLlC++bduo1+pIp9Oo1qpYXVttNnKbjZqqqoDSXAMONAeQdsNGddPVaGlpCfVaHfVGXQ4mxABauh9vCmjRoD766KMAINe9BX4Az996GX3f3xrY+D481202CEEAd3OdOICtgXgQbFoBgq1o85uDf9G4+L4nO3F/81yikZHR4qHITjrq9iPK2LLNpoiBAqAfLyFl+0xubBmCLRHTzfG6jnC62SmE/5fnidktek/alkeBvJ+x5w7dLNEYh76MvS/bjuH3c8M39+0wiy7XeXd6oOH70O1MfBBsbRv+e4dzBMFWHY4iOtXoOYR1DIB8lxEECLq8ZZuvWtffC/EwbE+5bbcrpmCT6p0X9/h7eT7bnnv4oHEHCi/12eHdEbe55TwtE1kx+6ht3nU5ybd1zI51S1W2X8+2gwZtNxmH+qBEL2HznezYpsQdJ7zP5s0LPztFgZy8BTbbrGjbFLlRChQ50Rul03sW3mbHciuhP9rUG1kf1FC5Nss/Ds8wSss7sck4lpMQ0j+B7+280RChMN9FNjY28IIXvADvfve7MTs72/V+t9xyC26++eZtn+eyWUBVgQDQCs2ZsFq9jkQygZmZGczOzsJ1XKytrUFRAF1vzlDqmo5avSZnACuVCnzfR17PI51Ow3ObFpSN0gZKGyUEfnO20leaYtlXPPi+B9t2ZCR1TdWkCBezz47jSGuQEHgAYDs2EARQ7aYFIvADOVuqKIoUzwCkhSMslnRNg705Cyk6bT8I5OBEWD58328Vd5vnEiKzKUwgZ1PFDKv4DWC7EA11ukEQtA6QRkB40NppfN2OXj212o59ez15nwqj3SZd6tWe9+u070D0ctAgiP97p93aCKkgiDnOZl3tZ5lAt0XbdsoBJkm6PU/stU4wg1xK23vR6aC91LdwU9flfjvVgaDL5rPlOAO0I3tJXL3tVZQDMZODMZNS7UR2fEF2mHDEcN4zuXuH48j64HdXrr2m2/pLCCHdQmE+ALOzs9A0DSdOnGj5/MSJEzh06NC27f/zP/8TDz/8MH7xF39Rfibdk3QdDz74IJ7whCds2+/GG2/EkSNH5P+lUgmnnnoqEqkkNOFy4UC6zoq1pr7nS1eNRDIB3/eRzWah67p0gXJdV6Y4K+Tz0iUUgHSrEWVMJJJIJBJyrU4zGnrzO8M0kWgkZIfq+013Lj/wYegGEsmEFN3CA0BVVXi+J8/huZ50rxb3RLjJha2ZqqpKAa1rW9HThQuqpjXdVESaKUVtugoKl0FVUWGYhnQxEhZ24Rbtem5zrWHIaqsq6jaLrXBBg7J1DOEm0yxDIF3JAchyA2i6YaoqPNfbcssVbtvyfrgIgi33xqbb0tbfhmFA1zTpDu97XtOtPYB0sXQ9V7rW6UZzgkS46IjnK9w3ETRdjk2z6Voq1tCL5QFN99XmOTy3eT+Fy7ZwFQq7u6va1nMTz0LXmq6+US8K4boKQE5+CFcuADANc2vyZtOKIuqM73vNiZlNdzfx/IRLb4v1PYC8F5qqybJGlxmIiSTbseU5hduk53rQ9GZqQeEa6bquLKtwPRfvgHCpFPVfuCx6riddxkWed+FaJ9e7broMimcKNJ+R62wFyGkeG/A8Xy5TEO5eDbvpWum4Tc8ZMdEV+IF0HTVMA5ZpbS2xCPwWISS8ZAA0vUMUBZqqQlW1plcJtt55cd8VRZFusSLqviiTqFdiiYPwmBGuvfI++lvPTNxTz/Wk+68ob3MZiiY9acS1GYbRdLvcdHHX1OZ7KeqsKINYjtB0Cd2aLPQDH67jwLY3g/5tvv+iLkivklCbJ9yZhaePWN7hhTx6BKKOqWrzHni+J9/NAIFsFzSt6Q7cLGvzvgs3cFEnhWukcMMUdU08L9F+ieconrHjOhDumKZpSldk+cxFX7DptipcPH2/ufRBvPvi2QtUtenaHwSBrMNiwla0KdJtE813UjwL8Z1wUfQ8T75z4fbB8zzZzwnvEfH8/MCX75VoF0zLlG1q0xVWga433T2F1VksLxGu1eI5CfddETFaCW0vnr1YptG07kN6YPnBlsu7+PE2XfbD75pw2wx7GYjtxTMI319Rb8V3QRDAdVx4/taxZf3ebDPFsgvDMGR7L9oaWe8366twCxXXJ8raXCblN12RNbVlHbqoB8K7Skx4i+/Ca/nFcxRtoyi3eH6i3W0up2i6+Ypla9EJn3A/Lcot6gCA5tKBTZfkZn31pMeC8JbzxDPcLJhYFqaoSot3nre5tKx547c8/sJ1zTCMrQj3CmSdEjFUWvqHzT5AxDcIPwvhquz5zXqph5bWBEEAQ28+g/D9cNzmsjx3s+8Jz22IeyKWkwBb3gli/BP4AXRDhy7awmCrDxDPXowXdF2XbZEYD4SziIhjinsUXhYlnpk0omy604c9Pjzfa0lnKuvC5nsi+n/p5ehunU/UbbFv9L6KPkQg+l7R/onxidhf1AnRpgujjtgv7JkYfm/D5RJ1yzRMed/EMqfwsjqg2UaJtluMlcMejGKcII4b1hLhPiC8/EC8/+JZiHGZuKei/VM1rbl8Bc1nIZZ5ifFDvVbfNqYS5xHvargfF/dcLLMIe3qKcgu39/CyyWYBttq+lvHfpr4JtzXSm1bUfVG/gq1lIOFjimsW7amYYfM2l0cKo5/TqOPrP7wPuwWF+QCYponzzz8fd911F5773OcCaFacu+66C9dff/227c8++2x885vfbPnsNa95DTY2NvC///f/xqmnnhp7HrG2JMpsNoVKrQY7oSOwNKiaCieXQk1XsFDIIpdLQnHT8Ovp5vprxUUmmYEZuEDCgKZnZYTnhJVAMpWUkZJVL4GptCWvqVKuIJfP4eSTT4ZI1aSqKirlilzD5jquXFdpmqZcK2maJjLpDBLJZlRukTotnJYtCALkc3nouo56o1mefCHfXL/TaB5HuPOn0ik5gM1ms5iZmYFuNNePJ5NJTE9Po16vw7Zt2A1bDlBMw8TS8hJs20Y2m5V5tVOplBzkmIYpGxRVU6HrBszN9YWiQxNrEwFIkZ9MJpHNZmHohhRUYfoNMhIEQYsHgaDXIF/h4wghKiY9woiovSJafxxhwdQRZW+C460X1+G4DrLZbOx7Mwgiz2oymUQ6nR7KMXsJRGPbDkql9WbnWK83sxQYpnyeuq4jnxNBFqtyP8uykEwkZb0UQjZchnbPStQd0blJMbC5TqzdPp2OuRPhgdQokAKiy3N0Ko8QhtEMEED/7/1uMar7LOqL53mtS1daxKUig3zKQdQO9XDc72eY8IRsN4hJp+gAHUBLzAexBjnK+vo66vU6stksEomEHITH1Ut5XEVpES/is17v86Dve/gYzX821/lvTm4045gA7ma8GVGnmkv2zJZjxP0t6LZ8on/fKcuGFLeh+xX+OyxKwwgPBDFRGHvszdgoYa+BuD57N4iOQYKgKXZGHfVciHshusL31nVdFItFKIqKVDKJSrXS9jiKokLfNJiYpoVgU3jHBYTb2idkKPF8aUyJa4fEeBRofVfDiFhM4QldYcDohGhLw8+gOTbtTb7FLcNcXVuFAgUzs8388EKob+0D2HYDjfrWUlpRH5uCWIFlmTLGT6/BbNvhuq585kD75YXt+lkxKSHjUYQmmEWMiV4ob5Tw3+74h14vo28ozAfkyJEjuOaaa3DBBRfgwgsvxNvf/nZUKhUZpf3qq6/GySefjFtuuQWJRALnnntuy/4ipVn082542uNnoSgKfvSjAKZpIp/P49FHm3nJp6amcNJJJ+H48eNYOSkjcy83A0ccgmVZOOOMM6AoCh555BGYpimDSVWrVTz2WDPYmwhC5LpZFAoFnHbaqajX61AUBclkctNNXkE6nUa5XMb09DTOOussqKqKhx9+GIuLi5ibm8PU1FRzRlXTZKoWXdeRTCYRBAFOOukkmXvVdZszneFcrI1GQ6YzE2mvPM/DoUOHpPV/dXUVhmFgdnYWx48fj+2Yv/e9KjQth9nZWTzyiA/fT2N6ehqapsnUaIrSTC0j/p6kweCgLKaaVrHZ2SlpnZg0lpebVq3p6alt+XwHpVTSUS5ryGQyyOVyQz12N9i2jeXlZmeztFSB5wUAmoHuRHoYVfXRbNpzUBQFs7OzTBtDyD5nZSVAo2FhamqKKT7JvqeZInjLcywoZLYs6hHvknQ6PfRUppOO53k4kWx6/xw+PL1pqIrL5qAjKhVN08TMzMyBGRuXSrtbd1hTB+TKK6/E0tISbrrpJhw/fhxPfvKTcccdd8iAcEePHh3ZDKdwxRHW3LBLtm3bUFUVuVxuW4OkKAoymUwz8qDnIZFourkLEZ5KpTAzM4MgCGRe9EajgXw+j0wmI/OE67ouzyminJumKV3VG42GjCprWZZ0MwynMctkMpifn9+x0VRVFclkUor5ZDIp02y1uH8FgbTAa5qGhYUFWQbXdaWYEpMJAHDmmWduuZ1tXoMo60GFuS07s1f3xzAMpFIp+d6KpSjJZLIlcq+qqshkMiPJrU4IIYSMC8JbY35+/sCIxUEJj5mF9yiw3UtEjDnCnx/08fGo4YhtCFx//fWxrusAcPfdd3fc973vfW/f5xVrtsR6MOGeKdZvi/QgmUxGrqmMo1AotER9B4BcLicH+9lsFseOHQMATE83Z9ZENHYxKSBc4orFohTFwo1duIqL9FLi+3Q63XRD70I4RBvbqAtLeA3KxkYzd7WwlnqeJ3PFK0pznZqu60gkmq71wmuBkHFHeHMI5PIO1mNCDjScTCUHmWw2S1HeJ0KUW5aFmZmZPS4NoTCfYJaWlhAEAVZXV5HNZqW7uMgnmUwmUa0215nmcrm2br3dRIgXx5mdnZUWeUVRUKlUZF5F4UIkzqXrunQvz+Vy0qouJhCE9b0XouvhBC1BajbX4AmLeDhHrGVZSKVSci3N1NRUT+ff7+yHjm2U63vH6f6EZ62H7bJPCJlMxqmNImQ3yOfzQ4v5clAIB1AVHqS8h+MBhfkEE45KXCqVsLKyIoN3CREqBPWghIPE5PN5+ZmI/njKKafg+PHjUBQFj3/846HrusxLPjs7K0X5sBGDEF3XUSgUZHmElT6MYRiYmpqSEwvA3gQnI2QYiAwLqqpSmBNCCDkwhCeg2P/1jqIomJubawaQNU2OhccICvMJ5vDhw7BtGw899JBMtySsw4ZhSLfxYRO2SIoIldlsM8J7NKqj2K7TcbqhnSt7mFQq1dV5ZLqLDmU76EyyW+RulH0c7o+maSOb8CKEEELGFU3TZOwirnnuD9678YTCfIIRQc/EGu1EIoHp6WmoqrrNRXtQARqXnzE8wxYnnDulMhgWvRwrGiQOoMU8CicqOsP7QwghhOw9XA9N9iMU5hOMsIinUikoioLp6Wk4joNqtTpSAbHTGt7wOvBhl2NYlkpazPc/fLaEkIPCOHjxEEIIGQyaC/cBIgd32K11VJbgqCW8m8HAMATSTlHZOxFXxnBaKUJ6hYNgQsg4wglJQgiZXKhKJpywQAiv+Y66bA9KXGcfPkf4nHFli2O3xY0oY/Seke1MsvAcZdlZXwghhBBCyCigMJ9whAU7nMd71OKhGzfwTuJ3kPJF06X1eyxxnyi0WtlP92M/XQshhBBCCNnfUJhPMOVyGUB8bu+oi/Ywgr/FnaOTQB7mGvNhiPkwdGUngzDJHgWEEEIIIWT8oCqZYDY2NuD7fosr+SgCrkXp1Vo9jHRpg5ZBbBudYKBVNZ5JFp50ZSeEHDQmuc0mhBDShMJ8wtmNlGTR83W7drzddsO2fve6T6dUbmT/wGdLCDlosN0jhJDJhcJ8wnFdN1ZkjjL4W/R8ccHfhh1grd2x+z2G+J+u7K1wUNcdtE4RQgghhJBhQlUy4YQFQlgwj9KCLs7TragdZS7zXo+9W54FZO+gKzshhBBCCJk0KMwnnPAac2B0a6fDx48TPv0Ef9stq2On81BoxbMfLMJ8toQQQgghZFKgMJ9wPM+TfyuKsivp0gYN/tZP+YbhJt8usjzZgmK2O/bDxAUhZP/ANokQQiYffa8LQPrH9/0WYS4Ir50edmfdbfC3brYbpAz9El2HTyG6/+AAlRByUGGfRgghkwuF+QSztLQk/44K8WGvpe4U/K2XfcP0K6B6PX/4PJlMBo7jwDRNJJNJWszbsB/E7SgGqBz0EkIIIYSQUUBhPuHEpQIbpXjolGos+n+7sgzTlb3XY1iWhenpafi+D03T+joOIYQQQgghhAwTmgsnmHw+D9/3ATRFZ1g0D9sSHLc+W3y2k9Ae1UTBML0ASJNJvyfjEFCQEEIIIYSQXqEwn2BUVYXrugDa5y0ftoAol8tdbzsua8wpog4mdGUnhBwU2M8RQsjkQ1f2CUZRFNi2Dc/zoKrqSPOYC7dvEWyukxt4NPDbsNaYR70CBs1hTtrDQR4hhEwe7OcIIWRyoTCfYEQHXK/XpWj1fR+qqg69c87lcrAsSwo20zThOE7HfcQa82FPEgxqMafobM+4Dups20axWEQQBNA0DdPT07HLNejKTgghhBBCJhEK8wnG9/2WNeaCUaQBUxQFiUSi5bOoMB+1qFNVFZ7nSav9oBbzcRWhZDu1Wk0u2/A8D5VKBdlstuM+dGUnhBBCCCGTAoX5BBMWCb7vo1KpyM/HQUC0czm3bRuNRqPnAHWaprUIc3JwEHXJMAw4joNyuYxarQYAyGazSCaTe1k8QgghhBBCBoLB3yaY8JrrjY0NFIvFbdvshstt3CRAdJ25YGNjA8vLy1hbW8PS0lJPIlsI+V4t5nQ77p1xu2fCMySVSkHTNARBANd14bqunJDaTcbt/hBCDjZskwghZPKhxXzCEQJYCBfDMJDNZrdZo0dhQW83EIh+Hj634zgt/3ue13U+8WgAul5pF7mebDEOnhZhKpUKHMdBvV4H0JycmZubk6K8WCy21Ac+W0LIQWbc2nBCCCHdQ2E+wQgxLv4OggCZTAapVGpXy9FL1PVB3ND7tZi3gwOY8cbzPKyvr7d8pqoqVFWFaZodJ2pG9WxZZwghhBBCyCigMJ9gwhbgvRYMcWWo1+sySFe1WgXQGjCuV+umEGLhCYluy0Z6YxzuWVwZwp4gmqbJ5Ryu6+7qOzAO94cQQgghhOwfKMz3CXE5zKPiwff9kUVsjytPtVqVLsdhQa4oihRYvQicQd3z93ryYhIY93sULZ+I1L+8vIwgCFAoFPamYIQQQgghhAwAg79NMMJaKAj/HRUwvu/j+PHjOHHixK6VT6S3yuVymJ6ebvmu14jsALpei74TtHZOLtF6o+vNuUWxlGNtbQ0AXdkJIYQQQshkQWE+wSwuLqJarbYEfwPixYNt2wB6dwPvRCeBWy6X4XkeFEWBZVnbcqBHJxW6QbguC7oV9+3StlFkjTdx9SP6zNpN1gyznsfByR1CyDjBNokQQiYfurLvEwzDkOu891pwBkEAx3EQBAFUVYVlWR237RZVVTEzMyPd4pm7enSM6yAvWrcNw5B/67ouvTQIIeQgstf9PyGEkP6hMJ9gpqenUalUoCgKksmkFMLA7luHo8HfRBq3VColy2SaJmzbhqqqfZfHNE2Yptlz2Tr9T7YYp0FdN88pnU5Ld3bLsrC0tNQSz2DYMOUeIYQQQggZBXRln2BM04RhGFKYAJ2Dv42KndKlie+npqaQTCYxMzOzK+WKQlf27gmCAI1GA/V6faAUd7uBZVnSKyNsQR81xWJx185FCCGEEEL2NxTmE0wQBEgmk6jX69jY2JABsOIEZ/izlZUVrKysjNTtNy5KvKZpmJqakhZvYVUn40etVsPKygpWV1exuLg4Mc8pnU4DQMtk1TAJxzkQcRsIIYQQQggZFArzCSeTySCZTCKTycg0ZNEgaVEajQYajQZqtdpA5+5GrMWted9tS/WkiMpxJRpccDfP2yuGYWBubg6zs7MjKFET4fHBekUIGQfYFhFCyP6Aa8wnHBFcTVEUZDIZFAqFWEveMMWw7/tYXl6WFvfosbuJEr8XcH3wzoSflWmaMojfXqIoCkzTlNbwnRi1O/u41GdCCInC9okQQiYXWswnGOG2LoRTNH3YToKqX8FVq9W2ucFHjyWEeaco8Xvtys4BzHZM04SmaVBVFdlsVn6+l89J13XMzMxsS7lHCCGEEELIfoEW8wkmup48LMzDn/eTM3yn87Y7T3SbduJ3N0XxXlt8JwnDMLCwsCD/H3bd6YVxf27jXj5CCCGEEDI50GK+j9gtsRuN0h13XmExj1rx222/G9BCPpmM23Mbt/IQQgghhJDJh8J8wmlnMe+Gfi1+vaTP2knE7IbVkXnMB4f3bDu8J4SQcYBtESGE7A/oyj7BxEU7D3fQ7f4elOj68k4W807CfLcHE3sdHX4S2ct7NK6DTdYbQsi4wvaJEEImFwrzCcb3/bZrvNv9PQiu66Jer2+zmKuqum0SoF1AOlEeDh5It7CuEEIIIYSQ/Q6F+T6iVwHTq0WyWCzKVGyKoqBQKKBer8OyrG3n3yn4W79l6Ae6sg8O79l2eE8IIYQQQsiwoDCfYIIg2BaJvZ1Y6EdERKO+C/f0RCKBZDKJZDKJVCrVkrM8er5e172PErqy9w5d2bfDekMIIYQQQobN+KimCebWW2/FGWecgUQigYsuughf+tKX2m777ne/G09/+tMxNTWFqakpXHrppR2334lu0qX1QxAEOH78OBYXF7d9l8lkkEwmO+6/0xpz8fm4ii8yPlAIE0JIe9iPEkLI/oDCfEA++MEP4siRI3jta1+Lr371q3jSk56Eyy67LFbQAsDdd9+N5z3vefjUpz6Fe+65B6eeeiqe9axn4dFHH+353FGLtvjb8zzYtt1iyY7ruDt15o7jIAiClkBvvXT+nYT5bgstDloGh/dwi7glG4QQstdwEpMQQiYbCvMBedvb3oaXvOQluPbaa/FTP/VTuO2225BKpfCe97wndvv3v//9+O3f/m08+clPxtlnn43/83/+D3zfx1133dXX+cPu64qiwHVdLC0tYXl5Gevr6/LzYdLNuvFuXdl3U9jQSt87dGUnhBBCCCFk9FCYD4Bt27jvvvtw6aWXys9UVcWll16Ke+65p6tjVKtVOI6D6enptts0Gg2USqWWH2C7aFJVFfV6Xf4fTWvWL0IgdRJK7b7bLVd213VRq9VQr9dj17z3UjYyXozzc+LkASGEEEIIGQYU5gOwvLwMz/OwsLDQ8vnCwgKOHz/e1TFe+cpX4qSTTmoR91FuueUW5PN5+XPqqacCiE+XFo6aHqZXV/ZO7ro7pWWr1+uoVqsAdif4WxAEWFpawtraGlZXV7G2ttbyHRkc3sctxnmigBBCCCGETCYU5nvIm970Jtx+++340Ic+hEQi0Xa7G2+8Eevr6/LnkUcekd9pmib/VlUVjuPI/7u1HMcRzUveLY1GA2tra7IcO60xH4bgC7vOizKE70PceUl30JWdEEIIIYSQ0cN0aQMwOzsLTdNw4sSJls9PnDiBQ4cOddz3z/7sz/CmN70J//Ef/4EnPvGJHbe1LEvmCo+STCaRy+WQz+dhWRY8z9u2zTAitId/dzqeOP9O2w5T8IXPlUgkUKvVUK1Wkc/ne/YUIOPHOE6oiNgOrEuEkL2G7RAhhOwPaDEfANM0cf7557cEbhOB3C6++OK2+735zW/G61//etxxxx244IILBiqDoiiwLAvJZLKlc47mNO9VoPba0YvtPc/rad9hDyhM05TliMI85v3DgR8hhIw37NMIIWSyocV8QI4cOYJrrrkGF1xwAS688EK8/e1vR6VSwbXXXgsAuPrqq3HyySfjlltuAQD86Z/+KW666SZ84AMfwBlnnCHXomcyGWQymZ7OHRVLg7iud3OebsRZtAztAtDFBX+zbVv+r+t6i5t+N+UDtlz7R3UvDhrj4Mo+zoNNTlgQQgghhJBhQGE+IFdeeSWWlpZw00034fjx43jyk5+MO+64QwaEO3r0aEsAtHe+852wbRv/63/9r5bjvPa1r8XrXve6vsoQzl8eBEGLOO03+Fona3un4G8iIJ34vN1kQ1RslctlGW1efH/o0KGeRJmiKPJ6hTCncCKjIOqRQgghhBBCyCBQmA+B66+/Htdff33sd3fffXfL/w8//PDQzy8EghCjmqYN7Moe3a7bbX3fh6ZpyGazSKVSSCaTXZVduJ5rmiYnGMSxuimfQAjzqCv7sAPOkdHD50QIIYQQQg4KXGO+jxDCXIjTQVyBu7WYx5XB8zw0Go2uzht1k0+n033nOA9bzLuZTBhnF+lxYy9F8jg+p37rKCGEDBu2Q4QQsj+gMN9HhK3OUQbpuLsRuWGrfbValQJZ1+OdMqIu9tHAdb2WL3xcsb/v+xywDMg4imJCCCHbYXtNCCGTDYX5PsF1XRk8rdsAaP1GZW/X+YeFsKqq0HV9R1f2Tsfux2Iuzi3KM4zjkr25Z5PwnCahjIQQQgghZPyhMN8nhAOniTXmw6Ibkb6ysoLl5eWWzy3L2rEccUHaBi27EOb1eh2O4wx0LLL3jKMVaBzLRAghhBBCJhcGf5tgwi7m4ncikZDu4+E15v3mJY+eZ6f15cCW+3qnbdt9149lO7qdEOYbGxsdz0dxtTO8R4QQQgghhIweCvN9gEhTBgCpVKprMdWv8G1HPp+HruuwbbtFFHdiY2MD2Wx2KBZzsZ+u62g0GgC21tun0+m+jkma0JW9FQZ/I4SMC2yHCCFkf0BhPsEIMR62iAvBMKhwaGcx74RhGDAMQ4riTjnUw+7m6+vrMAxDlrvXske3y2azsCyrrSs9BzGTBa32hBCyM2wrCSFksqEwn2DW19dhWRZKpRI8z0M+n2+JSr5THvNu6daaHf2u07YzMzNwHEcGrItzlR8k+Fsikeh6e9Ie3qPOcJKHEEIIIYQMAwZ/m2AajQYajQZc18XKygoeffTRbUIqCIK24qqXqOzttg0fOxoNvZOo0zStrXgeJF0a2T+M83PlhAUhhBBCCBkmFOYTjKIoyOfzME0TtVoNvu9DURQkEomRRWXvxmLeraASLvjDtpiT4bOXIpnPlRBCCCGE7HcozCcY4bIdtoofPnwYMzMzcpto1HYh5nei2zXmcaK9G4t59Lt2OcdHwThbYscNiuJ4GPyNEDIusB0ihJD9AdeYTzi+72N9fR1AM/iacCdvJ6jy+bwMtNZPcLU4V/l233UK/taujIMEf+tVRFJ0jjccbBJCSPewTyOEkMmGFvMJRlVVVCoV+b+u612tMe+m8+42cFzcd/0I5bDFvJvzkt2FruzxsI4SQgghhJBhQGE+wYj85UK4pFKplu/C9GtV3mn/OGHSrSv7ThbzXstGhs84i+K9hPeFEEIIIYQMEwrzCUYIcwBIp9M95+zu9rtegrmFt+/HYr4bwd8o5CeDSXhOk1BGQgghhBAy/lCYTzie50FRFGia1vK5iHgu6DayehzdBn+L0st5Bi1fP9Dq2T10ZW9lHMtECDmYcIKQEEL2BxTmE0zYlb3bXOX9WJVt20a9Xo/dv9Ma807B3zq52vcb8ZpiafjwnhJCyGTA9poQQiYbCvMJRlEUOI4DRVG2ieBwB92taO9EtVrtett+Zu8HmfGntWB/MgnPdRLKSAghhBBCxh8K8wlnfX0dQRC0tU5H85gDvUVlF6nVetlXsFO6tLjz7YbFnGKqd+jK3so4lokQQgghhEwuFOYTTFj4drKYd/N5O6LCvBO9BH+LBnnr5BI/Kiiudob3qDOc5CGEEEIIIcOAwnyCsSwLjUYDvu9vE7ci+NtOwmGnoG5xQeW6PV43FvO4HOv9Bn+jiNxfjLPoZV0jhIwL49xWEkII6R59rwtA+mdxcRHlchmmacKyrLbbRSO09yIqosJ8J3odIIjJgzhxParBBgcxvUNXdkIIGW/YVhJCyGRDi/kE47ouVFVtyWceZdCo7FELdi8u8t2cS2zjui6KxSJc12W6tDFiL+/RJEygTEIZCSGEEELI+ENhPsGcdNJJmJqaQjqdRhAELZbxYQVCi4v43s3xdnJJj1rGNzY20Gg0sLq6ynRppIVxfK7jWCZCCCGEEDK5UJhPMIVCAfl8HqZpynzmYTHb7u9eorIDva0VHzRVmuu6sZ93uz8ZDbzHhBBCCCGEjA4K8wkmbM2OCvN27ue9WvoURWlZZ95uf+FS36vFPK5s/Voju51wCIt/0hm6ssczyEQUIYQME7ZDhBCyP6Awn2CE+BVrzKMWcyA+j3k3dGsxn5qagqZpmJqa2la2fs7Vzef9bgc0874L6I48GfA5EUIIIYSQ/Q6jsk8wq6urqFarcBwHQGs+8J2CtHWbTi26xjx63GQyiWQyCQCwbXug1GW7YTEX90pRFOg6q3+30CITD+8LIWRc4CQmIYRMNrSYTzC2bcNxnBYxHF1X3q9w6HWNedx+vQR/C382SjdhEb1+dnaWg5guoCt7PKw7hBBCCCFkmNBkOMHkcjnoui7XgBuGgXq9Dtd1UavVUK/XYRgGPM9rm05tJ3aymHfab5jbRQlfk+d5XR9LbNvLZAPZW8ZZBI/z5AEZDkEQ9NR+ingbhBBCCCG9QGE+wSSTSfi+D9M0UalUUK/Xsbi4CAAolUoolUrQNA2apqFer2NmZmbbgLGb9d3tRGyj0WgZsPq+LwOrKYoC0zS7uo5eLea2bWN5ebmrY4cJl5XCvDcoQFsRdVRMgHVC13V6aEwoQRBgcXFRTuh1g6ZpmJ+f5/MmuwbbZ0II2R9QmE84wqKdTqfh+74UCY1GA57nwTAMAE1Ratt2y37ddObtorLX63Wsrq5u2z6VSiGZTMKyLKRSqa6uIa4cwkoV912j0UAQBFJcdzsoEcKcFq3uGfV9qtVqqFar8v90Oo1EIgFgcgabO5XTcRy4rivfRTI5eJ7XkygX+9i2DcuyRlQqQgghhOxHKMz3Ael0GgBw+PBhAE0BahgGLMuSQqdSqfSUJmwni3mtVgOAFlf6MJlMpuPx4wSf+Gx1dRUnTpyAruuxg+L19XXUajUcPnwYlmXJyYidRCTd2MeP9fX1Fk8Gx3Fw6NChlm3GfRJFURTMzc3FlnNlZQWu6/a9lITsLeK5aZqGhYWFHbdfXV2Vy4n2gzD3PA9ra2st9dc0TRQKhV05v+u6KJVKQ5mky2QyY/FMGo0GAIykLOPeVhJCCOkMhfmEoygKDMNAoVCQKctc121x9RaWOtd1Y13ZhWAXUcrr9XqLe3lYyPq+D8dx5OAin88PNMCIs9yLY7cbjAmB7bqujAjfDWGLOemNUQXiE89kampKivRyuQxd18faYh5+jyzLahvhv1evDjJe9NpmiHrQyyToOFOr1Vo8rYDmtWWz2dgJ2WEjlmgNi70W5r7vY2VlBUBzIp1CmhBCSBgK8wknrmPXNK1lnXZYmNu2DVVVZTR313VRLBala7iqqnIbYLvb99LSknRR72UdeS/lF7nZFxYWYq1UnudhaWkJQRC07L/TICds/SLd0c/AMQgCrK2ttcQbKBQK21y5xfeapiGZTMK2bVQqFZRKpYHLMGoSiQRSqRSCIEA2m227nSg7LeaTiZhQ2Qth3mg0toniXlFVFalUqu93SFx/IpFAOp2W1nPf93elHRXvTSqV6ltUO46Dcrnc8R30PA9BELT0naMgXC926x4SQgiZHCjM9yFC2AJN67cQOsKSrqoqVldX4XmeFOPAlgWzWq0ik8lgampq2yDFtm2kUilomoZ0Oj2UnONxwd9EmeIs/O0mDYQLaTuEJZ4W89Fi2/Y2K1elUtnm/hr11MhkMnBdt8W6bJrmWD4vVVW7cuelxbyJED5hovErxhEh5rpt58Tkk23bMhBnPwRB0PPa9k6I5U69Iq5fLI1SVbXF02XUiHtgWVZP3lFhNE3rKMw3NjawsbEBAHJCeFRtjuM48m/P84ZW/w96+0IIIfsFCvMJRlXVtoOVcNA3z/OQTCbhui50XZcDYs/z4LouTNNELpeD7/vY2NiQgilqoQgPyLpZb9kN7YLQaZrW4vYnEFZyTdPkIBFoDoQbjUZXVpVxFwPjSC8DPzGYNk0TyWQS6+vrLcsjBFFhrmkaZmZmhlTi8SA86XVQaRcoEmhaYguFwp56RXQ6dz8Wc9EuDcNqnkgk+haJjuPIwIP9Ep2Y2O2JpmEsP4q+g7VaTcZIAbYmbIHmdTmOMzKX9/CzGObECyGEkP0BhfkEs7CwAMuysLa2ts16l81mEQSBdLXNZrMwDKNFlC4tLQGAtH7X63UpvqNry4HmwCZsYR8WYWsFgJZzhAdNYUTkbjHYajQaME0Tuq53jH4tXDtJd/QjmMSAU9d1pFIplEol+L6PY8eOxW7fbn32fmCn1H+u6/Y0QG8XbHGcEe9w2JMHgMwicfz48b0qGhRFwfT0dFsh1qvFXFEUzM/PD0WUi1SX/VKtVlEsFocizKMeTLs10TRMYS7ewWjASaDZn4jMJcO8tnK53HL/w/3ZKO7hOC77IYQQ0j37d0R8QLAsa1sUa6A5qBODzWQyKYWsQFEUTE1NoVAoyDWIYTfF6EBoZmYGq6uryGazQxHmYn16eCAh1qurqoq5ubmOkd1N02xZkyysHNlstm+XRzIchNAU6zXT6TTK5XLstqqq7nlAplHSyWLu+76MldAtiqLg0KFDEzUAF/Uhl8u1uFTX63UUi8U99SYIgqCjp02vFnOx7aCxN4bBMNa7R69/tz1AhiHMo5NB4pi5XE5OFiUSCRSLxZZzDorjONviZYShxZwQQkgUCvN9SjcDGUVRpGu72KedMLcsC1NTU1hdXR2axXx2dla6O0etaYlEoqPAFrmCXddtschFJyDIcOjHlV0Ig1wu1zZA2iQJzH7oZGEUARjFe7gTYv39pOVEj9YHQSKRwKFDh/ZsfayY1OskkHq1mI8T4n6L9f39XENUGO+mK3v4nRlUmIslU+FJiujE77AnHcITlNEJqWFb5gkhhOwPKMz3KclkUgbgirMGtYvm3k6YA6PJAy7WikfZ6RzpdBqapqHRaMhyzc7OTuQAer8RjrYuOKjPpZOQCQe2mp6e3vFYS0tLcBxHDuh930ej0RiK14E4VriclmUNxW0+LFDi2Ku6IcrTSZj3YzEfF0RwzCAIUC6XY69B1/WOdSc6MbGbruzhSYFB64iqqjKmChBfF4c96SDqlWEYLZMAIvMJLeaEEEKiUJjvUwzDwPz8/I7bhQch4WBqcYOT3cwDvpMgUBQFyWQSpmmiWq0CwFi4j+43eh0Ql8vlHYXYQaKTkOkkEuIQ7524v6VSSdZ94X3SL8VicVskfcMwMDc31/cxgVbX4XGrD90I891s80aBrutwHEfG8Yhjfn6+rcdGO4t5J2Fu2zbW1tb6EriqqmJ6ehq6rg/13ov3ULxznSaDhyWY27WD4n/btrG8vNzxGCL7w073gFHZCSFkf0BhfkAZhlvjKMvR7SA+Lu0aGT7d3ttwIL9xE2J7QTcW827vk9hOvIfh1Eu1Wq1vYS7WWQNNK7miKGg0GnAcB7VabaDnGPayGTeviej9jGOSXdmB5jKSarUaW/8cx5FLguKEeXTSNvy7U3tQq9X6FrciM0gul+soontFHKMbYT6sfqRdfynudRAEXeWp39jYQD6f7+qck1pPCSGENKEwJ5J6vS4HVGL9dnjANmphLtbiaZrW9RracFkozIdPLwO9cA7ybrw1DgKdLObt1l63I2rRC6+XrdfrfUe3F88tnK5ubW0NtVoNa2trfR0zyjhO0oSFWLvlO5Psyg40J1rauaqXSiWUy+WWCZ4w4UmJXlzZxfFyuVxPMT9c18Xq6uq2dGajEOadXNlHscY8jKZpmJub23HywvM8rK+vo1KpoFKpAGiui8/lckMpHyGEkPFjMkcbY8att96KM844A4lEAhdddBG+9KUvddz+H//xH3H22WcjkUjgvPPOw8c+9rFdKml7yuUyVldX5cClVqthcXERtVpN5sMdxRrzMLquI5PJ9B1VfT+n3ZoERN2JpuU7yIQH+xsbGy0/vbqyhy28IqCXQAzi+/kRg/6wiAqnVxz0R9f1luBX40I4JaRo38RPtVrFysqKbPP2oyVSTH52I8wF3YhXcbxEIgFd17v+SSQSMkNI+GcYWTZ6cWUfljDvtITDMAwkEomOP+l0etvERqVS4QQ0IYTsY6hkBuSDH/wgjhw5gttuuw0XXXQR3v72t+Oyyy7Dgw8+GGs1/MIXvoDnPe95uOWWW/A//+f/xAc+8AE897nPxVe/+lWce+65u17+Wq0G13Xl4HxqagqNRgOpVAq+78dazEZlMe938LuwsADf9ykGR0g3g0Ex6OUEyRbhd6XdOt9e15j7vt9yr7PZ7Lb14b2iKEpLgCpd1wdeXz4JiICXKysrbbfZr8syhDC3bRuPPfZY2+3CdThcB+PcsH3f7ynTQJRCoYBCodDzfjsR7bN2Q5gPYyJ7enpa3tPl5WV4nheb3o9inRBC9gdKwBZ9IC666CI87WlPw1/+5V8CaHbqp556Kn7nd34Hr3rVq7Ztf+WVV6JSqeAjH/mI/Oynf/qn8eQnPxm33XZbV+cslUrI5/NYX1/v261tdXV122BeVVUsLCzISL7FYnHb4Eu4uw7LgtRoNOSgOJVKjWRQRvrH8zycOHECiqK0TXkmEGmAstnsjtseJGq1Wtu1pCJdYDeId0VE0q5UKkgkEl1FdCfxlMtlbGxsbBM2iqIgnU7DMAwYhrFvJ5tEpP9OpNNpucbZdV0sLi7ueNxhBA4cJsJLRTA1NbXtvfN9H8ePHwcwnECi4p0/dOjQUCazi8WiDPbYjvCzIoQQMjjD0Fy9sD9HG7uEbdu47777cOONN8rPVFXFpZdeinvuuSd2n3vuuQdHjhxp+eyyyy7Dhz/84VEWdRvZbBaqqrYMSIUbIdAcmE5NTY28HKZpIpPJwPf9bXllyd4j6kMQBCiVSl3tM0k5tneDZDI5FHdcYbV1XVdazJmJYDAymcyBbnfm5uZ2tBCHRaWu60gmkzuK+XG7p4lEAvV6XXpWxa27V1VVZibpJihbN4hjDoNUKoVardbWOq4oysBpEwkhhOwtFOYDIFzLFhYWWj5fWFjAd7/73dh9jh8/Hru9mKmPo9FoyKjJALoWSJ0wDGMsrNOKojCYzRijqiry+fyOA3FBu0EvGRxd12GapnwWqVRqLNduk8miV+G4GxO2w6ZbC/7c3FzXbV235x0Wpmni0KFDHbfZj7EQCCHkIEFhPgHccsstuPnmm/e6GOSAQvE3PszOzu51EQjZt4iAheMKhTchhOxvGJV9AGZnZ6FpGk6cONHy+YkTJ9rObB86dKin7QHgxhtvbImi/MgjjwxeeEIIIYQQQgghYwGF+QCYponzzz8fd911l/zM933cdddduPjii2P3ufjii1u2B4A777yz7fZAMxdtLpdr+SGEEEIIIYQQsj+gK/uAHDlyBNdccw0uuOACXHjhhXj729+OSqWCa6+9FgBw9dVX4+STT8Ytt9wCALjhhhvwjGc8A29961vxnOc8B7fffju+8pWv4F3vetdeXgYhhBBCCCGEkD2CwnxArrzySiwtLeGmm27C8ePH8eQnPxl33HGHDPB29OjRluA6P/MzP4MPfOADeM1rXoM//MM/xJlnnokPf/jDe5LDnBBCCCGEEELI3sM85hPIbufUI4QQQgghhJCDxG5rLq4xJ4QQQgghhBBC9hAKc0IIIYQQQgghZA+hMCeEEEIIIYQQQvYQCnNCCCGEEEIIIWQPoTAnhBBCCCGEEEL2EApzQgghhBBCCCFkD2Ee8wlEZLgrlUp7XBJCCCGEEEII2X8IrbVb2cUpzCeQlZUVAMCpp566xyUhhBBCCCGEkP3LysoK8vn8yM9DYT6BTE9PAwCOHj26K5WEkEEolUo49dRT8cgjjyCXy+11cQjpCOsrmTRYZ8kkwfpKJon19XWcdtppUnuNGgrzCURVm6EB8vk8GzUyMeRyOdZXMjGwvpJJg3WWTBKsr2SSENpr5OfZlbMQQgghhBBCCCEkFgpzQgghhBBCCCFkD6Ewn0Asy8JrX/taWJa110UhZEdYX8kkwfpKJg3WWTJJsL6SSWK366sS7Fb8d0IIIYQQQgghhGyDFnNCCCGEEEIIIWQPoTAnhBBCCCGEEEL2EApzQgghhBBCCCFkD6Ewn0BuvfVWnHHGGUgkErjooovwpS99aa+LRA4Yt9xyC572tKchm81ifn4ez33uc/Hggw+2bFOv13HddddhZmYGmUwGv/Irv4ITJ060bHP06FE85znPQSqVwvz8PH7/938fruvu5qWQA8ib3vQmKIqCl73sZfIz1lcyTjz66KN4/vOfj5mZGSSTSZx33nn4yle+Ir8PggA33XQTDh8+jGQyiUsvvRTf+973Wo6xurqKq666CrlcDoVCAS9+8YtRLpd3+1LIAcDzPPzRH/0RHve4xyGZTOIJT3gCXv/61yMcxop1luwVn/nMZ/CLv/iLOOmkk6AoCj784Q+3fD+suvmNb3wDT3/605FIJHDqqafizW9+c89lpTCfMD74wQ/iyJEjeO1rX4uvfvWreNKTnoTLLrsMi4uLe100coD49Kc/jeuuuw5f/OIXceedd8JxHDzrWc9CpVKR27z85S/Hv/3bv+Ef//Ef8elPfxqPPfYYrrjiCvm953l4znOeA9u28YUvfAHve9/78N73vhc33XTTXlwSOSB8+ctfxl//9V/jiU98YsvnrK9kXFhbW8Mll1wCwzDw7//+7/jOd76Dt771rZiampLbvPnNb8Zf/MVf4LbbbsO9996LdDqNyy67DPV6XW5z1VVX4dvf/jbuvPNOfOQjH8FnPvMZ/OZv/uZeXBLZ5/zpn/4p3vnOd+Iv//Iv8cADD+BP//RP8eY3vxnveMc75Dass2SvqFQqeNKTnoRbb7019vth1M1SqYRnPetZOP3003HffffhLW95C173utfhXe96V2+FDchEceGFFwbXXXed/N/zvOCkk04Kbrnllj0sFTnoLC4uBgCCT3/600EQBEGxWAwMwwj+8R//UW7zwAMPBACCe+65JwiCIPjYxz4WqKoaHD9+XG7zzne+M8jlckGj0djdCyAHgo2NjeDMM88M7rzzzuAZz3hGcMMNNwRBwPpKxotXvvKVwc/+7M+2/d73/eDQoUPBW97yFvlZsVgMLMsK/uEf/iEIgiD4zne+EwAIvvzlL8tt/v3f/z1QFCV49NFHR1d4ciB5znOeE7zoRS9q+eyKK64IrrrqqiAIWGfJ+AAg+NCHPiT/H1bd/Ku/+qtgamqqZTzwyle+MjjrrLN6Kh8t5hOEbdu47777cOmll8rPVFXFpZdeinvuuWcPS0YOOuvr6wCA6elpAMB9990Hx3Fa6urZZ5+N0047TdbVe+65B+eddx4WFhbkNpdddhlKpRK+/e1v72LpyUHhuuuuw3Oe85yWegmwvpLx4l//9V9xwQUX4Fd/9VcxPz+PpzzlKXj3u98tv//hD3+I48ePt9TXfD6Piy66qKW+FgoFXHDBBXKbSy+9FKqq4t577929iyEHgp/5mZ/BXXfdhYceeggA8PWvfx2f+9zn8Au/8AsAWGfJ+DKsunnPPffg537u52Captzmsssuw4MPPoi1tbWuy6MPekFk91heXobneS0DQwBYWFjAd7/73T0qFTno+L6Pl73sZbjkkktw7rnnAgCOHz8O0zRRKBRatl1YWMDx48flNnF1WXxHyDC5/fbb8dWvfhVf/vKXt33H+krGiR/84Ad45zvfiSNHjuAP//AP8eUvfxm/+7u/C9M0cc0118j6Flcfw/V1fn6+5Xtd1zE9Pc36SobOq171KpRKJZx99tnQNA2e5+ENb3gDrrrqKgBgnSVjy7Dq5vHjx/G4xz1u2zHEd+GlSJ2gMCeEDMR1112Hb33rW/jc5z6310UhJJZHHnkEN9xwA+68804kEom9Lg4hHfF9HxdccAHe+MY3AgCe8pSn4Fvf+hZuu+02XHPNNXtcOkK28//+3//D+9//fnzgAx/Af/kv/wVf+9rX8LKXvQwnnXQS6ywhPUBX9glidnYWmqZtixR84sQJHDp0aI9KRQ4y119/PT7ykY/gU5/6FE455RT5+aFDh2DbNorFYsv24bp66NCh2LosviNkWNx3331YXFzEU5/6VOi6Dl3X8elPfxp/8Rd/AV3XsbCwwPpKxobDhw/jp37qp1o+O+ecc3D06FEAW/Wt01jg0KFD24LCuq6L1dVV1lcydH7/938fr3rVq/Drv/7rOO+88/CCF7wAL3/5y3HLLbcAYJ0l48uw6uawxggU5hOEaZo4//zzcdddd8nPfN/HXXfdhYsvvngPS0YOGkEQ4Prrr8eHPvQhfPKTn9zmvnP++efDMIyWuvrggw/i6NGjsq5efPHF+OY3v9nS2N15553I5XLbBqWEDMIzn/lMfPOb38TXvvY1+XPBBRfgqquukn+zvpJx4ZJLLtmWfvKhhx7C6aefDgB43OMeh0OHDrXU11KphHvvvbelvhaLRdx3331ym09+8pPwfR8XXXTRLlwFOUhUq1Woaquk0DQNvu8DYJ0l48uw6ubFF1+Mz3zmM3AcR25z55134qyzzurajR0Ao7JPGrfffntgWVbw3ve+N/jOd74T/OZv/mZQKBRaIgUTMmpe+tKXBvl8Prj77ruDY8eOyZ9qtSq3+a3f+q3gtNNOCz75yU8GX/nKV4KLL744uPjii+X3rusG5557bvCsZz0r+NrXvhbccccdwdzcXHDjjTfuxSWRA0Y4KnsQsL6S8eFLX/pSoOt68IY3vCH43ve+F7z//e8PUqlU8H//7/+V27zpTW8KCoVC8C//8i/BN77xjeDyyy8PHve4xwW1Wk1u8+xnPzt4ylOeEtx7773B5z73ueDMM88Mnve85+3FJZF9zjXXXBOcfPLJwUc+8pHghz/8YfDP//zPwezsbPAHf/AHchvWWbJXbGxsBPfff39w//33BwCCt73tbcH9998f/OhHPwqCYDh1s1gsBgsLC8ELXvCC4Fvf+lZw++23B6lUKvjrv/7rnspKYT6BvOMd7whOO+20wDTN4MILLwy++MUv7nWRyAEDQOzP3/7t38ptarVa8Nu//dvB1NRUkEqlgl/+5V8Ojh071nKchx9+OPiFX/iFIJlMBrOzs8Hv/d7vBY7j7PLVkINIVJizvpJx4t/+7d+Cc889N7AsKzj77LODd73rXS3f+74f/NEf/VGwsLAQWJYVPPOZzwwefPDBlm1WVlaC5z3veUEmkwlyuVxw7bXXBhsbG7t5GeSAUCqVghtuuCE47bTTgkQiETz+8Y8PXv3qV7ekjmKdJXvFpz71qdgx6zXXXBMEwfDq5te//vXgZ3/2ZwPLsoKTTz45eNOb3tRzWZUgCII+LP+EEEIIIYQQQggZAlxjTgghhBBCCCGE7CEU5oQQQgghhBBCyB5CYU4IIYQQQgghhOwhFOaEEEIIIYQQQsgeQmFOCCGEEEIIIYTsIRTmhBBCCCGEEELIHkJhTgghhBBCCCGE7CEU5oQQQgghhBBCyB5CYU4IIYSQieW9730vCoXCXheDEEIIGQgKc0IIIWQf8sIXvhDPfe5z97oYhBBCCOkCCnNCCCGEkAiO4+x1EQghhBwgKMwJIYSQCeWf/umfcN555yGZTGJmZgaXXnopKpUKXve61+F973sf/uVf/gWKokBRFNx9990AgEceeQS/9mu/hkKhgOnpaVx++eV4+OGH5TGFpf3mm2/G3Nwccrkcfuu3fgu2bbcth3An//jHP45zzjkHmUwGz372s3Hs2DG5zX/9r/8VL3vZy1r2e+5zn4sXvvCF8v8zzjgDf/Inf4Krr74amUwGp59+Ov71X/8VS0tLuPzyy5HJZPDEJz4RX/nKV7aV4cMf/jDOPPNMJBIJXHbZZXjkkUdavv+Xf/kXPPWpT0UikcDjH/943HzzzXBdV36vKAre+c534pd+6ZeQTqfxhje8oYsnQAghhAwHCnNCCCFkAjl27Bie97zn4UUvehEeeOAB3H333bjiiisQBAFe8YpX4Nd+7dekOD527Bh+5md+Bo7j4LLLLkM2m8VnP/tZfP7zn5ciOiy877rrLnnMf/iHf8A///M/4+abb+5Ynmq1ij/7sz/D3//93+Mzn/kMjh49ile84hU9X9ef//mf45JLLsH999+P5zznOXjBC16Aq6++Gs9//vPx1a9+FU94whNw9dVXIwiClnO/4Q1vwN/93d/h85//PIrFIn79139dfv/Zz34WV199NW644QZ85zvfwV//9V/jve997zbx/brXvQ6//Mu/jG9+85t40Yte1HPZCSGEkL4JCCGEEDJx3HfffQGA4OGHH479/pprrgkuv/zyls/+/u//PjjrrLMC3/flZ41GI0gmk8HHP/5xud/09HRQqVTkNu985zuDTCYTeJ4Xe66//du/DQAE3//+9+Vnt956a7CwsCD/f8YznhHccMMNLftdfvnlwTXXXCP/P/3004PnP//58v9jx44FAII/+qM/kp/dc889AYDg2LFjLef+4he/KLd54IEHAgDBvffeGwRBEDzzmc8M3vjGN267F4cPH5b/Awhe9rKXxV4fIYQQMmpoMSeEEEImkCc96Ul45jOfifPOOw+/+qu/ine/+91YW1vruM/Xv/51fP/730c2m0Umk0Emk8H09DTq9Tr+8z//s+XYqVRK/n/xxRejXC5vcw8Pk0ql8IQnPEH+f/jwYSwuLvZ8XU984hPl3wsLCwCA8847b9tn4WPruo6nPe1p8v+zzz4bhUIBDzzwgLzuP/7jP5bXnMlk8JKXvATHjh1DtVqV+11wwQU9l5cQQggZBvpeF4AQQgghvaNpGu6880584QtfwCc+8Qm84x3vwKtf/Wrce++9eNzjHhe7T7lcxvnnn4/3v//9276bm5sbqDyGYbT8ryhKi7u5qqot/wPxAdbCx1EUpe1nvu93XbZyuYybb74ZV1xxxbbvEomE/DudTnd9TEIIIWSY0GJOCCGETCiKouCSSy7BzTffjPvvvx+maeJDH/oQAMA0TXie17L9U5/6VHzve9/D/Pw8fuInfqLlJ5/Py+2+/vWvo1aryf+/+MUvIpPJ4NRTT+27rHNzcy3B4DzPw7e+9a2+jxfGdd2WgHAPPvggisUizjnnHADN637wwQe3XfNP/MRPQFU5FCKEELL3sDcihBBCJpB7770Xb3zjG/GVr3wFR48exT//8z9jaWlJitEzzjgD3/jGN/Dggw9ieXkZjuPgqquuwuzsLC6//HJ89rOfxQ9/+EPcfffd+N3f/V38+Mc/lse2bRsvfvGL8Z3vfAcf+9jH8NrXvhbXX3/9QCL2v/23/4aPfvSj+OhHP4rvfve7eOlLX4pisTjobQDQtKj/zu/8Du69917cd999eOELX4if/umfxoUXXggAuOmmm/B3f/d3uPnmm/Htb38bDzzwAG6//Xa85jWvGcr5CSGEkEGhMCeEEEImkFwuh8985jP4H//jf+Anf/In8ZrXvAZvfetb8Qu/8AsAgJe85CU466yzcMEFF2Bubg6f//znkUql8JnPfAannXYarrjiCpxzzjl48YtfjHq9jlwuJ4/9zGc+E2eeeSZ+7ud+DldeeSV+6Zd+Ca973esGKu+LXvQiXHPNNbj66qvxjGc8A49//OPx8z//8wMdU5BKpfDKV74Sv/Ebv4FLLrkEmUwGH/zgB+X3l112GT7ykY/gE5/4BJ72tKfhp3/6p/Hnf/7nOP3004dyfkIIIWRQlCC64IsQQgghB5YXvvCFKBaL+PCHP7zXRSGEEEIODLSYE0IIIYQQQgghewiFOSGEEEIIIYQQsofQlZ0QQgghhBBCCNlDaDEnhBBCCCGEEEL2EApzQgghhBBCCCFkD6EwJ4QQQgghhBBC9hAKc0IIIYQQQgghZA+hMCeEEEIIIYQQQvYQCnNCCCGEEEIIIWQPoTAnhBBCCCGEEEL2EApzQgghhBBCCCFkD6EwJ4QQQgghhBBC9pD/D0pzW5yh2f5fAAAAAElFTkSuQmCC\n" | |
}, | |
"metadata": {} | |
} | |
] | |
} | |
] | |
} |
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