Skip to content

Instantly share code, notes, and snippets.

@dfm
Created July 30, 2019 01:25
Show Gist options
  • Save dfm/a825ee5246d8e73075a5c58d26633b07 to your computer and use it in GitHub Desktop.
Save dfm/a825ee5246d8e73075a5c58d26633b07 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"3.7\n",
"0.2.0\n"
]
}
],
"source": [
"import corner\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import pymc3 as pm\n",
"import theano.tensor as tt\n",
"\n",
"import exoplanet as xo\n",
"\n",
"print(pm.__version__)\n",
"print(xo.__version__)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>t</th>\n",
" <th>rv</th>\n",
" <th>rv_err</th>\n",
" <th>harps_rv</th>\n",
" <th>harps_rv_err</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-35.818151</td>\n",
" <td>14.995597</td>\n",
" <td>1.087244</td>\n",
" <td>16.107649</td>\n",
" <td>0.272240</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>20.975900</td>\n",
" <td>-13.380643</td>\n",
" <td>1.085472</td>\n",
" <td>-14.317594</td>\n",
" <td>0.260027</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>-35.848939</td>\n",
" <td>18.349651</td>\n",
" <td>1.104571</td>\n",
" <td>19.287809</td>\n",
" <td>0.367888</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-92.795159</td>\n",
" <td>17.885291</td>\n",
" <td>1.101989</td>\n",
" <td>20.103995</td>\n",
" <td>0.347910</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>21.065169</td>\n",
" <td>-7.696946</td>\n",
" <td>1.079637</td>\n",
" <td>-7.499686</td>\n",
" <td>0.220676</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" t rv rv_err harps_rv harps_rv_err\n",
"0 -35.818151 14.995597 1.087244 16.107649 0.272240\n",
"1 20.975900 -13.380643 1.085472 -14.317594 0.260027\n",
"2 -35.848939 18.349651 1.104571 19.287809 0.367888\n",
"3 -92.795159 17.885291 1.101989 20.103995 0.347910\n",
"4 21.065169 -7.696946 1.079637 -7.499686 0.220676"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pd.read_csv(\"51peg_rvs.csv\")\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"optimizing logp for variables: ['dang_angle__', 'phi_angle__', 'rv0', 'logs', 'ecc_interval__', 'logK']\n",
"message: Optimization terminated successfully.\n",
"logp: -47154.379083099586 -> -107.05660982621825\n",
"optimizing logp for variables: ['dang_angle__', 'phi_angle__', 'rv0', 'logs', 'ecc_interval__', 'logP', 'logK']\n",
"message: Desired error not necessarily achieved due to precision loss.\n",
"logp: -107.05660982621825 -> -96.65386235692088\n"
]
}
],
"source": [
"t = np.ascontiguousarray(data.t, dtype=np.float64)\n",
"rv = np.ascontiguousarray(data.rv, dtype=np.float64)\n",
"rv_err = np.ascontiguousarray(data.rv_err, dtype=np.float64)\n",
"\n",
"t -= 0.5 * (t.min() + t.max())\n",
"\n",
"with pm.Model() as model:\n",
" # Parameters\n",
" K_guess = 55.11\n",
" logK = pm.Normal(\"logK\", mu=np.log(K_guess), sd=10.0, testval=np.log(K_guess))\n",
" K = pm.Deterministic(\"K\", tt.exp(logK))\n",
"\n",
" period_guess = 4.23078\n",
" logP = pm.Normal(\"logP\", mu=np.log(period_guess), sd=1.0)\n",
" P = pm.Deterministic(\"P\", tt.exp(logP))\n",
" \n",
" ecc = pm.Uniform(\"ecc\", lower=0, upper=0.5, testval=0.001)\n",
" logs = pm.Normal(\"logs\", mu=np.log(np.median(rv_err)), sd=5.0)\n",
" rv0 = pm.Normal(\"rv0\", mu=np.mean(rv), sd=50.0)\n",
"\n",
" phi = xo.distributions.Angle(\"phi\")\n",
" dang = xo.distributions.Angle(\"dang\") # dang = 0.5*(omega - phi)\n",
" omega = pm.Deterministic(\"omega\", (2*dang + phi) % (2*np.pi)) # The mod isn't needed but it's nice for plotting\n",
"\n",
" t0 = pm.Deterministic(\"t0\", P * phi / (2*np.pi))\n",
" \n",
" # Deterministic transformations\n",
" s2 = tt.exp(2*logs)\n",
"# Mp = pm.Deterministic(\"Mp\", K * tt.sqrt(1. - ecc**2.) * Mstar**(-2./3.) * P**(1./3.) / 203.) # assumes Mp << Mstar\n",
"\n",
" # Set up the orbit\n",
" orbit = xo.orbits.KeplerianOrbit(\n",
" period=P, t_periastron=t0,\n",
" ecc=ecc, omega=omega)\n",
"\n",
" # Set up the RV model and save it as a deterministic\n",
" # for plotting purposes later\n",
" vrad = orbit.get_radial_velocity(t, K=K)\n",
" pm.Deterministic(\"vrad\", vrad)\n",
" \n",
" bkg = pm.Deterministic(\"bkg\", rv0) # just in case... \n",
" rv_model = pm.Deterministic(\"rv_model\", vrad + bkg)\n",
" \n",
" t_all = np.linspace(t.min()-5, t.max()+5, 1000)\n",
" vrad_pred = orbit.get_radial_velocity(t_all, K=K)\n",
" pm.Deterministic(\"vrad_pred\", vrad_pred)\n",
" rv_model_pred = pm.Deterministic(\"rv_model_pred\",\n",
" vrad_pred + bkg)\n",
" # Compute the phased RV signal\n",
" phase = np.linspace(-0.1, 1.1, 500)\n",
" rvphase = orbit.get_radial_velocity(phase * P, K=K)\n",
" pm.Deterministic(\"rvphase\", rvphase)\n",
"\n",
" # Condition on the observations\n",
" pm.Normal(\"obs\", mu=rv_model, sd=tt.sqrt(tt.sqr(rv_err) + s2), observed=rv)\n",
"\n",
" # First optimize everything except period\n",
" par_wobble = xo.optimize(vars=[v for v in model.vars if v.name != \"logP\"])\n",
" \n",
" # Then optimize everything together\n",
" par_wobble = xo.optimize(par_wobble)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1c25cd9c18>]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(t, rv, \".k\")\n",
"plt.plot(t_all, par_wobble[\"rv_model_pred\"], \":\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x1c29ff4b00>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(phase * par_wobble[\"P\"], par_wobble[\"rvphase\"], \"--k\")\n",
"plt.scatter(t % par_wobble[\"P\"], rv - par_wobble[\"rv0\"], c=t)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array(4.22877559), array(-0.74450855))"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"par_wobble[\"P\"], par_wobble[\"t0\"]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 2 chains: 100%|██████████| 204/204 [00:05<00:00, 39.85draws/s]\n",
"Sampling 2 chains: 100%|██████████| 204/204 [00:04<00:00, 31.26draws/s]\n",
"Sampling 2 chains: 100%|██████████| 404/404 [00:06<00:00, 66.11draws/s]\n",
"Sampling 2 chains: 100%|██████████| 804/804 [00:03<00:00, 228.21draws/s]\n",
"Sampling 2 chains: 100%|██████████| 1604/1604 [00:08<00:00, 197.95draws/s]\n",
"Sampling 2 chains: 100%|██████████| 6804/6804 [00:31<00:00, 214.83draws/s]\n",
"Sampling 2 chains: 100%|██████████| 2004/2004 [00:09<00:00, 206.03draws/s]\n",
"Multiprocess sampling (2 chains in 2 jobs)\n",
"NUTS: [dang, phi, rv0, logs, ecc, logP, logK]\n",
"Sampling 2 chains: 100%|██████████| 10000/10000 [00:52<00:00, 188.80draws/s]\n",
"There were 3 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"There were 8 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"The number of effective samples is smaller than 25% for some parameters.\n"
]
}
],
"source": [
"with model:\n",
" # Now do the trace\n",
" sampler = xo.PyMC3Sampler(start=100, window=100, finish=1000)\n",
" burnin = sampler.tune(tune=5000, start=par_wobble, step_kwargs=dict(target_accept=0.9))\n",
" trace_wobble = sampler.sample(draws=5000)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABGIAAARiCAYAAADvM1GfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xt4nHWd///XZ2YypyST4zTpMVNaoCDlIEWEVcsiLHJe1C8oyrKuCnjYBWGB36761S3IXuq6yH51V/AIIoKcF8FiEVHZVWgLcrRgS5Mek0yS5jCnJJP78/sjvW8mySQ90M6kzfNxXbnSzn3PfX9mJv/M63p/3m9jrRUAAAAAAAD2P1+5FwAAAAAAADBTEMQAAAAAAACUCEEMAAAAAABAiRDEAAAAAAAAlAhBDAAAAAAAQIkQxAAAAAAAAJQIQQwAAAAAAECJEMQAAAAAAACUCEEMAAAAAABAiQTKvYBSa2xstIlEotzLwAFq7dq1XdbaeLnXAQAAAAA4MM24ICaRSGjNmjXlXgYOUMaYtnKvAQAAAABw4GJrEgAAAAAAQIkQxAAAAAAAAJQIQQwAAAAAAECJEMQAAAAAAACUCEEMAAAAAABAiRDEAAAAAAAAlAhBDAAAAAAAQIkQxAAAAAAAAJQIQQwAAAAAAECJEMQAAAAAAACUCEEMAAAAAABAiRDEzECJRELGmKI/iUSi3MsDAAAAAOCgFSj3AlB6bW1tstYWPWaMKfFqAAAAAACYOaiIAQAAAAAAKBGCGAAAAAAAgBIhiMEYLS0tk/aPoYcMAAAAAABvDT1iMEZra+uUx+khAwAAAADA3qMiBgAAAAAAoEQIYgAAAAAAAEqEIAYAAAAAAKBEZkQQY4y5zBizxhizJplMlns5AAAAAABghpoRQYy19jZr7TJr7bJ4PF7u5QAAAAAAgBlqRgQxAAAAAAAA0wFBDAAAAAAAQIkQxAAAAAAAAJQIQQwAAAAAAECJEMQAAAAAAACUCEHMQSqRSMgYU/SnpaWl3MsDAAAAAGBGCpR7Adg/2traZK0t9zIAAAAAAEABKmIAAAAAAABKhCAGe6SlpWXSLU+JRKLcywMAAAAAYFpjaxL2SGtr66THjDGlWwgAAAAAAAcgKmIAAAAAAABKhCAGAAAAAACgRAhiAAAAAAAASoQgBgAAAAAAoEQIYgAAAAAAAEqEIAYAAAAAAKBECGIAAAAAAABKhCAGAAAAAACgRAhiAAAAAAAASoQgBgAAAAAAoEQIYgAAAAAAAEqEIAYAAAAAAKBEZkQQY4y5zBizxhizJplMlns5B62WlhYZY4r+JBKJci8PAAAAAICymxFBjLX2NmvtMmvtsng8Xu7l7DOJRGLS4KOlpaXk62ltbZW1tuhPW1tbydcDAAAAAMB0Eyj3ArD32traZK0t9zIAAAAAAMBumhEVMQAAAAAAANMBQQwAAAAAAECJEMQAAAAAAACUCEEMAAAAAABAiRDEAAAAAAAAlAhBDAAAAAAAQIkQxAAAAAAAAJQIQQwAAAAAAECJEMQAAAAAAACUCEEMAAAAAABAiRDEAAAAAAAAlAhBDAAAAAAAQIkQxAAAAAAAAJQIQQwAAAAAAECJEMQAAAAAAACUCEEMAAAAAABAiRDEAAAAAAAAlAhBDAAAAAAAQIkQxKAkWlpaZIwp+pNIJMq9PAAAAAAASiJQ7gVgZmhtbZ30mDGmdAsBAAAAAKCMqIgBAAAAAAAoEYIYAAAAAACAEpkRQYwx5jJjzBpjzJpkMlnu5QAAAAAAgBlqRgQx1trbrLXLrLXL4vF4uZcDAAAAAABmqBkRxAAAAAAAAEwHBDEAAAAAAAAlQhADAAAAAABQIgQxAAAAAAAAJUIQAwAAAAAAUCIEMQAAAAAAACVCEAMAAAAAAFAiBDEAAAAAAAAlQhADAAAAAABQIgQxAAAAAAAAJUIQM80lEgkZY4r+tLS0lHt5AAAAAABgDwTKvQBMra2tTdbaci8DAAAAAADsA1TEAAAAAAAAlAhBDAAAAAAAQIkQxAAAAAAAAJQIQQwAAAAAAECJEMQAAAAAAACUCEEMAAAAAABAiRDEAAAAAAAAlAhBDAAAAAAAQIkQxKDsWlpaZIwp+pNIJMq9PAAAAAAA9plAuRcAtLa2TnrMGFO6hQAAAAAAsJ/NiIoYY8xlxpg1xpg1yWSy3MsBAAAAAAAz1IwIYqy1t1lrl1lrl8Xj8XIvBwAAAAAAzFAzIogBAAAAAACYDghiAAAAAAAASoQgBgAAAAAAoEQIYgAAAAAAAEqEIAYAAAAAAKBECGIAAAAAAABKhCAGAAAAAACgRAhiAAAAAAAASoQgBgAAAAAAoEQIYgAAAAAAAEqEIAYAAAAAAKBECGIAAAAAAABKhCAGAAAAAACgRAhiAAAAAAAASoQgBgAAAAAAoEQIYgAAAAAAAEqEIAYAAAAAAKBECGLKLJFIyBgz6U9LS0u5l1hWLS0tU74/iUSi3EsEAAAAAGC3Bcq9gJmura1N1tpyL2Paam1tnfK4MaY0CwEAAAAAYB+gIgYAAAAAAKBECGIAAAAAAABKhCAGAAAAAACgRAhiAAAAAAAASmRGBDHGmMuMMWuMMWuSyWS5lwMAAAAAAGaoGRHEWGtvs9Yus9Yui8fj5V4OAAAAAACYoWZEEAMAAAAAADAdEMQAAAAAAACUCEEMAAAAAABAiRDEAAAAAAAAlAhBDAAAAAAAQIkQxOCA1tLSImNM0Z9EIlHu5QEAAAAAMEag3AsA3orW1tZJjxljSrcQAAAAAAB2AxUxAAAAAAAAJUIQAwAAAAAAUCIEMQAAAAAAACVCEAMAAAAAAFAiBDEAAAAAAAAlQhBTAolEYtIRyy0tLeVeHgAAAAAAKBHGV5dAW1ubrLXlXgYAAAAAACgzKmJw0GppaZm0EimRSJR7eQAAAACAGYiKGBy0WltbJz1mjCndQgAAAAAA2ImKGAAAAAAAgBIhiNlHaMgLAAAAAAB2ha1J+wgNeQEAAAAAwK5QEQMAAAAAAFAiBDF7gO1HBw8mKgEAAAAAyoGtSeMkEgm1tbUVPdbS0sL2o4MEE5UAAAAAAOVgZkKwYIy5TNJlO/97uKTXCg43Suoq+aK4/3S5/56uocVaG9+fiwEAAAAAHLxmRBAzFWPMGmvtMu4/M+8/XdYAAAAAAJgZ6BEDAAAAAABQIgQxAAAAAAAAJUIQI93G/Wf0/aXpsQYAAAAAwAww43vEAAAAAAAAlAoVMQAAAAAAACVCEAMAAAAAAFAigXIvoNQaGxttIpHYq+c6jqORkRH5/X75fGRYM9HatWu7rLXxyY6/lb8vYFd/XwAAAAAOfDMuiEkkElqzZs0eP89aK2utMpmMotGojDFjjo//Pw5Oxpi2qY7v7d8XIO367wsAAADAge+AK+swxnywjPdWZWUloQsAAAAAANgrB1QQY4wJSbrIGPM35V4LAAAAAADAnjpgghhjjF+SI2mrpMONMZ8yxsR3Pg4AAAAAADDtHTBBjCRrrR2W9LK19vOSEpJ+Lmnurp5ojLnMGLPGGLMmmUzu52UCAAAAAAAUN62DGGOMzxjz/xlj/lbSBcaYqKRWY8xHJOUlvSrp73Z1HWvtbdbaZdbaZfE4A0kAAAAAAEB5TOsgRtKHJAUlbZBULek7kmZLWirph9baj0myxpj9nq4YY6b8AQAAAAAA2JXpPr56WNKQtfZ3kn5njElK+itJ91pr10uStfZfyrlAAAAAAACA3TXtghgzWl5ymqQ2SS9IqjXGNFpru6y1jxpj+iVVuudaa20ZlwsAAAAAALDbptXWpJ0hzD9KOlHSeyTNklQh6Z3GmPqdp23WznUTwgAAAAAAgAPJtAhizJtNVs7S6FakGzXajHeOpEckHSIpYYw5U1KvpNVlWSgAAAAAAMBbMC22JhVUtjwr6fmd/54r6XBJVtIZkh6SVKfR8GhHqdcITMYYc5mkyyRpwYIFZV4NAAAAAGA6K3tFjBl1084R1Z+UlN55aK2kv7PW3itplaTt1tpfWWt7rLUjZVrutOM4jlKplBzHKfdSZqyZNh49kUhMOj0skUiUe3kAAAAAMK1Nh4qYf5S0VdKvJL13588D1tqVkmSMeYekwzTaoLe3XIvcVTuavR1hvbdtbqy1MsYok8mov79fklRZWTnmHMdxlM1mFYlE5PP5xjwWjUYnXfNkj7+V92B/vX8ovba2tkk/Tz5HAAAAAJha2StiNBrCfM9au1nS7zXaG0bGmEONMSdK+oCkFdbasoUw01k4HJbP51M4HJ5wLJvNqr+/X9lsdsJjmUxmr+5nrVU6nd7rAAkAAAAAgJmsbBUxxhifJL+k7M51DErK6c1wKCjpJUmvW2tnfE8Ya60ymYxXyeL+33EcOY6jXC43oSImEomM+V3472g0ulfrmKoCBwAAAAAATK1sFTHWWsdaOyzpMWut2xfGkbTBGLNc0kcl+WdiCFOs6sQNQNxKFreyRZJisdiYsEUqvi1Jknw+nyorK/d6C0k0GlUsFtvrIAcHt5aWlkn7x9BDBgAAAADKUBFjjFlgrd1kjDF21GDB4bBGp884kv7dWjtQ6vVNB8WqTtzgw/09vtplfOhSGNTsy8oVYwyVMJhUa2vrlMfpIQMAAABgpitpRYwx5nhJNxljWqy1duf2JJk3v52NSIpJutla21bKte0tt3plX04tKlZ14gYg7lvl/t/n8xXtBROJRIpWyuzqdZSy9wv9ZgAAAAAAM03JgpidYcuwpIik640xc621jiTtDGUWWWvfkHSltba1VOt6q8ZvGdoXxocuu1IsdHG3IBVuS5rK/ngd0/GeAAAAAACUU8m2Ju0MW/4k6T8lvSbpZmNMn6TPanRL0peMMX9/oE1HGr9lqJipKj7cMdRTHSvW76XwmsYY7/67W10y/p6FW54mu8au1lposh41xe4ZjUanXDfbWQAAAAAAB4tSN+utlnS0pAaNjqleIGm+tbZP0sd3/j6gFG4R2l+KbT2aqiFq4VQlNzwZ/zPZ69jb0MNxnDFbtIqtebJ7AgAAAAAwU5Q0iLHW9kjqk3SJpOskfVHSPxtjwhrtD3NQc8OKkZER77c7grrYee7jkUhEVVVV3qjqqa7tHk+n09q+fbvS6XTR8/clx3HU1dWl3t5eL3jZ3R41hYERAAAAAAAHu5JPTZL0lKTnrbVbJG0xxrxsrc2VYR0l51aJpFIpOY7j/ZbGTjYaP/HI5/PJ5/Opv7/f6/0y2bXd57jXj0Qie1Sx4wYjoVBIg4ODk24tKtx6lM1mlc/nFQgEvOBlsnWOVzghKhqNKpPJKBqNsh0JAAAAAHBQKnkQs7Mhr9zx1ZIm37tykHFDinA4rFwu5/0eXzVSeF4+n1d3d7fq6+unrDAZP87aDW8GBgYUCAQUj8d3K4xxAx2fzzcmJBrf86Uw+Cm8955u0SrsE1NsbDcAAAAAAAeTclTESBpt3lv4eyYorBJxfxer/nDPGxkZ0aZNm7Rjxw5JUlNTk6SJjXCLNcatrKzUwoULlUqllM/nlc1mvUDF3a5UVVU14d6RSGTMFij33+l0Wh0dHWpqalJ1dfWYsCibzSocDu8yhHGrbQpfs9touLDh8FSNjwEAAAAAOJCVulnvActaq3Q6vU97mTiOU7RHjCQNDw/r1VdflbVWdXV1amho8I6Nb4RbrB+Mz+dTdXW1mpqaVFtb6wUn2WxWHR0d6ujoKDo22hgjn8+nTCajXC6nVCpVtOGuGxblcjn19/crlxvdXTYyMqKOjg6NjExs+VM4rrrY+/lWGwYDAAAAADDdla0iZjqaKmR5K9tmil3XrXapqKhQfX39hCqQLVu2qLOzU01NTTriiCPk8/m864TDYY2MjGhkZETDw8NKpVKy1spaK8dxZK31tj75fL4xo63D4bBmzZolSQqFQkqlUopGo2PGYofDYUlSMBjU0NCQ9//Zs2dPGG9dWBljrVVXV5e2bdsmSd59xp8biUQm9IaZ7L3fVc8YQhsAAAAAwIGEIGY3FW6b2dMv/8XO7+7uVm9vr+rq6rxwI5vNKhQKKZvNKhaLKZFIaP78+fL7/WOe6/f7vf4v6XRaqVRKVVVVXjVJKpVSMpnUrFmzVF1dPeG51dXV3nkDAwOSRrcpuWst3EJVUVEhaewWpUgkMqaRb2VlpTcmu7GxUZLU2Ng44XUXjqsuDGUmez/T6TQ9Yw4yLS0tk37eLS0tam1tLe2CAAAAAKDECGJ2kzHGCyv2hLv9qLB/i+M4CofDmj17thobG+Xz+caEDslkUpFIRHPmzFEwGCx6TcdxvJ4vmUxmwmQkx3EmTF4aLxqNetdyt0elUikvMCnsP+M4jjo6OrzrpdNpr19MIb/f7/WymcruTFWiZ0z5JBIJtbW1FT3W0tKy19edKmihugkAAADATHDABjEFU5emtWJbmrLZrDKZjGKxmAKB0Y/ArRDJ5/OKRCKqqqpSMBj0KlYKw5RsNutNQ6qvrx8zNto9NxaLeb1bZs2aJZ/PNyEMSqVSSqfTchzHezyZTMpaq6amJi+IcStuCpsFF/ajKdYseF8orKBBabW1te3TfkgAAAAAgFEHXBBjjDlb0gJJlcaYb1pr8/vq2sWm+rxVbjVHYVAyftS09GaFiOM4XrCSzWa1fft2ZTIZxeNxVVVVeYFKIBBQPp/X4OCgQqGQOjs7FYlEVF1dLZ/Pp4aGBjmO492/v79f+XxeuVxO9fX1GhwcVDKZlOM4qqqq8qp0otHomOdUVVV5Y7ONMV6T3aamJkUiES/ISaVSXqCzrwKZ/fF5AAAAAABQTgdUEGOMOUPSOyX9q6TTJc2RtGlfXb9Y9cpbDQOKbcEpfKyw6sCtNHF/h8NhVVdXK5VKqa2tTdFoVFVVVZo9e7YaGhqUy+UUCAT0xz/+UdlsVjU1NZo1a9aYyUOBQEChUMh7bVu2bFE+n1d1dbXXzyWTyWhgYMDbgpTL5dTQ0DAhVHH72KRSKcViMQ0ODo4Ja8ZvhypmT6pn3kqDZAAAAAAApqMDIogp2IZUKekJa23GGBOW9JfGGCvpHmvt4BTPv0zSZZK0YMGCSe9TrCdJYRiwNz1ipLFbeSbr1yKNNqfduHGjHMdRdXW1mpubve1A46tTpNGKmnXr1qmnp0c1NTUKh8Nqb29XVVWVtx0pFAppcHDQq1ZxA42+vj7l83nV1tZ6W4/q6uq0detWLywpts7CexdWwPj9fllr5fP5FA6HvSApl8spGAyqp6dHjY2N3rhr972YyoHSI2Z3/74AAAAAADggghiNVr5slZSTNNcY86+SjKTbNLpN6Z8kfXmyJ1trb9t5rpYtWzZp44tiPUl2Nwwo1k/DraYpbHQ7e/bsMddywwzHcdTb26t0Oq05c+aovr5exhhls1kNDw+roqJCIyMj8vl8Gh4e1vDwsNLptCorKzV//nw1Nzerp6dHxhgNDQ1paGhIAwMDGhkZUUNDg9dzJhaLye/3q6OjQ/39/bLWyu/3KxqNeqGJ27emt7dXqVTKayjs3t+d8tTd3e1td3IrXKLRqBdeuduVcrmcent7JUnxeFySxozBdgOcYp9HsUqk3a2qKdV2pt39+wIAAAAAYNoHMcaYhZJONca8JukEjX7h3ShprrX2DWPMJknH7KN7FX1sbyth3ECisNHt+HHNPp/PC1ySyaR6eno0b94875yenh5t2LDB6wezZMkSNTc3q6Ojw+slM3/+fEmj25CMMerr61N7e7vy+bzX7NcNQKTRyUZz5syRtVazZ8/2GgS7r9cNozKZjIaGhtTV1aV4PO6t1T2Wz+cVCAS8YMk95l7LHcUdDocVDoe9QOetbjPKZrNsWQIAAAAAHJCmbRBjRr/VxzUavvzEWpvbGcr8i6RHJUWMMSdptFfMw+Vb6eQKG/Xuqh9KNBr1JhX5fD719fVJGg0zHMfRF77wBf3xj3/UpZdeqiuuuEJDQ0OKx+Nen5dsNqtQKKRwOCzHcRQMBjU0NKTu7m4NDAyourpajuMomUyqvr5eQ0NDCoVCyufzY8KMaDTqrTUejyuZTGpoaEjJZFKNjY1e2DK+Usjto+Ou372mz+dTJpPxQiJXYVXLZI9P9p4Va3YMAAAAAMCBYN/NGt7H7KhOSe2SmnY+/ISkVyU1SuqXNF/SvdbaF8qzyqm51SXFtta4TXkLxWIxLVq0SPF4XJlMRp2dndq4caMuu+wyvfTSSzrrrLP0ve99T2effbZWrlwpv9+vdDqtdDqtvr4+rV+/Xp2dnaqqqlJ9fb3q6+sViUQUjUblOI53P7c5r7vNKJ/Pq7OzU8PDw95WKmk0RInH416o09XV5W0ncrcNuVU/7e3t2r59uwYGBsa8rsIJT9ls1nvcrWopfKzY4+62rpGREe8cN+iZKtyy1npbowAAAAAAmC6mZUWMMeZ8jTbmdSRFJdUYY06UNFuSlRSx1k7LKpipuAFMf3+/MpmMmpubvW1PmUzGa5q7Y8cODQwMaGBgQN/61rfU2dmplStX6sQTT9SaNWv0j//4j1qxYoUeeOABXX755br44ovHbBGqr69XIBDQ0NDQmMAnFoupqalJw8PDY4KOLVu2qLu7W3/+85+1YMGCMSFLNBr1KmPy+bxSqdSYXjDu1qdcLqdUKqVMJqNYLOZtZXLDHLfKxeX+OxwOK5PJeBUw46tdurq6tG3bNknytnftjn3RZBkAAAAAgH1t2gUxxpj3SjpN0iOSaiQdJulZSUdLWqfRqpiLCiYpHRDcbUH9/f3eBKVUKqVoNOo1y5VGKzny+byamprU3d2tBx54QNdee61OPPFESdKyZcv061//Wg888IC+/OUv6+///u9133336ZprrtGGDRvU19c3ppqms7NTHR0dWrhwoY455hgtXbpUb3/72zV37lwvEAoEAsrlcspkMkqn05o7d663JSmdTisej6uhoUHd3d1jJkC5aw6Hw6qsrPSqUPr7+xWNRlVZWekFMJON8HaDKenNiVKF57pbr9zfu+tAmbgEAAAAAJhZzHTJMowxPmutY4x5v6TXrbUvG2P8kv6PtfbunedUaHQ60p3W2j/tzX2WLVtm16xZs8/W7ZrqfXSnJ/X29o6pJnEcRzU1NWMqNvL5vLq7u9XQ0KCLLrpITzzxhNatW6f6+vox13SnLX33u9/VDTfcoGQy6R0zxqi5uVnz5s3TvHnz1NDQoA0bNuj555/3phf5/X4deeSRmjt3rk499VT91V/9lYwxWrhwodLptIaGhpTP5xUMBlVTUyNJ2rFjh3K5nMLhsKLRqFKplHK5nGbNmqWqqirvOe72qKqqKvX39ysQCKixsVGZTEbS2BHehT1hJE0Y822tlTFmtyclFdofU5OMMWuttcsmO76//r5KzRgz5d/0wXLP6WZXf18AAAAADnzTqSJmtkZHVOclbd/5mJVUJUnGmJCkoKT/Z61tL/XiCr8gusFKsdHK47kBgt/vVy6XU319vRdS5HI5BQKBMf1PstmsHMfR6tWr9eCDD+qqq66SMUY7duwYc91sNqu6ujp99KMf1Xnnnaenn35a9fX1mjdvnpqamrwR1ONfw+bNm7V27VqtW7dOL7zwgtauXauVK1fquuuu09KlS/WOd7xDy5cv10knneSt0Z18NDAwoN7eXgWDQUlSe3u7stmsZs+erYULF0oarXRxQ5lkMuk1BO7q6vJ6tsRisTGNf93pSsXGfLuBU+GkpMLqod0NZQAAAAAAmA6mRRBjjDlPo9uNfiPp7RrdfiRJYUmtxpiYpCsl3VaOEGa8wv4juxqfXNh8tr293dsm5I6Tdqs+3GqPUCikdDqtr3/966qurtZnPvMZVVRUTLju0NCQF2TU1NTo7LPP3q21JxIJNTc366KLLpI0Gma88sorevzxx7Vq1Sr96Ec/0ve//33V1tbq2GOP1SmnnKL3vve9WrBggSKRiILBoGKxmBcq9fX1eeOph4aGlEql1NDQoJ6eHuVyOc2ZM0fV1dUKhUIKhULq7u7W0NCQstmsKisr5TiO91ggEPB6y4RCIa93jDFmTO+Y/VHpAgAAAABAKZQ9iNk5kvovJF1jrW03xlyi0eqYDRqtiDlS0tmSfmCt7SjfSt+0J/1H3AChoaFB1lr19fV5DW/z+bz8fr8ikYi3VSmbzer555/XQw89pGuuuUa1tbX79bUYY3TUUUfpqKOO0jXXXKPOzk794Q9/0MqVK/XLX/5STz31lG666SadfvrpOuuss/T+979fvb29Xi8ZN2BxG+1mMhkNDg4qFospHA574dLg4KB8Pp/C4bACgYAXODmOo3w+r+HhYfl8PgUCgd3qHQMAAAAAwIGo7EGMRsdT/09BpcugJDd9yEk6RtK3rLUvlWNxxbhjqXfFDVbC4bD8fr/Xf0UaDWi6u7uVz+cljU72yefz6uvr06233qqamhpdfvnl+/V1FFNTU6MLLrhAF1xwgRzH0bPPPqsHHnhADz74oB599FF97nOf0+mnn67FixfrIx/5iCoqKrwR3Q0NDYrH4952Imm058vg4KCGhoaUy+UUjUZVX1+vwcFBDQwMqLKyUtXV1aqqqio6Nalw0lKhvekZAwAAAABAuU2Hb7ARvdkTRpL6JfXs7AlznqTPW2ufL8vK3iJ3W5I7jUiSqqurVV1d7W3DicViqqys9Ko+fv/73+u///u/ddVVV3lNcsvF5/Ppne98p772ta/ptdde06pVq3TFFVfohRde0C233KLzzz9f//Ef/6HOzk7t2LFD+Xxe2WxW6XTaq2Cprq5WfX298vm8Ojo6tHXrVq8SpvB1ZzIZb9x1Ycgy2Takwi1fAAAAAAAcKMoWxJid37CttT3W2tUFhzokxSTdIGnddOgJs6fcEc/hcFixWEySxoQG7nHHccY8LxgM6hvf+IYWLFigq6++uuTrnorP59OJJ56of/u3f9P69ev1yCOP6LjjjtPtt9+ud7/73fqnf/on3X333d447EgkMuZ11tTUqLKyUoFAQOl02nu8q6tLfr/f6wsjTR6yFF4vEokoFospEoloeHhYb7zxhoaHh8vx1gAAAAAAsNtKvjXJGLNcUoe1dp0xxtiJ82qPkPQ3Gu0Z81qp1/dWOY6jZDKpfD7tj9McAAAgAElEQVSv2tpaVVZWKp/PK5PJTAga3D4x7r/vuOMOvfLKK7r//vtVWVmpXC5X5ldTnM/n0xlnnKEzzjhDmzdv1o9+9CP98Ic/1D/8wz/ohhtu0Pnnn68rr7xSjY2N2rZtmzo7O71qGTegkaRkMqlUKqVMJqNwOKzBwUEvxJEmbkvKZrPq7e1VKpVSPB73pla1trZq/fr1kqRDDjmktG8GAAAAAAB7oBwVMYdLusoYs9haa83EvSe9kq611r5ShrW9ZdlsVvl8fkygMDg4KMdxNDg4KGk0YKiqqlI4HJbP51NXV5eefvpprVixQmeddZbOO++8Pbrnpk2bdNddd6mnp2efv55dmT9/vr74xS/qtdde0yOPPKKTTz5ZP/zhD3XMMcfozjvvVE1NjQKBgFfd4o7E7unpUT6fVzAYVFNTk3w+nyoqKrwtXO6WpUKRSESBQMALdQrXsHjxYs2fP790LxwAAAAAgL1Qjma9vRpt0HulMeZbGp2M9LoxplrSydbax8qwpr02vmns+GqOdDqtYDCo6urqMRUemUxG+XxeFRUVisfjuuKKKxQKhXTzzTd7lTD9/f0Kh8NF77tx40ZZa/X9739fP/vZzzQ8PKxoNKoLL7xQH/3oR3XooYdOuubNmzervr5e1lqtX79ezc3Nqq6uliSlUqlJAw13ZHUxmUxGy5cv1/Lly9Xe3q6rr75a1157rZ577jn967/+q2KxmDKZjBobG7375HI5hcNh9ff3a2RkRFu3bvV6xMybN0+BQEDDw8PasWOHGhoa5Pf7FY/HlUqlNDIyImutjDGqqKgoWgkzsdjqTYzABgAAAACUQzmCmHZJaySFJN0l6WFJKzTaF6azDOt5S9xtRtLEMcvuCGZ3KpDjOEqlUrLWKp/PexUfP/zhD/XMM8/ou9/9rubMmbPLe2YyGd1555265557lMlkdO655+qcc87R/fffrzvuuEN33323Lr74Yl1++eVqbm4e89x8Pq/nnntOzzzzjH71q1+pvb1dVVVV+shHPqJLL71UgcBb/5Nobm7WnXfeqa985Sv6+te/rra2Nt17771qbGz0pkj19vYqGAyqoqJCtbW16uvrk+M46u/v19DQkKLRqLe1aceOHXIcR9XV1YpGo/L5fBoYGJDP51NVVdVbXi8AAAAAAKVipqoa2C83NKZF0pmSjKTFkuZJusla+0Ip7r9s2TK7Zs2aPX7eZO+TWxETCoW87TKRSESDg4NjHqusrFQmk9HAwIAXynR1dWn9+vX667/+a51++um66667xlRqtLe3j6mIyefzuueee/Tv//7v6uzs1CmnnKLPfvazWrRokXdOW1ubfvCDH+jRRx+V3+/XhRdeqI997GNqbW3VypUr9cQTT2jHjh0KhUI6+eST9Z73vEe///3vtWrVKoXDYX3gAx/Qtddeq1mzZk14rbuqiCk20vvee+/VZz7zGTU1NekHP/iB6uvrFQ6HtWPHDs2dO1fxeFy9vb2qq6vT8PCwKioq1Nvb64243rFjhzKZjHK5nGpra9XQ0KBoNKpMJuOFMntjbytijDFrrbXLJju+t39f040xZsqKooPlntPNrv6+AAAAABz4yhHEhCXdJOk5a+2dO5v3Jq21r5bi/vsiiBm/HUkarX7Zvn10Cnd1dbXXJyYajSqVSnnVHH19ferp6VEwGFQymdSNN96olStX6pVXXpkQfhQGMdZaXXXVVXrggQd0wgkn6JJLLtG73/3uSdebSqX0X//1X7r33nu9aUKxWEynnnqqli1bpve9732KRqPe+evXr9ett96qX/ziF/L7/TrzzDN1ySWX6OSTT/Ze494EMZK0du1aXXzxxUqlUrrtttv0zne+U1u3blVTU5MikYiSyaSqqqrU0NDgVRS5W5RSqZQ2bdqkrVu3qqGhQccdd5z8fr+std499yZUIYiZGkFMeRDEAAAAAAe/kgcxkmSMaS7XWOp9EcS4W45isZgXPrijlaXRipju7m7l83nFYjEZY7zqjY0bN2rDhg1qaWlRIBDQD37wA33lK1/R6tWrtWTJkjH3LAxi7r//fl111VW66qqrdPXVV2vDhg2qra2ddL1uYLJt2zY9+uijOuyww3TSSScpGAx6PWKKefXVV/X444/r3nvvVW9vr4488kitWLFCf/EXf7HXQYwk9fT06IwzztCmTZt055136rDDDlM0GlUwGFQ6nVZXV5fXxDgWi3kVMSMjI+rt7VVnZ6dmzZqluro6L6RJp9NjPoM9QRAzNYKY8iCIAQAAAA5+5ZiaJDeEKTIx6YAQiUQUi8XGNN/1+Xyqrq5WdXW1AoGA4vG4N766cALQ3LlztXDhQjU2Nmr+/Pn60Ic+JL/fr5/+9KdT3vNnP/uZDj30UH3uc5/boxBhzpw5+uQnP6nly5crGAzu8vwFCxZoxYoVeu6553TLLbeov79fH/zgB/Xxj39cmzZt2u37jjdv3jw9+eSTWrx4sS6++GI99thjSqVSGhoaUnd3t7Zs2aJgMKiqqirl83l1dXWpo6NDw8PDchxHS5cuVV1dndLptPr6+iTJqzLaXdZapdPpGf9lHwAAAABQPmUJYlz2AP1G7E5Hymazchxn0nOKjWB2xzXncjnlcjnNmjVLp512mu655x6NjIwUvVZ/f7+effZZnX766XvdE2VPRSIRXXjhhfrtb3+r66+/Xk899ZROP/10ffnLX9bAwMBeXbOpqUm/+tWvdMIJJ+j666/XDTfcoO7ubrW3t2tgYECBQECVlZXehCnHcbR9+3Zt27ZNW7dulTRaeRQIBFRVVeX1itndP6NMJqP+/n5lMpm9Wv9kjDGXGWPWGGPWJJPJfXptAAAAAMDBpRxTk8rKcRyNjIwUDTTcccjFjP+yXzgtabKqDGut18jX7/d7jxeOuB4cHNTpp5+uxx9/XE899ZSWL1/undfe3i6/369f//rXyufzOuqoo7R582ZJ0ksvvTRlKDN37txJj23bts0bVz1eLpdTR0fHmMfe9a536YgjjtCPfvQj3Xzzzfrxj3+sK6+8Uuedd558Pp+y2aw3Tru3t1e9vb0KBAI69dRTvTUmEglJo0HUQw89pBtvvFHf/OY39dprr+lLX/qSli5dqlgspk2bNmn27NmqrKxUVVWVRkZGlMlkNDg4qHQ67b1nuVxOnZ2d3vs6fntS4Wfp9pNxt3lFo9Exn6d7PBqNes/Zk6oja+1tkm6TRrcm7fYTAQAAAAAzzowLYkZGRpTNZve4r8j4L+Zu+FL45X08twIjGo0ql8upoaFBgUBAfr/fm5w0ODios846SytWrNB9992nM88803t+LBaT3+/X6tWrFYvFdPLJJ3vjpTOZzJQ9YioqKiY9lkql1NjYWPRYZ2dn0RHajY2N+vSnP61PfepTuummm/TFL35R3/jGN7zKnmLOO+88rVixQn6/f0xoFAwGtWLFCp100km6/PLL9bGPfUxf/epXvb4vtbW1qqmpUX19vTKZjObMmaORkRHl83nlcjn19/erp6dHw8PDE7aIFeN+DtLEwGZ3jgMAAAAAsK/MuCDG7/d7X9yLTT/aXcaYXX5pd8Oa/v5+dXR0yHGcMcFBR0eHBgYG5Pf7dfrpp+vBBx/ULbfcoqqqKu8ajuPo6aefHhPCjLdx40b94he/0AknnKC3v/3tY6pv9rVjjjlGP/3pT/Xoo4/qD3/4g2pqarxAaMGCBaqrq1Ntba0ef/xx/ed//qeGh4d10003Fb3WmWeeqd/97ne69NJL9elPf1oXXHCBLr30UoVCIWUyGTmOo1AoJJ/Pp0AgoGAw6AVITU1NGhgY8CYtSWM/T0leFYzjON5WpmIKQzUAAAAAAPanGRfE+Hw+74t74fai/VEJ4YY1bpgQDoe9+0nymtXOmTNHl156qe6//349/vjj+sAHPuCds27dOnV1dU06qrq/v1/f+ta3lM1m9eKLL+rhhx/WBz/4Qc2dO3evJwPtis/n07nnnqtzzz3Xe2zLli1qamry/v+pT31KFRUVuuWWW5TJZPSTn/xEsVhswrVaWlr02GOP6YYbbtC3v/1t9fb2asmSJYpGo16wEg6HvUbI2WxWwWDQC2EKw6nCz9N9b1KplBeATfZ+7E6odjBKJBJqa2sreqylpaXEqwEAAACAmeGAC2KMMRdIapbUJelha+3Q3l6rsFfL7irWT2RX/H6/mpqavEazbiNad3zz8PCwenp6JGlC75bVq1dLkk466aSi13700UeVzWb1+c9/Xl1dXXr44Yf1ne98R88++6w++clPav78+ROek8/n9eKLL2rt2rV64YUXJEkNDQ1qbGxURUWFNm3apHg8rng8rubm5kkrcXblE5/4hCorK/XVr35Vp512mu6++24dcsghE84LhUK6+eabddxxx+kTn/iE/vmf/1k33XST0um0ksmk8vm8jjvuONXU1CgSiSidTnvblAqrh9zAy/0tSeFwWLlcjmqXItra2pggBQAAAAAldkAFMcaYUyQtl3S/pJikzxljvravpy9NFba8lX4i7iQlx3GUTCaVTCZljFFvb6+eeOIJGWP0jne8Y8xz1q5dq/nz52vWrFkTrtfe3q7f/e53eve73625c+dq7ty5Ouqoo/TUU0/pscce02c/+1mdf/75+tCHPqShoSGtWbNGzz77rNasWaOhoSFVVFRo6dKlCoVC6urq0gsvvKDe3l6tWrXKu0dtba3OPfdcnXXWWXu15enDH/6wFi5cqGuvvVannHKKbr/9dv3lX/5l0XP/5m/+Rj09PbruuusUjUZ1ww03yBij/v5+DQ0Nqa+vTz6fT/X19RocHPSa77qVM47jKJ/Pq7u7W/F43Pt8ZmK1CwAAAABgejogghhjjNkZtgQl3WGtfW7n47M0OoK7+NznN59/maTLpNE+Jq7JtiYVC1uKTd5xFR5zqy+mqpbJZrNKpVKSpPr6ejU1Namzs1NHHnnkmAa8juPoueee0ymnnFL0Og888ICCwaDOOecc7zG/36/3vve9Ov/883XHHXfowQcf1C9+8QvlcjlZa9XQ0KDjjjtOp5xyit72trcpFAqNuebGjRsVj8eVTCbV0dGh3/72t/rxj3+se++9V6eeeqquueaaKScyFfPOd75TTz31lD784Q/r/e9/v2666SZdccUVRd+jq666Stu2bdM3v/lNJRIJnXPOOfL5fNq6dau2b9+uhoYGb6qSm7+5n2NVVZUCgYCGhoaUTCY1a9as/bY9CwAAAACAvXFABDGS5kjaKikkaXvB4z5J1hgTlJS31jrFnjzZeOFiW5OstQqHw0qlUgqHw96X/fHhjOM4ymQyikQiXhDg9iNxHEc+n89rAjy+YCccDmvWrFne8wcHB/XMM8/oggsuGDOB6Le//a16e3s1b948/fnPfx5zjSeffFIvvviili5dqmeffXbCaz700EO1bNkyzZkzR6tXr1ZDQ4MWL16spqYmJZNJdXV16Te/+c2E5/l8Pr3xxhve/48//nglEgm9+OKLWrlypVauXKmjjz5ap5xyyphAxlo7pkfMeEuWLNG3v/1tffnLX9b111+vV199VZ/+9KcljfZoOeyww7xz/+///b/avHmzbrzxRgUCAZ1//vnK5XKqqKiQtVY9PT0aHBxUNBrVyMiIQqGQqqurFYlEFI1G1dXVpXw+71U1FUNAM/20tLRM+rm0tLSotbW1tAsCAAAAgP1g2gcxxpiFkk41xrwm6XhJz+98PCipTVKNpCsl3aqxIc1U15Qkb4z0eLlcTo7jKJfLeRUx40Obwmoa97FQKORVuzjOaCbkVm4UTmfy+/1e3xXHcbR582b19fXp5JNPHjN2euPGjZKkk08+WfX19d7jjuPof//3fxUOh9Xc3KyBgYEJr8GtdFm4cKEWLlw45tj69es1e/bsou/Nhg0bJjRq9fl8OvbYY5VIJJROp7V27Vr98Y9/1MKFC3X88cdryZIlyuVyUzZ4NcaoqqpKX/va1/TVr35Vt99+uyKRiP7u7/5O1tox2578fr9uvfVWJZNJ3XjjjVqyZIkOP/xwL/TasmWLotGo4vG4wuGwampqxnyO8XjcC7kKv9i/lSlZ2P+mCloIzgAAAAAcLKZtEGNGv3nFJZ0g6SfW2pwxpkXSCmPM5621240xx0g6X9Jt1trdCmF2R7FxxuMn6xQGM27vF2k0tHCb8oZCIaXTaTmO421FGh/sjIyM6Mknn5Q0uoWn0IsvvqiGhgbNmTNnzOOrVq1SKpXS0UcfvV9HVY8XiUT0rne9S+95z3u0du1arV69Wvfdd58ikYiWLFmiWbNm7XLajs/n0/XXX6/BwUF95zvfUSgU0sUXXzzhvFAopLvuuktnnHGGPv7xj+vHP/6x3vOe93jVRcPDwxoYGPCqltwqJPcelZWVE768F4ZnxQI4AAAAAAD2t2kbxOzsCdNpjGmX1KTR6pcnNbpN6S8k3SfpUEm3Wmtf2kf39Laz7KrBa2H4UqgwoMlms+rt7ZXP5/PGMbuVMm5lRltbmx5//HE1NjZq0aJFY6718ssva+nSpWMCBWutvve976mqqmrSqpb9zQ1kTj75ZG3cuFHPPfecXnzxRT3//PM6/PDDdf3110/5/vl8Pn3hC1/Q0NCQbrnlFjU0NOjII4+ccF5NTY3uu+8+ve9979MVV1yhNWvWyO/3q66uTrlcztvGlUqlZIxRNBqdcqLV3kzJAgAAAABgX5qWQYwx5nxJlZIcSVFJNcaYEyXNlpST5M5A/ry1tntf3Xd3JiI5juNVubhhzGTbXCKRiFKplDdqubBqw71PNptVR0eHli1bNiE8qKur0+uvv67h4WFvy5Lbm2ZPxmfvLz6fT4sWLdKiRYvU2dmp7u5u3X333Vq9evWkDYZdgUBAK1as0Lp167Rq1Sp97nOfK3re7Nmz9f3vf1+nnXaaVq5cqZNOOkmO46i5uVm9vb2S5PWK2b59uzKZjJqbmydUvLAtCQAAAAAwHezyG6kx5jhjzM+MMfcYY2L7e0HGmPdKOk1Sl0anIR0maaNGQ6N1kv5T0jZJ2pchjDT6hT4Wi03a4FV6Mzhpa2tTR0eHstnsmOPpdFrt7e0aGBhQNptVXV2dAoGA6urqFIvFFIlEFIlEvH9L0rp163TsscdOuNff/u3fatu2bXrkkUe8x/x+v5YvX67u7m6NjEw5LKqkIpGIzj//fNXU1OjFF1/crecEAgEtWbJkTHPgYo4++mhJo1u12tratGnTJmWzWS9syeVy6uzs1KZNmzQwMDCmR4/L3ZaUTqe9IA0AAAAAgFLbndKAy6y1F0q6XNI/7a+FGGPctdRodLvRLyU9IOmP1tqXrbV3aXRr0gpJa/fTGor2FikUiUQUj8fV0NCgeDw+6TYXt7pmx44dchxHw8PDXvVM4bamTZs2yXGcokHMCSecoOOOO0633367MpmM9/hpp52mkZERdXZ2vsVXvG/5fD4dddRRevnll3c76Fi0aJG2bdumdDo96Tm1tbWKx+PasmWLampqJI2GL264FQ6HFY1GVV9fr5qaGq9qqDBwccMvabQaqfD9BAAAAACgVHZna5KRJGttr9m/e2Fma3REdV5vTj+ykqokyRgTkhSU9P+ste37YwHjx0wXO2aMUSAQkM/nUyAQkDHGaxaby+UUDAZVVVWl2tpa5fN5BQIB9fb2KhgMynGcMROUBgYG9PTTT0uSDj/88AnhQF9fny655BJdffXVuuOOO/SRj3xEknTIIYeooqJCra2tkzbr/fnPfz7pa8nn82pvL/4WBoNB/elPfyp6rKmpSa+88krRY5WVlfrTn/6kxsZG9fX16Te/+Y2am5u94+6UqPFqampkrdWaNWt0zDHHTDg+MjKiYDCoxYsXq6urS4sXL9bAwIAqKiq8bV/Dw8Myxqi6ulp1dXXK5/Neg+TCQMitdHJ79gAAAAAAUGq7E8TsKPj35EnFW2CMOU/SRcaY30h6u6Qndh4KS2rduSXqSo1OR9ovIczOdezWcbcKJhwOe2OSc7mc+vv7valJ+XxelZWVSqfTyufz6unpUTwe18DAgDZv3qx58+app6dHL730kurq6rRo0aIJ9z/66KN14okn6sknn9TDDz+s6667TvF4XJJ05JFH6uWXX9ZJJ52kcDg8Ya3f+MY39ui1GmO8EdO1tbVFn1NZWamlS5cWPeaOr66urtbDDz+sHTt26MQTT/SOz58/v+jz3KDkjTfeGHN+4fFAIKBDDz1Uq1atUj6f14IFC9Tf36/29nZVVlYqn8+ru7tbdXV1XtVROBxWIBCQ4zjq6OiQtVaxWEzxeHyXVU8AAAAAAOwvu7M16f/s7A/zs8J/G2Pu2RcLMMYs1OgUpGustbdJ+h+NVsdIo8HPkZL+RdJD1tqOfXHPfcXdfuRWuMRiMTU0NIzp/xIKhTQ0NKShoSGlUil1d3erv79fPT09CgaD2rJli4455pgpg4HrrrtOg4ODuuWWW7zHDjvsMI2MjOjPf/7zXq3dWjvmx3EcjYyMKJPJKJVK7XX/mfr6es2ePXvSypnx5s2bp2AwqNdee23K8w499FBt377da3Lc39+v7u5updNpRSIROY4jv9+vfD6v1tZWZTIZVVZWKhKJqLKyUtFoVPl8fkJPHwAAAAAASmmXQYy1drG19iJr7YXj/n3RPlpDu6T/Kah0GZTklmTkJB0j6Y59NaJ6X3DHUqdSKVVVVSkcDnthTCAQ8KoyHMdRMpnU8PCwfD6fBgYGlMvlvKqTSCSiV155peiWnEKHHHKIPvzhD+snP/mJurtH+xPPmjVLdXV1k24j2pVAIOD9+P1++Xw+GWO86pItW7YUbUa8O972trd50552xe/3q6WlRa+++uqU5y1evFiS9Oyzz6q/v1/V1dWqra1VZWWlQqGQFixYoJqaGm3ZssULx6TRzyqdTo95zwEAAAAAKJfpMMc3ojd7wkhSv6SenT1hztPoiOrny7KySbiBizuO2t2WVBhauCFMf3+/BgcH5fP5vGoTx3G0bds2ZTIZDQ0NqbGxcZf3PPvsszU8POwFL8YYHXnkkdq8ebOSyeQerb/YtiSfzye/36/q6mo1NzcrFotpeHhY3d3dU/bOKeb444/X0NCQHn300d06/4gjjtAzzzyjgYGBKa/p9/v105/+VN3d3err69Pw8LBaW1u1bds25XI5bdiwQb29vQqFQqqvrx/z/F2NGgcAAAAAoBTK9q3Ubfxrre2x1q4uONQhKSbpBknr9mdPmL3l8/kUj8e9Covx46il0UqMoaEhBQIBzZ8/X/F4XPF4XPPmzVNjY6PC4bBqa2vV0NCgDRs27PKebnVJ4T2OPfZYBYNB/eEPf9hnr80Yo1AopLq6OtXW1mpkZERDQ0N7dI0lS5bopJNO0s9//nNt2rRpl+efc845ymQyuu+++yY9J5FI6LrrrtMvf/lLPfTQQ2psbFRLS4sOPfRQNTQ0aGRkRKFQSLW1taqurlY2m9XAwIDXqycUCjG2GgAAAABQdiUPYowxy40xS6y1dpIpTEdI+qqk2621UzcO2Q+stUqn0xoZGVE6nZ60GqSwwmJ8tYXjOF6T2WAw6FXEuNOWqqurFYvFFI1Gddhhh+n111/f5brciUru2GtptFnwscceq9dff93bsrQvuaHP3ox6vvjii1VVVaXvfe97yufzU557xBFHaOnSpbr99tunrL750pe+pLPPPltf+MIX9Pvf/15+v1+RSETWWoXDYTU2Nqq2tlaZTEbd3d1qb2/X5s2blU6ntWPHjglVSwAAAAAAlNruTE3a1w6X9GFjzL9Za9cbY4wd++27V9K11trd6/b6/7N351FylmX+/9/3U/ve3VXV1Z2YdCcsgQRwITBOBFEZhm3wB8L4HVzGHRX4ku8M/AQGz7CMjB5lGTdEPDgyyuiII+gRz6AjYVxGfyPgFwURhJAma3dVd1d37dtz//7oPDfVlaruTtJbkut1Tp9O1/bc9VTpOc+H676uA+A0qC0WiwSDQbNVx7ltcnJy2ujjYDBIsVjE7/fPuLXFGWHt9FmJx+Pm73w+D0wFKbZtm2qNwcFBfvzjH1OpVPZ5vdHRUXw+H4AZN12pVEin02SzWdxuN2vXruXJJ5/kpz/9KW984xvnfA5mqgzJZrPm326326w9mUzy29/+tu1z4vH4PpU5r3/963nkkUe4++67ueqqqzoez+1287a3vY2bb76ZH//4x9N65tTrdbxer/n7S1/6EmeffTbveMc7+Na3vkU8Hjf9efx+P1pr02g4HA7T29trpihVKhXzmJlorfdrqpJS6jLgMoDVq1fP+XlCCCGEEEIIIY48SxHEZJlq0LtZKfUFpiYjPa+UigCbtNY/XIxFOIELvFJlopQiGAwCU9Um5XLZhDDOYwOBgLnwbw1lnF4xAI1GwzTzBcy2mFgshlLK9ItZtWoVmUyGUqlEPB6f9no9PT0mhHCCgb6+Prq7uzn//POJRqPAVDjzve99j+uuu46VK1cCsGXLFrTW7Ny5E5/PZ8ZeAwwPD7cdeQ2Qz+dxu6d/LZyAaXx8nFQq1fZ5mUyG/v7+abetW7eObdu28Zvf/IaJiQnWrl3b9rm1Wo1LLrmE22+/ne9+97ts2rTJ3FetVnG5XObvrq4u/u3f/o03velNbN68mQceeIBIJEIsFiOXy9HV1TWt8gimPmuXy2U+i/m2d9rXPQAbN25ckBHvQgghhBBCCCEOD0vRI2YP8C/AXcC/An+19/YoMLJYiwgGg2Z7UDOlFKFQCJfLRSgUMuGM0wOmVCq1bcxbKBTw+XxEo1GSySTRaJRisUgmk6FcLputSsFgkFAoxKpVqwiFQpxwwgkAs46hLhQKwPStSY6LL74Yj8fDt771rX3ei8/no1Kp7HfDXYcTghxob5UzzjgDv9/PHXfcMeMUpXA4zIUXXsgPfvCDaRU57QwODvKNb3yDrVAJsMcAACAASURBVFu38rGPfYyxsTFyuRzFYtFMqHIUi0UmJiYYHh4ml8tJjxghhBBCCCGEEEtqKYKYIeDPgTcBjwEblFKv1lrvXMzpSE7gMpctKE4YY1lWx8a8znSkUCiE2+0mHo8TDodJJBL09PQQi8WIx+Om30q5XCaTydDX1wfAc8/N3A6nWCxiWZbZqtTMqZB57LHH2LFjx7T7/H4/jUZjTqOkO713pZTZ7rO//H4/b3nLW9i2bRvf/va3Z3zspZdeSqVS4YEHHpj1dU877TRuv/12HnnkEW677TaGh4fp6uoyE6n++Mc/ksvlCAaDZnvVyMgIhUKBfD5/wMGUEEIIIYQQQghxMJYiiBkGjgVyWuurmaqMObCUYAm0G4McCAQIh8OmSS9MhTNOeOJ2uwmHw5TLZVO54VTGHH/88UQiEbZs2TLjcV0uF1pr0yum1SWXXILP5+P222+f1m/G2YK0e/duE0TMNYRw+q04PXUONLxYu3YtmzZt4qGHHprxNdavX88pp5yyT2VPJ+95z3v4wAc+wIMPPshzzz3H8PAwWmvq9Tr1et2EXn6/n2AwaMaEO5+B05i5dU22bTM8PHzA4ZMQQgghhBBCCNHJogcxWusy8Gmt9Tf2/v1fWuvfL/Y65pMzOSmfz5stS852peatMMFgkHA4jNaaUCjE2rVr8fl8/NVf/RXf+c53Zhxjfckll2BZFvfcc0/b+2OxGNdccw1//OMfueOOO0y44PF4WLFiBdFolGq1SiaToVKpUCwWqdfr5nFO6GLbNrVajWq1SrVapVaroZTC6/XuVwPbVsceeyylUolyuTzj404//XS2bt1KLpeb0+ueddZZwNT5DofDuFwuVqxYwerVq0kmk9O2hznbzSKRyLTeP61ToTKZDLt27SKTyRzYmxVCCCGEEEIIITpYiooYtNZ7ADqMrz4ktAYtrVuWnMoZmOrv0lyhkc/nTSNggL/+67/G4/Fw2223dTzeqlWruPDCC/nmN7/ZMSB4/etfz/vf/35+/vOfT+uz4vF46O7uZuXKlWaKULVaJZ/PMzExweTkJBMTE6aHilMFo5QyI7hnmhY1F93d3QCz9n858cQTAfj97+eWzTnNg8PhMCtXriQUCpktYuVy2Yy19vv91Go1crmcCZ869QlKJBKsWLHCVNAIIYQQQgghhBDzZUmCGIc+RBt12LZtRkg7FTCtW5ZCoRB9fX1YlkUulyOdTjM8PEy9XgemJgUNDw9TKBQ4+uijOffcc7n//vvZvn17x+NefvnlVCoV7r333o6Pueiiizj77LPNCO5mSikCgQBer5dYLGb+7fSeCQaDuFwufD4fPp8Pr9eL2+0+qEoYR1dXFzB7ELNhwwYAnnlmbtPLnR474+PjBINBgsEgkUjEbC8qlUpYlsXo6ChDQ0O89NJLvPTSS+Tz+Y59gizLIpVKTZvWJIQQQgghhBBCzIelGF+95A42WCiVStTrdTMFqR0nmLFtG6UUtVqNTCZjxmLv2bOHcrnMqlWr8Pl8XHHFFTz88MPcfvvtfPGLXwQgmUxOCwN6enq46KKL+MY3vsHZZ59txle3uu6669i+fTvPPfccH/3oR1m3bt20+2+77ba205cA3G43r3vd69re98wzz7BixYq2923dunVab5pWzvHS6TRHHXXUtPucLVAwFdj09vby29/+llqtRq1W6zjpqNFomIqYF154wYwVb9fPxufzYVkWfr/fjA5v7fXjcBoUHw4GBwcZGhpqe9/AwMAir0YIIYQQQgghxJJWxByqgsGgCQw6XbA3Gg3TPDYQCJhtMqFQiHg8DmAqVgKBAMcffzzvec97+MpXvsJ///d/dzz2NddcQy6X48EHH+z4GLfbzVVXXUVvby//9E//xPDw8EG82/nhVMRMTEzM+tgNGzbMeWtSOBw225B8Ph+ZTIbJyUksy6Kvr49QKGQqf5wKn2g0araWtfbxOdwMDQ1Na7bc/LNt27alXp4QQgghhBBCHHEkiDkAzpYWoOMUokwmw44dOxgaGjIX+9FolHA4TKVSwe/3m/4kTiXJjTfeyOrVq/nQhz5ktjy1OuGEEzj33HP57ne/u0+T2WahUIirr74agDvuuGPOzW8XilO9M9cg5sUXX5zx/TXr6+tjZGSEUqlEo9HA5XKZqVSWZZkKpnq9bpr6RqNR8vn8tO1lQgghhBBCCCHEQjvkghilVI9SKrwcGv22Tt1pbuCbSCTo7u7G4/EAEIlECAQCFItFqtUqXq+XdevWEQ6Hzfhrp4Ll+eef5+677+54XKcq5o477phxxHIqlWLz5s2k02luvPHGjltUFprWmi1btqCUolqtzvr4devWYds2L7300pxev6+vj3Q6bUKYnp4eYGpMtdOA2LIsEokEXV1d+Hw+0uk01WoVt9ttGiwLIYQQQgghhBAL7ZALYoDTgQFgyTuptk7dKZVKTE5OUiqVcLlcDA4O0tPTYyoznJCmXq9Pa4Tb3Oj3jW98IyeeeCIPP/xwx+OecsopvPe97+WRRx7hU5/61IxhzHHHHcff/d3fUa/XueWWW/jFL34x7+dhJsVikUceeYQvfelLbNiwgfPPP3/W5zjvx+fzzekYxxxzDM899xyjo6M0Gg1KpRKjo6Ps2bOHkZERs00pEokQCoUYHx8nm83SaDRIJpMHPRFKLLyBgQHTu6f1Z3BwcKmXJ4QQQgghhBBzdkhdgSqlNgCrtNbPAG9SSg0opTxLuJ5pU3c6jbBWSplpPpZlmX4lwWCQRqNhqjNyuRyFQoGTTz6ZX/ziFzNuJ3r3u9/N+9//fv7jP/5j1jDm6KOP5pZbbmHNmjXcfffd7Ny5c1H6orz00ks88MAD7Nixg/e9733cdNNNZoz1TJztS7FYbE7HOf744xkZGWHHjh1YloVt2+TzeYLBIL29vYRCoWlbyWKxGF1dXaxcuZJSqXRY94g5XGzbtq1jr5ulqvQSQgghhBBCiANxSAUxTK23rpR6M3AJ8HrgLqWUd6YnKaUuU0o9rpR6PJ1OL9ziWkZYO7TWFItF/H4/MLVNKZlMopQim80yPDzM7t27GRkZYXR0lHPPPZd6vc7PfvazGY/3vve9b1oY40weaqerq4vrrruOs88+m0wmw+9///s5bRPaX1prxsbG2LJlCz/60Y8Ih8NcfPHFXHDBBXOuPHFGXM81iFm/fj0Azz77LH6/H8uysCyLaDRqwi94pWJpYmKCQCBANps1FUxCCCGEEEIIIcRiOCTGVyul1gMVYAcwDpwAXKm1riulasD/Ar7e6fla63uAewA2bty4b2fdVx53wGuc6bmlUonx8XEmJyeJRqOmKsRpIBuPx+np6SGTyTA+Ps5rXvMawuEwjzzyCGeddVbH1wR45zvfiW3bfO1rX+PFF1/k+uuvZ2BggPHx8bbPO//883n66afZtWsXTz31FGvWrCEcDpv7/X4/O3fubPvccrnM6Oho29t37tzJ1q1b2bNnD6VSCaUUGzZs4IQTTsDlcrFnz56O50drPW2y065duwgEAoyPj6O1pre3t+3zarUafr+fY489FoDt27fTaDTw+XwEAgH8fj+2baO1plQq4fP5iEQieDwestks3d3d5jVaP79l0IJICCGEEEIIIcRhaNkHMUqps4AzgceBFcAeoJepMOb/As8B5y7EsZ1KlmAwaPpR7A/btimVSni9XiYmJiiVSgQCAYLBIJZlkU6nGRsbIx6Pk8vlUEpRLBap1WqcdNJJPPbYYwQCgbbHPfXUU02FzSmnnMJZZ53FVVddxeWXX87NN9/M+eef37ECJZFIkM1mueWWW9i6dStvfetbectb3sLRRx/NT3/6U/r7+9s+L51Oc9JJJ6G15sUXX+RXv/oVTz31lGmqG41G2bRpE6eeeip/8id/QiqVmtN5ymaz0x5bq9Xo6uoilUph2zaRSKTt82q1Gm63m4GBASKRCC+88AK5XM4EOOFwmEgkQrFYNNu8QqGQaeLrbBcTQgghhBBCCCEWy7INYpRSFrAWuAC4RWudUUq9HXgEiAMrlFLvAAaBOxZiDc5UJMD0GNkfzlYYy7KIxWIEAgHi8bgJaLq7u6nX62QyGer1On19fRx33HFMTk6yadMmbrvtNp5//nnWrVs367EuuOACTj31VK688kquvfZavve973Hrrbd2DEOOOuooPv/5z/PFL36R73//+3z3u99l1apVrFmzhje/+c0kEom25+MHP/gBjz76KC+//DJut5t169Zx6aWXsnbtWs4991xcroPvoTwxMTHnbUkwVb1y/PHHMzo6yosvvki1WiUSiZBIJBgZGSEWi5nePE7D5FbOZxIIBKR5rxBCCCGEEEKIBbNsgxittQ28oJT6T2C9UmoEeBMwBpwDvA+oAVu11i8uxBqcaUjO7/0VCASwbRvbts1r5PN5yuUytm0TjUZxu900Gg38fj89PT1MTk6yevVq3v72t3Pbbbfx2c9+ls9//vNzCjhSqRTf/va3+ed//meuv/56LrroIh588MGOYUw0GuX6669ncnKSn//85zz66KP89Kc/5ac//SkbNmzgwgsvpKenh2eeeYbHH3+cZ555hkajwdFHH82HP/xhNm3aZAKq8fHxeQlhGo0GQ0NDbYOgmRx99NFs2bLFrCEUCpHNZsnn86Y/z+joKMVikXg8Tn9/v/l8nIa9+XzePFcIIYQQQgghhFgIyzKIUUr9P0AI8AAZpipj/gq4V2v9hFKqD/BqrX+8wOs4qItyp2lsPp8305Qsy8Ln81GpVPD5fNRqNfr7++np6WHHjh0MDw+zZs0aTj75ZK688kq+8IUvMDw8zD//8z8TjUbntOb3v//9rFmzhosvvpgvf/nL/P3f//2Mz4lGo5x33nmcd955fP/732fbtm385Cc/4dZbb532mI0bN/L2t7+dgYGBAz4nM9Fac+edd/LCCy/woQ99aM7Pq1arbNmyhRNPPNH0gvF4POZ89ff3m6lUtm2bpsowNUVpcnKScDg8beKVEEIIIYQQQgixEJZdEKOUOhP4M+AHQA+wQWv9aaVUBXhZKRUC/gT4yRIuc1ZOpYXTx8UJYZwAwO12UygUKJVKRCIRKpWK2cbkhAG33norq1ev5vrrr+fMM8/k29/+NmvWrJnT8Y855hguvvhivvOd7/CBD3yAlStXzul5sViMc845hze84Q08+eSTTE5Ocuyxx3LMMccwOjq6YCFMoVDgxhtv5Pvf/z6XXHIJF1100Zyf++CDD7J7925uvvlment78Xg8eDwenn/+eWCqAXEwGCSTyZBIJKY1J3bOtWxJEkIIIYQQQgixGJbNlefenjAAMeDLWutHgG8Bw0opP1MNes8H/hH4otZ699KsdG4KhQK7d+82zX4ty8K27Wk9SgKBAJFIxIQB4XDYNJ6FqR4zb3nLW7jlllvYvXs3p59+Ovfdd9+cpzt9+MMfxrIs7r777v1efyQS4YwzzuCCCy5g3bp1CxpSvPTSS7ztbW/jBz/4Af/n//wf/uEf/mG/nn/XXXdx9NFHc9FFFxGLxYjH4yZsyWazZDIZxsbGKBaLWJY1rflxp5HjQgghhBBCCCHEQlhOFTH9wE6gDjSHLF6tdVkp9a9AGfi+1npsKRY4k9ZwpDl0ce5zmvcCZhKTz+czPUz6+vrMlCTnOZZlceaZZzIwMMCXvvQlrrjiCr75zW/yyU9+kg0bNnRcz8TEBIFAgAsvvJB///d/5+yzz+bEE08093UKHgqFAtlstu19+XyeTCbT9r5isWh6rLRTr9f3uU1rzY9+9CO++MUvEovF+MpXvsIpp5xCrVajVqsBU5ORnFHdrWq1Gk899RS/+tWvuPXWWwkGg5TLZYrFIl1dXaxevZpkMkkymSQYDBIMBk1fGOf9O6Otm6dTaa2n3d88OasdpdRlwGUAq1ev7ngOhBBCCCGEEEIINdfqigVdhFJvBf4X8F/A64C/1VoXlVJBYBPwa2AzcLfWeuRgjrVx40b9+OOPH+yS99F6HnO5HMPDw6RSKVPh0u6iPpfLMTIyQm9vL6FQyIQyTgNZmAo5qtUq1WqVhx9+mFtuuYVSqcT111/P1Vdfjdfr3Wc9Y2NTWVU6neacc85hz549fOQjH+Hqq68mm812nEo0U6PcnTt3dtziVCqVGBwcRGvN17/+de677z6OP/54Tj/9dE477bR9XrNQKHDDDTfw4IMPsmnTJv7lX/6F3t7efV63XC53bJZs2zaXX345Dz30EL/73e/o6ekxU6iUUhQKBYLBoGlWnMvlTL+evr4+85jJyUmi0ajZNqa1Np9P6/2WZT2htd7YdkEs3PfrQDWHeoerw+k9KqVm/H4JIYQQQgghDn1Lvh9DKbUGeANwtdb6HuAXTFXHAGhgPXAT8ODBhjALrbkKJhQK0d/fP63Zr9P8t1NlRaFQYHh4mN27d/P73/+e4eFhXC4XyWSSarVKPp/nL//yL/nhD3/IW9/6Vm666SZOPfVUfvnLX3ZcUzKZZMuWLVx66aXcdddd/Nmf/RlPPPHEvL93Z/1XXHEFH/vYx9Ba8+ijj7J582ZOPvlk3vSmN3HDDTfw8MMP8+tf/5oLLriAhx56iL/927/l3nvvbRvCzGZ4eJh/+7d/45xzzsHtdpPP57Esi0gkYqZVWZaF1pp0Ok0mk5k2SQmmKpOi0WjHsGe2+4UQQgghhBBCiP2x5EEMsAf4hdZ6z96/K0DX3n+XgVcD/6K1/t1SLG5/OFuPnCa8nRrAaq0pFAporQkEAoTDYTweDyMjI9TrdcrlMvV6Hbfbbbbb5PN5du3ahW3brF+/nrvuuouvfvWrFAoF3vzmN3PzzTd3XFc0GuW2227jgQcewLZtLrvsMq666ip+/OMfUy6X5+W9P/fcc5x99tk89NBDXH/99fznf/4nTz/9NI8++ig333wza9as4cEHH+Tyyy/nkksuYXJykvvvv5/Nmzcf8Njrz372s9RqNd773veSz+exbRufz0cgECCZTNLX14ff70cpRSKRIJFIcOyxx5JKpUywMls4Ntv9QgghhBBCCCHE/lgOPWICTO8JMwmMKaV8wDnADU0hzbLmNN21bdv0gmk3/rpYLJr7tdbYts3u3buZmJigu7ublStXEo1G6enpMa/nbO2xLItwOEw2m2XTpk38x3/8B3//93/PP/7jP1IoFPjkJz/ZMdg47bTTePTRR7nlllv43ve+xw9/+EM8Hg9veMMb2LhxIxs3buy4ZamTRqPB1772Ne666y4SiQQPPPAAb3jDG8z969evZ/369bz3ve+lVqvx29/+lmeffZY///M/P6AqGOec3XrrrXzhC1/gve99L+vWrWN4eJhisUg2myUajRKLxUgmk4yOjpowy7IsPB4P4XDYhGEz9X4RQgghhBBCCCHm25IFMUoppaeMAc3Nd4eBKPBR4N5DJYSBVybwOFtinGCmlVONEQwGTW+LeDxOMBgkHo/jdrtJpVJorcnlcqTTaRKJBF6vl3q9brbVKKVIJpNcd911lMtlPvvZz/Lss8/yjW98o+Mag8EgV111Fddddx3/8z//w5YtW/jZz37GY489BoDH4+GEE07gda97Ha997Ws56qijOm7N2bFjBx//+Mf5zW9+w5lnnskXvvAFuru7Ox7b4/Fw8sknc/LJJ8/pfLajteaGG27gc5/7HBdccAE33XSTqSyybZuxsTH8fj+BQIByuWy2izm9eZz30RyGtQvLhBBCCCGEEEKIhbDoQYxS6gxgWGv9ByeMaXnI8cBfM9Uz5rnFXt98cAKZTpztLg5n1LLTVLaZU7mRSCRIJpMmUHC73bhcLmzbxu/3c/XVV/Onf/qn3HjjjZx++ul89atfZe3atR3X4FTCONUrY2NjPPHEEzz66KM8++yz3Hfffdx7773T3lMwGCQWixGJRIhGozzzzDMopfjEJz7BmWeeOWMIMx9s2+Zv/uZvuPfeeznnnHP49Kc/TS6Xo1QqkU6nCYfD2LZNd3e3WS+80hC5r6/PVPw0h2Fztferuhy28wkhhBBCCCGEOEQtRUXMOuBSpdRtWusX2oQxWeD/1Vo/swRrO2CdprY0j0fu1C+mHaeSI5/Pm9HKzQGOMxbb5/PR29tLLBbjta99Lccccwwf/ehHOe+887j77rs57bTT9nltZwJTs3A4zBlnnMHAwACJRIJSqcTTTz/Nrl27yOfz5HI59uzZQ6PRMH9v3LiRzZs3s2LFCtMXp5NKpdLxvnK53PG5lUoFv9+PbdtcccUV3H///bzzne/kmmuuwefzUS6X8fl8pFIparUasVgMy7JoNBp4PB5CoRBer5dyuUx3dzeNRoNSqTStOsa27bYjrFvtHc/t6fhGhBBCCCGEEEKIWSxFEJNlqkHvZqXUF5iajPS8UioCbNJa/3AJ1nTQmi/gm0dUz7YFxglYWpXLZUZGRrBtm1gsZvqalEolfD4fExMT5PN5UqmUGXc9NDTEhg0b+NrXvsa1117Lu971Lu644w4+8pGPTDtGLBbD7W7/0adSKXw+H8A+W4jy+Tx+v7/t8wqFgqnsmen8tDPTiOpAIEAgEODKK6/k/vvv54YbbuDyyy+np6eHYrFo+uHk83nGxsbo6ekhEolMO6+1Wg2/30+tVqNWq5HL5aaFWrJNSQghhBBCCCHEYlmKIGYP8DjgA/4V+B5wC1N9YZb1eOq5aL2odwKG5ka+rRUy7W4LBAJmq1IoFMKyLAqFgnntdDptqjYCgQDpdJpsNkuhUGD16tXceeedfO5zn2Pz5s08/fTTfOITn1jwrUMLQWvNxz72Mb785S9z+eWX8/GPfxyXy0Umk6HRaFCv1805cblcJpTy+/3TzmXz707/7tTTx7E3aKrN49sTQgghhBBCCHGEWYogZgg4F1DAY8AGpdSrtdZPATuXYD3zqrX3iFJq2mQeZ8Q1vFJ90e42wDT8tSwL27axbdv0QXHGXgcCAUqlEitWrMC2bcrlMrlcDtu2ufjiiwH4yle+wle/+lXe+MY38qEPfYi/+Iu/WJyTcZC01nziE5/gzjvv5P3vfz8f/OAHGR8fJxQKUavVqNfrpm/OwMAAfX19+Hw+crkcQNsKneb+Pc0B2FwqYfZ+hvZ8vseDNTg4yNDQUMf7BwYGFnE1QgghhBBCCCFmsxSNR4eBY4Gc1vpq4C4OoyoDZ8tLu604zWFKc4VM623wSjjj9E4plUrk83ksyyISidDf309vby+VSoVcLketVmNwcJBEIkEsFsO2bVKpFFdeeSUPPfQQmzdvZseOHbzjHe/giiuuMJOXlivbtrn22mv5zGc+w6WXXsrnP/95sw3L5/Ph8Xhwu928+OKLDA8PMzExQSKRMEFL8xaq1nPpKBQK7N69m0KhsNhvb94MDQ2hte74s23btqVeohBCCCGEEEKIJoteEaO1LiulPu2MpdZa/9dir2GpOGFKNBo122bK5fI+t8G+22WafzsTgZRSbe9vDmm6u7up1WqcffbZXHfddXzqU5/izjvv5Mknn+TrX/86xx133KK9/7mq1Wp89KMf5Vvf+hYXXngh73rXu0wz4Hq9jsvlIpFIkMlkqNVqjI+Pk81mKZfLeL1eMzXJ4Yy2dn7aNU0Wh66BgYGOPYgGBgYkjBJCCCGEEEIsK0uxNQknhOkwvvqw1a4XiVO50dqfpDlscf52tiG19pvxeDxkMhl8Ph+lUolIJLJPc9/R0VGGh4c577zz6Ovr4zOf+QynnXYan/vc53jHO96xGG9/TorFIu9+97t55JFHuPbaaznnnHNQSrFz504TWPX29lIoFMy0pHq9zsTEBBMTE/T395vgpbnvjmVZTE5OTtuaFAqFzOPFoWumoGWmJtFCCCGEEEIIsRSWJIhxHEkhDOwbpjgBQaf+JK2np7mXjDO6eWJigmw2S61WI5VKEYlE8Pv9ZnqTs22pUqkwMTGB1ppNmzbxzW9+k5tuuokPfvCDfPCDHzT9VLTW0y5ek8kkJ598Mhs3bmT9+vVs3Lix7eSker2Obe9/+xStNX/84x959tlnefLJJ/nJT37C888/z80338zFF19MuVym0WiQSqUol8vU63WGhoYYHx+nq6sLl8tFX18f5XKZUChEKpVCKUWpVDK9cizLwufzEY1GzbmBV/r3tDvXcgEvhBBCCCGEEGIhLGkQcziZ6cK9+b7mMCUcDs/4vNYtNM2NgLXWNBoN0+slEomQTCbNWGrbtlFK4XK50FqbMdjFYpFIJEI8HufDH/4wZ5xxBrt27aJWqzExMUGj0TDjrb1eLzt27OCXv/wl3/nOdwDweDy8+tWv5tRTT+WYY46hUqlQKpUoFotUKhWKxSKlUolarUYoFCIcDu/z4/V6eeaZZ3j88cd54oknGB8fB6aqg1772tfy5S9/mbPOOovJyUkqlQqNRoNcLkdPTw8TExMMDQ2Z0Kder1OtVs3EpFQqZQIvpRTVapXt27czMDBALBYz56ZUKk2rONqfz1MIIYQQQgghhDhQEsQsstapSvvDaQQMU1t4RkZGSKfTBINBXvWqV5lmtIFAgNHRUer1OpFIBMuy8Hq9jI6O4vV6KZfL+Hw+TjvtNE499VT8fj/PPfccw8PD9PT00NfXx5o1a3C73Xg8Hnbt2sXIyAhPPfUUv/71r3nhhRe47777pjW59Xg8BAIBgsEggUAAj8djKnKcypRmLpeLE044gfPOO4+TTjqJ17/+9YRCIarVKqtWraJcLuN2u3nVq15FtVqlXq9jWRbd3d2EQiG8Xi8rVqwgm83idrt5+umnyWQy7Ny5kzVr1phKo2w2SzqdJh6PE4lEKJVK2LZNPp8HmNO0JCGEEEIIIYQQYr5IELPILMtqO1Z5fznjq52JS8Vi0UxVCofD1Ot13G63OVY6naZWq5HJZLBtm2AwSF9fnwk/isUiPT09+Hw+/H4/oVAIy7IoFArEYjHq9TonnXQSiUSCCQr4TAAAIABJREFUaDTK6tWrTbWKbds0Gg0zmcjv9xMMBhkYGCCVSqG15uWXX2bnzp2k02kSiQR+v5/JyUmq1SrhcJi1a9fi8/nYvXs3Pp+PYrFItVrF7XaTSqUYHR0lGAwSCoWoVCqm4qW/v59CocDatWvJ5XKsXLkSmKp6KRaL2LZNPB4nHA6baqRwOEw0Gj2gMEwIIYQQQgghhDgYh1QQo6b2ixzP1AjsrNa6scRLWlBOn5fmLTTObYFAgFQqRTQaxbZtEzA4Y7DL5TJ+v59isWhCEqenjNfrJZlM4vP5yOVyprLF5XIRCATw+XxUKhVs2562DUgpRSqVore3l0QiQT6fN2FHMBhkzZo1JiRxXsupQPH5fCilKJfLZLNZQqEQ9XqdaDSK1+sFpqYl1et1xsfHCQaDBINBbNs2W5fcbrf5cc4FTIVSiUSCVatWAVNjqW3bZnh4GK01/f39RCIRc16d/jxCCCGEEEIIIcRiO6SCGOBeIAuMAx6l1Ce01tUlXtOCKRaLpp9M85ak5ttCoZBpSNscMIRCIQqFArlcDpiqxFmxYgXBYJDu7m6i0SilUslUyLjdbvx+Py6Xi3K5TCKRMCFKT08PkUgE27ZxuVz4fD7GxsawLItyuczY2Bi9vb10dXXh8/lMkOOM63aO/5rXvIauri7i8TiFQoGuri7cbjeFQoFisUg8Hqerq4tqtUq5XCYej08bwd1pulFzw+NcLsfIyAiJRIJUKmXORfN5mUlz+CVhjRBCCCGEEEKI+XbIBDFKqRiQ11r/7d6/zwbuUEr9jda6trSrWxjt+sk4/24OJTpNXnIqSrTWBINBisUifr9/WkPfnp4eM1Vo165djI2NMTY2BmC29MRiMSKRCI1GA8uyTG+aZDLJ6tWrSSQSBAIBGo0GL7/8snlNv99PuVxmcnLSrHv16tXYtk2hUKBWq9HV1YXW2lS9dHd3UygUTHhi27Zp/Dsbp/eLE0w1V8HMVXPQNR9byIQQQgghhBBCiGaHxH/yV0q5gTKwSyn1RqWUS2v9CPBN4G+UUjO+D6XUZUqpx5VSj6fT6cVY8rxwmvM2T/Bpd9tMz7csi2KxaEY/V6tVfD4fpVKJQqGA2+0mEolQq9Xw+XxEIhHTN6ZUKpFMJk3VzeTkJDt37qRSqdDT00MgECAUChGNRk3vFmdbEGD6vFQqFdNvJp1OUyqVKJfLFAoFyuUylmURDAapVCqMjo6aRr2hUIhIJNKxEsYJdJzjORU8B9P/JRgMSv8YIYQQQgghhBALZllXxOztCfNxYBcwCDwL9ANhYEJr/QulVJypQMnu9Dpa63uAewA2btyoF2KtTr8S59+tvV06BSfNz5vp+bMdu9PxnNt8Ph+jo6NYlkW1OrWbywldnEqScDhsqluKxSL1eh2Xy4XL5aJQKLBz505efvllAoEAa9asoVwuU61WsW2bUChkGvQGg8F9tjwlEglTieMEOE6vG5jq61Kv1+np6cHtdputQTOFTk61DWCO3/ye99eBbktSSl0GXAZTFT9CCCGEEEIIIUQny70i5u+AIa31vcD/BR4BUsAJSqnjlVJeoAH4lnCN+3C2txSLxYN+vtaaQqHQNrCZy/GcMMPtdhOPx3G73SZ4sSwLy7IYHR1leHjYVM2Uy2UAvF6vCUp8Ph9dXV2sXbuWY445hv7+fjNO2gleJicniUQiRCIRent76evro7e314zQbl6Ls47R0VHTq2b79u1Uq1XzeNi36qVZ8+QorfV+VQvt73mcidb6Hq31Rq31xmQyeUDHFkIIIYQQQghxZFjWFTHAi8Dv9v77dUAeOAEYATxMTVDaorUuLM3y2mvX2+VAn9+uYe+BHs+ZhGRZFtFo1IQs8XgcmOrPUqlUSCQSpvlvqVQiEAhQqVSo1Wp4vV66u7up1+tmwpGzbSkWi5k1KKVMjxrnPZTLZfr6+sx2o3w+T71eB2BwcNCM0C4UCqbxcLFYZHh4mFQqNa3ni23blEolABMqzaWPzEwO9nMTQgghhBBCCCFms+yCmL3bkd4AbGeqYudUpdRHge1a60f29oOJa60fU0oFtNalpVxvO05lxnw8fy7hwEzHcwKLQCBgghdnOpLD7XaTSqUoFArk83nT86VQKJDNZsnn88TjcRKJxLS1ONuJwuEw/f39xONxLMsin8+baU1aa9LpNPV63VTBOPc5U5Gc9cRiMQqFwqzBk23b5jWj0eg+VTGdzLbl62A/NyGEEEIIIYQQYjbLKojZG8LcAgSA3wMbtdaXK6XGgZf2PqzBK1uqyou/ysU1UzhQKBRm7YdSKpX2GXftbHNqDmmcChhg2u98Pk+1WmV0dJREIjEtwEkmk2YSk8vlMtuJ/H4/hUIBv99vXj8YDJotTE4o09vbu08vltY1BINB+vv7zd9OCFOtVvF6vYTDYVNxM1tVzFyqi4QQQgghhBBCiIW0LIIYpZTSU+nA64E9Wusv7r29vndsdQA4WSn1WuAY4CsAeqbGKYe5uYYKrcFGc/jSHNI4f/v9fhOOWJZFMpk01SelUslsl3Ia2obD4WkVMOFwmFKpRD6fJxgMEgqF6O/vJxgMkk6nmZiYIBaL0dvbCzDre2gNVwqFAhMTE0QiEZLJpNkCBbNvKer0uP1tjiyEEEIIIYQQQhyoZRHENAUqaeB/lFKW1toGvEyFMN8BNjI1Lek/tdY7lmaly8ds4UNz4NIcZLSGL87vUqlENps1o6SdAMQJY0qlEl6vl+HhYSYnJ4lGo6RSKfP4Tmtxwhp4pRdNc9Ngy7Lw+/1t19cazjhNhmEq8GmeEDWXCpdOj1vulTKDg4MMDQ21vW9gYGCRV3NoGRgYmDFcGxgYYNu2bYu3ICGEEEIIIcQRb8mDmL3bkW4F/gAcBfzL3hAGYGLvz4lAt9b6h0uzyuVpptCgU6DR3CemuaGuE4rk83mGh4cBSKVSpnLFec18Ps/Y2BjlcplQKEQkEkEpRSAQQCmF1ppQKEQqlSIYDE6b9uRyuczrOf1cnOM7j2sOh7TW055fKpWwbZtYLDZrYDKXfjGO5iDJuX05VcYMDQ3NODVLdDZbyLKcPmchhBBCCCHEkWHJgxjgGmAn8Njev1/D1LQkgFHgQuA04FOLvrL9cKAXdAv1vOZwofmxLpdr2jQkwPRtcRrfTk5OMjIyQi6XIxqNAlNbiMLhMH19fQSDQTNSu1gsmh4zzRUqThXMXLQ+tzlkccIdpxdNV1fXtPc0X+dvOVbCCCGEEEIIIYQ4/CyHIGYn8O9a64pS6v8Djm2670+BU4D/rbXeviSrO0Q1bwlq1VwtA5jmuaFQyAQhTgDjhDXwyrSlUChkqlOc11nIkc8Hs3VI+r8IIYQQQgghhFhOliyI2TuG2gWU9q6jwtQUJNfe+48GfgfcJz1h5ldrA9/mfzsVLpFIZJ/nNE9YCoVCZjtT8+s0aw1BZgpFZrpvrs1421nu/V+EEEIIIYQQQhxZliyI2dsHxlZK/VBrXdl7sw28qJR6I/Bm4HNa6/GlWuPhqnUSkfPvQqHQMbRo13Om+XXa9TBpDUFmCkVmum+uzXjbOZgQRwghhBBCCCGEmG+LHsQopVZrrV92RlY3hTAAfuAypgKZOySEWVjNk5WaK1vaVbjMNAbbGXfdqjUEmSkUsW2bcDg874HJTCGObFsSQgghhBBCCLHY2l9BLxCl1MnAPyqlBrTWeu/2JGdyEkADiAJ3aq3bz+sV88apcimVSgDTRle3ar2vUCiwe/duCoWCeYzW2jTxhVdCkNZGvK2hR7FYJJ/PT2vauxicKpxisbhoxxRCCCGEEEIIcWRbtCBmb9hSAwLAtUqplc6Y6r2hzFFa663AZq31tsVa15EsEAgQjUanVcA4I6Nn+2nm3DYyMkI2m6VYLM76+ObAJhgMEo1Gzfjo5p/mx8235uOKI9PAwABKqbY/g4ODS708IYQQQgghxGFo0bYm7Q1bngXuAp4D7lRKTQBXMrUl6Ual1P/WWmcXa01HKqfqxOVy7TNZqV01TLstPOFw2FTJKKXI5/NMTEwQiURm3erT2g+m0/ah5p41+zMOu5PW93EwvWfm2+DgIEND7YvABgYGFnk1R45t27Z1vE+2qwkhhBBCCCEWwmL3iIkAJwEZoA6sBlZprV9QSn1Aa11b5PWIOWjXSLddiOGMzJ7tAnauDXTnu9Hucp6gNDQ0tGCVP0IIIYQQQgghlo9FDWK01mN7q2DeDXwMWAH8nVLqcqC6mGsRczeXQKS5QmY2c61E6dRT5kDJBCUhhBBCCCGEEEttKcZXPwb8Rmu9A9ihlHpaa11egnWIOZprcDLbY5Z6StFy2ooklj+nf0yn+2ba1iSEEEIIIYQQnSx6ELO3IS/O+GqgtNhrEEtjOW8NWuqQSCw/0j9GCCGEEEIIsRAWdXx1s70hjPktDn/LeUrRYoyyHhwc7DihRxryHlpk2pIQQgghhBDiQC3F1iRxBGhXYbKctwbNV/+Y3/3udzNuZ5Hc8fAg1TJCCCGEEEKIA6WOtAtDpVQaaJ4TnGBqitNSOVyPbwEuoAHYS3D8/bE/axjQWiebb1BKXQZctvfPdUyNZ18IS3Gu5JiLe8x9vl9CCCGEEEKIw8sRF8S0Uko9rrXeKMc/Mo+/XNYwF0uxTjnm4XVMIYQQQgghxNJbsh4xQgghhBBCCCGEEEcaCWKEEEIIIYQQQgghFokEMXCPHP+IPj4sjzXMxVKsU455eB1TCCGEEEIIscSO+B4xQgghhBBCCCGEEItFKmKEEEIIIYQQQgghFol7qRew2BKJhB4cHFzqZYh5YNs2jUYDl8uFZS1OpvjEE09kZhovfLh/v5binB9JZvp+He7fLbGwZvv/LiGEEEIIsXiOuCBmcHCQxx9/fKmXIZo0b4/TWlMsFgkGgyilAMzvVrZt7/PYTq8/l8c5Go0GmUyGRCKBy+Wadp9lWUMzPfdQ+X512pLonKtAINA2aLFtm1KpRCAQACCXy1EsFunt7TXnai7neK7rcRzIax6KlFIdv1+HyndLLE8zfbeEEEIIIcTikv+kLZaVYrHI5OQkxWJx1scqpQgGgxSLxRkv5PfnNQEymQy7du0ik8nMed2HC+dclUqlWR9bKpXYtm0bW7duPSLPlRBCCCGEEEIciCOuIkYsb8FgcNrv2TjBAUAoFDqg12ytmEkkEgDm95HEOUdOxUurUqlkzncgEGBwcJBisbhg56r5s5GtUEIIIYQQQojDgQQxYllRSnUMVNqZS3Az22u2hjmWZZFKpea8hsPJbOfKCWicrUuxWIxYLLZg62n+bMLh8IIdRwghhBBCCCEWiwQx4pC2v8FNO/tbhXMksyxrzr125oN8NkIIIYQQQojDjdT6iyOeE+YcKQ1hDyXOZ3OkbktSSl2mlHpcKfV4Op1e6uUIIYQQQggh5sGReXUjFp3WesafA31evV5neHiYer2ObdsUCgVs2551Cs/hYqZz45yH/TnfrZrPqWOmwKrRaLBnzx7q9fp+r0cp1fFnIc7BofAd0Vrfo7XeqLXemEzK5GEhhBBCCCEOBxLEiGWlVquxdetWarXanB4/OjrK7t27GR0dNY1kZ5r44wQLh8JF+FKqVqts3bqViYmJOU9RgtknTrULdoQQQgghhBDiSCI9YsSysn37dl544QUA1q5dO+vj4/G4+e1sX2k38ce2bUqlErZtk8/ngc5Tlpq1TlRajpz35jTQnevjZ3pPO3bs4MUXX2TNmjX09/d3nKLUaraJU81Tlw62t48QQgghhBBCHIokiBHLyqpVq6b9tm2bTCZDIpHA5XLt83i32z1twpFzcd9c8WLbNul0mnq9TjQaJRqNzut47KW2v+HGXB7/qle9yvz2er1zXstME6ecrULhcHjOwc58ajQaM36XhBBCCCGEEGIxyNYksax4PB7Wrl2Lx+MBZt/q4phpy0uhUGBiYsL8HQgE5lzdEgwG9yu4WQqBQIBoNGrCjdZz0fq38/jm96S1nrZly+v1snbt2v0KYWZTKpXI5/NYlrUkzXfn+l0SQgghhBBCiIUkFTFi0RzINp9OW11at+PMVuXhXPw7QcBcq1uax2PvDSmWXXjZ+n5KpRLZbBa3200ymdzn3LR7/7NV/jSfb+cY+7tdy3nuUlTDwOzbpoQQQgghhBBiMSy7i0pxaHF6rsyl+apzsV8sFuf8+s5Wl9atJE64UCgUGB8fZ9euXfj9/n0u8p11pVIpksnktMqR1iqQuawfWJZ7WpqrXgKBAG63m3q9bsKTdhUzze97tsqf5vOdTqfJZrNz+hyb17XQo6hna/TscrnafpfE/BscHJxxClann8HBwaVeuhBCCCGEEAtOKmIOUbOFBwvRWLbdMfenh0qniojZxle3/u1c2IfDYWzb5re//S2Tk5Ns2LCBrq4u04vEsiyzPrfbTTAYJBgMTgsH9qdx796QojHrAw/AgUxxciqM/H4/5XLZfA7BYJBEIkG5XDbbsJyARWttQhWtNcFg0FQpNZ+D1vU4W5ScAKY52JnpfTRX4yxUJYzWGqUU27dv58UXXwReafS8FP87ETA0NHRA32n5PIQQQgghxJFAghhxUJwL/Ln0UOm0Jcj5r+GdNN+Xz+d56aWXCAQCrFixAoDe3l66u7t51ateNe2xhUIBv99PoVAw1SHhcJhSqUQulyMcDretAum0nr23LZu5y07I5FT9OE1wlVK4XK6O4VIwGJwWwuRyOfN8R+v7r1Qq5rGWZREOh9tWtrSeu+bwbbbPeTadpkM5r9vc6Nk5zlL0ohFCCCGEEEKImUgQIw5Kcw+V2cw0Znmu/WNs28a2bYLBIH6/H6UUq1evNhf8hUKBQCBgwhaAZDJpKkfy+bx53nIeST2b5glEMBVQRaPROQUPzmfWXCnj/LZt23wOza/lVMSsWrUKr9c758+8OXybrUJitu/AbH2AvF4vRx111JzWJYQQQgghhBBL5ZALYtTUFdqfARXgZ/pA6t/FknAupJv7yTiBQKctTs7FuRPeWJZFJBIxoUNzEFQoFMzrOz+NxtROonA4zOTkJOl02vSKaXYgjYQXQ6d1FYtFE7445+Zgtv44AYyzbQumV8iMjo6yZ88eYKr/hxPStAvXnNt8Ph+VSqVt8NbObNvclrrZrxBCCCGEEELMh0MqiNkbwlwD7ALqwGnAz5Z0UWJWTpjg8/mIRqPYts3w8DAA/f39pncL7LvFqbUKIhQK0dfX17Ypb3OFSCaTIZ/Pk8lk6O3tJZVKzbjG/el1s5g6rcs5T07IcSBrtm2bdDpNvV43PXNCoRCRSGSfz8GpkHGaLUciEaB9lUqhUGB4eHjampr/3akyarZtbgf6PoUQQgghhBBiOTnUGij8OaC11vcDTwL9Sql+tZxKGMQ+nDChUqng8/nI5/PE43FSqRSBQGDGahRn4o/H42F4eJh6vb7P6zvBjlOxEQqFSCQSpjFvPp83rx8Oh9te6M82NWipdFpX8/aiuWqdEpXP55mcnMSyLOLxOJFIxPTUaa5achofr169elqVDEx9Pk7T5NbJWc7aA4EA9XqdkZERGo2GCW9KpdKc31Nzg+UDtb9TsoQQQgghhBBiIRxSFTHA80BIKfU2IAT0AqcDf6KUuqbTNiWl1GXAZQCrV69erLUuuuW6vaa5eiOdTrN79266urpYvXo1pVJpxulFzsX58PAwu3fvNj1gml+3VCqRz+fNhb1lWbhcrmnBS61WY3h4GK/XS7lc3idQ2J9eN60W8vt1MOtq1Vxd45w7p8rE7Xbj9/v5wx/+QKVSATBVRM3boGKxGD6fz3wOznYxJ9AJBoMEAgEikYh5XcB87gCJRIJ8Po/X6532OjOZrT/M/r5/qawRQgghhBBCLJVlH8QopSzgcqa2I/mBZ4ATgOO01jfsfUz3TL1itNb3APcAbNy4cVn95/D5HK87W5+V5oCm0+vONkp6pue13te8BcW58O/p6aFYLOJ2u0mn0xSLRbq7u1FK4fF4TMWDUwFRr9dxuVxmS1M4HCadTtPV1UWlUqFer+Pz+Uxo4FTBuN1u3G433d3dVCoVtm/fTj6fp6+vD7/fP69VEa3fr06vPZ/hWHMvF+ezbv2MtdbTAg6n+igQCJiGx729vfh8PnK5HPl8nnq9TiAQoLu723wWzvlyApNCoUA+n0drjd/vp9FoEAqF8Pl8NBoN8vk86XQar9eLx+MhEAjQ09MDQDwep1wuY9s2Y2Nj5hitYUy9Xmd0dJR4PI7b7Z7WH6b5/DrjuDuFOc3fS+kxs/wNDAzM+L+TgYEBtm3btngLEkIIIYQQYgEs+yAG+BAQB7YDXcD7gE8CBaVUAjgeOFUp9U2t9eTSLXPpNU8FcmitGRkZMVt65rsSoLmZbusFVLsqBo/Hw8DAAKVSiXq9Tj6fJ5vNmsaulmWZKplMJkOpVMLr9ZqAYXR0lKGhISzLQmuN2+0mFouZagxnDZVKhXw+j8fjoVKp0NfXR61WI5FImOfOdAG/2Ga6+GwNdpzeLpOTk9MqZprHWLc+vjm0sSwL27bN1KRMJkO9XicUCtHf309PTw9ut3takNb8mj6fz4Rp27dvN59BuVzG7/ebiVVjY2MmgGv+TjpBiMfjYXx8HJ/Pt8/7T6fTbNu2Ddu26e/v36c/jLO2dtVUzetufl3pMbP8zRayLKdKPyGEEEIIIQ7UoRDEAAxprb8HZhvItUAGiACvBW480kMYwFQalMvlaVUS9Xodt9t9UP1PnIvbdtN7Om336FSB4FwQO2utVqvAVM8Sp4dIIBDA7/fj8XiwLIt0Ok02m6WrqwuA8fFxKpUKyWQSwIyqDgaDFItFU5kxOTlpttUMDAyY0GU+trrMVXNF0sGGPk4IU61WTTji9FtJpVJtP+NiscjIyAgAvb29Zk2hUMgEYs4Wo0QiYT7f5hHgzSHH+Pg49Xqd3bt3m8/EWVcikSCZTGJZFt3d3VSrVfx+P0NDQ4yMjJhgJRQKmSocZwtZs2AwSCgUwu/377OG5gAmHA6bPjSO5s92ufX8EUIIIYQQQohDIYj5L+CNSqkurXVWa32PUuoswKu1flgp9T0JYaa0mzrTfNv+/Nfk1sk2nYILZyuQ89McNLSrQGh+Xef5fr+fYrHInj17iEajxONxCoUCmUyGYDBowhaA7u5uent78Xq97Nmzh0QiQTgcNhUxuVyOl19+2QQ2zjaaQqFANpvl1a9+9bQL98XYptIcVrUGDgfyWtVqlXq9Tn9/v/lMLcsy56GVswXJMTIyglJqnwa4uVzOnEeYXrmyZ88e812oVqtUq1W6urrw+/0kEolpjXeb+844W9Cq1Soul8s0A57tvEciEY466ihs22ZkZAStNf39/cBU8NQcwCilpn23ZQuSEEIIIYQQYjlb+j0ZsxtlqvLlNUop5yp2J1DY++/ckqxqns3HRJd2U2cOZLoOsM9kG2d6UbvpPZZlTWuW66jX6/tMOmp+XafJrmVZZjtMtVqlVCpRLBbNcW3bxu/3mwoOrTUul4uVK1ea9+W8x+YJTT09PYRCIdavX28u4rdv306j0ZgWEjWHEU44MZ89ZOZjIpNTAeL3+/F6vabpMEyFO319fR0re5z3qpQiEAjQ29tLIpGgUCjw/PPPs337dkZGRiiXy/h8PnM8JzDLZDL85je/4aWXXqJer5PL5ahWq2SzWSKRiAl/kskkoVCIYrFILpejWCyaiqyuri6OO+44LMtiz549FAqFaaPI8/k8uVzOfA6WZZkgxfkcfT6f+R46o8zbBU/O+3W2YB3stCUhhBBCCCGEmE/LriJGKeUD6lrrBoDWOq2U+nfgLMBSSlWBZ4GRvfcvq+a7B2q5TXRprSpo7cHSzAkYnBHT8Xgcy7J4+eWXyWazwNRFunNBHA6Hzes6lTTlchmv18v4+DjBYNBUwji9YpzGrpZlUS6Xcblc5jjN64vH44yOjuL1enG73USjUbq7u1mxYgV/+MMfyGazvPzyy6xZs6Ztpc9CbFk60DCsWS6XY2hoiIGBAZLJpNnq5FT8OIGIbdsUi0XTq8UJJJxwxHlfTlWKUzlk2zaTk5OMjIwQiUQATF8ZmOoLEw6HqVQq1Go1wuEwyWQSn89HJpOhWq2aXj6tlVlOCOKENE6o5IQphUKBdDqN1npaoOQEdc5awuGwmcbkBCztehM1K5fL5vMMBALLqi+QEEIIIYQQ4si0bIIYNXU19WWmKmAySqk9Wuv7AbTW25RS3wU8wOsBDWSXbLELoN22oqXkVCTM5cLVafo6MjJiRhSHw2E8Hg9dXV3E43FKpRJ79uwhl8sRi8UYGBjA7XabahqnT8j4+DhjY2Nmm43H4wHA6/WaviZOo916vW5ud0KGRqNBo9HA5XKRSCSoVCrmYn3VqlUUCgUmJycpFApEIpF9AqfW0djN9mZ+i3oF7wQOzvaqYrFILBYzW5yccMxZrxPYxONxYCrgSyaTZkuQ8zudTtPT00NfX58ZPV0sFslkMpTLZbq7uykWi/h8Pnp6eli7di0rVqwAphohr1ixAo/HYyZbOX1mSqUS4XDYfE5OZVOhUDCVKtFolGq1SjqdJplMEggEzPaz5u1Ezr/r9fq0UAj27QPTupXO4fP5sCwLn8837TnOd3s++vYIIYQQQgghxP5YNkEMsB4Y01pfr5QaBK5RSsW01nftvb9ba/0C8NBSLXAhNU+/mQ/7UyjU2reluVlr88XubKOtnRHFPT09ZruR3+/HsixcLhcAExMTVCoVQqEQPT091Go1PB4P9XqdRqNhtp84jy0Wi+a1arUajUaDcrlMNpvF7Xbj9XqZmJgw226cMdVOUOG8lhPiDAwMmIt6Z7SxE2I0/92uymJvqOCa84ltc47a3eZMnWoOBFqnAv3/7J15lFTVub6fU1Vdc1VXz4Pd0AIOcSAEMD/lOmscUEDxeg0KBo1iEG7UBDVmqfEaNUGi3jjECM6D5C3RAAAgAElEQVQ4AwriVaOioIGIAUXRgCJjN/RQVT3UPJ/fH529U9VUNQ00CmY/a7m065w6dc4+p1zre+v73tfpdDJo0CBKS0vlcUT3S7Zg4ff7ZSS46DYS1yuMkJPJJIFAgOLiYux2O9FolJKSEtlRI8Sx9vZ22YliMplob2/HbDaTSCRoaWmhtLSUVCpFR0cHtbW16Louz9dmsxEOh/H7/Xg8HmkGHAqFsFgsZDIZmZplMBhk1LW4LoEYTTOZTDmx41arNcebKLvzJVtEi8fjZDIZKciJY+5t55NK71EoFAqFQqFQKBR7yv4kxISAAZqmVfyzA+Y64Jeapl0ELABu/udrnd+VcSTY84KuL+/LTuvJ3r/n8vUUXMS+2YWreC37OD1jgo1GI06nE6PRuJNRrzCYTafTZDIZjEaj9BAB5OhMIBDIKbzj8bgctRFihTCsFUV9c3OzPJ5IXgJob2+XcdXZ55otzuQTPwp1AP2zwE/vcuF3g0IjadFolM7OTmnC63A4KC4uJpVK0dbWRllZmYzoFvczHA5jNBqpqqrC5XLJv0U3iMPhwGazEQwGSSaTMnlJ0zSsVivpdFr+LcQSEUNtNBqx2Ww5o0ThcJjXX38dj8fDiBEjOOSQQ2QKlqZp0vdIdKV0dXXh8/kwm83S50WMq7ndbsxmc9410nVd3mtxTIEQcvI9q+Jvce+yxc5sQ+Jd3XfF/sPAgQML/r9v4MCBu4y/VigUCoVCoVAo9gf2JyGmie6EpGpN0zp0XU9qmvYH4AJd11Oapl2p63ryWz7HA4q++M6kUikCgQB2uz1nLKQvxakQC0KhEOXl5TldCfmirIuKimTizo4dO6ioqMBut1NUVCQ7HMxmsxw5Akgmk8RiMSKRCG63W5rJQre4o+s6VqtVdnDouk5xcbHsuAgGg3KMqb29XRrnis6PnuJHb+lG/1yHfnV97ZlQlL1eoVAoJ1oawO/3y/Ev4ZGTyWTw+/1S0CgtLZXCi9PplF4rRqNRdiLF43E8Hg87duyQPj5ms5lwOEx5eTlGoxG3243f78fn8+F2u2W30Pbt23nqqad499136ejooLKyklmzZskxNNHVJEahoPt5SKfT8u/Ozk55XKvVKl/vSSaToampiY6ODqD7vrS2tgJQVVUlk5PyJXRB/uQuIKfzSYyrifNU7L/0JrSoLiWFQqFQKBQKxYHCfiPE6Lqe1jTtLWAckNA0rRWIAg5N04z0cyfCvwN98Z3x+/20tLRQW1tLcXGx7K4QooQQLPKZomaLBbFYLG9ssBB0TCYTZWVlHHXUUUB3gSzeJzomoNvTw+VykUqlSCaTuN1u2dViMBjwer1kMhmKi4tZuXIlH374IZ9//jnr1q3DZrNxyy23cMYZZ+DxeGT3x+bNm6XvidPppLS0lEQigcVikYavPbsqvikKjaQZDAYqKiqIRqM5IoXwfhG+O6LjRPxdUlJCe3s7qVRKGvgKUSSZTOLz+bDZbFgsFukNYzabqa6uprOzk0AgILuGbDYbdXV1UihZtWoVTz75JG+88QYGg4Fx48YxduxYbrjhBq6//nrmzJnDqFGj5IiaEIKEmbDotvF6vfj9funRUl5eXnDsLRqNynMsKSnBZDJRVVUlj28wGPK+Vzx3VquVWCzWa3y7irveMxoaGti6dWvebQMHDvyGz0ahUCgUCoVCoThw2G+EGABd1zf/MyHpKGAk8DGwUCQoKXYPUeSLcY58xWh2YZ9NdqpRPu8NKCwWZCMEHU3TyGQyUiARxrOJRIKOjg7pJSNirMU4TSKRoKuri5aWFt59913WrFnDunXr+PDDD0mn05SUlHDMMcdw3nnnMXPmTNasWcPFF18sO2dKSkpoa2vDbDZTWVlJZWVlzrmFQqEcsenb7Ijo2YUkujmyhYZsIUKQ3THT0dFBKpWSo11ie2lpKU1NTdJTxW6343A4aG9vx2QykU6nZVS18GjRNI2ioiJWr17NY489xtKlS6msrGTGjBlMmTJFmvceffTRHHvssbz55puccsopBa/PYDDIcSqHw4HJZKKkpESOMeVbA5vNhtVqxWQykUwmMZvNMt2qN8RzJ+4vFO52KdQ1o+idrVu39mvMu0KhUCgUCoVC8e/CfiXEAOi63qhp2nbAQ/cYSNe3fEoHPL2NKOUr7OFfxWkqlZLpOcIUNXtcKVssyPc5woMjlUpJQ91wOCzHS6DbAySVSkkz1mwh4IsvvuCVV17hnXfeYf369QB8//vfZ8aMGZx++ukce+yxGI1G1q5dy1133cWoUaPw+XzSGyeRSJDJZCgqKpIdIsFgEK/Xi8fjyemayLc+/UEhr56e9MVANluoEJHYPaPAxbZscaO1tZUdO3bgcDhyOozEfTUajbS2tsqRsEgkwqpVq7jzzjtZunQpVVVVzJo1iyuuuEIKNILDDz+cESNG8PHHH+cY+orzEX4w0G3kLJ6HWCyGyfSv/wWlUimampowGAxYrVbKy8uBf/m+iOvsyzqJfbM7Yg5ENE2bAkwBGDBgwLd8NgqFQqFQKBQKhaI/2O+EGABd1zNA+7d9Ht8V9iYaOzt1RhT0wgwW/iUMmM1mMpkMTqdzpxGPUChEMBiksrJSCjhdXV0Eg0EZTVxaWipFgMbGRpYsWcK7777Lpk2bMBgMHH/88Vx11VWMGTOGuro6AGKxmExj+uCDDwAYMmQIHR0daJom/WbEtQthQJz39u3bSaVS2Gw26TWyL+iLVw/sekQmk8ng9XpJpVKyi0d0vYiEJa/XK819xXt8Ph9bt25lw4YNHHLIIdTU1GA2m/H5fPK82tvbicfjlJSUsGLFCv7whz+wdOlSqqurufvuu7nyyivl85OvG2XUqFE88MADrFu3jmQyKTucXC6XHCES5yyegWyBRpxDR0cH6XSa6upqwuGw9PcRyUuF1qlQN1Fva14osaq3fXclpvU3uq7PBmYDjBw5UrWfKBQKhUKhUCgU3wH2SyHm22JXbfZ7WoDti/Z9EbXc18/MjmjuuU10uoiiXtd1/H4/ZWVl8jWr1UokEpGfKWKkRYqPwWCgqKiIoqIijEYjXV1dFBcX09XVRVdXF8lkklQqRTweJ5VKMWDAAJqbm9m4caNM52lqauK+++7j66+/pqioiJNOOokpU6Ywbtw42R0BEAwGgW4hRghCb731FgcffDB1dXUkk0mKi4upqakhkUgQDocJh8NyDEcY9hqNRvx+PyUlJXKUSaxNfxbbYu2tVmvBEbF8UdrZ98dgMEhRwmQySVFMCB7pdJpEIkEsFkPTNEKhEEVFRcRiMYLBIOXl5ZhMJkpLS3G73QQCASl0iE6hjz76iKeffpply5ZRWVnJHXfcwU9+8hNsNhvpdFquu4i0zmbkyJEkk0k2bdrEsGHDCAQCRCIR6urqCIVCWK1WEokEPp9Pvqe8vFwmXMXjcbq6ujAajZSWlspI866uLpkclU6nMRgMcp1EVLZI1xLG0RUVFXJ9eyZjZdMzLawn2feor2Ladw3lA6NQKBQKhUKhUPQ/Soj5DrE7MbzZRWZ22pHdbqetrU0m81RVVeVE/lZXV2Oz2XKKWBEnbLfbZeHf3t6Ox+MhFovh8Xhkl0YkEmHHjh2UlJTIkSRd13n55ZeZO3cuAwYM4JFHHmH06NF4PB6CwWDBDhFhIhuJRHj//fe59NJLZeGdTqdJp9O43e6cjqDs/w4Gg1I0yjeetaf0FFmEV09v6Ty9CT9CfBDrYLFY8Hq9hEIh2dEhIsOh2xdHCBXivVVVVXg8HlKpFKlUCovFQktLC7FYjK1bt3LvvfeybNkyqqqqmDlzJpMmTSq47haLZSdPoBNPPBGANWvWcM455xCJRGhvb5fPYnl5OeFwmObmZhmjHY/HpaDj9Xr5+uuvKS0tpaqqSu4fjUaJRqOk02k8Hg8VFRXyOqPRqBSH7Ha7NI4WiVG7olDkdT72pqvsQEb5wCgUCoVCoVAoFP2PEmK+AwgBRnQIwO79ai9Si0RXiDDuLS0tzUkVyh73EEVsUVERkUhEerx0dnbidDrlSAx0CwklJSXSqHXHjh24XC4qKipYu3Yts2bN4h//+AeTJ0/mrrvukl0ufWXp0qXEYjF+9KMfUVxcDJAzIiXGqmKxGA6HA7/fTyqVoqKiApfLtZNR8b5ib4r5bJFN3OuqqirMZjORSATo7tro6uqSXTJCiCkvL88RG2w2G52dnVitVh599FFmz56N2+1m5syZ/PSnP8Vms5FIJHbr/EpKSjjiiCPYuHEjAPX19VRUVGCxWGT0tNlslglI6XRaJjgZjUaqqqpkvHVpaal81ioqKggGg5hMJhKJBF6vV4ox2dHf2cbRfR0xEwJZJpPJec4VCoVCoVAoFAqFYl+ihJj9gL31nxDdKU6ns89eJ9mFvRAqRFSwzWajqqqKcDicd9wjm3g8Lgv/oqIiOjs7MRgMJJPJnI4McX1ipCkejzN37lzuvPNOSkpKmDdvHmedddZuXzvAG2+8gcPh4PDDD6erq2unDhGbzUYgEJBx3JlMBpPJhMvlksLNN0GhqOq+kN2BlN3JEQqFaG9vx+fzSQHD6/USiUQwGo3S9Lajo4NEIoHZbMZms7Fx40ZmzJjBihUrGDt2LPfffz8VFRV7dX3/8R//wfPPP088Hpdx5QCJREKONwkhKZFIkE6nsdvtVFZWYjKZZIR2U1MTtbW1JJNJysvLcblc2Gw2KaBFIhGcTqccWRIdGz3Tj3pGWBcSWnqa/4r3ZX8f/11HkxQKhUKhUCgUCkX/o4SYb5h8okuhIq+vAk12YV7oF/3sY0H+wj47qtrhcGCxWHJEmuxOjp7ijxgxstvtssMhkUhgMpkIhUKk02l27NjBZ599xrvvvsu0adNobm5m/PjxzJw5k+rq6j1aT4CvvvqKiooKjEYjJSUlBINBKQSJc7Xb7fL6D8Suh573WIwnud1uysrKpODgcrlIp9Ny/CeTydDY2Cg9Vnw+H7fddhtPPvkkVquVOXPmMGHChH7xxDnjjDOYM2cO48aNY+LEiYwfP16Oiem6Ls15g8GgTF3KNlC22Wx4vV66urqD0sT4kxBvhOBntVqlN4wQWIRpczb5IqzFsXp2CGX/O18q07/raJJCoVAoFAqFQqHof5QQ8w2TT3QpVOT156/w2cey2+15k2dEkZ9dkIpUoZ5dNtnvF0a4xcXFOBwO3G43uq7T0dHBRx99xMcff8znn3/O559/TjKZBODkk0/mscce45RTTsmbwrM7XHHFFUyaNIkXXniB8ePHE4lESCQScj3b29tJJBKyu0IU2uJa++qr802T3dHRUyjx+/00Nzej67pMsRJiQzZtbW2sXbuWww47jJUrV3LHHXfQ0tLChAkT+O1vf0tNTU2/ne/ZZ5/Nc889x6233srNN9/MkiVLOPfccxk2bBgGg4FIJEI6naasrCxnrcVoldPppK6uTkZqi+cuGo3S1tYGdHsWCR+icDgsr7mneTDsHGHd09tIPB89O2nE+7K/j3vTzaRQKBQKhUKhUCgU2Sgh5hsmn+hSqMjr66/w+X7B39WxRPEp0ndCoRDV1dU4nc6col+MfxgMhhzTzmwRQxTDwqB10aJFXH/99dLE1+PxMHz4cK655hpGjBjB8OHD+zVx5YILLuCee+5h7ty5nH/++Xg8HsrKyigqKsLv98vC3el0UlxcnCMi9WXtvi2yzw3IOU8x9iNine12uxzdEV1I0G3EnEwmueOOO1i0aBE//OEPmT9/PkOHDs3bRbI3aJrGueeey7hx45gzZw6//e1vee+99xg1ahSTJk3i+OOPl906ojtJdCqlUilisRilpaUyASmZTMpntLy8HIPBgMlkYvv27ZSWluJyuaTAsqvz6ult1Nt7egozCoVCoVAoFAqFQtGfKCGmF/bWuyUfu/PLel/2FaMd2ea02WRfgzhWKpWS8dTRaJTW1ta8x3Y4HNTU1GCxWAiHw5jNZmKxmNwWDodpa2ujvLyc8vJyurq6WL16NTfddBOHHHIIM2bMYPjw4QwaNKhP17unGAwGpk+fzhVXXMEbb7zBCSecgMPhIBAIyEQkMcIj9s8uzMUaCk+bvWF3jrOr50uM4AgTZeHDI5KCKioqcsavhAgj4rgjkQgOh4Mbb7yRd955h7vvvptrrrlGRmHvK4qKirj66quZOHEiTz31FA899BBTp06lvr6eSy+9lIkTJ7Jjxw6cTiclJSWYzWZSqRRGo5H29naMRiOZTEb+nclkcLvdOJ1ONm/ezJYtW+Tn9PbdzCeyZd97lQakUCgUCoVCoVAovg3+LYWY3gqw7KIuO2443+hDX4+p63rBYnFPt2WfY1tbG5WVlXmL/3zjTX6/n5aWFgA5/pEd+WwydT8WomgV66BpGl1dXXR1dXHIIYfkdMnouo6u6zz88MMAPPXUUzQ0NADdhr5iJCkfLS0tBZOSIpGIFCJ6kkwmSaVSAJx55pmYTCaWL1/OiBEjZGJTcXExVVVV8poymYwUKAwGgzT1FaNKu7rPuyKdTsvjZ5PvXu5q9CwWi8nzFUJLR0eH7HapqKhA13VsNpv0UxE+KkajEa/Xy9SpU/n73//OQw89xMUXXyzHgKLRaK/pVKKbKR9tbW2UlJTk3RaLxaTfj9Fo5PLLL+cnP/kJf/nLX3j44Ye58847ue+++zj55JO58MIL+eEPf4jNZsPj8QDdCV4+nw+Hw0EymaSyspJkMonZbCYYDFJZWUkkEqG4uJiOjg7a2to46KCDMJvNO52LzWaTvkX50DSt1+9eb+xqe38JtwqFQqFQKBQKheK7x7+lENNXDgSDThG9m+0Pkp2IlB1NLV4XRa9I2XE6nTQ2NuakHIn/FqavgBx5SaVSRKNRKf5YLBb8fj933HEHH3/8Mc8++6wUYb4pSkpKOOmkk1i/fj21tbXY7XbpE5MtUIVCIbxeL5WVlbjdbqB/77PRaOzzcfKNyWTfO/F6Op0mkUjIyO3s/cPhMLquy/sQi8WwWCy0tbUxefJk1q1bx+OPP864ceP2+tr2FKPRyOjRo/nRj37E5s2beeihh3jhhRdYsmQJ99xzD5deeinRaFQa+EJ30pKmaXR2dlJWVkY8HicYDMoo9KKiIgKBAJ2dnWiaxsCBA9E0TXYZCV+Y/uxmUygUCoVCoVAoFIr+YP9yJ93PyPZH6S90XZfFc2+k02na2tpIp9NAfsFFnKPNZiMSieSMqQQCAaLRqEw9isfj8nXRaSC6RGKxmBxrge6Oh61bt9LW1iYjrUUHSVlZGQMHDswxNI3H48ybN4/HHnuMqVOncu655/bbeu0O48aNY+PGjWzevBmj0Yjb7ZYdJdD7GvbXfRZC1q7IFlyyPzccDrN9+3Y5LiaEsEQiQSKRIBaL4XK5cLlcOJ1O2UkjYqwDgQAff/wxY8eO5auvvuKZZ57pVxEmGo3y+eefs2DBAmbOnMnUqVN57rnn+jzmM3ToUB555BG+/PJLRowYwfTp0/n1r39NU1MTbW1ttLe3Sx8Zp9NJMpmkra2Nzs5Ombwknvm6ujrpkeP1eqUIEwwG8fv9BINBee8VCoVCoVAoFAqFYn9BdcR8w/Q1Ccnn87Fjxw6gOymmkKmsKFhDoRBOpxOXy1UwEUmQPeoTDodJpVLU1NQwYMAANE2jsrJSmqeKfTOZDH6/n3Q6jaZp+Hw+2RXT3NzMrbfeyvDhw7n99tv3don2mBEjRgCwbNkyBg8eTHV1NbFYjHQ6LQWZbL+Rb5PeTIKFf4vb7cZms9He3k4qlSKRSMh9hOjQs5smFovxu9/9jqamJl544QVOOumkvTrPWCzG/PnzWb16NZ999hkbNmyQQlZRURFlZWW8+eabGAwGfvzjH/f5uNXV1bz++utcddVVPPjggzgcDiZMmEBNTQ1erxez2Yzdbqezs5P29nYaGxtpaGhA07ScjiGr1Uo6nSYQCGCz2XA6nTk+PdndSfvC8+lAp6Ghga1btxbc3p+m2gqFQqFQKBQKhaKbA06I0TRN0w9gl82+jsGUl5fn/NtsNhONRuXfAtHNkf3Lf89Y5p7CjShUReKRKFhFN4fL5SIcDhOLxYjH45hMJqLRKOl0GqPRiMViwev1EgqFiMfjXHLJJQA88cQTeb06+oKu62zYsIF3332XU089lUMPPXS3j/G73/0Ou93OGWecQSKRIBKJ4Pf7sdlsOSNDPceVvml6M1h2OBzS3Fjcw1QqhdvtxuFwYLfbZXSz6GIqLS2V98dut7N+/XrOOussjj/++L06zxUrVvCrX/2KTZs2UVlZydFHH83ZZ59NXV0dw4YNY8CAAZhMJs455xyef/753RJioFsQfOKJJ2hqauLxxx/nrLPOAroFHiH2mM1mioqKZAeQzWYjGAzi8/mwWq34fD5cLlfO/RRr5nK5pF+Ppmn9Ggf/XRF1tm7dqkyLFQqFQqFQKBSKb5gDTogBhmqaVgRs1HW949s+GUFfC7PekpCyx1WMRiOVlZXyWO3t7XR1deFwOKiqqsp5n8PhoLKyUh4DwOv1kkqlcsZwxHiR6G4Rxarb7SYajbJ+/XoGDRpEJpPBYrHIjoxs4UCce3l5OY2Njdx2222sXr2ap59+erd9YXRdZ82aNbz44ou8++67bNq0CYA333yTV155ZbcK3DfffJPXXnuNW265hWHDhpFOpwkGgxQVFeF0OqX48m13wkC3UBAKheSYTTYGgyHHRDfbcFbTNMLhMF6vl0wmg8lkQtM02tvbpXGxzWajubmZ0aNH7/H5tbe3c8MNN/Diiy8ycOBAnn32WU488UR5P3qa9V544YXcfvvtrFu3joMPPni3PkvTNGbOnMnxxx/PM888w3XXXUdHRwcGgwGPx4Pb7aa4uFh6wzgcDoqKiujq6sJsNuNyuaiqqpJrFAqFCAQCsjNG+AG5XK5+9QLqT1FH0T8In6BC20TalkKhUCgUCoVC8W1zQHnEaJpmAI4HdgCxPTlGJpPJSfrpi19LXxCFWSQSKXjcXX1etrdLT8rLy6mtrd2pI6bn50ejUdkRYDAYCIVCNDc309raSjgcJhwOE4lEpOeIzWajvLyccDjMtm3bWL58OT6fj3g8LgvM1tZWmbIkkmbsdjsffPABc+fO5b//+7/77AuTyWRYuXIlN998M8OHD+dHP/oRTzzxBLW1tdx5553ccMMNfPLJJyxfvrxPxwMIBAJce+21HHbYYVx44YVYrVaCwSDBYBCr1UpFRYW85tbWVpm09G0hDJTNZnNez5psRLeSMKLNZDKUlZVRVVVFfX09DodDHi8ej7Nx40bC4TC1tbW7fV66rvPSSy8xYsQI5s+fz7Rp03jnnXc46aSTehXFzjvvPMxmM/Pnz9/tz4TukbKLLrqIZ599Fq/Xi81mI5VKEY/HsVqteL1egsEgzc3NRKNRSkpKqKqqwul0ytEk0fXSG0IE7YvAt6vvqt1ux+1279dG3v9ubNmyRaa39fynt/ErhUKhUCgUCoXim+ZA64gRP7e3AI9pmvYp4ATu0nW9cDWbhYgXttvtOb9q76qg2lWUdLYvS75fy0XHTM/Pyy70ioqKiEajlJWVyQJCYDAYZNeLKMhFN4UQXkwmk4wx9ng8ZDIZAoFATidMKBTCbrdjNpsxGAwyWWbQoEG0tLTIKGeXyyU9SUKhELFYjHA4TDweR9d11q1bx1133cXw4cP5zW9+Q2NjI0ajseDaffLJJ7z99tu8/fbbtLS0UFRUxA9/+EMuvfRSDj30UNlNk0gkePzxx5k1axZ1dXWkUqmC9yaZTOJwOLjlllvYvn07Tz31FGazmc2bN2O32ykpKaGuro5YLEYwGCQWi8n179lV1JP+HjfJvpfCQFl4v4RCIcrLy3O6Y4Tfi9Vqlfc6GAzS3t5OaWmpHDHLNmlub2/nH//4h7y+zs5OacDck9bW1pzOm8bGRm6//XaWL1/O0UcfzaxZsxg8eDDNzc07vbezs3Mn8eiEE07g5ZdfZsKECQWfg46ODkpLS/Nuu/rqq1m0aBH33Xcfv//97ykuLsbj8RAOh9E0jeLiYiorK6U44nK5sFqtGI1GmeZlt9txOBy43W4pRFZWVhbsWOlNgC3U8SK61sRnKRQKhUKhUCgUCsXuckAJMbqub9Q0LQBcCzyp6/oyTdMmA9cA9xV6n6ZpU4ApAPX19bLDIHtUYW8Lb5EsBPljiTVNy3k9+/PS6bQcFQoEAnR0dEihQOyXL2VHmLVmH1dsE4V6tgBjMBhwu92YzWZ5XDGyk06nGTJkCKFQiKqqKtrb2wEoKyujrKxMesaEw2GeeeYZZs+ejaZpPP3007Ig7ukPs23bNv7v//6PxYsX8/XXX2M0Gjn22GOZNm0aJ554ohwT2r59e44oMHnyZP7whz+wYcMGhg4dKmOme5LJZFi1ahWPPfYYP/nJTzjyyCPp7OyUI0gDBw7EYDBgNBrRdR2r1YrVaqWsrGz3bu4uyH6+BgwYUGgfdF0nGo3KsS8R+y2MkbN9fbJFI6vVKoU8YZYsPE+EqGiz2SgrK5MiiOiWKSTEFBUVYTKZSCQSPPHEEzz00EMYjUZuueUWLr74YsLhcMHrTafTVFRU5Lw2adIklixZwqeffsrhhx+e931dXV3y+RTx1CKyuq6ujp///OfcfffdXHbZZYwYMQKTyURRURGRSESaFUciETkiZzAYKCoqIhQKEQqF0DQNp9MpO6DE93pPvttC0Ozp4ZNtsrw/jLkpFAqFQqFQKBSKA4/9fjRJ0zSDpmnTNU37L03TzgLagRQQAdB1/Umg124YXddn67o+Utf1kdm+K/1BoUjkfGTHQGfj9/tl50FNTY0UCrKP3XNsSRTq4u985yE+T3QJiP+Ox+MEg8GcESibzUZJSQm1tbU4nU5KS0sxm82EQiEymQwdHR1s3bqVG2+8kVmzZnHEEUewdOnSvL4wX3/9NRdddBGnn3469913Hx6Ph85/QBoAACAASURBVF/96lf85S9/4f7772f06NG9FrHnn38+paWlPProo72uZyQSYcqUKQwePJirrrqKaDSKw+GgtLSUuro6uc4Gg0F2/whflv4aSYPc56unQJGNuIdi7MtkMlFRUYHH45EijLinNptNevRAd7pVMBiURsw977fD4aC2tlZeU19Gkz766CPOO+887rnnHo4//njeeOMNJk2aVLCjpTdOPPFEqqurWbRoUd7r/vjjj5k3bx433XQTY8eO5fvf/z4nnHBCjm/HDTfcQGVlJffeey9bt25l+/bt8tqguzNLiI8Gg4FUKkVbW5s08xXCal/jyHfnuysQ90WNJCkUCoVCoVAoFIo95UDoiLkSKAO2AQOAM4GPgHJN0/4LSACjNU17DAjvTqJSfxhu5osh7i2aOF9nixBeysrKMJlMZDIZgsGgFEFg5y6b7F/so9EobW1tMpq5oqIipwjtmaJktVpl6o4QL8T+Io0GoKmpSXpyrFmzhl/+8pckEglmzpzJ1KlT8xa6sViMn/3sZ4TDYa6//nrOOeccamtrCQaDfV5Tm83GxIkTuf/++9mwYQOHHHJI3v0efPBBNm7cyBNPPCG7O4qLi6mqqtpJbMtev97uz74kX6dUdieV8HoR/+45fhSLxchkMvh8PhwOB8lkkmAwSCaTkTHm27ZtA7oFvVissI3Se++9xy9/+UsOOuggHnnkEU455ZS9ujaj0cgFF1zAww8/zMUXX8yIESMYNmwYixcv5pVXXpHPscfj4cgjj2TSpEksWLCAqVOnsnjxYkwmE263m1tvvZXp06fzj3/8g/r6epkG5nQ6CQQCUlTLZDJs2bKFxsZGBg8eLLuddicNKxKJ0NraSlVVVU5HFpDTkZT9jIj7ciAnJSkUCoVCoVAoFIpvlwNBiAHYquv6qwCapoWAHwBfAaPp9o35ua7rod09aG8pKr2lIGWLKfmK6+ykoUwmk/P+niJAJpMhHo/niCc9hRWLxSJHWsTIiPCoyGQypFIpKZ6kUinC4bAUX0TRmp2ipOs6FosFi8Uiz1GMJ7W2tmK1WkkkEkSjUTRN48svv+Smm27C7XazePFihgwZUnBNn3zySbZt28ZTTz3Fcccdt7u3RHL88cdz//3395p08tprr3HSSSdRWVkpjYcNBgO6rhOLxXIEpnyjY9n3vT/jiMPhcI7QJsg+h3wI7xgRGQ7dz0IwGMThcFBRUYHX6yUcDuNwOEin06RSKbq6umT3zPz58znmmGNwOBy9CjENDQ24XC7MZjNDhw7dq+sVXHXVVfh8PtauXcv9998vk50uu+wyjj32WKqrq/ne974n13f48OFMmzaNxYsXc/755wNw+eWXM3PmTJ5//nkuuOACAoEAfr+f8vJyKioqZOR6OByW3kXNzc2k02kymQw1NTVSvNrVd7c3hDdP9vdDoVAoFAqFQqFQKPqDA0GIWQacqGmaR9f1Tl3Xn9M0LQpU6rr+gKZpVl3X9yhBqbco6d66ZXqKKfnMPAHpy5Jd8PcUafL98m6z2aQxr8PhkJ8nDFuhu+NBbPP5fABUVlZK4SX7mNFolEQiQSqVIpVKsX37dulTIopMUbgLs16z2SwNfy+//HIAFi5c2KsI4/P5eOSRRzj99NP3SoQBpKlrR0f+hPK2tja++OILpk2bxoABA3C73cTjcdLpNO3t7TnX1ZN8r/dXHHHPtRev9eyCykdvop7FYgG6BYJYLIbFYqGkpET68ui6zrJly1i3bh1//vOfd3meBx98MLNnz+ayyy7j8ssvZ+7cuQW9ePpKcXExv/rVrygvLycUCvHZZ59RXV3NoEGDAGhpackRRs444wy+973v8eCDDzJmzBgATCYTU6dO5de//jVTp07lv/7rv+R6JBIJOZ5UVVXFwQcfLO97MBjEbrfniI7Q+3fXbrdTU1OTV5QRnTfie6eMeRUKhUKhUCgUCkV/cSD8zOsHXMAwTdOEsch6wAywpyLMrugtntZms+F0OqWYkk12oZft8SEQhbiIk7ZarTsdy2Aw4HK5pM+FGFUpLS2lqqqKqqqqnF/sS0tLpWGrEIacTiepVIpgMIjFYsFsNmMymWhvb8dsNuN0OikpKcFgMMhjWa1WaeJqMpkwm81MnjyZjo4OFi9ezODBg3tds//93/8lHo9zww037PG6C4qLi9E0raAQs3TpUgDOOuss6urqcLvd8vw9Ho9ct776gPRXHLEwRM6+7/liycV5iQ6mbOEon1gTjUYJh8MkEgl0XaexsZFt27bJeG5N05gzZw4Oh4MLL7ywT+c6YsQIHnroIb7++mumTJkiU7L6A6fTyahRo6QIkw+DwcDPf/5ztmzZwuLFi+XrP//5z7npppt47bXXuPjii5k3bx4mk4lAICDTkGw2G8XFxTQ0NFBXV8fhhx8uvX/EPrquk06nc+5/tvdOtsDS81703FehUCgUCoVCoVAo+ov9riNG0zQLkNJ1PQ2g67pX07QFwI8Ag6ZpCWAd4N3H57HTr+DCfkbTtJxfy3t2vIh/i1//d2VbU+hYojiPRqMynleY3CaTSTo6OmSni9lsllHUIiXJ6/Vit9upqqqitLQUv98vj+1yuejq6qKjo4N4PI7NZqO9vZ2Wlhbef/99PvvsM1avXk0oFGLBggV873vfw+v17pSMJHj77beZP38+Y8aMIZFI8NVXX+Vsb2trK3j9wWCQeDy+0+sul0v61PRkyZIleDwePB4PyWRSdjB4PB4SiYQc8QHyRpT3HFnprTtqd+kZTZ7t6yNey+5yEoV/TxFI+MGICO9sk95wOEwgEJD3+6OPPuKVV15hypQpmEwmotGojAnPh8/nQ9d1hg0bxm9+8xtuvvlmnn/+ecaPHw/A5s2bC16f3++XqVo9SSaTBQWdTZs27bTGtbW1HHzwwdx7771MmjRJjmTNmDGDiy++mN///vc8/fTTLFq0iJ/+9KdceOGFJJNJurq65HqJeylSmYSw2dbWlvM9FKNKwidIeMrkuxfiffli5vuC8pBRKBQKhUKhUCgUhdhvhBitu3J5hO4OGJ+maS26rj8LoOv6Fk3TXgaKgGMBHejcR+fRp/0KRV8XKuiz9xGdLuIYhWKtDQZDXsFApBgJEcZgMJBIJGTUrxiPCYVC2Gw2LBYLmqZhNpsJh8M5McebN29mxYoVfPHFF/ztb3+jtbUV6I4TPvvss7n00ks5/vjjge7I43xCjK7rPPXUUzgcDq688sq8Iy7CdDUf0Wh0pzhk6B5PikQiOxmp6rrOBx98wBFHHMG6detkt48owrNHgkSxbbVad7pP+4p896znc5Itzojo6p7vi8VipFIpjEYjLpeLaDTKjh07ZLy50WiU3j533303paWl3HLLLVLMEPceYOPGjaxevZoLL7wQTdOoqamREelXXnklCxYsYO7cuUybNk0KOYXwer0FY7FTqRQejyfvNqPRmLfjaPLkyfzmN7/h5ZdfZsKECfL1+vp6HnroIa6++mr+53/+h3vuuYd58+YxceJEpk2bJjuHsrvJhD+P8JKx2WyYzeac9e05hibOSdwLca/60zdIoVAoFAqFQqFQKAT702jSEUC7rus3AQuA4zRNuzpre4mu6y26ri/Udb1ddMx8WwjBZU8KtJ7v7W0kBbqLxerq6pxUJtEFU1dXh9VqxWw209nZKT1kRFy12N/n89HY2Ehrayter5d0Os0LL7zA+PHjufPOO/nb3/7GSSedxP/+7/+ydu1a1q9fz+zZs6UI0xtLlixhzZo1TJ48ea99RrIpKSmhs3Nnve3LL7+kubmZESNGYDKZ2LFjh/SFgX/5e4RCIfl6b8a13xSimyWdTkvPGKPRmHPvs0epbDYbHo+HsrIyOWqV7fVjNptJp9M888wzrFy5kjvuuKOgCPKrX/2KG2+8keuvv176pwg0TeO6665j27ZtvPzyy/t8HXoyatQohgwZwqxZs3Y6N4AjjzyShQsX8n//9394PB7uuusuLrnkErZu3Qp0C1bCoFrTNCnCuFyuHA+n7HXNHjkS30dxL3oKNr2JiAqFQqFQKBQKhUKxu+xPQkwIGKBpWoWu61uA6wC3pmkXaZpmAm7WNK1E+479NK3ruiwQ8/mG5DN6FV0OIgXJZrPhcrkoLS2VxWdFRQUNDQ1UVFQQiUSIx+PY7XZKSkoIBAJMmzaNa665huOPP57Vq1fLGOhJkyYxaNCgPgtM27dv59Zbb6W2tpbzzjuvX9fG4/HkHYFZsmQJ0G322tDQQE1NDaWlpTlilSi2y8vL9xufDzEC4/P5CnrGiJGjaDQqvVAikQjBYJBoNIrH46G2tpaSkhK6uroIhULMmjWLY489lksuuSTv565Zs4ZVq1YxcuRIFixYwMSJE3n77bdzxKkzzzyTww47jAceeGCfr0NPNE3j0ksvZdOmTbz00ksF9zvllFNYsWIFDzzwAKtXr2bkyJG8/vrrUrzxeDw4nU75PRBpY2Jtm5ubpWCTLc4UGjvaHd8g8T3e3REmhUKhUCgUCoVC8e/H/iTENNGdkFStaZpJ1/Uk8AcAXddTwJW6rnfo/VTp7OvCSdd1gsGgLJYLfU62kav4b7/fT2dnJz6fL6cwz37P9u3b2bx5M19//bXsghFeL6IjRPi+iGQm4Tnz6aefMnfuXC6//HJeeeUVDj/88D3q7Hn99dc57bTTaG1tZfr06QX9SPaERCLB2rVrqampyXld13WeffZZjjrqKIYMGcLgwYOpr69n8ODBMmlKRHxndzkI/4++GPf2N2LExWq1FhSHCpk8i24mkYzldrvxeDz4/X6MRqPcPnHixIIdVeL5mDZtGnfddRebNm3iF7/4BUceeSTXXHMN77//Pq+++ipff/015eXl+3IpCjJq1CiOPvpo7rvvPtLpws1uBoOBn/70p6xatQqPx8Ojjz4qI7137NhBV1eXFO98Ph9bt26ltbU17z0Xa16o42V3ut72VfeMpmlTNE1bpWnaKq93n9piKRQKhUKhUCgUim+I/UaI+eeo0VvAacBgTdM8gBFwaJpmBPp1FGlfjx1EIhFaW1vZsmULra2teT9H13UymQxOp1P6eRgMBplmFAwG5faeCU0ej4fi4mKcTqf06+jq6sLn88n9/H4/LS0tMm1G+F+8/vrrWCwWbrnlFukVszvous5vf/tbLr/8cgYMGMDbb7/NsGHD9nCl8vPOO+/g8/n48Y9/nPP6ihUrWLt2Leeffz7pdBq73Z4zfuLz+ejq6srrcZIvveibQDxrsVhsJ3FIIDp4xLWIbTabjfLycsrLy+Xr27dvp6mpiXQ6LcUnIeLkY+TIkZjNZv76178yYcIEVqxYwSOPPMLo0aNZvHgx//mf/8mVV17J8OHDmTt37m5dm67r/SJmaprGL3/5SzZs2MBrr722y/3r6+sZP3487777Lg6HA6vVSltbG36/n2AwKMUnYVxtMBhkVHXPEaW9TcqC/kvd6omu67N1XR+p6/rIfD5KCoVCoVAoFAqF4sBjvzHrBdB1ffM/E5KOAkYCHwML94UfTLbZ7u7SFxNPkVYkulDyfU4kEiEUCuF2u2X0bigUwmq1yn1Ed4tIdRGFenV1dU7kcSaTobW1lVAohMViwe12Y7FYMJlMMknI6XSSTqd5/fXXueSSS2QRvzukUilmzJjBCy+8wKWXXsodd9yB2Wzm448/3u1jFSKTyfD8888zZMgQRo4cmbNt9uzZeDwehg0bxrZt26QYA91rlUqlMJlMeUeRsk2Rv0l6mjLnI/s+hsNhLBaL7HByOp3yObPZbNTX18uI7kQigdFoLBjzLd4zcuRI/vrXvwJgMpkYNWoU559/PnfffTdvvfUWa9eu5dprr5WpXH1hw4YNzJw5E03TGDlyJMcccwxDhgzp8/t7MmbMGIYMGcI999zD2LFjd9mJMmbMGB544AHee+89zjzzTAAqKiqw2Wz4/X4Z026z2bDZbJhMJtlhBuQIeHtLf6Zu9TcNDQ3ST6cnAwcO/IbPRqFQKBQKhUKhUPRJiNE0reGfvi15/+5PdF1v1DRtO+ABMkDXvvicQoVToV/3dV2XiUVer1f6s4gRoJ5Fo67rsrguFGNts9nQdR2r1Uo6nZYjTJFIRAoKoktGeF6IbpdUKkVzczPV1dVyf5/Ph9frpby8XEYlezweNE2juLiYRCLBww8/TCwW48orr8xrYCsif/Px4Ycfcu+99/LRRx9x0UUXcf7550sB5tNPPy04GgPkjacWGI1Gamtr5d8rV66ksbGRX/ziF4RCIZLJJAA7duzg1Vdf5cc//rHsbqiurqalpUWul8vlKiiQZXuDfJPkS03qiXg2wuEwbW1tMsGnsrJSpl4JxDPl9/spKiqiuLgYv9+/0xp3dnZKP6ERI0bwwAMPsGnTJkpLS9m2bZscdxoyZAhDhgzJKdZ7xo9ns2XLFj744APmz5+Pw+GgqqqKt956i9dff52ioiIOO+wwjjjiCI444ogc8+ZIJLLTqJmgqKiImpoaJk+ezM0338xLL73ECSecILfnEw2///3vU15ezqJFizjxxBOpr6+nrKyMWCwmfZGKioqIRqPE43GMRqMUOa1Wq/z+Frof3xU7qq1btyrvGoVCoVAoFAqFYj+irx0xVwE3Zf19IzC1/0+nG13XM8DOLq39RKECS4wK9TTHzUYkFolUHiGM9CzwsyNyCxXh2R4UoVBIRhWXlZXR0dFBKpUikUjk/eU+Ho8TDAaxWq2y40LXdTmmJMaQ4vE4qVSKrq4umpqamDNnDmeddRZDhw7NuwYWiyWv10sgEOC2225j/fr1XHnllZxzzjk529va2qiurgagubmZjz/+WHYkiGLd5XLJv7NHooqKiuT56LrO7bffTn19PVdddVVO5PFzzz1HOp1m9OjRxONxBg8eLNessbGR0tJSSktL5RrsD4X07kYgi44Y0b2RyWRyoqKFt5EQqIqKiigpKZHPQjbV1dUybvyss87igQce4KuvvmLcuHG0tLT06unTm1fM/Pnzeeedd+Q9crvdJBIJNmzYwLJly2hsbOTzzz8H4NBDD2XMmDGUlpaSyWQYNGhQ3mOKLqALLriAhx56iEcffZTTTz9dbheCUk9Gjx7NwoULaWpqor6+Xj5XQrw0mUwYjUYpZomxMLGWu6LQ/w/2h2dLoVAoFAqFQqFQHJj0VYjpWXXsnCn8HSC72wV2FlfgX+MlmUyGQCCw0xhMtiGs3W6X3i6iQCxU2FmtVtnVEYvFZLeMxWKRRarwNnE4HHg8HiKRCMXFxbJQP/TQQ/H7/UQiERnfK37513Wdv/zlL/h8PqZPn75b6+Lz+bjkkkvYsGED1113HSeddFLe/VKpFO+//z7Lli2T5rj5TFJNJhPTpk3LO8by97//nU8++YTbbrsNk8mUUyzPmzePU089lUMPPRToFpsMBgPpdJpkMkkymdwv0pGyyRbk+jL2I7p2TCZT3kjzaDQqn9FUKkUymcTj8fQ6mgRw9NFH43K5WL58OePGjduja8lkMjz77LO8/fbbHHXUUUyePFkKJGazmSOPPJJUKkVDQwMtLS384x//YPny5dx///2cdtpp/L//9/92+Rlms5krr7yS22+/nRdffJGLLrqo1/3PPfdcnn76aVasWMF5551HY2Mj4XAYq9WKw+HAZrPJjphsQauvZJso76+jR4pdM3DgwILi2cCBA9myZcs3e0IKhUKhUCgUin9r+lqZ+DVNuwJ4BxgBlOy7U/r2EN0uhTxGINfLQ4wlZRfL0WiUtrY22clgNpvlfuL4Pp+PyspKXC6XFGYymQxms1mKDz6fj/Lyctn5IrogUqkUZrMZj8dDJpOhubmZ8vJyMpkMiUSCWCxGMBikuLgYh8NBLBYjFArx/vvvM2/ePEaMGMGoUaP6vCaNjY1MmDCB5uZmfvGLX/Af//Efeffr6OhgwYIFtLS0MHToUM455xw5XhMKhWTXTzAYZOHChaxZsyavEDN79mxKS0v5z//8z5zXt27dyoYNGzj55JMpKyujq6tLdgNVVlbS3t5OWVlZr+NR3wa760XkcDiorKwkk8lI895sRBeL1WolFApJL5TOzt61UZPJxHHHHSd9YnaXdDrNH//4R5YvX84PfvADJk+eXHCtNU2jpqaGmpoaRo4cyeLFi3nzzTdZs2YNhx12WMHxJMEll1zCe++9x6233kpDQ0OvAs4pp5yCw+Hgs88+Y8yYMXKMzeVySYHKZrORyWRIpVI5yWKZTEaKnoWu5dvyFVL0L70JLaq7SaFQKBQKhULxTdMnIUbX9Vmapp0GXAis1nX9Z/v2tL4dRLEluk/yFWjZHS2FOmYqKyulaCLEGGGk27Mgj0ajBINBHA4HxcXF2O12QqFQ3nOyWCzyF38h8JjNZmw2G/F4nEwmQ3l5OXa7nWQySSgUYt68edx2221Eo1EsFgt//OMf+1x4rFq1ip/+9Kckk0leeOGFnPPK5ssvv+Tll1/GaDQyYcIEjjjiCLnNbrdjt9vxeDwA0iw4X4pUa2srS5cuZdq0aTsVvi+88AIAY8eOxW63S5NacQ+qqqr6dE3fNHti4hqJREgkEpjNZin6CcGgs7NTdmKFw2ESiQQ7duxg8ODBuzyuyWTqNV2pN5577jmWL1/OJZdcQm1tbZ8Fr+LiYiZOnMgXX3zBvHnzePHFF7n22mt3eZ4PPPAAY8eO5c4772TRokUF97VarZx66ql8+OGH0kdJPHN+vx+fzycNe0WnGCBFyl11u2T7CmV/9/ckbUyhUCgUCoVCoVAooI/x1f80512i6/osXdff1TStYd+e1reDKLri8XhOzHEmk5FF3K4ikIU3RVVVFW63W8bntra2Eg6HcTqdVFdXy+JOmPHa7XacTicGgwGn00l2VK0YVREJSC6Xi2g0islkkmaoFosFl8uFy+WipKSErVu3cvXVV3PjjTdy3HHH8cYbb9Dc3MwZZ5yxy3XYsGEDU6ZMYdy4cdhsNl599VWOOeaYvPuuWrWKW265BbPZzJQpU3JEmHysXLmScDjMiBEjdtr25ptvous6Y8aMyXk9lUoxe/ZsTjnlFAYPHozBYJDpOGIM7LuC6JoS/0SjUdnlFI1G8Xg8UqApKytj7dq1bN26lSlTpvR63NbWVt566y0uvPDC3T6nv/3tbyxcuJAzzjiD8ePH71EHwZFHHsmQIUP48MMP++TN4nK5uPrqq/niiy922cVz6qmn0tjYSFNTkxRhDAYDpaWlVFRUUFdXh9vtpqysDLfbLUU+q9Uq/84eKSzEtxV/rlAoFAqFQqFQKL5b9HWO46oef9/Y3yeyP2Gz2XIKtuwCrOc2+JcvTCqVksWcwWAgFovR2tqK3+8HuqN1XS6X9P7IZDK0t7eTSqVyEoxEt0FzczOff/45fr+fYDCIxWKhuLgY6DbHDQQCMqpXpOYEg0FWrlzJTTfdxJtvvsmvf/1rFi9ezCmnnLLL8ZgtW7Zw/fXXc+qpp7J06VKuvfZa3nrrrYKRxEuWLOGuu+6irq6OCy64gNLS0l6Pn0wmeeONN2hoaMgr2Lz++usceuihO33eq6++yvbt2znvvPNobm4mEAj0SRQ7ELHZbHg8HhlRbbPZsFqtuFwubDab9ITRNA2LxcKTTz7JkCFDdjJP7skTTzxBKpVi0qRJu3U+TU1NPPjggxxyyCFcfvnle3NpHHroobS2trJ58+Y+7T927Fiqq6t55JFHet3v5JNPBmDZsmW0tbXJbiuj0UhpaansFhNCq/h+Zf8tnqVwOEw4HM4rFuX77isUCoVCoVAoFArF7qLMevPQM+Y4+xd0EUUM/0pdEUWcEFd0XZcFdFVVFVarVXa6RKNR+Xc0GiWZTMrxJRGJLcaVOjo6aGtrIxgMUltbS0VFBZqmSXPaQCBAR0cHBoMBg8GAxWLh5Zdf5qabbsJgMPD0009z6qmn7mTkumXLlpxi0uv18uijj7Jw4UI0TePss89m7NixuN1u1qxZI/dbs2YNBoMBXddZvnw5K1asYODAgYwZM4ampiaZlJOPgw8+mI8++ojOzk7OPvtsduzYIbcVFxezadMmVq9ezc9+9rOdRqD+9Kc/MXDgQEaNGoXf75djXjU1NbIwzlc4H0jeD+l0Wv53dsSyrusyHSkUCskkKrPZzBtvvMHq1av5/e9/TzAY3OmY27dvx2q1smnTJv70pz9x5plnYrPZaG5uZvPmzQWTiKDbGygWizFnzhwMBgPnnnsu69evl8dtaWnJ+75AIFBwhE0IdYsXL+ass87K2SYMsnsyevRoHn/8cT744AOGDRuWd5+ysjIaGhp45513OPPMM3G73YRCIdltJvxzKisr0TQtxyNGiDJizYUJN+zs65Pvu1+IA+nZUygUCoVCoVAoFN8syqw3i0LFU7YXCeycfCSEAGFOa7Va8fl8pFIpOTokRo1EN4cQToqLi2URKH6N7+rqwufzYTKZGDJkCBUVFTIVSIw+dXZ2ShFGJCP97ne/Y/bs2QwfPpw///nP1NfX570eUfQGg0Eef/xxXnzxRVKpFOeffz5HH3207EjpOabR0dGBx+Nh4cKFbNy4kaFDh3LuuediNBpJpVIFPw/gBz/4AX/6058YNmwYF1988U7rvmrVKnRdZ9KkSRx00EFy2+eff85f//pXZsyYQWVlJSaTSQpZYkRnf2NPivCe7xEx1dA9dhaPxwmHw2iaJtOXnnzyScrKyrj44otlTHU2drsdq9XKnXfeidPp5H/+539wuVxAd4JTSUnhr3EikWD27Nl0dHRwzTXXcNhhh8ltn376aUHDXa/Xy4ABA/JuMxgMDBkyhPXr13PZZZflbGtubs57Ly+44AJeeuklHn74YZ566qm8x02lUpx66qnMnz+fzs5OdF2nqamJAQMGUFNTI6O4s+Pm7Xa77JwREfKA/E4L0VWhUCgUCoVCoVAo+ps+jSbpuj4L2Ey3WW/HkFzokwAAIABJREFUd9Wst6+Ew2Gam5tloSy6XcSv69FolEQiQSKRIJVK4fV6AXJ+iQ8EAsTjccxmM36/n1AohNfrlQasjY2NtLW1Sc+LWCzG9u3b8fv9uFwuBg0axGGHHYbb7SYYDHLdddcxe/ZsrrjiCpYsWdKrKJJKpXjppZcYN24cc+fO5fTTT5edNMJUNx8+n49HH32ULVu2MHr0aMaOHdtn09JFixYRCAQKjsYsWrSI733vezKaWjBnzhxsNhsTJkygpqaGwYMHc/DBB+N2u/ucRHQgEg6H2bx5M5s3b5ainzCdzWQyfPLJJ7z22mtcdtllva7DM888w5o1a7j55pt3OTqWzVtvvcUnn3zC+PHjc0SYveWYY47hyy+/7LNpsN1u57zzzuO1115jw4YNBfc77bTTCAQCrF+/nsbGRjo6OggEAqRSKQwGg4wRF35MkUgEr9dLS0uL/N6J0aRswSabvvjIKBQKhUKhUCgUCsWu2J2s378Db3+XzXr3lkgkIkdEzGYzZrM5x/sl26tCjNT4/X62bNlCKBTCarVis9mora3l0EMPpba2VkYZl5WVUV9fT1lZGdAt6qRSKdavX8/06dNZtWoVjz76KPfff3+vIyfLli3j8ssvZ+bMmRxyyCE8++yz3H777dTV1fV6be+99x6LFy8GYPLkyYwYMaLPHQPRaJRXXnmF4447biehBcDv97Ny5UrGjh2b83p7ezsLFixg/PjxHH300bIzKZFIyCSh7xq6rsuY70JigNfrZdasWVitViZPnlzwWDt27ODee+/lpJNO2skAuTc++eQTFi5cyMiRIznttNP25DIKMnLkSHRdZ/Xq1X1+z/jx47FYLDz44IMF9zn55JPRNI1NmzZRX1/PQQcdRFVVlYz7DoVCxONxKZja7XYqKipwOp0kEglCoRBOp5NIJEJzczPt7e07CS/fRU8ihUKhUCgUCoVC8c3Tp9EkTdNOpXskSQfWAD/SNO1tXde37MNz229xOBzU1NTsZNopOhPsdjsOh4NIJILZbKajo0OOlzidzhzD0OwYbL/fLyOoi4uL0XV9p1Gmjo4OTCYT8XicJUuW8Nvf/pbOzk4WLFjAKaecsstznzZtGiaTifvuu48TTjihT2LK0qVLefTRRznooIP48Y9/vNudKI2NjUSj0YJiwJo1a9B1fSfD2ccee4xYLMZll12Wc55i3bPXX9d1IpEIdrv9gB4piUajeL1eMpkMlZWVckwmGo0SCoVkAtc777zDBRdckJOu1ZMlS5YQjUa58cYb+7Qmuq6zePFinnjiCWpqapg4cWK/r+WgQYMoKytj6dKlfXpeAdxuNwMHDmTlypUF9ykvL6ehoYFNmzZRVVVFVVWV/K6ZzWaqq6uBf8VUiy42h8OB1+uVnTMVFRUycSkajdLZ2UkoFJIpXYAy61UoFAqFQqFQKBR7RV87Yi7853hS1z//3gQM2jentP/TM31FRFRDrveEMOdta2vD6/USCoXke8Qv7U6nk4aGBun7EY/HaW9vJxKJkEwmsdlsmEwmQqEQX331FVu3bqW9vZ17772X6dOn43a7ee+99/pc1LpcLo466ihOPPHEPhXZn332GY899hhDhw7ljDPO2KNxINHF09bWlnd7Y2MjRUVFOd0ygUCAP//5z5x99tnU19fndCEIX55oNCpNU8XoiVj7AwkRjx6Px2ltbcXlckmRALr9WoRgl8lkyGQydHZ20tDQ0OtxxUhRY2PjLs8hEAhw5513MmfOHIYPH84vfvEL6V3UnxgMBs455xzWrFnDxo0b+/Se559/ni+//JIZM2YU3CeTydDc3IzFYqG5uZloNEo8HpefKaLdxfcv+3wqKipkQpXJZKKqqgqTyST/TiQScrww+3tf6DzU+JJCoVAoFAqFQqHojb4KMe9omjYDKNY0bRgwRdf1d/fhee33ZBdcIuUoEonI8SQhCEQikZxI66KiIrxeL+3t7bK4E+azAwYM4LDDDmPAgAHSaBS6zVorKiqoqqqira2N6dOnM3v2bCZOnMjy5cv5/ve/3+fzrqio2ClFqRBbtmzhj3/8I/X19fx/9s48Pqry3v/vMzOZPXsmkwRCEiMgQVABCy6g4rUUpYVf5dqLtVZvS5W6ol5rq9IWW7fa27rSq16vVnGtK6271hYRFwREIcqahOwzkzCZfTvn90d6ns4kM0lYrKDP+/XiJZ7znHWe4fV6PvP9fj6XXnrpkAvQoSgpKcFut/PZZ59l3d/a2kpdXR0m0z8LtO699178fj8//vGPcTqdwpDY7/fT2dlJIBDIeM92u/2Q9Y3R58z27dv57LPP6OrqEvt0U2KDwSCEM4fDgaZpwng3F5MnT8ZsNvPuu+8OOa6zs5PLLruMDz/8kMWLF3PdddcJYfDz4Bvf+AZ2u52nn3562LHbtm3jwQcfZMGCBZx55pk5x7W1tRGNRqmvr8disWA0GkmlUgSDQXbt2kU8HhdjdeFUF0vShdX077Uu0phMJvx+v/CE0s+RTXDR25cORUFQIpFIJBKJRCKR/GsYUWuSpmlPK4pyDPAdYBrwo8/1rg4B0tsWSktLyc/Px263iwWaXk2gtzpYrVaCwSCtra3k5eURj8dFwpLBYCAQCGAymSgtLRULQp/PRyAQwGAw4Ha7eeONN7j66qtJpVI88MAD/Md//Mde33dpaSlbt24ddpymafzP//wPdrud//qv/9qvdgxFURg3bpyIPx5IW1sbkyZNEv/f19fHihUrmDt3LkcddRThcJhgMEgkEqGpqQlN06irqxPvXL/GwZigNBLsdjupVIp4PE5JSQlut1tU+qiqSjweJy8vT3wGevXVcEKM1WplypQpwwoxzz//PH6/n9/85jciMUuns7OTJ598kgkTJnDSSSdlTWfaWxwOB1//+td54YUXhDdLNuLxOL/+9a8pKirit7/97ZAVXNu3bwdgwoQJlJWVUVxcjN/vp62tTVRi1dXVCY+dZDKJpmmiuirdaFs3Eh5qPuUap39Gh6IgKJFIJBKJRCKRSP41jDS+Gk3TNgAbPsd7GTGKoszRNO2VA31effGba1/6QtBqtQrz3Vgsht1uJxKJiNaRSCQiFnnl5eWkUil6enowmUyYzWacTietra0kk0lMJhOKohAIBLBYLJhMJpLJJD6fD03TsFgs/OQnP2HFihVMmTKFBx54gIqKClKpVM77Ta8uSae8vJz3338/53EtLS309fXR3NxMS0sL8+fPp7e3l97eXrq6unIaAW/duhWfz5fzvIcffjjPPPMMfr8/Q9RJpVJ0dHTwne98Ryxo77jjDvx+P1dddRVms5nu7m4CgQB5eXnCO0WvVDgY/WCyzaOB8wcyY9CNRiMmk4m6ujpsNhvBYBCj0YjT6SSVSonPWq8KguGFGJPJxPHHH89///d/EwwGM+Kqm5ubhSDx5ptv0tDQgKqqQqS78sorM861ZcsWUcFy+OGH55xf4XA4p5ltNBoVbVKHHXYYqqry+uuvM3XqVCwWyyARaPny5TQ3N/Pwww8PmfhkMBiEEJOfn084HMZkMhGJRDCZTFgsFiFuhcNh8Z3TPZjgn2KKPjd1IVX/TuvvWq+USfeDSv9c9c9MIpFIJBKJRCKRSHKxb70mXyCKohQBFyiKMvIYmM+BaDSKxWLBbDYLEUZf1DmdTvr6+mhvbxftCz6fTywKXS4XRqMRu91OLBYjFAqhKAqKoojzeL1eAoEAXq+XSy65hBUrVnDhhRfy6quvcthh+27PU1ZWxp49e4b1sHj//fexWq1Mnjx5n6+Vzvjx41FVdZAvSFdXF8lkUvjD+P1+7rjjDubNm8fYsWNFDHgwGCSVSlFeXk5FRUVOIeBgQNM0QqHQkMIeZKbw2Gw2ioqKcLlcOBwOCgoKRLtMOBwmGo0SDodpaWkRYsZwQgzA8ccfD5CzKqaxsZFwOMyxxx474ufbtWsX27dvH1IIHI7a2locDgebN2/Ouv+dd97hvvvu49xzz+Xkk08e9nzbt2/HarWKlCSLxUJJSQlWq5X8/HyRZmaz2SgsLBTCjh4JrqOLp9FoFFVVsdlsFBQUCA+aXJH1XzS1tbXi35CBf2pqar7o25NIJBKJRCKRSCRpHLyr2SwoimKkP7nJC8xWFMUGvAiEtOFWvQeYgb+IpyeqRCIRURmgqird3d3s2bMHs9mMy+XC4/FQWFiI0+mkoKCAZDKZsYDUK216enq4+uqr+eyzz/jd737HD37wg/2+77KyMlFVkV4hkU4oFGLz5s0ce+yxB6QVBWDs2LFAf+XMkUceKba3tbVl7L/nnnvYs2cPV1xxBXa7nby8PCKRCFarFbfbLQyMD2Z042AYur0lfc7oPiXp+yKRCBaLRbS8qaqK1WoV/iMFBQXD3svkyZNxOBy88847zJ07d9D+Dz74gPz8/Ayj5I0bNw55zry8PDZs2MCnn35KQ0MDtbW1ey1IGAwGGhoa2LJlyyBRsK+vjyuuuIK6ujquvfbaEZ1v27Zt1NfXU11djcPhIBqN4nQ6hc+S7vOiv2fd18lkMg36jAa2HRkMBkKh0EEdW93c3Dys8CeRSCQSiUQikUgODg6On3NHjqppmh9YrWnaUuAUYBWQu28BUBTlR4qirFMUZZ1ukDsUI6lo0D1J9LaEdMNPm81GRUUFdXV1YhGn+8m0tbXR2dlJR0eHaGvSRZdQKERvby82mw2LxcLll19OW1sbTz/99AERYQAhrOgVAtn429/+RiqV2qsqieHQNA2r1Up7e3vGdt3Ad/z48UQiEe68807mzZtHVVUV0L8oD4VCmM1mzGbzsKk1XwQD59dIjYMHpm+lo4sBsVhMVMVAfxWMXg00krasvLw8pk6dyocffjhoXyKRoLGxkWOOOQaj0Siu+8gjjwx5zurqambNmoXNZuPDDz/kzTffzDCyHSlHHnkkwWBwULXOs88+S1tbmzD1HQmdnZ2YzWbGjBmD3W7HbreL9sFwOExrayu7d+/G4/GICiS9BXCgwKJXwaQLZZWVlRx22GGHrA+RJDc1NTU5q4mGSyaTSCQSiUQikUj2hYNrRZsFRVEMiqJcrCjKQuAb/9gcUhRlARCkvzrmrKHOoWnavZqmTdM0bZrL5Rr2mvsbhZwel+twOCgvL2f06NEAFBUVUVFRwahRo0RriR5vbbVasdls7Nmzh9/97nds376d++67j9mzZ+/TfWTjueeeo7KyUtzPQHbu3MnatWuZPn065eXlB+Saqqpy2223kUqlmDNnjtgeCAR4+eWXOf744ykuLmbVqlX09vaycOFCcZzu76FHYB+MDJxfA0W6fUEXAywWC4lEgnA4jKZpaJrG5MmTMRqNvPrqqyM6V0FBgYhyTkdvv0l/t1arNcM4ORuKouB2u5k9ezYzZswgGAzy2muvieqmkXL00UdzxBFH8Pjjj9PY2Ci2z5s3j2OOOYYVK1Zw6623jqgF6txzz2XDhg08/PDDBINBkWCmqirJZBKr1UpVVRVWq5VkMgn0G1cXFRVhsVgyEpB0DxhdIBsq/lpy6KMbgGf709zc/EXfnkQikUgkEonkS8ihsKpYDJQCcWCcoih3A0bgOOAeTdP+HRirKEr2Ppt9IFdFQygUIpVKjcj/Q0dfxOmtSHl5eZSXl4uqBt38VjcBjUQifPzxxzz++OOceOKJGcLF/rJjxw7efvtt5s2bl3VB2d3dzUsvvURFRcUBve6uXbvYvHkzS5YsES1I0J/WE41GOfvsswF4+OGHqa6u5thjj6WsrAyDwUA0GqWgoOCg9oTZH3LFIKe30OzcuZPu7m4ikQiKolBXV8esWbN45pln9qsdRY90Tm8/UxSFs84aUtfMGFtdXc1pp52G0+nknXfe2SvvGKPRyA9+8APcbjcrVqwQRsGlpaU89dRTLFq0iDvvvJP//M//FAbFufjRj37E9OnT+dWvfkV3dzfBYBCv10skEhHPmUwmiUaj+Hw+YabtcDiIxWLCqyfX5yGRSCQSiUQikUgkB4pDQYgBaNY07QVN024H3gdOBp7QNG3XP/ZfqWla74G6WLaKBr1Kxuv1jqhaRl/QJZNJQqEQdrsdt9stElXC4TCBQIDe3t6Mc5WWlvL666/j8Xj45S9/eUBTgR555BGMRmNWr5BUKsV1111HKpXirLPOEp416egpMzt27OC9995jw4YNwwoBHR0ddHR0MH/+fE466SSx3e/38+KLL3LCCSdQU1NDa2srb7zxBmeccYYYY7VaURQFi8XypV0gpxv25qKgoICysjKg/3Pq6+vj1FNPZevWraK1a1/QBYqBSVh768HjcDiYPXs2Y8eOpa2tjVWrVgmPleGw2WwsWbIEs9nMeeedh946aLFYuOWWW7jxxhv5+9//zqmnnpoz/hz6RR3dX+iOO+6grKwMq9WKqqoUFRUJEdRqtVJaWprxjOmtSPrnEY1G9+odSCQSiUQikUgkEslIORTKDP4GzFIUpUjTtD2apj2kKEov4ARQFEU5UEa9Q50mPdZWb3lQVRVFUdA0TRjK6pUmoVCIrq6uDE8J/e/6sfqv8Xr7SSKRoL29nf/93/9l4cKFjBs3Lqfg4/V6hxSDBraixONxHn30UU455RQhjqTz4osv8uGHHzJ58mThJxKPx4W3TSgUEhVB6bS1tVFYWEg8Hh/kOxMMBtmxYwf5+fl861vfylicP/HEE8Tjcc444wyCwSArV65E0zTOPvtsUf0SjUbRNE08i358eqXSwRhfnQu93UH3KEk3ebZarVnnn91up7KykmQyidfrxel0UlxczMKFC7n++ut59tlnqa6uzno9j8dDNBolFouRSqXwer1iX2trK11dXUB/JdTeCjrZ0o7y8vI4/PDD2bVrF3/6058YP368EJAASkpKRNXLQL797W/z6KOPsnDhQq699lohDo0ZM4af/vSnrFixglNPPZWbb76Z0047LePYVColrn3ZZZfx29/+lm984xtMmDBBxEnb7XZ6e/u1Wt3kOJVKCS8QfU7pn4PZbB7WI0oikUgkEolEIpFI9oVDQYjxAfnA0YqirNM0LQhsA8oADmRa0nCLK11IMRgM9PX1idaGcDjMnj17MJlMlJaWEovFSCaThMNhSktLMZvNYuEN/QJDKBTC6XSKhaDBYCAej3PLLbeQTCZZvnw5NpstZ2qRbuibi4HH/fnPf6anp4fvf//7+Hy+DDFj69atvPjii8yYMYMtW7ZgMplQVZW+vj5RgWI0GrO2nLS0tABwwgkncP7554vtHo+HX//611RUVPCzn/0sI4K4q6uLt956i29/+9uiDWbZsmXMmjWL8ePHY7VaxbvW48F19JSqg5mh7m9gopJefaWqKuFwWCQo6RiNRvLz8wkGg6LNzWq1Mm7cOE444QReffVVrrvuuqzXcrlcOJ1OLBYLRqMxQxRxu93isx0zZsygSPRLL70UTdNYtWoVLS0tzJ8/Xwg+Dz30UM65V1JSwuzZs/nggw/YsmULDQ0NIpEpLy8vozUtndbWVi688ELuuOMO7rnnHi655BLxHsaOHcuqVatYsmQJl156KRdffDFLly4V+xOJhDAbvuaaa3juuef4+c9/zv/8z/9gMBgIBoMUFRWJ59f9X1KpFN3d3ZSWlgrxTxduNE1DVVW8Xi9lZWXi/F8kH3/8cc65JSOqJRKJRCKRSCSSQ4eDrjVJURTLP2KqAdA0zQM8DYwFvqYoyolAN9CY4xSfO9lSVfQEFp/PJ1ob7HY7JpMpw/gz/XiA3t5eIpEIwWCQzz77jEcffZQf/ehH1NXVHdB7XrlyJaNHj2bWrFkZ2wOBAPfffz8ul0t4tWiaRjAYRFVV8vPzKS4uprCwcMTXikaj3HXXXaRSKS6++OJBXjsrVqwglUpxySWXAPDhhx+ybds2Ghoa2L59uxCmdNNUvfJnfw1wDwZy+Q8N16LkcDiorKzMqLBasGABW7ZsYceOHft0L9k8YtJRFIXTTjuNwsJCnn/+eT7++OMRndfhcDBz5kzKy8vZvn37iH1spk6dytlnn82HH37I448/nrGvoqKCxx9/nLPOOou77rqLO++8M+s5bDYbv//979mxYwd/+tOfgP7KLI/HQygUEkKXqqq0t7fT3t6Ox+MR811VVfF3r9dLe3t7RiXRF0k8Hs9pKtvU1PRF355EIpFIJBKJRCIZIQeNEKP0cy/wC+ByRVG+q+/TNK0JeAbYQn8ljAYcME+YvUWPqNbNPQ0GAy6Xi6KiIkpLSykoKMDlcomF80B/E72SxuFwUFpaSlVVlTAsdTqdXHPNNQf0fhsbG1m9ejWLFi0a9Mv+448/TjAYZPHixVitVgBR0eNwOMjLyxuR+JHuqbFq1Sra29u54IILqKioyBi3a9cunnjiCf793/89o8LC4XBw5plnUlVVJaoRYP8TrA42ciUqDRT3BpIt6vob3+gPEXvppZeGvW42MSSRSAAMaYRss9k466yzGDNmDH/961/55JNPhr0W9FeWVFdXE4/H2bVr1/AH/IM5c+Ywa9YsXn75Zd55552MfRaLhZtvvpkFCxZwxx13DIpC1znllFM4++yzuf/++0mlUlRWVhIOh2lubqanpwfoF76MRiNFRUVYrVa6uroIhULCuykSiVBWVkZVVVVGJdG/mvRo9C/sJiQSiUQikUgkEskB5aARYoAGoEfTtJ/SXwFznKIoP07bX6xpWqemac9pmtajadrIoln2Ak3TRpyINLCCQV8om0ymjP8aDAbC4TCdnZ2EQiFxvKqqwiskLy+PWCyGx+Nh+vTpB2zhFwgEWLNmDVdddRUlJSV873vfy9i/bds2PvjgA+bMmZO1tWFvkop0YSGZTLJmzRqmTp3KkUcemTEmkUhwxRVXYLfbufTSSwF44YUX+Mtf/sLll1/O9OnTKSkpoa+vD4/Hg6qqOStIvmxkE1qGo7q6GrvdTnd395DjjEZjVpPjkpISADo7O4c83mKxMG/ePIqKivZKVKmqqsLlcrFp0yY2bNgw4jQlPVo9W3y6nhql+7jkYvHixSSTSTo6Ohg3bhzl5eVUV1eLZ7bZbBQVFVFdXU00GiUej9Pd3Y3ZbCY/Px+bzYbRaMTtdn+hbUnp0ehf2E1IJBKJRCKRSCSSA8rB5BETBMYoiuLSNK1JUZSlwJWKonyHfmHmun9s23MgfWHSGejfMRTpbUk66eKK3v4QiUREclL6YjgSidDT0yPimfWWiDFjxuzTvcfjcRobG9mwYQMbN25k48aNoi3EaDRy9913i0Uo9BuVPvbYY5SUlIjKCh1dgEkmkyNehOqeIY2NjQSDQWbMmDFozN13382mTZu46667KC8vZ/fu3Vx//fVMnTpVCDShUAiDwSA8dpxO57CfxaGOpmlZ/WFykT7PzGazaDHKhdlsFtUv6VRVVWG1Wtm5cydHH330kOcwGAxUVFTQ0tIyYoHOaDRy/PHH09jYyNatW/H7/UyePJnS0tIhj3v33Xepqanh8MMPz7r/rbfeYvLkyUMKlrW1tQDs3LmTUCgkvF7096sLX6FQiGAwSCKRIBqN0tvbi9vt3q9YcIlEIpFIJBKJRCIZioNJiGmlPyGpQlGUXk3TEoqi3AacqWlaUlGUxZqmDV5NHkD0qouRVF/oC7l09KQkt9tNfn6+qJoBMqodVFUlmUzS29tLMBikp6eHvLw8AoEA+fn5e33fK1euZNmyZaI9qKysjKOPPpr58+dzzDHHMHnyZIqLizOO+etf/0praytLliwZZLxqNBpRFIVEIjGkIXA23n33Xex2+6BqmA0bNnDPPffw//7f/2Pu3Lkkk0mWLl2KoihcddVVonJIN0H+KlTB6AwUAAcKegNJn2cjEWLy8vKyjjEYDNTV1bFz584R3afb7ebTTz/dqzmqKAoNDQ0UFxezfv16br31Vr7//e/T0NCQdXxnZyc7d+7kP/7jP7Lu9/l8bNy4kcsvv3zI65aVleF0OmlqaqK3t1e0JBUWFg763hoMBkaNGkVfX9+g7wkMFlglEolEIpFIJBKJZH84aIQYTdNSiqK8CswH4oqidAERwPEP894D3oo0EN2/Y19I/wVd94Qxm80UFBRgMplE2o1u6Ov3+0kmkyKOOBAIEAwGsdvtYtHs9XrJy8vLer0dO3Zgs9n44x//yH333ce0adP41re+RUNDA263OyMquqWlRaQbAbz//vs8++yzjBo1ilAoxJo1a8S+VCpFMpnEYDCQSCSIRCIjNshta2tjw4YNHHXUUSIqGPo9Z5YvX05FRQXXXnstyWSS3//+92zYsIFf/OIXwsOjrKxMmB7raVKaph3yBr3DMTDCOl3As9vtJJNJYrEYVqtVvBPdUDkvL49IJJLh0aPj8/mIRqOkUini8XiG6Wx3dzdGo5GSkhIaGxtpbGzE6XSK/bn8V6C/xSxbqxNAUVER27Zty7pvxowZfPTRR6xYsYLx48czbtw48dmWlJRQXl7OG2+8gaIojB07Fo/HI47ds2cPAH/5y1/QNI1p06aJbclkMqPaS2fMmDHs3r2biooKkTJmNBrp6+sTAqPdbhcVMFarlVgsRjwex2q1imqwSCQiYtz1qpov+5yUSCQSiUQikUgknx8HjRADoGnaLkVRngaOBKYB64HnPg8/mL1FFwaGQk+20b0p9MoYVVUxmUzC3Fdv+TEajVgsFvErezAYpLCwUHhfWCyWnEKM0Wjknnvu4bHHHuP000/n5z//ecbYocxtV69ejaqqzJgxY1Dr0ejRoyktLRWVCRMmTBAmvk1NTRkLXo/HQ1dXF+PHj2f06NEigvs///M/mTJlihh34403snv3bl577TUmTZrE3//+d/7whz8wf/58LrjgAlG14HQ6cblcovrgy7TYTa+qgP7FvcViIRaLYbPZMgTA9LY3RVGIxWIEAgGxTTeITiaTQrzJlmrldruxWq04nU6SyWRGK89RRx1Ffn4+lZWVrFlJ4RNZAAAgAElEQVSzBrvdznHHHSf2t7a2DjpfMpnk7bffxmAwZBU+AHp6enK2HrW0tDBhwgR27tzJZ599hsfjYfz48SiKQlFRESeeeCK33347U6ZM4Zvf/OagZwF47733qKys5OSTTxbzI5FIZDU5Puyww9ixYweJREIIKMFgEK/XS0lJCSaTCbPZjNPpFO9UVVX8fj+hUAiXyyWMuYPBIMlkkmg0+qVvlZNIJBKJRCKRSCSfLwddnb2mabuBV4CXgA6+wHSkvWWg4aqqqqLSJRAI0NXVJbwoioqKqKmpobS0lMLCQmKxGKqqjmiRl0gkuOmmm3jsscf47ne/y/Lly3MKNgPZuHEju3fvZtKkSSJCOxv6Pr/fn3NMKBTKEIteeeUVysvLM/xG/v73v/P8889zxRVXMHPmTHp7ezn//POpr6/nqquuoqurS8QID8XeGCkfjKSbO+t/16POB0ZWp8+jZDKJ3+9HVVUsFguRSASfz4eqqpjNZiHmDEUujxjorxqx2+1s2bJl2GcwmUxUVlbmPNdIMBqNHH744YwZM4aenh7RMgTw6aef0tLSwpw5c7IeG41Geeutt/j6178+IpGutraW5uZmmpqa8Hq9pFIpwuEwqVSKnp6erGbbutF2MpnM2KenouVKtZJIJBKJRCKRSCSSkXJQVcToaJqmAj3DDjxI0StjVFWlq6sLRVGw2+2oqkp7ezuBQIBwOExdXR0Wi4VoNCoSlUbiv3HppZfy+uuvc/HFF3P++eePuHJEVVXuvvtu7HY7kyZNGnKsnhrT3NxMX18fJpOJYDAI9C/IFUUhGAyKyohwOMzatWtZtGiREKJ8Ph833ngjY8eO5ec//zkAl112GZ2dnTz44IOMHz9eVIpUVVUJ89R0nx2dvTFSPhjJZu6cXhED2b1IfD4fLS0tGI1G8vPzcTgcuFwucbzZbB4k5AwkLy+PRCJBIpEYJNgZDAYmTJjAJ598QjKZHNaId/To0bS1tYkKkn1BURRGjRqFx+Nh9+7dooLm1VdfxWQyMXv27KzHrV27lnA4zNe//vURXae2tpZwOIzX68Vut6MoCslkUngfGY3GrO8+vSpLJ5snlOTLT01NzZD/vtbU1NDU1PSvuyGJRCKRSCQSyZeCg64i5mBjXyox9HYGAJfLhcvlEuahJpOJ0tJSSkpKhE+Fbo4LiBaUodDbns4777y9at/p6OigpaWFcePGDbvgDgaDpFIpUqkUfX19dHV1EQgEaG9vp6WlhebmZqDfE0RVVdasWYPZbGb+/PlA/3u74YYbCIVC/PKXv8RisfDaa6/xxBNPcO6559LQ0IDRaKSoqIgjjjiCUaNGDbmwP9RjrNOrXNKjzm02m2hZGxiJDlBaWkp5ebloPdJ9jAwGA16vl1GjRrF69eqsrUQ6Rx11FAB//OMfs+6fOXMmPp+PZ599dtjnmDRpEpqmCX+WfUVRFPLz8zNMhNva2hgzZkzOSi3dd0iPtx6OtrY28vLysFqtmM1mTCYT0WgUo9Eo3j30izAej4eenh7hS6PPs4FpZ5KvFk1NTcKTKdsf/d9BiUQikUgkEolkb5BCzDDolRhDea5kIxKJEAwGMZlMOJ1O4T8Rj8eFKarX6yUUCtHZ2UlfXx+VlZVs3bp12HN///vfp6uri3feeWev7mn79u0AWZNh0lFVlR07dgD9gkpDQwMzZsygoqKCcePGUV9fT01NDRMmTMBms9He3k5PTw+/+MUvRPz2U089xdq1a7n00kupr68nFouxdOlS6uvrueiii4TvjKIoGRUgejXRwOoDXYD4MvnGQGbLks1mo6CgIKMSw2QyUV1dLdpiNE3D6/WKlrElS5agaRo333xzzmuccsopnHLKKfzud7/L2gI2bdo0TjrpJF544YVhW5Tq6+tFzLhexbWvhEKhjM/ZYDAMKXjqPjHd3d0jOv9LL73EiSeeSDwep7u7m46ODiKRCPF4nGg0KloGm5ubiUajJJPJjJakbMKYRCKRSCQSiUQikewvUogZhr2txNATkywWS8aiOhKJEA6HM6ohgsGgMKktKiqivr5+RFHCZ5xxBmVlZTz66KN79Sw7duzAZDIN6Q0D/ZUz4XBYiCp6S5DBYMBsNmOz2cjPz8doNOLz+dizZw9HHnkkJ598MtAv+Nx5552ccMIJLFy4EIDf//73bNu2je985zsZC3B94a1XHgz02fmyM1B80edPehVGPB5HVVVisViGkGCz2ZgyZQpnn302jzzySM60IkVRWL58OaqqsmzZsqxix/e+9z3cbjcrVqwQLWi5cDgcWCwWent799kvRlVVwuFwhhBjNBpJpXL7cutCTFdX17Dn37lzJ59++iknnngio0aNory8nFGjRlFdXY3L5cJkMpFIJMR3UFVVRo0ahclkEpVq+mdjtVplZYxEIpFIJBKJRCI5YByUHjEHE+mR1kP9Wq/v039FTxdvUqkUVqtVLCStVisGg0GYr/r9fuLxOA6Hg23btol2DZ/PJxKUBnLaaafx2GOPsW7dOmprawftb2xsHLRt48aNVFRU0Nvbi8/ny3reYDBIe3u7iNo2GAy0t7cTjUaFGKCjV/M4nU7GjRtHNBolEonws5/9DKfTyX/9138Ri8Xo6OjgpptuYsGCBUydOhWDwUAsFkPTNKLRKFarVcQvfxl8OLLNk3QPkvSqHr0iKBKJkEwmaWlpwWq1UlVVJXyFUqkUdrtdCARms5lYLEZPTw+pVIrvf//7PPXUUyxfvpwHHnhAnDsYDAqhpLCwkIsuuojbbruNZ555RsSUp3Puuefy29/+lnvuuYdp06blrD7STaX1SpP8/Hw0TROJYKFQSLS1KYqCxWLBYrFgtVpFhLb++auqitfrpaqqinA4TDweF9VY6dhsNvFd2LFjR8b8TaVSg8TFP//5zwDMmTMHo9FIIpEgFotRVFQkPiNN00S1mt1uF4bZusilb0/3JxpKkNU0jXA4jN1u/8oIiRKJRCKRSCQSiWTvkUJMGkO1vaQvrtMXXPox+n/TTVl1fxnoFxicTiehUAiPx0M4HKaiogKLxUI4HCYvL49Ro0axZs0aseAuLS3NmYZ0/vnn88wzz/DGG2/wq1/9atB+3U8j/Z7b29uZNm0aJpNJLEgHjnn77beB/mSm7u5uNE0jEonQ2dnJrFmzuPLKKwHYvXs3V155JYcddhi33norDoeDo48+mosuuoiWlhaeffZZTjnlFABuvfVWUZWht0Xpok40Gs2oOvqytR7p6AIdDBabgsEg3d3dWK1WETetCzbRaJRwOCwqkADKysqwWCwiPam4uJjzzz+fu+66i5/+9Kcitaq6ujrDC+iqq67itdde49Zbb+XRRx+lsrJy0H1qmsZvfvMbxo0bx4wZM7I+i9/vp7q6mpaWFp5++umMZC1FUSgsLKSgoICCggLC4TCtra0Z34Py8nLxLMceeyxFRUUUFxfj9/tRFIWKiopB1ywuLqa4uBiHw0FfX19Ge50udKbz6quvMmHCBKqqqjAajRgMBlKpFJ2dnVgsFiG82Gw20aZUUFBAfn6+mIfZvtNDzc90wUZvP5RIJBKJRCKRSCSSgUghZh8YKsEnPV0lEAiwc+dO7HY7lZWVaJrGrl27RKVAMBgkLy8Ph8NBWVkZVVVVBIPBQd4Z2SgqKmL+/Pk899xzXHnllcP6vvh8PgKBAHV1dezevTvrGH27wWDIEJgGVngEg0FuuOEG8vLyuO6668Qi+KmnnuKRRx7hyiuvFCLMK6+8wl/+8hcuv/xy7HY7brcbg8FAKBSir6+PUCiEwWD40i9c9UqKoSoq9BY1feEfCARE1UpeXp5oGUqPtjaZTJSXl3PJJZewcuVKli1bxgsvvJD1/CaTid/97necdtpp3HHHHdx0002Dxpx77rmsWbOG559/ntra2qyiiM6YMWNYsmQJu3fvJj8/n/z8fDweDxMmTMgYp6oq3d3drF69WlRIRaNR8vLyMipZdB+loXC73cO2Jvn9flavXs0555xDU1MTiqJw5JFHEovFhAm1Tm9vL/F4XHg35efnD/KqGWli0kg+Y4lEIpFIJBKJRCKR9fP7wN74xthsNpxOpxhrs9koLy/H7XYLTxS3243dbhfVCyPxwIB+095YLMYTTzwx7Fi93aOuri7r/ng8zsaNGwEGtc7APyuCVFXllltuobu7m2uvvZby8nKgP6Fm6dKlzJgxg5/97GdAfxXI1Vdfzfjx41m0aBHt7e14PB6RHAT9LTNfhnak4RjKbNjpdFJeXi7StgwGA5FIhO7ubnbv3k0kEmHPnj20tbWxYcMGUYGit7CZTCbsdjsLFy7klVdeEVVN2Zg8eTJLlizhhRdeYN26dYP2GwwGbrzxRsxmMytXrhzUvjQQq9XK2LFjqaioyPl8BoOBiooKqqurOemkk1i4cCHz58/n9NNPz2jh0atWhqKiooLOzs4hx7z22mskk0nOPPNMioqKSCQSRKNRHA4HyWSScDhMOBzGaDRSWlqK2WwmmUyya9cuOjo6CAQCe5WSpvNlNZSWSCQSiUQikUgkBxYpxOwDI11wORwOYRSqL7ILCgpwuVw4nU5RBaK3J+keGCMVYhRFwWg00tPTM+S49vZ2/u///o/CwsKsfjLQ7ykTi8UyWjKysW7dOjZs2MDixYtpaGgA+itkfvnLX2Iymbj//vuFoPSrX/2KpqYmrr/+eioqKgYJUkVFRbhcrq+8n4aiKBgMBoLBoEjo0QW7mpoaysrKKCkpIZlMEggE6O3txeFwUFNTQ2lpKVarleLiYi666CKKi4t58MEHh7ye3l62du3arPtdLhff/va36ejoGFGK196iKIpoXUonkUjkbMXTqaqqGjKqG/6ZqlRbW8uoUaNwu91YrVZUVaWkpITRo0dTXl5OaWkpJpNJfB918au7u1ukpGUzT5ZIJBKJRCKRSCSS/eGrvQL+nBmYAKQb3vp8Pjo7O/F6vQSDQTweD62trbhcLgA8Hs+w506lUlxzzTUUFBRwwQUX5BzX09PD8uXLSaVSXHfddVnNf0OhENu3b6e2tnaQCKMvQPXtzz33HC6Xizlz5oj7uOWWW2hvb+eRRx6huroagHfeeYe7776b7373u8yePRuDwUBlZSX5+flZ381XnYHpSQaDQbT76BVE48aNY+LEiYwePRpFUYSXjO4jAzB79mxefvnlIYWDQCAAIKqZsjFx4kQsFsuwcdYHEq/XS2lp6ZBjamtr6ezsHDJSeu7cuQA88sgjJJNJcc7W1lYheDqdThRFEelNTqeTsrIyysvLKS8vF4KhjLCWSCQSiUQikUgkBxq5Cv4cSSaTdHV1ifYOu90uzED1lBzoF0vC4TBlZWXAyCpiHnvsMTZt2sSyZctyLl5VVWXFihWEQiGuv/56EUc9kM2bNwP9i+909GQZvUomEAiwadMmvvnNb4qql/vvv58NGzZwySWXcOKJJwL9ws6Pf/xjxowZw/XXXw8gKoG+asKLbtg8XKtLLmEqEokQCASIRCLk5eVRU1MjqkYSiQQ7duygra0Nr9eLz+dj5syZeDyerG1HOm1tbQBZzXp1TCYT48ePZ8uWLf+yahCPxyPEyFzoFV3Nzc05x9TV1XHUUUfx97//nV27dtHV1UVraysmkwmHwyHELuj3ewoEAkIo1MXCdKNeGWEtkUgkEolEIpFIDiTSrPcAkW2h7fP56OjoQFVVUb2gRxLrC8re3l4ikQgul4uamhqgX4hJJBL4fL6M1Bud5uZmVqxYwYwZMxg7dmzW9pGXX36ZzZs3s2nTJo477ji2bNkiqht6enqE2BOJRGhubsblcgmzXn2xmf5Mqqqye/durFYrM2fOJBwO8+qrr7Jq1SrmzZvHySefLI675ppraGpq4oEHHiCZTOL1etE0DbvdLiKL9dhqXXj4svpqDGXsnE6uyGtVVbHZbCSTSYLBoJg/vb29BAIB8TnW19fjcrk46aSTMBgM/OUvf+EHP/iBSCdKZ9u2bUD/O89l3NzS0oLb7WbTpk18+OGHInod+itqch0XCASE11C2d9He3p51n9FoxOPxMHHiRHbt2jVof2FhIYBI+9qwYQMlJSVAf1VWurgC8I1vfINbb71VJDH19fVRX19PWVmZEBj1dwsIbx74pwCpv6NsEdZf1vkqkUgkEolEIpFIPn+kEHOAyLYw0ytcLBYLwWBQeMsYjUYcDgeRSASbzYbRaKSyshKTyURxcTFerxez2UxxcfEgIUZVVX71q19hNpu5+uqrB/ls6LS2trJu3TqqqqoYNWqUSNyBfqGnqKhIRFobjUbKyspQVZWJEycyfvx4enp6WL9+PeFwmHnz5hGLxXjppZdYvHgxZ5xxBmvWrOH//u//OO2007jvvvtEK82TTz7JH//4RxYvXszs2bPxer3EYjHMZjMFBQU4HA6i0eiIxIlDlfS5MJIkHT0OXRcDVFUlEomgqirBYBCDwSDaiSorKwkGg3R0dFBcXCxMo/W2pry8PI4//nheeeUVrrjiiqwVSD6fD4AJEyaIVrGBTJ8+nYaGBl5//XXi8TjTp0/P2J+ruurPf/5z1mh06K+ymTp1atZ9wWCQeDzOYYcdlvXceirY1KlTMZlM7Nq1S2zT51c6CxYs4JZbbuGTTz7hW9/6Fr29vVgsFvF90jSNWCxGXl5ezsQuPbrdZrONOMJaIpFIJBKJRCKRSIbjq9Unsh+MtMUkHaPRiNvtFl4f6b/a6y0niUSCkpISEokEXq8Xl8s1pEfMH//4Rz744AN++MMfCqFnILFYjPfee4+8vDymTZuWdeGoaRptbW2EQiHKy8tF5UQ0GmXt2rW8+eabhMNhpkyZgsFgYPv27Wiaxg9/+EM0TWPZsmWMHj2aP/zhD+LYXbt2ceGFFzJ9+nTOP/98EQlcXV1NZWVlxmI23Q/ly4wezT3U4l2vttB9SHRfEuhv6SopKcHtduN2u7HZbJSWllJZWUlBQQHFxcWUlJRgMplQVRWTycSpp57Khg0b6OjoyHq99vZ2HA5HThFGJz8/n3HjxrF+/fp9fPqRoz9vrjmtY7VaaWhoGPaejjjiCMaOHctLL72Ey+Wiuro643nTW76yoWkaHo+HPXv2EIlEpKeRRCKRSCQSiUQiOWAccqsKpZ8ZiqJUKv/Cn6b1xbJuiro36JUw+iJOVVXhD1NUVERpaSk2mw2r1Yrb7RapLwNpaWnhlltu4aSTTuLUU0/Neb0//OEP9PX18bWvfQ2LxTJovy7C7NmzR6THJJNJ2tra2LZtG11dXUyYMIG5c+cyevRokskkO3fupL6+npqaGt544w0+/vhjrrjiCrG4TSQSnHPOOQD8+Mc/xmazUVxcLAQE3XQWpFHvQPQWLf2z0oUqh8OBw+HAZDJlGPeaTCbcbjcGg4FoNIrNZhPCisPhEGa1r7/+etbrtba2ZrQaDcWUKVNobm4WVTSfF3rFz3BCDMAxxxzDRx99NGS0tqIofPOb32T16tUEAgHq6upwOByEw2E0TcNms5Gfn4/FYsnq/aJ7OJlMpmEFQ5msJJFIJBKJRCKRSPaGQ2ol/A/hZTmwEPg2cP2/SozR2z+GajHJhV5Noy/UIpEIPp+PcDhMPB4nGo0SCoUwGo1Eo9GMNqJ0Hn/8ceLxODfddFPOCovW1laeeeYZ6uvrqaioyDomlUqxZ88erFYrLpdLCC179uyhtLSUuXPnMnHiRGEK29jYSCKRYMqUKQDcfvvtjB49moULF4pzPvPMM7z33nssW7aMI488UhgS69HMA5GL138SjUZJJpP4fD5UVR2xUKVHouvtTPr7nDJlCtXV1fz1r3/NeVxHRwdr1qwZ9t70VqLXXntt7x9sL/D7/QDDmvVCvzgUiUSGjdaura0llUrxySefEAgECIVCogpGURRsNhuRSISOjg5CoVDGsSONV1dVNaNyRiKRSCQSiUQikUiG45ASYoDpQKemaVdpmnY3sAPIbvBwgNGrWvZF94lEIvj9frxerzAITTcaTSQSxONxiouL6erqYty4cVnP09raSmVlJaNGjcp5reeffx6DwcCECRNyjjGZTJSXlxONRuno6KCpqYlEIkFtbS1VVVUZVTS9vb1s3bqV2tpaKisrWbduHe+99x4XXnihEGoAHn74YcaPH8/FF19MVVUVVqt1yGqCSCTCnj178Hg8X3kxxm63YzKZSCaTYjGvqiqBQIBAIJDz/TgcDtxuNw6Hg56eHjo7O+np6cFoNHLMMcewbt26rK10N998M6NHj+byyy/n6aefHvLeKisrmTlzJi+99BKdnZ37/7A58Pl8mM3mEQkxkydPBmDTpk05xySTSW6//XYaGhoA2LJlCx6PB4fDgcViIRwOk0qlCAaDwgg5/T0PrGLLRSQSIR6PE4vFsFgsUmCUSCQSiUQikUgkw3KoCTFeYH1aFYwNGHblpijKjxRFWacoyrqh/Fc+D/R0FoPBQDwep7u7m1AoRDQaxe/309nZiaIomM1mfD4fLS0tHHnkkVnP1dXVlbPKBfq9YV588UVmzZo1bDuFy+WiuLiYnp4eotEoY8aMGWScq6oq69atw2KxiMXv3XffTVFREWeffbYY19jYyAcffMA555wjKg0GeuIMxGazDRIfDlX2d34pioLL5aKoqEi8s0gkQldXF11dXUSj0azHGQwG7HY7BoOBkpISKioqKCkpQVVVjjvuODo7O2ltbR10XGVlJXfffTfHHXccv/71r7n99tuHFA6+853vYDKZWLly5V4/20jx+XyMGjVqRO1qNTU1FBQUDCnEPProo+zYsYMlS5bQ0NCAxWLB4/GQTCbp6enB7/fT29uLqqqYzWaSyeQ+iYI2mw2z2YzFYiEWiwl/n31pYZQcetTU1KAoStY/ejKeRCKRSCQSiUQykINeiFEUxaAoysWKovw/+itiurR//szvB9oURZmuKMq/5TqHpmn3apo2TdO0aSP5xf1AEg6Hhf+FyWQiGAzi8XhEwo2+z+l08vHHHwOIX/EH0tnZOaQQ8+abbxIIBFiwYMGw96UoClVVVdTX11NfX5/VuHXz5s34/X6mTJmC2Wymt7eXF198kfPOOy8jaebhhx/GbDazYMECenp6CIVCxGIxQqFQTpHFYDAMEh8OVQ7E/BrYjmSz2YS/jtVqHfZ4vcrJYDDg9XoZO3YsAB988EHW8Xa7nf/+7/9m4cKFPPTQQ/z0pz8lFotlHVtcXMyCBQtYv379kOLH/uDz+aiurh7RWEVRmDRpUs57icVi3HrrrUydOpUFCxYIryLor/CKRqOicqigoIAxY8YIMWZvRcGB81j399mXFkbJoUdTU5OIOx/4p7m5+Yu+PYlEIpFIJBLJQcqhEF+9GCgFdgMFwNWKoizVNC0C7KHfK+ZE4KbP8yaGa0nKlaZkt9tF+0NBQYEQMPT2pFQqhdVqRVVV/va3vwEwceJEVFUllUqJhbmmaXR2dvJv//ZvqKrKtm3bBsXuPvbYY1RWVmK1Wof8Rb68vDznr7WVlZV873vfY+XKlfzpT3/im9/8Jtdeey0At9xyC3l5eVx88cVCPAmHwzz11FPMnz+f2tpaLBaLiF5OFxeyvT+j0ZgzOvjLxt7OHz0OfOA+vfUFskd/h0Ihenp6cLlc2O121q9fz6JFiwaNO+yww7DZbNx7771MnjyZZcuWEQ6HWblyJYWFhRltZ9CfQvTOO+/w5JNPMm/ePOHpMpCioiJGjx6ddV8wGKSysnLQ9mQyyZ49e6isrMxZ/TPQN2nChAk8+OCD+Hw+LBZLhlj1v//7v7S2trJ48WK6u7spKCjA5XJRUFBAUVER7e3tBAIBNE3D7XaLliKn04nNZhN+PWVlZSIRbKToc15GXEskEolEIpFIJJJcHPQVMf+gWdO05zVNWwGsB674x/YpwL8DN2uaNrgH4yBgYNuJvlCLRCIEg0Hsdjs2m41AIEBjYyP5+fmMGTNm0Hn6+vqIRqM5K2KamppoamripJNO2u9F4OOPP86dd97Jqaeeyk9+8hMAenp6ePHFF1m0aFFG4s6zzz6L3+9n0aJFot3IYDAQDocxGAwyGWkE7I2vSHrLUrbqDVVV6ejoIBwOM3XqVN5///0hz6coCpdccgn33Xcf77//Pqeffjrt7e2DxpnNZq6++mp27drFRx99NPKHGwF6S9BQ3kcDmThxIslkks8++yxjeygUEslikyZNIh6PY7VacTgcuFwu8vLyGD16NHV1dRlpYXoLmMFgwOfz0dHRgdfrHdG96O1In0eLXXrb2wE/uUQikUgkEolEIvlCOBRWyX8DzIqiFEF/GwiwVVGU2cAm4DJN03Z/kTc4HLrxZywWy1iwxWIxNE0TfhU+n4+GhoasQopulJordvitt97CYrEwY8aM/brXTZs28fvf/56TTz6ZX/7yl5hM/UVTTz/9NLFYjEsuuSRj/AMPPMDYsWMpLS2lo6MDVVWF2W8ymZSmpSNAj0YfyUI+vWUpW0uXwWCguLiYgoICjjrqKDZt2jQiv5KFCxfy5JNP0tLSwpw5c9i5c+egMbNmzeKEE07g3XffHZQytD90dXUB7JUQo/soffLJJxnb7777brq7u7nooosoLi4mLy+PcDgsvmu6QKi/Q71Kxu12U1paCkBpaSmVlZWUlJQMK5CpqoqqqtjtdvH3A0l629sBPbFEIpFIJBKJRCL5wjgUhBgfkA8crSiK3seyGQhpmvbSwS7CpKP7R9hsNhwOB3V1dZSVlYl2jo8++kiY4g6ku7sb6G8rGojX6+WDDz7ga1/72n55U3i9XlavXs2sWbO44YYbhAjz6aef8thjjzFz5kzGjx8vxq9du5b333+fGTNm4PV68Xg8RCIR4Q+j/79kaPRo9JF45QwXbe10Oqmvr2fixImceOKJJJNJNmzYMKL7OPnkk/nzn/8sBLeB7VKKovCTn/yEZDKZMxp7X2hpaQHI2ZDy6poAACAASURBVNKUjYKCAkwmE01NTRnbH3roIWbMmMGMGTNwu92YTCbRchSJRER8tf48iqIQjUbJz88X813324nH48MKZHplmx47L+e7RCKRSCQSiUQiGY6DTohRFMWiKIowZtA0zQM8DYwFvqYoyolAFzD4J/svGE3TCIVCOf1i0hfRBoMBm80mPDEKCgpoaGhg8+bNWY/VjVSzGbe+/fbbJJNJTj/99P26/8bGRmw2G8uXLxceIVu3buXSSy+loKCAK6+8UoxNJpMsXbqU0aNHc9lllzFu3DhqamqEYanb7cblcn0uVQJfNoYTV3T0FqZQKJQhEGiaJqKuAfLz88nPz2fSpEkAOedUNo466ih+9rOf0dLSMkjkAKirq+Ooo45i48aNopJlf1BVlbVr11JfX5/V8yYX999/P8lkkrlz52ZsP+GEE/joo4/o6+sjHo/jdrspLy9HVVX8fn9GxRb0i2B2u51AIEA8Hs+IsbZarRgMhiHNknVxtaysbMRimkQikUgkEolEIvlqc9AIMUo/9wK/AC5XFOW7+j5N05qAZ4AtQBmgAT1fwG0Oid5iMtLoWo/HQ3NzM7t378bv9zN27Fg+/vjjrMKFvm2geaimaaxbt47x48eL1op9Qa9omTJlilh4bt++nUsuuQSbzcY999yT4U9z6623snnzZs477zxsNhtOpxOz2SxEJr3CQFYJ7B+qqhIOh1FVVXiRAGLRr2kaHo+Hrq4uPB5PxtyzWq0UFxfvlRADcMoppwDwzjvvZN0/ffp0LBYLr732Wk7RcaQ0Njbi8/k49thjR3zM7t27eeihhzjjjDM45phjMvYtXbqUSCTCH/7wB9ra2vD7/UQiEbxer/iueb1eUqmUeFfRaJSuri7a2toIBAIZ21VVzWkgDP8U0YxG44jENIlEIpFIJBKJRCI5mFYNDUCPpmk/pb8C5jhFUX6ctr9Y07ROTdOe0zStR9O01Bdzm7nRW0xG2h5kt9sxmUyEw2F27NhBaWkpgUAga+xpKtX/uAMXeq2trXR3dzN16tT9uvfGxkYsFgsTJ04EIB6Pc80112A2m7nrrruoqqoSY1esWMFNN93EokWLOProo8nLy8PhcAyqBkhvxZLsG+lGsPr7dDgcYtEfiUSIx+MYDAZKSkpQVVWII1arlQkTJrBly5a9umZNTQ01NTWsXbs2636r1cqsWbPYtWsX27dv36/nW716NU6nM2dkezZuu+02jEYjV1xxxaB9EyZM4PTTT+fxxx8H+r83vb29JJNJHA4HeXl5BINBenp66Ovrw+PxUFhYSGFhIZWVleTn54vvr5y/EolEIpFIJBKJ5PPgYIqvDgJjFEVxaZrWpCjKUuBKRVG+Q78wc90/tu3R9vdn+H1gJJfUTXmHOj6ZTNLT00NJSQlOp5O6ujpR9XD00UcDsH79ekaPHo3P5xMVML29vQD4/X48Hg9bt24lkUiwbt06FEVB0zTee+89cT2Px5PzPhOJBD6fT/y/fs7DDjuMZDJJPB5n5cqVtLa2ctttt+F2u4nH4wA8+OCDXH311cybN08Y9zqdTtHuEQqFsNlswn9jfzxrvkrkml+6CGC1WjPepz7eYrFgNpuB/s/RaDQSiUQoKysjlUpRXV3NSy+9RDQazTCBHs5s9+ijj+aVV16ho6NjUJS13+9nzJgxFBYW8vLLL+N0OsU8jUajOdOGUqlUhglwKBRi48aNTJs2jUAgkDEnB1JaWoqmadx77728+eabLFmyRETDq6qaEW994YUX8uKLL/LGG29w/vnnk0gkxLzUhRar1cqePXtIJpP4/X7MZjN+v5+ysjLxfcr2vkeKjK+W1NTU5JwHNTU1WVv/JBKJRCKRSCRfDQ4mIaaV/oSkCkVRejVNSyiKchtwpqZpSUVRFmualviC7zEnI1149fT0iBYIPbXFaDRSXFzM3LlzMRgMbNmyhbPOOguXyyUWuE5nv0+xy+XC5XIRj8exWCw0NTUxatQoioqKMq7z9a9/Pec9dHd3Z5gC33nnneTn53PRRRdRUlJCZWUlK1eu5PTTT+eCCy4Q45588kkuvfRS5syZww033EB1dTWxWIzS0lIhAOitM3vj9yHJPX90MSDXfpPJhMvlwuPxEI/HSSaTGAwGQqEQVquVSZMm8cQTT9DT00N1dXXGseleKQOZO3cuzz//PF6vl+nTp2fsmz17tkga+vWvf80bb7whhMVUKkV+fj5OpxOn04nb7Wbs2LFYrVY+/vhjamtrxXlWrVqFqqosXLgQl8vFtGm5g4HKysq4+uqreeihhzjnnHP4+c9/Lsx1I5FIhlg0a9Yspk6dyrPPPsv5559PUVERqVRKRMVrmkYsFqOwsBC/309hYaFI/IpEItjtdiFUyXYjyb4ylNAihTqJRCKRSCSSrzYHjRCjaVpKUZRXgflAXFGULiACOP5h3nvQtSLtC6WlpYRCIeLxOF1dXZSVlQlD0JKSEsaNG8emTZsGHZetNcnn8+H3+0Ulzb6wY8cOPvvsMxYsWCAW5suWLSMej3PjjTeKcatWreJHP/oRM2fO5Cc/+QmqqgoD4Wg0isPhENUDsgrm80M37IV+kUBRFAwGAy6Xi3A4jNVqFd4mkUiEsWPHAv0xzwOFmKGYMWMGRqOR1atXDxJidKZPn87ZZ5/N5s2b8fv9tLW1iTaq9AoSg8FAXV0dLpeLKVOmMG7cOEpKSvjrX//KEUccQVVVFYlEbo01Ho/zwx/+kFWrVnH55Zdz7bXXDrmQVRSFyy67jHPPPZe//e1vnHPOOVRWVqKqKh6Ph2AwKFq59HdlNpsxmUzY7XbC4TDd3d1omkZlZaUUFSUSiUQikUgkEskB5aARYgA0TdulKMrTwJHANGA98NzB6Aejo2ka4XAYu90+ol/OTSYTtbW1YjGdSCTwer2UlZURiUSorq7OKsRkM+vdtWsX0J9ksy+kUilWrVqF0+lk5syZAOzcuZPHHnuMpUuXUl9fD8Arr7zCeeedx5QpU1ixYoUw4bVYLOTl5Yn2maFasyQHhkgkItKKKisrhehlMBhwOp1intjtdhKJBEcccQQAb7311qCEoaHIz8/nmGOO4e233+aqq67KOkZRFBYtWpSxbfv27dTW1hIOhwmFQuzevZtPP/2Uzz77jPXr1/Puu+9mjD/zzDOHvZdrrrmGV155hRtuuIElS5aM6P7nzZvH6NGjeeaZZzj77LOB/jYvl8uF1WoVJtKapmG32zEajeI7bLfbKSsrIxwOY7FYhKhl+//snXd0XOWZ/z/TNE2a0Yx6s2TZwgV3GwwiYEywA8amBBYSaigOcAi/xNlNSLIQzrJJlmSzwAbTEpYWggkt2JgEB2wDxrjgTjGWi7plSaPRaHq98/tD3JcZaUaWK8Xv5xwdaebO7e+9mud7n+f7mM3iGk+97mV2g0QikUgkEolEIjkUvlRCDEAymWzVaDTtQD6gAH1f8CYNidopCT4vH8pGakCXl5cHgMfjER4XJpOJCRMm8NZbb4lsE5VM61BFmYGdlIZDIpHg6aefZs+ePVx55ZUYjUaSySQvvvgihYWF/OQnPwH6RZgrr7yS8ePH8+tf/xqbzUYwGESr1RKJRLDZbLJ04ziitgZX/x5IMBjE5/MJQaampoarrrqKxYsXc/bZZx+SGFNfX8/ixYvxer3YbLZhz6eKQmppklpytG3bNnQ6Hbt372bLli1MmTKFU089dchlbdq0iRUrVnDHHXcMW4SBfkGxo6ODWbNm0draislkEma8ZrNZGBybTCby8vLEGFb9mtTX6nU4sOQu9bqX4qNEIpFIJBKJRCI5FL6UEXQymVQ+64z0hRjzHgqH0ikptQOOitlsxmq10t3dTXt7O6NGjSKZTNLa2po2r8fjQaPRYLfbxXtOpxPo9505FBRF4emnn2bLli1cfPHF1NfXA/2dkz799FN++tOfkpeXx5tvvilEmOeee45x48YRDAZxOBwUFxcLAam7u1uUTkmODslkkkAgkFbiowp5VqtVCHmBQABFUVAUBa/XSyKRwGq1kkwm6erqor29nXvuuYeJEydyzTXX8Nxzzw17G2bOnImiKGzatOmo7JNOp6OmpoY5c+Zwxx138K1vfWuQEXAqyWRSmEXfdttth7Su//iP/8BsNnPjjTei1+vRarWi9C4SiaDX60kmkxQUFKQJiaqQBZ+3CFfbsyuKQjweF/47h9IhTSKRSCQSiUQikUhUvpRCzFcJtRxnOFkhqe1wB3p9qPNXV1cDDGph7Xa7yc/PT8t+ORwhRlEUVq1aJUSYc889V7y/bNkyCgsLueGGG1AUhR/96EeMHj2aF154gdLSUtrb29m5cyd9fX0UFRVhs9kIBAI0NjZm7ZQjOTzUjItgMAgg/E08Ho8Q8gKBAJ2dnfj9foLBIN3d3XR1dYnpXq+X3bt3s2/fPh588EGmT5/OTTfdxC233CKWOxRTp04lJydnUDnR8eKf//wnH374IbfffvshCR4bN27ktddeY86cOeh0OvR6vRCxoP86zMnJQafT0dPTI7KHoF9YVbPO1FIk9cfv99PT04PX6xW+SLIsSSKRSCQSiUQikRwqX7rSpK8jalaD2gFHURRcLhfxeJzc3FzMZjMjRowA+tsUQ7//S2r2S3NzM06nk46ODgBcLhfJZBKdTkdLS0vaZwHxVD8VRVF47733aG5u5rzzzuOUU06hr6+/8mvHjh20tbVx7bXXYjAYePvtt2lpaeHRRx9Fp9PR2NiIx+NBp9OJdskWi0VkYGQqk5EcPqnGx8lkklAoJDoiKYoyKANJ9T9RjaAVRaGoqAiv10ssFsPpdPLUU0+xePFiHnjgATZs2MCTTz7JmDFjMq5fFfcmTJjA+++/nyb2qeV0mejp6ckqTvT29orxPRCdTidatEO/d9J9991HbW0tZ555ZloW2UBUrxbov9buuusuiouLWbBgAfB5h5pEIiFKAJ1OJ263m3g8TjAYFOVFatt1n88n/GKgv8OUVqvF4XAQi8UOOxPmS57gJzlOyNbWEolEIpFIJCc2Uog5BA7XoHPgZ8PhMPF4HL1ej9VqTRM3NBoNOp2OtrY2zjnnHDGvx+OhrKyMgoICACZPnkxubi7btm1Dq9VyxhlnpK1joG+F6gnT3NzMxRdfnNYRKRqN8uijj3LSSSfx05/+FKvVypIlS8jPz+fiiy8mkUiIILa6ulr4w1itVmw2G7W1tZjNZpkdcBQZaHysCl1qOZhWq8VqtVJaWioyN3Jzc9FoNHi9Xnw+H1arVQh8ubm5FBcXc++99zJ9+nQWLVrEueeeyx/+8AeuvvrqQesvLS0FYNasWfzv//4vZrNZiH3Tp0/H4XBk3G6dTifG6EDsdrvo4jSQUCgkssEAnnrqKdra2nj66aepra0dJDSmYrVaxbFavnw569ev55e//CWjRo3CZrNhMBgwmUzodDr8fr84tg6Hg56eHhKJBMlkUmSlqdd36piORCIoikIsFjtmmTCfiTQyS/EEQLa2lkgkEolEIjmxkV/6D4GB5SKHi9FoRK/Xp/lTqKVKVquVqqqqQV/Uu7q6KC4uHrSskpIS0UUnG6oIo5YjzZkzJ236yy+/TGtrK4sWLRKZCX/729+4+OKL6evrQ1EUSkpKGDVqFLW1teTn5wthQBUEpGHvsUWr1YpjrmZRqRkb6rEPhUJCpFHPS0VFBWVlZUI8c7vdnHzyySxfvpxp06Zx0003cfPNN2cd06effjqKovDOO+8ct331+Xzcf//9nH766cyePXvY83V1dXHHHXdQV1fHeeedh6IoGAwGcnJycDqdIotH9YqJRqOivKu7u1tMV018Q6GQeC+1rPBY8dk5OHTnbYlEIpFIJBKJRPKVQkbPh8ChGPOqqAKLaqgaCAREgBcKhQgGg+Jvn89HJBKhpqYmTYhJJBK4XK6MQkxpaSl+vx+/3591G55//vlBnjAqoVCIhx9+mOnTp3PWWWcB8Ne//pVIJMLll19OMBgkGAxit9upra0VJrGS44dq3BsIBNKEFkgfX6pYUFRURFlZGbm5uSJbJC8vD4PBQDwex+l0Yrfb+f3vf8/tt9/OM888w1lnnZVxDM2YMYPRo0dz7733irK4Y81TTz2F2+3mF7/4xbCzA0KhEN/85jdpb2/nd7/7HSaTiVgsht/vx2q1EolEhIeOWhaolm/l5eUJE171WIbD4UHG2seaz+4r0vVaIpFIJBKJRCL5miOFmENALWk4lNRxNYsmFAqJrknQn9Xg9/vp6+sTwZ/qtaLRaNK8JAKBAIlEImM5SFFREQDd3d0Z1799+3bWr1/P7NmzB4kw0J8N09PTww9/+EOxX0uXLmXMmDFMmDCBwsJCkYFhsViIRCJ4PJ60DALJsSV13AzMykgVDNQsGLXkTRVr1Gya/fv309nZidfrxWAwUFBQwL333svTTz/NRx99xLJlywat22Aw8Lvf/Q63282CBQvYvn37Md/fvXv3UlZWxpQpU4Y9j0ajIRAIUFJSwogRI3A4HBQUFOBwODAajSiKIrJcvF4vbrebQCCAXq+npKSE/Px8oN/gWL0e1XEPmTueHW0+u/7kRSWRSCQSiUQikXzNkULMMUbNolHb4NpsNhEkK4qCXt9v0xMIBETg3NLSIrw9QJQsZMzEUf04MnVOWrNmDY8//jjV1dWcf/75g6bHYjGeeuoppk2bxowZM4D+wH7NmjWcffbZWCwWwuEw0WgUt9tNMpnEbDaj1+uJx+PHNVvgREZtn6z+DZ+3rVbbKB+sZEYValRzZYPBgMPhQKPRcNlll1FRUcErr7yScd5TTjmFv/3tb+j1ei677DJWrlx5dHdwAGazmVgsdkjzmEwm/vznP9Pa2sqvfvUrAIqLizGZTHg8HiG6FBQUYLPZcDqd5OXliRIvNXPIZrMBDMo8Oh6lSRKJRCKRSCQSieTEQAoxx5hUD5XUv81mM/n5+RQUFIjSEbPZjM/no7W1ddhCjBpM9/T0iPeSySSvv/46f/3rXxk/fnzW9r+vvfYa+/fvZ+HCheK9TZs2EQ6HOeOMM+jr68Pr9eL3+9OEl1RxSXJ0UMuPMnXV0Wg0on1yamZVahbMwTx61JbNubm5xGIxEomEKNNJJBKcddZZ/POf/xSZNwMZN24cy5cvZ8KECdx111089NBDx6wDkNlsPiwfpjPOOIPbbruNpUuXsmPHDiwWC3l5eTidTqxWK0ajkdzcXJxOJ5FIBJPJlHbcBgoyqeNbeiFJJBKJRCKRSCSSo4XsmnQcyBZcWywWotEoGo2GnJwcEokEHR0dRKNRKisr6ejoQKPR0NLSAvRnq6g+HarBKPSXOTU3N9PY2IiiKKxZs4adO3cyadIkzjvvPFwuV9q68/Ly8Hq9PProo4wdO5YZM2aIwPftt9/GaDRy6qmnYrPZMJlMOBwOotGoKO3w+/3k5uYSCoXSglnZ7ePwUUvY4POOV6r/CyAyX9T2z6rnkNp9S0X1NzGZTCQSiTQvGeg3qFVbOEciETQaDaFQiOnTp7NkyRKWLVvGd7/73YxCiMVi4cknn2TRokUsXryYTz/9lDvvvDOtJbXP5xMdwAbi9/vxeDxZ9z91nIZCIbq7u9NaT2dDvYYAFi1axJ///Gfuv/9+vvGNb5BMJtM6j0F/i+1wOCy8cgai0WgwmUxoNBoSiYQ4nqkijBzrEolEIpFIJBKJ5HCRQswwOZLAa6h5dbrPm6QkEgn27t0LwIgRIygqKkKn09Hc3AxAeXk5JSUlAIwaNUoEkW+//TbhcJjx48fz+OOPs3PnTi6//HKuvvrqjOvWarVs3bqVtrY2nn32WUaNGiWmbdq0iTPPPJNQKITb7aakpESYvALCOwMYJBxIDh81+yI1CyMUCtHR0UEoFBpklKzVavF4PASDQYqKikSpm2pEm5+fL8QERVGEUa3FYiEnJwe9Xk95eTk6nY5YLMbEiROpqKhg6dKlXHfddWKcZeLhhx/mmWee4de//jXd3d3cc889TJw4EaPRiNlsxul0Zpyvq6sr6zS32y3K7JxOJ8lkktzcXCHyZBN31GNhMBiAfs+kn//85/z0pz9l5cqVzJo1C0VRSCaTOBwOcZx8Ph9ut5vc3Nw0ISt1mRqNRnjwwNEZ51LAkUgkEolEIpFIJDLP/ktET08PW7duBaCqqkq8r5YEZSsFKioqorm5mQceeIAPP/yQ73znO1xzzTVZg75EIsH//M//MGHChDTvmLa2Nnbt2sUpp5xCTk4O4XBYrF8NXFXvjEzlG5LDJ1Ppi9lsFiVrA8nk1RMKhUSGjNFoTOvI5XK58Hg85Obm4nA4MJvNGAwG0U2puLiYWbNmsWLFiqzlSSoajYZbb72VJ554gj179nDRRRcxduxYFixYwH//93+zbNky2traDrt0SS2jO9w28QsXLqSuro4777yT9vZ2du3ahdvtxu12C1Nsg8GA1+ulu7tb+O0MRM06SjXtlUiONdXV1Wg0mow/NTU1X/TmSSQSiUQikUiOAjIj5gtADY4HBncmk4n9+/cD/V/GOzs7gaE9YqDfsDeZTLJv3z4WLlzI9OnTh1z/mjVr2LNnD08++WSaWLN69WoALrjgAsrKyoQ4oJbIOBwOYrFYmsGp5Nih1WopKSnJKHhptVqKiorSxlHqb9VHJhAI4HQ6qa6upri4mIKCAuE3YzQa8fl8JJNJKisrufDCC3nuued47bXXuPjiiw+6fXPnzmXdunVs2LCBLVu2sGXLFl566SWeffZZoN8sd+zYsYwYMYIbbrghYxlQJlKFmGwZNENhMBj41a9+xRVXXMEzzzzD+eefT05ODjqdjmAwSE1NDZWVlbjdbsxmsxCeVI+mYDBIYWGhKOOy2WzSG0Zy3Ghqaso6TWZUSSQSiUQikXw9kELMF0BqO2Kj0SjeV0UPg8GA3W4XQkw0GgWyl2ecdtppRCIRTjrpJMaNG3fQ9X/44Yfk5+ezYMGCtPd37dolTIR7e3uprKwE+stGotEovb29ogxGcnzQarVYLJasJWYWi0UY/ZrNZiGOqQJDX18fyWSSgoICUQanevtEIhG6urqIRCI4HA4mTZqEyWRi27ZtwxJioF8EnDdvHvPmzQOgo6ODrq4utmzZwtatW9m9ezfvvvsuFouFm2++eVjLVMe5Ou4Ph3nz5lFXV8eOHTu4/PLLycvLE35HiqIIIUuj0aDX64UIs2XLFvR6vZgO2TPRJJLjjZotM9T0oYQciUQikUgkEsmXAynEHCdSs2BSMxdSSyIikQiQ/alntvfz8/O56KKLhr0tyWRykPmoilarJRKJ4PF4MJlM5OXlEY/HiUajhMNhLBYLVqtV7IsUZY4/qWNJNdsd6GOiijRdXV2ixAz6DXODwaDotpVMJonH40KcyOSXcigYDAYmTpzIxIkTue666wAYO3bsIZUpHY2n/hqNRpR6VVVVpR2rZDIpjk8qwWAQg8GAzWbD4XDIMS750nEwkUVmzEgkEolEIpF8NZBCzHFiYLCsZr8Eg0EhyKjdbL5oCgsL8Xg8GI1GFEUhLy8Pq9UqWmRnCvwlxw/1+KviidFoFOVLqSKN0WgU4ooqRPj9ftFZKRgMEg6HRWt11YT560Q4HMblcokyLnU8qx460C9OASLbq6CggEgkkjbGU4+rFGYkEolEIpFIJBLJkSCFmOPEwCwYNShUg8BAIEB3d/cRlWMcLUpLS0UJRyAQEEKMXq9PyyKQJRtfDOpxVxQFr9eLzWYTglggEBACgs/nIx6PY7VaRbtx6G9fbrfbsVgsOBwOent707phfZ2IxWIAaWVbakaXz+cjLy9PiFiqJw98nlmgHmspPkq+ChysdEkikUgkEolE8uVAc7idTb6qaDSabqA55a1CwHWcN0ML6IDEZ+vv+ux9PRD/bLoCGABV+Uh89qP+rRvwOcNnf0eA2Gef06XMH/hs2err8GfLcfL5/qvLG7itg1vKHD2+iON/JNtQnUwmi7JNzDC+jiaZtvNg50wdU9k+r47FJJ+PPbWnehJwAD0Dlmekf4xF6R93qevQfvZ3csA86nhPXUdOynzqeI4C+YD7s/eM9I9p5bPlqNsZ/2x+DZ+Pd8Nnr9VarJzP1pm6LdmO03DGwNG+FjKtM218aTSa7wPf/+zlGGDXUVz/ofBFXqdy3UeHIe9dEolEIpFIJJLjxwknxAxEo9FsSiaTM+T6T8z1f1m2YTh8Edsp1/n1Wufh8kVuq1y3RCKRSCQSieTrhjQ7kEgkEolEIpFIJBKJRCI5TkghRiKRSCQSiUQikUgkEonkOCGFGPijXP8JvX74cmzDcPgitlOu8+u1zsPli9xWuW6JRCKRSCQSydeKE94jRiKRSCQSiUQikUgkEonkeCEzYiQSiUQikUgkEolEIpFIjhP6L3oDjjeFhYXJmpqaL3ozvlB6enpoampi/PjxmEwm8X5DQwMAY8aMOSbrVRSFRCKBTqdDq/1qaoCbN292DdUC9kQYX8lkEo1Gk3WaiqIoKIqCVqsV53uo+bJNO5EYanwd77F1sPM81Pk6WKbl4Sz3SLbncPg63K9S+TKNLcnXi4P9X5RIJBKJRDKYE06IqampYdOmTcd1nUMFJQMDCEVRCIVCmM1mNBpN1uBCUZQhlxkKhbBYLBkDiKeffprrr7+e559/nrq6OvH+3LlzAXj77bezLjdbQKIoChqNJm37AfG3VqtNm5a6nKGWeyTB17EI7DUaTfNQ07ONryMpATwWwemRBNKJREKcr4HnNJFIABAOhzEajUQiEUwmkzj/ev3gW46iKASDwazjVV1HtunH6hh8EcLQUOOrpqaGDz744JCXmWk/1WNuNpvR6XQZ50skEkMeu6HEiXg8nnWaoijodLqM9wJ1WiZisRiRSGTQPAebD4Y+l9nGQbb71cHmGy4HW342DnedBxtbx/v/ouTrw8H+L0okEolEIhnMCSfEfNkJB0QcRQAAIABJREFUhUJ4vV4ALBZL2rSBIsdAVAFGURQCgQAAubm5GT+XjUQicdAAY6jAORQK4fP5xGv1b6vVilarxWq1iu0bKgBR99VkMg0ZYEmGx3CDvtTjfrDgMBaLsX//ftxuNxaLBaPRSCAQQFEU/H4/FosFu92Ow+EgLy8v63ICgQAul4vCwsK0z6nbcrDxLDl0/H4/3d3dFBUVYbPZDmle9frPzc0dUigOh8OYTCbC4bAQltVzqtFoCAaDQP+9YTiEw2ExDoY7z5Gg1WqxWCxHJLYkk0lxrxy4nNR7/fHYH4lEIpFIJBLJlwcpxHzJUEWWTGJLKBTC4/Hg9/spKChAq9Vy4MABNmzYwPbt28nNzSUnJ4e8vDwKCwspLi7GbreTk5PDjh07WL9+PevXrxdPPnNyctKWbzQaeeutt8jPz2fUqFFUV1dTVVVFXl4eRUVFFBQUkJ+fD4DBYKCyspKcnBzC4TDBYBCPx0M4HCYWi5GTk0NBQQE2mw2z2Zwm7gQCAREEZgrQFUWhu7ubeDxOfn5+WpAyMGPoq8xQQVomBooph/JE/WBBXywWo6uri127dtHZ2UkwGMTr9dLV1UVXVxculwuv10tvb6/48fv9w95XrVZLfn4++fn5OBwO8vPzsdvtmM1mrFYryWSS8vJyMSbsdjs2m43y8nJKS0vJy8tLEyZTxcCv+jg4HA43m+JQicViNDU10d3dTV9fH7m5ueh0OqLRKEVFRdTW1orru7W1lU8++YTNmzfT0NBAa2urGE9Go5GKigqqqqooLCykurqayspKamtrycvLQ6vVotFoiEajQuCNxWLo9XoSiQSxWIxQKCREHLVkqLCwkIKCAnJzc6moqECn02U8NocqRGbK1DmUay9VRFSvk4HX3VD3eolEIpFIJBLJ1xspxBxnhvoCPzDjJRgMYjQaCYVCQP8T4bVr17JlyxY++eQTtm7dSnt7+7DXbTAYmDp1Kt/73vc4++yzGTFiRNr0Bx54gDfeeIPm5mb27NnDp59+yurVq9MyXA4Xk8lESUkJxcXFFBYWMnHiRC644AJOP/30QYFNKBQiHo+j1+vTPGwgXVAwm81f6WBcFTsgsziiCjWq6DRw31WxKnX+1OOozq9+XhXFOjs72bp1K9u3b2fbtm1s27aNhoaGjJlSer1eiHAOh4Pq6momT56Mw+EQPyaTCY1GI8az6qmh0WiIRCJ4PB4h3vT19eHxePB4POzfvx+fzyd+spXbFRYWMnLkSKqqqqitrWXEiBEsWLBACImZjp16HHJycnC73RQWFmbMrDpegsbRQs0kCwQCdHZ2UlJSMkjMTM0gMhgMtLW10dHRQTKZpK+vj1AoRDgcxu12o9Vq0ev1xONxYrEYbreb1tZWWlpaaGlpoa2tbcgyI+g/33q9nkgkIt5zOByMHTuW888/n9raWjweD21tbbS1tbFx40ZeffVVUcZ2tNDr9UKAdjgcjB8/ntmzZzNlyhRKSkoyCiLxeJyenh4KCgrQ6/VZBcuB76eK4kVFRRkzA71eL7m5udhstkHZjdAvTqr3u6/K+JNIJBKJRCKRHB2kEHOcyfZFX80CCYfDKIpCfn4+brebnJwcli1bxssvv5zm3VJXV8dZZ53FjBkzmD59OieffDLRaFQEtX6/H5/Ph9frJRQKMW7cOKZNmyZKBaLRKBs3bhSeE0VFRZSUlHDWWWcxYsQIkXED/cGKx+PB7XbT19cngupQKITRaMRkMmEwGDCZTOK1RqPB5XKJjIquri46Ozvp6uqisbGRf/zjH/zud79j1KhRnHfeeWJfiouLhRBlNBrTvEbMZjNms1mYwPp8PpFZo9frv3KCjBqcZQrSYLBQk/oEPVWsMpvNxONxIcyEw2GKi4vxer188MEHNDc3097ezs6dO9m2bRsdHR1iHdXV1UydOpXLLruM8vJyiouLKS4upqioSGRU+Xw+2traBgXo27dvp729nXg8jtFoxGg0kpOTk/ZbFW9GjBhBfX09tbW1VFdXD8oCSCQSRCIRvF4vPp8Pt9tNU1MTTU1NNDY20tTUxI4dO3jttdeIxWL8+7//OzfffDP/9m//Jo6JWgKj1WrFdRYKhejr6wOgpKRk0DEeeD2mCjNftpK4WCyGx+MRrxVFobW1ldbWVtra2ti3bx8NDQ20tbXR3d1NT0+P2PfhotfrqaysFOdrxIgRjBgxgqqqKvLz8wkEAvj9frxeL4FAQNxvYrEYo0aNYuzYsYwdO5ZIJMKHH37Ihx9+yJ49exgxYgTf/e53mTp1KiUlJSKbr7W1VWSOqOa46r6pvlM5OTkYDAZ0Op34Oycnh1gshsvloru7W2RtqX+3trbypz/9iUceeQSAyspKpk2bxvTp05k5cyZarZa+vj727t1LR0cHBoOBSCSCz+ejsrKS0047jVNOOYXCwkKAtPtOPB4XoqHX68VisQgxTB0/RqNRCDBD3ZNkeZJEIpFIJBLJiYnmSExEv4rMmDEj+UWa9apPq9Uv8qpvSigUwuVysW/fPjQaDbFYjBdffJF//vOftLS0UF1dzfXXX099fT3Tp0/HbrcPuc6BT1e7urpYt24d77//PmvXrmXz5s1pT7AzzV9UVERFRQU1NTXip7a2lpEjR1JTU5MWTKtB03BpaWnh9ddf5+9//zurVq0iHA6Tl5fHueeey7x587jqqqtIJBJ4PB4ikYgIvoqKikTwoiiK8BbRarXYbLa0YOYYmfVuTiaTM7JNzza+DvU6SyaTaU/ws2VPGY1GfD4fDQ0N7N27l02bNrFv3z7a29v5+OOPCYfDQH+APW7cOKZOncrkyZOZMmUKU6ZMweFw8Mknn/CXv/yFzs5O3G43PT094sftdhOLxdLWrdPpKC8vp6qqSpSnRaNRIpGIEPkikQiRSISenh5aW1sHZT8UFRVRV1fHjBkzOPXUU5kxYwajR4/Oes7U9xOJBB9++CH/9V//xYsvvojNZuPqq6/muuuuw263U1ZWRl5eHolEApfLRX5+Ph6PB6fTSTQaFWM20zWoBudNTU3U1NSIMrzjyVDjy2KxJE866SSgPzuuublZnF/oPy/V1dXU1tZSXFyM0+mkoKCAgoIC8bfT6cRisWAwGDAYDOj1eiFuGAwGLBaLEKASiQShUIhdu3bx6aefsn//fvR6vfhR51dFjI8//pgdO3awY8cOuru7xXYVFhbicrnE65KSEqZOncqUKVOYOnUqFosFv98vxONgMCjE5EgkQjKZzCjS5OfnU19fz1lnnUVpaekg4SwUCrF161Y++OADPvjgAzZu3MjevXuzHnu1TC51W6urq5k+fTozZsxg/PjxVFVVUVxcnJa9pwrBRqORnp4e4vE4NpttWB4zQ5VRZZv3CMx6s46tL+L/ouTrw8H+L0okEolEIhnMCSnEZOs8cqzaow4sufD7/TQ3N6MoChaLRZiaNjU1sXHjRp5//nnWrl1LKBTitNNO49prr+Wcc85JCzS2bduGzWbjwIEDrFq1iq1btxKLxUTAEo/HSSQSKIpCJBIRwYVer6esrIzRo0cLQUWv14sn2/v37xfZJn6/X2TC9Pb2DipRSA0UBnYtMRqN1NfXc+6551JTU8PJJ5+c9fh4vV4aGhpYsWIFb7zxBh0dHVRUVPC9732PCy+8kOLiYrFvRUVFWCwW4UXT29uLyWQSZQlqV56DdXU5GEMIAgcVYjKNr0PtUqRmGwz0RlFRS7Lcbjc7d+7k73//Ow8++CDBYJCioiImTpzI6NGjmTRpEieffDJ1dXUYjUYx/3vvvYfL5eIvf/kL77zzDlqtVviy5OXlYbVaycvLE68LCgooLCyksLCQ9vZ2nE5nxv3w+/1UVVWlvZdIJOjt7WX//v3odDo6Ozvp7OykpaWFhoYGotEoAPn5+UyaNInJkyczefJkZs6cKcqPHA7HoHV98skn/P73v2f58uXY7Xa+853v8IMf/IDy8nISiQRtbW3Cjwb6x1ksFsPpdArPE7vdLjI0LBYLHR0d7Nq1izFjxlBRUZH1fGUj1fcnW6edodBqtVnHl91uT9bX1wP9JUdVVVVCIHU6nZSXl2MwGAbN19bWRkFBQcb1NTc3k5OTI7Lc9u/fT2NjI42NjTQ0NOByuYYtIhoMBkaMGEF1dTV2u53y8nLKy8uxWq2Ew2Ha29tpa2ujvb2drq4uWlpaspaj6XQ6cV2r7c/VrltqNzk14wn6xZ36+nqmTZvGjBkzBp07dfyo14terycvL4/c3FwikQjl5eVirPl8Pj7++GM+/PBDtm3bxqeffkpjY6PYLjWz5pvf/CZnnHEGsViMZDKJTqcb1GnKYDDgdDoHdXvSaDRZPaLUa3+gsAxH1ulLCjGSY4UUYiQSiUQiOXSkEJNC6pfcgU8q1eN0OJ4kA7NF+vr6aGxsxGKxiCf0PT093H333Sxfvhyz2cx3v/tdLrzwwowChtfr5eGHH2b9+vV8/PHHQH+pUm5uLlqtFp1OJwID1QOiurqaMWPGUFtby3vvvUd5eTnQHySrxpdarZbdu3ejPnUfuA8dHR2UlZWJ9H81pV7dp9QMgp6eHjZv3kw8HmfUqFFcc801zJ8/P2MmTzQaFYFTIpFgxYoV/OlPf2L16tUYDAYuuOACFi5cSE1NDTqdjoKCAqxWK8FgUJSzqOU4xcXF4nypwVtqp5XhijPHW4gZiGpGazKZCIVCWK1WEbx1dnbi8XjIycnBbDZz11138eSTTzJz5kyefPJJampq0Gg0orRtIM3NzfzkJz/hnXfewWAwsGDBAi699NK07jlqgJuJNWvWUFZWhtfrFWVOVqsVq9WKz+dj2rRpGedzu91Mnjw57b14PE5zczPbt2/H5XKxY8cO9uzZQzKZxGq1cvbZZzN37lwuuuiirCVcO3bs4MEHH2Tp0qXk5+dz0UUXMX/+fNGtKT8/H4vFgsvlwufzUV1dTTQaJRaLCcNg1SdE7eBUXV19WBkxgUAAr9eLzWY75I5ln12zW5PJZMYDOGXKlOSbb76Zcd7UkiV1Wb29vXR0dLBjxw4ikYgQwFwuF729vbjdbtxu96BsJVVQsdvt1NXVUVlZSWVlJQUFBSSTSRKJBLt376aqqkrcP9QMOlWMWLt2rfCE6erqorS0lLq6Ompra1EUhdNPP51IJCKypUwmE2azmX379jF69OiMbc737t1LXV2deJ1IJGhubmbnzp18/PHH7Nu3T9yTysrKqK+v54wzzmDmzJmD/LBS6ezszCoshsNhSktL8Xg8bNu2jbVr17J69Wq2bduGoijk5eUxa9YsTjnlFM4//3xGjhwJ9I8DtWRPPSaqubB6D1JLCe12OxaLRfxvSfV2GnjPkkKM5MuIFGIkEolEIjl0pBCTwsDOPmpApXZ1UT07Mj2pHIqBQozP56O5uRmTyUReXh5LlizhN7/5DYFAgJ/97GcsXLgQp9NJY2OjeMIdi8V49913efXVV1m1ahXRaJTKykrOOecczj777EH+F9kCaZ/Px4svvii2ob29PS0QU4UbVdDJzc2ltLSUsrIybDYbc+bMydjutrGxMS1Ign7BaM2aNaxatYqmpiZycnKYM2cOl112GfX19SLASBViUmloaOBPf/oTzz//PD6fjylTpjB37ly+/e1vC18Gh8NBIBCgq6sLi8VCWVmZMPG1Wq0EAgEaGxsxm82Ulpai0WhEtsJQRq3HWogZqjuLKhypAkE8HhedZRRFobOzk/b2dqLRKH/4wx/4+9//zve+9z0eeOCBtKyXgUJMe3s79913H8899xxarZZ58+Zx2WWXZcw2SR0/6jrVTIktW7bgcrnEdg4kJyeH3Nxc0W1LzZKw2WyoGR0D8fv9QnT0+/1s2bKFN998kzfffBOPx4PZbOacc85h/vz5zJ07N82gNpFI4HQ62bZtG/feey/Lly8nFotRU1PDggULWLBgAYWFhcTjcQKBALW1tSLLQvWF6enpwWQyibbMapbMoXIkGTGBQIC8vLwdyWRycqbpQwkxLS0trFu3jrVr17Jhwwba2toGlZSpWWOFhYWiVEmj0VBVVSWMl0tKSigvL0ev17NlyxbKysoARJlZPB4nHo+zb98+SktLRead3+9n37597N27l3379omyR5PJRHFxMQcOHCAajaLT6aisrGT27NlMmzaNkSNHCoHR6/Wyfv16YbDsdruJRCLC+Lmvr094V2k0Gux2O9OmTaOgoIBQKMTUqVPZs2cPmzdvZuPGjWzYsIFgMIher+fUU09l9uzZzJ49m5NOOklci6FQiIaGBhRFwe124/F4qKurY+zYsWg0GiHEDMTj8bB69WrWrVvHypUraWxsRKvVcumll3L33XcLQTgSieBwOESJZSKRoLKykmg0Sl9fnzDDVsux1Gy0bP9rEolEmhfSQKQQI/kikEKMRCKRSCSHjhRiUhjYtehwM2IydT9SzR7dbjc2mw232w3As88+y89//nOmTZvGE088wZgxY8RyUoWYa6+9lnXr1lFQUMD8+fMZNWoU06ZNy7odqYF0IpFg8+bNvPbaa+zcuRPoT7GvqKhgxIgRWK1WYUDZ3d2N3W4XT7r7+vro6OhI65xUWVnJ/Pnz+cY3viG2L5MQk4pOp+Pll19m2bJl9PX1MWnSJBYvXkxZWVlWIQYQ5VDPPfccjzzyCDt37mTKlCk88sgjFBYWUlRUJLwaFEURwclnQS2JRILGxkaKioqw2Wz4/X5RkqCKbWom0cDSgUwcLSHG5/PR2dkp/CXUsdLZ2UlHR4fIMEgN6tUn8NCfgXThhRfy0Ucf8d///d/ccsstg7Y5VYhZuXIl1157LclkkmuuuYbTTjttyNIb1Qx4xYoVvPzyyyLTQKfT4XA4qKmpEaUnWq2WQCBAIBCgo6NDZMao+5jqF1JdXc3ZZ5/N7NmzRZAP6UJMKvF4nE2bNvHOO+/w+uuv09XVhclk4tlnn+Wss84CPhdiVHp7e1m2bBkvvPACq1evJpFIcMMNN3DbbbeRTCZFi+xUw2Or1SrKmaqqqrDb7UfkMTRUiWM2Dicjxufzcffdd/Pcc8+hKApWq5XTTjuN2tpaSkpKhIgwduxYnE7nIB+VvXv3ZhQaALZs2YLT6eSpp57irbfeylpGpGIwGKipqWH06NFYrVaRRaPRaIjH47S0tLB792527dpFV1cXgBCFmpubB3lWaTQajEaj8IhR168oStpxrK+v58orr+Qb3/hG2vyxWIxt27bx3nvvsX79enbt2gVAeXk5RqORjo6ONI+dVObOncsjjzxCJBLJenxisZgQpfft28cf//hHHn30URRF4bnnnmPChAn09vZSVVVFUVERbW1t9PX1UVZWRnFxsfDDUbsuDScjZuADApVUX5lsAqIUYiTHCinESCQSiURy6EghJoWhAvNDKS1JXU4wGBQZDT09PXg8HvLz80VQ8dvf/pYlS5aIzh2pqELM7t27mTdvHgsXLmTRokUYDAY2bNiQMZNBJRQKpWXRdHR0UFRUxDnnnEMkEmHy5MkZ/SQaGhoyliYFAgH27NmD0Wjkvffeo6mpidzcXGH8mp+fn7UkBWDSpElA/5P15cuX85//+Z9YLBYefvhhxo8fP6QQo4oPyWSSJ598kltvvZXf//73XH311XR0dOB0OrHb7USjUfbs2UNZWRkOh0OILV1dXaL7iRr46PV6EbwoioLf708Lbo6mEJPahlodT6pIoYpIJSUlaDQaOjo6cLlcmM1mIcTodLo0s2KAa665hueff56XXnqJefPmZdwWVYj59NNPmTdvHhUVFTz33HNUVVXxzjvvDOpclMqGDRt44oknaGtrY9KkSaLjUVVVFevXrxelbQPZv38/EydOTHsvEAjQ0tLCzp07aWlp4aOPPgJg8uTJ/PCHP6SioiKrEKPidDpRFIUPPviA22+/HaPRyOrVq9Hr9YOEmFQ6Ozu54IILsNvt3H///UQiEaxWK8XFxSiKIrqUqSbQfr9ftIROHQPZ/DyycThCDAztETNQiHnvvff44Q9/SHt7O1deeSXz5s3LeF03NzdTXFyccX1DCTFLly7lz3/+Mx0dHcyZM4cxY8aQk5ODXq/nwIEDVFVVCeNeo9FIRUWFKClqaGjIuo+hUIgxY8awZcsWVqxYgUajYfTo0ZSUlBAIBDjppJPENZ0qHKWWJiWTSQ4cOMA777zDa6+9RklJCYsXL2b06NEZ11lQUMD+/ft5++23+ec//4nZbKasrEy0NVezgvLy8njppZf4v//7P/785z8zffr0YQkxKm1tbVxwwQXE43FeeeUVWltbKS8vF+VWe/bsoaSkBLPZjNfrpaWlhZqamkGiZDaPmEQikVGkOVhJHEghRnLskEKMRCKRSCSHjmxfnYIamCqKckQtRdXsF7/fTzweF1kJajmEaoyqZtqoXUuy8dprr6HVarnhhhuG/JxKNBrljTfe4NVXX8XlclFbW8uPf/xjZs6ciU6nY9WqVcNaTipWq5WamhpmzJjB/Pnz2bFjB2vWrGHHjh2sXbsWgNraWqZMmcK0adM46aSTMrb/NRqNXHrppUyaNImbb76Zq666invuuYdbbrnloNug0Wi4/vrr+b//+z8efPBBLrzwQtxuN4FAAI/Hg6IotLe3A/3mnKr4UVJSQiwWo6Ghgfz8/DShTS1Ngc+7sRyJyS/0B0WpAfvANtTq77KyMuLxuMjMCIfDFBYWirIGs9lMd3c3Pp9PCDMajYZHHnmEJUuWcM8993DeeecNuS2dnZ1ceeWVmM1mlixZQmVl5ZCfP3DgAI8//jjr1q2jpKSEn/70p5xyyilHlB1itVoZN24cJSUlTJ48ma6uLlavXs0LL7zArbfeysKFCzn77LMPuhytVsvMmTO56667uPHGG3n++ee5+uqrh5xHzZiKRCJoNBqsVqvwI1FLk9RWzzk5OSKQHSi8ZDqHxxuPx8OyZcsAWL9+PY8//jgjR45k2bJlGcXTw0VRFJ5//nkeeeQR7HY7d9999yBxraGhgVGjRg1reaFQSLS0V3E6nZx77rmce+65aZ/dsWPHkH4uKhqNhrKyMr7zne8wadIk/vCHP3D11Vdz5513Mn/+/IzzlJeXc+WVV3LllVemvT/QI+bf/u3f+Pvf/84DDzzAM888M6x9VKmsrOT+++/nggsu4Omnn+baa6+lsLAQo9FIc3MzLS0t+Hw+SkpKMJlMmEymtBbY6nWvZgMFAgGMRmOa2a9Wq8Xr9YrxC5//78rmoySRSCQSiUQi+XJxQgsx2Z5yq+nd2TIGhvN0XM2EUctOjEaj8Kjw+/0i2A6HwxkFi9R1LV++nNNPP11kdWQjHA7zj3/8g5dffpne3l7GjBnDzTffzJQpUw45kFZ9MywWy6DAU6PRiM42iqLQ1NTE6tWraW1t5dVXX+WVV14hNzeXiy66iAsuuCDNt0Slrq6Ol156idtvv52f/exndHZ2ctdddx1UBNFoNNx5551cfPHF/PWvf+Xyyy8X7ZMdDgcWiwWTyUQ8Hqe3t5fi4mLy8vJob2/H5/OJgCs1qM4W3BwOmUQ8NThKHU+p/iR6vR6v10tnZydlZWXC72dge2XoLzH68Y9/zPnnn8/Pf/5z0XEoE6FQiGuuuYaenh6WLVs2pAgTDod58cUXefnll9FqtXz3u99lwYIFGc1+j5Ti4mKuuOIKvvnNb3LfffexePFi1q5dywMPPDDI6ygT8+fPZ8aMGfz2t7/lkksuwWQyDfn5UChEfn4+eXl5mEwmDAaDEFtCoRC5ublEo1HC4bAoAQuHw6Icz2q1inP4RQa6zc3N3HTTTeL1jTfeyJ133onVah1k1nu4dHd386tf/YoPPviAyZMns2jRojQ/nkMhmUzy7rvv8tZbbzFq1Cjmz59/0HvY4TB+/HhRnnXnnXeyZcsW7rjjjoz3neFgNBq59dZb+eUvf8n777/PpZdeekjzn3POOVxyySU8+uij3HDDDZSUlIhsK41GQ0FBAcXFxZjNZsLhMI2NjYRCIUaPHi1EYtXfSr0nqfeCVIP3TPeTIxFMJV8PampqaG5uzjiturqapqam47tBEolEIpFIMnJClyYNrLfPVn8P6SUFqUaKarcLk8kkRIRgMIjH40Gv12OxWPD7/Wi1WtESWq/XE4/HCQaD3HfffaxZsyZjKv/7779PQ0MDixYt4kc/+hFz584V0zZs2CAEnHg8ztq1a1m3bh3BYJCRI0dSV1cnyl0G4na7RXq7um9q9yG/309PTw/BYFB0QyktLaW0tJQxY8ZkDW5MJhNOp5NwOExTU5PofmO1WvnGN77BJZdckrETSjwe569//SurV69m9uzZ/PrXvx7kfVBTUzPoXJx77rm4XC7+8Y9/kJ+fn/bEXS03UjvhFBUV0d3dTXd3N0VFRRQVFRGLxcSTZ3WZqq+PRqM5LJ8F6B9fq1atAkgrEUgmkySTScLhcNpYST0Obrcbp9MpjlMgEKC3t1d09+nq6uJb3/oWWq2W9evX43Q6cbvdGYW8RCLBFVdcwXvvvcdvfvMbzjzzzLTpa9asEVlR3d3dPProo/T19TFt2jQuuOACDhw4kG0X6ezsTOuYlUpxcXFGM2dAGECnkkwm+fjjj1m3bh1Go5HrrruOU089ddC8EyZMSHu9fft2brzxRm655RYWLlyYtSRFURROOeUUampqWLx4MUVFRUJ88/v9oiNVKBSis7OTUChETU0NhYWFhMPhIYWXgWLswYx61c8MxVClSbW1tcnf/OY3QL84lCpaDfRXSWXv3r1ZO0Dt3r1bXG8fffQRzzzzDLFYjMsuuwybzTbI8DdlO4csbdu8eTO7du3C5XKRn5+Pz+dDURSqqqo488wzM3ZPg/6sH7fbTU9PD62trWg0GkaOHIndbhfiRSbUdtnLly/nzTffpKKigosuuohx48YJQ+Js+P3+QaWR0WiUq6++GqfTyfLlyzPeR9VObZkepPrdAAAgAElEQVRoampi1qxZzJ07V/j39PT0AP1lUjk5OSiKQldXl/DLyc3NpaKigng8jlarxWQyEY1GhdCsCo5DidVDTZOlSScGqvn1oU47wnXK0iSJRCKRSA6REzojZuBT7tTfQz1ZTP1cppIFNVgwGo3iibvZbBYlEer8brcbvV6PTqfLmHlgsVhYt24dBoOBb33rW2lPphVFEdkdr7zyCu+88w7jx49n7ty5jBw5khUrVogv/gPZtm0beXl5wlBVFV0yoSgK+/fvZ//+/bS3t1NfX5/x2Hi9XhEwlZSUMHPmTJqamnjjjTdYsWIFmzdv5sILL+TUU09NCxa0Wi1XXHEF9fX13HvvvXzve9/joYceSmtnnUnA+cUvfsFll13G0qVLueqqqwiHw/j9fiFyqIaewWBQCEvq8UvNQlL3RS1bORpky64JhUJZy1sMBgMlJSWia1JqZk8sFqOlpYWbbrqJ3t5eVq5cSUFBAYDw6BjIPffcw5o1a/jxj3/MN7/5zUHTLRaL8JtZsWIFwWCQu+++W5hF7927N+v+rV27FrPZTCAQwOfzkZOTg8PhEKa9p512Wsb5tmzZkjErp7y8XJS7Pfzww2zdupXrrrsu7RgNFEROP/105syZwzPPPMN3vvOdjMcAPhdH9Ho9LpeLvLw8DAaDuA4jkQgWiwWLxSKModXOPEONB1W0hc/PZeq9YAifjqzLPBhms5nx48dnnDZUq2232501E2XPnj3YbDbWrl3LH//4R6qqqrjtttsoKyvj6aefzupD1dfXl9XTx+PxsHHjRiEgWq1WzGYzHo+HlpYWXnzxRc4666xB4kcsFmPp0qVEIhEhRiSTSTo6OjCZTMLoORMHDhygpqaGb3/724wePZolS5bw8MMPU1VVxbe+9S2qqqqGzDzMdPy+//3v86tf/YoNGzZkvIa0Wm3WjLHa2lp+9rOf8ctf/pLVq1eLLnEWi4VYLCbGYyAQwGAw0NLSQiQSSRNcysrKxNhSRVNV0M3W7U0ikUgkEolE8tXghP4WpwbfqcG4mho+3PksFgs2my1jmngkEhHp6KrgEg6HcblcRKNRqqur0el0WQOERCLBypUrOe2007KWB+zbt493332XM888k5tvvpmRI0dm3e5wOExzczMul4tdu3axf/9+IRSVlpYOOS/0Z0K8++679Pb2Dvk5lZqaGm6++Wauv/56zGYzTzzxBPfccw/bt29Peyqn0Wi46qqreOyxx+jo6OD73/8+fX19Qy577ty5TJs2jT/+8Y8AIs3f5XLR3t4uxAyLxYLBYBDBuCrSeL3erC2+jxR1TAwUD8xm86CxMpBAIEBnZyeBQEB4x+Tk5HDXXXexfft2nn32WaZOnTrk+p944gkeeughLrnkEq644oohPxuPx1m3bh0zZsxI69iVDTV76sCBA2IcBINBDhw4kLUDzXCw2+388pe/5Nvf/jYbNmzgF7/4Ba2trUPOs2jRIqLRKI8++uiQnwuFQhQXFzNy5EjMZjM+n49QKCTEu1AoRCgUIhgMijK1g5HpHGc77192Vq1axWOPPcbYsWO5884704xjVfx+P83NzWmZdJlobm5myZIlxONxCgsLhemxTqejoKCAwsJCNBoNb731Fm+//bYQ8z744ANeeuklAoEAGo0Gp9MpunKpRty7du1i2bJltLW1DflUf9KkSdxzzz1cc801RCIRHn/8cW655RbeeOONrBk+mbjooosoLS3ld7/73WFlEfzoRz9i1KhRLFq0SGRKQf+xdLlcdHd3EwwGyc/PZ8KECUycOJHa2lqRtZfaKQr6RfFgMChEwGN1/5J8famurkaj0WT9GZh9KpFIJBKJ5NhxQgsxyWSSQCBwRKm6qiiTKXgbGHhbLBbxZNrj8RAKhUgkElmFmA8//JCenh7mzJmTcXoikWDJkiU4HA4WLFiQdRtDoRDr169n1apVfPzxxyQSCQoKCkQJU0VFBU6nc0iBAPrLTvx+P6tXrxZtsA+GRqNh7Nix/Pu//zs33XQT8Xichx56iFdffXXQZ+vr63nooYdobW3lJz/5yUGX+/Of/5ympiZee+01cnNzGTFiBMXFxdjtdpH673K56O3tRVEUOjo6RJmYzWbDZDIRCAQO2pb3UBko8A0H1dw51ThYff2HP/xBmIdm65CksnnzZu644w7mzp3LD37wg4Nuw44dO/D7/YNa/2YiGo2yYsUKIS4WFhZSWloqSuC6u7vZv3//sPd5IDqdjksuuYS7776bZDLJr3/9a1wuV9bP19TUcPnll/Piiy+yb9++rJ9Tg2B1fKsZGpB+nFUfD1VsGOr+kOkcH855/6J5//33efLJJ5k8eTL/+q//mtFvx+v18tZbb7Fx40Zef/113nzzzYwiwK5du/jb3/4myqYyLctkMnHSSScxbdo02tra+Nvf/sYrr7zCzp07KS8vx2azUVJSIo6jeq2WlZVRWVlJX18fr7/+OsuWLRMZTJkwGAzU19dz9913s3DhQqxWK4sXL+bGG29k9+7dwzo2BoOB66+/nu3bt/Puu+8Oa55UjEYj9913Hw0NDfzmN78hkUiIsWY0GoVBryo8VVdX4/V6RVafKsiqpGbUHUzQlUgy0dTUJLKqMv1k85aRSCQSiURy9DmhhRi1lOBgT3kPBzWwU78s+/1+ACG6qJ4O7e3tWQ1KVbPQTE+oof9LVVdXF/Pnz8/q3RKLxdi0aRNer5e6ujrOPPNMiouLRQvVQwkabTYbc+fOxWKxDBkgZ0Kr1XLqqady++23A58fj4HMmDGDa6+9lrVr1w4ZaAHMmTNHBFtdXV1YrVZyc3MpKioSqfyKogjTZLvdTm5uLlarFavVSjgcPm5PlpPJJN3d3Xg8HgKBQJoApCgK3d3d9PX1odVqKSkpEZk7OTk5fPzxx4waNYqbb775oOtpaGggkUhw5513Zi3XSUU1+83m2ZHKnj17cLvdItBWx09OTo543d7enrUkbrjU1tZy6623EggEDhoYXHTRRSQSiSGFQbvdzoEDB2hsbKS1tVVcmyaTCZvNJjpljRw5kuLiYhGUHMv7w5eBjz76iKVLlzJlyhR++MMfZi2zCYfDxGIx6urqhNdVJlwuF8lkkn/5l38ZcuxptVomTpzIxRdfTG1tLZMmTeLSSy9l1qxZGAyGjPck9bq48sorsdlswzYn1mq1TJs2jfvvv59//dd/xe1209jYOKx54fP79eGK9eeddx6XXXYZjz76KE8++SQtLS3s2bMHv9+P1WqlsrKSvLw8IRp3dnamZRyqpYqKoghhX71/AUckJGs0mu9rNJpNGo1mU3d392EtQyKRSCQSiURyeJzQQsyxLCVQn14GAgFcLhd9fX3iybxaBmQwGNi6dSszZmT2uKuurgbI2uXgk08+QavVZvWNiMVibNy4kUAgwNSpU6mrqxNPYA8XvV5PJBIZVuCeiX/84x/o9fqsLWahvwVsMpk8aECv0Wh4+OGH6evr47bbbsPv9+P3++no6KC9vV10TbLZbOTk5JCfny+6VQHiiX08Hj/qWTEDUcuM1AA1VQBKnaaKSVarFbvdTkVFBZWVlTQ3Nw/ZIUll0qRJAHz66afD2i61HOlgn08mk+zZs4eioqJBrYihP+B1OBzodDrefffdIzaEVI/Twbo2DSdQHj9+PAcOHCA3NxeTyYTP56OxsTHNU0htZa6Kc+q1+lUsNRoOXq+Xu+++G7vdzi233DKkcFJYWIhOp2P37t0kk0nOOOOMjNkYqudQNiPngeTm5lJfX8/UqVOH7c/U1taG1+tl+vTpwxIaVTQajfCBySZsDySRSPDMM89w8sknM2vWrGGvayCPPfYYZ555JnfccQcvvPAC8Xicjo4OgsEgkUiEUCgkWtSXlJTgcDhEe3vVbyoUCgmPGfX+pf6POVwhOZlM/jGZTM5IJpMz1HMnkUgkEolEIjk+nNBCzJGUEmQqW1CfXsbjcZHNEY1GRQca9Uu0us7NmzcTDAazCjEVFRXo9fqsQszOnTupra3NGBSpIozP52Pq1KkcrS/agUCARCKRtTPOUHR2drJ+/XpmzZqV1QQUEOVbw8m6mTBhAj/+8Y9ZunQpK1euFB4fVqtVBDSp76WWkIXDYQKBAN3d3cc8K8ZsNpOfny+69qSWFpjNZux2O0VFRSITRj3OPT09TJ48mXg8nrGz1kBOOukkjEYj27dvH9Z2ORwOSkpKDirEqGVddXV1WT+j0+moqKigra3tkLIOMqGKTmpm08E4mBDzySefUFhYKLLPuru7cbvddHV10dnZSXd3t7h2AdHl56tWajQc1LKvnp4errnmmoOKIFqtVojCM2fOzJrBp3YQUrsAHW2SySTr16/Hbrczbty4Q56/o6MDGL4Qs3LlSlpaWvh//+//HdEYyM3NZdmyZVx66aU8+OCDvPDCC4waNUrck1NF2NSSLLWETqvVYjQahUeMKhoPx3NKIpFIJBKJRPLl5ITumpSJbAFd6vtqmYkatKlPzNUnlKnp+4FAgHA4TCQSEV+g/X4/XV1drF69GugXEzKVP7jdbsrKyti1a9eg4Oajjz6ivb2dCRMmDPIviEajrFmzhkgkQkVFBcFgMC0wTiQSh1xapKL6K/j9/rRlFhcXs2PHjqzzjR07lpdeegmdTsf06dPp7OwU03Q6XZoxq3qsP/nkE/Lz8yktLc24TLX7yE9+8hNeeOEF7rjjDpYvX45erxcdpZLJJIqikJubSzKZJB6PC/Nk9Qk0cMyCGbXExWQyDTJ2hf5zEQ6HRZmP+nlVGDAajSJrZfv27YwdOzZt+YFAYFDWyLhx49i2bRuzZ8/OmlGS6j9RWVnJJ598wr59+4RQNdBHY/fu3SIbKpFIZDVTHjVqFC6Xi5UrV4pSK5VgMMiePXsyzldTU5O2TrUk6cCBA+h0uqwmkmr2hervMpBkMsm4cePwer3s2LGDqqoq4UPidDoJhUKiJMRisWC32/H5fHR2duLz+cjLyxMCWWp784HtzgdyLMSbaDRKe3t7xmlDGQzv27cvrR35W2+9xdq1a7n88stRFIVt27ZlnE81NYZ+8aK0tBSNRsP+/fvR6XSDBOJkMonBYGDv3r1Zy5egv0PRxo0bM05TxYZMdHV14fF4mDRp0iChz2azDXn/gX4PG4PBIIywVWKx2CAD8mQyyWOPPUZlZSX19fW43e5By1M7bmVCNX5O5bHHHsPhcPD4448TDod5+OGHxThRPWHC4TD5+fmia5r6f0MtZVXHu9rZT12/es/8uomGEolEIpFIJF9XTkghJtuX1YOVU6jzBYNB8RQzNRBTg3nVKFbt2qPT6dBqtfT09Ihsj0Ag8P/ZO+/wKMr1/d9bsn2T7SmEBEKAwBEITRCkWVEJ0hEpdlEOReAAXylSVeAAIogKP0ABQVFEimDhHCsoHQIBSQBJQno22d1sr/P7I76vu8nuZhMCgmc+18XFlS0zs5nZyTz3PM9948SJE1AqlUhLSwu6TSkpKWjbti1+++03tGrVKuA54omhVCprFRXHjx+H0+lEs2bNgo4Qud3ukClMKSkp9O53TcrKymhBkJSUFDAa4HQ6aaRyMJKSknD+/HkMHz68luFseXk5vZsOgEZpezweqNXqkCIJ+b3KZDJs3LgRAwYMwJgxY7B582ZERUXB6XRCJpNBKBSiuLgYMpkMDoeDJrfweLwGdfbUh2Dx5v6QURj/5yUSCdRqNfX9adWqFfh8Pi5dulSrQ0ShUNQa0ejUqRN2796NZs2aBTVMBap/5+RYLC4uxqlTp6BWq5GQkACguhvAfxuNRiOSk5OhUCjC+nNUVFSgZcuWyMzMRFFRUcCxZLfba0UWE/h8fkC3DVlHSkoKkpKSgsZeA38Wpnw+P6hPEsMwNGb57NmzNLo6OTkZIpGIjjYRnxgyvuRwOGAwGFBWVgaz2Uy7ElQqFaRSaZ379WYgEAjo/qkJ+V6Geh/5bubk5OCLL77A3XffjWHDhuGnn34KGW2dkJAQ8lxQWFgYNL767NmzcLlcYRPYQgk/QLVgG6xD0O12Y/fu3YiLi0PXrl1rnS8rKytDduqQ5ZLjr+Yop8PhQEpKSsBj//3vf3H16lUsXryYirrBtilUTDmXy631veTz+Vi1ahXi4uKwZMkSVFRUYP78+eDxeDQdjWEYGAwGyOVyJCQk0GPS/xxYX28vFhYWFhYWFhaW24//6dGkhuI/ZuJ/15N4TVRWVsLn84HP5yMqKgpNmzaFSCSCx+Ohd9FlMhlyc3PRuXPnsBfVKSkpKCgoqBUNXFFRAZFIFFAI+I8jhRJhbhSz2QyJRFIvfwYA2LJlCwQCAUaNGlXna0lhWB8DyZ49e2LHjh04d+4cJk6ciLKyMhgMBhpnnZeXh9LSUhiNRpSUlKCqquqm+8IAf/oQBROTSDytRCIJiKolRRwpwkhXTFZWVkTr7NChA4xGY8QJRqSADdUlRbowQokoNVGpVNBoNMjLywsrEISDxAw3xmgSEQyqqqqg1WohFArp/rDZbFCpVIiPj6eCCp/PR1JSElq0aIG4uDhYLBaUlJTA7XYHjJPdzOStm4HRaMSqVaugUqkwYcKEm1LMx8fHo6Sk5IY9gmpy4cIFuN1udOvWrcHbXVRUFNExzDAM1q5di8TERDzyyCMNWlcoOBwOZs2ahXXr1uHbb7/FK6+8gpycHPh8PigUClgsFpSWltJz1LVr16hIWNMjhoWFhYWFhYWF5c6FvaJrJIivB/GZIN0yQHVhrdFoIJfL4fF4oNfr4Xa7ceHCBXTu3DnsclNSUuDz+QLGANxuNyorK6HT6WhR4vV6cfz4cZhMJnTs2LFRRRgSu2oymWA0GkPeBQ5FRUUFvv/+ewwdOpQaZoYjKioKCoWi3uk7jzzyCDZt2oQjR45g8eLFVAATCATQaDSIj4+Hy+Wioyi3Ig0nnA+Rf1xyWVlZQFQtKfS5XC4cDgcdH4qE9PR0AJEb9pJuiWBCjM/nQ1FRUdjOpGC0aNECPp8Pp06dwqlTp3D27FkUFBTg/PnzuHjxIi5duhQwLlOTSD1iIinK1Wo1YmNjqbm1wWCA1WpFRUUFXC4X+Hx+rRETLpeLmJgYpKSkoEWLFmjRogWSkpJoEUw8PG5l8taN4PV6sWLFCpjNZkyfPv2mdfHEx8fTcbvGwmq14rfffoNOp2uw15Xb7Y5YiPnll19w5swZvPzyyxELgfXl+eefx8cff4yzZ89iyZIlYBiGmkcrFAq0b98eXC4XVqv1b5vaxcLCwsLCwsLyvwwrxNQBEVj87/AGS6sgjwEI2i1DXlNeXg6LxQKHwwGfzxdyRIhACgd/TxW32w2GYQJSdDweD71g/+2331BSUtLgbgSg+q7w77//jqNHj+Knn37CiRMnUFBQAJfLVe9iKCcnBxwOByNGjIjo9UajETabrc7EnGCMGDECTz75JL799luo1Wo6jtS0aVMkJCSgadOm0Gg00Gq1f3kaDhFb/LeDHG/keZ/PB6FQiNTUVOTl5UXUadC2bVtERUVFLNxotVqIxWKcOXOm1nM+nw8Mw6CyshJXrlyhY2N1IZFI0KZNG8jlcvB4PPh8PrjdblgsFtql5O8LVJOzZ89CJBLV+f0gx3hdx4pKpYLRaKRjX8CfaVkejwfXrl1DaWkpPB5PQIcLEWTi4+ODdoGR7jb/jqbbEafTiby8PMTGxoYc82oMiFjVmIa9eXl58Hq9IX2C6sLpdGL27NlwuVzo0KFDna8n51r/ccmbwaBBgzB+/HhcunQJubm5tNuFCMixsbFISUmp83zrH3HNwsLCwsLCwsJyZ8AKMXXgH0NNLnaDpVWQx0jyRTARxuPxQCaTITY2Fs2aNUNKSgp++eWXsOsnxZ9/ASyRSNCsWTOUlJTQ8R2hUIh+/fqhffv2EIvFKCkpwW+//YYrV67AYDDU6yLd6/XiwoULyMvLo34abdu2RYsWLfDggw+iadOmES8LqDZcTUlJibhLZ+/evXC5XBg0aFC91gNUC0jHjh1D7969aaFtMBioeSYZ+SH//5WQrgqZTEZHkEiaDzHr1ev1sNvtiIqKombDdSESiXDXXXdFLMRERUXhwQcfxOHDh2uNg/H5fHTv3h1xcXHIy8vDr7/+GvHni42NRbt27ZCeno5OnTqhefPm6N69OxQKBTgcDjUhrkl2djZOnTqFAQMGBPV98YcU/KEMnYHqYyI3NxfNmjWjXT8kHpyY9wLVBtQVFRU0vjqS4paMjFgsltu6K0YikWDy5MkoKCjA+++/3+ijQwSFQoHevXvDYDCENHSuL+Xl5bV8UiLFYrHgww8/xOnTpzFjxgz06NGjzvcMGDAAqampWLx48Q2J2XVRUFCATZs2YcCAAejRowc4HA50Oh0EAgGEQmHE4sqNxlizsLCwsLCwsLDcelghJgzkLjcZxSEXu8GikGs+5h9BbLPZIBQKERMTA41GQ1/TsWNHHDlyJGyXATETrfma5ORkSKVSXLhwgT7H5/ORmJiIbt26oW3btoiLi4Pb7UZeXh4uX74c0YW61+tFZmYmysvL0aJFC3To0AEpKSmIjY2FSCSqt3jh8/lQUlIS1Ngz1Os/++wzdOrUCampqfVaFwAqPvXv35+arMpkMjoSJhQKIZfL//JuGH9Id1R5eTmKi4vhcDio4KLT6SCRSGgRGmlh2KlTJ1y4cCFiAS4jIwMA8OWXX9Z6TiAQoG3btujcufMNj2oUFRXRYyuYUTLDMPjkk0+gVCrRv3//OpdHhKNw3QvFxcWw2+2Qy+UwmUx05E0sFoPP50Or1SI2NhY6nQ5qtZpuV6TF7Z0SI9y1a1eMHDkShw8fxsGDB2/aeu69916IRCJcv349IuEwHCShriEjSRUVFdi0aRP0ej2WLFlSyyQ8FAKBAIsWLUJ+fj4++OCDeq83UmbNmgWv14uZM2dCKBQiISEBMTExUKlUtIMpNzc35Igm+RsjEonuiOOPhYWFhYWFhYXlT+7Y1CQOhxPNMExVYy6T3CUm0bQ+nw8Wi4Ve5BIz3lB3k2tGr1osFlgsFjreIRaLUVFRQTtj+vXrh88//xynT58O2jJfVlZGY1P1en2A+arD4UDz5s2RlZWFixcv1ko3cTgctIAnfhjZ2dlQqVTU86UmXq+XetwkJiZCLBYHdEh4PJ6QRYFAIEBBQUGtx00mE9xuN3Q6Xa3IWYLdbqcGvUePHkVhYSGee+45GI1Gug+CQfw9/Nm9ezc4HA4yMjIgl8tp5wsZQSFCGsMwYaPKG9vINFwHAimgjEYjHA4HtFotFAoFFb64XC4d0SGFF8FisQQVR/7xj3/AarUiKysLSUlJtZ6vrKykhriETp064euvv0afPn1qxfkSWrZsGXSEyZ/8/Pygj7vdbly/fh0ymQxSqTTgWJLL5SgrK0NWVhauXLmC4cOHB3RUBIsPBqrHVogPj7/HDoFhGFy9epVuu1KphEAgoJHiAGj3kUwmo9HUQqEQXC4XIpGIep6EEiJvVYxwuNjwupKsiCDXvXt3XLx4EVu3bqXCVCixjoxSBsNms4X8PgPVaW7FxcXIzc0NmcoUit9//z1gGxwOBzgcDpxOZ8CIpj+k841QUlKCffv2AQCGDBkClUqF7OzsoO/l8Xi1Et9SU1Px4IMPYtOmTcjIyAg6zuX1ekOmrtXl6/LTTz9h165d+Oc//4nmzZtDoVDQc5LX64VIJEJycjI1k/b/20TwH4eVSCRhz2ksLCwsLCwsLCy3F3ekEMPhcHgA1nI4nB0Mw3zTiMsF8GfksEwmox4epNgLh91up6MSpPNFqVTC6XRSEcblckEgEEAqlaJfv34AgOPHjwdtmY+Li6PdLnK5HPHx8fS5cePGQa1WY82aNTh69CimT58eEG177NixgGXZbDYcOnQIV65cgVQqRbt27QK6QsxmM06fPg2fz4dHH300aExuZWUl2rdvH/SzX79+PWjXCxm96tWrV0ijTKfTiRYtWgAAFi9eDK1Wi3HjxkEgENACOBjBIosPHDiA7t27o1mzZhAIBDCbzbBardSzhwhjkezPxsLn88Fut9PjqCZkW3g8HgwGA9RqNUQiERX2oqKi6FiX1+sNEJ9CJVh1794dQLWY17t371rPW63WWkXkhAkT8Oyzz+LatWth062aNm0KlUqFX375BTk5OYiOjkavXr2QnJyM/fv3Bx0nIp1RIpEIzz77bC3DZ4FAgO7du2PdunVISkrClClTAj5XqGhiq9UKlUoVcuyNeB0B1XHMCQkJiIqKose+zWYLGCuy2+0wm82Qy+V0G61W6y2Pqg4G8QoKRiihCqgWUP1/f23atMHzzz+Pjz76CBMnTgw5IpaYmBjyuV9++SWs14xIJMKxY8dw9uxZ9O7dO2Cc8dKlSyH9XrKzswNeS/Zdq1atoNFogh7LQPV+69q1KxiGwcGDB7F3716oVCqsWrUKSUlJYRPYXC5XLSEGABYsWIAHHngAb731FjZv3lzrea/XG7ILhcPhhPQtcrlcmD59OlJSUjBs2DAamU6Mecnfi5iYmKDHNTmH+Cd4sXHWLCwsLCwsLCx3FnfqaBIHgA/AMA6HU6eRCIfDeZHD4ZzkcDgnI4lEJpHD5M59pBe5EokEOp2OjklYLBY4nU7IZDLYbDYYjUZ60e9wOCAQCJCamoqff/455DJDjSYRiGCxadOmsCNOEokEAwcOxCOPPAKHw4Fff/0V169fp0asJ06cAAC0a9cuqAjTUPLy8iCVSiNa5tmzZ/Hdd99h7NixDTLqvXbtGs6ePYv77ruv1nOks4TEipMipjGMLus6vsid62B3yRmGoes3mUzweDy068Fut8NoNEKv19Pti3Q0KS0tDRKJBJmZmRF/jjZt2iA9PR07d+6s05RXIpHggQcewOOPPw4ul4sDBw7gm2++Cfk+kgqVkZERMnXrm2++we+//47x48dHHI9eVlZW59jK77//DgU+gscAACAASURBVC6Xi+bNm9NOMdL5wjAMNBoN1Go1fD4fNQgmRslWq5V2HBHPoVuJ/7H1+++/Y+HChVi4cCFWr14dtAMoEqRSKd544w04HA5s3bq1VmdUY9G5c2coFAr89NNPKCgogNlsrnfHhl6vh0AgCNl54k9JSQmmT5+O119/Ha1bt8b69euDdoNFSlxcHF544QUcOnQI//nPfxq8nJqsW7cOly5dwuTJk5GSkgIA1HuMiMWR7NtgI7IsLCwsLCwsLCx3BnfkFRzDMB4A+wBMBtCNw+Hs4HA4wVs1ql+/gWGYLgzDdInEayBc5HA4yAiJXC6nRb/RaERJSQm8Xi+cTiftcvD5fNBoNOjevTsOHz4c0kshmFmvPwqFAqNHj8b58+cxe/bsgLb+YJ+rbdu2SEtLQ0xMDH777TecOHECp06dglAoRLdu3Rr9jj8xSa3rd8kwDJYsWQKNRoPnn3++QesiowgPPvggLfikUini4+MhlUohFotrJVoFM7r0+XwoLS2t9Tv/owiv9Z2p6/gKlo5EIN1XdrsdarUa8fHx9O488TAxm810jCdSIYbH46Ft27b1EmIA4Mknn0RpaSnOnTsX0eubNGmCkSNH4u6770Zubi6Ki4sDRmGA6m6ryspKJCQkhOzo8Hg82LBhA9LS0minWCSUlZXVmW5z9epVJCUlUbGFCGJWqxVlZWWwWCzIz8/H1atXYbfbIZPJwOVy6bFB4q7Ly8tvuSGq/7Fls9mwfft2bN++HStWrMDjjz8edBwwEpo3b445c+YgLy8P27Zta+StrobP56NPnz6w2+04cOAAduzYgU2bNuHEiRP47rvvcOLECWRnZyM/Px+lpaUwGAxwuVz0XMgwDPR6PTQaTZ3nj6NHj2LMmDE4e/Yspk6dinXr1gXtcqkvo0aNQsuWLTF//vxGieQuLCzEm2++iYyMDAwYMAByuRxVVVXIz8+Hz+er1TUXTCj2er1Bz0/BqM9rWe4cyN/UYP9qjimzsLCwsLCw3J7ccaNJHA6Hw1RX2bEA0gBUAugLoD2AyKrHRoBhGNhsNnrhTAo8/2JbJpOhpKQEVVVVSE1NDWjHN5vN4PP56NevHz766CMcOnQIjzzySK31kEjTnJyckNvywAMPQCaT4cMPP8SiRYuwdOnSsNsuEAjQuXNnXL9+HTk5OVAoFEhPT0dUVFSD77IH48SJEygrK8M999xT52s3b96M48eP48033wzZMVEXu3fvRrt27RAXFwebzQaPxwOxWBwgLtUUmvzb+wn+fjz+Ix1/FOG8cNtADJ5rGjmHGksixwu5G67Vauk+kEql0Gq18Hq9dDt2796N2bNn1/m7AID09HRs2bIFJpMp4sSqnj17IikpCT/++CPS09MjEiN5PB66dOmCli1bYteuXSgtLYVer0d0dDQ8Hg/MZjOEQiG9+x+Mo0ePoqSkBK+++mpEd/gZhsH69euRlZWFcePGhX1tSUkJ9TwCQMdAiFjncDgCjnvihaRUKmk0NfGHqTmKUvM8cDO566678NVXXwEAfvjhB7z88st45JFH8O6770Zshu1P37590a9fP3z33XeIj48Pev4Bqov5y5cvg2EYtGnTpl7riIuLw+jRo1FZWQmTyQSTyYTCwkKYzWYUFRUFFQhOnz4NHo9Hn6vLtNtsNuOTTz5Bu3btMG/evJAjkPXF6XRi7969MJlMKCsrw+XLl9GuXbsGLy83NxeDBw+Gz+fDyJEjwePxYLVaYTQa4Xa7IZFI6EgrOU/5+8CQx0Kdn4JR01uM5e9BXl4e6wfEwsLCwsJyh3PHCTF+HAbwEoD/ArgPwAccDuc/DMOU3IqVk04GoPoC2WazwWw20+ctFgtkMhl0Oh0txMn/wJ9x1v3790fTpk2xfPly9O/fv1YxFxMTg4yMDHz66ad46qmngsb0cjgc3HPPPWjRogVmzZqFVatWYeDAgWETbjgcDpKSkhAfHw8+n9/oRWR2djY++eQTtGzZEvfee2/Y1164cAGvv/46HnroITz55JMNWt/Vq1dx9OhRzJgxAzabDW63m97BDtfl41/0kLvPAoEAcXFxtUxG/yjCw95a9nq9sNvtAesM5xFDuq98Ph/MZjM1eAZAY61VKhWGDh2KH374AQsXLkSnTp0iShR6+OGHsXHjRnz11Vd44okn6nw9UP37ePLJJ7F06VJcvXq1XslVMTExtNuosrKSmqeq1eqAtLCamEwm/Pjjj+jTpw+6detW53rsdjtmzZqF3bt3Y8CAAZg6dWrY14tEIuj1epjNZsTExMBms6G8vBwajQaxsbG060wkElEvp5KS6tOITCajht3BjqOa54FbRd++fbF//3688MILePLJJ/HKK6/g6aefrvf3+JFHHoHVasX27duhUCioaKrX63HixAns27cP586do11EDz30EJ555pl6rUMsFqNJkyZUICEeMUTEcjgccDqdcLlcyM/Ph0wmg9vthtvtRmJiYp0dTzabDQzDYNCgQY0iwjidTuzatQvvvvsuSkpK0KVLF6xevfqGRJgzZ85gyJAhcLvdmDJlChISElBVVQU+nw+PxwO5XE69sMjfCiC4UEzOS5GYINfntSwsLCwsLCwsLLeOO0qI8euGAYByAMcYhvnij+fGMgxzc8wOUPvONxFU/NMqZDJZrfSU2NhYREdHg2EYKtSIRCLqNyEQCDBhwgS8+uqrOHz4MHr16lVr3RMmTMDBgwfx/vvvY8GCBSG3UafTYdKkSVi6dCm+++47PPzww3V+rhuNIw7G77//jg8++ABxcXF45plnwvp9VFZW4s0330RiYiJWrVrVYEFo27Zt4HA4SE9PR3FxMfWlEQqFsFqttOMkHHa7naayxMfHU38ewh/vD2sSwuPxanVNBLurDQQeU8TomcSlk/GoqqoqevxMmTIFWVlZePnll5GZmVmnb0b79u2RnJyMPXv2RCzEAED//v3xzjvv4Pvvv693hDiHw6ECktfrBYfDqfP3fujQIQCoU1ABqseJRowYgczMTMycOROTJk2qc2RELpcjNzeXCqHEsJkILG63G1wuFy6XCw6Hg44wCQQCmnAWypTV/zxwq0lNTcX+/fsxbdo0rFq1CufPn8fixYvrJQhxuVy89NJLqKqqwvvvv4+LFy8iOzubdlGoVCrcc889SE9Px5UrV7B3715cvXoV/fr1C2vWGwlEhPTfXqfTWe/RCpfLBQA3HN/s9Xqxc+dOrFu3DiUlJejUqRPmzZuHjIyMGxKqv/nmG4wdOxZqtRrr16+no1YCgQB8Ph98Ph8ymQx2ux08Ho8eS0TArXnuIt+xurbJ5/PRFDbWR4aFhYWFhYWF5fbijrk68xdhOBzOowBsDMNs++Nn7s0UYYA/73yTO8NEjCGPk7QkYgrL4XBgsVjgcDhoYSqXyyGRSFBRUYH8/HwUFRXBaDRi9OjRiI2NxbJly4KuOyEhASNHjsQXX3yBS5cuhd3OTp06YciQIcjKysL58+cb95dQBwzD4MiRI3j33Xchl8vxwgsvhC2OvF4vlixZAqvVivXr10dkyBkMo9GI9957D4899hhatWqF1NRUNGnSBFKpFE6nE1VVVbBarTCbzTCbzSENV8ViMWJjYxEbG9vgoo7s/5rLDeYR439MicVi6HQ6xMXF0cKJeMS43W74fD4kJibijTfeQFFREebPn1/ntnA4HAwaNAhHjhwJGfsbDKFQiHvvvRc5OTk3NNbA4/HqLAAvX76MnJwc9OnTJ2i3V03eeecdZGZmYsOGDZg8eXJEBbJMJgvY7yQNzWq14tq1a/D5fNRkm6RQyeVyVFRUoLy8POg+JfifB/6KUQGZTIb169dj2rRp+O9//4vRo0cjNze3XssQCASYOnUqmjRpgsOHD0OtVuPJJ5/ElClTsGHDBkyYMAE9evTAuHHjMHPmTBQXF+Ojjz7ChQsXbs6HqifENylUuloknDp1CoMGDcK8efOQkJCArVu34tNPP0W3bt1uSITZsmULhg8fjtTUVCxevBitW7dGy5YtkZycjNjYWDRt2hRxcXFQqVRUnCEeYsSsu7y8nI74ESPfmr5WwQjmf8XCwsLCwsLCwnJ7cEd0xNQQYQYDcDEMQ+eAGIZplCiTcBfcwe58+48l+OPz+ai/gUgkAsMw9O4vwzAQCATQaDRQqVTg8XiQSqWYNGkS5s6dizNnzqBr164Aqv0VSFfGvHnz8NVXX2H58uXYt28fmjZtGvLO94QJE3Dp0iV899136NGjR607zDweL2Snw8WLF0M+d/Xq1ZCeBDweD99++y2+/vprdO3aFbNmzYJcLqfPB7vLvXTpUmRmZuL1119Hx44dgy6Xy+WG7Nrh8Xjg8Xh49913YTQa8dBDD6FNmzYBBZl/OlJpaSl8Ph9iYmKg0+lq7W9itgyEPxbqi//4kz/+xxSHw6Hrtlqt8Hg8iIqKQmJiYoCJaXp6Op5++mm8++67GDt2LNq3bx9yW8ViMYYNG4a3334bBw4cwIsvvkifI+JgKEaMGIHvv/8ep06dquXx89tvv0GhUAR937Bhw2h0dk2uXbuGli1b0p+dTic2btyIxMREjBkzJuz2xMTEIDc3Fxs2bMDIkSMD4rWFQmHIY8Tn80Eul8NisUCv10Mul0MqlUIoFNLC13+/E8RiMbRaLWw2G4RCIfWNUavVtTq8btV4kv9oY01mzpyJe+65B+PHj8eTTz6JXbt2oUOHDgCqo+VDmbXqdDoaF71p0yYwDEPjxwsKCmqlnQ0aNAhdunTB9OnTsXHjRgwfPhxjxoyp1T0WzpNIJpOF9AtKTU0NeS74z3/+EzSmW6/XA6juPgxl0Buqe0ev12PRokXYs2cPEhISsGHDhoAOGD6fH/KzkE6cYERFRWHp0qVYvHgxHnroIaxYsYIaqVZVVcHn88HpdCI6OhoCgQAWiwUMw8BoNFKPKbFYDIvFQo89s9kMDocDnU6H6OjoWmJxzfPAX9mtxcLCwsLCwsLCEp47oiOmhgjjZBjmwK3ehmBJSiTmWqfTITY2lhZh5E57QUEBsrKyYDKZ4PV6YTabUVxcjPz8fADVF+tkeRMmTIBSqcSKFSuCrl+hUOC1117DiRMn8Nlnn4XdVh6Ph/Hjx0Mul2PdunWNasAbDIPBgPXr1+Prr7/GE088gYULF9YqbGvy9ddfY+PGjRg9ejQGDBjQ4HUbjUa8/fbbGDhwIDIyMmoVnEQEkUgktHBxuVxBo6RvBiSeOli3RKh0LrFYDIFAAKFQCLfbDY1GQ8cYBAIBFixYgISEBLz44ot1Rg+3bNkS7du3x+7du+u13TKZDPfffz+OHDlCC93GZvfu3SgrK8OLL74YUVz1vHnzwOPxsHDhwnqth/i8EIHBbDYjJycHHo8HSqUSYrG4VjINl8ul2+R0OlFRUYHCwkKabuMPOQ/81QVvr1698O2330IikWDmzJn1jtomx1xdJCYmYtasWXj44Yfx2WefYe7cudQP6K+ACCL1+f17vV5s2bIFffv2xZdffomJEyfi559/xsCBA29YhHW73Xj55ZexePFiDB8+HNu3b0ezZs2QlpYGr9cLj8dD/5HzkEQigVwuh1qtpvHpxLxboVBQPyOdTkfHuerqNmto+h8LCwsLCwsLC8vN544QYgCAw+GMBOBgGObgHz//5VeX5EKXx+PRyFt/ysrKkJ2djfPnz6O8vBylpaXIz8+n8axkVMZqtYLL5WL06NE4cOBA0C4boLpLoUuXLli4cCE1dA1FdHQ0JkyYgMrKSmzcuLHOgr2hXLlyBW+++SZKS0sxd+5cPPPMM7Xujtfk999/x6xZs5Ceno45c+bc0PrXrl0Lo9GI6dOnQ6VSQSgUBh1BcjgctEVfIBBQb59QIklj4T9+FGp95HGyvaQAi46Opo9ptVoolUpotVrExMRg9uzZOHfuHNauXVvnNgwePBhnz54NG20ejMceewwMw+DgwYP1el84vF4vCgoKcOzYMezZswd9+vSJKPHn8OHD2LNnDx2hqQ/Er4bH46G0tBTFxcVwuVwQCATQarV0fK3mCAcZKROLxVCr1VAoFIiKiqr1utup4E1MTMT8+fORmZmJjz/++KatRyAQYNKkSZg6dSpycnIwefJk/Pzzz432XXK73Thy5AhOnjxZ5zLJuS3SccJTp04hIyMD8+bNoyLl3LlzG6WbyWw2Y+jQodi2bRsmT56M999/HwqFIsAQXCqVQqVSBYh3XC4XMpkMfD4/QGQhQjKPx4NcLg/4O+PxeFBaWgqbzYZr166F7dBhYWFhYWFhYWG5vbhTRpPkAAwMw3xLHmP+CkOGCJFKpWjRogWaNm2K69evQyAQ0AhckUhEzVj1ej20Wi0YhkFxcTHuvvtuvPPOO/jxxx+RkZFRa7lcLhdLly7FQw89hA0bNmDevHlhtyM1NRVPPPEEtm/fjvHjx0Oj0SAhIQECgQAlJSWIi4tDXFxcveKifT4fKioqUFxcjJMnT+LEiRPQaDR47rnnghoNB2PlypXg8/lYu3YtBAJBg0WisrIyrF69GhkZGejWrRv4fD7MZjPy8/MhEoloUQP86f8CgBbNxGuBPHYz8B8PCDXCEuxx4ktiNBphs9mg1Wqp0azX68WgQYNw6NAhLFmyBA8++CDat28fchsGDRqERYsWYfPmzViyZEnE267VatGjRw98+eWX6NSpE+666656f36fz4fc3FxcuHABJ0+eRH5+Pu0CiI6OrjN6GqgWqubOnYvExERMnjy53ttAPESqqqpQWFgIPp+PFi1aUFNeYpDsP8ZGhDFS9PL5fDRr1oyap4bbVmLA/FcZpA4ePBhbt27FwoULwx4XjcH999+PlJQUrF69GsuWLcPOnTvx+OOPo23btg02Avd4PFi0aBHOnDkDAOjevTumTJkS8vXE/6iuLjygehRp2LBh0Gq1ePfdd/HYY48FpN3dCG63G8OGDcORI0cwceJE9OrVC3q9no6f2u12KrqTkTmgOmFPJBJRgU8sFsPpdNZpME7Ow/n5+TCZTACA5s2bR7y9HA7nRQAvAkBSUlJDPzYLCwsLCwsLC0sDuCOEmD/8YL4FaiUn3Zb4e04olUqUl5fD5XLB5XJBIpEE3AUlF+B6vZ4a/oYbKWjXrh2mTp2KlStXokuXLnjkkUfCbsv9998PrVaLa9euobi4GMXFxSgqKsKJEyfoa0QiEZRKJVQqFQAgJycHCoUCSqUSbrcbxcXFKCkpQV5eHgwGAxVOBAIBHnzwQfTv379ed2MZhkFsbCzi4+Mjfk8w5syZA7vdjnHjxiE7OxstW7aEz+ejHUf+XjHBfEBuhYcC6ZYItz7ys78QYLfbIRQKabytxWKh5p1GoxEqlQorVqzAsWPHMGrUKBw5ciSkb0t8fDzGjh2LDz74AKNHj0abNm0i3v4xY8aguLgYS5YswahRo4IKhMGoqqrCxx9/jF9//ZUWmBqNBj179kRaWhr1JomkeD5y5AhOnTqFNWvW1HtfuVwubNy4EX369EFycjK8Xi+cTif4fD7sdjucTid8Ph+io6Np0UvSs4igEh8fD7FYHDTBpib+olp9BM7GhMPhYO3atRg0aBBGjhyJJUuWRNR11FCaN2+OVatW4YcffsAXX3yBt99+G9HR0bjvvvvQt2/feplwMwyDDRs24MyZM3T0jnSX9OvXr5ahc1lZGX7++Wekp6eH9IfxJyYmBnw+H48//vgNjUQG49VXX8VPP/2E9957Dx07dqSdVg6HA8nJyXQETqFQwO12U3GWdEX6x9aTvwE1BWK3243CwkI0adKEfl65XI7S0tKgnWL+wmCQ5zYA2AAAXbp0ua3/prKwsLCwsLCw/N24I4QYf25XEYbcRQdQq7Vco9GgrKwMNpuN+k7I5XLExMTQGGuJREIvvutqsZ8+fToOHTqE1atXo3Xr1iGNL4HqoqxDhw7UuBMALly4AJVKheLiYpSVlaG8vBwGgwEGgwFlZWVB01CUSiWio6PRrl07JCQkID4+HgkJCVTsqI8Qo1KpcPr06YhfH4wffvgBn3zyCcaPHw+RSIRLly4hNzcXXbt2pb9jh8MRttPFXyS5mfgXQ8HWV3M7iODC5/OhVCphMBjg9XpRWVkJo9GI6OhoyGQyaLVarF69GqNHj8YLL7yAnTt3hhQJ/u///g/79+/H7Nmz6+UXo1KpMHfuXLz//vvYvn07Ll68iLS0tLCf9bvvvsP27dtht9vRq1cvtG/fHm3atIHJZAow640EhmHw/vvvIzExEaNHj67XewHg008/RWFhIaZPnw4ul4tWrVrBbrdDpVLB7XZDJBLR7gOCUCiEVCqlxrxEhImke+p2MUht2rQpdu3ahcGDB2P27NlYs2ZNvWOh6wOPx8P999+P++67D5mZmfj000+xZ88eHDhwAPfccw8ef/xxKJXKOpdz7NgxHDx4EEOHDsXAgQMBAHfddReWL1+Ozz77DGazGb169aJdJZ9//jkEAgGGDh0a0XZGRUUhLS2tURPlGIbB2rVrsW7dOowfPx4jRoyA2WwGj8ejCUhAdWeWx+OB0WikAr1SqaTCi0gkoia9NY9JQmFhIa5evQqgWgAjXX6hOmFCGcqzsLCwsLCwsLD8tdxxQsztis1mox0tsbGxQe+Gc7lcWtyRpBy32w0ulwuhUEhFjbqKOB6PhxkzZmDKlClYsGAB3n///XoVfkQc0mg0tZ67ePEimjVrBpPJBIPBAD6fT+Ocr169itatW0e8nlCoVCoYDIaA0Y/64HQ68corryAlJQVPPPEEZDIZrl69iqKiIuTm5iIpKQlisbhOQctfILmZ/h6RpOqQLhiy3f5pKTabDSKRCFVVVXA6nbDZbGjZsiUcDge6dOmCadOmYfny5Vi5ciVmzJgRdPkqlQqvvvoqZs6cib1796Jdu3YRb79UKsW0adPw7bffYsuWLcjOzsaQIUNqjTOUl5fj4MGDKCwsRFpaGp5//nmayAOAjk/Uh+PHj+Ps2bNYuXIlBAJBvd7r8/mwevVqtG/fHo8++ijsdjscDge0Wi0EAkHI0RkyyiQQCAJG2/z/D3Xs3E5+Mc2bN8dnn32GjIwMTJs2DWvWrKm3v0594XA4SE9PR0JCAoqKinDo0CHq9TJq1Cj06NEj5HsvXryIgwcPolu3bgEja61bt8aaNWswd+5cfPXVV7h69SpGjBiB8+fPIy8vD8OHD4+os4rQrl077N27t8HnH39MJhMmTJiA3bt3Y8CAAZg7dy4ddZJKpbRDjxw3NpsNFosFVVVVAcK9zWajHjAMw4Q8T5D9F+l+vF2EQRYWFhYWFhYWlkBYISZCQjXiMAwDu90OkUgEnU4HoLpY8389uSsaHR0NqVQKp9NJn/d6vRAIBPB4PLSTIyoqCm63G1arNWSaDI/Hw9SpUzF//nwsW7YMU6dODSj+iouLQ34Wk8mEwsLCoM9VVVWhvLwcwJ+iARmHsVqtMBqNQd9nNpupV0Mw/AsLPp8Pr9eLy5cvIyYmBg6HI+T4gtvtrlVkrVy5EpcvX8bmzZsRExMDrVaLVq1aITs7G0lJSXC73bDb7dQjJlRRXFZWRseYbmahEkkx5N9xIZFIoNFo4HA44PF4YLfbIZVK0bp1axQUFMDj8cBgMNBRsvHjxyM3NxcLFixAp06dcN999wGo7gjyT5EaOnQotm7divnz52PdunVhvXmIqOhPx44dodFosG7dOmzfvh2dO3dGeno6fD4fTp8+jXPnziEqKoqaSgPV0cmEysrKkMcdgKBeHevWrYNGo8GwYcNCJl05HI6gosrBgweRnZ2NTZs2ISEhAR6Ph4osXq8XDocDDMPQkRCyf0QiEXw+H1wuF6qqqqDRaKh4CvwpwtyKyGp/fD4fHA5H0OdCJaPFx8djzpw5WLx4MaZMmYLly5cHRNCbzeagkdBAdRpaqGPWYDCETVjS6/UQCAR47LHHcPfdd+Ozzz7Dpk2b8Msvv6Bjx461RDW9Xo+tW7dCo9HgmWeeCZrC1Lt3byQnJ+P777/H6tWr4XQ60axZMyQlJcFoNKKgoCDk9vifX5KTk2E2m3Hq1CkkJSXBarWGFG2dTmdIkefkyZOYMGEC8vLyMG3aNDz33HOwWCwwGAxUVKmqqoJMJqP7zeFw0GMqOjoaKpUKXC6Xxob7izjBzlvEqwio/TeJYZhawhIRBv/oyrljzPlZWFhYWFhYWP7usEJMhNS8KCYdDD6fDxaLBdHR0SEv2EmHg0gkohfiVqsVarUabrcbQqEQDMPQjgGSnqFSqUIKMZ06dULPnj1hMpmwYsUK9O/fP2B0I9wdYoVCEXJMITY2Fi1atAj6nMlkCukvkp+fH9bzxb9YJZ0UHA6HptaE8jfxer0BRdKVK1ewYsUKDB8+HAMGDEBRURFkMhnkcjm6dOkCn8+H0tJSlJaWwmKxoEmTJkELZavVSsUvkUjUqJ0xNZfB4XDq9AshRa3L5aLJKqSA4vF41JtEJpOhuLgYVVVV4HK5qKqqgkQiwbp165CVlYUXXngBFy5cQExMDHQ6Xa3CbPXq1XjggQfwzTffYPbs2SG3J5S40K1bNyQnJ+PTTz/FDz/8AKfTifLycpSUlOCBBx7Aww8/jPT09KDvLSgoCDlG53a7a41XHDt2DKdPn8bChQup6BQMgUAQtJBeu3YtkpKScO+999LRP6fTCYlEArvdjrKyMloQi8Viut94PB64XC7y8/Opuaq/eAH8NZ0GJDknGOFEkcGDB6NDhw4YPnw4FixYgB07dtDveGxsbEgRlIicwZDJZEhISAi5zprJUsOHD8fOnTvxzjvvIC8vD88//zz69esHDoeDqqoqzJgxA2KxGHPmzEHPnj2DLlMqlUKn02HUqFFYsGAB9Ho9li5divj4eOj1+qAdfv7bS+jevTuAapEwPT2djqEFw+Px1PouEB+bGTNmQKfT4dChQ0hLS6NJbUqlEjwewb5yuQAAIABJREFUD1arlYruTZo0AZfLRWJiIiQSCWJjYwPEKLlcDovFQgXQuLi4gKSlSPyJ/Kn5nj/2R/g4OxYWFhYWFhYWllsGe4esAfh8PpSXl9PuEFLIhYKMk+j1egCgBqwVFRWwWCy0U4B0lNSnuPvnP/+JPn36YOHChfj1119v4FPdOkhRHeyudzgYhsGUKVMgFAoxefJkOJ1OWqz4p9yQBBxihhwMiUQChUIBnU5HxbFQHRe3AqfTCavViuvXr6O0tJR2GPl8PgiFQuj1erjdbjgcDrhcLuTn5+PKlStUcBIKhdi0aRNKS0vx6quvhlxPt27dMHr0aHz44YfUa6K+iMVizJw5E1OmTEF2djb4fD6WLVuG6dOn12tEpC7eeustqNVqjB07tt7vPXLkCH799VcMHz6cGmITY17SFQP8GQ9MPEeIQOfz+ZCUlITmzZsHLdJvpxGkSGjfvj0+/vhjVFRUoGfPnhg6dCg+//zzkB02jQ2Xy8WoUaPw8ccfIyEhAWvWrMHrr7+O0tJSLF26FJWVlXj11VfDiimE1NRUbNq0Cdu3b2+Q4XfLli0hEAga5BNjMpkwZswYTJkyBf369cNHH32Ejh07QiwWQ6PRIC4uDtHR0bDZbOByuYiJiQGPx6NdhlFRUZBIJLU8tTweD8xmM1QqFXQ6HUQiET2nkW65muJWOGq+54+/T96wb2JhYWFhYWFhYbllsB0xDcBut9NuCiIE1Lxj6X9H0n9siXQ6kItsMnoSHx9PzSxDiQfB4HK5ePvttzFixAg8++yzOH78eKMWwzcDMi4TaswpFJ9++ikOHTqEN954A8nJyRAKhfRuPhkTIYJYdHQ0HeWoyyD3dvBRIPHaREyyWCxUmCMR0DqdDhKJBCqVio7OiMViaLVaiMVi/OMf/8BTTz2F9evXY8KECXSEoSaLFi3C3r178X//93/46KOPwnZThILD4aB///7o0aMHJBJJyM6thnL27Fn88MMPmDNnTr33i8/nw6JFi6DRaPDss89CIBBAKBTS7yY5RjQaDSwWC8RiMU1RIp1GZJQwJiYGdrudxonfyXTq1AmHDx/GJ598gh07duCf//wnVCoVdu3aFeDlczNJSkrC9OnTcfLkSWzbtg3jx48HAEybNg2tW7emY2J1IRQKG3TcAtVCeHx8PHJycur93sGDB+PYsWMYP348Jk6ciPj4eFgsFtoVSb6LQPX5RCaTIS8vDxaLBXK5POS5pqKiAqWlpYiPj4dCoQgYfavpTxQJNd/zx7EbOo6PhYWFhYWFhYXllnJnVxZ/EWKxGAqFAlqtlrZ917xjSZJvyJ1QuVwOuVxOCzoulwubzQaj0Yj8/HyYTCYqxNT3LrVSqcTAgQNhs9lCetn8lTAMg4KCAnz55ZdYvHgxZs2ahfj4eHTq1CniZXz++ed48cUX0bFjR7zwwguorKyEwWCgKSNA9VhPaWkp9WVQKBQRFfF/dXcDEe2kUiliYmIgl8uh1WoRHx8PtVoNsVgMmUwGlUoFuVxOU5NMJhOio6Oh0+lgt9sRFRWFp59+GgCQmZkZcn06nQ4LFizAyZMnMXHixLBeMXURHR3d6CIMAGzduhVisRhPPfVUvd9LopSfeuopmkjjdDoDul+4XC4cDgdKSkpQUVEBoPp7HR0dDbVaTbvcGtKNcDsTFxeHV155BUePHsXOnTths9mwdOnSW7oNXC4XGRkZWL16NQYPHoyJEyeid+/et2z9W7duRV5eHvr06VPv9+bl5eGxxx7D0KFDERUVRZORTCYTjZgnAr3NZgOHw0FycjJkMhlNRSKx1SRNCQDUajX9vgN/HotE3PdP4ouEhryHhYWFhYWFhYXl1sF2xDQAcpFLCHbHUiwWo6qqiqYDxcbG0jvtdruddnMIBAJUVFTA6/XSZRoMhpDdDKE4f/48mjdvHtLv4VbCMAzOnTuHzMxMnDt3DufOnaNjWRKJBB06dMCcOXPC+n74L+uNN97AggUL0KNHD3zwwQdUdCBpU2T0q7y8nBYwjVWE3IpkpWDGryStCqj2t2jevHlAx5VYLIZcLodSqYTT6YTJZILL5aKdV0VFRWHXOWDAAFitVsyfPx8zZszAqlWrbpuiraqqCl988QUGDx5c7+P56NGjeO211zBkyBCMGjUKAoEAFosFSqWSGqESgUUgECAuLo4Wv/7fax6PBw6H06BuhDsBLpeLPn364Nlnn8W7776LX3/9Fffcc88t3YaEhIQGCW0NhWEY7NixA2+++Sbuu+++Bq1bq9WioqICPB4Pbrcber0earUaarUaTqeTdumQ7yoRXYBqgV0mk8Fms9FjkXjX+H/fieluJCbQ/ucnFhYWFhYWFhaWOwdWiGkEgl00E6+SsrIy2rYulUpppwyfz4dWq0VUVBRSU1Nhs9moMWaoFJNwZGVloXPnzo3yeW6E/Px8LFmyBCdPngRQHbPatWtXdO3aFR07dkSrVq0i7qBwOByYOHEiPv/8cwwbNgwLFiyA1+uFxWKhsd+kk0Sn09GxHtLd0hgiyq1IxyFFlH+xX9NsUyQSQa/XQ6lUwuVyUXGGz+fDYDDA4/HQpBq5XB42nYgwbtw4mM1mrFixAnK5HIsWLbotPE+++eYb2O12jBkzpl7vs1qtGDduHJo2bYpx48bBaDTC5XLRLjGSjhMdHU1HYOLi4gKOR/J7F4lE4HA49TZJvdMYM2YM9u3bh8WLF2Pfvn03pbvpdsBkMuHVV1/FN998g169emHFihUN2qc6nQ4VFRVITU2F0+mkZtkAYLFYIJFIaOcjEVlqjiOR//l8Pq5evQqFQkGj0v23KRKTXv/zEyvGsLCwsLCwsLDcOfw9r7rrINz4TqhCtCEjP1KplKbEiEQiMAwDkUhEzXqJ9wTDMDAajXTder2eCg6hCqOSkhJauBsMBhQWFmLIkCEoKSkBAJrAFAyy/GCQ6NVgWK1W2tlSk8rKSuzfvx+bN2+GQCDAtGnT0LdvX9ptQHxvgo1deTweGiNNKCsrw1NPPYWTJ09i0qRJGD16NMrLy5GQkACJRELNdT0eDywWCxiGAYfDoaKL1+tFRUVFyHjqcIIDWZb/+260yKnrmPOPRgYC46yFQiEqKipQXFwMvV5PO6lUKhWKioqoEFNeXg6Xy4UmTZqgoKCAjuMEg3gUPfPMM6isrMTmzZuh0Wjw4osvAkDI/QyAjvIEw2AwBI2+BqqPkVDpUQzD0C6BI0eOQC6Xo0WLFvSxcAKBx+OBWCzGG2+8gby8POzbtw9JSUkwm81QKpXgcDhwu90QCAQQiUTweDxQKpU0Mct/3/j/3oE/vYdI4hkZL/krBKuaRsP+hBsvC+e7YrVaMXnyZMycORMbN27EyJEj6XN6vT7kcVtRURHWyyrceKXBYAi5XJfLFfL4MZlMIb+HZrM5pPl3VlYWXn/9dZSXl2PatGkYO3Ys9WEi66xpnuv/Ofyj0TUaDS5evAiZTAapVAqZTEa/n2TfMAxDRWEAtLPKarVCIpFQsTg3NxfZ2dmQSCRo2rQpYmNjaVKa/8gr+ZmIg/7f6ZodW7fjaCrLnUNycnLIc1tycjJyc3Nv7QaxsLCwsLD8jfmfFGIaQkMKLw6HA7lcHlDY+xfdYrGYxhMLBALamm4ymajPAI8XPHFUqVTS5WRlZQEA7r77bjruQ0ZUguF0OhETExP0OZPJhLZt2wZ9rrKyMqipJyl0Ll26hAEDBmDZsmW10kz8/RBq4vP5Arbn3LlzGDJkCMrLy7F+/XoMHjyYjgNIJBIay2y1WmGz2VBRUQGGYWiRT0bAiKGyfzQxIdL96W/qezOpuT01BSC1Wk2TWFwuF2w2GywWCx2RUKvVtCumSZMmKCoqCjuelZSURONzV61aBbPZjNWrV6NDhw4YMmRIQLRuMEKl22g0mpDR6BqNJmTksdPppB5J58+fR5cuXQLSisIJYQzD4MqVK3j77bcxbtw4dO7cGUajEXFxcVAqlcjJyYHBYIBYLEazZs1QWFiI5ORkKBSKWr8fUtAKhULY7XaawOUv0NyK4yEY/n5INalLKAy1P91uN1q3bo39+/dj48aNGDduHD2HkCjmYEil0gYlFtW1XKPRSOPta6JUKkOus7y8HAqFIuAxr9eL9957DytXrkRiYiIOHjwY1JfK7XaHFJ8FAkHA7y4uLg5lZWUwm83Q6XTUOJvP51PBhMPhgM/nB3yn7XY7LBZLQJR9QkICzGYz4uPjIRKJqIhMlkH2tc/nC9n1EukIEwtLJIQTWm6HbkkWFhYWFpa/E6wQc4shF+TE+4KM2TAMQ7s36psmdPLkSfB4PNx1110BjzMMA5PJhKqqqpDFzY1gt9vx9ttvY/PmzVCr1diyZQsyMjJuaJkHDhzA2LFjER0djR07duCuu+6C3W4P8Few2+1QqVRwOp0QCARgGAYqlYqKOWazGVKpFAqF4o4dKyECEBmvEgqF0Gg08Pl8AYlKCoWCjte0atUKTZs2hUKhQHZ2dr3W9c477+D69et46aWXkJiYiObNm9+sjxYWs9mM3377DY8++mjE72EYBpMmTYJUKsX8+fNhsVjg8XgQHx8Ps9lM/7lcLphMJkilUgiFQloYi8Vi6u/hdDqp8EK+p/4CyN/NKwao3v8LFizAQw89hDfeeAMrVqz4qzcpJGazGQcOHMCuXbtw+fJltGjRAq1bt0ZCQgI6dOiAVq1aQa1Wo7S0FK+88gqOHDmCjIwMvP32243in6XVauFyuWgHks/ng81mo+a8JpMJNpuNnp9IB0ywzjqPxwOtVguJRFJLTPF4PKioqIBarabm0uGOPTLGdDO9rFhYWFhYWFhYWBqP/zkhxufzBXSo1JeG+I74F9M+ny/gLrter4der0dxcTGkUikkEgkuXbpUrxbzEydOwOv14qOPPkJxcTGKiopQXFyMwsJC2n7/1FNP4bXXXms0USI7OxsvvfQSrl+/jieeeAKTJ09GWlraDS3z22+/xfDhw9G+fXusWrUKycnJcLlccDgctMjw+XwoLy+HSCSCyWSCwWCghY9/R4xYLA7ZTXQnQTwgSJcP2X9yuRxWq5X6S5DCTavVIjk5GXv27IHX6414f4tEIuzYsQP3338/Ro0ahS1btqB169Y386MFZc+ePfD5fOjSpUvE7/n888/x/fffY8WKFVCr1QG/JzLy165dOwgEAjRp0gQej4ceRwzDQC6X0/eQUTf/5CSg7s6DW2HqfDNp1aoVXnrpJaxbtw4ikQijRo0K2TVXE4fDgdzcXEgkEpr61djiZ0VFBZYtW4avvvoKDocDzZs3R+/evXHt2jXs2rUrYPxKrVbD7XbD5XJh+fLlGDlyZKN1jZBOHqvVSv8vKyuDTqeDVCqF2Wym40Q+nw9WqxVqtRoOh4OKMoRg4h4RVKqqqqjYSkaWgNCjR1arFaWlpYiNjQ3Z3cNyZ9GsWTPk5eUFfS5U1yELCwsLCwvLncP/nBDj9XrpHcyGQApjUrhFUniRC2tSTPvfZddoNBAIBNQ3ZujQodi2bRuioqKwZMmSiLxJ2rRpg5ycHKxcuZJ2SCQmJuKee+5BYmIiTp48iS1btqCqqgrLli1r0Of25/z583jmmWcgFAqxfft2dOvWrd6R2zX58ccfMWzYMLRt2xZLly4Fn89HZWUlYmNjoVQqweVyERMTQzt8RCIRYmJiUFFRAaPRCJlMBqVSCZlMBplMRn0a7nSzVbL/SbdGVFQUDAYDNBoNuFwuHWEjd+JdLhfUajW8Xi+uXbuGVq1aRbwutVqNXbt2YcCAARgxYgTWrFnToIjfhmCxWDBp0iR8/PHHaNeuXcQJPgzD4N///jf+8Y9/YMSIETCbzVRYMZvNiI6Ohkqlgk6noz4zUVFRtEDm8XgQiUSorKyESqVCZWUlPB4PnE4n9esgJr/hjqFbYep8s/nXv/6F0tJS7NixA1u2bEFKSgoGDx6MjIyMgJEgi8WCY8eO4fLlyzh27BgyMzMDPFa4XC7kcjliYmIQExMDlUqFwYMHY+DAgfUWR30+H3bu3ImVK1fCarXiiSeewMiRI9G5c2d63mUYBllZWSgtLcXly5eRk5ODqqoqTJs2rV7Hf10YDAYsX74ccXFxiImJgdVqpSOS5O8B6dqTSCRwOBxUIPW/AUAEmZriHhEHPR4PZDJZQJw1y/8eeXl5rOcPCwsLCwvL35j/OSGG+Iw0FPJe/7l9/4vpYHfGhUIhuFwuVCoVXC5XwF120h3j8XjA4/EwZ84cyGQyvPfee8jKysK2bduod0woXnvtNUyZMgVRUVEBiRyEZ599Fu+88w5WrVoFg8GAp556KuK73TU5ffo0nn32WSgUCmzdurVRRp6OHz+OkSNHonnz5ti2bRucTifKysqoNwMZAzAYDBCJRIiOjoZGowGPx4NSqURcXBxkMlmt/RrM7NLhcDS4W+aPi+IbVnTq0z3hb0DM5/Np0cfn8xEXF0fjcokoaDKZ6PGSlZVV70I0NTUV//3vfzF06FC88MILeO211+qdXlRffv31V8ybN4+aqf7rX/+q06OG8OOPPyIrKwv//ve/wTAMoqKi4PP5kJ2djaqqKkRHRyMxMZGmaxETVKvVSn92OBzw+XxwuVzQarVUvAMQsTdMY5k6/5Xw+Xy89dZbeO2117B//3588sknWLlyJVauXIm7774bEokEFRUVuHjxIrxeL3g8Htq1a4enn34a7dq1ozHqNf/l5ubilVdewbp16zB16tSIxt58Ph9OnjyJ5cuXIzMzE926dcOMGTPQs2fPWq/lcDiIi4tDWlpaowuHDMMgMzMTe/fuxaefforr169jz549cDqdNL2MHBcWiwVisZj6c5FOGJFIRI8jm82GuLg4mqDnL/DZ7Xbqa0WErEghnj3+x9+d3qXFwsLCwsLCwvJ35n9OiLnRxBN/7w7/2X9CzThRm81G29RdLlfQYs7pdNKOGLVajRdffBFxcXFYtmwZ7rvvPmzbti2oyaQ/4S7aORwOJk2aBK1Wizlz5uD69etYsmRJvcWYM2fOYO7cudDpdNi6dWtI49X6LnPUqFGIj4/H559/Dq1Wi2vXrgW0/kskEur7cP36dTp6EBUVRe+6E68GkUgEm80G4M/CmYhmFouFmgaHSu8Jxx/LveF5p3DdE3UVT0TUE4vF1CAUqB5vkMlkiI6ORu/evcHlcnH+/HkMGTKk3tvXpEkTfPLJJ5g6dSoWLFiA3NxczJw5M2JxJFJsNhtWrVqFnTt3Ijk5GV999VW9I9jXrFkDrVZLvx/EAFuhUNBUH71eD4fDQTsQiPBZXl4OgUAAhUJBx5DIa8id6Ei9YW6FqbPT6cTly5cBVHf2VVVVUf+bqqoq+rPdbkffvn3Rt2/fBgmOSqUS48aNw/333w+LxYJ9+/Zh//79YBiGJmulpaXhwQcfjOgz+3w+fPXVV1i1ahUmTJiAlJQUTJgwAb169Qo4xj0eD86cOYMPP/wQhw4dQnl5OdRqNVasWIGBAweGTX9qTHw+H44fP469e/diz549yM3NBZfLRc+ePTFt2jTcddddiIqKgslkgkAgoOcSkvDF4XBgNpupMS85N1ksFuo9BPyZZkXGVIVCIT1uiTgTaVdfsNG5v0OXFgsLCwsLCwvL35X/OSGmofi3CJNCuWbkMPDnHXGRSISysjJ4PB5ER0cjOjoaIpEIXq83IAbX6/UiKioKXq+XJm2IxWL06tULSUlJmD9/Ph599FG89dZbAdGyLpcrbJEVLOY2IyMDUqkU06dPx/Tp0zF79mxotdqA15hMpqDRxcePH8f8+fPRtGlT/L//9/+gUCio4AFU+0SEioAFgicuXLhwAcOHD4dCocCuXbvg8XhQVFQEq9UKHo9H2/5VKhUEAgFcLhecTiccDgdNliIdIcQok7T2c7lc2v1UsyOmZmRxpPyxb4Pnftd/OZBIJFR4IYU+2X7/1/lvq9PppOMOGo2G+sBYrVZYrVZaGLZs2RKZmZm1YsEJRCAMBZ/Px+rVq/Hvf/8bH374Ifbt24dBgwZh2LBhcDgcVCiridVqDYh/rrlOl8sFhmFw+PBhrFixAoWFhRg9ejSee+45pKWlhTyGyH72JycnB19//TXGjBnz/9l78yi56jJ9/Lm1b7f2rbd0dxKSEMNOABXwwAQMGkAQEI0IiGxBEBEQRwecAyiOgIiyiKNfQQ2iR0cUCJucuM4I8xMYQwQSSLo76e7at1v7rbq/P5r3za1KVac7e/DznMMJ6dru8qmbfp/7LBgdHUU4HEa9XofX64XX64XH42HLHJ1/+v7RQCzLckt2B1naSDnVqVoc2DcNIuvXr8dhhx22w+cZjUbceeed6OnpwXnnnYcPf/jDOPzwwzs+l0jgTiiVSggGg/j0pz+Niy++GMC2/aamsm7kSKPR+jU5/vjj8d73vhdr1qzBvffei+uvvx6LFi3ChRdeCE3T8Ic//AF/+ctf2HZ4/PHH41/+5V9w4oknchAuWc06QVGUaeu09RXU7aD66ldeeQWrV6/G448/jsnJSZjNZpx44on43Oc+h1NOOYWvSZqmoVgsolAoIJvNor+/HxaLBalUijObNE2D3W7n77f+3wH63tG/CaSWcbvdfE3oVGNPj8107b0bVFoCAgICAgICAu9WSP9sHuSjjz5a+9///d9Zv46OEw2abrd72ruMhUIBExMTkGUZoVCI21jaQxXpbmkmk0GtVmMCJ5PJQJZlTExM4J577sHatWtx7bXXcn4K5RN0Q7cBHJhqJlq1ahXsdjt+/OMft4TsTk5ObpdL8Oyzz+Kaa67BvHnz8MQTT3TMLajVatO2krSTRuvXr8eyZctgs9lw3333YcGCBTz4URCv0WjE2NgYhoeH4fF4mICIxWIol8uYO3cuhoeHOXsnkUigVqvBZDKxZWC2d5YJ3YYdSZL+P03TuibJdltf04Vs0noCpsJlTSYTgsFgCxlA26PPkaDXWK1WJBIJJJNJ+P1+lEolfPazn8XGjRtZQdGOUqnUdQBvxwsvvIDvf//7eOqpp9BoNHDCCSfgoosuwmmnnbadSobWbbfP/P3vf4+77roL69atw/DwMB588EEcf/zxqFarsx6kP/vZz+JHP/oR7r//fqRSKRx33HHcauP1elsq3vXEEQ3tmUwGAwMDbGei9aEfjHdWSbCzRM1062toaEj70pe+hEwmg0AgAK/Xy1XTJpMJtVoNixYtQiaTwTPPPIM//vGPWLNmDVRVxaGHHopPfvKTOP/88xGNRvk9S6VSV0KXsnE6IZ/PTzvgk52wE2j77rrrLoyNjQGYIiWWL1+Ok08+GStWrOj4ucVises1hqrGu6Gbmisej+MnP/kJfvrTn2LdunWwWq044ogjcNZZZ2H58uWwWCzIZDI46KCDYLVaYTabkc1m4fF4MD4+jlwuB4PBgEwmg2KxiMWLF2NoaIgVk5QxBGxTpZTL5RabJP2s07Wpk0JuT6ytnf13UWDPQZKk/SojZrrt2dG/iwICAgICAgLb44BVxEiS5Abg1DRtYm9+7mzuMlIGTLVa7aoSAKYGaVVVoaoqSqUSwuEwwuEwLBYL/H4/HnroIdx6662455578PLLL2P16tU7Za0hHHXUUfjlL3+JCy64AOeccw4uueQSzJ07F0NDQ3A6nS1EyxNPPIHrrrsOhxxyCB544IHdEh65YcMGLF++HCaTCd/97ncRDoeRSCR4CDGZTAiFQlBVFT6fj1UNFosFoVCIrRi1Wq0l+0Of76EnL4Dpsz72ZZYCrSP94KknA/TPAdCyn2S5qlarqNfrUFUVW7duhdlsxsKFC/G73/0OuVxup/OACCeffDJOPvlkTExM4JFHHsEPf/hDXHLJJQiFQvj4xz+OU045BYsXL+76OZVKBT//+c/x3e9+F6Ojo1i0aBG+973v4WMf+9i0SoXpkEql8Mgjj+D000/HoYceilgshoULF0JRFBSLRdRqNTSbTaiqikwmg3w+D0mSEAqFWuqAa7UazGZzy/Gmc7G/KQncbjdOPvlkNJtNbulJJBIoFArI5XLcFLRo0SL09/fjIx/5CG655RasWbMGjz/+OG688UbcdNNN+OQnP4k77rgDwWBwn+yHyWTCypUrce655+LJJ5+E2+3GCSecAIvFgkKhsMcrwuv1OtasWYNHHnmEiaqlS5filltuwXvf+1643W54PB7U63VMTEwgHo/DarVyJhNlwfT398Nut8Nms6G/vx/ZbBZ9fX0t15P2GnRgan3plW9Op7Mr4bc3LG8CAgICAgICAgJ7HwekIkaSpH4AVwF4A0BG07THZ/raXVXEzOb59Mu4pmnbBYBSC47VamWrDTA1aAeDQZTLZcTjcdjtdv5F/JFHHsGXvvQl+Hw+/OIXv8Chhx7a9fOnU8RMTk7C6XRi69atuOKKK/Dqq6+2PO73+zE4OIhoNIpnnnkGRx11FL7//e/DYrG0tKfoMVNFzKOPPoovfvGLUFUVjz/+OObOnYvR0VEAU3YGuitst9uZcCCSwWKxcG1zNptloisajW53V5/k/e3HvdNd504qpz2piJkJ8aNXaLSTSvSYzWZDIpFgu5KiKIjH44hGo3j55Zdx0UUX4bnnnusYYDobRUw7UqkU/vu//xsPP/wwnnnmGbZa9PX1Yf78+Tj22GNx0UUXwe/3Y/Xq1bjjjjsQj8dx+OGH46abbsKHP/zh7c7BbBUx3/jGN/CVr3wFv/71r7Fo0SI4nU4OSU2n07BarSiXy1xJTWsFmFLEuFyu7exqpFCYiSqhHe3P2ROqhcMOO0z7zW9+A4vFgkAggGKxyPW2vb29KBQK6OnpgclkQiqVQq1Wg8VigcViQalUwmuvvYZHH30Uq1evhtvtxkMPPYRly5btdUVMoVCA1+vt+lg3Qm93KGJ+/vOf44YbbsDk5CQikQjOPfdcnHnmmTjqqKPQbDbZamUwGNh6JEkSjEYlFilNAAAgAElEQVQjCoUCBgYGmAyVJIntbXqyhGxLlDvUft2h6xcRzrT9061BPXbX2pIk6TIAlwHAnDlzjupWlSywbyAUMQICAgICAu9uHHCKGEmSfABuAHALgAqAM2bwGv0vnHt0+3Sf2fLLefv/638Z9/v9kGWZlR7A1F3TarUKTdNaqq2dTicuvfRSrF27dloiZibo6+vDb3/7W1QqFYyMjGDz5s34v//7PyQSCWzevBmvvPIKTjnlFNx5551wOBwdc2dmi29961uYnJzEc889h76+PoyMjCCTySAUCnG2h8lk4iBkm82Ger3OxBURUwaDAZOTk0gmkzCZTB2bpdpVMJ2GImDXsxRmu75mEqJJ4ZtkXWtvV9GvnXQ6DYPBAK/XC4PBgPnz5yMcDsPtduPKK6/Es88+i/7+/p3at04wGo1YtmwZli1bhkQigVdffRXr16/H+vXr8fe//x3f/OY38cADD+D444/HmjVrcMwxx+D+++/H0qVLd5sKY+3atTj88MMxODiIarUKSZKQTqcRDAYRDAZRKBTQbDZhtVrhcDh4zVBeEBFcMzkXu+s5OwP92urv74fJZOI6dxqKfD4fzGYz+vr6UK1WoSgKNm/ejN7eXvh8PrYxHnzwwfj617+Oa665BscccwweffRRLFu2bLdt6/6OdevW4dOf/jQOPfRQXHnllTjnnHMQDoc5zyWdTnOoczAY5KayUCiEYrGIZDKJQCAAi8XC+S/6DCGCXuXWKURXHwBN+U7tYeL0mj2p1tM07SEADwFTBPJufXMBAQEBAQEBAYFpccARMQDKAP4EoA9TwanHS1O/oS7RNO3fOr1gf/yF0263Q1EUqKqKarUKg8GAUqmEZDKJ8fFxHHLIIejt7UWlUoHX60U2m0U+n8f69esBTAXv7i7YbDYsXLgQCxcuxGGHHbZb7EfdsGTJEkxMTCAQCLBigVRBmqbB6XS25DnoBxmqHrbb7QgGg6x66DbctzfedLMn7ar8f7brazbET6dtprVTq9WQSqVgtVpRKBRY6aGqKkKhEH77299ixYoVOPXUU3c7GUMIhUJMygBT+R9btmzBN77xDaxZswbhcBg/+clP4Ha7pw1zni0UReE2LSIJVVVly9bY2BiazSYrpojE0q8nGsCB6VuRZnK+9lQwqn5tLVmyREulUi3162SvUhSFA223bNmCyclJ+Hw+VKtVtu8R6Njow7/f7VBVFZdeeil8Ph9+8IMfsEpobGyM680LhQIcDgdcLheHsZPSRpZlzj4iAkXTNG7Ga89w0QdA7wi09tpzYwDRfCQgICAgICAg8G7FzH5T3L9gB5AGcBaAqwH8QNO0xwCMS5LUWe++H4BCG/VNNQ6HA7Isw2w2o1AoIBAIwOVyoVgscnhvs9lEvV6H3++H0+nEmjVrcPzxx2NwcHAf7s3O48gjj0QsFsPIyAgkSeImka1btwKYyssZHR1FPB5HpVJpOW7FYpEzG5rNJithulkraOjWZzOQXWBfgoifmdzhpnYtvW2HrBEWiwXZbBavvvoq4vE4gKlabqvVimKxiKVLl+LJJ59ELBbDqaeeii1btuyxfdLj4IMPxo9+9CP87W9/w6uvvjqtZW1nQUQMDcnBYJBtSM1mEzabDX6/Hw6HA1arFc1mk7NUSC0DbL9GOmEm52s253RnYTQamXQbGRlBs9mEw+Hg2mS73Y5cLgdFUWA0GmG323nfSW2Rz+fx8MMPIxQK4UMf+tAe29b9DXfffTf+9re/4Stf+QoWLFiASCTS0pSVz+cxOTmJ0dFRmM3mlhwh+n9gqtWMwncpOJuOebFYnJGVhMjVcrkMYNsaNBqN261Fh8PBbUoCAgICAgICAgLvHhxwihhN0zIAfgfgd5IkfQLAW5IkWQAsBtC9z7n1Pbo+trOD1HTvSVkl+vBVfX1uNptFIpFAJBLBwoUL4Xa7+ed2ux0mkwmlUgmvvPIKXn/9dXz3u99FuVyeNuNjOvVBoVDour2FQqFrVke5XO6a7VAsFqfdHiI/qH53w4YNOOigg+D1ejE5OYlyuQyLxcIDpMPhgNlsRiaTQaPRYCKmWCzyAAOgozUA2D6ThZQ0+2qg2VmvP5FRlUqFq7grlQpbbmgIr9frkGUZfr+f66XNZjPmzZuHxx9/HGeeeSY++MEP4s9//jPcbve0GR70ud2gKErX74miKDxIejyelopzysHohGq1Om0de/vnUQBqo9FAvV5Ho9FAuVxGuVxGIBBANBplWxdZ6qhty2638yBOFiX9GtnVdpo9BWrT2rp1KwqFAtLpNABwpbvP58PcuXO5FSkQCLCiIpfLcQX8E088gVWrVgEAr6VOmO6cFAqF7SqqZwp9XXs7FEXpGuCcz+e7bk+pVOq6H6+//jpuvfVWnHXWWVi6dClSqRQ8Hg8CgQBsNhsHOk9MTPDnU5W6xWJh+5CiKJw9RdcjVVVhMpmgaRpfV51OZ0sFNX1n20lVsje1gxqXgFa13kya3/a3NSsgICAgICAgINAZMyZiJEk6WdO0FyRJOhzAFQB+rmnaC3tu0zpug6RpmvaOFckCYA6AjwA4AsD9mqal9ub2tG3btI/rLRCSJLXI0ekX80AgAJPJhOHh4Za73FRr/ctf/hIWiwXnnnsuEzTd0K2uFZjKhuk2CLlcrq6hl9MFYhoMhmk/k7b1iCOOgCRJ+Otf/4qhoSFEIhG2X82dOxcWiwXVahV+vx/FYhHxeByBQACSJLHVhCwBJpOpZXAm0MBCdoH9Qd4/0+DgdujzJiRJQqVSQT6f57wTyrLI5/NoNBrIZrPw+/0wGAzI5XIYGxvDwoUL8atf/QrLly/HVVddxa1b0xEf08Hn83VdB0ajsSvZUiqVuj5mMpmmDevtFLBstVqRSqXYSkL77XK5mFyhdUPkC2XEAGhZE7NdI/ti4JUkiZuRqHIbAGRZhsVigaqq8Hg8cLlcyGQyrLCgprHx8XGsXbsWqqrioosugslk2s4KqIfJZOpKijSbzWkbr6a7Fsiy3PVcm83mro91ylshEDHZjkajgWuvvRayLOOaa66Bz+djJZmiKKhWqwiHw+jt7UU+n8cbb7yBVCqF8fFxWCwWaJoGv9+PVCrVQrpIksTfIT1B2onIq1QqLeG8dF5mi+ma3wQEBAQEBAQEBA4szEYRcySAFwB8Q9O0D0qS9MA7f98rIBLmnb8uB7AWwP/DVGbM7/ZWjfWOwhO73bWku+/6x+jOKdXqUmYKPddut6NUKqHZbELTNKxZswannXZaS6XzgQaXy4V58+ZhfHwcvb29GB4eRiqVgizLTFZQPSxZtAKBAA8eDocDlUqFpfydSJj2atg9ld8xG+iHKKCVBGgnjvQgxQ/9nIgci8WCdDrN9jZqakmn01AUBXPmzIHD4YDdbkez2cTixYtx6aWX4sEHH8QHPvABXHLJJXtpz/cMisUiW/ny+TwTTrSO9EqhDRs2YOHChfD5fPx6IjHou7U/rJGZwO/3cwgxXSssFgu2bt3KyjlFUfg7YDAYWEnz4osv4te//jWOOeYYLF68mN+zVCrhj3/8I1544QXYbDacf/75OPjgg/fhXu4+fOc738GLL76Im2++GYODg8jlckin07BYLEgkEnA6nbDZbHA4HBgfH8cNN9yAj3zkI7j66qs5+LjRaPD1WVEUpFIpJoGBbdccum5RlgxBnwfWntczG8wkz0hAQEBAQEBAQODAwGyImPmSJA0B2PTO33O7fWu6QE/CSJJ0FoCapmllTJEwAJDv+uLdjFKpxHdTw+HwdoOzfuAm4sVms8FoNM74MafTySGblIWydu1aTE5O4hOf+MTe2tU9hiVLlmDdunVYsGABkskkzGYzTCYTh+8SnE4nD9s0dKZSKZbuB4PB7VQd5XKZ71zbbDYUi0VuzdmX6DRE7ShEuBOIwKPcHGp5IeIqnU4jnU5DVVWEw2GEw2FWhFx99dXYvHkzrrvuOhx55JE4+ugDs2200WigVCrB4/HwgExDrsfjgaIoGBkZgc1mQ7VaRSKRQDAYbCFiaD2RusjpdO7zNbIjkJrH6XQikUggEAjAYDAgk8lw5ojH44HT6UQkEoGqqhgbGwMA3HfffXjsscfgcrnw7W9/Gy+99BL+8Ic/4LnnnsNf/vIXtuE0Gg3ccccdOOKII3D++efjiiuu6Gr52d/x+uuv46tf/SpWrFiB0047jYlxq9XKLWpmsxlutxu///3vcdlll6FQKODll1/GwMAAFEVBNptlQoteQ41uZFeiP4kcbzQaSKVS8Pv9qNVqsNvtvE53hUShzxX2IwEBAQEBAQGBAx+zIWJ+AeCLAG585+8v7f7N6Yw2EqaqadpTe+uz2+FwOPjuZqlU2m54s9lsUBQFNpuNB2waoPTZAO2PWa1WuFwuNJtNHpyDwSDfuacw29tvvx2qquJDH/rQtNak/RUUHJpOpzk8tFwuc6tOb28vQqEQgClSYmhoqMWeEwqFkEgkUKvVON8ilUqxrUtPeOxPUv52W4X+/2mbZ6PGoNc0Gg0UCgUmZsiWQseI6sAdDge8Xi+uuuoq/P3vf8eqVavwP//zPzNudtlfkM/n8R//8R8Ath3Dnp4eGAwGbvtqNBpQFAVerxcDAwNwOBzo6+tDsVhsUarN9rjvySrhmYBycPThu0Qyut1uGI1G3jebzcaqmZdeegk//elPAUzZjc4//3wmPBcvXoxzzz0X73//+3H66adD0zQ8+OCDePrpp/HFL34R//jHP/Dggw/u9X3dFZRKJdx999246667YLfbcfPNN0PTNKRSKfT398NsNsNut6NarcJqtSKRSOCnP/0pq6g2b97MDW3A1DpJJBJM7oZCIVaqUV5MKBRiW1wikeBQcb/fDwAdib6dWU/0mpnYGgUEBAQEBAQEBPZfzGaS9wB4HsCyd35p1CRJcmuatlfUKJIkfQxAXtO0Ne/8XW9V2muQJAnhcJh/gW6HPlxVL13vVEEMTNWqxmIxDg9tv0NPtapXXHEFAoEA7r33XqxcuRLz5s3D9ddfj49//OPT5jHsT1i/fj1WrVqFv/zlL7j88suxefNmDA4OMiGVzWZ5sCwUCnwHGAAP0US2mEwmWCwWjI6OIpvNAgAikUjL583GbrK3huxO1rXpsi+6gci7RCIBu93eopIh+0o8HkcymYTb7YbL5YLf78fQ0BAuvvhi3HbbbXj00UexcuXKPbGbuxVvvvkmnn76aTz11FP44x//CFVVsWLFCnz4wx9GIpGAw+GAxWJBJpNBKBRCqVTiIVpVVQwNDXUk5WZbW67PkemWkbOnQS1IlBFE3webzcb5JJRnYjab0dfXhxNOOAHPPPMMXn75Zbz44otwOp1YsmQJjjvuOIRCIb7WUHbVZz7zGbzvfe/DL37xC/zoRz/CCSeccECsE03T8Jvf/AY33HADRkdHcc455+C2225DIBDAiy++iGKxCFmWMWfOHA7Ppev15z//eSxYsACSJOGQQw7hli2j0YhCocDHk+xf+oasVCqFUCjEliQKSSZbWDcVzExyidqvF/sTuSwgICAgICAgILDzmA0R8zEAzwHIAPC/87PvS5L0dU3TXtntW6aDJEkygIymac/Sz3aVhNmVwXu6AU6vyKABu9FosH2EQH+PxWKseulkX7HZbKjVahgbG8PSpUuxevVqPP/88/jZz36GK6+8ErfddhuuvfZaXHTRRfvtL+aVSgVf+9rXcOedd0KWZdx7771YunQpt5EQ+VIul2E2m6GqKqxWK3K5HFRVhdFohKIoAKYGUZPJhEAggGq1CrPZDK/XC5/Px0QEPXc2dpO9Fei7OwYpGs7y+Tzi8Tii0Sg8Hg+q1SrS6TT8fj/y+TycTidkWYbBYECj0UClUoHb7caZZ56JJ598Erfccgs++tGPThuSuy+gaRrWrl2LJ598EmvWrMHGjRsBAO95z3tw5ZVX4rjjjsOJJ56IdevWAZg6HtVqFRaLhQOBiagoFApMMJDaTB/YOxvs6xwZTdP4/A4MDKBcLsPv9yOdTiMej3Nrlt/vRzwex8jICIffLliwAIsWLcJVV13FLVKkJiNQ/kmhUIDb7cYFF1yAt99+G1dffTWOOuooLFq0aJ/s90ywYcMG/Nu//Ruef/55vOc978HDDz+Mk046CYFAAKlUCsFgEDabDR6PB6lUihufbDYbXC4XlixZgr6+PlitVhiNRpRKJZjNZjidTsydOxcTExPwer0wm818/huNBivPisUih0QbjUYme8hu2UnBMpP11H690Ie8tyu8BAQEBAQEBAQEDhzM5jc4r6Zp/6lp2i81Tfs+gLc1TfsYgGV7aNsYmqYViISRdpNcgQZvfb3u7gCRL+1Bve0/A8A2A8p10FsO9K/N5/N4++23sX79eoyPj+OUU07Bfffdh+985zsYHh7GDTfcgMWLF+PHP/7xTtck7yn84Q9/wHHHHYevf/3rOO200/DCCy9g+fLlmDdvHvr6+tDT0wOHw8HHKJVKYWxsDJlMBmNjY9iyZQsAwO12s52ABm+bzcYqj3q9zgMLPXc2cDgccLvde3zIttvtO7V9etBw5nA4EI1G2f7g9/sRjUZRqVQQi8UATB2LSqWCRCKBUqnEwa2f+9znMDo6ivvvv3+37NfuxL/+679i+fLleOihhzBv3jxcccUVePLJJ/HnP/8Zt956Kz7wgQ9wDg4FOlMukKqqSKfTMJlMqNVqLbkeBoMBiqK05BDNBkTA7quMDkmSoKoqqtUq2xKpYcztdvO+U1NULpeDoijI5XKYmJjAxo0bkclkuBmtXq8jk8lgw4YNiMfjqFarqNVqqFarfNz+/d//HU6nEytXrtzt18rdgUKhgFtuuQUnnngiXnrpJVx33XV4+umn8b73vQ+NRgOZTAaapqGnpwcLFiyA0WhEo9HYrt3LZDLB5XKhWq2yzS0UCsHj8aBWqwEAstksDAYDn/90Os1tZVSVTqC1Uq1W2X7Zjpmsp/brBb2G2tN2di0L7B8YGhqCJEkd/xscHNzXmycgICAgICCwBzEbRcwmSZKux5Q96WgA/ytJ0jD2YmgvsOtKGGBbEw2AFkWMpmnTEhnT/cI8282ibAFZljmMNpFIYHJykn9usVg4P2XJkiVoNBqoVqvo7+9HoVDAxz/+cVxxxRX405/+hC9/+cu4/PLLsXr1atx333046KCDpv38btWzkiR1Dec0GAxdX+dyuVpel0qlcOONN+KRRx7B3Llz8Z//+Z9Yvnw5LBYL3njjDeRyOQwPD8NsNqNWqyEejyMUCnFOjsViwcDAAFwuVwuJ1V4DTgQW5aPQc7udj25KqNnaVGYL+iyj0djR1jKb9aO/K240Grk9ymw2IxKJcCgt2VVCoRCrhUghc9JJJ2H58uW44447cPHFFzOZQ5juWNhstq75RLVarev3xGq1dl1bFosFJpMJP/jBD3D33XdjxYoV+NznPof58+cziUKEncFggN/vh8vlgtvtRjKZ5MF6dHQUJpMJXq+Xjw+tnW4KhE52MWoz259gMpng8Xhgt9tZ4UTZSENDQygUCiiXy5AkifNPZFmG2+2GxWLBxMQEHA4Hh4M7nU74fD4kk0kOl200GvB4PHA4HCgUCmg0Grj88stx++2345JLLsEtt9yCgw8+mO1g3TDdetY0bbv1o2kaarUams0misUiqtUqk64mk4lro+k4mEwmPPXUU/jiF7+I8fFxnHXWWfjsZz/LbWJutxv1eh0ulwsmkwmSJKFYLPLaICub1WplNRURJ9TIZrFYEIvFuHYaaP33giyA9H2w2Wyc39LectZOvDYaDSSTyY6B4/p1125bpCG9079fAgceRkZG9rubJwICAgICAgJ7BzMmYjRNu0KSpH/BlALmeU3TXpEkyfOOOuaAAwUr7itQzSzlCiiK0jJA53I51Ot11Ot1AIDX64Xf70e1WkWhUGDLhSzLOOKII/Doo4/iBz/4Ab7zne/giCOOwBe+8AXcdNNNe73qVFVV/PCHP8Qtt9yCbDaL6667Dl/4whfYLqIoCuLxOEqlEhqNRktNrsFg4KwcVVXh9Xq3GzT0gwmRWbFYDIVCgUNbp8PesiDtLPSkAICWZi2Cvjkpl8uhUCjA6XQyoWexWOBwONjS4/F4eEjUNA2BQADJZBKrVq3Cs88+i69//ev45je/uVPbS+qC3YG1a9di1apVOOWUU3DjjTdiyZIlkGWZc5Iod4PWxODgIBRFgdvt5lwmm80GWZYRCAR40CZ0I9sOlNwNajYyGAxIJpOsigqHwwCmcpTi8TiCwSAGBwdZLVWr1eDxeFg1RMcTmFJMBYNBNBoNqKrKBEY2m4XNZoPP58Phhx+Oyy+/HN/73vfwX//1X1i8eDHOOussnHvuuTtdc71hwwb85Cc/wc9+9jOMj4+z6mS2OPLII3HXXXfhPe95D3p6epDL5Vj1QlYusmxRRbzRaEQ8Hsfk5CTC4TBcLhfsdjsKhQImJyehqmqL0ozIrnaYTCa43W7k83m43W6Uy2XO+6J/W7rlPyWTSYyPjwPYPttqJtjX/34JCAgICAgICAjsGmZbu3MkgHkAApIkva1p2l5Vw7yboG8CKpVKKBQKkGWZa2fJYkBtS1TPazAY4PV6kU6nUalUeCBLJBI49dRTcfLJJ+Puu+/GHXfcgcceewzf/va38cEPfnCP74+maXj88cfx5S9/GW+88Qbe//7346yzzsLSpUvZSkQtL0ceeSTS6TQGBgZgt9vZOkCKhNlUvZbLZeRyOWSz2e0Gmk7ql32d8zEdms0mEokEVFXln01HENjtdiiKwhY7WisU1kqDaKVS4WrdSqUCSZJgs9lw7LHH4uyzz8b999+PVatWYXh4eLvPUBQFGzZsQCqVwubNmzEyMoJNmzZhdHQUIyMjmJycxNVXX4277rprl/Z948aNOOecc3DQQQfhuuuu43Ovz1aizBc6HqVSCcVikRUM1DwGTFl2VFVFKpXqWDPffhzpTz0Rtr8pDarVKrZu3YqhoSH4fD6USiXIsox4PA6r1YpkMomxsTFMTEzg2GOPhSzLqFarfIxI1UHklN1uh6qqGBwcRKlUYqKGiAzKt7Lb7fjEJz6BlStX4ne/+x2ef/55fO1rX8Ptt9+OxYsX46Mf/ShOP/10DA0Nwe12dz1u2WwWv/rVr/DII49wY9eyZctwyimnIBAI8HXO4XBwOC6tZwBMItntdtjtdvT39+PMM89ENpuF1WqF2+1mKx5lsxBpTQoiu93ORB2109Fzqf4dACuPSIXVDrIiETFG7zFTBIPBlj8FBAQEBAQEBAT+uTBjIuYdW9JDmqblJEnyAPgGgCv32Ja9y0F35zVNY1LAZrMhn8+jWCzCYDCgUCi0VK0WCgU0m03UajUe1onIoeYgl8uF66+/Hoceeigee+wxnHHGGXjllVd2+s71TJBMJnHllVfiiSeewKJFi/DDH/4Q5557Ll577TUmQbxeL7LZLO9zLBaDqqoYHR1Fb29vC9HQSfXSLfCSBqtOQ1An9cuetiDtCsrlMg/D7YHNnWAwGBAMBtmqQlkgiqIgHA5jaGiIrR69vb1s0QCmCJZsNotPf/rTePLJJ7FgwQJ8/vOfx8TERMt/RHwQTCYTBgYGMDQ0hJNPPhnJZBLf/va3MTg4iGuuuWan9jufz+OjH/0oDAYD7rnnHgSDQaTTaRSLRXg8HlbBKIoCp9O5HZlmtVpRq9XYtpTP59mS0q1mvr0GmB4vFAqsaiC1WqfXdRvQ9ySsViv6+voATKljbDYbYrEY8vk8wuEwBgcHWZWxceNG9Pf3Q5ZlPk7NZpMbfvQtW5QHQwqifD6Per0Ot9uNXC6HaDTKa+yMM87AqlWrkE6n8fOf/xzPPvssbrvtNtx6660AptZqJBJBOBzmP0ulEjZv3oyXXnoJjUYDCxcuxM0334zTTz8d9XqdK6EdDgeTtgA4eDmRSKBarcLr9WLTpk2IRqMYHh6GwWBgO1OtVoOmaSgWiyiXyy2kXLFYRDKZbPke0VohG5Sqqmg2m+jt7YXD4WBiRVEUSJK0nfqEyHMKhSZLExHKetB3EABbJ41G404pYQQEBAQEBAQEBN4dmI0iJkgKmHfIGKGGacPONjGRzFxRFCQSCc5FsFgsnJVQKpX45xSo2dfXB1mW4XQ6YbPZeKgqFos488wzsXDhQlxwwQV488039xgR8+yzz+Lyyy9HOp3GV7/6VZxxxhk46KCDUKvV4PP5OO/lrbfe4jDMTCaDZDKJcrnM7SVz584FsH1eR7PZRDKZbCGe9IoFg8HAtoCdaSXZn9DeuAWAiatuoP2PxWIYHR2FzWaD1+tFJBKBpmlYv349JicnYbPZMG/ePABTJAyRD36/HzfeeCMee+wxPPDAA+jt7UVPTw+GhoZw0kknoVAoYPXq1Tj11FNx++23w2q1YtOmTVi0aBGGh4cxMTGBa6+9Ftdddx08Hg/OPvvsWe2zpmn4zGc+g40bN+Jb3/oWwuEwqtUqq3aoGaZYLCKRSMDv9yMWi8HhcPDaLxaLTBjpjyE1cXU6/ztrUduXFdZWq5Uzmmg/A4EAHA4H/H4/TCYTjjjiCGzcuBFOpxMmk4mVQ9QkpicF6FpDli4iI8gSGY/H0Ww2EQ6HYbPZ8NZbbyGXyyGXy2HOnDk477zzcOGFF2Lz5s147rnnUCgUkE6nUS6XsWXLFoyMjOCll16CyWRCb28vLrroIpx33nlYtGgRZ/BomoZKpYJcLodUKoVoNAqDwQCPxwOXywWz2czbB4ADtTVN4/NQqVQ4GyaRSKBQKKBSqWBgYAAOhwNms5mrqGktkJLM5XLB5/Mhk8kgn8+jUqmwlYu+e5QVQxYlyqQiUrBarbYQeqSW0VdOU3h2T0/PThPB+5IEFBAQEBAQEBAQ2L2YDRGTkiTpbEyF9S7dQ9uzz7ErtdbTDXczeV+Hw9ESCkkNL16vF8DUIEZqdsYAACAASURBVEZKGVVV+e6qwWBAb28vv48sy9wCAoDl9u2IxWL46le/imq1isMOOwyHH344Fi5cuMM7taqqYnx8HPfccw8eeOABLF68GLfddhuOOuooNJtNbNy4kZtrenp6sHXrVoyMjCAcDsPtdiMajaJUKnH1bjQaZQJGXz9tt9uRTCY5G4NIGDrGNFR1uxO9P6tfOqFbnoQe1IaTSqUwODjIg57P58PQ0FBLQG2xWESj0WAVBLW6UGV4s9mEqqpYsWIFLrzwQkSjUc4ZIbXNfffdBwDYvHkzDjnkEGzatAnhcBiBQAAGgwGyLOPzn/88CoUCLr30UpjNZpx55pkz3uc777wTjz/+OL7whS/g2GOPZZIgEAigVqu1BLgSKbd582YYjUYcddRR3ChDFdXtx5DWCO1zu0Wtfc10W0vt77cvyD1N0xCPxxEIBGA0Gnk/KSMG2KZYAsAEFtmLCNQ2FQgE2JJEr1VVFYFAgPOGKIfG4XBg3rx5GBsbg6IoqNfrfCydTieWL1+Ovr4+uN1uAFMqJ2qzojVqt9sRDoehqipn+xCxlM1mYbFYmAix2Wzcokb2H6qyJ5udyWRCLpdjIoZUPERgx2IxyLKMcDiMVCoFl8uFSqWy3XeM1rrZbGaLH9m5HA4Hkskktm7dikQigUWLFqFSqaBYLPJ1tj0/Rn+NIrtbKBRqsdntDPYlCSggICAgICAgILB7MZuw3m9KkvRRAF8C8JamaTftuc3ad9iVMFcabpvN5natK93el+T0dJeTlDGlUolfT6+r1+toNpt8N5SGBbojSz8rFouo1WocokoZC3o8/fTTuPzyy5HL5eDz+fDoo4/yY4ODgzjssMNw6KGHQpZlbNmyBVu2bMHY2BjGx8e52QkAzjnnHFx22WWoVCqs4onFYlwd7PP5UK1WoWkajEYjRkdH4XK5YLPZkE6n4XA40Gg0eHihJhyz2cwDt81mQzAY5GGcwjUJMyEw9NgVsm1fo1wu4/XXX0cikeABMpFIIBQKoaenB4qisGXC4XAgEolAkiSEw2Fen6QyKRQKyGQymD9/Pnp6elCpVJDJZDg81WazIZPJAADefPNNrFu3DpIksbVlYmIC+Xwedrsd9957Ly6++GJ85jOfgdvtxkknnbTDfXnuuedw880347zzzsMnPvEJbswikkNVVbYHkVqDiAU6h5RJMt3572ZR06ur6DtFa0mvQmpfL/uqwpoI0FKphDlz5gDAdttPWSeUD5NIJPi7R81AdE4p2Dmbzba0ZjmdTrjdbm5eslqtTGD09vZifHycjyMFQ7eTEUQUTExMwGw2w+l0IhgMwufzYXJyEg6HA/V6HcFgELlcDm63G41GAzabjYN7FUVhJUpPTw+SySQHmkuShEAgwKROLBbjWm9SuGQyGYRCIRiNRm5dorXlcrnYCkgNUnR9BbYphyRJgs/nw/j4ON566y14PB62h3UjVfSqLLI3EWHYzWI5ExxoCj8BAQEBAQEBAYHu2CERI0nSpQBoKpEAvD31Y+kzmqb9557cuH2B6X7Z3VHNJFll8vn8duQAEQgkqydQ1gCwTQFCryfVgcfjYWUA2XVyuRzK5TLS6TQTP8BUXkuz2YQkSVBVFTabDfF4nO96VyoVfOlLX8JDDz2EJUuW4O6778bZZ5+NiYkJ/P73v8drr72GN954A+vXr8dvfvMbPhZ9fX3o6enB4sWLOZhz8eLFOOigg9BsNnmbiRzwer3weDwwGo3w+XxYuHBhi8UqHA5zCxTdVabBsF6vI5VK8V1yr9cLRVEwMjICu92Onp4eSJLUQkrRMSYbw3SD8v7enNQO/Xqx2+1YtGgRQqEQBgYGOLA2GAxC07SWIVDTtBa1BAWWkvoImKoxp2rf8fFxtjoZjUZks1mMjY3x6//617/i+OOPh9FoRDKZxNtvv41SqYRAIIBoNIpHH30UK1aswMqVK/GrX/0KxxxzTMt+qKrKJMrf/vY3fOpTn8LBBx/M+TCkGigUCtiyZQs0TcPw8DB8Ph/S6TRSqRQmJycxd+5cRCIRBINB3pdupFr7MaHnW61WDjUGtv++t39H21VYO8KeIGpMJhNkWUY+n0c+n+esKE3TWogR+h7RMS0Wi5w9JEkSV4WTwiafz6NarcLj8UCWZbYMNRoNVqhls1nOkSkUCtA0jQlVWZZ5W+r1OnK5HOdaUYW6w+GAz+dDrVaD2WxGvV6H0WjExMQEnE4nFEVh8iYYDMJqtWLr1q0ol8uoVCp8naSmIjrfLpcLExMT0DQNVquVA5qpurparWJwcJBteMA2+yM1KRF5TiQPXW/puJEaj75rZDsCtq0T/bWHQrPJXgdMZed0UvPpoWnatETNviQBBQQEBAQEBAQEdi9mooj53z2+FfsJJEnqGMwIzIyEAVqJHPpZsVjku6Ltv0TT86j1pFarweVy8TaQfYTk8rIss22A7t7SL/7UDkK5EalUCsFgENlsFmazGevWrcMFF1yA1157DRdddBHOPPNMHHPMMchkMvD5fPjkJz+JVCrFViBVVTE5OcmD05YtW1AqlRAOhzFnzhwEAgHkcjnIsgyDwYBcLodAIIBGo4H58+dDVVW2U9GQoWkaW1oobFNVVaiqimw2i1gsBp/PB5fLxQNjMpnkAE0APMwbDIaW41mpVFoGnU4DCw1dRIrtL0PNdNuhH8roDj0NjXTu9bkvpCyhITOZTCKVSvFgToNksVhkJUImk4EkScjn85BlGVarlWuMBwcHkclk8NRTT6G/vx9WqxUHH3ww5s6dywM+rfs77rgD1113HT72sY/hhRdewKGHHgpg6tz86U9/wpo1a/Dkk09iZGQEPp8P119/PZMlbrebs2CMRiPXblerVVZGhUIhBAIBrjmnfJjpVDH6YZnIF7Lh6Le9XSVFf+qJnH25Xuj6pCgK0uk0bDYb58DQ9YDsQPV6nZUtDoeDbWl2ux1Go5FJKY/HA7PZDIvFArPZzN9LYJsSiP7zer3w+XzweDysgnE6nfB4PIjH4ygWi2xZImVboVBAPB5HpVKBx+Pha6CmaUgmkxgZGWFLkcPhgMfjgclkQj6fR6FQ4FajarXKhAjl3xBpOH/+fKRSKRiNRiZv7HY7TCYT6vU6isUiwuEwE3CJRAKKoiAajUKSJCavK5UKHA4HLBYLk1B07XU6nRgeHobT6eT1pl8r+msPnQ9JklosZO3rSE8KUqsc2TIPBIJYQEBAQEBAQEBg57FDIkbTtJf3xoa8W0D2Ij2mU9nQAKm/+0rKgEajwb/wk1SeQnnp+ZVKBZFIhKtt6a6xy+XioTWRSOC+++7DTTfdBI/Hg5/97Gc4++yzUalUUCgUsHnzZrhcLlYfbN26FcBU1kxvby/MZjM2btwIo9GIaDSKaDQKh8PBAZc2m43JgNHRUTSbTbjdbng8Hg7ardVqcDgcCIfDHGhJ9bGapkHTNGSzWdRqNc5e8Pl8fDzJHlGr1ZBMJlsGHIJ+0OkGvVXg3RB4SYMwKaQo34RqsGVZht/vh6Io3CDUbDa5ZWtwcJAHwGaziUajgUKhAI/Hw6Raf38/lixZgg0bNqBarbLNwmq18muJGFi0aBEeeeQRnHvuuTjttNPw5S9/mSuPyYK3bNkyXHXVVVi5ciXy+Tw2btzYEs4MTIWaut1uVkrQ94LWBA3belKNoLcSAdsyOyhnxGQyIRAIoFqt8jBdLBa7qqR2ZH3bW1Y3Cr7u7e1FJBJBLBbjawVVn+vzlPTbT0ojfaAsZUcRqaUPgaUcGfp/Cg0n8sNisbBKj6yRpVKJSQWr1crZNPR3YJtqkNYCtVt5PB4mF4Gpc0aB5FRNbrfbmfCg/dCrf/L5PBNrRqMRfX19UFWVlS/0OsreomNKdrdkMgmn04l58+bx8aP9tFqt8Pv9vH/6SnUiU+h70Q36Y082SyJQaR3v6D12JyRJugzAZQDY6iYgICAgICAgILB3MJuwXoGdRLe79foKXRoq9dCTOjRAl8tlxONxjI6Owmq1QpZlfh3lNxgMBs6YCQQCeOqpp/DUU0/htNNOw6233oq5c+fywBUIBACACZ5yucxKFHpOo9HgwXh4eLjlbrHFYmHJPykP4vE4V2pTywjtPw1PiUQCwBQ5RZklCxYsQKVS4eGSlEKVSgWpVAomkwk2m43tXe05PO21151AQ867JWeBMlv04bOUfUHnT5ZlJjVqtRorpij0lNQAoVAIfr8fpVIJjUYD1WoVyWQSr732Gg455BC8+eabsNvt8Hq9qFarrIAyGo1MGoZCIYRCITz88MM4//zzcc0112BgYADLly/H+9//fhxyyCFoNpsYGhpCMBhkgo7OC6ml3G43rxV9AxLVCtMwS6QasC2Qt91KRO+tH6KpQriTkq0T6Lths9lYOUGv3VtWN7IV9fT0IJVKMQkqyzI0TduOyNVDfwyIBCBSihR2tJ9kA0omk2wzpMdJmZZKpdBsNrc793qFEtlyKPyXjg3Zdqhimtafoigt65BsQMDUuSUijV5D1kS73Y5AIACfzwdN05BIJFAqlWA0GvnaRBk2Vqu1JeSbcrZIhUfrhUgSCkrXX1vovUjll8/neb3OBMVikUk0t9u93brU5zjtSbJY07SHADwEAEcfffT0kk8BAQEBAQEBAYHdCkHE7AJ29U54+wA3Xb4M1TyrqsoBqX19ffB4PADAla1EopBN4IwzzoAkSTj44INx1VVX8fABTN11lmUZkUgEiUQClUoF9XodJpOJg1DpDq7dbkc0GkW1WgWwrZHFZDIhnU4jGAxizpw58Pl86Ovr42GN7lhT2Co1+FA7FN3JVxQF8+bNQ09PD++3zWbDli1bWu7Ek7VGbw+YTQAmHdv9xZI0G3Rbb0ReEGjobjQaPNAFg0Gu7CXFALAt8DkSicBut8NisXAGkcFgwKc+9Sl87WtfQywWw5VXXolQKASz2YzJyUk+/mNjYxgaGuKQ20ajAbfbjQceeADNZhPve9/7OOOHSBOqG85ms1xF7Pf74XQ6EQ6HeRil7wWwjeQwGAzIZrNMVJIaoz1/gwg7Ih6IEJwuf6MbaOAm5ZB+e/ZWiKqmaUxa6AnUQqEAl8sFr9fb8XtQq9WwdetWeDweFAoFNJtNyLLMJK6iKEzM6ZV3TqeTyRJJkvgalEqlWj6TmpSGhobg9XqRTqcRDoehaRrMZjMMBgP8fn+L5UtPzJJqrl6vA5jKubJarchkMqjVaqzAy+fzyGazHGiuV8Xot99gMDCRrKoqX5/oM/XfFT3Zp1fkJBIJTExMoFgsctaS/nWETvlDM7WwdSJ3gNbWJXpc/9703RUQEBAQEBAQEDhwIYiYXcCu1om2V+h2s9YUi0UOqqXXeTweRKNRVpwUCgVMTEzwcFqv1zE2NobDDz8cRx55JGRZZjtGOp3m4Z0UBETwpFIpFItFVCoVGAwGRCIRzqap1WpIJBJsPbLb7Zz/4HA42I7k8XjYRqG3KpCSgawOwWCQc0soG0EPCuyVZZmfqz9uRMJ0UyPoh5d3gw1ppsoLGvAoH4OICLKC2O12KIoCp9PJ76NXSpBVxGg04rLLLsOFF16IVCqFXC7HxNmWLVvQ29uLQqGAt956i9+DjrkkSViwYAH6+/v5MyKRCBwOB2w2GyupJElCOp1uafsxGAyIx+MAgGg0ut0warVaOeMFACtVgG3ZQPSaUqmEWCzGBFZPT89OqVbou6dXxBD2Vk263tpC301SpehtRe3ZI5OTk3j99dfhdDq5YpoI2S1btrCthtYIvU+pVEK9XketVuNgbSJuqtUqh+GWSiWk02m+njQaDSiKwqQp2ZesVivi8TjbcGRZRrlcRqPRgNlsRiQSQSqV4hY1WZahqir6+/uZqDAajWxn0l8nSVFD9kdgG8kTi8UgSRIikUjH49qJ9COiiwhD/XP1ZIueTNHb26Yj5XZUkd7p3wH9dU5UVwsICAgICAgIHPgQRMwuYFfvhHeq0CWlCb0v3f2k0FtqUiIyQ28hojroZrOJWq3GoZkGgwGVSgWbNm1i+w9ZfPQZNPRfOBxGPp+Hz+fb7o5vIBDgQF9SWlDYZSfoBxVZllEsFrFp0ybeRyKIZFnmnBkaBmkYCgQCnGdD20to3z56X7Ky6ImLA/2u8mzXm76lipqpyIpCShFab/oGIQqLLhaLiMfj8Hq9nDfj8XjQaDRgNBpZ2VStVjEwMIBkMsnBu9FoFFarlYNem80mIpEIAoEAE3LlchmFQgHFYhHpdBr9/f0oFoswm81wOBxsg6Ht1NtAQqEQv8905JTdbmfCAtgW1ryzxNzeIl26QW87o+92+2Cuz0OhNqBFixZxEK7e/mKxWOByufg7RseHrhGapnFoLpE3wWCQg7cBoL+/n61emqYhFArB6/WyPTKdTrNS5vXXX+f67aGhIQBg2xKp3mKxGKLRKOdkVatV1Ot1BAIBeDweJpj0ICKOrgeUAUPWpEAg0JGYLZfLXPGtJ/1MJhMikQgajUZL5g4dW1pDelsR5eBQk1U3VUx7Vkw7Udxpjc0k/0pg/8PQ0BBGRka6Pj44OLgXt0ZAQEBAQEBgf4IgYnTYUTNSO/S/ME/32ukeo7yASCQCl8uFcrmMWCwGYEoNQASDyWSCxWLhgFFN02CxWKAoCg9JkUgEmqbxc7xeLw/RyWQS5XIZ5XIZPp8PjUaD73STGoE+0+fz8XChJz40TYPRaORWEavVyp9HTSgEGrKBKeJAVVVkMhl4vV4MDAzwQEQWBxr86TVOpxNGo5GVMPpBRF/57XQ6W1pv6Njp7zhTIPB06plO53Z3YqatWzt6TresoU6wWq1MfPj9fqTTaR6qa7UaYrEYK5sofwfYdtc/k8kAALLZLEqlEoLBIOeADA8Po1wuI5vNsp2M7E90bt9++21ks1kezIlEpOGciJ8FCxbweSYCAZgahqvVKrLZLBRFQSAQgNvt5owRIhBpfeiPA51vm83WkrNE769f0/RYe+CvHu3Vw/vC2kYEK7WRdTvvdB6JJKBrB6l5iPwiBVI4HGZyQFVVlMtltjnR80qlEh9TfUA0kXJer5ePLeU6kVKGWs/6+vowODjI65HIQGpVczqdyOfzKBaLyGazLeeI1q3ZbObvP60Jer3NZmvJ0tI0DQ6HA8FgEEajka8v+rpvauKi/+90TPXbof+O6MkuAh0vfRtXJ0iSNKvr0Y4CowX2T4yMjMz69woBAQEBAQGBfw4IImYvYKZDGylkSEJPLSFkB7JYLAAARVHYKqQoCiRJgtvtxuLFi1Gr1ZDNZjlk02q1Ip1OIxqNYsOGDTycEjmSTqd5+IlEIjy0UE6M3opBAw8pbIjw0T8OtGbaWCwWHjjIbhKJROD1eplg0itz6BjQMdPXwNJA3el59HM6du0WFfqZ/s8DBTs79JtMJpjNZlacNJtNvlPv9Xq5JpqUFURc0SCsqiqCwSCAqSE1EAigXq9zZg+9D1mS6LiSsqJer7Mdisg7Gig1TUMsFkM8HsfcuXNbQlHbm2mo8alarbKSgEKuyZbTfow62bg6VcvT/rY/t1PNvP61+4KI0TcE1Wo1mM3mjs/TN4pRXlR75TI1aNH3l1QZ1IREQb568kdvZyTCIZVKYWBggF9bq9VgMpkgSRJkWYbP52MSxmw2Y3h4GKVSibevWq0in8+jVCrBZDIxIUekCn0eNS3Rz8iaRtterVaZ2HE6nfw6YBvJ1un80/qn1qRAINCS10Kv1wc86+1h7VY1/bV7ujWiJ7jb1+OBmF8lICAgICAgICAwOwgiZiewO+tq2/MC9MGrmqbBarWy6oN+TgOAvvGFXheLxVAoFJDL5Tj0lIJ9e3p6+I42qW9o0KLGGSJTisUiJicn+bNoeygUmEB10FarFfV6nS0kyWSSt5WUD8FgEBaLhbNGqCFFT7rs6K7vdIGYNPx1AxEzNLDtK2XDnkB7qw8dH8qDIaKB8kFIGWUymdgWQu8BTJEfmUyGB9hoNAqXy4VCoYByuYze3l7IssxD8MjICOf9SJKEQqEAv98Pi8WCgYEBtrIB286TpmktAcKyLLcE8tJ5JhtSuz0EmPr+NBoNpFKpliG6k5Wjm6JoJgTdvrYkAWBrIJFU02Ug6R/T23b0yhf6HuuPpf64NRoNtqTRcaVrBBFswLZ67EqlgnA4DI/HwwolImrICqi35aRSqRb7I30fI5EIb5/NZuP3V1UVqqpu16JFYb/64F5qjqP8LFLedQtrTqVSmJiYAICWLBmqy6bjQ9Bfq/Q/11+7O50L/Wd3spUJCAgICAgICAj8c0AQMTuB3VlXu6MBj7IQ9FkwZM/Ry+SJGKJcFcpGKBQKGBsbw8DAAGRZ5vcjRQPdiaaQVHovUslQNg3VW1cqFdRqNQ73JIsADUy0fRSYabfbOX/EZDIhmUyyLYW2JRqNzjhYl+wwFAa6O9qq9hV2F6FHAbp6FQMAVhXYbDY+PzSI2my27Vp2iOAgBQsRJRaLBYFAAP/4xz+Qz+e59nnOnDmspDGbzYjH4/D5fLyOKF+jVqu1ZGLo1Upms5kbu6LRKFcv68mW9lyMdpIllUphfHwcwLYhWq+8oePcqXoa2D9IlpmA8lI6hcO2b3+7lao9i4qCdymXRU8E03tR3bnJZILb7ebKebfbzYQJPZcsQvRnqVRCLpfDyMgI8vk8P5fWGp2zUqnEORmKorRkq9D1hmqlycakV0vpM3Po/1OpFNuqnE4nTCYTq27IAkqg653X60WxWOTmJLoeUesTXWt3BrOxIAkICAgICAgICPxzQBAxO4G9YXHRN5/oByVgW/4KtdwUi0WoqsqVw6FQqKWeOJFIcOvJyMgIXC4XhoaGePv1A2qpVOJmExpqaSCixhSyFFFIL2VQxGIxHsT1yhRqT6FMG7fbzXfQaRtmOqyQwoOyLHZmsNlfLEq72rpFoAGUrB2kiCmXyx3bh4DO6iNSWTSbTfj9/pbh8+2338amTZtgMBgwODgIk8nEx5+ClicmJlhVQUGttVqN30dRFCSTSba/6dtyyCpH76knW9rXRvu260OdpzvOnaqnd4TdqX7bVRiNxpbrwHQBru2PtR9DfQtUe3C1PmOFbGilUomDegnUGpTL5VAul5kYJSsUNbGRpZKUKsFgEIFAgEngUqkEYKoymo51KBRiexGRJT6fD7VarUUFow+Qpnpramuj1xORQ9ugB+XNEKFYr9db7JREKlYqlZ0mUUTQroCAgICAgICAQDsOWCJGkqQhAO8FkAHwrKZpnWt79sxn7/KdTRrw9BYbvSpEH+LbbrchlQoNJjabjaX1ZC0h2wjJ+O12O9fBAuh6h5fULPoASrojnEgkYLPZWqqDw+EwZFlGMpnE5OQkN+bQnXfaJyJ5KDyVWlr0ZFA+n4eqqtO22tAgl0wmu+7Djobn/UUBsbsIIf2gRwMlkXh6ZRLQamGiwFBqJqJjFo/HmTAjW1EgEOB8ICLS9Odq3rx5nC2yefNmtpNYLJYWko+GagLZMwKBADKZTEsFtn5/9PvQDqPR2LWaWH98O1VP7wj7i3oK2GYB0v+9Xemif0wfJE7XDGr20SuGSEVC1i4iIZxOJzcbaZqGSqXSMTunWCxytX0oFOLjm8lkWG3ncrkQj8dRKpWYLCbijJ4fCoVaLD1E3CiKwmG95XKZrY0Wi4WJuUajgUqlwgos/f5RjhapsmKxGFvh9GtDb/miim2y3tlsto4NRzM9b/t67QgICAgICAgICOxfOCCJGEmS+gB8AcBvAfQAuBTA9/bU5830rvhs7p53GvD0d62nA9kKarUaKylCoRDXPzebTeRyOR6wKODTZDLB4/FwzkepVIKqqigUCiiVSgiHw3C5XJBlGYVCAZs2bYLdbkdPTw8qlQpUVYXFYkE0GkU2m0UkEoHdbkc2m0U0GuXwVr2lJJFIsL2Bhp/22l0a8vSNI9MNLqTO6XaXuv3Y7k+qBj12FyHUPujpLUY0rOvtR9lslv9OuRukahgaGoLL5eKWLZfLxWTO4sWLkUwmkcvlkMlk4Pf7+VyRImdychKRSATRaBQAOOeD1hqRehSySyGvW7du5VYwGpaJhNQTDvoMHH04NJE7nTJA9Md5tsd7f1FPdcN0Fe3640DHlRQuRMBRWC61jdF3GmhVyzSbTRiNRr7G0GtJvULWOAripTURiUT4PNI59Hq9iMViUBQFkUiEt9PtdnNoLlVAVyoV+Hw+OJ1OTE5OYsOGDejp6UFfXx8H+wJgcsdqtTLxC0xdC8hSFQ6HEY/HsWnTJgSDQcyfP59zYyRJ4hycYrHIRCSF805nA5sp9OemXYUkICAgICAgICDwz4UDkogBcAyABzRNWy9NTdYrp3uyJEmXAbgMAObMmTPrD5vpXfHZ3D2nQUFfu9t+57+np6djpSrltVitVhQKBR5oSamQzWZRqVSQSqXYGqCveAXAd8KptpgGWVLC5PN5NBoNzpegzI96vY5sNstDHdVtl8tlPrZUlVsul1Gr1ZDL5bh2NhKJbFd1TaGgdrud70LT45TxoQ/oba+lboc+/JPOC+XKhMPh3U7G7Or62hW077+maXw3H0BLTggAVjRRZoYsy9wcEwgEOJyXhmaqGSZbGp0nyisxmUy8rmh9WK1WztygGmNgWx11KpXiYF6/348tW7ZAkiRUq1UepIEpkigWi3FAbbu9SN/SpK8tbydNpquP3dFa2Nfqqfa11e1aQP+1Z8MAYPUIKZSIjKPj7XK50NPTw+dakiT+/hKhQ8eBbEdki6TPoXp0fa22y+XC8PAwX8NMJhPbFGltNBoNxGIxJvXIZmkymaAoCsbGxtBsNiHLMiqVCjRNgyzLLSQMsO0cE+FEyicKe6bzTGoZu93O26pX4OnVMHRs9Rkx7dfjbuunk+Kxm/2yE3m2PxHGAgICAgICAgICux8HKhFTBVDR/d0GAJIkWQDUtbZpRdO0hwA8BABHH31016ms2y+/3WpGtOTtQwAAIABJREFUZ/o8fZgu/bzTgNepbllvWyoWiwDArUeKoiAejyMcDsPpdPIv/qVSiUkYr9eLgYGB7eqgKbyVSAuTycRDMA0RRqOR7wpTDkmlUkEkEoGiKJiYmMDAwAA8Hg+MRiMrVGgf7HY7LBYLPB4PTCYTZzW0H8Nqtcp3rb1e73aKhnaCS99+1M16RJ+jH7T0d+x3J2ayvvbUYNWptpnu5uutPfq63lAoxEM0WcQoDDoej8PhcMDtdreoFUqlEkZHR1EsFjFnzhw0Gg2USiVs3bqV19/8+fMhSRJ6e3tbzgGROJT3oSgKstksE4hkX2o0GpwR09PT06LUIFVOp8Dd9sr32Rzr6Qbp/QHta6t9e41GIwwGA+eZ2O12zmaxWq18XklFRu1V+qwnCrSlEGZgityiymu9/YmOO1mAaI3pG9j0zVculwuqqmJ0dBRmsxlerxeSJPEaHBsbY5sjqXHK5TICgQAHO9N/g4ODCIVCCIfD21VMUzYNkTj6Bji32w1g6hrq9XpRrVY5v4jCePX7rVfD0DVGXwne/rmd0B423S3vq/25wsIkICAgICAgIPDPgQOGiJEkKQggomnaawD+CKD0jhrGDmCzJEluAJ8D8CCAxO787JnWjHZ73q7kTNDdUrJrANuUMnp1AIVOaprGQwvVQ5NqhQbrfD7PNcYE/d1ul8vFTUa0DQ6Hg4ddIn1I8TI4OMiDWvvdXfp8sjJ0gs1maxmk29GuFGqvsJ6ucYmICbLp7K8Wk92FditNt/XmcrnYliHLMhNtiUQChUIBqVQKg4ODbCGiNaUoCoBtNb21Wg2bNm3C8PAwDAYD/H4/Go1Gy2fp84IqlQrK5XJLwxYA/mxgm9WKck30Ibzd8jbaLVgEfUbRu01loM/7AVpbpMh+pv/+6ck5+jkRW+3Xp+nCkokENZvNvB36TJV2JBIJTExMsF1NURRWuNRqNWiaxm1FeguVLMuYN28eb7PH44HX6+16POj603586PUGg6GlNen/Z+/dgyO5yrv/7+m599ykGY0uq92Vdn3Z5fKSQBZiMJSBGALEKYc7CaagDPZLYYcQ43JcgG3gZyDBwYSbbzgUNuVwj2OIncLBwVCQ5HWM4ypszN68q9XuakejkTT3e/fvD/k5e6bVPRdpJI2k51OlGkkz3X369Okz/Tzneb6Pta3tzqMb7PrPOufafZZhGIZhGIbZHmwaRwyAVwH4KyHEX5qm+RsAeM4RYwB4PoA/AfAN0zR76oTpBavRmaA0AgBNqTskfEpGhZpyRCu6ZNyoeDweueJsRRWqJMOFhC7JcCdjNpFILDs3WpW2q3DTSmPBWmXJipMGCu2r1Ypyp9FMWwU1qsopqqNUKjVVr6rX68jn8xgcHMSePXtk2lI+n0e5XJaCzNFoFJqmIZlMIhgMYv/+/UilUtI5YzUoC4UCZmdnMTQ0JFPghoeHZVqJOj4ajQbcbneTMep2u6WDrpNSzTRuyeln50TYStidW6FQkJEn8Xjc0Qmg9js5Wq33Pt0z7RwFNJ5CoVCT05Ve/X6/TCeiuYtKqlPlpGq1Cq/X25R+2K3ILbWbooMALItKIdFyO1SB9G4Fee3aYufUavdZhmEYhmEYZnuwmRwxWQD/AeD9Qoi7TNP8rWmaphCiAuAPAPwDOWj6jW51JlR9ATJmarUaXC6XTN2hh/pGoyHTk8LhMAzDaDKeAMhUDxLPzeVyWFhYkKviquGcz+eRz+ehaZoU76X0HtWR4Xa7EYlEpNFDbXKqfmRnjNhV8OmkKokqJlooFJZFBKym77cDqsPNMAykUikcP34ck5OTGBsbkxFPtVoN6XR6WZRBPp+HaZpIJBIYGRlpirTQdR2maTZpiJDT0O12S70XqtREY0TX9ZbXqZUzU42UUksOq++tNhKqHwWfrdeR7sFYLNYUBUKfJdRIEYqGoWuiCiOr6Ud214b2Q9E21v6n11AoJCNbKLqvXC4jFAphYmJC9ivQ7JRQ90+OtXYit3SelGZJjmu7VCHrXEMppOp4t+uz1VZNWs2+GIZhGIZhmK3BpnHEmKb5CIBHhBAXA/hLIcTnTNM8AeA8ANeZppnc2Bb2DjWVCVgyKtRoGDXdgozZfD7vaMiqhgBFwqir5cCScXDs2DFpVFHaCqU8kXOHDBUy2FQDjLCrfkSfV3VurFWirNVf1M/alebtRSWT7Qj1JTnwyAmilugNhULI5XJNfU+GaqFQwPT0NHRdx/j4uGOECqU0UfpLtVrFiRMnpHZJPp9HoVBAMBjE8PCwY3oR0JlDjbb1er1SOLZX0Qb9VMaasEaAqBFG6mesziP1viPxZnKUqU4Lq0NLdR4YhiGrG1Fklc/nQ7FYRDQaRSaTweDgIGq1WtM1JYFt1fFiTeekam8UMaO2o12KKJ1/Lpdrim6xSxVShXhJa0fVllGxbrMaJ4oaedMqEpBhGIZhGIbZumwaR4wQQjNN0zBN86dCiCKAG4UQVQCf3kpOGKC5ohKhPviTlgvQLNyr67osM+1kuLrdbgwPDzdV1yEHCaUQqKH5FOFAkTf5fF4Kqo6OjkqniWrsOOm9lEolzMzMoFQqYe/evbJ9FBGjbkO6NgBkNI91FXk12gr9GOHQS9SoKgCOK/B07fbs2QOgOZUDAIaGhuTn1HQ4qmxkRdXZAJYcGMViEUNDQ0in03C5XDIyhtJhyNBeqXFqTb8h5yRVdeoF/VrGupN7gCJQVPFm2oaEc9XxQe+rETHWNCiaZ6h/VcdNJpOBYRio1Wq2aYgkuE1tKxaL8Hq9siT6/Pw8ZmZmZLSVGhHTDlVTy+641vFpHe8jIyMtdVxUp3MvHXIcJcMwDMMwDLO96HtHjBBCmEvIJ2vTNP9TCHEVgDtN0zyzgc1bE8iJQulAZPyR80R1oJB+Cxm8tLKtllklQ4xSeMiISqVSspw0RTf4fD5ZbYiMeQCYm5uDaZoIhUIyeoGOQVWYyLgKhUJNaUdkWJCjh1BLVKtCuqZpLquEY1eWFzhrDNkZMq0q36x1Sev1wukcrVFVat/RNlSJiPQ9gKVr5/F4cOzYMdRqNXg8HnltyRiNx+MYHR2V5Y5V1KozXq9XRsVQxITb7ZYaMWp0A+nMUCSUqi+iVrWxw+qMUF+dKmt1S7+kuKn9bS3rbhWxpvcpYg44q5Wklra23nv0Pokuq2Xv6Z73er3SoSaEaNLmUa+d3fhUUxYp4k4VDI7FYvKVKj6pGlh20FxJ8wSV5KY20BxIfRGJROTYojQmVTdJ7WPr/Elzn3oe1ra0cqqoqaLEVtYyYhiGYRiGYZbT144YcsI89/sbAPyvEv1yzWaJhGllCLZyFgghlm1rLa8KQEanUErG0NCQfI9SCEgMU9d1aZSpx6HyrKrhSkYSOV/oWHbGBRnL6oo0VXWiVXaXy9WkKaJGMui63hShIoRoctrYie6q/aMaMp1UuKJ+WKuS1utFu5Lr1qgqIYRtiWvVQF1YWMDMzAxqtRp27NghywEDS+O1VqshkUgs09cgXRHab6FQQLFYlGlulDY0NzeHeDzeFK2i6zrGxsZsdV7aXRurU8flcsm/V1qGul8dc2q7rOlSTn+HQiF5j1nPS3VykXNW13WEw2FUKpVl1ZKIarUqo47U9+iatopEUo9JbaIIqVgsBo/HYyvS3CoaieYC1QlH49NaPpscxapzjeZLax9pmrYsBbITMexWc5E6PontJirOMAzDMAyz3elbR4zFCfNmAFXV8bJZnDC9RhWqtUIrvuVyWRoLVJa4VqtJw4TC/emVdEGsDharcdBJdIG6Im3Vj7FqWKhGUzsNjnYRCd2kjlCkz9DQEMrlct+lm/QCimqg66X2ndVYtaaX+Xw+GIYhIwZoXFjTxewqWanVeSi6RY26mJ2dxenTpwGcTWEDmjWEQqGQTLPjkr7OWCOA1HtATT1Uq521Ip1O49ixYwiFQjJVzamUc69KLqvzwcjIyDLnRrfHsdMEonLeAwMDTdpU6mfttGpW2ga/3498Pm87R7dqdycO5F4ihLgSwJUAsHv37nU9NsMwDMMwzHanbx0xFidMxTTNhza4SX0BGQ+qwaI6P2i1l6IJDMOQEQqks0Crx263G4VCQaboJBKJJoPNyfmhht7T8UlPghw8aqSFqjthFeGlc7EakU76LU7vdWPI9KPw6lrSif6E1SgdGxsDcDYigVI4gsEgdF1fZpSSiHS1WkU2m5URM1axX7/fL9OayAEIQEZRZbNZKfK8Ha5Nt6hOU6vTQb1fqQJaJBLpOMIiHo83lbKem5uTaYhWepmqZU2psv6PHIWkedRKQ8VurJNA+eDgYFOVp26dO6R/UywWHfsFaHaIr7dzpRtM07wLwF0AcODAgZWFjjEMwzAMwzAroq9VAYUQ7wRQJieM2CYx21T+17o6rEYYqFD1IjKMkskkCoWC1D1Qoxqs+yLdjnq9LgVYnY5PlEolLC4uIplMIplMYnFxEfPz81hcXEQ6nZaaC+SEUY1DqhiSTCabBF/JsKPUmWw2K/VpVFq912l/6rouUzW2ItbzJUcd9Tddv1Qqtaw0dS6XQyaTQSaTQS6XazJaK5UKgKW0E03TUK/XkUwmUa/X5Rg7ceIEfvvb3yKVSjUJOgNLBmqxWEQkEpEOm1Kp1JTKQWORxoravnbjspO+2MyQo8pJKFllJWPc7XZjbGwM0WjUcb6wjhe7+chuO7qm5CRW/5fL5XDq1Ckkk0m5r0KhgJmZGem0Vcdwq+NaxzqlTyUSCdRqNVmq2ynFshWlUgnHjx/Hs88+i7m5Occ+oPl4q84vDMMwDMMwzOrp24gYIUQYwIJpmg/T/8ytYE11gFPEhlr2VF1pdSrRa1eyFVgy0tRUEqqaQuVnVXFPVQ+BVqQDgQDy+TwymQwAIBqNymonVHrWqu+hRu04VVUiWqUZraR6jbU/+0V4da2wnq+diC3p4xQKBRmxRKlHhUJBpjapKUjWtLh0Oo2ZmRkAS2klgUAAQ0NDMsJJ3W8gEJDbWXVr1N8pdcSuOk0+n++6stJWin7SNK3jSI7VjnFyoqkRS9Z+7ERg1loKmyJbqOISzRPlchkAmhzKKurYbVX+2TrW1TbS/1qlY7YiEAhgcnJSpjU69YG1MhSztZmcnMTU1JTtexMTE+vcGoZhGIZhNgt964gxTTMH4GGgWS9mq2MtK90takUO1RC2huPb6YRQGooq7klYDdpEIiHfJ6MjkUg0aYJQugpVT1KP14pWRuRKDMx+LT28VliFeq2OOk3TpD6O6vCgSlVkHFuvITlK6FaklA961TQNo6OjGBgYkNslk0nk83mMjo5K0V5C/d2qZ2NNaVspK9Hr6Gd64UxS0/tUB6t6X5Kmj7WsvJ0Tze/3Ozo2VOdHpVKBYRjSCROPx2WVJXIsUzUioLmUtLU9TljHeqt5DuiuPzVNQzQaRTQalf3YK60cZvMyNTW1JSLuGIZhGIZZX/rWEaOyXZwwAJoq2liNDqpm0sqhYDVE7ERUqVw0Gby5XA5Ac0i93bHpM3ScQCCAdDotKyKREaZqS6zU6OkWWmmnSAyVrR4BY4XOt9VtYyfSq2laU4SBXQUsIhgMwu12S8eNaohbdUrUNBFKKWuXGqLuh9pBETrdONTsBKy3O9bS5qpGFEWuqDpOdno0AFo6NqzOOwAyAkYdb1RdicYdOYbsSkkTTvOgnT6MXbt74TyxOz+GYRiGYRiG6ZRN4YjpB9r5glYahu7k8LBzhqhGZafGqJ3RQfvw+XxIp9PIZDJSoNVp1VmtwkNGyOLiIo4fPw7DMDA8PCzbp/ZVJ0ZPu75zet80TXksuxSUrZIasJZ+SKe0NsC+AtbMzAxKpRL27t3blEakliqncaLrOkZHRwEsVd8pFouOVZdaQe2g/dP4VQ1upz7aamWBV3IO1r6xCmNTmlqpVJLXlK7TyMhIk+PEDrvImFZpS+TocXLGWecMq5ivk3Otk1QpwH7MO40fp0pxnR6LYRiGYRiGYexgR0yfoVb/aWVA0ftO1YXU/VkNhXK5LHUb6vU6wuEwQqGQ1Ihx2h8dT9WQoVLDZGQnEgmZGmVHJxV8usEu9Wmr08l1t6L2u2EYSKfTGBoagsvlsv2MmhakVsBSI2balSoXQjR9PhAIIJFIoFgswufzLTum07nQeKf9q9E57YxgIURfV67ZCKwRYqpGFAl4q6XF2zkc7CJjnBywpVIJMzMzKBaLGBkZkY4eu/2p26htsEs3I/0Za0pnL+cbdV/WkuEMwzAMwzAM0w19XTWpn9mIaixqZSFgKQpkcXERs7Oztu1QK3qov/v9fkQiEcTjcUQiEandQUYSOVmsqAZRJBLB6Ogozj333CZj21qyuNOKPSvtT9o/rY73wrnT73RbOcowDKRSKSwuLqJUKiGdTuPUqVM4duwYcrmcY6Ua67XUNA0jIyMYHx+XIsCqllCrSj2maaJUKkmHDgk6q+PB6drTuA8Gg4hEIhgaGuqq/DDTGrrOlUpFVhUi52wwGEQoFJJziBNWR4g1RY22DQQCcr7IZDLL5gF1f7QdjTO63mpEDFEul20rxHVabUnFaS5S90WOymKxyPog24DJyUkIIWx/WJCXYRiGYZiVwBExK6QfqrHoui7TCorF4rJ2qI4T4OzKtq7rTSKYFB3TDmuEBHD23HVdl6volEJi3YZerakQwMr7U91vr6Nt+pVuxYdLpRKq1SpqtRp8Pp+MfKhWq0gmk12lCVlFUzsVP6XrGwqFmsqlq+OBxrBTxI9q3HM6SO+xi2IhxwbNEa3S2Ox0XazRLJqmYXh4GKFQyHYeULdTtWtUzSO7djpFxHVabUlFnYvUe6xVRSYej1sbFuRlGIZhGKbXsCNmhfRDJR4hBIaHh6XRaqVVpRPAPpyfdGLsjOFWordOBptdxR5KhVDbstL+tK68bwfDqFvx4UAgAK/XC03TUKlUEAwGMTExISNq6DqoFbestEoh6kQHSBV7pugrcpjReKDPrMQpt5J0LaYZJ0dLJ9fX6TN2jlK/349wOCzFvilNzbqdk6OmlXBwp+fUCqe5yKkiE6cnMQzDMAzDMN2ydcMG1hhrmtB6QkYnCUl20g5rmglwdhWbnChqtEO36S/A2apLVmePNR1ALatN/+9Ff9odfzvQLq2LnB1UVpr+Fw6HmwR37cYIYU1bsu6/XVoYifeqFXjUlCfVgdIqxQmwH1MrGa/Mcpzu106rXDnpvWia1pRGCECWs65UKrb7s47ZVm0m7SqncwA6qzoHdD4X0bmx449hGIZhGIbpFnbEbAB25YC7oVOj00kfgX73+XyOjot2xrAdVmPMqk3i1LZe0YnBuBXpZDw49U2r69CppsZKse6fHErtjmfX5pWM1+0A9XGrqkBqn6/leCBHqZpG1Mpx2un9bG2zk9PQTluGYRiGYRiGYTYCTk1aB6xGkFWDoFV5Zrv3OknjMU3TUR+BUogikYht2D61V63OZHcehFpOWG1vqVRCvV6H2+1GIBBwLGvtdJ7W9tj9f6Wr0WtVjnwtcUq/WUlal53ehpM4Ke17bGwMfr+/Zd+RKK/duG61f7XkseqkpHNS92VNg1Ejw1qdqx39eJ1XgtM5tkvzsl5jn88HTdPg8/naXi/12O0qXwFno6KoxD39rbZf1ZeyO0e7/avls61tpr+FEB2lWPWSlY67zTg3MQzDMAzDMN3BjpgO6eXD72r0ZVRjvN1KsZNxqh6/2/NSP0+aD2o5a/V4rY5jbVsrZ1Srtmwno8TJqFZLnqu06hsaO60cGFZxZvpcKwdYK8Pfer3U/ZOhTBFblL6m6hMRLpero5LU21E3xnrO7e516zVQ04Ws1886b6nV27rR9NE0zfF62L3XrsS5y+VqOq6qdaSOn07HjcpaOXoZhmEYhmGY7c32yuHoE1ajh7JSLYxQKISxsTGEQiEIIRAKhdo6ctqlIljLWVsdS07n2YvS352msdjRLl2jX1nv9Bs1NcQwDORyOeRyuaYIKWs/dtpGuwpXpB9TLBaXlSFeCdtRN8Z6znQPOvWlNf2nVbqQ0/1s3abXKW3dpjHaaVCtN72Y45z2uVHnxDAMwzAMw/QOjojpIzpZwV9pNE23lXaA9uVZ7cpZd0IvSn+r++h2lbsfSo+vhJVcw15RKpWQTCYBQJa7durHTtroNLZWkj7Sy5Stzc5KztnqFOt2jFm36XVZ55WMiY0uLb0Wc8xq5jyGYRiGYRimv2BHTB+Rz+eljks4HF72/nqkWqhGmd/vRz6fl+KaTp/rNnKhFwbyavaxHQ30VnQyrvx+P4LBIHRdX1a216kfnfZrVzZ9NTgZvRvpuNooeuVwpfu707lGnQ+sjhOnuUItZ22nMUWsxDm03nowVtZijuF5i2EYhmEYZuvAjphNxHpEcqhGGXBWiNd6vNWsOPfCQF5NetdKDLutTCfjiirNuN3uJt2NVv3otF8qmx6JRByrOLVqixU2UFeHndOi2+tg/XwnETKtxJlXy0bf42vhBFzNnMcwDMMwDMP0F+yIWUfaRR6QbouTMbIeBqedUWZdVVYjGnw+HwqFwooiY5j+oJNx1So6Sh3Xney3VbSCWgGn03G1HSNfeomd08Ia9dQOVWjZWvnIaeyo15oiYpxQI3R4nmEYhmEYhmE2O5v2iVYIERFCLLcK+xgn8VDTNFuWjHZ6v9VPO5y2o0orVOGGfjdNU5adpYgGTdNQqVS6EtK0a0c3ApRrIYK5VWk3PqgvASxbabd+vlwuy+go9RqQE0Yd163GK7BcIFZ9n8ZcuVyW42q1Y51xppN5oJPthBDQNA35fH7ZNbOOHes4oKpHmqY5toeiZ5yEl62fVwWD240f+jxF5nTyeR57W4/JyUn5vWf9mZiY2OjmMQzDMAyzxdjMETEXATgihDhkmmZjoxvTCjJmVlM22ko7I6DV/tuVhHaCSsvaRTq0OyenY3YrQNmr9KzNFN6/Vm1tV2paRb3m1u06Hdetyo1boxysZZWZ1qy0j1aznV31JHp1Ek1WjVs7nKJd2kXoWPfX7TzR67TP1YzZ9RrvQogrAVwJALt3716XY/YzU1NT7FxjGIZhGGbd2JQRMUKI3wMwbprmMwAOCCESosXTqxDiSiHE40KIx1Op1Po11IKmaR2VjbajnyJBVK2C1eoWdFuSeb1LOHdCv4yvVqym1DTQfM2t262FdoVd1Mx2ZDOMLcLpmq1mfFBkC4CuxsNWmFfWGtM07zJN84BpmgcSicRGN4dhGIZhGGZbsVmtnCCAnBDiNVha0bsUwN8KIWzPZ7M8cKrh9Fac0poI0zSRy+WQy+VaOmvoGCt16PTaIURGWqcGVj8KVm6G8WU3fjrpS7vrvZJr0E0KWqv7oJvx10/Oy5WyXmOrVZ93u/1q5xgVSknqNvWx1RjtxZjuNqWSYRiGYRiGYVQ2a2rSYwBeDCBimub7ARlmfQmAH21kw1ZDq0ol7QRVi8UikskkgLORN06fW00IfrFYxOLiIvL5PIaHh/vKIcI4s1Kh516lbHSTgtbqPmhX4t3pmCzm25rVVEGzbg+gZ/1uFQF2uVyr2h/Qm3HRbUolwzAMwzAMw6hsGkeMEOLFAKqmaT6NpUieLIC9Qoh9pmkeBPAkgP+zkW1cDWolIrvqIe0qw+i6jpGREfl7q8+pryS22qluja7ryOfzqNfrKBaLbOBuElZaWahXlbra7Yeq4gQCgRVVTlrJMZmzrLbP1e2LxSJCoVBP+l3TNGiahmw229LB3A29GBc8thiGYRiGYZjVsJlSkyYBfE0I8X9M06wC+AmAEwBeKYS4HsB1AH6zge1bFWolIk3Tug7vF0IgHA4jHA63FdxVQ/BbpTw5hfAPDw9jYGCAjZBtQK9SwdqloKkpKDRGi8UiZmZmpEYIsBR9MDY21pFBbtf2rZCutBZQn6vVqoDO+0vdPp/PA1iaW3rRz4FAAJFIpGV5627oxZjuNqWSYRiGYRiGYVQ2TUQMliJg/gPA+4UQd5um+ZQQ4lvPvfdmAPc/FxmzKVErjgD2qQJq9Ar97USnFYx0XZfROPR/q5PG2ganfTHrz3r1f7eRU077cNqXOv6t50ROSbtoLqLTNm3HdKVWY8T6nvU6tOovu/1SKhGVgnbazkmE126faqU2hlkNk5OTmJqasn2PS1QzDMMwDLOebBpHjGmajwB4RAhxMYCrhBB/a5rmlBBixDTN7290+1YKGZAul6tpld8u9N1qFK3UOLZ+Vg39J8dMqVSC3+9v0mcgY6lQKLR10ND/qH0rXTlmDZrVsVqnCbFaB4ZpmjJSAoD8nfZFERUqVGHMMAxHp6Tf70e5XO54jPWyhPxmx27+sKawdZvKKISQ18ztdstUJ+vnS6WS1LQaGxuTx+z1NenFHMRsHbhE9cqZmJjY9nMmwzAMw/SSTeOIEUJopmkapmn+VAhRBHCDEKIC4LMb3ba1wM4wtRpFvVrdt+5XjcZRnTR0jE71EVjQcuuwWk0MVUx6ZGSko1LB5BQwTVM6CdX9ZbPZpsiLTsZYr3RGtgKdzB9Wx0wn26hjxenzgUBAalr1KuXIDp6DGKY3HD9+3PE9dtAwDMMwTPf0vSNGCCHMJWSdUNM0/1MIcRWAO03TPLWBzVtX2q1W92K/pmkuS5OyRsV0Kvzq9/uRz+fh9/tX1T7GmV6kDHVCu2verh2qmHQoFOo6gsvJKalGxDDdofahXdRKq21a9bd6vZw+r2lay6pXvRrXLKrLMAzDMAzD9CN9HatNTpjnfn+DEGJEefsa0zT/Z4Oa1hf0SkjVCkW/kHCwpmnI5/NSwLNTyuUyDMNAuVzuafuYs7QSW+6ndgghEAqF2opJdwqNfZfLxaKpK4T6kAR6OxlD3c45K52jejWuWVSXYRiGYRiG6Uf6NiLG4oR5M5ZKVyfpffV3Zm2xRsh0Cq9Grz390sf90g6me/rx2vVjm5j+p5UYL8CCvAzDMAzD9A9t1oW9AAAgAElEQVR964ixOGEqpmk+tMFN2rbY6dV0QqcpTMzK6Zc+7pd2MN3Tj9euH9vE9D8sxsswDMMwzGahbx0xACCEeCeArGma//bc3zJKhlk7VloWm+k/+FoyDMMwDMMwDMP0F33riBFChAEsmKb5MP1vuzlh1spQXov9CiHYsN8AWvX5am6XXpW9tu6Tx8j6sxbXst1+13sc8LhiGIZhGIZhNhN9q2BommaOnDCCn7IZhmEYZtszOTkpnXnWH9aAYRiGYRhms9C3ETEq2y0SZjOwXmWTmd7A14vZaHgMMr2AdWAYhmEYhtkK9G1EDNPf9EvZZKYz+HoxGw2PQaZTOOqFYRiGYZitzqaIiGH6Dy4vu7ng68VsNDwGGZVWpaYnJiY46oVhGIZhmC0NR8QwK4LKy3KKweaArxez0fAY3H60imwBltLV7H6OHz++sQ1nGIZhGIZZY9gRwzhimiYKhQKvTDKrhsaSYRgb3RRmhfB8sD1p5Uxp9wOws4VhGIZhGMYOsd0eqoUQKQBqPPQQgLkNak6/H18D4ALQALBWFvRGn3+3bZgwTTPh9KbN+OolG9FXvTpmN2NpM5/nao/pOL7WeGy1YwjAPNZ+PnA69kbNEVvp2E1jSwhxJYArn/tzH4CDPTzWVuq3zXT8jTp2y+9FhmEYhmGWs+0cMVaEEI+bpnmAj789j98vbeiEjWgnH3NrHXOlbGRb+dibj+3cb9v53BmGYRiG6RxOTWIYhmEYhmEYhmEYhlkn2BHDMAzDMAzDMAzDMAyzTrAjBriLj7+tjw/0Rxs6YSPaycfcWsdcKRvZVj725mM799t2PneGYRiGYTpk22vEMAzDMAzDMAzDMAzDrBccEcMwDMMwDMMwDMMwDLNOuDe6AevN0NCQOTk5udHNYFpgGAY0rb2P0DAMNBoNuFyujj7fC37961/PtSrTuRXGV6v+34g+3060Gl9bYWwx649hGDBNE08++eS8aZpxu8/w2OofrHNsp9+HGwnPW8xa0e6Zi2EYZjOz7Rwxk5OTePzxxze6GYyCmh63sLCAgwcPYt++fRgcHGy7XbFYhK7rEEJ0dcxuP69sN9Xq/fUeX+1SC53O02m7QqGAbDYLv9+PhYUF7Nq1Cx6PR75vGAZKpVLLPl9p3zKtxxfPXYzdfVur1TA9Pb3sXgXO3s+hUAjRaJTH1jqzktRv+l4LBAIolUot52Mn1nsO5nmLWSvaPXMxDMNsZradI4bpb9LpNGZnZzE0NNTWEQMAwWBwHVq1fdB1HQAwMzODY8eOAQD27t0r39c0jfucYfqI6elpHDlyBEDzvQqcvZ+fezXWuWnMChBCSEd3IBAA4DwfMwzDMAyzeWFHDNNXTExMQNM07Nq1a6Obsi0RQiAYDPJ1YJhNAt2jdvcq3c/M5oQc3zwfMwzDMMzWgx0xTF/h8Xh4xa8P4OvAMJsDule5AuLWhedjhmEYhtl69LcCHMPYYJomCoVC0++tjJBOPrMZMQxj3c9LPeZW7VeG6Ue6vd8bjQaSySQajcYat4xpRa/nScMwkMvlkMvleO5lGIZhmE0MR8Qwm45isYhsNiv/pt+dQvDVz2+lMP2NOC8SjyS2Yr8yTD/S7f0+NzeH06dPAwBGRkbWtG2MM72ep0ulEpLJJADW7GIYhmGYzQw7YpiOWavVN8MwWlb3sZbuJAFDv98vtwsEAsvap76nvvYj7SJ67Pqn3XmtZJ/ttvX7/QDOioBaf19pFSeG2UqsZq7s5H7vZP9DQ0NNr9ud1cyHqzmm0zy90mMGAgHpWOt0LHRyzHbt4bmbYRiGYXoLpyYxGw494BWLRfm3+qNC5ZN9Ph/K5TKApVVGTdPk56n8p2EsFQlRVw0LhYL8/2aG+sHv9y9zVPUC6zVoNBqYnZ2VhgVdK13XUSwWOUSeYdaAarWKI0eOYGFhAcBZpyfdc9b7VP1xu90YHR2F2+1mI3odsEtBMk0TpVIJgUCgo3laTT9zuq4ulwvhcBjhcBiapsnvu04cO7T/rfAdyDAMwzCbHXbEMOuGYRjIZDKYmZlBrVZreiCk8G0y8O22LRQKKBQKyGazSKfTyGazyOVySCaTqFarcn+UPlMqlWy3pf9vBqxOJYLOkZxRKtaH7W4evuv1OpLJJOr1etP+jh8/jsOHDyOVSsljF4vFZdfNMAzWpWCYDnG6N+v1OmZmZvDb3/4WTz/9NA4ePCjnrVwuh8OHD2NmZkZuZ3ffMr2jkznU7jtM/S4yDAMLCws4cuQIqtWq7T6s312dtKfTbQCgXC4v+25U9WbYUcMwDMMw6wenJjGrghwFuq63XY0rlUo4fvw4CoWCXCUEllZ5aaVXTXOh/efzeeTzeRiGAV3XUS6XMTY2hkajgWw2i2QyiWKxKNNmrKHg9KCq6zo0TYPP5+tpH6wlTvoCanqWFVXHJRgMolQqYXFxEfl8HolEomlltl6vI51OY3BwELVaTfYncFZXolQqodFoQNM01Ot11Ot1hEIh2/Qk1qVgmGZazZHqvRoIBGSUWzqdxtGjR2EYBiYmJjAxMQGPx4PZ2VmUy2VMT0/DMAwMDAwgGAwinU5jZmYGADA6Orru57hVoO8bAAiFQvJ6WedUghwhTt9h6ndRqVTCwYMHkUqloGka9uzZs+z4nabRWseNdRtqlzUSR/2ONAwDqVQKmUwGmqZhbGwMABy/KxiGYRiG6S3siGFWRSdChGSI+Hw+TE5OolgsYmhoCNVqVT48CiFsty+VSpidnYVhGIhEIiiXy8hkMtB1HcPDw/B4PE2OGZ/P15SyYxiGdOBQZEmlUoHH41m7Tukh9FBP/UQrlsBSfwshlj10W500gUAA+Xwe9Xpdfo5eyYArFAoIBALQdR1jY2OIx+OyDYFAADt27EAoFEIqlUK5XMaOHTukkaJeN9alYJhmWs2RZBBTZEIqlcLIyAji8biM+NuzZw+i0SiSySROnz4NIQTGx8eRSCTktnS/8n23OorFoq0Qrjqn0lypadoyB00r4dxAIIB9+/ZhaGgIO3futP1Mp+K7qvPFuo1hGJibm0O1WoXX60U8HkelUln22UKhgHq9jnA4jFAoJPepflewEDDDMAzDrB3siGFWhVMkiwoZIpFIBNFoFNFoFACkM6SVvkggEMDw8DAMw5DRLJqmScOjVqvB7/ej0WggEAgglUqhXq/LleJSqYR8Pi+dMm63u69Fe60IIZpW0tWKGWNjY9B1fZkxQA/b1K+apiGRSDQ5Yejz1I8UEePz+eB2u5tWQjVNQzgcBrB0La3RMCqaptlGwqgrx7zKymwnWs2RmqZB0zRks9mmtBDSdwGW7rlwOIx4PI5CoQCXywW/3w9d1+XcFgwGMTIywlowq0TXdTl/qdeL+pjSW4GluVaN6rTDOjcPDg5icHAQgPP3XidzpepQsTriy+Uy6vU6arUaNE1DOp2WqUZO0TqkNSOEaPquYBiGYRhm7WBHDLMqnCJZVOyiOpwEDK1h/EIIhMNh+QCsGvqmacLn88EwDCwuLsq0GbfbDb/fL1eLabVPXRXsd9R+UFErZvh8Prl6SX87Ybe6S6+hUAhutxtut1s6soDlq/fBYBA7duxAIBDo2uBTDZJQKNTVtgyzmSFnqno/F4vFpgg2msNozioUCvD5fHC5XE3RCRMTEyiXy/LeVSPgmJVh/c4hp7Md1rmzXQRLq1QjOq71O6ndXGkYhkzVpe0onSoYDMLv92NgYAA+nw+VSkW+Wtvg1HYaU92IDDPA5OQkpqambN+bmJjA8ePH17dBDMMwTN/DjhimJ7Sq2CCEaHLCFItFKQ6o6zoajQZcLheApXBpci5omga3241sNouBgQFEIhF4vV7kcjkAkJWTTp8+jUajgYmJCUSjUfj9fpimiXK5jHw+j0gkApfLJY2gdhV+VlvK1Gn/3ZSLVtMZ1AdoIQRCoRAMw8Ds7CySySTK5TLi8bjUNKCHZ/VBnTAMA+VyGT6fD0IIFAoFeS0ALHNkUdvooZyMRqdzsTsm0Fz22q5/VlM6dTUVmziCgFkp7cohq6j3GWlzxONxea8YhoH5+XkYhoFTp04hGo3C6/XKCDWa0wD70vFctWzlqHOtU2QLzRN2zot2c5fTNSoUCpidncXw8DBCoZCcZ30+HyKRiGNp6mKxiNnZWamLFgqFEAqF5BgxDENuR/Ouz+eT6cFu9/LHPvpeICe76gxqFe3qhBDiSgBXAsDu3bu73n4zMjU1taLvfoZhGGb7sikdMUKInQBmTNPk0iybBFXLhCI36KHPNE3pXFEdNvl8HuVyGQsLCygWi5iYmJCaMcCSGCw9dBaLRUSjUbk9lVlWj9PPWNtnTWewvk9aBtSftHJK/RgKhWRJb4K0A+r1OqLRaFOKkdfrRTqdRigUQjgcbtqOHGfUnlZh83YlxwHA5XKtud5ArVbD9PQ0du3atWk0gJitixppod7PFL1QKBQwNzcHYEnbhYTIK5UKFhcXsX///iYdrWKxCLfbjVOnTvEYXwVWna1OvidW+v3hNB/afU5N4aXonGq1ilOnTmF8fBxer1e2k9J1SfeMyloDkAsQwFnHdzqdlvO+3bihakrkSPd4PDIVeCXnbprmXQDuAoADBw6wl5BhGIZhbNh0MadCiDcAuByAd6PbwiwZG4VCoW3pS3ICZDIZGSZNJT3L5TLm5uYwNzeHSqUiH47r9br8W9M0pFIp+Hw+DA8PY3h4WAryFotFFAoFJJNJ2QbTNOXq5UaHVlMfdVMSlFK+Wj0EB4NB7N69G+eddx4SiQSAsw/edscqlUoy4oUiW8hQXFhYkBVZqL8ajQZmZ2fh9XoRDoelEZlKpeT50Gu7sqfqdVkrpqencfToUUxPT6/ZMRimU8iBmc/nZfQCveq6jnq9jnw+j1wuJwV3KfIvEolgfn5+mSjsoUOHcOTIER7jq4B0tsiRrWnahmhX6bqO0dHRppRRioQBlubMQ4cO4fDhwzh16pTcjjS7otEoRkZGEI1GpaOPFiboO9Q0TczOzmJ+fh7lclk6cwzDQCaTwczMDKrVqkzhBYBsNouFhQVZUY9LWa+eiYkJ6ZSz/kxOTm508xiGYZgNYlNFxAgh/hjAW0zTvPK5vxMAKqZpZttst+3CZNeLYrEoy12qq73W6AdyAlDKDIXqFwoFDAwMyGof9BBaqVQwMzOD+fl5nHfeefD7/dIxQzn81WoVhUIBL3jBC5DNZjE2NiYjPgzDgMvlWpcc93bjSw1971YfxUlHgPRa/H4/hBBS28XtdssVUrsKLfRKaUmZTAa5XA5+vx/Dw8NN1ZLS6TROnz4to5HIKaSuKNM1DAQC8n925+hU/rWX7Nq1q+l1K8Bz1+ZFNY5zuRxyuZx0fObzeaTTaQBLc93c3BzK5TLS6TR27doFt9vdVOWMDOVYLIZgMLhsjKsCr51GMGzXsaXqbG2Uvo6aCkTzupr2RM57l8uF4eFhDAwM2KZ9khOJxhUtSlBUY7FYlM6+aDSKhYUFKcY7NTWFQqEgHTRut1umy3k8Hpw8eVKOK66etDpa6cP0e7QuwzAMs3ZstoiYOQBFIcSfPueUuRzANUKIl7XayDTNu0zTPGCa5gGKHGB6g67r0mgA0LSipxIIBBAMBlEsFpHJZABAbkdRL8BSuH6tVkM2m0UikcC5556LXbt2IZFISAFCirygKA7DMLB3794msV5gaWWvVCqteR+0G1+6rstw824hJ456Hlax42KxKM97cHAQmqZJbQAVa4QQrQLPzs5ibm4O4XC4ST+AVuhdLheSySRyuRx0XUc4HJarpHQN1apWdtBqb6s+UKOrVoLH48HevXubQu/XIxJnLeG5a/OiaZrU76CIMmDpviMNJrq/Tp48KSMFg8GgnO/IwUmV0rxe77IxDpx1dBaLxY7bt13HFkWUkEN/I+aHUqmExcVFpFKplhEnXq8XiUQC8/Pz0tFNUPouLWqQM4bE6SkyMh6PY3x8HKFQqMm5NzExgcnJSYyPjzc5/gBIkV9y7HNUDMMwDMP0nk0VEWOa5q+FEAUAHwbwUwC3mKZpCCGuEkI8bpomPy2sM0IIDA8P20ZtWEmlUpiamsLExISsvjM/Pw+fzye1XyjnfWZmBmNjY9i7d68swwmc1VUYHh5GNBpFPp+Hx+OBYRjLKlSQLo2TgKwTlEY1NDQk8+5XQydpRk5YK05Vq1UcOnQI4XAYsVgMQgjpdPH7/VILoFwuO65iUkqS1+uVr7quL+srl8uFiYkJpFIpZLNZ5PN5+ZBPP9VqFbOzs7J6VaVSsdUgoEocanUSK2rkUK9WYNcjEodhVOj+8vv9KBQKKBaLSCQS0DQN1WoVv/3tb6Uzs1qtyqjCTCYj58VuK9Y4lVFuNBpyLmOWo84Pq6kUZK28ZP2/WrmI5kISpbeLOKG0taGhIRiGIVOEVCc8pb75/X4p2A4saWUdP34cg4ODqFQqyyJuqA3RaBTRaBQAZJSMYRjIZrMIhUIyCkctke50ngzDMAzDdM+mcsQAgGmavxNC3LP0q2kIIQYAnIslzZjyxrZue0LlWdXUFRKRVfVgSHw3n89LrZh6vY65uTn5kKlqjWiaBtM0Zdlq66ocReEkk0nMzMzg3HPPhc/nw9zcHGKxGDRNk9t2Y4TPzc3h9OnTACBD2DcCu7SkkydP4vTp09ixYwdisViTOC892FOVlUKhIKNe1Af4UqmEXC4nBRojkQg0TZP70jQNXq8XCwsLiMfjiMfj8trk83mUSiXEYjGcPHkS09PTOHnyJNxuN2KxGHw+n9QWiMViUmxU1bkA7J0iVoHiXuBkoDJML6D7ivRfCEoHOXHihIwYc7vdOHLkCH71q19hdHQU4+Pj8Pl8SCQSGB8fRywWg2EYOHLkCEKhELxer3R8jo2NtUyjcZrj1LmMWY7qvLebn1RHll21IcLJiUz7VL+/6Fjq/AicHUsejweHDx9GuVzGzp07oeu6jGSk/alRKhRlSp87evQokskkJiYmMDExAY/Hg0OHDqFer2PPnj3ye4DaR/MzjeFQKCSPR9/DqmA0O7YZhmEYpjf0rSNGCBEDsA/ADIApAOI5x4swTfP/iSUiAK4DcLdpmuyE6ZB2ZVedVrpabddoNNBoNLCwsACPx4P5+Xn53vDwMHw+H3bv3g1N06RAYCwWg8vlQqlUQjqdRiAQkAZKNpuFx+NBpVJBuVyWVSLcbjeEEHC73ahUKojH4zh58iSSyaRc7ZuZmZFVlICllJV8Pt9UFcPqnFBXQGllcWhoyO6c1y2dT33o9Xq9mJ+fx9jYGADIcHKKiKlWq8jlcggGg9IpQw6bSCTSVDKcKmEMDw8jEAjI0qYul0s6vshh1mg0oOs6arUaqtUqwuGw3Fc2m4XP55ORQxQJkM/ncfjwYYyPj0PXdeRyOcTjcXg8HoTD4aZSvASNO7XUq1o2u9UKtd2+VGPDzqjqRaQTs/VpNefVajXp1NQ0TaaOkEPF5/NhYGBApnecOXMGbrdblqbO5/OYn5/HC17wAuzZswfValVGtOVyObjdblneeHh4uEn0mwzn+fl5DA0NyfvDOndTJMxGRMS0S/dZaUTFStOI7LajOcdaZY8+a3XK231nWLdVoVLUtCjh9/ulM4WqZHm93qaS0aVSCbVaDYFAAIODgwCWoh2z2Szi8ThCoZCM2jRNEx6PB263G7quo9FoYHx8HMBSJaSPfvSjCAaDeNnLXoahoSHpdI9Go8jlchBCwOfzIRaLoVQqoVQqyWgttfKS1SGzUdo6DMMwDLOV6FtHDICXAAiYpvlfACDOPrW5ANQBDADYA+A+0zSf3pgmbl2sJT6dHvRV0uk0Tpw4gXg8jnK5LMV5Scw1EokgFoshnU4jGo1icHBQPtS63W5Uq1UsLCzgnHPOQTQaRaFQwPz8PHK5HAKBABKJhIymSaVSGBgYQCwWw/nnny/Fa0kzpVKp4PDhwzIyRk27UVcD7Vb33G63bSTMc/2xbha8mpaUSqUwMzMDANi7d2/TZ4QQSCaTOHToEM4//3xEo1EZgaQ+WJOjqlAoyGsyNDTUFDlDfePxeODz+RCNRlGtVlEulzE7Oyv/n0gkMDo6ikgkgsXFRfh8PhnBRJU7/H4/XC4XGo2GFKYMBoNSvJSuB6Vt2ZXo7mT1tdV2aiRMv0Q6MVsHSgv0+Xyy0tv8/Dw0TZMaIBSx9+IXv1gK6u7cuROlUgnT09OIxWIYHBxEsVjE4OAgAoGAjE6gMvVUjj6ZTKJQKMg5mfS2aDxb7wW3243R0dH17ZQ+pdV3F71nTb8hBxY551ulMtnNUS6XS/6fImpojs1ms1L7Z2RkRM6h4+PjCAaDcqEin8/j1KlTMtoxFovJ779SqSRFdVOplNQeevrpp3H99dfL6keapuGSSy7BW9/6Vjz/+c+X0ZN0zLm5Ofj9fvkdUSqVkEqlZNuozd1GlzIMwzAM40xfOmKEEAEAewH8sxDiMgAvAlATQvyraZr/JYQIAwiapvnEhjZ0C1MqlWRkycjICEZGRhwfZCkSwufzyQdIEv+bn59HJpNBo9FAKBSSVRl8Ph/m5+cxOzuLkZER7N69GwcPHsTRo0dhGAae97znyeoN0WgUkUgEqVQKLpcLZ86cgcvlkmH7mqZhYmKiSYQwmUzK1U562ATQlMrT7erec0Z9Y9Wd2yGkLWOapjQE6FUVoVUfjOn/5ICilU5aYSdHCOkBlEolFAoFaJqGRqMhU8oWFxcRi8VkClk+n0e1WsXAwAB0Xcfw8LCMoAGWnHChUEi2Z2JiAolEAm63G4VCQWoeBINBzM/Py6gbcgCpDhM1tY1Wf1tFallxSnHayOgAZmtCY3dubg7f/e538cwzz+DgwYM4c+YMjh49KtMnAeDlL385rrrqKoyOjsp0I03TcM4550hHsdvthtvtxpkzZxAMBjEyMiId4lTtR42ICQaDPJ57jNUBrDptSYy8Wq3KFCH6HKFGzdjNWeTM8Hq90DRNzumVSgWGYaBer2NoaEhqnJHjrVAoIBKJYG5uDseOHUMkEsGOHTswODgIl8uFHTt2YGFhATfccAPuuecevPCFL8SDDz6IUCiEr3/967jnnnvwwAMPYP/+/bjkkkvwZ3/2Z9i/fz+y2axMVaXveVr4oPbkcjnpVFrvMt8MwzAMs1XpS0eMaZolIcRRAO8FsAjgbwD8HoC/FkKceO73GQAnN66VW5tAINCUhmJX8UY16MnInpiYkGHYAKTIYKVSkdEZgUAAJ0+eRLFYxIkTJ2TKS61WQyaTwcLCAlKpFOLxuKxukU6nZfoRRXEMDw83ifjOzs7KXH7alh5k6bhq1Ee3q3vPPVRviCC0NUqHxI3Vldxzzz1XlsD1+/3SIUZRSSQMSX1Ar+QkIQ0fMuzK5TIqlQp+/OMf4/zzz8fg4CAGBwflSi1wtt+BJSdRtVoFsJQGRGkTpVIJmUwG9XodAwMDUsjU7/cvq7REK7v02XY6P3bikWrpbjUdweVycSQM03OOHz+OSy65BIcOHYLb7ca5556Lffv24dJLL8W+ffuwf/9+HD58GFdddRWuueYafOITn0AkEsHk5CT27t0rncxut1s6qElvZmxsTFZPoipMqnG/ncfzWgnHttKqIqf0iRMnMDAwIK+Niho14+RgpjQlOydPvV6XjmdK9TQMAx6PB9lsVs7ZmUwGg4ODCIfD8Pl8+O///m986EMfwu9+9zt8+MMfxqc+9SkZsfWZz3wGN9xwA7773e/i7rvvxt///d/jjjvuwDvf+U586lOfku0UQmBqago7duxAKBSSEVmkVTY2NsYRMT1mYmLCcfxOTEy0LH3NMAzDbG76yhEjhBg3TfPUc38eBfAHAHIAYJrmk0KIXwEomqb50Ea1cTsRCoVkxALpiKi58VSCk4xkiqSo1WpYWFiAaZpSY4Qq/NRqNRQKBamRQHnquq4jnU7L4ySTyabc+1gsBgAYGBjA6dOnpSYKhVHX63W532q1ikQigXA4LP9frVZleo7dip6TXkw/obYxEAhI3YhqtYpnn30W4XAYCwsLsgx1uVyWKQ3kEAkEArLCVKVSkeW/5+bmkMlkYJomYrEYdF2Hx+PBxz/+cdx7772IxWK4+uqrccUVVyxrl67r0HVdagz4fD4sLCzIVLNQKAS32y2dN5qmwe12S2NT1U6gFVi3291k4DiJ7bJ4JLNRZLNZfP7zn8dXv/pVuN1uPPjgg3j1q18Nj8eDWq3WJO564MAB/P7v/z7+6I/+CN/61rdw7bXXSo2n6elpFAoFxONxzM/PI5/PI5FIyGgwxh67e78XzhnVkatCUUt+vx8ejwehUAiJRGLZcZwiLen7kkpDDwwMLItQpLRR1fFM6Uq1Wg0DAwOoVCp44QtfKIXwk8kkvvKVr+Duu+9GIpHAj3/8Y1x88cXL2u/3+/Hud78bl19+OR5//HHcdttt+OY3v4nf/OY3uOOOOxAMBjEzM4NMJgPDMGREDAm2u1wu1oZZA1o5WrgyFcMwzNam3yzOG4QQf/7c71MATgEYBPAWIcROAG8DEN2oxm0naFWPyiBXKhUpJAgsrdpRaDaJ+i0uLiKZTGJhYQHAktMkGo1KMdlQKASPxyPLuA4PD+Occ87B+eefj0QigUgkgl27dsHj8ciomMXFRan5EovFUKlUEI1GkUgk4PP5UCgUkM1mZdlrcu6QAVOpVFAsFjE9PY2pqSkpdkkRIvS3KpTYa1SRzZVCkSKLi4syqiUcDiMUCknNHNJh8Xq9MvQ9k8ngzJkz0vlCzpJisYj//d//xRNPPIGnnnoKfr8fw8PDiMfjMp3ouuuuw7333ov3ve99OHDgAD796U/jZS97Gb72ta/JyJdAICANxtnZWdl/Ho8HuVwOpVIJjUYDu3btks400sGIx+NIJBIIBAKyghOwNG6o3K9a9tpObFPXddtoLYZZC0jf6Bvf+AZe9KIX4ZZbbueFPPYAACAASURBVMEll1yCX//613jd615nW7qd2LVrF3K5HPbt24cXvehF8Hq9OHPmjIz4ikQiTdF6mqZJjRky1Gme24zQPLhSsV0rdvc+OWfUCla9gnS3SHCZhG+tkBNFfU/VKCNxXYpWUSNoKA04EAig0WhIB10kEkE8Hsfi4iJyuRy8Xi+GhoYwNTWFD37wg7j99tvxp3/6p3jiiSfwmte8pu25HDhwAN/4xjfwne98B48//jg+8YlPyHaPjIxgcHAQyWQS09PTACDTWq3ntNrvNYZhGIbZzvRVRAyACoC/EELkTdP8sRDiO1gS5P1DAB8H8HHTNI9vZAO3GqZpSkdKKBSS/w8EAlLQjyIpyPni8/lkqlA4HJYPZwMDA8jn84hEIqhUKlhcXJRGdCKRQDAYRDAYxPT0NHK5HNLptKwCUS6X5UpgLpfDwMAA4vG4XBXMZDKoVquyes/g4KBMfYlEIrJkcqlUkuk4wFK4t9frRb1elzn3aqUTtaSo+tpL1JVbtY+7gaJ+1EgRcjxFo1Hs378fO3bswJkzZ+Sqq8vlkqvt5NCglC8SDDUMA+VyWUbNkK7MzTffjHvvvRd/+Zd/iVtuuQVCCPzyl7/EjTfeiOuuuw633XYbbrzxRlx66aWYnZ2V0UhUIYYqc3i9Xln5Y35+HlNTU9i5c6dMH6Pr5Pf7pTYB/Y+M3rm5OXi9XgDLo16cVq8ZZrWQ40MtTf3LX/4SN9xwA5544gm89KUvxXe+8x28/OUv72h/P/3pT1GtVvHa174WbrcbmUxGOh1priMx31wuB13XZeoKiWwnk0mMjIzItMt+j+JT6XX0mt293yqtaLXRMhRNaBiGLPFsxemakBOHKiWpcx/tFzgrjF+v13Hy5EksLi5idHRUppdSZKfP58Ojjz6KD3zgA0in0/j617+O9773vRBCyLTgTrj00kvxla98BVdddRX8fj8++tGP4rzzzpNVmICl9FOqXEhRppT+uhYOL4ZhGIbZLvSbI+ZvAAQA/H9CCLdpmvcLIZ41TfOIEOIHpml2/oTBdASlAQFnhSfp90Qi0bTiVS6XkUwmmwQGBwcHpcigWuXozJkzMsS5Xq/jmWeeQbValbnts7OzUgA2n88jm81ifn4ehUIBfr8f9XpdOl7op1qt4sILL8S1114rjXtaxTMMAxMTE3J1mVYbySE0Pz8Pl8sltWWobCeFia+lQdPKOFBxMhRM05SVL9QH+FKpJEuYjoyMwO/3Y+fOnTIVDFhahSdHzOHDh1EqlaTgbjAYxJ49e/Dss8/C5XJhcXERfr8fn/3sZ3HnnXc2OWEA4JWvfCUeeeQR/OQnP8GnPvUpXH755Xje856Ha665Bi95yUtkuhGFtVMETjabxenTp1GpVORYId0D6hO6XiqlUgnHjh3D3NwcJicnOeqFWVfIcZDNZnHy5EncdtttuOeee7Bz505861vfwtve9rauyqA/+OCDGBgYwO/93u8hm83K0vLxeFxWP6JoN/oJh8OO+3Oq+tavdDoProZWjtnVOILIwUL7cYqGofQjSi+juVN1npNmmvpda9XCKhaLMorUMAwpnE/fbffddx+uvvpqDA0N4ec//zle/OIXd3U+KldccQVmZmZw8803w+fz4frrr5eLG4lEAsDSdz+RTqdx8uRJRKPRpopK24HJyUlMTU3ZvjcxMbHOrWEYhmE2O33liDFNswygLIT4IoAPCSE8AHQhxA9N08xtcPP6itWEd6sVaKgSB/0OQK54kdFPD4hk3FO++PDwMIClChLpdBpnzpxBLpfDY489hk9+8pMdtZGMjUgkgmg0KqsZeb1eeDweCCFkTr5hGPjBD36A3/zmN7jvvvuwY8cO+Hw+WZlEXQ2kyBjDMLBz5074/X7k83mZ5kSaJqqzQA2xtopirgbSwBFCtOwTq6FAjhk17ScUCknjjMpP0+/AUgg5XReqZNVoNPClL30J//qv/4pXvOIV+Iu/+AuMjY1hcHAQHo8H5513HvL5PAqFAj772c/irrvuwgc/+EHcdNNNsmKLyoEDB/Doo4/iRz/6EW666SZ86EMfwhe+8AVcdtllyGQyCIfD0kCliKtyuSwf3Ov1uiyrGgwG5cpqoVBAo9GQ0Tt+v18aM3ZaDJstIoDpT5zuSYoKPHPmDK677jr8/Oc/x7XXXotrr70Wuq4jm806OhUajYaM4qK//+3f/g1/+Id/KNP1IpEIAODQoUPI5XKYnJyUqZx26Xak92R1aPSrg9J6vwohZESgaZrL+r3TiJVuKqiptIp6bLdPEq2n+dfn88kIF3U7aySprusyskoVxPX5fHL8aJrWlE5aq9VkdT8hBBqNhvxuc7lcuP3223HXXXfhggsuwH333YeRkZGmKBhKUbWjWq3azpXXX389pqencc8992BychLvfOc7pb4bLboAkJoxhUJBphlvp7l3amqqZ6l1DMMwDNNXjhjCNM2jQoi7AXwPwGXshFk5FKkCwFao1rrqapom0uk0ZmZmZAi2WuqZjHz6LEU21Ot1WX3n1ltvxQUXXIArrrgCfr9fGtXqDzlfdF1HtVp1fHDM5/NNBs1ll12G97znPXjd616Hf/zHf8RLX/pSqVPi9/sxNDQkyx2TcyEcDuOcc86RKVjkhCGnh7paqUYHrfcqs9WwIscMXQMrZJSRE8NJiPiBBx7AZz7zGfh8Pjz55JP41re+hde//vW47LLL8NrXvhbZbBa1Wg2f/OQnZTrSTTfd1NIwEULg0ksvxUUXXYR3v/vd+PCHP4zp6Wn89V//NVwulxwX1WoVk5OTyOVyiEajqNfrOHPmjBTsDQaD0jBRBSspvWl4eBjRaNTW2NxsEQHM5kCtbjM1NYUrrrgCzzzzDO688078+Z//efsd2PDYY48hlUrhwgsvlBXBdu3ahXQ6jVqtJo9LJeTtHMHWaI+tlJZnmiZmZ2elU30tzqvb/lIdvercrGma1CKztpUiSWn80FyWyWSQTCYxNDQkqxEWCgXZJnI+FwoFFItF1Ot1qSVDwsCFQgGf/vSn8cADD+A973kP/uEf/qGp4txq++bWW29FOp3G3/7t3yIajeJd73oXBgYGZDQMae8kEglMTk7KvmEYhmEYZmX0pSPmOeYAvMM0zWc2uiGbhUajgbm5OQwNDcmIhFKpJJ0L7UpP0oMnpf1QFAmFYTcajaYVy2KxiFQqBcMw4PV6sXPnTnzpS19CuVzG7bffjnPPPVfuu1fRJa961avws5/9DO9617vwjne8A3/1V3+Ft771rdixY4d0TFA+PZW+pvZSOU6geXVUTW+i6KCNWGW2GgrUhkAggGAwKMU8VQOhXC5jZmZGRjAlEgnp4ACA+++/H//3//5fvPKVr8QPf/hDPP744/j2t7+Nf/mXf8EPf/hD7Ny5ExdccAGKxSIeeughmY5kFwljx8DAAO6//35cffXVuOWWW3Dw4EHccccdqFQqyGQyKJVKEEJg9+7dqNVqyGaz8Pv9UoeANIQajYZ0vpAOQSqVktWvVH0f1XGmOgkZpheQg+/QoUN473vfi3Q6je9973u2lWg65cEHH4TL5cIrXvEKeL1eTExMwOv1IhQKIRKJSH2tQ4cOYXBwEOedd94yB/lalGruF8j5oGqT9BrqQ0pJbRdJpzp6PR4PUqkUxsfH4fV6m1IqC4WC/N4BzjrxC4WC1PrJZDJSeH7Pnj3w+/3SAU7iu88++6wUNB4dHZVVt3w+H+bm5vC+970PTz/9NG655RZ88IMf7Pk4cLvduO+++/CGN7wBN954I3bu3Ik3velNmJubQywWg9vtlpE+pPfGMAzDMMzK6VtHjGmaKQCpjW7HZmJubg6nT58GgKZ0I2vqkYoaMQMsRaBQBIbP52sShy2VSshkMigUCkgkEtB1XerIFItF3Hrrrbj//vtxww03NDlhes2ePXvw7//+73jLW96CL3zhC3j+858v8+7j8Th2794tHxJVw6VYLMr2U7i1Nb2llSbDekOOGQqbp3OiSlHAkiHgdrsxPz+PhYUFLCwsIBgMSr2cD3zgA3jJS16C73//+wgGg7joootw0UUX4e/+7u/wyCOP4L777sP999+PRqOxTBOmU7xeL+68805MTk7ic5/7HIaHh3HTTTdhaGgIi4uLcLlcUqyS8uuHh4exc+dOzM/Po9FoIBgMIhwOy+tAq80qqv6CrutNTsJO2OrGLLM6KCXT4/Hgy1/+Mr7yla8gGAzioYceWpUGx8MPP4y77roLr3rVqxCPxzE4OCgjxsj5ODY2hiNHjqDRaNiKrbbSN9kK41qNOGl3DqrAvFMUoB3kWCGR9nq9LoVz7bR+VGf91NQUnn32WQBL3z+apiEUCsnIGLtoG7XyETnRh4aGZBRjqVRCOp2WDnXSX6MImvn5eQQCAcRiMVx66aU4c+YMfvSjH+H1r3+9rFrXawKBAO6//3685jWvwUc+8hFcfPHFMrWKhPnZ8c0wDMMwvaFvHTFM95BeCL0Cy1OPAMhKORQKffToUQBLD5iRSASGYciUGPUhlz5PKUgUgbK4uIirr74aP/nJT3D55ZfjmmuuWfNzXVxcxKFDh/AHf/AH2LdvH3w+HwYHB+W5U7lnchqR1gpVpEin001/k7jieuW7r1TfRK3aQQ/Eu3fvht/vlxo3+XweqVQK//mf/4lyuYzPfe5zy8aArut4xzvegXe84x1IJpN46qmn8NrXvnbFhpwQAh/72Mdw6tQp3HPPPfjQhz6ERCLRVEkpEokgkUhgamoKx44dk8LBHo8HgUAAtVqtqV9GRkbg9XoxOzuLeDzepL8AoKncL9HKKO111RZma0BjLpPJ4O6778btt9+OZDKJt7/97bjxxhtXLMJ5/PhxXHvttXjggQdw/vnn4+qrr0Y8HkexWMTs7CxqtZq8b0ulEqLRKILBIIaGhpalIrbSg7GryqbqkmwGDY9WaUPWe9opypP60cmZQ3MFRcRks1kkk0k5N1nnYjU9dXx8vOmVUKMWVWiBg74vfT4fdu7cKdul6zoGBgZQr9fh9XoxOjoKXdeh6zpOnDiBer2O//mf/8Hvfvc7PPPMMzh48CDuvfdevP71r++uY1dALBbDZz7zGbzlLW/Bo48+igsvvFBWThobG9sU44lhGIZhNgPsiNlCuFwuGf3SinK5LB/cgbOOGWDpAZHE6Mjo9Xq9TaKppL1SrVbx1FNP4brrrsPhw4fxxS9+EVdcccXanJxCrVbD+9//fjQaDVx77bUAzkaJuFwu+XA8NzeHxcVFzM7OSufFyMiIrDxBFZPS6XRTyLXKWqw2k5OoXq9LZ1Cn+1fLoKZSKSm4u2PHDvnwT6urDz/8MMLhMA4cONBynyMjIx2Nm074+Mc/jh/84Af43Oc+h4997GOoVqs4c+aMFEymNDZaRa7VakgkElhYWECtVpPpCV6vF7FYTJZwpXZSBBYAWydWK2dLv4ubMhsDRSZ88pOfxDe/+U284hWvwP33348LLrjANjKrHeVyGbfeeiu++MUvQtM0XHbZZbjkkktw/vnn4+TJkwgGg/B4PBgcHEQkEkG5XJapfPv372/SxCKcHBWmacq5TR3Xds6ZzUo+n28q2+0U5dlOM0rtQ7fbDZ/PJ4VyZ2ZmMDIyIkuIW+cWt9stKwglk0kpZF8sFps+S84g0htrNBpwu91SmBk4+51SqVSQTqfhdrthmiZ+8Ytf4JFHHsGTTz6Jp59+Wh73JS95CW688Ua87W1v62W3tuTiiy9GKBTC9773PVx44YWIxWKo1Wo906RhGIZhGIYdMVsap6gLKhVMD7EjIyNIJpMyLcnlcskQ6VqtBk3T5H6EEPK9hx9+GH/zN38Dl8uFBx54ABdddNG6nNdnP/tZPPbYY/j85z+PWCwmtUgoYoeqWpCzgnRvqBSorutNGgEkrmgXct1tFAUJBbdyqpRKJelwANDR/lUB0Ugkgmw2K0ua7t69W14jKv/tcrnwX//1X3jVq14Fj8fTtt29YnR0FNdccw1uvvlmvPWtb0U4HEYymUS5XMbIyAhOnTolHXhPPfUULrvsMiwuLqLRaKBarcofctqQEUN/0zhWDTOVVs4W1RBTHWy8wru9KRQKuPzyy/Ef//EfuP7663HzzTeveEw89NBDuP7663Hs2DG8/e1vxx//8R/jnHPOgcvlkqmjExMTGB8fl5WTIpEIfve738lqYt04RYvFokzRU+ecrex0FELYRnnaOaRU6J6ned/tdmNkZAS5XA6GYch0JzXtiaCqSeVyWZYa13UdZ86caXLwkzNI13WpO1YsFjE3Nyf3Q5GLuq4jFovh29/+Nu644w6kUilEo1G8/OUvx9vf/na88pWvxIEDBzbkGvr9frzxjW/Eo48+inq9Lu+HSqUiv7cYhmEYhlkd/I26SWlXQpEe+EiLgHK7qYQyiQ9Go1EASw9YqVQKwWAQoVAIHo8HkUgEXq8X1WoVHo9HOgwKhQK++tWv4pZbbsH+/fvxT//0TwiHw/IB1Q473QMin883lchUofQV4tFHH8UXv/hFXHrppXjjG9+IYrGIEydOyJz9WCwm06uGh4cxMDCAhYUFuSo8Pz+PSqUiH4ZJY0B96FYdKd0aNCRobOdUIWeK3+/HwMCAdPzY5d1bS56SIUDiw16vF+VyGW63WzpfKASetn322Wfx/ve/XxoWKqpBYMfCwoLje4uLi47Xk7Rm7rrrLnz5y1/GbbfdhlKphGKxiH/+53/Gr371K/ziF79Ao9EAAOzfvx+vfvWrUavVEAgEcPToUbjdbvm3y+WSApYU7UTXh8Y36eQAzc4WNVXB7vzbOcA2q97GdqTdfOg01g8dOoQ3velNOHXqFG655Ra8+c1vxvHjx+X7CwsLjnMTjVEAOHXqFD7ykY/gJz/5Cfbt24evfe1rMqWJKppRBEalUkGj0UC9XsfU1BQmJiawf/9+FItFxGKxrsozO81PNB+uNe36faX3kLpftWy3Xdlr4GykoNUhBZzV/vH7/VKsXe0vcprMzs7C6/XKKBl1zAQCAZimiVgsJh0opVIJpVIJlUpFfm/S9vQ9QN+vPp8Ps7OzOHXqFPx+P3bt2oXf/OY3uO666/DYY4/hggsuwHe/+10cOHAALpcL5XJZRp/Y6cHQedjRSmg9lUo5arzU63UZ9QMAf/Inf4Lvf//7eOKJJ/Ca17xGRpB2Ur5ZCHElgCuBpdRZhmEYhmGWw46YTUqrB1xK06GKHKT5Apw1Ok+dOiWrOFSrVRSLRZimKVN0/H6/fFjVNA3lchmGYWB6ehrXXHMNfvazn+HSSy/F1772/7N35uFNVWsX/2Vs0iZN2nRkagVFEBQEB/AqcJVRBFEcEJVRQRAF8SqCekXBK6CCWEHlCl7LoOgHisgk4gCICAoo80yZOqVjkiZtk5zvj7q3aWnKjKhnPQ8PkJMz5Az77L32eteaJkmYmmTLYuBdHXQ6XVjVRuiAIisri6FDh9KoUSNeeeUV6bcgyqo0Gg35+fnYbDap2jEajVxyySWVtmc2myktLT2lcqDTjTwVZEF12606+K9a9hRKvgjiRXxXpHOYTCY0Gg16vZ6UlBRZpuTxeMjLyyMyMpJgMMi6deuACol5dddFSObDoaZBnM/nq7Z8QmzXZrPx/PPPS/Pfffv28eOPPwLQsGFDRowYQZcuXRg4cCDPPvss69atw2Qy4XK5sFgs6PV6EhISpDlkaPmWgBgwiHNU3fHWVKrwV1YMqDg1rFy5kvvuuw+tVsvs2bNp2bLlCYNMEa1eHSIiIuRzPGTIEDZs2MCwYcPo3LkzsbGx0k9EDJrj4uKIiopCp9NJVaJQGFqtVjloF5+fis+LSIO7GHA6ZZynStCE22bV9QW5IM4r/E7EFhcXk5WVRVJSEtHR0URERFRSxgijXtF+WiwWvF4vWq1W+smIz6HCaFyUhAmCRhyTIPkFMSTKT4XSTxDgzz33HLNnz8bhcPDee+9x//33V7rGwlsrHEJ/5+ksj4iIqFEhGbrPLl26YDKZWLZsGTfddJNMgApXvhUKRVFmADMArrnmmpMzNypUqFChQsXfEKom/y+IyMhIoqOjZcRkaPQxVAxQ9Xo9drudWrVqSeNXo9FIVlaWJGhErHBWVhZbt27ls88+o2PHjqxfv5433niDDz744IKmDA0dOpTi4mJGjBghByq5ublSUVNWViaVGkIlIfxvSkpK5KA+NzcXk8l0XkpStFpt2O2K6xKqcikuLpYDNZHqJI5PqF8ASYSVlJTg8XjkrLkYpIlloqO9evVqkpOTadiw4Tn/jaeC/v3707hxY+bOnUtZWRljx45l/fr1bN68mZdeeonWrVszceJEduzYQVpamiyxENGwojwOfjfNFJHpHo9HEnTCM6I6mM3mSuc7FBqNBpPJRE5OTo0koYq/BoR/UiAQwO12M2XKFG677Tbq1KnDJ598QsuWLYEKtVd+fv5pbXvJkiV8++23jB49mn79+kmT6ZKSEqKjo6UJularJSUlhdjYWKCCPLTZbGHv36rtw8WO83G84bYprqdQrYg2IrTtDS0TqlWrliTChFGvKBHNzs7GaDQSFRVFbGysfKe5XC6cTqcs2wWkOs/tdkvDd6PRKInksrIyWSYljuHw4cNkZWWRk5PDjz/+yH333cfs2bMZPHgw27Zt48EHH/xDyiPz8/NrvNctFgsdOnRgyZIlsnwLfj+vXq/3Qh2qChUqVKhQ8ZeEqoj5C6KqikN0UkXnNSIi4oTSGIfDgc/nk6UegrCIjIzk4MGDTJw4kWXLltGkSRO++OILGjVqdEF/0+bNm1m6dCnDhg2jfv36HD16FKiQWrtcLkpLS2VktugwirQko9FIQUEBwWCQjIwMOZBPSkq6oL+h6nWpqsoQyhYRqyo8bdxuN2azudLgIxAI4PP5sNvtkvwRBIbJZOLnn3+mU6dOf1h5jV6v56uvvqKkpIS6desCnNBxv+2222jfvj2vvvoq//znP7FYLNStW1eaVwolTKh/gzhXosygJkWLUD+Fm6WvLu5dxV8TQqGwf/9+xo8fz8KFC7n11luZM2cOubm5BINBPvzwQyZMmIDP56NNmzbMnDnzlLb9/PPP07BhQ/7xj3+g0WhITEzkyJEjHD16FK/XS3JyMiUlJTKeOCUlBb1ej9/vp6ioiGAwSHx8fCXfKvjzqbbOx/GG22Z1areqnmih8dM2m01GSQufLbPZTG5uLpmZmURHRxMXF4fBYJDvSpGoF0oCCePgyMhIHA6HNOYtKCjA7XbL75pMJuLi4igpKSEpKYm8vDzeffddPvvsM1q3bs2SJUto0qTJH+a3snr1ah599FGMRiPLly+vVJIUittvv53Fixezfv16br755krvLzXGWoUKFSpUqDg7qIqYvxFE51XUtAtzwWAwiN1up27dulgsFpkIoSgKWVlZvPDCCyxbtox+/fqxatWqC07CADJ1QhBIZrMZk8lEvXr1SExMxG63o9frpaIkLy8PqJjVE7OUYhCUmppaKeL7j4IgZkLLEBwOB1arlWAwiN/vJzMzk0OHDuFyuSqZ/JaUlJCVlSW9XMxmsyxLGj9+PPn5+fTt2/ecH7PP52Pz5s3MmDGDIUOG0LZtW958881qv+twOCQJE+73T5kyBUVR+Ne//oVer5fKn5ycHOl14PF4yMjIIDs7u1r1UNVyklDCStzz1c3Sx8XFyZlyFX9tHD9+nDFjxnD99dezaNEiRo8ezaeffkp0dDSZmZn079+fsWPH0rx5c+rUqUNubu4pbTcrK4tff/2Vtm3bkpeXJ41b69atS+3atYmKiiImJoaEhATi4+MlSRDa/rpcLvLy8k5QGQjV15/FTDq0PTvf2xRqt+pSk8Q5rKqSEWmBoe+/mJgYWRbmcDgIBoMUFRXh8Xgwm83S+yWUCBIKS1E2ZTKZiIiIkO1d7dq1sVgsREVFSZ+rpUuX8tlnnzFu3Di++eYbmjdvfs7O0ekgEAgwefJkevfuTVFREVlZWYwcOTKs70vHjh3RaDT89NNPxMfHS9K/qvpIhQoVKlSoUHH6UBUxf3GEpu2IVInQzmtobb3X66VOnTpERUXh9/v56quvGD9+PAUFBcyaNYsePXrIevoLjQYNGtC0aVMWLlzIXXfdJU15y8vLSUhIwGAwyJSdsrIyysvL8Xg8sgQFkGU8NpvtjAYLv3VWz0vvU3jCiOslvHpEBHdkZKQspwoGg8TExAAVNf9+v5/8/HzcbjebNm1i6tSpPPTQQ1x33XVnfVyBQIAlS5awfv16Nm3axPbt2ykvLwegdu3axMfHM2nSJDQaDY899thpb79+/fqkpaXRr18/0tLSGDNmTLWkSagJZm5uLnFxcVJV4PV6pX9D1WhwIGySilarVZUwf3Fs27aNV155hfnz52MwGBg4cCBPPvkkl1xyCYqikJ6ezuOPP04wGGTcuHHce++93HTTTVx++eWntH3hxXTNNdeQmppKfHw8Op2OxMRE2RYVFBQQHx9PVFSUJBf9fj8AqamplXyrVJXByaEoSrUeJaEKmOoglJ7ij1arlW1ZUVERUVFRUtUi2gvRFvt8PvlZnTp18Pl8OJ1ODh06RGxsLElJSbLMLCcnR6oYrVYrGRkZpKWl0a1bN55++uk/TKWYk5NDv379+P777+nZsycTJkzg448/5tlnn2XWrFn06dPnhHUcDgfNmjVj48aNJ0R01+QRo0KFChUqVKg4OVQi5i+AmkwSxSyhGMALI0JBvADSHFYkKsyZM4f//ve/bN26lQYNGrB48WKaNWsmjVFPhrKyMjZt2gRUDKBFAoXBYJCx0kLhcjoYO3Ysd911F//73/94+eWXyc/Pp7y8XKYJiZId4ccgUjBEdPXZ4jeC4LwwUaKTL5QwWq1WKn7i4uJk2ZHH4yErK0teb7fbTX5+Pn6/n8jISF5++WViYmL4z3/+c9bHtGPHDkaOHMmWrlOgBQAAIABJREFULVuIjIykefPmDB48mMsuu4wbb7yRxMREAoEAI0aMYOLEiZjNZvr373/a+7n77rv59ttveffdd2nVqhX33nuvPBfBYJCoqCjsdjt+vx+Xy8WRI0ew2+2y9KzqrHhoNHi4JBUVf21s3LiR//znPyxatIioqChGjBjBE088QXJyMlARfz5kyBA+//xzrrnmGiZOnEi9evUoLCwkOzv7lL2VfvjhByIiImjbti02m036i2i1WuLj4yUp6PV6pYpAKLSCwaBUddSUdKOiMjweD9nZ2cTHx6PX6yUhIMozqz7roWl14vwD0ow3NjaWgoIC+Q6x2+1SRSnaEvGOFGWtwWAQk8kkDYDFcYj3bWFhIfHx8QQCAQYMGEBCQgIzZsw4p+2QoijMnDmTl156ifr169O9e3e6detWrQrx+++/p2/fvhQUFPDaa6/Rq1cvNBoNffv25dtvv2X8+PFce+211ZYotWvXjmnTpkmVkLinIXzinIpzg5SUlBrvmZSUlEopbypUqFCh4s8FlYj5g1FTFGRNMabBYFAu83g8uFwuFEWplMYjJNNWq5WIiAjpk+D1eqUXSUREBEajEZfLxfTp0/nss8/Iy8ujcePGTJ48mZ49e2I2mykoKODo0aNhZxszMjKIiIhgxYoVfPDBB2RmZob9XVqtlqeeeorbb78dqCA4wilt/H6/3Gf79u255557eOutt2jTpo1MrzCZTLjdbinlF+oYl8slS5lOJXLzZPiNLDmps2t1+wq3/0AgQF5eHg6Ho5I3gTh+vV6PxWLB7XZLdY/VasXtdlNeXi69YsrKyvj4449Zv3497777LpGRkeTk5IRNyMjNzQ1LTpWWlvL6668ze/ZsoqOjGTt2LLfccoskN7Kzs/F4PBw4cACAxx57DKfTydixY3G5XDz++OPVbtflckklT1U888wzbNiwgaeffpqmTZvK1BDh57B3714uvfRSSkpKKC0tpbCwEJvNJmO7xUArIiJCfg5IQ+NwONP7QiV2Ljxqulbi+QgGg4wdO5YpU6YQExPD6NGjGTx4MIcOHWL//v3s37+f7777jsmTJ1NSUsKQIUO4+eab5QBz8+bNACQlJZGbm4vX6w0bXw0VipiWLVtKDydh/CzUeXFxcfh8PkwmE+Xl5dI8NjIyEqfTid/vl8QCQHJy8kk9VtR7rwLiXZaYmFhJEVdVpSHIkVATXeE7FR0dTVlZGV6vl5ycHKkwFORNqJrOZDKhKAoREREUFBTg9/upV6+ebIPLy8sxGo1YrVZpLP7000+zb98+li5disVikWbyQI1Jg0KhEw67du1i3LhxfP3117Ro0QKfz8fYsWMZO3Ysl1xyCV26dKFjx440atSI9957jylTplC3bl2mTJnCVVddVWnw/vjjj7Np0yaGDBnCqlWrTnjHX3fddbzxxhusXr2a5s2bU1xcTHR0tDwfKs4fTkayqG2BChUqVPy5oRIxfwGIxAa/3y9JmNDoYzFTB0gvkqKiInQ6Hbt37+b999/nm2++IRAI0L59e4YMGcJNN910wktep9NVG1scCAT46quvmD9/PkeOHKFx48Y8+uijWK1WysrK5KxieXk5ZWVlLFu2jMmTJ9OyZUuaNm2KTqcLm75UXl5eiUx4/fXX+e677/j3v//NY489JmNFIyMjsVqt1K1bl7i4OAKBgDSuLS4uxufzyRnUU0F1HZzfPgue0gZOcZt5eXmStEpMTESn00mTXqHuEOvm5uZiNBrx+/3odDo5qPP5fHzxxRe8/vrrtG3blgceeEASEOFipl0uV7WDgPXr1zN69GgOHDhAt27dePLJJ7Hb7ZW+o9PpThgkTJo0iSeffJLJkyeTmprKHXfcccK2w90/ADabjblz53LDDTfwr3/9i9dee41AIIDX62X79u0cOHAARVFo2bIlPp+P6OhoFEWR0eqinEmkhAnU5FmhdmL/WigtLWXo0KF8/PHH9O/fn5dfflm2K/v378fj8ZCWlsbKlStp2LAho0aNIjU1lZKSElmilpOTA8D1119PYmIiwWAwrKm31+tl06ZNdOvWjfz8fAKBACUlJcTHx0tlRuiz4nQ6ycrKolatWuj1ejweDx6Ph8TERLl/s9ms3pcnQWRkJMnJyZKAhd+fZa1WGzbaWpQtQkW5ooiy9vv9xMbGEhMTQ1FRETExMZJo0el08p2h0WjkNY2NjSU/P5/IyEiysrLYtm0bTZs2pVatWsTHxxMMBvnggw+YN28eo0ePpl27dif8DoPBEPZ9FLrfqvj5558ZMGAAOTk5DB8+XKYuZWVl8e233/Lll1/yzjvvMH36dGw2G0VFRdx6661MmDCBnJycE4i+yMhIxo0bx9ChQ3n55ZeZNGlSpeU33nijNPUVirJatWr9YWXK5xOpqalkZGSEXZ6SknIBj0aFChUqVPzVoRIxf3IoikJeXp6sbdfr9ZhMJpkOEQwGcTqdlJWVodfriYqKksTHjh076N+/P0ajkUGDBvHII4/gcDjCztJVRTAYZMWKFUydOlUqFiZOnFgtiWOz2eS/O3bsyJ133smIESP4v//7v9Pq0MXGxpKWlsY999zDDz/8wJAhQ4iIiMDtdsu0HahI7bFarWRnZ+N0OuVM6cXgCRJaYy9m26saxorSBq/Xi8FgwO12EwwGKSsrIxAIyBl3o9HImjVrmDRpEjfccAMfffTRGQ3kioqKmDBhAvPmzaNu3bq8/fbbtG7d+pTXNxqNvPrqqwwbNowRI0ZgNpvp3LnzaR1D48aNeeONNxg8eDDp6emMHDkSnU5H7dq1CQaDpKSkkJ+fL1NKDAaDLC/Q6XSVBlyi1EPc72eLmsr/VPxxEM9Sfn4+ffr0YfXq1bzwwgs8+eSTla7Tr7/+ysSJE8nJyeHBBx/kgQceqHagu3v3bux2+ym1E5s3b6asrIxmzZqh1+ulZ1F2djbR0dE4HI5Kvi8iIll8T5if/hWNT0OflzP9beG8SMQ5E94tJ/PVEd8PBAKVCK/S0lK8Xi8lJSVYrVb8fj9lZWUcO3aM2rVrS+Nwv99PaWlppXYFkN5cYhtOp5Po6GgiIyM5cuQIEyZMoFWrVowZM+aMfn9152P69Om8/PLLJCQk8N5773HVVVfJ5UlJSfTq1Ytbb70Vi8XCqlWrWL16NTfccAP33XcfGo1GEo1V0apVK3r37s2sWbP45z//SZcuXeSyyMhIrr32WtauXcuwYcOkEfFfERkZGarKR4UKFSpUXDD8tXp/f0OUlJRQVlaGVqslNjZWKl6CwaDsaPr9fvlHxHWuX7+e/v37U6tWLbZu3cqrr75KgwYNTmmfiqLwzTff0L17d4YNG0YwGOSZZ57hgw8+oE2bNicdqNrtdqZMmUJOTg7PPvvsaXd8unbtSq9evZgzZw4HDhzA5/NhtVpliVZeXp6s4Y+MjOTSSy8lNTX1hBKD0HSdCwGxP4/HI9M99Hq9VMJUhRhAlJaWSpKtdu3a2O12GjduTFJSEkuWLGHMmDF06NCBRYsWVSK8ThWbNm2iffv2fPTRRwwePJiVK1eeFgkjYDKZeOWVV2jWrBlDhw7lnXfeoaio6LS20adPH3r16kVaWhq9e/dm586dlJaWYjQaOXr0qCwXEbO6ojwBfj+/LpeLgwcPcvDgwXPmvVFSUhI2fUnFH4fi4mLmzJlDp06dWLduHTNmzOBf//qXbIOKiooYPXq0JGbeeOMN+vXrF1ZtsHXrVi6//PJTIttWrVoFVJhWR0dH06BBAxl5nJ+fz6FDhygsLMTr9eL1esnLy8Pr9cr7WJDFwAVthy4EzsXzUjUFqSoEORJa7lMTtFotVqsVq9VKaWmp9IoRZTZmsxm/309hYaG8Vi6XC6fTSXZ2NsFgEKvVKlP7BKFmt9tJSEhAr9eTnZ3N4sWLGTx4MFqtllmzZp2TiGqXy8UDDzzAiy++SOfOnfnwww8rkTBV4XA4ZBlv7969T+l+fuSRR7jyyisZPnw4x48fr7SsTZs2bNmyBaPRSGJiYiVi7Lf7Vu1LqlChQoUKFacJ9eX5J4SYbRT+KH6/H6PRiM/nIzc394QOo81mo06dOhiNRo4fP85zzz3HfffdR0REBJ988km1Bn3hsGXLFnr37s1DDz2Ex+Ph9ddfZ9myZdx0002nNfPZrFkzRo4cyTfffMOKFStO+xyMGzcOv9/PN998Q3l5uTS+hIryglBCJiIigsTERDnDKXCyjv65htgfIGXxpzIAM5lMJCQkUK9ePWl47HK5MBgMTJkyhVatWvHxxx+f1FuiOvz88888+OCDREZG8vnnnzNmzJizSm6JjIwkPT2d1q1bM378eJo0acI//vEPHn74YaZPn87y5cs5evRoWPJNo9Ewffp0xo0bx+HDh+ncuTMvvPACfr9fkkwGg0GWIJnNZvLz8ykoKCA/Px+Xy1WJ7MrOzpa+HWcDYTB9JudYxblHfn4+L730Ek2aNGHIkCGUlpaycOFC7rvvPqCiXHLWrFk0b96cadOm0aVLF2bMmEGTJk3CbnPlypVs376d9u3bn3T/X331FZMmTaJz587Ur19fpiMJoruwsJCioiKZiGQ2m0lMTCQ1NZXU1FQSExPlcxbaDgUCgXN2z15oKIqCx+NBUZRz8rxUF1EdOtFQ3XLxHY/HQyAQqNS+hhLvYl3RjghfLuHJJUqWhAmvgM/nY8eOHVLpFBUVhcvlwmQy8fXXX9OjRw/uuusunE4ns2fPpl69emf8+6HiPv7+++/p3r07X3/9NRMnTmTWrFlhS3nPBkajkRkzZlBaWsqAAQMqEVytWrVCURR27NhRrQcP58nEXoUKFSpUqPgrQy1N+hMi1AMGqGRsKhQCcXFxUg0gPGJWrVrF008/TVZWFo8++ij//ve/TzlNaN++fTz//POsXLkSh8PBiy++yL333hvWDPZU8OCDD7JixQomT55Mjx49TijPqQnJycnYbDY8Ho9MiRBGrh6Ph4KCAqBiAC2MGcX5iIyMxOv1ykhkYex6viCIM2E8K6T2giyAmtMnxExuqDS+qKiIlStXcvToUSZOnBjWe6Um/Pzzz/Tp04e4uDjmz58f1gvjdGG325k7dy6bN29mzZo1bN++nR07drB8+XJJwNjtdtq0acOkSZNOUCpFRkby1FNPMXjwYF544QXeeecdVq1axbBhw2jVqhVGo1FGkwsD6ujoaJKSkigtLcXv9xMVFYXT6SQjIwOLxSK9Dc4UGo3mLyvH/7PhyJEjdOzYkd27d9O5c2dmzJjBjTfeiF6vJxgM8sUXXzBhwgS2bt1K69atWbhwoYwpDoeSkhJeeuklGjZsyIMPPljjdzdv3sx9991H48aNSU9Pl6bawhg9OjqaQCBAREQEFotFDlzDDZ7FQN9kMpGRkSHbrouhjPJ0IFQw8LtX09mU8QlFYCiEsXFiYiJWq7XaZ1IQW6KcUxyPz+c74fhC4XQ62bt3Lw6Hg8TERGw2mzS5dzgceDwetmzZwrFjx8jLy+Oyyy5Dr9ezdetWJk+ezNq1a2nUqBHp6en07NkTo9F4ymqdUCiKwq+//sqyZcv47LPPyMrKIjo6mrlz53LLLbec9vZOB5dddhlvvfUW/fv357nnnuPVV18F4MorrwQq1JOhZUsg798/H3OoQoUKFSpU/MFQiZiLFIFAAKfTSVxcXKWyFUVRZKSvmG0UyRt6vb6SNN7tdgMVnddx48axYMECrrzySubNm8e11157SseRk5PDq6++Snp6Okajkccff5yBAweekzhonU7HuHHj6NmzJ//+97+ZPn36Ka+r0Who2LAhx44dQ6vV4na7KSsrw2KxoNPpsNlsuFwutFqt/FuYGgtTTTELKnwGqvMjOBN4PJ5KXiJigBI6KIPfB2BVZ3xDj0PMAIvjq0rEJCQkcNttt532MW7ZsoVBgwadcxImFFdffTVXX321/H9WVhY5OTls27aNrVu38vHHH/PLL7+Qnp5ebVxwdHQ0U6ZMoVevXgwdOpRnnnmGu+66i1GjRkmyTZhjCi8KkTx1ySWXVDLUhBN9XlTflz8f9u/fT/v27cnPz+fbb7+lTZs2QMUgOj09nbS0NPbt20dqaioffPABd9xxBxqNhg0bNtS43bfeeovjx48zf/78GsnlQ4cOcccddxATE8Ps2bPR6/XYbDZKS0tleajw4xKeMBDe7wR+Jxw8Hg8Gg4GYmBhiY2NPaEcudojn7GxVY6Ft3um0xaGKF2HgHuohIwj3cIo/4dllt9txuVzShyY3N1e+V61WK3FxcTgcDvbt28f06dP55JNPSExMZNq0aQwYMOCMS5F2797NggULWLBgAQcOHMBgMNC+fXvuuOMOOnbseMGI4G7dujFo0CD++9//8vjjj1O3bl1Zerd+/XrpmRMaG85ZmNirUKFChQoVf1f8qYgYTUWPtDtwHDiqKEr4jOSLCCeLqK4OTqeT48ePU1JSQkpKihw45ubmyg6hWNfn80lCwm63o9frKSsrIxgMsnbtWkaOHInP5+O5555j2LBh5ObmnlADLpCRkUFkZCQul4uPPvqIjz76iLKyMrp37067du1ISkpi165dJ6y3Z8+eGgcwNfnP9OjRg08++YS2bdvKgZWAiNiuDikpKXz//fcUFxfjcrkwGo0oioLNZkOn05GYmEhERAROpxOPxyNr/uPi4tDr9XLQJEgOMVt6NoOfYDBYaTuhf1ddFhqtLK6lx+MhJyeHhIQELBaLPC5xHhRFkXGpS5Ys4dFHHyUQCFRbypCdnV3tudu8eTMDBw4kNjaWCRMm4HK5KimsoGLAGw6FhYVh48lLS0vDGkKKqNnmzZvTvHlzrr32WsaOHUunTp145pln6N+/f7Xrpaamsnr1aqZOncrEiRNZuXIlM2fOpEmTJgSDQQwGA16vF61WW+mcm0wmbDabTKESzw5UzIhXncFX8cejprZy3rx5jBgxgvLycqZOnYrRaOTLL79kwYIFzJs3D4/HQ+3atbn//vtp2rQp2dnZvPPOOwA1Eo3Hjh1j5syZ9OjRg6ZNm+Lz+eSy0Mhjp9NJ9+7dKS0tZdq0aWi1Wo4ePQr8Psi3Wq0YjUaKiopwOBwoioLL5aqkzghHVJjNZmJjY09oj/4s92ZV1djJ3nvh2tjQ5zIyMhJFUfB6vbItS0xMlJ+HQkRQizJVMVmhKAput1t6hgGyDRXXTZjbJyYmUl5ezp49e9DpdNSrV4/s7GxiYmKIjo7mkksuISkpSU5OGAwGnnjiCYYPH47Vaj3BE8fpdIYlfrKysoiMjOT777/nv//9Lz/99BNarZbrrruO7t2707FjR1luK+4zgar/D0VoEl9VFBYWhlUHlpWVSWVl9+7d+e9//8u7777LoEGD0Gq1NG/enM2bN0ufrri4uPNSIqVChQoVKlT8XfCnImKA8YAGyAJqazSaRYqirPuDj+msUV2HNCYmBqfTiVarxev1yoFjaN26RqORde0REREkJCTIEpjc3FxmzpzJtGnTuOKKK5g1axaXXnqp3H64JBmXy8WCBQuYM2cOLpeLW265hSFDhpCSksLPP/8clmzJzc2lVq1aYX9jTR22u+++m19++YWJEyfSrl27St/1+XxhiZjGjRvzf//3fxw7dgyz2YzT6aRevXqYTCaioqJkJ9tisVBSUkJMTIz8XJgci4FDqDrlbOX0whshdDtiACCUOeGUGMFgUJJK4njEuj6fj7y8PPR6PQsXLiQYDDJw4MCw58dsNp+w7Oeff+bhhx8mJiaG6dOnk5CQUO26NZU6uVyusNc6JycnbEe/sLCw0oC4cePGTJs2jRdffJGxY8fidrsZPnx4teffbDbzzDPP0LNnT3r06METTzzBypUrZZS10WgkEAhI9ZNIpxH+Dx6P5wTPB/G3GKxVvSZ/FiXC3wE//fQTQ4cOxWAwMG3aNGw2G1OmTOGLL77A6/VSr149br/9dklaVyUWqxK8AoqiMGXKFKxWK5MnTz7BL0v4cAWDQfr168fhw4eZMGEC0dHR6HQ6qcQSigmv14uiKBQXF0tlhjB6tdlsNbYvoURGKKF4Md+Hp3Nsoc9YVYQqhiIiImQamkajkcSMUAhGR0fLz0NVM2azmfj4eFwuF8XFxdIHRhh4A1LJGVqmBMhSx9DJDREJrdFopLrpk08+YcyYMRQVFdGnTx9Z3hvuvajVaqtVyASDQb777js++OADtm3bRmJiIs888wzdu3cnISFBlkiFQ01lvEePHg17XXQ6Xdi22+l0yndm/fr1adWqFYsXL2bYsGHodDquvvpqFixYQFlZmTxPF/O9qUKFChUqVFzs+NMQMb+pYYLAHEVRdms0GgPwmkaj8SiK8stJ1h0EDALO2jzvfEB0QiMiIqTkt7y8XKpbhKlrREQEdrsds9lcyYgwMzMTr9crlR86nY5XXnmF+fPn07VrV95+++2TlhJ5vV7mzp3LtGnTKCoq4sYbb+SRRx7h8ssvP++/32Aw8J///Id77rmHSZMmMW7cuFNaL5RY0uv1FBYWUlpaSoMGDdDr9SQkJEh/GLvdjs/nk5GxVU0Yq/MjOFVUvb/CbUcMtDweD4WFhbjdbhISEk7ozJaWlpKbm0tZWRlJSUmy9AoqCBKv18unn37KLbfcQmpq6ikfZ6gnzLhx48KSMBcScXFxvP7667z++uu89tpr7Nq1i8mTJ4dVDVx22WWkp6dz88038/TTT/Pvf/8bqLj+QokjSsBCr0Mo+SIGbqED31P167nQuNjbrguB1atX061bNywWC1OnTgVg0KBB5OTk0KFDB3r37s369eux2+14PB42btxIRkYGV155Jc2aNasxvnz58uVs3ryZqVOn1mhanpaWxjfffMPo0aO54oorKC0txeVyUV5ejtlslvecz+cjMzOTkpIS6UtzJjHVWq32nJR/1oQLfW9VVbqEki+hCiBApiGFttPCr0WUIAkfGHF+hZcWUEnVJNqS0PY+dJui3NNut1NeXo7f76d+/fr4fD70ej0mkwmr1crw4cOZO3cu1157LW+//TZNmzYFqHTcJ4Pf7+fzzz8nLS2N3bt3U69ePV5++WV69OgRllD/o3DnnXfy1FNPsWHDBlq3bk2LFi0A2L59O23atFGNy1WoUKFChYqzxJ+GiFEURdFoND8BV2s0miOKopRoNJqngMc1Gk2WoijZNaw7A5gBcM0115xeVvIFgChHCe3YhA4cvV4vhYWF6PV62en0eDxSbm2322UZxsGDBxkwYADffvstTzzxBM8++2yNnf+8vDwWLlzIe++9R25uLi1atOCxxx6TncwLhWbNmtGvXz9mzZpFt27duO666066jiBiDh06RMeOHTGbzdjtdnQ6nZyddrvdZGdny3MGlU0wQw1wT2egFIrTvb8iIyNxu934/X5KSkoqDfyFz4TJZJIknDAhFbOQP/zwA0eOHGHSpEmnfIy//PJLJWPe/Pz80/2Z5w1Go5Enn3ySf/zjH7z88sscPHiQefPmhZ0RbtmyJS+99BKjR4+mRYsWDBo0SA6K/X4/tWvXxmw2y4GeuK41ESznyt/iXONib7vONYQ/iFCaLFiwgD59+pCSksKECRNwOp0888wzlJWV8e6779K4cWOg4plYs2YN69evp7y8nNjYWJYvX84PP/xA165dq91Xfn4+b775Jk2aNKFfv35hj2n79u2MGTOGrl270rNnTxwOh3w2RYSy8IDy+/243W7pERMMBiVJUJNPzB+BC31vVX3GQsmXUBVMqMIFfifJxb3h9/uJjo6W8dHiGRcIJbD8fj8+n+8EZVGoL4/T6ZRtq1CEJCUlEQgEOHbsGF6vl9tvv50dO3bw5JNPMnbs2DMyqV+1ahXPPfccGRkZXH755YwfP5677rrrnMRbh8PZKFduueUWoqOjWbhwIa1bt5Z+X7/++mtYhZkKFSpUqFCh4tTxpyFifsMh4GaglkajOawoSplGo1kPnHne7h8MUb/u9/ul7Fp01EXn0Ww2SzPa3Nxc4uPjZYexvLycY8eOYTQaMRqNpKWl8d133/H2229z77331rjvHTt2cP/991NUVMT1119PWlqaNIr8IzBixAg+/PBDVqxYcUpEzPz58wFwOBzYbDaZcpGXlwdUdO7FLKNer+fYsWMyMSl0FjM7u4LDS05OviBqCI1GI8vIqg78o6KiqFWrllTylJaWynQnt9uN2Wxm9+7dALRt2/aU9ldaWsqIESOw2WzSmPdiImKg4pwMHjyYSy+9lL59+/Lhhx8ybNiwsN9/7LHHWLp0KTNmzOCBBx7AZDKRl5dHcXExRUVFREREyIFbdSSMGBSL86+a9l4cEIlwe/fu5cUXX+Tzzz+nZcuWzJ8/n9GjR7NgwQIcDgfTpk2jfv36ldbdsmUL5eXl9OzZk4YNG0q1y969e0/Yz/Hjxxk+fDglJSWMGjUqLDGya9cuunXrhs1m4+GHH5ZlKnFxcTidThk7/VuEL0lJSURGRhIZGUlUVJQkg0UJqSBq4uLipJ+IxWL5W9x3oQo0RVFOmGwQKpjqEo2ggrgR5YXiO4LYCvddsV34XekWSoiZzWYSEhIoLCzk4MGDMno7KSlJesq88cYb7Nu3j8WLF9OhQ4cz/v3p6enk5eUxc+ZMOnXqRFZW1nkjYRRFYc2aNcydOxeTyUSrVq1o3bo1MTExp7wNk8lE+/btWblyJcFgkMTERGJjY9m5cydFRUUA5121pUKFChUqVPyVcVETMRqNpi4VprwKgKIov2g0mnigLbBNo9FkAznAqWuD/2BU9aIQHUUxwxaSQiCh1WqJj4+XZqNerxe9Xo/H46G8vFwa0X7//ffMmzeP4cOHn5SEOXDgAH379iUyMpJ58+bJmeXqBi0XCsKssqq/Q3WYO3cub775Jg888AC33XYbTqdTlu8cO3YMh8MhPWESExMJBoOYTKZKUnSTyYRGo5EKmXCmiucD4eKQQ2d/tVoUaXo/AAAgAElEQVStLEMTxxYIBKQHy759+7jqqqtOuq933nmHAwcOkJ6eftbpSKFmwcIkuGoa1NnglltuoVmzZnz55Zc1EjFarZaBAwfSr18/vvnmG6688kpp0Gk0GsnPz8fv90vz06pqhKpk3MVYlvR3RElJCWPHjuX999/HZDLxyiuv0KBBA9q2bcvx48e54447GDx48AkDQI1GQ69evZg7dy7Lly8nNzeXLVu2kJKSQrt27Sp9d8+ePTzxxBOUl5eTlpZWbWIXwLZt2+jWrRt6vZ5p06ZRp04dtFqtNM/OzMykuLiYQCCAXq/HYrFgtVqlaWuoEkav1+NwOMjLy8Pv9+N0OmU7dzZlkX9mhP7u6hLkoHISElCpral63gR5HeoHJdr4UMJbPPtimwIFBQUYjUZ0Op1sDxwOB8uXL6ddu3ZnRcJAhe/KmjVr6Nix43lVROXl5fHBBx+wdetWLrvsMsxmM4sXL2bRokUkJCTQtWtXOnToQIMGDU5KALZo0YKFCxdy6NAhGjduTFxcnFSYXmzqQRUqVKhQoeLPhouSiPnND2YMsFVRlCOhyxRF+Uqj0TSkQgXTFvgcKLzwR3lmqJrUElqrLvxhxKDRZDJJfwNBxggvmSNHjlBQUIDVaqVhw4Z4PB4GDhzIZZddxrhx42Q6THU4fvy4lOLPnj37hJnlPxJWq/WkRMzatWt54oknaNeuHc899xxOp5OioiJcLhfx8fGyREmc26peBEKK7vP5iIqKOufJD2cai1yVLBCDjEAgIAcTbrdb+vbs2LHjpETMwYMHmTZtGt26dTtlBU0osrKymDp1KgUFBfj9/mrTmWJjY7n++utp3br1OZnZ79ixI6+99hqZmZlhjX8BunbtSmRkJF9//TUtWrTAarVWijL3+/2VzHqFL4+4R6ByKZI6sPjjUF5ezttvv82LL75IQUEBAwYM4JFHHmH8+PGMHj2aq666ihdeeIEmTZqgKAqbN2+mqKioEskSHx/P/fffz5w5c1i9ejV16tTh7rvvrlRGsm3bNoYPH47FYuGtt97ikksuqfZ4fv31V7p164bJZGLp0qXEx8dTVlbGkSNHJJEbDAapXbu2VMMIksDtduNyuaSaEX5v3x0OB6WlpZUSfP6u953f7ycvL0+Weon2ObR0SyQheTweoqKiZAJadeSV1+slNzdXKktNJhNOp5O4uDhJ0lsslkrvBeErZTQaiYmJISYmhsTERFlytm/fPvbv38/w4cPP+vdefvnl+Hw+MjIyzss7NxAI8OmnnzJz5kx0Oh39+/enQ4cOkjzcsGEDa9eu5YMPPuD9998nNTWVe+65h549e4Ztt5s3bw5UqM26dOkiJ0rOtIxXhQoVKlSoUPE7LkoiBpgI7FAU5XONRmMEEoGyEB+Y44qiuDUaza9CLfNnQdXOd+hsnfjb7XaTm5uLw+GoJNsWCgmRzBEMBtFoNPh8Pl5++WUyMjJYsWIFQNgI4ZycHB588EHcbjdjxozh+PHjlaKsd+7cKU0mqyI/P5/i4mL5R6/Xc8UVV6DT6SgoKKC0tDTs77bb7WGXKYoiUyBE3HRWVhaAlEQL7N+/nz59+lC/fn1GjBhBdnY2fr8fj8cjS3hEJ1FRFBl9Ksgvk8kkTWrNZnPYiNWzIRSqmlIKUuZkt2pJSQlFRUXSXLiwsJDY2FgCgYDs9EZERFCnTh3MZjM7duygqKgorBnpwYMHGT16NHq9nn79+nHw4EG5bP/+/TXOwq9Zs4ZAIMCSJUsoLi6mYcOGldRaWq1W7jczM5MVK1awbNkyoqOjueKKK2jUqNEJHi8Gg6HGQacwS23dujWKojBz5kwGDhwIhE9x6ty5M8uXL+f5559Ho9HIkqvk5GTKy8uxWq243W6MRqOMdBe+PKGz76HJSaeSnPV3KCU5G9R0r/t8Pnn+FEVh6dKljB49mr1795KamkrPnj3xer20adMGv99P+/btue6661i9ejVz585l69at8jpfd911tGzZktzcXKDiHrvzzjsJBoPy2RPGuXv27GHEiBHY7XbefPNNEhISZFsXqo7YtGkTd9xxB1arlVmzZhEfH4/H45FJa6L0SKSj5eTkyPj0qiU3oQRqdnY2iYmJshTpzxL9e6av2JoIaUVRKsUsJyQkVGqnQw12hem6eP+JCQvRvgtizGw2y/eIIGHcbrdU8AkVldgOVChevF4vRqMRm82GTqejtLSUmJgYSktL+fLLL4GKMtBwEwT5+flhS3QEgQ1Qu3ZtoILUcDgcZGZmymOviqNHj0ryqDqEtuVQMbnyySefcOzYMVJTU7n55puxWq38+OOP8jtRUVF06tSJtm3bsnfvXnbu3MmkSZNYsGABHTt2pE6dOif8xmAwSFRUFN999x2jRo0iNjaWzMxMqdpUoUKFChUqVJw5LlYiZieQrNFoelKRlFQPuFyj0bwHZAMTNBrNQMAPXPRETGgnVKPRVNtpC5Vgi84j/J6g4/F40Gq11KtXj8jISHQ6HSaTieLiYr7++mvmzp3LsGHDuOGGG4Dqy2wKCgp4+OGHKSwsZNSoUdStW/eETvbWrVuJj48nEAiwb98+MjMzcblcuFyuaomWbdu2ceONNxIbGytnz6pDaMJRVYj0IKjoGB8/frxSoo/NZgMqOrwPPvggOp2ON954g9jYWCwWC+Xl5RQVFWGxWKSxbX5+PjabDavVekJizvkeAIUSa1UVUCdbz+PxUFZWxu7du3G5XNSvX5/ExER5D/l8PgwGA40bN2bnzp1Sel8d1qxZw6ZNmxg1atQJ6Uoi6jUcFEVh06ZNOJ1Obr75ZlJSUuSyHTt2ULduXfn/lJQUysrKOHr0KBkZGaxfv57169eTmJjIjTfeKBU8Op0u7H1QXFwsr7PNZuMf//gHixYtYvjw4eh0urBEzN13383ChQv59ddf6dChgzTutNlsUgkjnh2j0Yher5cDw6pGzdUNBFWcP7hcLvr06cPy5ctp2LAhCxYsYN26dfzyyy+sWrWK2NhY7rzzTjQaDStXrmTTpk0EAgGio6Np3rw5TqeTDRs24HK5aNeuHffff3/YfRmNRp5++mliYmL48ssvK6UECdIG4Mcff6RHjx7ExMQwduxYWdZYXFyMoigkJydLtUSonxdU3EMajQadTif/XR00Gs3fgsirqe3TaDSSNImLizthQiI0Qr5qe63T6eTykpKSSh5fFosFRVEkCSOuVSj5UlRUhMfjkcb3brebyMhIkpOTKSgooKysTJLgS5cupUWLFjWmSlkslrBETFxcnPzt11xzDVBROhsbG0tcXFzYd1FcXFylCYiqEERkMBhk0aJFfPnll0RFRTFo0CCp+qsOP/74I3Xq1KFWrVokJyeza9cuNm3aRHp6Op07d6ZZs2YnrHP55Zezd+9eNBoNDoeDbdu2nVQNczGnvaWmppKRkVHtstD3nAoVKlSoUHG+cVESMYqivK/RaDoBA4F/KYryqUajaQJcoijKJo1G85iiKGV/8GGeU3i9XrKyssjPz8dut2O322XHVJjzikGl8A3Jzs5m8eLFpKWl0bp1axnlWx3cbjd9+/bl0KFD0hS1OiiKwv79+9m8ebOUINtsNlJTUykvLyc1NVX6IGRnZ7Nu3Tq++OILGjVqxNVXXy1NhM8U0dHR0oy2Kh555BEOHz5Meno6l112GTqdDoPBQHFxMSaTieTkZMxms4xGFQj1XRHn73zKqkP9X8SxiNSjmgZgoV5ABoNBkgbVoW7dumzcuDHstgoLC5k2bRpNmjShZ8+ep/0bjh8/ztatW2nYsOEpdU6NRiP169cnKSmJBg0asHPnTrZs2cJnn33GgAEDaiR9qkOvXr147LHH+O6777j55pvDfu+WW27Bbrczb948brnlFqKionA4HNKbo7y8nJKSEpKTk3G5XHIZVDxzoYO4cD4VKs49iouL6dGjBxs2bGDixIkMGTKEYDDI2LFj2bp1K5deeiktWrTg66+/Zv/+/Wi1WmJiYmjcuDGxsbFoNBo5wNu5cyc2m40HHnig2n0dPnyY4cOHYzAYWLJkSdiB4ccff8xDDz1EUlIS06dPx2azkZSUJBUYR48elYayguA9GbEbqgpJTk7+WxF8Jyu90ul0lciGcL5ZAuJcmkwmmYQUGRkptxEaiV1eXo5WqyUxMVFeI6Gm0Wq10jTZ5XLhdDpluyCS7Ox2O3v27OGHH37g+eefPyfnw2KxUKdOnbDvtzPBsmXLWL58Oa1bt+buu+8mKiqK1atXn9K6Go1G+r6sXbuWTz/9FIfDQbdu3Sq9py6//HLmz58v209hhl8TLua0t4yMjDNWealQoUKFChXnEhdNka9Go3lAo9HcI/6vKMoKYC4g6mYuBRr/9u+iC3x45x1msxmLxYLdbic6Opr4+Hg0Gg1arRaLxUJiYiJWq1XGbRYVFTFjxgzefPNNunbtyueffx62w+vz+Rg4cCDbtm1j+vTpNGrUqNrvbd++ndWrV7N69WoMBgPt27fn7rvvplOnTtxwww3Uq1eP1NRUHA4HRqORunXrcuedd9K4cWN27drFuHHj2LFjx1mdh3AeMTt37mTRokXcf//9XHXVVRgMBgwGAz6fj/z8fJkaVVBQQDAYxGg0njCgFjHgubm5lWTt57NTJq6h2+2WKSkCVfcvymZiYmKw2+00atSo0iBPkEt6vZ569epx/PhxmV5RFePGjaOoqIhnn302bOlSOBQXF7NmzRpsNtsppVdVhdVq5brrrqN3794YjUa++OKL05ax33zzzSQkJPDhhx/W+D2j0Uj37t1ZtWoV+/fvp6SkBJ/PJ0tB9u/fT1ZWFtnZ2QSDQXw+n1zXbDaTmJhIYmJiJV8eQdQI4i4QCFQyDFVxdsjJyaFbt25s3LiR2bNn8/jjj+N0OuncuTNbt26ldevWpKSk8Mknn5CVlcUNN9zAI488wmWXXYbD4aiklrj66qupXbs269evZ968eSfsKzMzk+HDhxMMBlmyZAkNGjQ44TvBYJBRo0Zx33330axZMz788EOSkpKIiYnBaDRit9vR6/UUFhZSUFAg1VQ13Q+KouByucjKyqKwsFD6Uf0dlDBw5j5ZNUEobERaVUlJiVTMWK1WuZ+IiAjKy8ulkqmsrEyWHAmvGaG+E8coiBqfzyeNftesWYOiKHTr1u2cHD9UkBrniojZvXs3ixcv5vrrr6dv375nbPgcHx/PrbfeSt26dZkxYwavvPKK9D0CaNSoEcFgkJ9++onY2Fg8Hk+NZcgqLhxSUlKkwq7qn6oqWBUqVKhQcfHhoiFiAA0wSqPR3C4+UBRlERDQaDQdgdbAx799/pebzhCzd3Xq1JGzePD74Fx4wrjdbsrLy9m4cSOffPIJ/fr1Y86cOTXO4r/++uusX7+eKVOm0L59+2q/c/ToUV5//XUCgQBt27ale/fu1K1b96SdaIPBQOvWrencuTNGo5G33nqLFStWnDG5Ec7bZvny5QB06dKFQCCAwWDAZDLJZBxBXsTHxxMdHY1erycvL08OlkIHTsKHRXTsqxIk5xqhfhKhqLp/j8dDdna2nHHU6XSV7gORtBITEyNNbIXHQigUReHDDz+kc+fOsizoVOHz+Rg/fjw+n4+2bdtWMjo9XVgsFjp37kxmZiY//PDDaa1rMBi45557WL16Ndu2bavxuz179sTj8fDzzz9js9nIzc0lKyuLvLw8IiIiSEpKonbt2litVkwmk4wTFjPlwuS3KkSpUmhMsYozx/Hjxxk5ciRXXHEFmzdvZs6cOdxxxx18/fXXtGrVil9//ZUuXbpQUFDAqlWraNCgAQ8//DA33XRTWNWJVquladOm6PV60tPTK7U7R48e5dFHH8Xr9bJ48eKwBPSbb77Ja6+9RocOHRg3bpxUdhUUFMgyo5SUFFq0aEHLli1JSkrC5XKRm5sryzYDgYD8t1BlZGdn43K5qlW2ibb8r0runY+2VbSjcXFxldrTUEJbeM+Ul5djsVioW7cucXFxMqraarVisVjkunFxcSQkJOBwOLBYLCQkJEhlzbp164iPj6+x5PZ0UFRUREZGRlhfmNOBoijMnz+f+Ph4evfufdZkV0REBF26dGHAgAGsW7eOJUuWyGUiVeznn3+Wysbq3jsqLjwOHTok7/uqf8KVX6lQoUKFiosHFxMRswJ4CGij0Wi6h3yeCOiAdxRF+du8WURnXhi4Hj58mJycHPLz89m7dy9paWk0aNCAKVOmoNeHrzBbuHAhM2fOpFevXtx+++3VfkdRFNLT0zGZTNx4443Ur1//tDt2CQkJjB49mpYtW/LZZ5/xv//9r9qEnZqQnZ3NypUrueeee05YFhsbC1R45hgMBjkzrtfrMRqNsuNvtVqJi4vD7/fj8/lkiobX68XtdlcynA1HkJxrCMl91XNadf9CgWEymbBarSdEroqZWr1ez7Fjx9Dr9dWmvoj9nW6ZWCAQYOLEiezcuZM2bdqcYLZ7JmjcuDGNGjVizZo1YUm2cOjfvz+xsbGMHz++RmKvdevWxMXF8cUXX5CVlUVWVhYlJSXExsZSr1496WETGRmJz+fD5XKd0gDRbDZXGviJ8sC/6uD5fCEjI4NHH32UBg0akJaWRo8ePdi4cSNdu3Zl7Nix3HbbbTgcDt59913WrVvH7t27adu2LXfeeScRERE1btvr9fL9998D8NJLL8lnTOzT5/Px5ptvhk0X2759O+PGjeP2229n5MiRMt5++/btHDx4UA5m9Ho9CQkJUgmYnJxMMBgkMzOT7OxsnE4n2dnZZGdny+SfxMREkpOTSUhIOOHZv1Ak8B+F021bT0WdKNo1oVwL9YkR51KQp0VFRURFRREdHS1JvNBnt6SkBJfLRWFhoVTKidLQ6OhoaRifnJx8ThQ9fr+fhx56iIyMDF577bWz3t7Bgwc5duwYHTp0OOtyYAGNRsOdd95JSkoKv/zyi/zcarUSExPDzp07JZl5tspXFSpUqFChQsVF5BGjKEoOkKPRaIqBkb/9nQkYFEVZ9sce3YWBKJ0R5oGi7MTj8chyGp/Px9q1a9m+fTuzZs0Kq1gIBAJMmDCBGTNm0Lp1a8aMGRN2v99//z27d++mf//+Mn3kTGA0GhkwYADJycksXrwYq9XKXXfddcrrL1q0iGAwyN13333CMqEAKS8vrxQ9bDQaMRgM0lwRKsgao9FIaWkpfr9fDoygYuZPDBBO5klwvlF1/2KAodfrpfljKDljs9nk79i/fz9XXHFF2IGqw+GgsPDUU90VRSEtLY2NGzcydOjQc6r+6NSpE4cPH+bzzz/nnnvuqZE4DIXVamXkyJE8++yzLFiwIOy9pNfrue2221i4cCHBYFASgCKdR5SuQWXfCjEAC+cZFBqRGxUVhcfjkeaj4cw5Vfyu4ouMjOTzzz+nV69eBINB+vbty6hRo6hduzaZmZl06dKFtWvX0qdPHxo1asSAAQMwmUz07t2bOnXqnHQ/JSUlrFu3Dp/Px2233SbL6A4cOMDw4cPlPV1dORJAWVkZDz/8MNHR0Tz33HNER0cD4HQ60Wg0JCcnS3m/8PDyer1ccsklWCwWsrKy5GBf+JXA72lJNXnH/Fmjq0+15Oh029aSkhL57quOuKoJ4hyaTCZZ1mowGPD7/VK5ERUVRX5+PoqioNVqMZlM5ObmSmJeURT5rhClrWVlZTWm/Z0OXnrpJVavXs0bb7zBTTfddNbbW7t2LREREWdUOnoyXHnllaxcuVIS/1DhSbZ7926aNGkCwObNm7n11lvP+b5VqFChQoWKvxMuJkUMAIqi7AeeA54BXqAiJemix7mQmhsMBgoKCqSPhV6vx+v1ymhog8FA7dq1WbBgAU2aNAk7MC0sLKR///7MmDGDvn37Mnv2bFkTXxUej4ePPvqIBg0a0KZNmzM+dgGNRsOtt97KP//5T1atWsWGDRtOaT1FUfjss89o0aJFtbXNtWrVApDlAB6PR3b2jUYjCQkJMiUnIiICm81GvXr1sNvtlfw/9Hr9RevVEBUVJaNaXS4Xfr+f3NxciouLKS0tlbPBWq2WLVu2VJtwIXC6RMz//vc/vvrqK3r37n3OO9giNjUzM/Okni9Vceedd9KkSRNeeOGFGiX9d9xxB8XFxezbt4+rrrqK1NRUoqKiyMvL49ChQ/h8PvlsijQrt9tdY4RsVQiFjGrmWzPEeU1PT+fuu++mefPm7Nu3jxkzZtCgQQO++uorWrVqxaZNm5g6dSr5+fmMGTOGTp060bdv31MiYTweD2vXrqW0tJQbbrhBtg+7du3i0UcfRaPR8NZbb4UlYQAmTpzIL7/8wqhRoySZYjQasVgsXHrppVx77bW4XC58Pp80BI+IiKhU2iYUFzqdDqvVKtO3TlaaKby/zqdp+PnA2Sp5QuOmQz8T51OY5Z4OxHvA5/ORl5eHz+dDr9dTVFTEnj172LNnjzRpdzgc8vn3+/0YjUaioqJwu90cPXqUnJwcSkpKMBqNFBYWnhMi5uOPP+bdd9/loYce4r777jvr7Xk8HjZu3Mg111xzztQwobjyyispLS1l79698rM6deqwa9cuYmNjSUpKYuvWred8vypUqFChQsXfDReNIqYK3MA24G1FUc5conEOcbKOdU1RnVXTckJjc81mszRTLSgokCaDYsbR5XKRmpqKy+VCo9Ewd+5c9u3bx7Rp02TiSygOHDjAI488wpEjRxg5ciRdu3Y9oVZ427Ztsuxk6dKluN1u7r33Xvbv38/u3bvD1n8XFxeHJTAEWSAQFxdHfHw86enpHDt2jD59+oQ9d0ajkcOHD7N//36mTJkiY00BeT5EMsbOnTtp0aIFcXFxlJSUYDAYZEKO0+nE7/djs9kk2RKqvjgfBpLVobpt13T/KIqC2+2W/3c6nUCF6sLv96PRaPD7/fj9fqCiLjwrK4tmzZoRDAarVZjExcWxZ8+esLHPq1evlvfprl27+Prrr2natCk2m42lS5fWSDbs37+f48ePV7usvLyco0ePVrssOTmZ999/n4SEBGrXrl1pmdfrDTvoGTp0KI8++iivvvoqTz311AnLg8Eg7dq1w2KxsGzZMm677Ta8Xi8xMTEEAgFJwLhcLjnwDTWE9vv9ZGdn43A4alTrhCpk/u44WXs4Z84cxo8fT8uWLZkxYwZ+v5+9e/cydepUpk+fjtFoJDY2lieffBK/3098fDx79uxh165dYVO6mjRpwqBBg8jOzmbw4MEYDAbeeecdGjVqJNvKJ554ArvdztKlS6lfv75ct6pycOPGjbz66qt07dqVK6+8kry8PJxOJ3FxcZhMJrRaLUePHiU3NxeLxSLbILvdjt/vR6vVkpSUVK0heGgEumhv/gyES7hrGvr+qk7JE64trW571b0nBSkqiKlTITqF6io0QclsNhMfH09cXBxarZaIiAhJVFgsFkpKSuS7NtQg3efzkZmZSUxMDFFRUTJhTxAxiqLU6JWl0WjCluGuWbOGJ598kuuvv57HH39cxk5DhR9auHPudDrDqh2XLl1KWVkZTZs2le+KUKxbty5sO3Xs2DEOHjxY7bIrrriC/Px82TZv2LBBvncTEhIoKCggMzOTxo0bc+DAAfk+UqFChQoVKlScGU7aO9RoND01/8/elYc3Ua3vd5I0e5qmSZOme1kLCLKJuCBwrz8KKiCIAgIqKKhXRMUFEFHUu4BccWcHF6wbXLxX2QUFEWQRUER2KKVL0ixt9j2Z3x/1HJM0SVtABZ33efooSWbmzJmZM+d7z/e9L8MsYhjmY4Zh/sUwzBMMw6T/mo1iWTYIYMbP2TGXBVpSE0+EHGtra2NcXIhtNVndNZlMdPU1Ly8Pdrsdy5cvR69evdC/f/9G+92+fTtGjBgBu91Og4xUsFgsOHjwIHr27Ins7OwWnnFq8Hg8XHvttRAKhdi5c2dCJ6RofPTRRxCLxbj11lsTfp+ZmQmhUAi73Q6RSASbzRaj9UFWOFNZPl+qugwejwcmk4lqqGi1WiogmZGRAZFIhMrKSjidTni9XppllEpEsrkZMR6PBzt37oRer8f111/fYoLK5/PB7/c3S5y5U6dOkEqlWLlyZYv0g7p06YJbb70VixYtQmVlZcLfiMViDBo0CGvXrkV9fT3OnTsHj8eDrKws5OTkQCwW03uDuKRoNBro9XoaiDXHlpVD0/j444/x4osv4uqrr8aKFSsgl8tRW1uLcePGYcGCBVAoFEhPT4fRaKQ21MSSuinU19djypQpcDgceP3116lmxd69ezF48GDodDps2bIlhoSJh9frxfjx46HX6/Hkk08iHA7D4/FQAlwoFMLlcsHlckEgEECv1yM9PR1qtRpZWVnIyMiATCZLSLBEZ01dquPNhSCZ3lUqROu/kPdkNNlC+oyQINF9ShYtojNNQ6EQKioqYLVaUVlZCbvdDo/HQ8W3lUolFAoFhEIhcnNzqVC3XC6HRCKh+yLkzE8//YSamhp4PB66QBGJRFBfXw+VSnXefVVbW4snn3wSGo0Gr7zyygUJn0dj48aN0Ol0yM/PP6/tiQW70+lM6H6Unp6OvLw8HD16lH5GyJljx46hY8eOOHr0KBwOBxWo5sCBAwcOHDi0HCmJGIZhngDQCsA0lmVHsiw7A8BSAI3VVC8yfiZjLhu0ZIIabZsbnVocDAYhFovh9/thNBqp4KBKpUIgEMDnn3+OqqqqGFFKoGGiu2zZMkyaNAl5eXlYs2ZNUnHKaHz99dcQCAS4/vrrE37flEVrUxCLxbjuuuvg9Xrx1ltvJd1XMBjEmjVrcPPNN1OdhngQzQa32w29Xk8DeeJWQjRUiKtDIuFHEgQQ0dVLxXxLKpVS8kUmk1EnH4FAAIlEEkM6RSIRnDhxAgBSXmNCxDR1jjt27EAoFEK/fv1avGrv9/thNpthMplQU1ODurq6mBKgeAiFQowaNQqVlZXYvHlzi45FNI7+/ve/J/3N0DFjjyIAACAASURBVKFDYTKZsHXrVlitVhqcZWVlQaVSISsri2ZPkYw0mUyGrKws6PX6lOLEiQJCDo2xYMECTJo0CX369MGyZcsglUqxY8cO3HLLLfjxxx/xwgsvIBwOw2KxQC6Xo7CwsNmlXoFAAI888ggMBgNefvlldOjQAUDDPTx16lQUFxdj8+bNTZY2zZw5E8ePH8eMGTOgUqmQnZ2N7OxsFBQUQKfTISsrCzqdDq1atUJJSQktSaqvrweAhGRBdEBKvv+txMAvdUQTUvHvSSKknkynieimEdF1AKirq4PNZoPdbkcgEKB9nQrkNzwejwq3Aw2Zg61atYJer0d2djYtZSwvL4fL5Trv0qRAIIDx48fDbrfjzTffvCBCJxqnT5/GqVOn0LNnz2bNNUKhEJxOJ0wmE86dOwe73Y7KykoYjUbU1dVR7bl4tG/fHqdOnaLfESLm+PHjuOKKKyjJrdFoYjJYOXDgwIEDBw7NR1OR1wCWZeexLGsnH/z8/6t+7ayYPzLibXNJkCcSiaBQKBCJROhKH8Mw4PF4OHToEF5//XX069cvJhuGZVnMnTsXc+fORWlpKT766KNGZR+JYDabceTIEfTq1StpGvPp06dx5syZCzpXtVqNzp074/Dhw9i/f3/C3+zbtw82mw2jRo1Kuh+3241gMAiHw4H6+noYjUZEIhGYTCaUl5fD6/XS1Ha32w2DwQCj0RgzyYzWErhUVqpJuRQhYKLvB/LfcDgMjUaDcDiMiooKnDx5kq7MJwP5farVSpvNhtOnT6Nbt27nFSjYbDbw+XxkZmZCLBZTwc0jR46gqqqK2q5Ho2vXrujRowfWr1+P77//vtnHys3NxeTJk7F27VocOHAg4W8GDhwIkUiE1atXUy2IaOHYSCSC2tpaGAwGnDlzhqb1CwQC6HS6lGVJ5J66GNazf0R4PB489NBDmDx5MoYMGYJFixaBx+Nhzpw5GD9+PDQaDd58800sW7YMHo8HWq0WOTk5tFSkKfh8Pqxfvx6nTp3CnDlz0K1bNwANY8e0adPQunVrmimQCsuWLcMbb7yBYcOGoaCggFpPV1dXIxAIUDcdAFTzBQDVL0kkYh2d4Rj9/YXowFzq9tbNcTkiSEVIkVIuIpIbT3aKRCL4/X4EAgHat5mZmcjJyUF+fj7NciMZkU6nE3a7nWpsRe+P7D8tLY2+A3g8HnJzc9GmTRsEg0F67ck2RAC+pVi5ciX27NmDZ599lhKGFwqWZfHhhx8iLS2tWZbaLMvi1KlTqKiogMlkgs/nA5/PpwsWmZmZCIfDCbNiSKYg6Q+SkXrmzBnccccdeOWVVzBnzhz6x4EDBw4cOHBoOZqaIS7+uSTpLwzDFP3891cAt7Ms6/gtGng5oiWTVKBhMkrShEl9eiAQAMMwcLvdeOihh9C/f38oFAosWrQoZts333wTy5cvx9ixY/Haa681e/X122+/hUAgwNVXX53w+1AoRFOPLzRzxGKxQCwWo3379gm/37JlC/Lz89G3b9+k+5g6dSoMBgPuuOMOWK1WVFRUUPIlWkCTgPSpy+VqdC0upZVqslpMAhGn04na2lrYbDYaePD5fEilUlo+07p1a5jN5pQkGQkgU7kfkZX7ltqMExDtBJlMBrVajdzcXKhUKqSnp6O+vh6nTp1CeXl5o/2PHj0ahYWFePvtt1tkaT1x4kQolUosXrw44ffEZel///sfjh07BrlcHmNXbbVaYTQa4fP5qL13orKH2tra8+6TPyNOnDiBXr16YeHChZg6dSpWrVqF6upqjBgxAkuXLsWoUaPwzDPP4PHHH4fL5aL3SXPLWxwOB/bt2weHw4F58+bh2muvBdCghzV9+nQUFhbizTffbNJu/fXXX8eDDz6IQYMGYcqUKdQdJzMzE3q9HhkZGTh79izOnDmDs2fPwul0wmKx0BK/9PR0iEQimv1CxpToDMeLJeR8qZc1taR9qbJFo0u5EpGdRKQ+GAxSzRRCnCqVSuh0OqoPZDabcfbsWRw5cgRGoxFmsxlGo5Huz+fzweVywWazIRQKwW6302ff7XZTcj8zMxPffPMNANB7raU4cuQIVCoVSktLz2v7RNiyZQt27dqFMWPGNOvdFQ6HEQqFoNFo0KFDB7Rr1w5yuRwZGRmQSqUpiWfS14FAAACoTplQKITFYsFXX30V88eBAwcOHDhwaDlSEjEsy/4HDe5FrQHcDuD/AFhZll32G7TtskAi0qWlk2iyQkdqyL1eL0wmEzZt2oSbb74Zb7/9NiZOnIjvvvsOxcXFdLtly5bh9ddfx/DhwzFr1qxmBzYulwuHDx9Gt27dkk7oolcGL8TK2Gq1orq6OmnZkdFoxOHDhzFu3Likq+Pvv/8+3nvvPYwaNQq33HILQqEQFAoFJBIJ5HI50tPTaeYD0EAwFBcXU8vr+GtxPjoHvxaiNRPIdSfaFBKJhJIcAKgT1MiRIwEAGzYkd3UnAWG0BlE80tLSoNPpUF1dfV5tZximUcaRSCRCQUEBOnbsCL1eD5fLhdOnTyMY/KXSUCKRYOLEiRAIBFi1alWziT65XI5x48Zh/fr1jQSoCWbMmIGSkhI89dRTqKurg9vthlQqhVgshlgshlarRWFhIVq1agU+n09JMAKr1ZpQL4boylwK5N2lhAMHDqBPnz4wm83YtGkT5s2bh3feeQdDhgxBdXU1Fi5ciGuvvRb33XcfMjIysHr16haRFbW1tdi/fz94PB5uueUWXHfddQAartPUqVMhEokwf/78lFbRQIND0uOPP45hw4Zh3LhxVAOGWJyXlJRAIBAgGAxSEXCSZREMBqmbj9vtRnl5OSUMSJAf7Zh0MbJYfk+yuDkLCRerfUQAO1Gpl91up7pfJDMm+jck000ul0Mmk9EMmLS0NEilUpohQ66HUCgEwzDIyMhAeno6zQKsra3FyZMnUV5ejvr6etTV1WH9+vXIzc1N6UyXChUVFUlFp88HBoMBixYtQufOnXHbbbc1axsy5kql0oTvVtIviTK2yO8JIe33+xGJRKBQKPDFF1/gs88+Q21tLaxWK6etxYEDBw4cOJwnmsyZZlm2HMC+n0uUlrIs2/x6gj8BEpEuySap0VoC0ZN1m80Gh8NBA0eDwYClS5dizpw5yM7OxjfffIPXX389phTlww8/xNy5c3HTTTfhn//8Z4vS3w8dOgSWZZNmwwCgZVEAzrscg2VZHDp0CCKRCIMGDUr4my+//BJ8Ph9jxoxJ+P3x48fxyCOPoE+fPpg+fTrC4TCUSiXatGkDuVwOl8tFV/eI3g4pCSACjeRatDRT6bcAwzCQSqXwer00gNBqtVTPhFxXj8cDpVKJwsJCtG/fHm3btr1gIgZoKPkxm80J09Ob0/Zkfcnn85GVlYXi4mIEAgGcOnUqpkxKqVTi5ptvxpEjR/DDDz80+5jjx48Hn8/HsmWJuWCRSITFixejsrISjzzyCNWwqaiogMPhgEwmQyAQgFQqhUwmo1kOJDNGrVYn1Ish2jdN9eefCdu3b0f//v0hkUiwY8cOdO/eHSNGjMD999+Pbt264fPPP8dPP/2Ehx9+GJ07d8bq1aubHZyyLIvy8nIcPnwYCoUCV111FS0T+eabbzBu3DjU19fj5ZdfpoRrsv3Mnj0bzzzzDEaPHo1p06ahoKAAHTp0QMeOHZGfn09JF4/Hg0AggHA4jHA4DLVaTclPoVCIUChEM+9Ixlk0kdfS8rVU5Ue/p711cxYSyLhFdKsuBmQyGXQ6HTweDwwGAyoqKqhrVUZGRgyBR0rIiA4Uj8ejmW65ublIT0+nzyoh1Orr6+H1enH69GlqOw40ZGwGAgGoVCrk5+dDoVBg3759GDhw4HmT9WfPno1ZNLkQhMNhzJs3D3w+H0888USzy/lINksykWAydqciYsi1Jfd4eno6dWv8+uuvsXPnTuzcubMFZ8OBAwcOHDhwIGiuffVVDMM8AKAewGKWZc/+ek26vEAmhxKJBCzL0mCfTLLJhJ1ogZBSDJ1ORyeyEokEmZmZCIVCeO6556i968yZM3HXXXeBz+fHuMV8+umneOGFF9C9e3eMHj0aBw8ebNQuo9GYsL0ejweHDx+GXq9PaGNJhILr6+upcLDFYqFp/MlKSfh8fqNj1tXVwWQyoU2bNnQFOhqhUAjbt2/HlVdeCZVK1YgM8Hg8mDhxIqRSKebPnw+gQftEJpNBqVQCaBAEZlkWoVAIVquVWpeSPgd+sVpNZTH+ayOVKCVpF/lcIBBQkoOs/DIMQ+8xi8WCXr16YfXq1TRQSYZz584lPNe6ujrU19dDJBJRwiw6oE1FzITDYTgcDoTDYbAsS/sUaLge8fbn6enpcDgc+PbbbxEIBGhATVZYV65cibvvvpu6hSVCtKj1gAED8OGHH+LOO++EUqmMCYwBoHPnzpg0aRIWL16M0tJSdO/eHV6vF0qlkpJ3kUgEYrGYPoPkHMhnXq83xhWHHJ/cb03hUsi2ulDEn2d0FsKcOXPwwgsvIDs7G/PmzcPatWsxZ84c2Gw23H///di/fz8GDx4Mm80GrVaLtLQ0TJkyBUADYZGsf8iYc/LkSdTW1kKr1aJdu3ZgGAZerxcvvPAC1q1bh1atWuGll15Cq1at4Pf7E1oIsyyLGTNm4K233sLw4cPx/PPPQywWIxwOw2azQSQSUWKOaIoQsW+RSIRAIECfV41GA5/PR3ViCLlL7Jbj+yra8jkZou+7VM/wb41EFtWJ0NR4muo5SfQd0UMj44JOp0MkEoHD4YBcLqfv10gk0ui9S8rDotui0+nou9hqtcLv96O6uhoulwtOpxM7duyg+j52u53qxlgsFjidTpSWltKsklSklM1mi+mrUCiEyspKDBo0CJWVlUltqM+cOZP0fVpeXo7a2lo4HA6sWrUK5eXlGDlyJCorK1FZWYlDhw4lbY/f76fZW0ADWUjevdHjNSGqXC4XeDwegsEgjh8/DgCUbDl9+jQcDgcldeRyOX744QdoNBqkpaVdshpGHDhw4MCBw+WAZhExLMsuBbCUYRglgEkMw9zBsuxVv27TLl3EB9XRk1BCtjidTvB4PBQXF0MikcDn80EkEsVM9F0uF7xeL13RGzZsGL777jvcdtttmDNnDoLBYKM67o0bN2LatGno0KEDnnjiCQiFwoRtTKaXsHPnToTDYXTs2DFhiUAwGIRQKEQkEoFSqYTL5aLaNTKZLGmqtsPhiBEQjEQiWLhwIVQqFcaMGYM+ffo02mbjxo1wu92YMGFCQuHZ6dOn4+TJk3j55ZdhMpng9XohEomQnZ0NoVBI20X6PRAIwGKx0GySeMQHGIQck0qlv3rgTEQpAdAyJHL/kOtA0u8lEgltj8/nA8uySE9Ph1KppBPsq6++GmVlZfjhhx8S2pQTJwu5XJ4wY6BLly7IyMhAKBTC3r17IRQKY67R2bNnk57LwYMHIZFIEAwGEQwGY65dspIhgr179yInJ4eWqWVmZqKiogLbtm3DPffck3S76NKTSZMmYd26dVi3bh3uv//+hM/J7NmzsXHjRsyZMwefffYZHA4HRCIRvF4vZDIZ7WNCcAG/XBcShOj1enp/8fn835y8u9RAshA++OADPPvss2jbti3mzJmDzZs3Y9GiRcjLy6OuVtE6PtHW7ADQoUMH9OrVK+ExlEol9uzZg9raWjz88MN46KGHwDAMdu/ejRkzZsBoNGLq1KmYMWNGTIBLiLXof0+ePBlLly7FiBEjMHr0aFRWVqJz5844deoUzpw5A71eD4VCAavVilAoREuLCgsLIRAIKJnCsix8Ph+9T0jZIClxJCAZLNHjSTR5FT8mNZfw+K1A2swwTAwxlGxsbE77GYZJSkIn04wh/+XxeKitrUVFRQXkcjlat24dM96TfZA/Pp8PsVgMPp8fU45ks9mQm5uLUCgEsViMYDCIf/7zn1i7di3dh1KphEqlgkqlQmZmJiZMmIDS0lKaGZKqnC7ejruiogKhUAjt2rWjeiyJIBKJkooBnzp1CpWVlXj//fcRDAYxduxY9O7dm36fSlw9HA5TMjm+DJdlWTo3MJvN8Hq90Ov1YBgGYrEYrVu3BgCqi5STk4OCggK6EKRSqVBbWwu9Xn/R7Lg5cODAgQOHPyuamxEDhmH+gl9sq6f/Os25PEAsNV0uV6OgXyKRQKvVUhcZoGHSaDabkZWVRQNKt9sNs9kMp9OJQCCA6dOn4+DBg1i5ciWGDRsGoCGbIRrbtm3Do48+iiuvvBITJ05MSsIkQyAQwKZNm6BWq1M67kRb+5J0/FAo1KJjHT58GEajESNGjEgqCrhmzRrk5uYmLJEqKyvDe++9hwceeADDhw+H0WiExWKhq9lEOJAEyFlZWTCbzXTFOlHQHB84/ZYZMiKRCDwej5IB0cclZEyiYIWs+JLgTiqVQqfTYeTIkZg5cya++OKLhERMc0uTBAIBiouLcfLkyfM6r5aUeSmVSvh8PlRXVyMUCiEzMxNSqRRKpRInTpzAmTNn0KpVqyb30759e1x33XV4//33MX78+IQBnUwmw+uvv46hQ4di7ty5GDlyJAwGA4qKiujKe3RqPul/kUhEV9ZTBV+/JYl3qUAqlWLhwoWYNm0aunXrhhdeeAEfffQRysrKcMMNN2DatGnYtm0bXn311fPav9PpxOeffw6n04mXXnoJQ4cOhc/nw8svv4z33nsPBQUF2LRpU8qSSqAhI+G+++5DWVkZRo0ahXHjxuHs2bMIBAKor6+nJSharRYSiYSWnMlkMng8Hvh8PprFRTI0amtrodPpYpyU4u/9+PEFSJ31QsqPLlfEL0IAsc8FQfx41xKo1WpEIhFIpdKYMS2eLCXvZIFAALVaDavVSrNbSHabWCyGQCCAx+PB2rVr8dRTT2Hq1KlQKpUIh8MXjVggJHZRUdF5bR8IBLBlyxbs378feXl5GD9+fJNuYIkQCoWQlpaWdHyKRCLg8XgJv4/XiIkuTTIajedt682BAwcOHDhw+AXNKkBnGKYMQAbLsg/8/Lf1V27XJQ2JRAKBQJDUzpTH40Gn0yEnJ4e6IJFaeqITEwqFoFKpIBaL8corr2Dbtm1YuHAhJWHicejQIfztb39Du3btsGLFipjV3+aAZVl8+umncDqdKXUa/H4/7HY7RCIRXfkFmg7oo+FyufDFF19Ap9Ohc+fOCX9z6tQp7N+/H8OGDWu0Uvzjjz9SXZhZs2ZBp9MhLy8Pubm51EaWZVkYDAaq3QHECt82B7+lICYROyRinnK5PKad0TauqcAwDBQKBTQaDW688cakjhXknGpqappsW9u2bWEymegqaHORSiMmEXg8HgoKCiCXy2k5AABotVoIBAJaftYcTJgwAWazGZs3b076m/79+2Ps2LEoKytDdXU1VCoV+Hx+wvuDBHJWq5V+H22FG5+Cf6m72lxseDweTJkyBdOmTcOtt96KmTNn4tVXX0VZWRluuukmPPPMM3j33Xcxb968pM88QSJHqvr6eqxfvx4ejwcrVqzA0KFDUVVVhdtuuw3vvfcexo4di//85z9NkjDhcBiTJ09GWVkZRo8ejQEDBsBisaCoqAi5ubkQCoWQSqW0DI7oFhGNqeLiYmRlZVEhcDJmN4Vk+lOXkkPbb4FEz4VYLAaPx0v5ziLW0m63O2YcFAgE0Ov1UCqVMWWC8S5V0TbXVquVltJkZGRApVJRwlQmk+Gdd95Beno6nnjiCahUqouuw3OhRMz8+fOxf/9+9OvXD48//vh5kTAAEmYKRiMcDic992REjEKhoKQkBw4cOHDgwOHC0NwZSCXLsmt+1ZZcRuDxeMjKymokIAg0DuhI2ZFYLKaWyhUVFTQQDQQCWLt2LcaNG4c777wz4fG8Xi8ee+wxZGZm4u23307oPpQKLMvio48+wrp163DDDTckXM1yuVzYtWsX6urqwLIstFotgKYF/+IRDofxySefwOVyYejQoUkneosXL4ZMJmtEPNXW1mLEiBFQKpWYN28eKisr4XA4aPDE5/Oh0WhQU1OD2tpaHD9+HGazGW63m9a6N3di/Vu6JxGbVgAJ2xlt4xoNr9cLu90Os9mMcDgcE+wpFIqkQWKbNm3QsWNHvPHGGwm1gKLRqVMnAMD337dMh5uUALSUjCH6PmSyLxAI0LFjR+zfvx8HDhxo1n569+4NHo+X0sIbAB566CGEw2GcOnUKNpuNWprH91s0uWq1WmlJBHlW4wmyP1OAbTQa0bdvXyxYsACPPPIIHnjgATz44IP46quvMH78eEydOhXLli3DJ598QjOQUiH++bTZbNi8eTMYhsGYMWPQq1cvVFZW4s4774TJZMLy5csxa9asJvva6/Vi5MiRWL58OR544AHMnDkTMpkMfD6fBp3EnU6lUlGL9bq6OjidTqqLZTabYbfb4XK5aFZMdJka8EvJEbn3kxFzv6fo7u+BRM9FKqFrsjBRW1sbYxNOxkFC0EQ/rzweDwqFAgqFgvar3++HSCSCUCiEWq2m2aICgQA5OTlQKBQ0K1GtVlNdoV8DhNwj41xLEQqFoFarMWLEiPPO0gkEAggGgynJr1REOvmc9FG0A5PD4aDzAw4cOHDgwIHD+aO5s0MrwzCbGIZ5gvz9qq26DJDIdhOIDejcbjddUSd2mlarFUKhEAKBAAKBABs2bIDb7ca4ceOSHuvll1/G2bNnMXfu3KTaL8nAsizee+89bNiwATfeeCMmTJgQMwENBAL44YcfsGnTJtTW1kIul6O4uJhOpN1uNwQCQbPLoLZu3Yry8nIMGTIE+fn5CX9z9OhRfPnllxgzZkwjUujuu++GxWLB/PnzqbhiTU0NXC4XjEYjamtrcezYMYhEIqjVaojFYjrBb0k2zG8Ncr8Qp57oQMPpdMLtdtOypeigI/p+MpvNqK2tpcKLBoMh6cokn8/HP/7xDwiFQjz++OMpMzeysrJQUFCA/fv3t/iciIBmS2C32yEQCGIC29atW0OtVmP58uXN2gefz4darYbZbE75u9atW0MgEKC6uhp2ux2VlZWoqqpqRKwQcjU9PR1isRhZWVnIz8+HWq2GSqWCw+GIKc9LRuJFi3X/EXD06FFcc801OHr0KD755BNEIhEMHDgQYrEYb775JkpLSzFr1ixKwkyZMqVJV5foPrPb7ZSEKS0thVqtRnV1Ne6++274/X6sXLkS119/fZPttFqtGDBgAD777DP87W9/w/333w+/3w+9Xg+dTkdFnSORCMLhMM1mlMvl0Gg0aNOmDWQyGerq6lBeXo7jx49TwhRAo5JBksFGnqs/EzGXDMnK9ZKRzACoJhPRVCO/J//fVKYgIWpEIhEyMjKQmZkJn88HtVpNs2ZI+bDdbofD4UC/fv3g9/uxbt26X6EXQMeJ8yVR2rVrB6vV2mR2ZCqQd0Sq0rdoLZ14xDsqkXMSCoW0hJYDBw4cOHDgcGForkbMlp//OEQhkQghCei8Xi9CoRCOHTsGlmWRn5+PUCgEPp8PHo+H3NxcBAIBbNy4Ea1atcI111yT8Bh79+7FO++8g7Fjx+K6665rcRvXrFmDrVu34qabbsLIkSMbBUE7duyAz+dDUVEROnXqhAMHDtBzIZNcpVLZrNXDY8eOYceOHejZsye6deuW9HcLFiyAUqlsZFl9+vRpfP3113jkkUdQVFSEUCgEvV6P7OxsuN1uWpZESrqIi1M4HKZBfTJnoksF8boK0eKw0Rku0b8hk14S6LAsC6fTCaPRiNzc3KTH0ul0mDNnDh588EHMnj0bc+fOTXode/TogU8//RQ1NTUp3YuiEZ2+3tz+JppDarU6pi18Ph/jxo3Dq6++igMHDqB79+5N7kuj0TRJxAiFQrRv3x6VlZVUnFWj0SQMJEiWksvlotlLPp+PBnCk5DAVLlUnnPPBV199hdtuuw0ikQhLlizBs88+i2PHjuHhhx/GgAEDsGHDBqxYsQIA8MADD+D2229vdpYBy7K0PJGQMEqlEk6nE3fffTccDgfeffddlJSUNLmv8vJyDB8+HNXV1Zg/fz4GDhyIUCgEp9OJ/Px88Hg8eDweuFwu1NTUwGAwQK1WQyQSQSqVIjMzE+np6eDxeNRCnuiJAL9ksMU/k4TYIaK+nJhzYs0t0nfkfRItRk7cjkiGEdme6GklKuOMhtvtjtHvIY5IAGIyR0OhEH1PdOrUCbm5uVi9ejVGjx590fuBZI9cCBEDNGjEtW/fvsXbsywLl8sFqVSakhQlRDrRiokGeQ/FZ8SkpaXB7/dzQr0cOHDgwIHDRUBzXZMa+yNfxmjpCj7QMDGJDzLinXCiIRaLYTKZoFAo6GSHZDYIBAKaDv/1119j6tSpVC8jGgcOHMDjjz8OrVaLm2++GT/++CP97uzZsykn/j/++CPOnDmDXbt2oXXr1lCpVPjiiy8ANKwenzhxAtXV1WAYBvn5+UhLS8OJEycQCoVoirjf76d9ZbPZIBaLk5a5sCyL3bt3Q6vV4rrrrmukN0Imx5999hl27dqF+++/nxIKhGDZsGEDAKBfv36QSCR0dVkgECAcDkOpVCInJ4eK1hKBRRLUu1wumEwmaLVayOXy301ENdH9leyei7ZdFYvFCAQC1CI5EonAYrEgFApBoVBALBZDIpFQty2DwYAuXbpQceV4OBwOdOzYEZMmTcKiRYvQtm1bjBo1CkCDJke0nThZNd62bRtuuOEGHD58OOn5hUIhOBwOOjl3Op0ptQiiQSzOGYZBfX09/dzr9UKlUkGhUODf//43Jk6cGLNdItctIhxJnrNEYFkWJSUlOHDgAIqKiuhqfTAYRH19fYybDXFQUigUEAqF9PPMzEzIZDJkZmY2OXZcak44TSGZCPeHH36I8ePHIzMzEzfccAPuvfdeCIVCjB8/HpFIBGPGjIHD4UBmZibatm2LY8eO4cUXX2zWMb1eL9auXYu6ujpoNBpcddVVEIvFqK+vx2effYZAjF/FMwAAIABJREFUIIAlS5agbdu2tDQSaAgG41fwDxw4gJEjRyIUCmHBggVo3bo1pFIp/H4/PTeS6ZeRkQGGYeD3+5GRkQGtVguVSoVgMAiJRAK/3w8+n4/s7Gy6fxKkxo/vhLSz2WzweDwxpRp/NBHnZPd89EJEvPsYGb+I2xSxH49/XxKHJqKhRohQ8r6MLrGJdqJK5L4UDoeplb1IJIrRIjKbzbBYLPRdcc011+Czzz6D0WiERqOB1+tNqF1EkCo7xWq1xpCuLpcLDMPA6XTCZDIlHQvq6uoSfk5Kmvbs2ZP0+Tx27FjS9ng8Hnou8cdIS0uDxWIB8Ms5WSwW8Hg85OXlUdH26upqAEBVVRWCwSAlvMl+Sf8mu8cZhpkEYBIAFBQUJG0rBw4cOHDg8GdGs12T/uwgFpnRSBV0kYmlRCJBOByGx+NBWloa9Ho9DAYDAGDFihVgWRajRo1KWPpTVlYGk8mEl156qZFdZUZGRkrR3bVr12L37t3QaDTo1KlTTLAerwVCrCmBBrtKst8zZ86Ax+Ohffv2dOKbaIUuFAph7dq1EAqFWLJkScIsjby8PPzvf//DK6+8ghtvvBEzZ86kq2rEevbLL79EmzZtUFRUhLy8PPj9foTDYQQCAaotEh1wsyzbKECKrm2/lAKhRG1hWZaWR5Dvo/vEZDLB4XBAoVBAKpXC7XbT0jaxWAyLxYK8vLykJES7du0glUrx3HPPoaKiAkuXLsV9990HvV6Pq6++utF9e/DgQZw8eRLTpk3D0aNHk56LUCikDkgul4vqNQANhF0qu1viSBMv6EoCrxtuuAHr1q3D6dOnYxyUEllw5+XloaKiApmZmUm1EFiWxRVXXIE1a9YgLS0NfD6fBoRnzpwBn8+nQq2kvIRYzBOkpaW1SJzyt9Id+jXAsizmzZuHmTNnorCwEJ07d8Z//vMfaDQa3HHHHdi/fz92795Ns0Dq6+uxb9++RvtZsmRJo8+cTif++9//4ptvvoFarcbcuXMxZMgQMAyDuro63HXXXfD5fPjss89w7bXXNtqejKcE69atw+jRo6HVavH000/jyiuvBNCQxRQIBKiLDvlvq1atoNVqaaBPytBEIhHNxogmXng8Hvh8ftLMJqlUSh3lPB4PZDIZFZsFLv+MqKYQ74YUnxXk8/livo8W1iVORuQ5IWNRJBKBw+Gg7kfnzp2jhG1RURElwMjYSVwKgV/s1QUCAaRSKSKRCOrq6pCRkYFQKEQtyok22erVq/Hxxx/jscceQzgcTpk9kkprJT09Pea8GYZBWloaFAoFioqKkmq6MQyTVGtFrVbDbrcjLy8v4fepMgEJwZ6oHDU9PZ3OJUjmjEgkomMjycYh162oqAj5+flUgJhcLz6fD7/fn3QxiGXZJQCWAEDPnj1bvvLFgQMHDhw4/AlwadZvXMKIdsdIJfZKbHnz8/Oh0Wggl8sRDAZx7tw52Gw2eL1erFmzBr17905IqOzYsQMbNmzArbfe2qQLSTyMRiP27NkDqVSKXr16xawekjKY5pxnfX19jFtFMuzcuRO1tbV4/vnnk5bKbN26FZMnT0avXr2wePHiRqnNXq8X27Ztw7XXXovCwkLI5XKo1Wqkp6dDrVZDLpdDJBLF6G/EO5XI5XLo9frLJgBK5bzj9XrhcrliJrsk6COCogCaRRAwDIPZs2cjHA5j0aJFSX/Xt29f2Gw2HDp0qFntJ1kwzbU2DwQCcLvdCUkVgquuugpyuRxffvllk/vTaDSwWq1N6rF07NgRLMviyJEjtF8J+ZeZmYmMjAz6jJKgGmgoezAYDEkzjv5IiEQisNvtePDBBzFz5kyMHDkSrVu3xtq1a1FQUIAbb7wRK1euxLfffkvLxsi4R7IfUmVObNu2DbNmzcLOnTtx4403YuPGjRg6dCgYhoHNZsOECRNQWVmJt956KyEJEw2WZbFw4UIMHz4cJSUleOWVV9CxY0eaxcQwDEwmE7xeL+rr6yESiWgWmUwmg1wuR3p6esx4Ei2m3Rz3MnL+Wq0WGRkZMaT8n0UrpilnKbFYnFSAPH7cI+9SkrmUlZUFgUCAgoICqFQqpKWlxVwTsg+/3w8ejweHw0H/HQgE4PF4cO7cOZw+fRpVVVX0WF6vFzweDz179sQ111yD5cuXn1eGbCoQ2+gLQU5ODiorK1vctugMsqYQnWEUD/JZvEYM+S8po/2jaGFx4MCBAwcOvwc4IqaFcLlcMBgMMWUdqRAt6uvz+WC1WlFTU4MtW7bg5MmTuOOOOxptEw6H8eijj0Kv1+Puu+9uUfsCgQD+9a9/gWVZ9O7dOybTxmAwYPfu3c3aj8vlQiAQaFIc+OjRozh27Bh69+6dsHwEAL777jvcd999KCkpwXvvvZcwSNm8eTN8Ph+6du2Kc+fOIRgMIhwOw2q10mDJarXCaDTSwDh+Qv9buiBdDJCgTSwWw+12U4FnEhhqtVpkZWVRxy2Px0PL23744QcAzV91LywsxPDhw/Hee+8lTYnv3r07ZDJZs0gQ4BeNGJ/P16yAwe12g2GYRhkn0UhLS0Pfvn1RXl6eMv0eaCinCgaDCcv6otGxY0cADfehyWSiQZJEIkF2djZyc3NjRF2j789IJJLQZSkeyeyLLxd8//331HHoqaeegkajwZdffokrrrgC3bp1w8cffwyBQIDx48dj8ODB1HElWqw5kXDz6dOn8Y9//AMffPAB8vPz8eyzz+L222+n963BYMCECRNw+vRpvPXWW03aU/t8PkycOBEPP/wwSktL8f7776NXr17QarUwGAyoqKjAsWPHYDQa6XUjQXx9fT0OHz6Mc+fOUWLG4XDEuPlIpdIW2VbHjzmX2xh0IYjWVEpEXMUL2kdn0JA+jr9fSP+RbQQCAYqKipCZmRlD6BAHpLS0NJrFRLJQhUIhJRb9fj+USiU9ntlsRiQSAZ/Px2233Ybjx49j27ZtF7VfgsHgRSFiPB4PLSNqLqqqqpr922gtuHgkE+slpUkCgQBut/uCBIU5cODAgQOHPzv+1ETMrxE8kX06HA4YDAYYDAZYLBb4fD7weDy0atUKGo2GTtQTZUMEg0EYjUb06tUrZUp0IuzevRtVVVXo3r17TJBusViwb9++ZltqkuA2viQqGidOnMDXX3+N/Pz8pCQMEd8tKCjAhx9+mDBN22g04uGHH0abNm2g1Wrx448/4siRI6iurkZFRQXq6uroRJqIvUavYl+uq88k6CAp/Farla7G83g8CAQCRCIRuqqv1WpRUFAAvV6PkpISZGdnY8aMGc3OYLnnnnvg9XrxzTffJPw+LS0NpaWl2L17d5MiuKT96enpcDgcqKqqajIzRiAQgGVZnD17NuUzR4Lx6JK5RBCJRAB+EZJMBlJmFQwGqR21z+cDwzDg8/m0xIQIXEbbupKVX+JmlcwRKVV206WM8vJyTJgwAddccw327NmD1157DceOHaOkiFarxaefforc3Fzcd999Kcsho+FwOPDOO+9g7ty5cDqdmDRpEqZOnRojBL1r1y4MGzYMZ8+exRtvvNGkO5LBYED//v3xzjvv4I477sCTTz5Js8VUKhUlLWtra2E0GpGVlYXi4mLo9XpkZWXBZrOhvLwcFRUVcDgccLlckMvllOgk149cS3LNm0PE/VmRLOslEch4TYgWl8vVrOclkUOh3++nYyO5jtnZ2dBoNBCJRHA6nfB4PBCJRBAIBFRjy+/3w+v1QigUYsCAAcjNzcVTTz2VUh+mpVCpVLDb7ReUSVdYWAiGYZo9thM0511IRN9JyVci0oj0dTTxEv05n8+HQqHg3JM4cODAgQOHC8BlScQwDJPHMExqj9RmoKnslkRETVPlLx6PB3a7HVarFR6PByaTCRaLBS6XC8FgEFarFTqdDtdffz169+6N5cuXN5rki8VidOnSBSdOnGjxOW3evBnZ2dkxgpN2ux27d++GVCpN6s4UD4fDQa2TE+HMmTPYtm0bcnNzMWDAgITlSxs2bMBTTz2FNm3a4NNPP4VGo2n0G7/fj4kTJ8LpdGL+/Pno27cv2rZtC41GQ3VwiPMJALra6fV6L4vV5+aQfSQzhpRiRYtekrR7i8VC/x0MBlFUVITXXnsNYrEYgwcPxnfffddkW7p06QKJRIK9e/cm/c2IESNQUFCAn376qVlp7tnZ2dDpdPB6vSgvL095ngqFArm5uaiqqkoq+gw0TPJTWasSkNXYpoKBpUuXIi8vD/3794dWq0VRURHkcjlyc3OpUGhtbS0qKiqolbjb7aYBXkZGBkQiEcxmMy0rjAYpzZHL5ZcNKWgwGDB58mR06tQJq1atwqOPPopdu3Zh5cqVWLt2LV5++WUEg0GaFXPXXXc16meiwxT9BzT0x7PPPovdu3dj4MCBeOGFF9CzZ8+Y75csWYL77rsPWVlZ+M9//oN+/fqlbO+ePXvQp08fHDlyBNOnT8fIkSNpJgQRuc7MzERxcTEKCgqg1Wqp6LJAIIBer0eHDh3QqVMnXH311UhPT6fbE00Y8pndbqefJSqjIbjcs6AuBISUBED7KdnzGv1bQqhcKIlOtidjpkwmg0KhAJ/Ph9VqRV1dHQQCAW2bRCJBVlYW1Go1fa/pdDpMnjwZ33//PXX/uhjo1KkTWJZtMqMvFZRKJdq0aYPvvvuuRSRR9Hs/EQKBAAwGA8xmM8LhMDQaTcJ3PMmk9fv9AEA1wAQCARiGQWVl5SXtTsiBAwcOHDhcDrjs3qIMwwwEMAFAY3Xbi4xEq9zJgn8yKSe2p0QwUCwWIxKJQKfTUbtUlmWRmZmJiRMnory8PGEpSK9evXDy5MkW1XyfO3cOR48exYABA2j7/H4/du3aBYFAgGuvvZZmEaQCEfFLJjJYX1+Pr776ClqtFqWlpQkncqtWrcJzzz2Hrl27YsGCBcjMzEx4nKeffhoHDhzAP//5T5SUlEChUODKK6+keg96vZ6megsEAuTm5tKA6XIIgJqTKUHuKYFAQFf4SeAil8sRCATgdDpRVVVFU/vT09PRv39/zJs3DyqVCrfeeit27tyZsi1paWno3r17SiImLS0NU6ZMQTAYxJEjR5rsY4ZhkJGRgaKiIjp5T3ZtGIZB27ZtodfrUVFRgYqKipT7berYpKQk1T197tw5fPHFF7jzzjshk8mQl5dHtXa8Xi+cTifC4TB9VongJ/CLCKdMJqMuPCS4iwaxRib6JJcy6urqMH36dLRu3RqLFy/G+PHjcezYMYwdOxaDBw/GkSNH8P7772Pz5s04cOAA+vTpg+HDhyclZBORMCzLorCwEM899xyGDx8ek9Xn9XqxaNEiajP90Ucfobi4OGWb3333XQwcOBBSqRSzZs3C4MGDqa19IBBAVVUVbDYbAoEACgoKcNVVV+H666+HTCajK/dZWVkQiURo06YN1Go1dDodMjIy6LWMzrrg8XiQy+VNEgaXaxbUxYDX64XNZoPJZEJtbS1sNhslMOMJGUJmRROYpL+TPS+EvAkEAqitrW2UbUe2jyZbSJZkVlYWCgsLadZgKBSCxWKBWCymDklOpxN+vx/Dhw9H//798eKLLzYrC7A5uOKKKwAAP/300wXtp1evXnA4HDh+/PjFaBaAX8ZMtVqN3NzcpGK7ZEyNJ2JsNhu0Wi3OnTuX9Hpz4MCBAwcOHJqHy8o1iWGYUgDDWZad9PO/swD4WZZ1NLFdQitFMtkmk2wiwEsQ74oUrYUQbdsJICaA02g0sFgs8Pv9sNvtUCgUCAaDEIlEEAqFtPxhxIgRePrpp7Fo0aJGpT3du3dHKBTCzp070aZNm0bnVFVVBavVGvPZpk2bwOfzoVar8e233wIAbUdBQUHKLIT4fRMr0GhxX7Vajfr6emzcuJESO36/H36/H2KxmJ7/6tWrsWDBAlxzzTV49tlnEYlEEhJK77//Pj744APcd999GD16NHg8HoRCIdxuN+rr6+HxeOD1euHz+eg1CAaDNEuETMZ/b6Sy6myOnTFJFReLxeDxeDFaClKpFPn5+XC73dTZg2QAKBQK9OnTB2VlZbjnnnswYsQIvP/+++jfvz+AX8R9o9G1a1csXLgQBoMhaZkaISwqKytx+vTpRplM4XA4oS4LcVIi5xT/PAENmVSEpDxz5gx8Ph8EAgFat27dKAOM2KwDDYRKPEwmExV7TSYA/O6774LH42HYsGGQSCQIBAIwm820TKGyshJSqRQFBQVUr8fn88VcC7FYDLFYjIyMDGqjG00SRV/jaNeui4Hm2sCmIq0cDgctcxg+fDgsFgtuv/12TJ8+HStWrMDkyZOxadMmCIVC/PWvf8WUKVNgtVrRsWNHyGSylMQdOXb08RmGwaRJk8AwTAxJYTQasWLFClgsFjz55JO4++67wTBMzIo/GXeAhmd9xowZWLx4Mf7yl7/gqaeegtvtptb2Pp+P3ouBQAASiQRqtRoKhQJ+vx81NTVwOBxo3759o2vGMEyMUw9Z2ZfJZNDr9dSCmdgrx4NoyFxOWVDxuBCLYYlEApfLRccBMpZEj1ukv+NtrYGGeyZVNgUZA91uN8xmM0KhEH3+AMRsGz1eikQiyGQyOqaSd5bT6YTP50NaWhq1Zm7dujXkcjmeeeYZlJaW4plnnsGbb76ZsD2EkEiE+IzazMxMpKen4+DBg2jfvj1tWzyqq6uTknjEElsmk2HHjh2NFkXIObQUEokECoWC2rhHIxQKUdLHaDQCAHWWI+doNBqh1+thNBoRCoXoM8iBAwcOHDhwaDkuKyIGgAWAh2GYwQACALoCkDAMs55l2aTRQryVYrSwYiqx02g7zuigkqyEAqDfE3KFpOtmZWVRPRMyiSKTTyK6KpFIMHr0aLz66qswmUwoKSmhx77xxhsBNKxAEUvJaJw+fTpGv8Xv9+Pw4cO48sorkZubi4qKCrAsS4kLMrECQF1DEkEoFNKa8VatWsWs/hcXF6OyshIulwtvvfUWevToEXP8tm3b4u2338aCBQtwyy23YOHChXRf8UH/rl27MHv2bJSWluKxxx6jdphyuRx8Pp9OqMlqp1QqbZSNEE2E/Z5Idn8Bv9xjqQLl+Psp2uaVkFAk8JBIJLBarTQw0Wq1kMvl+Oijj3DPPfdgwoQJ+O6771BcXAytVtso2Lnhhhvw1ltvQSQSpSxTe+yxx/Dmm2+ipqYG48aNi7nXPv7444QZTgBw5MgRiMVinDlzBn6/H3q9Hjk5OWAYBvv376ftIf1hMBjA5/Oh1+tj7nM+n4+MjAz6WaLjMQwDsVgMnU6XsOwtGAxi9erVuPnmm2lgBjSQk23atAHDMAiFQvD7/bBYLCgsLKR2xZFIBBaLhfYzyYyJRCLweDwx1rvkuv0auFg2sPv27cNtt90GuVyOr7/+Gl26dAHLsti5cycOHjwItVqNHj16YOvWrQgEAvjrX/8Kg8GQNAC999578eSTT+Lo0aOYPHkyjEYjxo8fjwcffBAymawRObF+/Xq88cYbkEgk+PDDDzFs2LCE+41EIgiHw/joo4/w2muv4dChQ7j99tvx/PPPQyAQwOVyobCwEC6XC1arFW3atIFIJEJFRQXsdjssFgstWSHZTiRjh9wD8dcuOpOJjPnRv00EkgWVnp5+2ZZnNPfeSjTG8vl8aLVa2j/kPUoWNqKzpOJtrZsDMgYSIXOgMclDFkPix0uxWEzHSB6PB5VKBZfLBaVSSV3ThEIhDAYDcnNzkZeXh7Fjx+Kdd97BxIkT0bt370btiRa9T4T4rLwuXbrg5MmT0Gq1SUsnHQ5H0lKiTp06QafTwWQy4b///S/atm0bY3WdLEMNaMh60el0CAQCqKyshNPpRFFRETIyMsCybMx7Oxp1dXU0O42cj0qlQnFxMX1/19XVIScnBzU1NfTdxOnEcODAgQMHDueHy2oGybLsfgCLAAwCIAMwj2XZ2QCuYhjmNzsXkq5OJiBEsyS6ZprH4yE9PR3p6el00pSenk5rskOhECKRCMaMGQORSITFixfHHEOr1SIvLw8//vhjs9r0ww8/wOfzxQTXZKWKuNs0Fw6HA2lpaY2Ego8cOYItW7bgwQcfTDiZ++CDDzBjxgyUlpbGkDDxqKmpwZgxY5Cfn4+XXnoJKpUKx48fx6lTp2CxWCCTyZCdnU11HvR6PRQKRUzpQLx44+UM0s/kniDn5/f74XA4UFdXR0tfiD2r3++ngYfH40F2djZee+01sCyLMWPGJBWw7dmzJ3g8XpMikDweD2PGjAHLsvjggw9alH4ul8vRqVMnqNVq1NTU4Ny5cwndUaKddxIdvzmlSanErNeuXQuTyYTS0lJ6/2RmZlKraoVCAa1WC5FIRMWSCbxeb8JSpFSaIZcqduzYgaFDhyIzMxMbNmxAly5d4Pf78be//Q0HDx5EUVERrrjiCloiOWjQoKQ29NH473//i5EjRyIYDKKsrAxPPPFETMDt8Xhw8OBBPP/887j//vvRrl07rF+/PikBWFVVhWeffRaFhYW49957EQ6H8cwzz+C2226DzWajGjCEzHa73fD5fJDL5cjLy0NOTg5EIhG8Xi9124kuP2pJKVFTv/0z2VQnA4/Hg0KhoGUriUiuC9m3TCajWik6nS7mnUtKo0g5ERkv7XY7KisrEQgEIBAIIBaLUV1dTa2tZTIZSkpKkJ6eDoPBgOrqamRlZWHWrFnIzc3FI488clEyPDp37oyffvrpgvdFtJO++uqrFm8rFArRunVrdO3aFRkZGS3alhAxJJOVEG1WqxV6vT5GW++P8h7+o4EIPif6Kyoq+r2bx4EDBw4ccJkRMQDAsuwxAO8CqGJZNsIwTAaANvgNNGOSwe12w2AwNHJJIGnuarUaSqUSGo2G6g7IZDJ4vV7IZDL89a9/RVlZGWw2W8z2nTp1wk8//dSsIPjbb7+FTqejL1giINpS3YpwOAybzQalUhmznd1ux969e3HDDTfgrrvuarTd1q1b8fjjj6N///5YsmRJUhLG4/Fg9OjRcDqdeOWVV1BcXAyj0Ygff/wR9fX1NPgmRAvJMkolBnm5w+fz0RT8aB0FQviRVHey+isUCiESiWhJGNE36datGxYtWoS9e/fiueeeS3gshUKBTp064fvvv2+yXWq1GsOGDcPJkyfx6aeftkiTh8/no7i4mK7qJhLyjc+OiQbDME1eb5/Pl1IfZsWKFcjPz0evXr1ohpVcLkdhYSHkcjkkEgn0ej3at2+PnJycGKv2ZNogl5NTF8uyWLVqFW6//Xbk5+djw4YNKCwsRF1dHYYMGYIPPvgAXbp0gU6nw/bt26FUKnHTTTclzXYiiEQi2LlzJ6ZNm4Yrr7wSn376Kbp27YqKigosX74cU6ZMQZ8+fVBSUoIhQ4Zg2bJlGDt2LFatWpWwhOzEiRO488470bZtW/z73//Gddddh//973/Ytm0bRo4cSceBmpoaaunrdrspAUCyHUpKSmhGn9PppNoltbW1cDqd1OGHZFk0R0A72XWO1pHhcHH1ckKhENWFidaCiSbfyfgXCARiRLuJPhspfySkHBHctlqtUCgUKCkpoXpjhPQlwr3Lli274HPo3LkzPB5Pk85vTUGtVqNr167Yvn37b0r+xmvEyOVyMAwDs9kMvV4Pk8nUpFsdh98XxJ0w0V8qfTYOHDhw4PDb4ZKeRTIMcxXDMLkMw8TM3lmW3QNgH8Mw6QCeArCMZVnfb9Wu6NW4VE4RJEsmWoTVYrFQocBIJAKxWIyrr74abrc7Ro8FADp06AC73d7o83jU1NSgsrISvXv3jhHNBJqvVUG0FqqqquD3+2PSoCORCI4dOwaZTIbnnnuu0T5dLhfmz5+PHj16YMWKFUmDY6fTiVtvvRX79u3Dww8/jOLiYtTU1KCurg7AL7oD0YQWy7JJ3Wr+KJBKpdDpdNDpdDHZF4mCEB6PB7VaDYFAgLS0NGq36/F4wOPxcMcdd2DEiBFYsmRJ0kCztLQUBw8exIYNG5ps29VXX42+fftix44d2L9/f4vOi2EY5OfnIycnB1arlZKDTRE6NTU18Hq9NNBOBpIVlAxnz55Fu3btkJmZCaVSCbPZTMkbq9UaY82q1WpjMscYhqEWuy0RGb1UEA6H8fTTT2PkyJEoKSnBunXroNfr4fF4MHLkSBw4cABvv/02unTpgvLycohEIgwcOLDJEpJgMIgffvgBR48exYQJE/D222/j2LFjGDx4MAYMGICXXnoJR48eRYcOHTB16lQsW7YM3377Lf71r381ulYsy+Lf//43evTogc2bN+P222/Hxo0bMX/+fHTt2hU2mw02m41aEIdCIYRCIWg0GrRu3RodO3aEVCqlJWRkTDWbzfjpp59gMBhQX18Ps9lMLcuj7eKbI6B9qV/nSwWJiKtUrlLku+j3JxHoNZvNMBgMNEMtkW08efaJXhghbTQaDVQqFeRyOc3YUKlUKCwshEAgQCQSoe9fMjYADc/1TTfdhB49emDlypUX3B/XXHMN+Hw+ysrKLnhfgwYNgsvlwqxZs36zAJr0dfT9z+fzqRYTy7Ix4uwcOHDgwIEDh5bjkiViGIb5PwD3AvgLgL4/f8aPsq0mmTBlLMtemD1BAqSaRJISJLvdDrfbTTNfiIZE9GpsdBBHyh2AhlU/ojuxfft2tGrVqpEWTH5+PoCGlP1UOHToEBiGQbdu3ehnJAU1HA6nDHxDoRAle9xuN6RSKa666qoYIubcuXPwer249tprEwbHn3zyCRwOB1588cWk9eI2mw2DBw/Grl27MHnyZPTs2ROhUAjBYBB8Ph+dOnVCdnY26uvr4XK56OQuWYnIHwkMw9AU/+assBMHn6qqKpjNZjgcDvh8Plra1K9fP9hstqT3zaOPPoorr7wSs2fPxpEjR5ps29ChQ1FcXIzVq1dT0qwl55abm0v1j4jIKSFlyG+i8cUXX0AsFifUaoiGz+dLeU8MGTIE27dvR01NDWpqaijxYrVacfbsWVSiIxSNAAAgAElEQVRXV6O2thZ2ux0mk4l+Hw6HYTabIRQKY8ohkuFSszG2WCy4+eabMXfuXNxzzz3YsGEDNBoNPB4Pxo0bh++++w7Lly/H8OHDATRoQfn9ftTX16fcr9vtxv79+2G329G3b1888cQTWLBgAe69916EQiHMmDEDW7duxRdffIElS5bg0UcfRWlpKfLy8hrty+v1YuzYsXj66acxaNAgvPTSS5g4cSKKi4tjSBegIcgnOklE3FmpVEKhUCAQCMDlcqG6uhqRSIRqX4VCISgUCuTn56OwsBA6nS5GVLklpAGHppGIuEqVJZPISYkscBCXQZKhFi3cSwgZQuqZzWbU1NRQ0oZkKpHsNwD03iHX3eVyoaKigi6UAA1ucRkZGejevTsOHTp0wdkexcXFePjhh/H5559jz549F7Svjh074umnn4bf78fs2bOxffv2C9pfc0D6kxBVTqcToVAIeXl5MBqNkMvlyMrKgsfjoQLtHDhw4MCBA4eW4ZIjYpgGZKNBB2YWgB0ACMOgZlk2zDCMAoCMZdkDvwYJA6SeRManpUdrlni9XpoKH00eRCIRumoHNDi+WK1WmEwmbN++HcOGDWsUkJIApqn05sOHD6NVq1YxwsNkRR9oXPpBgg6LxQKTyUQJGK1Wi6ysrEY6DxUVFVSzJh4ulwtlZWW47rrrYoigaNTV1eGmm27CgQMH8MYbb2Ds2LE0A4SQLFlZWVCpVJBIJNQtiQTt6enpyMrKoueTaIX0jwoiDht9riTLKi0tjf5/KBRCXV0dvF4vJfSS2acKhUL8/e9/R2ZmJh577DFYLJaUbYjWiykrKzuvYJU4dZAyAEIQxpfOVVRU4MSJE+jTp0+TBEh0IJUIo0aNQigUwocffgiTyYRAIACxWExLA0UiESKRCKqqqmKCOavVCqPRiLq6umZpEZGxgmRz/Z7B/N69e9GjRw9s27YNixcvxvLlyyGRSGAymXDzzTfjyy+/xGuvvYYhQ4bQbQj5cfLkyYT7JO5SBw4cQCgUQrdu3ZCbm4sJEybgrbfewrBhw7BmzRrcc889CceIeJhMJvzf//0fVq9ejaeffhozZsxAp06daCmbUChETk4OdDodtFotMjMzqQB6dnZ2zDWPtqIm47BOp0Pbtm2RnZ1NndjI/QfEkgZElNdms+HUqVNJHW44tBypyrviddbIZ9F6auT/yW8BUNLZ7/fDarXC6XRCJBLFlBWSMZP8PjpzVSKRQC6XQygU0gWT2tpaCIVCCAQC9OjRA36/H0ePHr3g8582bRoKCgrw/PPPX3BZUUlJCf7xj3+gXbt2WLp0KbZs2fKrlgYRwp0QMeTfubm5qKmpQU5ODu3LVDpdHDhw4MCBA4fkuORck9iGKMbIMMxqlmXNP2vA9GMYZiSAkQzD/B1AJgArgNSpIsmPkfRzMlmPttxMtE28zSkpRSLBMdAwiSHOLD6fj05mVCoVVCoVPB7P/7N33mFSVOka/3XunpnuntA9kTAMWUGJRhADsLpXCVcBEcNVxAUFw2JC0KsuggKiruF6dw1rQFG5uqJiWhFYRd0VENdATgMTuqcndY51/xjPsbqnZxgUXNR+n4eHnu6u6qpTp06d7z3f9748++yzxONxRo0a1coSOBaLYbFY2LZtmxQlFKisrGTPnj14vV5qamoYOHAgn3/+ufxcHbiLoFf8EwJ8Wq0Ws9ksU7yj0SiKokgbakVR2LZtG1qtluLiYkKhUKugfdmyZXi9XiZOnJh2Yuh2u5k8eTJ79uzh6aefplevXmg0GlnjbzAY0Gg01NbW0qtXL5xOJxaLBbPZLAU5hV6NuAZihVRo4KhdhX6uaKtPqq1Z1dbKDodDOsfo9XqMRqN0yOrWrRsajYZNmzZJscdU6HQ65s+fz9VXX83111/Pgw8+mOQM4nK5Wm0zcuRI3nrrrXb1emKxWCtbdQF1ICzuNXVmTE1NDW+99RZZWVl07949qSQv3fF4vV6ys7OlbkEqysvL6dOnD5s2beLCCy9Ep9Ph8XjIzc2lrKyMeDyOXq/HZDIRi8UwGAw0NzdLh5C8vDz8fr+0sm4LwsYYvnd2ac+N7cegrXZ3uVw888wz3H777RQVFbFy5UoGDBiA2+1m/vz5LFu2DJ/Px+TJk2lqauLhhx8GWtpcaOXs2rWLHj16oNfr5b1eWVkpz8lqtdK3b19CoZDUDLrrrrsYN24cQNLKeFslY99++y1Tp06lsbGRJUuWMGnSJGpra2loaCAUCuH1eqVjVTgcxmg0yuw8oYckiGSz2Uw0GqWgoACtViuzEc1mswy2hWBrW/eXINH8fj8+n49AINCmrfsvHR15LgqkE6hPxcHckgRBoy6jdTgcMtNN/b647lqtFpPJhEajoWvXrgQCARwOBzqdLuk57PV6ycnJkSS1ILPFs81gMEixZ7GAEolEOO6444AWl7FjjjlGHmt79tUiWyQdrr32Wm688UYeeOABZs2alfRZU1NTm25Mbre7leYcwIQJE3A4HKxdu5bq6mqGDRvWygExGo22OQZnZWW1SdBbLBZZ+rRjxw7g+4UYsRgkHJNEmeORcovLIIMMMsggg18DjioiRqPRlCmKcuC7P3d8978NuEFRlPUajaYJyFIU5W9H4vfF6qiYXKonGWo7TvG3+nMx+RPp84lEQgaPogTJ4XBI8qCkpIRt27bxz3/+k/LycgYPHtxqstuzZ08qKipoamqib9++SZ+tWLECi8XCzp07AejevXvS6qKwv965cyfbt2+XZRdms5mCggKGDBkiiSI1NBoNp512GgBr1qxh48aN/Nd//RdnnHEGiqLQo0cP+d2mpiZef/11Ro0axdlnn43T6Uza1/79+5k0aRIHDhzg+eefp6KiAo/HQ15eHjqdTmYP1dfX09DQIF1sDAYDBoMBnU6XZIcqICbwiUTiiAe+hws/VGtCTQiqSRm11oXdbsdoNFJfXy8tnXv16sWOHTuSbKfV6NWrFwMGDOChhx5i+vTpPPXUUyxevFge56hRo1ptM3LkSJqamli/fj2//e1vk8rXBNavX09paWna3ywoKJDldqnIz8+nsLCQAwcOcNVVV/Hb3/426fOuXbu22iaRSJCfn09xcXGbAc2ECRP4wx/+QE1NDdnZ2TQ1NSWVvTmdTqxWq9QWASgqKsLpdEoRbqvVitPpJBwOtwo8RQAvVv5Ff/0pIILORCLBrFmzWLFiBWeeeSaPPvqovO6ffvopf/7zn9HpdFxwwQUUFhYmBWnHHHMMw4cP56STTmLu3Ll89dVXZGdns3XrVhRFoW/fvkyfPp0xY8bQo0cPHnroIe677z66devGCy+8kBSsqpFulXzVqlVMmTIFm83Ggw8+yPDhw3E4HNTV1UlSUYyp+/btIxAIUFFRgc1mY9u2bVitVumeJDIMLBYLiUQCn89HbW2tdPIRmXYFBQUysE9HGJjNZnw+H507d8ZqteJwODK6MO1A3eeEBktbY6+a2FETN0CbJI5Op2szuFdbi2s0Gux2eyvSTP28UIviC2JHlD+Je7+oqEguQtTX19OrVy+sViubN29uU3A+FTabrU3icfz48Xz11Vc888wzXHrppUlug8IVKh3cbncrgkWgX79+nHnmmSxZsoQPPviAWbNmMXz4cPl5bm4uRUVFabf95JNPWj2nBQwGA4MGDZLfy8nJ4eSTT0aj0cgFmPLycmpqaujXrx86na7DbZRBBhlkkEEGGbTG0ZZGcLtGo7kIQFEU13f/b/iOhLEAw4DqI/Xj6erWO4qsrCysVisFBQUUFhaSk5OD2+3m22+/Zfv27VJ8VK/X4/V6pWbF3//+d8aMGdPm5L+8vLxdgb59+/aRn5/fprBply5d6N+/P127duWkk05ixIgRdO3alYKCgjZ/MxwO8+yzz8oMlhEjRqT93tNPP43P52u10gctQqkjR46kpqaGxYsXk5WVRWVlJTqdjsLCQrRaLR6PB6PRSLdu3ejbty+dOnXCarWSlZUl08vT2aGKCXlOTs7PxsHmh0AELyIjQ6Tom0wm/H4/eXl5lJSU0KlTJxwOB8XFxZSWlkpXkI5Yn48ZM4Zrr72WF154gVWrVrX7XY1Gw+zZszGZTLz++uttrgL/ECiKwnPPPYfT6eTss8/u0DYHs68GpA7Km2++STAYxOVy4Xa78Xg8RCIRWeZmMplkeZzX6yUajcoMCa/Xi8fjSTs2qMsvfmqB12AwyBdffMGwYcP4v//7P26++Waef/55ScL89a9/ZeLEiWRlZXHhhRei1+t57rnnWLZsGf/85z+TMvB69uzJqaeeSmVlJX6/nwkTJvDHP/6RtWvXcuONN2K325k8eTILFy5k3LhxvPXWW22SMKlQFIWHHnqI8ePH06tXLxYsWCBtqCORCH369KFXr16YTCa2b9/Ovn37iEajaDQaSbr4fD6ampqoqqqSxJcI5EU2jNVqldoiIhNCfd3SlTQK0jwWi1FcXCzLYTJIDzUZ3BH9pNTtgsFgh56zHdHsUV9P9Wt1qbB4LbKs7Ha7LBm22WxSa0gslGi1WgYOHMjGjRsPrWHawW233UZJSQm///3v282sORQMGjSIhx56iK5du7Jo0SIee+wxmen6Y6EoCps3b6Z///5yLPN4PBgMBhwOB1VVVXTu3DmTDZNBBhlkkEEGPxJH26wzDEzWaDRNiqK8BaDRaPKBAuBi4GlFUXYeqR8Xq6viX3vlCCJ7RgRgQjcGkBO7rKysVtbLFosFv99PLBbj3XffJR6PJ+k1pKK8vJxVq1aldYgRgeXxxx/f5vYGg4GysjLKyso61Aa1tbXMnTsXt9vN6NGjueCCC9K2Q0NDA8888wznnHMOffr0SZow79u3j7POOgu/38/DDz/MgAEDiEQiRCIROnfuLINns9mMwWCgS5cuGAwGWXoDLSnRQgy5sLAwbXCr0WiO+kyYH4PUDBhBxtTW1uLz+SguLsbpdMq2KSwsJJFIUF9fT2lpKa+//jqNjY3k5ua2+zs33ngjH3zwAfPmzWP48OFtrsRCy2rr6aefzttvv83atWs566yzDsu57tu3j23btjFr1qwOr7IeTCMGWgSvhw0bxj/+8Q/uvvtuAoEAOp0Ou90uNV3q6uoIBAJ06dJF6iaFQiGMRiNFRUXS6lpkxKhxsPKLI4VEIsHKlSu5+uqrMRgMvPjii0llaI888gjz58/npJNO4thjj6WpqYmVK1diMBiwWq189NFHfPTRRxQVFdHc3Mzo0aO5/vrrufTSS6UuhE6no76+ngceeIBnn32WRCLB4sWLufTSSzsc9Pl8Pm666SaeeOIJxo8fz+zZszGbzWRnZ5Ofn4/X66WgoEDaartcLqqrq7HZbHTq1En2bYfDQW5uLjU1NZjNZhl4C60fkf0inHEEmQvI+yb1foLvM84ORuaqieGfexnkj4E6Q+9Q2iG11Df1dWqpk8hwKioqanORQX09oUUQXi3Wqz4+ofsUCAQwm81JToaAJPP2799PRUUFL774ItFo9LBkfFitVhYtWsTFF1/MzTffzKJFi9p1e+sonE4nCxcu5Nlnn+W1117j22+/Zc6cOT96v3v37qW+vj5J862uro6ysjIaGxsJh8NUVFT8qu+DDDLIIIMMMjgcONqepLcAlwLnaDSasd+91wy4gIeOJAkDbVvWpkM6MV+Rri1IHLvdTmlpKVlZWbjdbrkC7XA4MJvNbNy4EafT2S6RIlKq04lI7t27F0VR6NKlyw8842QcOHBAWhrPmTOHKVOmpJ0wulwupk+fTjAYZObMmUmfxeNxpk6dSnNzM4888ggnnngi5eXllJaW0rt3b3Q6Hfv376eurk6WfAjRv0AgQHV1NbW1tej1eqkb8WOFDo92pFupF2RgqhhiMBhM2z9jsRgulwuv14vP55N96pVXXjno7+v1ehYvXkxtbS3PPPPMQb/ftWtXBg4cyGeffUZ19Y9PUFMUhY0bN1JSUnJIxI6wrj0Yxo4dy9atW4nH45hMJsxmM36/X1p+5+Tk0NjYiNfrlSVSdrsdm80mA0G1hbg45p9amHfr1q2cddZZnHXWWfTu3ZuLL76YPn368PnnnyeRMCtXrmT+/PmMGzeOl156CbPZzGeffUYkEmHMmDFMnjyZSy65hPz8fGpra/nLX/4idSMECQMtOhEjR47kiSeekA5Ul112WYcyfhRF4dVXX6Vfv3488cQTTJ8+nYULF1JWVibthRsbG9mzZw+VlZX4fD6MRiN5eXlS8ygrK0veF8XFxTIbrK6ujp07d1JVVYXb7ZZEt8g2EAG6x+PB5/PJzAi1QKy454BWQXs6tCfeDslj/y8Z6pLdQxFMT81SSSW0RBlgOl0UNcQCSCKRSLqeQuhXCPCmjo8FBQUUFxdTVlaG3W6X5TlNTU0cOHAAr9crM68GDhxIOBzm+eefP5SmaRdnnXUWxx57LC+//DKrV68+bPvV6/VcccUV3H777ezZs4dXX331R+3P6/Xy+OOPo9frWxExwjEJoLi4+FcjmJ9BBhlkkEEGRwpHFRGjKEpIUZQG4AHgtO8EeicDCUVRDs039wdCkAIiEG4LolxEHSSLMgb1ZN1isRCJRNi7d6+0zBTvC6Ha9gKbDz74QIrYpkJogKiDpx+K6upq/va3v2Gz2bjzzjul3XAqNm7cyH/+53+yZcsWHnjgAXr27Jn0+dKlS/n73//OvHnzGDZsGH6/nz179uD3+wmHw5JcEE4oiUQiaXVdEA3V1dVEo1G5uv1Lhgjy1MGD3++XYrWinUQJTXFxMd26dUta0a2vr6empoZgMEhRURETJkzgjDPO4O677+4QWTJgwABOOOEEXnnllQ6RC2eccQZZWVm8++67P5qMqK2txePxMHHiRHQ63cE3UB3DmjVrDhq8iQyfuro6mpqaCIVCFBUV4XA4ZDlCMBjE7/fLaxAMBmXQmA4HC8yPFMS41Lt3b55//nnWrVsnidht27axePFibrzxRgYOHMgjjzwiidThw4ej1+t59913+fjjj6UVeWlpKbfeemsrMnj16tXMnTsXgLfffpuHH36YioqKDh3jnj17GDt2LJMmTSI/P5/58+fzu9/9Do1Gg8FgoLS0FLvdLp2OcnNzJSnbt29fBgwYQE5ODj6fj7q6OumqJjSjxPUWRJxwVlNnNGq1WgwGg7x3UktWDrUMtT0HIPj39YfDBWEp31H8mDLejhwLILPR1FCPlerrCS3XSOg7iXIzQRbo9XoKCwsxGo3S8VAI0W7dupUDBw6QlZVFcXEx5513HiNGjGD27Nns3r37sJ2Xw+GgpKSEM84447DtU0BoZLXlXNgRBAIB7rzzTvbs2cPs2bOT9MVqamro1q0bjY2NQMv8xev1HpHrn0EGGWSQQQa/FhxtpUkAKIqyU6PRPAG8DFysKIr3p/ptEXw1Nze3EuxVQ2gLhEIh+R3h7CDcG4Rwr5j8ORwOuaIbi8XIyspqdyJTW1vLpk2buPbaa1t91tTUhNvtZujQoT9ak6K2tpb3338fq9XKOeec02a5z5o1a1i2bBnFxcU8+eST9O7dO+nzDRs2cNddd3HBBRdwzTXX4Pf70ev16HQ6KYIsAq6Ghgai0ah0NYGW9nM6nbL0IJFIUFZW9osXzxTBXXtlNiLwsdlsSan6ImjJz88nkUhIS+ZQKMTcuXM599xzufnmm3nuuecOehwTJkzgpptuYvPmzQct+TGbzZx55pm8+eabvPHGG/Tr1y+toO7BoCgKW7ZsIScnp02Hp7YwZswYli9fzurVq1v1xXSIx+P4/X60Wi3xeJz8/HwaGxvR6XRSsFeQX2otnnRlGOKa/ZQkYe/evfnwww+T3tu9ezcvv/wyy5Yt4+uvv0aj0XDqqady//33J+mdFBUV8Zvf/Ia33nqLf/zjH3Tr1o2hQ4dSXFycJCAajUZ56qmn+Nvf/sZxxx3HSy+9lGQN3B4ikQgPPfQQixYtQq/Xc8kllzBr1ixJujQ2Nsq+abVaURSF/Px8IpEIeXl5aLVabDZbKwJM6O5kZ2fTrVs3OTbU1dUlOadpNBopniyCbZGpkjqWi/4tsqMOVnKkLj1Nh39HfziciMfjh+SCk67UqC10xGFJ7UIoyHibzdZq7G9rrBTbiMxKtVOS2H/qMSmKQufOncnLy5P9Kzs7m/r6eh5//HFOPPFEpk6dyvvvv9+hNmkPQnfl3HPPPSJ2z2vWrCErK4uhQ4fywQcfHPL2fr+ft99+m0AgwJw5c5KI2UgkQn19Pd27d5dZvVarFavV2mGNoAwyyCCDDDLIoDWOSiLmO9QBExVF+fZI7DxV40WNjkwy25p4i0kgIB1siouLKS4ulg4O4nOTyUQgEEhrDwrIFOZ04qV79uxBo9HQvXv3jp5yWrjdbt577z2ysrI4++yz055zNBrlueeeY+3atQwfPpz777+/le5IIBDgsssuo6ioiDvuuINQKERjYyMmk0lmBYnzFGUCwjZbQOjDRCIR6cgRiUTadMT5pSAd4acOTODgfVKUzuzdu1dmEXXr1o1rrrmG+++/n1WrVrVyIkrFeeedx7x583jllVe49NJLD3rc/fv358CBA/zrX//iq6++wmg0YrfbiUQilJaWdui61dXVUV9fzymnnHLIQqmDBg2irKyMN998kxkzZrT5PXFvZWdn07VrV8xmMxaLRd6riqJIfSIRkOfl5REOh1tpiqj3mS5oVY8rh1tDwePxsGzZMqCFPF2xYgWfffYZAEOGDGH+/Pmcd955bTqm9OrVS7qwCXJFuKlBy7W4//772bFjB+PGjWPKlCkdJmHWrVvHDTfcwLZt2xg3bhyjRo0iEokQDocpLi7GYDBQU1NDc3OzzGKpqKhAr9cTiURwu904nU5JYufk5FBQUEAkEpFkiXDBEbo+4jzSESwi6BeBuDrDUZACYl+Hw3ntYETN0Q6dTndIJFJ7ixSpSKfN097+OqrbI6Au40wkEjQ1NUnhfKHrpNb4SSQSVFZWyozW3NxcmpqaqK+vl98tKSnh3nvv5eqrr+bBBx9MuxhyKKiurqaxsZFjjz027ed1dXXU1ta2+Xl7CIfDrF+/nlNPPfUHPSu9Xi+rVq0iFApx++23txLhdrlcKIqSlBGTl5d3VIv1tmdy8EMWDDLIIIMMMsjgSOCoJWIURXED7iO1f5HiDK0nh+kmmanW1ukCMUGyCMHI6upq9Ho9Xbp0ke8Jdw+R1huPx0kkEmknUG+++SYVFRVEo1F27Ngh34/H42zbto2srCw2bdqU9vzaKi2ClknKsGHDqKur46WXXsJut3PrrbeSn5+PXq/nzDPPlN+tqanhqquuYuPGjcyYMYOFCxemLR+ZNWsWO3fu5LnnnsNqtRIOh3E4HNLZxu12o9frycnJIRgMSn0OkTYuNCEEefVjV5gPlmZ/tGfZqPugoihtBj7q0jZ129lsNqLRKBMmTOCdd97hpptuYvTo0TKbxul0tiI+7HY75513HitXruTyyy9vU6iyd+/eMtjv378/kUiEr776ig0bNvCPf/yD9evXo9Pp6NWrF0OGDOGkk06Sx5Q6CX7yySfJyclh5MiR7QayIgBIxejRo3nmmWfYv39/WgJCXV6oKApOp1MSJBaLBZ1Oh9lsTiop8Xq9NDQ0UFBQIIO7WCyWRNS0BfW4crgD8z179iQRZF27dmXSpEmcdNJJsjzxiy++aLXd0KFDOfXUU9PuU5RvPPLII7z44osYDAaef/55xo4dSzweb/P+UxQFg8HA3//+d+69917efvttKioqWLFiBeeeey5ff/01O3fuJBgMotPpqK6upqGhgVgsRjwep7GxEb/fL8uTIpGIHFtdLhfBYJCsrCz0er3MdhBjcFNTE7FYDJPJRGlpaVK2hU6nS2p3Uc4kMhyBpOvzc89kOVxorwyvvbFSZICK1+rFDUG8t9XGIhMpdf9tjXWKouByuSQ5L4TKfT6fJPIAWXqo1+vlGOf3+2lqapKlw01NTVLkWTyD4vG41HazWCxceeWVvP/++/z3f/83o0aNon///mnbQIjOt4VoNMqXX34JtLiTRaNRoGX8sdvtvP3221x33XU0NzfzzjvvMGDAAPr169fu+LFhwwb5+rPPPiMYDDJ48GAaGxvJyclpk4w9+eSTk85j//793HnnnSiKwk033cTIkSNbbSPKs7p37y7Hl5KSkjaPDUCj0VwFXAUcNg27Q4HQz8sggwwyyCCDoxlHLRFzpHGoE/COrOqpV2P9fj+NjY3EYjFZjhMIBOSEUbiGQEvwlkrE7Nu3j+3bt3PJJZe0+p0vvviCeDyO3W4HWrJG6urqyM/P73DaczQa5dFHHyWRSDB79uy0OjMbNmxg2rRp+Hw+Hn/8cUaPHp2WhFm5ciV/+ctfmDRpEgMHDsTr9ZKTk4PH48FutxMKheSKsVarlZkweXl5RKPRNp1ofs3152ox0aysrA5pp2RnZ1NaWirbs7q6GoPBwE033cTll1/O3Llzeeihh9oNrCZPnsyKFStYv359m7blqTAajQwaNIhBgwbJgH/Tpk1s2rSJ5557juXLlzN06FAcDgddunSRv79v3z527NjBOeec84PdSc4++2yefvppXnvtNaZPn97ud6uqqqS2jlghB2Tpigh8gsEgkUgEj8eD2Wymrq4uaZxoL0A61NX8Q0GnTp24/vrrgZY2V9+z6syWjkBRFD7//HOeeOIJVq9ejdlsZsqUKVx//fV069btoNuuWrWKJUuW8PHHH+N0Orn88su566676NSpEwDHHnssDQ0NuN1utmzZAiCdjXJycjCZTEQiEUKhEA6HQ+prCcebRCKB2+2Wml2CtBXjKbTcI6LcSV2i1JEyMvH6557JcjShrcWNdIsWbX23vUxVkcEWi8Wkxku6bdOVQAlNk6amJikMXV5eTnNzM/F4HIPBgKIokpyFlv515513sn79ei6//HI+/vjjHzXk6wMAACAASURBVOx29O23LYm96gWSUCjEzTffzFNPPUX//v0xmUzMmDHjkMV8169fT25uboft5AW2bt3KwoUL0Wg03H333W26Ux04cABoIWLWrl0LkKQfkw6KovwJ+BPAkCFDMoxIBhlkkEEGGaTBr5aI6ajtrKhvFwSHSF1OV/OuXsnLzs6mb9++BAIBOWkRwZ9IoxaW0oFAoFWpz8qVKwEYNmxYq2P64IMPkgKIhoYGvF6vtILtSDnBiy++yN69e5k1a1ba1bNPP/2USy65hMLCQl544QX69OmT1rK2urqamTNnMnDgQG655Ra5Wtnc3CwnzUVFRbIcCVoCXa/XS1ZWliRcUu1lgYMSXx1BexP7oxnBYJDa2loSiYR0+WgvE0P0SYPBgNvtxmw2E4/HsVqtnHvuuVx99dU8+uij7Ny5k0cffbTNFdORI0dSWFjI22+/3WEiRg2NRkNFRQXdu3fn/PPPZ+/evaxbt45PP/2UYDDIxx9/zJAhQxgwYAAffvghFouFE0888ZB/R6C8vJzevXuzYsWKNokYcd1FOVwikZCOOsI9SZRyCatqEfQLssZsNssymfYgxoAj0dcMBgPFxcU/ah/xeJz33nuPJ598ks2bN5Obm8ucOXOYNm1aWkHw1G1XrFjB4sWL+fLLL+nSpQv33XcfF154IVVVVZJAEeU+er1eBsyhUIjc3Fx8Pp/MkjCbzdhsNpxOJ7W1tezbt4/8/HxKS0tlyZLYh8hsEmSOENwVOj61tbUySE4lVlLJliNBvGTsrTu2uCHGY7UumBrpCBr1Nrm5uZhMJpmdJvYhrqkQbhbbRiIRDhw4QFlZGQUFBSiKInXbamtricfj1NXVyTKlcDhMVlYW8Xicb775hsrKSn7/+99zyy23cPfdd3PPPff8oLb59ttv6dy5sxQO/+abb5g1axbbt29nxowZzJs3j08//ZTzzz+fP/zhD1x55ZUd2q/f72fTpk385je/OWi/UxQFt9vNyy+/zMcff0xlZSX5+fncddddlJWV4fF40m4nhIydTidNTU0YjcbDYuudQQYZZJBBBr92/GqJmPagJlrSZcKodQXUJEEqQWO327Hb7TL9H76fePp8Ppmi/MUXX1BaWpp0DOvXr8dms+FwOFod34YNG9BqtUSjUYxGY5JrjMfjaTN7QkzEdu7cicvl4pxzzknrsrB582Yuu+wyysrKeOWVV9oM0BKJBFdddRXhcJg//vGPlJSUUF9fT3NzMz169CAWi1FQUCCFjYXThbpcRN2+6XRQfqwYYHslaEczLBYLRUVF+Hw+YrEYwWBQBrrpSEDRjqFQiIaGBqxWK1qtFqPRiE6nY/HixRQUFLB06VJOPvlkVq9eTY8ePVr9rl6v58ILL+TRRx9lw4YNSUKuhwqNRkN5eTnl5eVMmjSJl156iT179vDuu+/y7rvvAi3Ej8lkkrpJh4rdu3cTj8f58ssv8Xg8aUnIb775BkCWzAFSLNtiseByuYAWomHv3r3o9XrsdrsMzkRpjBCaTRfId0SQ9N+NvXv3csstt7Bhwwa6dOnCnXfeyZgxY1o5n6VDLBbj4osv5tVXX6V3797cddddnHfeeZhMJnbt2kVjYyOlpaUYDAZcLpcsBercuTMOh4NgMIjRaMTtduN2u7HZbBQXF0uSVl2mKERTxbim1nsRNtXiO9CSWdDc3Exubu6/rcToSJakHe1Qk90HG2MPNh6nI3NSt1EUJWnbUCgkdcVEea3AgQMH2LlzJ9BSIuN0OsnKypLkYCAQwG63S8Fui8WCoijs37+fqqoqXC4XZ5xxBuPHj+f+++9n3LhxDB069JDbaN++fVRVVXH++efjcrnYu3cvBQUFvPTSS5x11lkAjBgxgmnTpvGnP/2JQCDAjTfeeFDNl927d6MoCu+88w4bN26UwsOdOnUiNzcXm81GXV0du3fvZvfu3ZII7du3L9OmTWPYsGFtZsIIbNu2jU6dOqHRaKitrSUvLw+Px0NhYeEht0MGGWSQQQYZZPA9fnVEjHBLaG/FuqPkgFpEUm2JCsmTTPX7YhuXy0WfPn045phjmDVrFv3796dz585ym0mTJvH222+zYsUKLrzwwqTjmzlzJvfffz979uyhqKiIwsJCQqEQ8Xgco9EoV90EFEWhurqa7du309jYiMViYfLkyXICqEZ1dTXXX389eXl5vPjii+2uki9dupQ1a9awZMkSjjvuOLKzs4nFYnIlOy8vT65kajQaEokEzc3N5OTkSCFaUVIg7MDV7XY4iJOfiwZEaiCv1WqxWq0yIBVBaGrfFFkBQqBXOE7FYjESiQQajQaTyUQ4HObCCy+kT58+XHPNNVx00UWsXr06bdB400038eabb3LzzTfzxz/+8QcJSKbCZDLRu3dvRo8ejdvtZtu2bTgcjh8sNh0IBHjyySd58cUXsVgsLFmyJC0J88EHH/Dggw8yZcoUevbsmXQfiz4nsrWCwSCNjY3k5uaSnZ2dRGgKRxaz2YzP52uV+dCR0sV/FxKJBM8++yyLFy/GaDRy7733Mm7cOHQ6XYcIsKqqKqZNm8b777/PjBkzuOKKK7Barezfv5+6ujoaGhrIysqSelCFhYWYzeYkgiuRSOBwOMjKyqK+vl5qQokAXmR8iXIr4X4kspKcTqd09kktDxHXXViRH+6260imy89lnDkSOBSy+2DtlC5Tta1tBAFkNBppamoiHA6j0+nQaDTs3buXXr16yaxT8b+AcC/0+XxSz0w8w8UzzG63YzAYKCoqYsGCBXz22WfMnDmTjz/++JCFxe+66y4eeeQRvvzySwYMGMBll13G6NGjW2m53XnnncRiMZ5++mk2bdrE4sWLKS8vb3O/ffr04brrrmPbtm00NjZSX19PTU0NO3fulAs9AMXFxRx33HEUFBQwZsyYDotw79ixg82bN3P11VcDLQtEgwcPRqvVHnQelUEGGWSQQQYZtI9fHRHTEZvOVOcNsQonIN5LzYxpy9lGOLSIjAWj0YhWq6W0tJSlS5cyYcIErrjiCt566y25AjZ27FiGDRvGyy+/zJAhQ5KyF4YPH87y5cvxeDzU1NRIcT6RJRMMBtm1axfBYFAeo9/vJzs7mwEDBtC7d29GjRrV6rwbGhpYtGgRGo2GF154oV1BvjVr1jB//nwuuOACpkyZIjM2rFYroVAIjUYjdR8AKXoqgl4R1ASDwVY24GoI8uGHlhZ1tATt3422AvlUO3VBXqlLQEQ5mBCeFCuVon/YbDaZgTBs2DDmz5/PrFmzmDZtGsuWLWsVYObn5/PQQw8xffp0brjhBh577LG02TM/FE6n86BlMG0hFAqxdu1aHn74YdxuN2PGjOHKK6/kpJNOavXdffv2MXPmTPr168eiRYuIx+PU1tbK/icEowHZtsXFxVIENB1EdkxqvzoUO9+fEm63myeeeIItW7YwYsQI5s+ff0jlTStWrGDmzJkEg0FuvfVWLrnkEiKRCLFYjLy8PDlGiOwrj8cjsw6gxQ0GvtfdMRqNMtCNxWLU1dXhdDqx2WwUFRWhKAo+n49du3ZhMpnkWCn0okRGjDoQ1uv1FBUVdWh8ONQSoo5muvyatWYOhYQS942iKG2K9ba1TSrE80VknwrypLKykpqaGml3LjSP4vE4wWAQl8uFx+PBYDBQWFgotcrUulwim0uv1+NwOEgkEtxxxx1Mnz6d//mf/2HWrFlJx5JIJKivr8fj8dClS5dW48CgQYN46qmnksgLdSargMlkYvHixfTt25d77rmH888/n3nz5jFu3Li07aTX6xkyZAhDhgyR7/3rX/+iW7dukli22+2y/WpraztMwgAsX74cs9nMuHHjOHDgANu3b2f48OHs2rVLOo9lkEEGGWSQQQY/DL86IqYjNp0Hs+ZM1Y1JtVdNhUajoaCgQAbRwrnBarVitVpZuHAhM2fO5I477uDee++V211xxRV88803PPjggyxdujQpTVmv19O5c2caGhqoq6uT6dcCBw4ckOKV2dnZ9OnTh9LSUukskgqfz8fSpUvx+/289tprVFRUpD33cDjM/Pnz+eMf/0j37t1ZsGABlZWVRCIRotEoRUVFFBUVJbVxe+1zsAD2aM40OJxorx3UWS5i8i4yNNSuH2q7Vq1WS01NDQcOHMBisWCz2WSgeMopp3Dttdfy4IMPsmDBAubNm9fqNx0OBw8//DC/+93vuPTSS1mwYAGnnXbaT152E41G2bJlC//617/4/PPP+de//kUsFqN3794sXLhQujalIhQKMXXqVOLxOPfffz+RSIQtW7YQi8UwGo3k5OSgKArdu3fHarXKIExokqhhsVjQ6/Uye0SUMAgcjWVJiqLw4Ycfsnz5cjQaDQsWLOCCCy7oMJnZ1NTE73//e0kE33fffZSWluLxeFAUheLiYjp37iwziQTBITJY1KRsXl4eubm5MtvF7XbL1Xv43j1H6PEI0VQhci76tBAkFtleolxJtH1HBK0PtYTo15zp0lH8ELL7cJSMiudKXl4ewWBQZrh07twZq9VKWVlZUv8QBHZWVpYU6C4sLESr1RIOh/H7/TIrS6vVSmFo0a8uvfRSXn31Ve666y42bdpEbW0tLpcLl8uF2+2W/dNqtTJ27FguvPBCevXqlaSn0tH77/TTT2fIkCHceuutzJ07l7Vr13LRRRcxaNCgDmXjCB2mH9Nv6+rqeO+99xg7diw2m401a9YALU51PXr0yNwTP2N07dq1zb7YtWtX9uzZ89MeUAYZZJDBrxS/OiJGWE+3hXSWh4qiyMmcRqNJIgdEAKH+W+3IkpWVJVfBxIQzGAwSDoexWq1oNBpGjhzJxRdfzP/+7/8ydOhQxo0bJ3976tSpLF68mKeffprJkyfL9xOJBPF4HJvNJktP4vE4er0eg8FAz549MZlMSecqUpVNJhM+n0++H4lEeOSRR6ipqeG6666jT58+SWnNAps3b2bu3Ll88803TJo0iXvuuYfs7Gzq6uoIh8PU1dWRk5NDKBTCYDBIRyQhzivaQw2NRiO/I9pXjSPpQnO0Qm0HK0qPtFottbW1ABQVFWGz2TCbzUkismpNE7PZjN1uJzc3F4PBgN/vl2VKnTp14pprrqG6upqFCxfSp08fxo4dm3QMkUiEgoIClixZwuLFi5kzZw5dunRhwoQJ2O32NoPYcDjcptuVsIBOBxEwRaNRdu7cyVdffcXmzZv56quvCIfDaDQaevXqxcSJExk8eDBDhw6VpTXRaLRVic3cuXPZvHkzDz30EHa7nerqarRarbxfNBoN0WiUUCiE3W6XbS2IBGFpLUpuRMaRWohXXKfU8QDaDrh+jKVqLBaT5EUq1OU69fX1PPvss3z77bf07duXSy+9lPHjxydpM6n3mfr+Rx99xPTp06mqquK6667jhhtuIBAIsHfvXnJzc6V+UXZ2Ns3NzXz77beYzWa6deuGTqeTArpmsxmn00kikUi6t/Py8ojH4zgcDpkZI8STAQoLC2WmjbBkF2SP3++XhFlWVpZc9ff5fDITLJ04t3h9qMTKrznT5UjiYNehvftEEHdCe0y4bzU3N2O329Hr9XTp0kVmvYl7UzyXc3Jy5DU1mUw0NDQASA2zSCRCXl4eDQ0N6PV6SdAA3HzzzVxxxRV89NFHOJ1OcnNz6dSpEw6Hg65du5Kbm8vnn3/OypUref755yksLOS8885j/Pjx9OvXL6lPhkKhpOewGkLA/9FHH+Uvf/kLf/7zn3nvvfew2WwMGzaMLl260K9fv7TEvciKTYdIJCLnJqlIPZ7ly5cTj8c599xz8fv9rFmzhtzcXE455ZRWc4sMfl5oj2jJXNcMMsggg58Omh8TGPwcMWTIEOXzzz9P+1lbbSFKQIQbQ+oKeOrffr+f6upqAEpKSiQZIyY5ZrOZvXv34vP56NKlC5FIBLfbzVVXXcXu3bvZsmWL1GDQ6XTcdtttvPDCC7zyyitSKLCysrLdFOP2Vofr6+tleUI0GmXatGmsW7eOxx57jFGjRrUSDo5GoyxZsoQFCxbgdDqZOnUqo0aNYsiQIYTDYUmy2Gw2AoEAtbW12O126YpiMpnweDw4HI60x5Xavqk4miYGGo1mg6IoQ9r6vL3+1R58Pl+rNlC3i7BEh5YVZBEYqFPdheVvLBYjNzdXluIIssZoNEoHr6amJjQaDRdccAFffvkla9as4fjjj5fHo84yiUajvPbaazz88MN88cUX5Ofnc9lll3HZZZe1EpNuampqs18K/RU1PB4Pn3/+OR9//DFffvklmzZtkoK6vXv3Zvjw4QwfPpxRo0altVgXx6fOFnvuuee48sorGT9+PHPmzKG2tlZmagHSwcfr9dK5c2e5Yq0uTRDXxGazJWmZpOuL6Zy5figRo9Vq2+xfxx57rPLSSy+l3a6kpITt27fz9NNPs2zZMqBFb+K//uu/SCQSbdrNCuteaCHRbr/9dh544AF69OjB3LlzGTFiBHq9nqqqKr7++mtKS0ul+0tOTg4ul4udO3diMBgYMmQIdrsdr9cr2zyRSPD1119jNpvp2bMnWq2WxsZGWfKhJqzFa+GkJvo+ILWlBMQ9IASWDQaD7B/pxpKjaQz5d6G9seuHjltHCqn3ibjHEolE2vsykUhQV1cnCVT1s1rc00ajkcbGRgoKCmRWSW1tLdXV1TKLU+gR+f1+9u3bR25uLqFQSD7bw+EwbrcbaBmfO3fuzO7du2WZXigUwul0EggEeOqpp/jnP//JqlWriEaj9OnTh5kzZ3LVVVeh0+nkGJwOwWAwqb/7fD5Wr17NqlWreOedd6ivr8dgMDB8+HDOOeccjj/+eHr06EF+fj719fVtElzpxmCBpqYm+VkgEGDw4MGccMIJPPPMMwCcfPLJ9O7dmyeeeAKn05mUmdPeuPXv6FsajeZHkd6/ZhxtbXewOVcGGWSQwc8Zv7qMmB8CMakRq0+ppUupf4sVY/U2gUBATuCEi4jf7yccDuN0OlEUhWnTpjFt2jQefPBBbr/9drm/2267jXXr1nHFFVdw+umnc8opp9CtWzfy8/MPKcAQlsjbtm0jHA5TXV3Np59+ykcffcSCBQs4++yzZXq1wJYtW5g6dSobN25k4sSJTJs2Db1ej8VioaqqSpJL5eXlSbXoZrNZfk9duiDKpdTHnUn/T98G6n4nxHvhe8JAZEKpxaJFiZjZbEZRFEpKSvB6vdTV1cnsmLq6OmKxGOFwmGuvvZabb76ZCy64gE8++SStS5fBYGDixIlMmDCBjz76iMWLF/PAAw/w2GOPcf7559O9e3caGhqor6/H5XLh8/mor6+nvr5ekiQio8RsNkvtj8bGRnbs2CF/47jjjmPq1KmccMIJnHDCCUkW2x0tX/jyyy+ZOXMmp59+OmPHjiUQCOByuWRQU19fT0FBgTym+vp6qVcjVpFF2ZcI9kSaf1tkzL9Thygej/PRRx/xf//3f3z44YcYDAbGjh3Lrbfe2q7Ip0AsFmPdunX89a9/5bXXXqOmpkbq7uTk5NDU1ISiKOh0OvR6PfF4nKqqKinQa7FYpFuSKPdQZ9gEAoEkckuUiIjPRFsLjSiNRiOz5MT3BYmdlZXVisgNhUKYTCaZISPwax5LfokQmS2p96W473Q6nST+xHMHWmtsqTWGEomEzNoS/SUQCMh+6Xa7MRqNRCIRmpubiUajFBQUYLfb8Xg8WCwWotEoBoNBPvtExl9WVhb/8R//wXnnncc999zDm2++yeuvv87MmTN54YUX+POf/9yuBlsqcnJyGDNmDGPGjCEej/PJJ5/w9ttvs2rVKm666Sb5vfz8fMrLy+nRowc9evSgoqICm80miXu/34/NZkOj0chnRkNDAw0NDdTU1Mi/9+zZQ319PdOnTwdg//797Nq1i/Hjx+P1erHZbIcsWJxBBhlkkEEGGSQj8yTtAEQgdjDSQ50Zkxo0m81muQIsrKuFboLQkPnNb37D+PHjWbp0KWeeeSZdu3YFWiZhTz75JI888giffPIJK1euBFpWwU8++WROOeUUjj32WJmN4na7Ze26qGOvqamhsbGx1THn5eUxb948LrrooqT3w+EwS5cu5b777iMnJ4d7772XUaNGYbPZKC0tpampCaPRSHNzsyyLEjowNptNTpq9Xq8MtoC0ugA/F0HdI4l0baAWtlRDZAuog14hFi3ETcUqbnZ2tixtys3NpaqqiurqalnC1rt3b+644w5mzpzJqFGjJCnT1jEOHz6cnj17cuDAAf785z+zYsUKGdjk5+djt9txOBz07NmT/Px8GciEw2FJ2kUiEVn6NGnSJIYOHUqPHj06HJhs3ryZnTt3UlNTQ1VVFVVVVXJle8+ePeTn5/Pf//3fQIteg7DHDoVCsvxAlLUIa3BoWS0WpSjqrCM4OmzQFUWR2UIul4s33niDlStXcuDAAYqLi7n11lu59NJLO2wru3r1ai6//HKqq6vJyspiwIABzJgxg7PPPpumpiacTqfUITKbzYTDYWKxmGw/IbJrsVjweDw0NzcTDAYpKiqipKREunn16dNHiiEDUksmJydHanG43W6sViuFhYWy/FOdYdiWoHeqtlJ7mUsZ/HyRSlS3dX3TjaOib4ixSPwdDAYJBALo9fpW5To5OTk4nU5ZPtfc3IzH45H7yM3NJRwOy/vA6XSSnZ1NOBzGZDIRDAZxOByyD19yySWce+65PP/88/zpT39i0KBBPP7440llyB2FTqfjlFNO4ZRTTuEPf/gDe/bsYevWrezYsYMdO3awZcsW1q1bx8svv3zI+87JySEvL4+8vDxmzJghRdDfe+89AIYOHdpKIyuDDDLIIIMMMvhhyJQmqdBeW3TEqjFdiY14T6TbiwBEiFgKRyARXFdXVzNlyhT27dvHwoULWwXFiqKwY8cO3nrrLb766is+++wzGSCqIcgdYW9dXFxMcXExJSUlZGdnc8wxx1BSUiIFhwXi8Thbt27luuuuY/v27YwfP55FixZhNBqJx+NEo1EKCwuxWq3EYjEqKyuJxWKyhEAEZiILZvfu3fj9fioqKigsLPxBgdLRFFQdqdKkQ+l7gtwTgqVq0kBNBn53vEnaGoIEETbuIhvkjTfe4L777mPr1q2UlZUxbdo0Lr/88rTlQDU1NXL/4jhycnLQaDSHXJok4PP52iyfgRbyo7q6mt///ve89tpr8n29Xi/7tU6nIy8vj1mzZnHiiSfK86+srKS4uJjs7GxqampkBofQlxDnoi7rSu2j6cqP2nv/SJQmaTQaJeVvTjzxRM4//3wuvvjiJFFQNeLxeFLbJhIJ7r33Xu6++2569erF9ddfzwknnCBd3YTjWW5uLnq9nvLycqxWa9KxazQaSaSIfaaWzomxT5AtImulublZvhbknMvlwmKxSJvhdKWgZrM5qUwkFe2VOB5NY8i/Cz/n0qTUz9q7v1LHSqGzJUgSkUUIyM+E9XooFErKjlGLeNfW1mK1WmXZscVioaCggJycHKxWq9RC02q1sl8Lt8Ds7Gy8Xi8ulwuNRsOsWbP45JNP+J//+R8mTpzY6jxSS5NSkU7vSUCUJvn9fnbt2kUgEEBRFGkUIMj9RCKByWSSxItGo0lL4rpcLoYPH86xxx7LG2+8kZRhI5ApTfrl4Ghru0xpUgYZZPBLRiYj5hCQzh1F/Z7IPBArwWKSJ1xZhDBldnY2drsdn88nRVSFBkhJSQlPPfUUd9xxB7Nnz2b37t3Mnj1b/p5Go6Fnz56cf/75XHXVVcTjcb7++mtqamoAJPFSVFTUZmCm1ohRw+Vy8Yc//IE33niDiooKFixYwMSJE+X56HQ6otEogUAAi8VCfX09er0ejUYjBTjVK2UWi4WuXbsSCARwOByZzJcfidT+JwLatsrkhEtIXV2dJOtsNpsUoozFYmRlZRGJRDjrrLMYMWIEH3zwAcuXL+fOO+9k0aJFXHzxxcyYMaNN++qf4noqisLTTz/NnDlzCAaD3HTTTZx33nkEAgG6deuGyWSSuiNCK0QEU263G7PZLG2TRTlSdna2LK0Rbep0OpNILDVS+26qZsXhaIvvJr9t2i4VFhZKwW6LxcKZZ54ps4jautdT4fF4uPzyy3nnnXeYPHkyt956K71798bv9/PNN99I0jg3NxeHwyHPze/3Y7VaZXCYGvCKfqcWCRXjobq/CfLQbDZLC2mz2Sz3qxZJFv1X7FsQLZC+rTMljr98tEV8tgW1kLa6X/l8PpnFAt/3J3UJoiAsxFgbj8fR6XR06tSpVf8PBoMYDAaZeShK8ERZn9i/EAteuXIl48aNY/r06USjUaZMmXK4m4rs7Gz69++f9N7BNGLSYe7cuQSDQe655x55jhlkkEEGGWSQwY9Hhog5BKSzUla/B8gadEhe1RWuLKJsREwILRaLdBQR2jE9e/bk+uuvx2Kx8Mgjj7Br1y6WLl2aNkDU6XQcd9xxHHfcca3e7yji8TjLli1j8eLFhMNhpk+fzsSJE3E4HESjUVmKoCiKJJPq6+uJx+PE43FMJhPRaFSWY6lXpu12O3a7/dAaOoO0UDvECMFJUVqTLjBNJBJ4PB4ikYgMeoU1q9frJRwOy77Y3NxMbW0tw4YNY8SIEaxfv57XX3+dv/zlLzKVfvTo0YwePbqVmPORxK5du7jhhhv46KOPGD58OHPmzKF79+5kZ2fLLAthlSwQCARk/w8Gg1K3wWQySQ2dQCBAYWEhOp0u6Z4W7XiwFcF0mhU/Ft+VR7R54zocDq688spD3q+iKHz66acsX76cl19+mebmZubPn88ll1xCIBDA4/FgMBgksWc0GqmoqCAnJwedTofZbKahoQGj0Si1WtQC0YJw9ng80r1KlGkkEgmi0agkuVKdj0R7q8eOVK0ZUdZ0MKv7DNH7y8ehlgiKviLc0ITbUrpxU1EUmRUn9i/6lCj5zM/PlwL1IvMrHA5TWVkpx1bxLPT7/Xi9+9A++wAAIABJREFUXqxWqyQTbTYbsVhMOhXecMMNzJw5k0gkwuWXX34EWuzHYdWqVaxcuZIrr7yS7t27Z0qSMsgggwwyyOAwIkPEdBCKoshVLvEvVVRSIPW1WD0TRIvFYpEiliKoERoIZrOZWCyG0+lk9uzZ9OvXjyVLlrB//36eeOIJmTosJnNtIbXkSA1x/B6Ph23btnHffffx5ZdfcuqppzJlyhROPPFECgoKpK5HY2Mj+fn5RCIRDAaDzDoQ5xIOhzEajTJ4Fb8tBGMhUxpwMBwsFR9a+pLP55NCu+oMjlTLa4vFIgMOo9EoM66EroHog/D9tQkGg+Tn55OXl8dxxx3Haaedxl133cXLL7/M+++/z6JFi7j33nvJy8vj9NNP54wzzmDEiBFJZS+xWKyVlbT6M7FKvG3bNvbv34/T6aSwsBCTyZQkFB2LxXjsscdYsmQJRqORe+65hylTpkjCIx6Py3ImcX+JfideC6JTlFcJG2qz2Sy1c4TgpLqvdgTq7IvD1be/22f8YN9Lh3THvnXrVlasWMGrr77Kvn37MJvNDB06lIsuuoj/+I//IJFIUF9fj8/nkzowpaWlUrBZrOQLcWdhMZ2Tk0NBQQHRaJREIiF1ogwGg2xfRVGSxgGhs5VIJKQIs/ieeuwT101kwsD3ulJC8yiDXz7auhfV912676S+J/qdoihSxFeUEanHTUEoCnI3lXDQarXyvhB9VLwWOmhms5mioiLZrwV5I4SsLRYLeXl5kvjMzs7m3nvvZd68ebLk8qyzziIWi0nLbLHwAchS46KiIgoKCigsLMTpdCY5xkHL2NhW+4nxNx3EwopAY2Mjt9xyC8ceeyznnnuunPMcTWUrGWSQQQYZZPBzRoaI6SCEm4fagUG9YiaCMXVdtzqNH1oCG/GeCODMZjM6nU6uEut0OgwGg1wBvv766ykvL+fmm2/m7LPPZurUqVx11VUMHjy43RRhk8kEQENDA6tXr2bHjh3s3buXvXv3smfPHvbt2yfLCIqLi1m0aBG9evWirKwMh8MhSwaE9bHNZqOqqorc3FwKCwvlyl9dXR2AtKkW56kujxE6OO0FrL92oqY9zQPRflqttpXOTmq7qleMxWdGoxGXywW0BA5arRa73Y7JZJJlTjabjfz8fIqKiqSegV6vp2vXrtxyyy3Mnj2bzZs3s379ejZs2MC6det47bXX0Gq19OvXj8GDBzN48GAGDhxIRUWF7AviHHbu3MnatWtZt24dH374oTwe9fkLLaOSkhIqKyv5+uuvGT9+PNOnT6eiokJmZ0BLpkxdXV2SXWxhYSHZ2dnE43GMRiPBYBCdTidJy5ycHJmdpXboaSu4P1h/bU/Dob3tDvJZm+IPzc3N/O1vfwNIIt7UrwG8Xi+vv/46mzdvRqvVMnLkSC688EJGjBhBPB6ne/fuZGVlsW3bNpqamiSBoigKnTt3xmq1Ul9fj8lkoq6uTlqfm81mXC6XLNcQ2kDCgcZoNOJwOKSOi3ocACThkup+FAqFkrIchMaGyDRSO6392seJXws6orHUnmBvuvfUfTH1nlf3sXQaRMJhSGTViT6q1+txOp2EQiEMBoN0F0skErIcr7GxUWbkmM1mamtrURSFwsJCSkpKuO222+jWrRvLly/n73//u/xNUWopyg7TacFBi1NSfn4+ubm5Mgs1Ly+P3Nxc7HY7oVAIj8cj/9XX18vXVquVQYMGMWjQII4//ngGDx5M165d0Wg0zJ07F4/Hwz333INer0er1WbuvwwyyCCDDDI4jMiI9arQEYHAQxXnTN1vqs6H2K86xV9t9yyyCITF7MqVK0kkEowcOZJp06Zx9tlntypDqqqq4p133uGvf/0ra9euTVpREzbTPXv2pG/fvjidTsrLyyktLaW5uZn8/HxCoRCJREIGQkInIhgM4nQ6WzlCwfcBVCr8fr/U7xCOKOnwc5ng/dRive0JkIrt2hKP/e54qa2tZefOnWRnZ9OjRw9ZKpdO1FJoptTX1xOLxSgrKyMUCslVX5vNhtPpJJFI8N577/HWW2+xe/duNmzYgMfjAVrcSfr378/gwYMJBoOsWbOGyspKoMXpa/jw4QwcOJDu3bvj8XjYtWsX4XBYOnuJDIxrrrmGc845h2AwKMuIxHk1NTXhcrnIysoiJyeH+vp6SRCK9hLnohboFKWEagvctvDv6JPt9a9Usd72cNJJJ3H66adz+umn06lTJwoLCzlw4ACVlZX07duXvLw8tmzZQn5+vsx6AWQbiswmUaokRJ3F/S4y4dSip6ntm0rCqMWQUz9Ti/GqRVPTWYVn8MPwSxDrPdTx8FB+r73t1MLTgoAUJXNiXpDq9CWeewUFBbJsT6vVUltbK5+lDodD3lOCoIzFYmg0Gkk0d+7cGa1WK8sIm5ubcblc7Nu3j+3bt+NyuYjFYjQ0NBAKhWhsbKSpqYnGxkZZpllQUEBBQYF0thOke319PRs3buTrr79Omif069ePtWvXcuWVV/K73/0Oo9FInz59pMNU6r2ZEev95eBoa7uMWG8GGWTwS8bPKiNG0/LkHwNUAfsVRak+nPvviBDgj9UhSKczo4bf78ftdlNUVITT6ZQTr+7duzN16lTmzJnDG2+8wRNPPMHEiRPp3Lkzt912G1OmTOH111/n4Ycf5h//+AcAvXr14uqrr+b888+nf//+MttGXWoUi8Worq6msbGRzp07k5OTI7UdxERTCBCrAy8B9WQ0HdTlNIFAIFNacIg4VAFSdf8Uk6mCggISiURS2Yea/BPXWGyntsH2eDy4XC4SiQTFxcU4nU4pMH388ceTlZVF7969KSkpYffu3axdu5bPP/+crVu3snz5cgwGA6eeeirTp09n0KBBnHTSSVgsFiorK8nLyyMnJwePx0M8HicYDKLRaORvNDU1SRtYobMgYDAY0Ov1RCIRdDodxcXFrUoC1avcogSpLZ2RdELcRxuOP/54Vq9eLf+urq5m69atFBQUSItuYS2vKIq03s3Pz0en01FWVobZbEav11NdXY3H45FEjDhnUa6m1+vbJGHUmYAC6r6j/l9AlH2IQFaUdog274gYbwYZHOp42FFxX/G9VGJR3BfiffVzUHwmMsSEw5ff75fjk9CNEcdrsVikJpfYXqvVYrVa5T0gtOScTmeSCLaiKHTt2lUS6fF4nP379xOJRNDr9RQVFWGxWKirq6OxsVFm6UQiEbKzsykpKUFRFHw+nxTeFgs+AJ9++inr169n69atfPvtt5x66qncfffd8n4VjnuZe/SXDZER1dZne/bs+WkPKIMMMsjgF4yfFREDzAc0QA1QptFoXlcUZf3h2vmhCgH+ELQXqKSmHou6dIvFgtlsxmQyYbPZmDdvHjfccAN//etfefzxx5kxYwYzZswAWsiXK664gjFjxnDMMcfIyZzItFGvPPv9fjl5dLvd2Gw2aU2ZSCRwuVzSqhpagnz1BFV9zG1NjMWEUpTXwKE7X/yacTgESPV6PSUlJUmrusLetLa2lqKioiSxW3HNAoEA0WhUZkQJXZn9+/djNBrJysqSziMajYaKigoKCgo47bTTZCZXJBKhtLSUSCQiS0vUWiMGgwGr1UpDQwPQQrB4vV4sFgter1cSLVarVfYZcfyCIMjOzkan07VLpqg/SyfIezCC9GiAXq9P0uPJzs7GbDZTVlZGY2OjFHIuLy+XQs4ej4dAICCzjOLxOLW1tVKsubKykq+++oquXbvSvXt3OVZotVq0Wq1c+Rd9BVqymkRfSG1rNaGnhhjvhGON2EYcs9PpxGw2S62NDDJIxQ95bnT0mS7uf3UmKpDkqia2F6RuOoj7RHxXCPcL8kOv16PT6eR4KL4XjUbxer2yFFgQoeL5HIlECAQC5OXl4ff7k7TZ1JpXwWBQujbB95loOTk5SXp1ZrOZ5uZmvF6vbFOz2czgwYP5z//8T/Lz87FarVLXSTjEZZzJfvloj2jJzNcyyCCDDA4vfjZEzHfZMAngeUVRtmo0GgOwRKPR+BVF2XyQba8CrgLo0qVLm9/r6CTjxxAJqfbCYpKnXnETeisi0BFBqVarxeVySaeWCRMmcPrpp/O///u/ZGdns3//fn7729/KtGORjQItui1erxePx0N2drbUgjCZTBQXF5NIJCgpKSEUCtHU1CTLk9RI1XIQOiCRSIREIpG2PCmdRsxPQXj9lOho//qpoV7lFZlLgBSd9vl8ra6xgAgSvF6v1EIR19ZkMpGdnY3D4cButyc5k/j9fnJzc6mvr+ebb76RWS6dO3cmGAxKtxEh0CsEdX0+Hz6fjx07dmA0Gunduzfdu3dn//79hMNh3G63PLZUbRYRKKjPRwQw6pIZddCv7qdixVcEK0cT2utb0WgUi8VCLBbD4XAkkRxCK0eI6EKLXpTX68VgMEiRz/379/P1118Tj8fJycmRGTSRSCSpnYS9dyAQkAGfWkRXTfC2pbEhxjH4XsDX5/MRiURwu90y6AuFQh0aF8R1F+RcBoeGo3XcagvpnhsHexZ39JmuJi7Ugr1tEbTqsaWt3xUC2KLUQwhTZ2VlUVhYKLMAfT4fLpfr/9l7lxhJtjTP63/MX2b+Dn+GZ97MiLy3VNXVEqoe6YJmgZhWS6zYII3EAvUGMVNNDw8JxEPALNAgZhgJxAIQ6Go0LJAYgRjElNggwaIlJEbqGg2ghurpqsrKyLiZER7uHuEvMzd/2WER+Z08fsLMwz0e7haR309KRWS4u7382LFz/uf7/p9aeEmn00gmk8hkMnBdF0EQ4MOHD0o0oUi1r776aqX/vbi4wHg8RqPRQLFYRBAEGI1Gypyd7i3HcdDpdFSkI6V8VioVpNNpHB0dwXXdFZ+vyWSC5XIZKbQyDMMwDLM9T0aIkVJKIcTPAfw5IcSplNITQvxbAP41IcS5lLK95rPfAfgOuM5XjnrfptEH2woJYSv1umcCbUdfcaPSl8D1Ktvp6SmCIFBGvlJKTKdTVCoV/MEf/AFOT09xcnKCRqOBg4MDVKtVXF1dKYGEqtKQMEMDKtd1cXl5CQCqzLHrukin00in0yvnRyvVNKijyIZOp4NcLqfSQ6KiZmhbz21VbdP2tWvMa6+Hz1OERKlUWtuGadLgOI4SQMgk2LIstTocBAG+//57DIdD1Go19bnhcKjS4WhyQWlGnU5HheUfHBwo80s6Tpog6Aav1GY8z1NeC+TBkMlkVlaDTbGAUuTMsrU0GaJoMIokqdVqa1e/d8G6tqULa2R2XCgU1N9JnCqVSspUt9/vYz6fqzQH3/dRqVRUiWq61sC16S/1ifp3raco6pNVUwgjKF1jPB4rQZnElnq9vtIPmqXA10209X74LsbJXzpx7beiCHtuRD2L9XazyTOa2rmZkntbBKv5fkoBMj3ghBDqfsrn8ygUChiNRkoAJi+2IAhUJMp4PMbp6SlevnyJV69eodfrYTabod1uI51OI5/Pq0qMJML6vq+OUR83+L6vImL1BRrqM+j+oohEAKrCnud5SpB/Ls9shmEYhokDsRdihBCWlJKW7d8B+D0AL4QQ76WUMyHE3wewk2VsSmW4rYSmSdigzSyVaW6H/mbbNtLpNIIgUOV2s9ksBoOBKnFpWRa++uorpNNpZWqaSCRWSkxPJhM1kNJLd9q2fWMSQ5VP9NU84PMEHIAK387n88rg01xBpJU4/ZrRdnhV7fG5za+D/D/071g3nRRCqIF9MplUE2HdoFLfZjKZVEKA53k4Pj5Wr5OIWK1Wb0yoaTuvXr1SbYbaB5VrpxQZer8uDNExUVllM8qMjtcs962XBaefUkr0ej18/PgRAFSpZZM4hGjrq9O6T4UJiSS1Wg0/+clPMBwO0Wg0MJ1O0Wq18Lu/+7t48eIFgOtUoZcvX2IwGGA4HGIymaDVaqnUBeCzIKv7XtDfKYVBLz89mUzQbrfVJFOPPNJTF8MiadaJ3s9N0P2SuIsZaNhzI6oN3DXq0ryHNkm1M6vU6Sm4dB+EjRmoX6JtkTiu3zee52E6naLZbCKfz6vqcP1+H6VSCZPJBIPBYMVTJpPJqH3Yto1sNotCobASnUrnRH0oRU7ST4rm0Z/9+Xw+Fv0ewzAMwzwXYi/EALDwqaSrlPL/FkLUAfwFAH8ihGgDuAAQXtdxS7YZZGwzuKNBmDloo5+0X30VjwZvNEFptVpqIGVZFsrlsvKNmU6nSCaTkFLixYsXWCwWShTxfV9NkGllTEqpDPwsy0Kz2VRVZtaV9NWvT9jxh/2dtsUDuPXc9fqs+5xeLl0n6rsDbkYZ0Henp3/oYg0AlZZCkRVCCJV2RJ40pVJJ7Y8mAxRBZVkW0uk0hBBKEACuU50oYsNMeUkkEqrd6lV2zAmY3o7Ndk3nbv69Vqut/IwT21QdKxQKSCQSSKfTuLy8VOfT7XaVH4vjOHj9+jUsy8JoNMJyuUSv10M2m1X/giBYqSojhFgRTPTrR1WryF8GuG5nJGjpghoR1U7ps/TTPEd9H8zzYtP+kAQC83Pr2s199kdQm9WFlrBtUMln8zj1bRC6IEnCsWVZakElk8kgkUgoo95er6fuJxK69Yp4+XweiURC9dOu66Jer98QVMgYncYCZooxedtsk4r91NLeGIZhGGYfxFKI+eQH858A6AFwhBA/k1L+MQBIKf83IcQPcR0F8xcA/AxAf28HuyE0QNIHbfQ3wpxEmqklZrSJnsrUbrcxHA6Ry+XUpMdMH6BVaT2vHLi5sr5JBZl1Yg1Hu8SbdXn+5gpz2GTXNJbWy8nSJIDC/ClyiiK3qI3r5aWjfBZ6vR7Ozs6UOSWA0NVqKeWDpr2RyPPUoe9OSqnOhzwnSMw173FahafvMJlMwvd99Z7bogxIuNGjYizLQrFYvNc5MMw27KrdrOtLt/WSM5/DVAnJLJ0NXPu1eZ6HyWSCZrO5kkYVtj1KDSwWizeOhdKg9H46bDvbiFVPLe2NYRiGYfZBLIUYAH8I4E8B/LcAfgjgnwDwx1qa0kcp5VgI8f/Iu8Q434G7GvSan7vNj0P/aaaWUDWTdDp9o2JJpVLBaDRCOp3GYrFQPg40IQ6CYKUcpmlWqk+Io6rpMM+fTSKYqB3ST33ibZbFplVeMp8mM2o9jc30WaDPVyoVAEC5XEa/31cpMcvlEt1uF7VaDYlEIvT478tzreyVTqdVSfBUKqX8W6ivOD4+XomI0j2t0uk0XNeFbduRIi1Fy5hRMQxj8lzvMWJdehT1YWSMbfrH6QshZunsTCazEo1DFZR0yOeqWq0q3yvahgn5S+nluxmGYRiGeXziWmriHYD/RUrpAzgDIAFAShkIIV4D+K+FEGlcl7LeCTSo8jzvQT4npYTruit/MyfBlD9OZnzT6RRBEODy8lL5NxCz2QzAdRRBr9fDcDiE67rqHxmhFgqFG4NemhDr27sLdE470saYPUHtcDqdqhXU8Xis2o/ruiqShYS/6XSK4XCI6XSqhEDHcVSkhN7+qD3OZjM0m03MZjNVMQS4Tq35+PEjut1u5DFu0hbXveeu93vcuby8xGAwUAbd+r1PhrzT6RSTyQRXV1cYDoeqP/nw4QMuLi7w/v37tX1FNpu9Ybp7G7dV8boLj7FN5uF4rvcYYds2LMsKLcdOfdjp6emNZ6/5PKY+lMpZU59bKBRQKBQwnU7R7/fR6XRUW6dowl6vp6JhO51O5H1rpp8yDMMwDPP4xDUiZgpg9ul3D8AEAIQQ/xiA/xfAH0opZxGffRTumvJwXzNBs/IL8HllTF+9chxnJSWJJsvD4VCVu6ZymGYqiBl5o1d+2IbnVpaaCcdsL1RFi/5t8hng8wRDX9mNeq/OJh4um7TFL9EI1rx2Yde82WyqVIX5fI5UKgXLsnBwcKBW49f1DWF+GLfxGBWQuKpSvHmu9xjh+35kOXa6//SIGMLsT01xxExZNivCZbNZVKtVAFARMRzZyjwER0dHa6PXjo6O8O7du90dEMMwzBMnNkKMEOL3AcyllP+9lPJ/115aAngrhPg9AP8sgL8mpYxeCn+847uTuEArTWF52frPKPQJkp7znUgkVrZpDraSyeSNlA/KNQc+TzzNMOio6it6xYWoB/FzH1gz14RVFrEsC/1+H57noVqt3hDyogwtqV3R6nHY9k1hcBMPl03a4rr3PFevI/PahZ0nVWChNAgSdcfjMcrl8tbXhbyC1q24P0bfwf1RvHmu9xixrv0lEgk0Gg1VMlqH+lNK7zOvkSmempXHACh/GUI35N+EdemfzJfLbSLLc0wxZBiGeUxiI8TgOs3o3xZC+FLKvwco094sgD8A4AP4G/sQYR6DMLNeE6pOk8lkbpia6itlZslh2r45iAuLNDBX16Kg91Elm8f052CeHvqqLKUfmZhtXUqJTqeDxWKBcrkcOWE2S8Ka2yCBEICa8AO3T8D1e3A0GgHAF1ei1byek8kE/X5f+btERS1FbSvM82OTyBTaHwk+m6ZJrBN52KOG2ZSo57BZyXAbohZhNoHSmRzHuXFstF1KraTnvl6dkRZV9HFBVB9K50dG60EQ4OTkBFdXVwDwLIzLGYZhGCaOxEmI+V8B/AmA3xdCSCnlz6SU8tMg5nsAf1tK+X5fB3efydm6z657jcQPvVqCXiaWPhuWYhG23bAysWHlpsOg9w2HQ5yfnwPgAdpT5qHbM63wrjPfNCcyVFFp29Ko5jbMCk7AqqgYtV2akHieh3a7rY5x3T30FFl3HuZ3QhVUBoMBXNdFq9VSZXBvEzX0iDv9vdtEpmybTsTpR0+Tp3JvbdK+7vp8X/daIpG4dVEjKrWSxgabpGeaUbJCCEwmE6RSKRwcHKBWq8X2uzo+PsbJyUnoa0dHRzs+GoZhGIbZntgIMVLKCwAXQoghgH9DCDEA0AaQBvA3pZTjvR7gHqCJi23b8H0/ciJznxD8TVeNaYJKKSTr/DmYL5NtIxBMEfAuhLX9u/g4kaj4paexUAWVu/QpUZ/Zpl1su19OP2Iekzi3r9uO7a7pmfrf4mzee3JywoUBGIZhmCdNbIQYQkr5ayHEXwXwdwD0AfwrX6IIA6ym+kSlelAEwq5Sgjbx52CYTbhrKtu6kvB39XH60s0szWtK12MbgewhUoG23QanHzGPiVnJME6s6z83LQ0e5RHF9xTDMAzDPD6xE2I+McZ1mtJ/9Vw8YR4DrlLEfIlwu394+JoyzPOB72eGYRiGiT+xFGKklHMhxL8rpZzv+1jiTJzDphnmseB2//DwNWWY5wPfzwzDMAwTf2KbAMwizO3EMWyaKjlw7jZzFzZpP3Fs90+d53hNqQITGZ0zzFPjrs/T53g/MwzDMMxzI7ZCDPM0oZBoz/P2fSjME4TbD/NQcFtinjrchpmnxNHRkaq+af47Pj7e9+ExDMPEjlimJjHX3LX05b4QQjxIJRzmy2TX7Yfb5/O+BpyewWxK3O4DOp679IePcS4c4cpswrt37yJfi9s9xjAMEwdYiGEeFK64wNwHbj/MQ8FtiXnqcBtmGIZhmOcLpyYxDMMwDMMwDMMwDMPsCBZiGIZhGIZhGIZhGIZhdgQLMQzDMAzDMEysOD4+jjR/PTo62vfhMVvARr4MwzA3YY8YhmEYhmEYJlacnJywUfAzgY18GYZhbsIRMcydkFLCdV0eJDEbw22GuQ9BEGA8HiMIgn0fCsN8kXAfzjwG66JlGIZhnjPiS3ugCiE6AE60P9UAdPd0OE95/xaABIAlgPvMjPZ9/tsew5GUsh71Ykj7ekj2ca0ecp+btpmnfp732Wdk+3rktnUb+7xPad8P1efcZd/74KH3vcu29Zyu21Pa/2PvO+oeXGlbQoifAvjpp//+CMA/esRj2vf3TcTlOID4HMtDHMfaMRfDMMxT5osTYkyEED+XUn7L+/8y9x+XY9iEfRwn7/N57fOu7PNYed9Pjy/5un3J574P4nLOcTkOID7HEpfjYBiGiSucmsQwDMMwDMMwDMMwDLMjWIhhGIZhGIZhGIZhGIbZESzEAN/x/r/o/QPxOIZN2Mdx8j6f1z7vyj6Plff99PiSr9uXfO77IC7nHJfjAOJzLHE5DoZhmFjyxXvEMAzDMAzDMAzDMAzD7AqOiGEYhmEYhmEYhmEYhtkRyX0fwK6p1Wry+Ph434cBAAiCAEIICCHWvm8+n0NKiWQyCcuy1Gfpdx0pJRaLBZLJ5K3bXbcdJpx/8A/+QXddKcV9t699fZ+b7FdKCSnlyvuCIMBisYAQAqlUaqNtPec2u6591Wo1+fr165U+YLlcIpFIRF4P6mMArPQL972Gz/k7eK7c1rbi8lyMG3QPSSnVzzi1fbMf2PTe1M/rvucTt7ZFkd50bei6AFB94DbjJGZ/xK1tMc+H28bzDLMLnpwQI4SwAPwVAOcAzqWU/8c2nz8+PsbPf/7zrfd7WwrXuoe5lBJBEGAymcBxHFiWBdd1MRwOUSwWkcvlsFgs0Ov1UK1WkUwm1efG4zE+fvwIy7LQaDRQKBTgui46nY56byaTwXQ6heM46HQ6ODs7Q6vVQrPZXDkO/RgSiQTG47E6hnw+v/U1+RIRQpyse/2u7esuBEEAz/OQzWYhhLjRpmjiEPa5yWSiPrdu+67rAgByuZwarJvbHY1GaLfbaDabyGaz8H1ftXMdOr58Pg/LsuA4DgCg0+lgsVigWCxiPB5jNBqh1WqhUCjcOCZ9X/rrz2Uwva59vXz5Ej/72c9QKpXU9zsejwFAXVMdut65XA69Xg/9fh8vXrxALpfDaDRCoVCA4zjwfX+lD6FJy2g0gud5qNfrqk/St1ssFuE4zkq/FoXZ/93j+tz5s18669rWLvutOBL1fKe2rgscQRCoPpbYtl2afXfY8ZBgGnXf0GuZTAaTyURtk46PMPtuKaXqc5PJpHq/eSz69qfTKbLZbOS9u+u2FfV90TGTqD8ej+G6LlzXxdu3b5FKpXB4eIh0Oo1ut4vj42PSjJefAAAgAElEQVSUy+WV68t9TLzgfot5LG4bzzPMLnhyQgyAvwygCuA9gD8nhPhdAP+RfACzG31wFDXgkFKuDKD0/wOI/PxkMsFwOARwPTCybRvj8RiZTAYA0Ov18PHjRwC4IaBMp1MEQYButwvLsjAejxEEAcbjMXzfV/sGgIODA4zHY6TT6RsrY6PRCCcnJzg6OkK5XFaf0z+/6XVg9o/neSttKpvNIggCBEGwsiJoDuRd1w0VM8y2PZlMcHZ2Bt/3cXR0dEP0o0nJeDzGYrFQogD91CcqAGDbtjom/bjr9Tpc18V4PMZgMMB0On3EqxbOtm1+H/fIcrlU+6bvdzKZYLFYIJFI3LjeJHQtl0skk0mUy2UUCgWcnZ2hUqkgm83C8zyMRiP1XeqTzZOTE9XXJJNJJfzSdkmE0b/LKOh9tH2zv9QnP2Y7ZJjbeKj7kdqebdvwfV/1Wfr/6afrunduo2bfHYV5f+n9Ob1WLBZhWRbOzs4wGo1QKpWQz+fR6XQAAK1WS72fjp9EmGq1iul0ilQqhfPzc2SzWfVMMMUaALFdsKHrslgs0G63Yds2ZrMZZrMZhsMhlsslisUifN/Hr371q5Xxj94v0SIVwzAMw+yCpyjEAMCJlPJnACCE+CmAfxHA37rvRvXBUdSAwxxA6f8HEPl5ffICAL7vIwgCTKdTWJYF27ZxeHiIarWqBhW2bcNxHBwcHMDzPJTLZTXppSiawWCAdDqNYrGotkeTqHq9rlbuLMuC53kYj8dqW5ZlhZ7nJteB2T+mkEYTgna7DeD6uwubKFOkCw2uifF4vCLQOI6jBuWe56n3ua6r3uO6LkajkRqsLxYLTCYT1Go1NSimFdd8Pq8mE3pEjGVZavJPk4iodpfL5dTEYh3bTsy2bfP7uEeWy6WKVKH+YTgcrghwdB1pspbJZNDpdFAoFFAsFnFycoK3b9/C8zzVXvL5PBzHUX1Hv9+HZVl49eqV6qd0kZiEFCGEEpRpwhoFfV+6CAcgdDK66SSVYYiHuh9pO/ScTSaTaDQaEEKotpjL5VSkDP1/W6IWQUzMcYMuotN+KSKGIt2GwyEcx0G9fh1xT/09CeT6Ni3LQjKZRLvdxtu3byGEwNHREYIgQKfTQb1eRzqdXhGl4oj+nBuPx3j79i1s28ZisYDneSiVSmg2mzg5OUGv18PLly/x6tUrJUSR4AzwmIdhGIbZHU9RiPkjAP+UEKIspexLKb8TQvxFIcQ/LqX847APfBJrfgoAr1+/jtzwJoMj8z1hnwn7vGVZKwM2GgzZto3JZILxeKzC/2klqlwuY7FY4M/+7M9UnjMANVE9Pz/HfD6H7/sqAiafzyObzaLT6aDdbsN1XZRKJdTrddTrdViWhWq1Gnl+m14H5jObtq+HxmxTYZgDef1z63xFXNdFJpNRbY0m6ovFQqUr6durVqvwfR+dTgfj8Vgd1y9+8Qt4nodGo4Ef//jHSCaTSKfTKhqMjoGO77YV5k3OGdh+YrZtm9/VPaK3LRJBkskkZrOZmlhRlBxdG9d1cXFxgUajAc/z1IQqmUyi1WrBdV0IIfCLX/wCuVwOb968WfkexuMxxuMx8vk8Wq3Wyuq5CUXU6CvpYdCxmRExwM1ryP3PbthXv/UYPFSboc/bto1ut6sm8mHRfZsIkFHo/ZiZYqj3f+v6O/1+H4/HKjKm3W4rcdy2bbTbbVSrVdV3hKU6VatVjEYj9Pt9nJycqEWdYrGoIhR9399YpNhl2yIRmp5TdD3oGXB1daWed7S4kEgksFgscHV1pYRsPdqPYRiGYXbBUxRiegAKAH5HCPFzKeUYwP8HoBb1ASnldwC+A4Bvv/02MoUpKkJER18Z0/+vry5HYXpukM8DTX7IJ4YmPul0Gufn55jNZkin0yrclsSWWq2GIAhg2zYODg4wn8/VQKJSqaj9zmYztWJWr9cxmUzWGnxuch2Yz2zavnYBeYXQhCJsIE9RJWETYJpM9/t9TKdTZDIZNRh3HGfFh2CxWAD4nEo3Go3gui6KxaKatP/4xz/GaDQC8DmqZjKZYDAYrHzWvK9uw7yXzHDybSdm27b5Xd0jetv6yU9+IimqqNPpwPM8FItF1Ov1le9nOBxiMBjAtm21Kp7JZDAYDJBMJvFbv/Vb6HQ6mM1mKrWMUh8bjQby+fxKBFQymbyRLrktepSO/j2HfefbtgXmbsSp37ovD3U/6m2PhMywPoQixXzfX2mrd0mR8jwPZ2dnmEwm+Prrr1UfHJZWGhYRqIvtuVwO+Xxe9QHUR/u+D+C6X9ej56jP6PV6ePXqFRzHUcJNOp1WESMAlGCxyfntsm3RQlY+n8d0OsXR0REA4OrqShkR0zXJ5/M4OjqCbdsYDAYolUrIZrM3fGIYhmEYZhfEWogR1+rGVwBmUso2AEgpO0KIvwvgnwZgCSFmAH4BoLO/I92MyWSi0kZoddu2bSQSCSWQpNNpXF5eqgFQOp3GD3/4Q9RqNeRyOTXhEkJgNpuh2+0imUyiWCyqiBrHcZBOpzGbzQAA6XRaDdb0EF4WW54f+kQiyidGTy3RockFrZxSmpEJmR/S+8m0NZfLYTKZrJi7vnz58obpI7Xl2yKz1kHmi47j4OXLlzfa8nMUExOJBDzPU34wtFKv+8O4rgvP8zCfzzEcDuH7PqrVqpqkLBYL+L6/krZAkyv6PxmDbyJibZoqtqmXDMM8JtsIJesEwSih9y4pUlHRZFH+MBRFq/fn+nHSfieTCfL5PMrlsup7k8mkEmN0T6+zszN17xcKBVQqFXVM6XRaXQ8y+N/m/B4bEpNIUC6Xy6hWqypq0LIsdDodzOdzHB0d4dWrV7AsC4vFAul0em10KMMwDMM8JrEVYj6JMH/103/7Qoj/EQCJMe+EEP8TgBSAPw9AAujv5UA3gCbEjuOsrCzTgIYmxWSeSQMuACiXyyoSht4DXA8oK5UKDg8PVfg0/d3zPKRSKTiOowacVC2BQqmz2eyNygO6SSYPTJ4Ot5mbRk2C6funz+qTC4q6mE6nKr2NJtvUhqldptNpNegnIUCv4kPtNggCtY9Go6GOgVaWSWAMI+zvFGbuOM6tVc2ieEpmsHQdaZW7Vqup60rXmrymarUaTk9P0ev14Hke3rx5g1qttmL0SZ4IlFpGPlOU5kBm5GHQ3/U+SX+veV3DUuQYZtdECSV36T/0dk/GvXofGlYtUUff5+HhoapcRM9q856hflz3MzGFICml2h8JpPp9TFFwlmWhWCzCtm0ltFC6lX4cAFT/bJ7fY7PuO6HS28B1X2NWtUqn05BSolAoQEqJRCIB3/dRKBTUmIrGTFJKLJdL5YOjV4hjGIZhmMckzk+cfwlA+5MHzL8H4EBKeaa9XpFS/hLA/7zrA9u2qoc+YKBVJgqZNbehCy00KPI8T1U7KpVKAK4nT4lEAkdHR+j1eqhUKmqQRSs9VI1GN2ANq65CsEnv00MvWw2sfm/UrvTBs9leTdNJahtmVIQurOih8wBWfEhKpZKKujDbmWVZofeL7/vo9/sqdDxshdL8XD6fx8uXL9feg8+t+o4QAolEQlWyevXqlZpM0PeTSCSUifLBwQGy2Szq9boSV6l9OI6Di4sLzGYzFVFnGilvEjGgs+56JxIJ7lOYvRMlJNynf4jqQ4FVEdws9W7u00x5FkKs3DO6fw0JI+Y26BlultceDod49+4dXr9+rSIY6f5OJBJoNpuYz+fo9XpoNBorqZ6+7688X+JwH5O4RNeTxCoyiM/lckpQevnyJabTKYbDoVroovNrt9uo1+uqklS5XI7F+TEMwzBfBnEWYv4IwOWn378G8C8IIYYAAgB/HcC/L4T41wH0H6J09TY8RFUPCnuOOnSaOGUyGZydnalBBAkxBFU6mc1mG0+kaJUuSgRik8ynxW3f27o0HbPktWkUWSwWI/dLIp9e/YhS7LaJfCCPpMFgANd10Wq1br2v9HOKuoc8z0O/38d4PFaVT54yQRAoA2Xg+vpfXl6q9EbTDLxSqagVcf3cyQ+GoubI5BLY3Aw5DBZymbjzGCmL6/rfu5R6j0I/9rukTI3HY/i+j4ODA/V3PW309PRUGdvqkbtkqh63qkl0PfUxD/mGZbNZJBIJNY6iYgadTgfD4fBGlTY262UYhmH2QZyFmFMAMyFECcA/BPCdlHIuhPgPpJRSCPGXpZTzfRzYYwoW+mSGUpUymQxevHihfB10zPBlfSJFEQt6qUsgOlXFNB5mngb3mVxQWPdwOLzzJFz3IYgKw18HCTh0Pz3UYDibzSoT7LDKJ0+N5XKJ6XSKRqOBQqGgzksXUsJMcU2hajKZqKi5Wq12w+j4rrCQyzx3oqK+ovoW3WdmF+l5lCpoPsMbjUZoxUQaC1iWhVQqhYODgxvvocWebaom7QK9z9PHM5SSZT6DyE/HdV10Oh1Uq1W0Wi3ln8NmvQzDMMyuia0QI6Ucffp1CuC/BAAhxJ8HUBFCpAHsRYT5dBx3mtTRIE4PLTYxJzP6yjblP5NhnxBiJfrAdd2VfHI9vUkfYOilghnmLhNoU+SjAW6YuaQ+wDWNe/VB8Lryx3dBCLG28knYOcXZIymRSCixK5PJYLFYIJ/Po1arqb6BSte2Wq3I66lPCB9SdNV9ruJ6DZkvk4e6t+8TDXub0P2YqZSUfmT61pDRLfl30fFRpbtcLhe78QJdJxKbzShg+hudg+M4yoPs6OgI3W4Xs9kM0+l0JRWXrslDCdMMwzAMcxuxFWJ0hBBHAF4B+F0Af1NKOdvvEd0NGsSFme3pgzB9JZsGGDT56vV6mM1mauCQSCQgpUS1WsV4PMZ4PIZt28qzg/LBde6TfsA8P+5SOlqf8NPERp/gUxg4GcvS9ieTCS4vL9Hv91Eul5FMJuG6rhJ0TGGRPnvXwXHUuYUZU8c9tUYIgffv36tqaGdnZyiXy8jlckilUphMJhiNRsroWxdt9eun3/9kUvlQq8Fxv4bMl8km7VLvE+gzJIroiyhAuEmuucgSJqasM+/dROTRBaW7iDVSyhv9MkVEJpNJ1Qe3220EQYBSqYR6vR6rSFnzOuljJLquruviV7/6FXzfx1dffYXZbIZKpYLLy0vMZjNIKZFKpdTiFVeTZBiGYfbBkxBicF2aOgngb0spP+7jAB5itSrMbI9YNwjTvThc14VlWRiNRuh0Osjn88o7gkoOk4EnCy7MY2BO+Al9QLxYLDAYDFRVI+B60j8cDjGZTDCbzTCfz1EsFpXgog+GAahS761W68EHx2ETMz0yKI7RMWREOZ/PsVgscHZ2BiEEgiCA67rIZDJotVoArsUwmnCRWGNCXjFU+aper996ruZk1YTTk5g4skm71PsEACvP49tEkrBFFj1FWK9WRr5V5v227TGax6Hfm1HjFeqbdT8Ux3EwHA4xGAzUQlCz2VRpnZPJJBbjCFMM0xeY6NlBRvHJZFJVjKtUKkgmk7i8vMT5+Tnm8zlevHiBq6sr9V1xVTdmFxwfH+Pk5CT0taOjI7x79263B8QwzN55EkKMlNID8Ot9HsNDGvTq26BSlWbZSxpw6CkdNGE9ODiA53mo1+uoVCro9/vq71dXVzg4OFCRMFFGpnFZ3WIej/t4WEd9lsLYm82mqvpF710ul3j//j1SqRSSyeSKdw2lLVGVilKphGq1CiEEksmkMoQEPg+GyTDSbMfmJOMuImnYpEc/3vF4HLsV0kQigUajoUx2j46OcHBwACklzs/PUa/X1bF6nqcmXJlMBsvlUgm0JC7RpGw+v87y7HQ6Ks0J+ByRp3NbP8g+U0wc0Rcl1hnk6z/D/nabAGkuslBlH71y0ng8xmw2Q6fTUSbiYX1Y2HGu89HS780gCHB+fo58Po9ms6m2mclklAE7jT2oOhONL+i+r9frmE6nsG37hpH7PtDPj54JrusqI958Po/hcIjT01PUajXUajX1XVAZayrVTRWVZrOZSvNm8Zh5bE5OTnhMzjDMCk9CiIkD60oAb0rUhJF+p4FiWDnMUqkE3/fVhIpW1MrlshqI0AoQDTzWQfuM48o/83jcN7JrMpko3yFzIt7r9VTKUavVUmIgTUSy2SxardaKQSwJO7TqqoeYU5i8iSkGRIkDYelHhFka1iSukR3L5RKXl5f44Q9/iG+++QZBEODi4gKLxQKu66pzCoIAhUJB/X8ymeDi4gIAcHh4uOL9YNs2ut2uiqajyKaw9vFY/jIMs29M03P9d33yZLZ7+j+9X/8cidXA57FDrVZTq+JkIr7pQs+6NFJKCV0sFhiPx0pY0ftqIYQSaXVxikxuM5mM6guiIun2hdn36EbDJMQA1/1ZtVpFrVZDr9dDEAS4urpSEcPpdBqWZcH3fQCfS4UzDMMwzK5hIWZD7lqZRhc6zMFW1KTYXPWiagcUbQAAyWQStm1jPB6rYxsOhxiNRqjVamrft1WxYU+HL4u7RHaZ5o7A50E//Z0mAM1mE81mU0XEkLcRiTJm+XXXdfH27Vs4joOXL18CwEp6QFj56ahV6rCSrdu0bVOUjNv9QBWuxuMxRqMRksmkErLS6bRKXQI+CzFkauk4Dmq1mqrCpn93wOq106u2mXC6I/PcWCfYEvd5Tpriie/7KpV404ibdZjP+fPzc7iui2q1qiLi6H3dblct6NDf9e1QOmM6nY5dmo4Z1aQbDQNQqWH1el0J/el0Gv1+H8lkUvWXlNpEfSVFd3LVJIZhGGbXsBDzyJjlqPWfUZNiGrgtFgtVZpHSCBzHUSG1+Xxemc/RKhcNtrLZLLrdLkajkZoYhw004rryz9yfMKGP/E+CINgo3DzMdNe2beXz8v79exwfH8P3fXQ6HTSbTUynUyXCDIdD5PP5tQNcvfqF4zgrBtPD4VDl8h8eHqrVy7D7xWTbth13UVJKiV6vp6Ld2u02Dg4OkEwmUa/XcXV1hX6/D9/30Wg0AACDwQCj0UgJwUEQYDqdAlgVvCjKifqIsHLYPElh9sFjR22Ox2O02200m02VtmPykM/JsOjau1ZiNPtnEllJiAGgogrJ84VEmOl0qsSJTqeDq6sr+L6PZrO54l9DfUAcombNqnsAVBSf53mYTCZIJq+HtblcTlVHGo1G6nrQ869eryvj+Uwmg0qlwiIzwzAMs1NYiHlkKGqF8pD1B/1tg7ter4ezszO1HRokFQoFVS0pCAIMh0OUy2VVpvr8/HylTCV5Q+hlHmnFKI4r/8zDEBWBBUBFUkWl8tAEIczc0fd9DIdDuK4L13WVXxFw3U71PH4Aqo3Scejkcjm8fPlSlVoHoAb71DY7nQ5Go5EKsd80vWpbv5K4i5LT6RS//OUv8aMf/QiFQgG9Xk9NRqjy0Ww2U7/n83llrNzpdG6IXABu/K63iajKVwyzS+IgkD7kc/KuoksYuvE5iROTyUSl3VDaTrfbRRAEKBaLaLVamE6n6t6nPh7ADW86en3f15/GMvSc0NORisUiMpkMstms8t+ZzWZK3J/P58rUfLlcwnVdTCYTtFotDIdDnJ+f4/DwMHYRQAzDMMzzh4WYLbjLypzv+wiCAL7v3xh8kUFc1ESxWq2uhNLSfklM8TwPjUZDrX5blqWiFQ4ODjCbzVRZ4Ol0ujIhZvHl+RMVgUWD13WpPNRWbdtGMplcMXGl9lir1VAoFFQIfLPZVFUryHyXBsProixyuRyWy6UaXJv+SG/evLlxHmEpS/dl36LkpxD7yI4llUqhXq/jzZs3KBQKKu2AxBbqm3TD4Uwmg0wmo9KaqNwr8Fmci5oYholwDLNrHlsgpYi9uAqw63AcR3mekLhydHSk/KF834dlWWqMkM1mkUgkVIln2ka5XEYQBPj+++/heR4ODg4AfI4eyefze70+enQlCS8U6UPPkUKhgFwutyIe5/N5VCoVNQ4jEader8NxHCwWCxSLxY0qxjHxQAjxUwA/BYDXr1/v+WgYhmHuBz95toAmqhRVsAnZbDZ00hsGVQGgagbT6RTZbBadTgfA5yoyNJGlQQX5Rpyfn6v3UXgu5UbTpJbKXVNeNfN8MSNCqC3m83n1d73NhbVVGsB6ngfXdZWoksvllDBAIh9wHbVBKXWj0WhFhKEVTRpU60a8tM1cLodsNovhcIjZbKZMfAuFwsp5mKXanwOfziUR9fpyucSbN29WvB3o/vc8T4m91E+cnJyg0+nAsizVBwDXvjxk7ntbdax9T8AYhgTSx5ooUz8Zh4m4lBKj0Qij0Ujdm3ofrf+f+lwSX+n/6XRa9ZEURUgiBfXn5M314cMH9Ho9FS2nV14DcGOcsQ/MvoieIcB1eiUJL3RNzIgeMia2LGulxDUAFAoFfPPNN7cWN2Dig5TyOynlt1LKbykSl2EY5qnCETFbcJeVuW3MLfWIBODaqJQmr5QmsFwu8eLFC1U2mAYiQRAgmUyuhCTrogsNRGgwsu/Vf2b3hEU+mFEw5uth6UV6+9fD1sk/JplMKm+SUqmEer2u3keThXw+v2L4S6l7lEp3dnaGXq+nVmZNT5hGo6EiQIDPaVV6+dinVgnj07kso15fLpdKYHVdF6PRCK7rKl+LcrmMfD6PRCKB0WgE27bVPa73K3T/U3UVczVYT0kiDwk26WWYx8fzPGUiS/fceDzG2dkZcrmcutcpjZN+p2hCioqlflb3dnJdFxcXF2g0GsojzLIsVUq7UqngBz/4QWjq4j4j4vRKfb7v4+zsDL7v4+joSI1nyCx+MBgglUop4blQKCCdTuPq6gq2baNcLmM+n2M2m8F1XTbpZRiGYfYKCzFb8JDiRZSRqv6TUgvS6TQ8z8Ovf/1rJBIJHB4eKlGFwovJaNBxHBWirJd3pEmUXiVFT7UKK6fNPG02+R6jyrLT6iu1HRq027atKvHo6UZ6ha96va7y9ReLxUp1HgoPJz8j13VVVQv6TDabRblchhAC0+n0RnUPOje9ggYJSuPxeEV81P2Q4s6nyUBkqFoqlUK1WoXrusjlckgmk5jNZnj79q0q01osFlEqlW6kWyQSiRUBTS9ZTVFHhO470Wg0MJvNOCqGiR3bpgqv6w8pCvUun31IstmsimjTxQ/f95UZLT3rqS+mSBESoAGsLLhQeuh4PMZyuVSv5/N51Ot1+L6vokTM6xgHAVY3mM9msyo6ks6BBPgPHz6otNhsNquiguiZkEgkUCwWMRwOlaC9bQVBhmEYhnlIWIjZAWGiS5gBoSn0UCRBJpNBu91WEQe0rSAI0Gw2lQeN4zhqgEErXGYqEk2KhRBwXZcHIl84UeKi2WZJ+BiNRjg7O0OhUFBlP822o+frU7SLHvViCjjD4RCDwUB5HdBKJkVlTCYTJSrQ/aMfHxlT65MQAM/SD4muZRAEqFQquLy8VL4IQgh0u10UCoWViDjP81ZS1Oj7qtVq6Ha7K+Vtqb9Jp9MAgMvLywf14WGYh2JfJr6PWcVJCIFCoaDShwAo3xcSqQEo0ZqqPSUSiRulnemzwKrfE22DfGSKxaKqqKYbrVOfTWOLfQna9MwgYenw8FCJ/J7nKQ8YeuaUy2VcXFzA8zy8evUKQRCotGwpJTqdjhJqSMRhGIZhmH3AQswOCDNB3STNiSalNCD75ptvAFwPBKls9Xw+RyqVwunpKYDryJj379/j6uoKwPUAtd/vqwEHlRguFAqxrxLD7I+o0urA53KoFHURFtqtpxxdXFxEllEnwcB1XZVWRxFders0j8VM49PD88PKMD8H5vM5zs7OsFgs0O12cXR0hFqthouLC9TrdeWrQxFHwPV1Go1GoWlptBLe6XRWDH7JK4KEMBJyGCZO7Ov59dgCEIkFg8EAlmWh1WohmUzCsiz4vq/GA9uQyWTUWIF8YqisPQkYtFhDItB4PFbRJMB+BW0zctOyLJyenmI0GqFQKCCTyaBYLKLZbGI0GuHDhw9YLpcrx57P51f8gNYVUmAYhmGYXcBCzA4IGzBuU8KSvDTod1oRH41GGA6HamBBq+WpVAoHBweoVqvKyJcmVBSirA9KGMYkapKTz+fx9ddfq/+bK6gUbUVpcePxGKPRKLSMuu7n0mq1VPlV2haJAiSq6MeiHx+lFOirt7pB8GOsXO+DVCqFYrGIy8tLFbFCYm2n00E6ncZwOMSLFy8AfDa5JANkE1pVHwwGcF13Jb2RUszo+jFM3NiFz5keeUd9yF0EoLCo2Cg8z8NisVARK7qYrJvSWpaFZrMZeg1M7y5K8dRTQE1I4Oj3++raUsrTvgVtc6xCUULdbhfT6RT9fn8lZfvg4AC+78O2bVxeXioxmYyN6XugPpKuJ8MwDMPsEhZidsB9BQ/TZJfElXq9rszoEomEijaoVCorUQd6ihMAjEYj5PN5rhTARBLVZoUQSsTTBRW9ZGgul1MDd9u2VyYutAqp+7nQa0IIlVqnh9aHpT+Zx0e/m14nzy096fLyEsC1Ma9+zsfHx6qEtZ7+6LruSsUpHSGE8vOh7eiTkTj4QzDMvpBS4uLiYqUUMnA3AWhdhKEJ3Y9mpCFFrZCBNgnVYfe2mZqk/6Q+PKxkt+M4auHGsqyVlKc4IYRAqVRCoVBAu91GKpVS1yqXy6noYd0nBsCNKBgSnjzP4xLWDMMwzM5hIWYPbLM6RoRVL3AcB6VSSQ3OiDDPDj30+CGOh/lyofbiOI5KnaOBu766SO2QBD8ppWqHekQMRXzp0SwPIQLoxtT35TF9ITZluVyupBKYokmz2VSrwOPxWFVPoQopUWIMC7IMcxOKTNF9Ve7KNlE0Qohbn8XUD9m2Ddd1b7yfIgIpjYkq4lH0YJTQrkfC7TsKZhOo3ysWi8hkMnBdV5XiJkhgoWvvuu5K30gV5EzTcoZhGIZ5bFiI2QObro4tFgv0ej1Uq1VVjpHQB140cb28vES73VaRMuaEkVKa9ImxEGKr1TrmyyFKoDPD3s2KSKaIovvFJBKJldfp52g0UsaT1D7Jq4AGyxSJsym0n4cQFxj7OjoAACAASURBVPdlDKpDJpwkeNFkyXVdtNtt5PN5NJtN5QtD71ksFrFd2WaYuKKLJ/cVX0lcWbfgofe3hH6fW5Z1o+9dZ7g/mUxwdnYG13VxeHiIZrO5UV+op3U+hdLOupdev99X6doU9UP9I5ny0u8UKaN7nTEMwzDMLmEhZg9sujrW6/VwdnYGAGg0Giuv0eSUIgnIjO/8/Bye5+Gbb765sX3btlEul1cmzFQ9gI4nauWc+bLQS0IDq21Vj86i9kJthwa0eilYmjzoJaU3GdxPJhO0221VrnmfqTJxMLa2LAvT6RTT6VSlIdXrdQBQRseFQmFFGNtkRT8OZXsZJm48tIfabQseZn8rpcRkMkG/31epyGaUX1i/RPez4zgoFApwXRej0Uj5P0WhP/tNwSeOmP0WiSuU9jqZTFCr1eB5nvoHQP2ulwnXq/Fxn8cwDMPsChZidoD5YKcc7duo1Wrqp7kNy7IghIDv++j3+0gmk3j16pWqNkOTYX1Vi1bFaUKsr8zFdbDF7AcSVwDcWMFd5x8TttpL29HLo5rtX/csoM/bto1cLoeDgwPMZrPIMqNUXvsx2YUx6G2QoEICrOu66rt4/fq1qoyWSCRU6epEIrEy0TC57brxpIT5ErhvO49KXdS3a/anYUICpRTS58hYV0+d0aP8wsYStH8hBA4PD9XrtP91fYG+X/1Y98G2+00kEsrziq6Z7/tKrKZxkWVZqNVq6nnDadkMwzDMvmAhJsYkEgm1ahOFbq43m83QarXUaxSqS6tpcQ8xZuIFTfKllKE+BNtCk5Sw6IwwoYOiPMgs80svM0pphHSdKC3MsizlETWdTtXvFEG0LuKFYZj7s0nq4m1iblg5ZSEEGo3GjZSlTTE9oKSUGI1G6jij+vM4CM93wbIs5aGlL0IVi0VlykuiP7CdiTLDMAzDPDQsxOyJhzL/XGeup4s0uhHdUwg7ZuLDfQerd/VXoYmHXuZ6F8TBmDcMmlAEQYBOpwMAKBaLqloagNDUAzbjZpjH5SFSF6O2sS5Fatu+yvM8tNttAE+/Kprpn6NjnhuNhQaDAVzXVa/HIeWUYRiG+XKJzyzjC4Mmp5S3bEKpB1JKLJdLtNttLJfL0PfSoIIGI0EQYDQaYTQawbbtG7nhVFWABx/MJmSzWZXqEhVdQVEzYdi2rSp8bAOtypJRtSki0OouGdNGQZ5I696jc9u9uU8oNaFeryOXyyGTyayYGuu/EyS8ep6nvqfbomTofZteM4Z56mzbT+hQX7WNcLvpvbiOsL6KtrtcLm9sP5vNotlsotlsKh+a+x7DY7DJd+G6rjIjps/o521+NpvNqn6TnkUkcrFAzTAMw+wDjojZE7etxOhRBMPhEG/fvkUQBCupR1GYJqetVutGqVtaLeLVcuY2qF3QSmpYueN1UTN6yP1Dhrvrq7sAVNqTORnaNiIn7qukVCXNdV01+dO/G5qAUOWTTCajhNdNo5viUCWKYXbJrtu8eS/edm+GPavD+iraDkXDjsdjNBoN9Rm9/15XdWmfbPJdmKIzCc66gEOeeJ1ORxmXA5zmyjAMw8QDFmL2xG052PoAa7FYIJ/P3zox1Acm9Xpd+cKsq5TAOdLMQ6AbTZpsImzcJR2IVneJqIH7tsJKnP0RXNcNTUHUK4BMp9OVstZ6SfBNr0XcxSiGeWh20eb1fk5PvXRdV/WdmyzOUP8U1lfp2+12u1gsFvA8L/T5Htf7fJPjMiOBHcdRUYH6uGcymSgRplqtYjqdqmvOC1AMwzDMPnmSQowQ4iWAhpTyH+77WB4L3dS0UCjgBz/4wUpZYD2UmKojBUGgVsabzaYajIRVaFi3osYw+uorsFrVKKzEp+/7WCwW6Ha7N0qtA5/bV1QI/F0EQTKipG3qx6efh+6xEHUfPAXm8zn6/T6klMhmszg8PFSTDX0yFnYvSylXqqjR34Dwa8Ah+8yXxGP1E/rz2vM8lXIDQIkxZtlq/Xh09Gc13c9R0az0Xt3oN2zsYO5zHbvsC8yoXZMgCJDNZtFqtWDb9sr1WCwWKJfLatxj2zbK5bJKkaVIQS5kwDw0x8fHODk5iXz96Ohoh0fDMMxT4Mk9fYQQrwH8JQDv930sj42UEuPxeMUDg0pM0iDD87yV8GLKgaZSwZPJZOUz5j89t30XZYCZp4HuPUDtgibmYW0km80imUyq1Vd6D3kXhPm76N4E5FsUFb21rg2bxxe2H9M/JcxLJe5IKVdKWKfTabx79w6DwUCttAOfr1U+n0er1VLXhUL39T6BYZjHh/pTitbQIweDIFARr+vuS7OPi/KyiuoX9ZLX+j/aFhDuWxNHvyghBBKJBHK5HBKJBIQQGI/HODs7AwC1AEXvy2QyuLi4UOMkx3HU82oymezzVJhnxMnJiRIFw/69e/du34fIMEzMeFIRMUIIB8B/DuBvABgLIf5JAHUA/5eU8jdrPvdTAD8FgNevX+/iUB8E13Xx9u1bSClXJlVULYBW1/L5vJrE0qCCKqxwpMvj81Tb1zq2jZQKK7O6LsrFfG1dZRCTqDSmsBVivUIYgNDf45qGBKy2rVevXqFer6tz+/DhA/70T/8UtVoNx8fHK74Inz67Ur56XWUlggQq2k4ikXicE2P2zr77rbhWJ9PR+5T7HCP1iSQCUxU4z/MwHo9RLBa3FkYfKppV74sB3Oiz7+Kdc9+2pbcNfdFpXSqR53nwPE95aOn0ej385je/QT6fxzfffKMMz8OqTTIMwzDMrojn6CcCKeUEwH8M4PcA/CEAH9eRMf+qEOLFms99J6X8Vkr5bb1e383BbsAmlQEcx0G9Xkez2VzJeaaBUVhFJKpwE6cVrOdMXNvXfViXmhJVaUMIccNIMkoMpNcoVz8q/DxsJTZqJTjs73qkTdjvm05i7lNR5T7obYuELrpWrVYLr1+/xg9+8APUarVbz0cPy18sFqHXloy+2+02rxQ/c/bdb+2zOtmm9/NDHSP1p7Rooosod10w0ftos0/ephqS3hfr0Tnm69sc433blnndKdqF0rp06DlRrVbxzTffoFqt3ujbqtUq3rx5g6OjI2QymRWxOa4iIMMwDPP8eVIRMQAgpfw/hRASwL8J4L+TUl4IIZIAXgD4uN+j247bVppyuRxevnwJx3FWBgv6yjZVT9HznQHg3bt3cBwHL1++VKviXB2JuQtm29nUzyUsykU3SMzlcitpdSQSULvWBccwDxRzYhD2d/MYzN83vRfiUEWIytID18c+m82QzWaRSqVUmD5hevwQdE0ty7phbEk/deNfhnks9ulPtun9vO0x3hblY/rQmP1T1H17G/etwER9cVh0zj78oja97uSLNxqN0Gq10Gw2MRqNbpiUJ5NJVXEyrpWiGIZhmC+PJ7kUIKX8+wD+0icRJgPgLwIY7fmwtmbTlSYzMoByzCk9KZPJYDqdYjabqcFUJpNBoVBQ2163osQwQPQqsbk6eVu7jVqNDVtdpm1RlZ+zszO1WknmimYlJt3X6DYeyt/gPivXDwWVok2n0wA+T6bCVr3DrjUJL/l8HtVqFcViEQCUbwxwfW0LhQIKhQKvFDOPyjb38UOzyf1spiVtEkWzbQQN9U/L5VI9u2/7fFj/qp+PlDI0suW244xDH0eQWS+JP5SabYpmJCxfXl6Gfi80dlosFhiNRhgMBqoKJVVZipv/DfNlcnR0FOl/d3x8vO/DYxjmkYh1RIwQIieldCNeXggh3gD4lwH8N1LKf7TDQ3sQbiuTS87+0+kUmUxmZfXa930VBUOr4vP5XE22Dg4O0Gg07rSK9RRy95mHJ2oV1VydvG0Vd9Pt6NuiSQ6JDbSqOxqN1AThLsf/UNUx4lDSejqd4vT0FPl8fqUcdZR5sv7TXDlOJpNIJpNYLpfqdepfyIPKcRz2iGGeJZvcz2bUzCZRNJtGcphVlEjgMVOXwiJZx+PxjYgPSgvVt7nOd8YsnU3/f2oRIplMBkIIJU4D1+fQarVWqiNNp1MsFgvlzUPRMZ1OB4vFQn2OYfbFOiNfjmJnmOdLrIUYAP+pEOKPpJR/h/4ghBDymjGuDXv/mpRyuGYbTxbbtpFMJhEEgfpJAzB6bTabqdeB68FjsVi8Ufoxl8uplIPlcrl2ghWHNAzmcQmLooiaRIQJL/rAwPM8JXbUajVkMhlYloVMJrNRqVQppRoQp9NpJQSsO15dLKBVo7DjdxxHCTyTyWSr1d64DX4ymQx+9KMfwXEcDAYDWJaFWq12o2Q3YU7mxuMxJpOJEm8ty1op+Urlv/WUML0fMSeEcbs+DLOOTfxSdMz+JKp/1Ldrph5F7ZPElHq9jmKxqKJaqT+LKne97pzouW2KOfQ+s4x1WOnsqOOVUqr+c1eLM7rfTbvdxmAwQKlUUuMYAPB9H0IIpFIp1Z/pzwJ9DKWnXeqRMslkEo7jqP1xv8YwDMPsiriHO0wB/PNCiH+G/iCllEKIjBDivxBCpJ+rCAMAiUQC9XodlUrlxmp+MplEvV5HMpnEeDyGbduYzWYr1Q8obUEvUdnv99HtdldCcc3w3DiFKDOPQ1h4e5gXgBk6T+/X24xeCtT3fUynUwRBgOl0eqPUOrVH/f9kHptOp3F0dIRyuYxsNhsZjg58jnTpdDorA2jz+C3LQqPRUNsMK936VEin06jVauj1egiCQF3vsOtr/stms2g0Gsjn85jNZuh2u5BSwvf9lcmIECK0lPg+jVUZ5rHZpD+8aypV2P1IUIQr+ZYEQbBSah6AehZHlaWnfySAO45zox/U71/9M2b6Z9ixklDe7/d3ev/T/ieTCUajEfr9PkajESaTiTouKSUajQaOj4+VFx59j/o5AtfPLDLnbbfbCIIA5XJZja2e4jOBYRiGedrEPSLm3wHgAPgPhRBJKeXfE0IkpJRTIcRfl1LO9n2Ajw3lSgOrIbcmvu+rKAEKc+52u2g0Gsjlcuh0OpjNZpjP58oIlVJCzPDcOKRhMA9HWKrZpoa79D7dGyEsaoJKgWYyGUwmE5WDT+jvdxxnJU2G9q8bRxJRx2bbthJ8qC1HsU1p7Ljz8eNHvHv3DsfHx7BtG+fn58hkMkilUpGmx8B1P5JIJJBOp3F1daVC9Omam+/Vy14D+zVWZZjHZtP+8KHSds30mXfv3sF1XViWtVIhMSz1kO5X8x7XBfBkMrkSBRN1/9K4gfoD81zJt4aE8n3c/47jKCNeEppofLNYLFAqlZDP57FYLHBycoLFYoEXL16gUChgMpng4uIC33//PdLpNJLJpDoHfWzFMAzDMPsg1kKMlNIH4Ash/jMAf+WTMW9WCPF3pZRPqkLSQ6APHCiSIAgCFItFVKtV5PP5G5Nm4HoSPJvNMJvNUKlU1Oo3vaaviDPPj7BUs00n1rZtYzweo1KpqCo9wGrlLuBz29Qrb0RV+nJdF+fn5+o1SomJKpXted6NymG+7yOTyXxx7fbFixfKA2oymah/5KFD19f0kAiCAFJKJJNJlQYBbD4ZeU5iFsOYbNofhvWld6lIqPd5juPg+PgYnuehWq0CWO/DJYQIvcfNPtkUl0xx9bbzplL2QRCgVCqh0WjsxTOODMR1SBxKJpPqGTUajXB+fo5kMonDw0O4rotMJoN8Po9Go4HlcomDgwMkEonIBS2GYRiG2SWxFmIIKeWvhRB/C8D/AOD3pZRPrkLSXaEVf9u24fv+ioCSyWRQLpfhOA4WiwW63S6KxaLKLc9ms2oCm06n4fs+Li8vcXh4qAZUZils5vmxSVnnKGjFdDabrYiAURN427aV8SuZv4ZB6Uxhfgu68e/FxUWomSKtioaxbmL0lMu4kxdUs9lUUS2vXr1CpVK5sTpuQpMyy7JweHiovCds20YqlVrZh+69wzDPlbASzuveQ+IJsNqXbhpNA4Q/zy3LQqlUQqlUivxc2D7oHtaNyXWPmdsqJwGfnwNhgrfuqUKRsvuGrl8mk1His+u6uLi4QDqdRqPRQK1WAwCcn5+j0WiocxgOh+j1eipKmGEYhmH2zZMQYj7RBfDPSSl/se8D2QUUAq1XVaCKMtlsFuPxeCVf/cOHD/j1r3+NN2/eoFgsqkkXGQDatq3KNtJkmQaEUfvmqklPG/17DEs120SU0Cce+mA96v2WZcGyLNX+KIReN53M5XI4ODhQHif6oFg3/s1ms5HRWrQf8i2gCmFSykjxhra/iRFtHCGfHgDKD8qyrJXSrbTyba74ZrNZuK6L2WymxLV2uw0AyixUT2ukz+g8levEMJtgGtWGtW0zAiYsbXeTaBp63ppVkvRKiOazdl1qUS6XQ6FQwGg0Usd1eXmJ+XyO169fYzqd3lo5KepaUL9IkSh07PscD9AxLBYLdDodNJtNBEGAk5MTHBwcwHVddLtd1Go1pFIpJUSRUJXP59HpdNQ1ochBOl8e5zAMwzD74MkIMVLKDoDOvo9jV5gVEGzbVjnRwPXkabFY4Pz8XJn3BUGASqWivF/S6TT6/f6KyV4ymUQul1PbsiwLruuuhDhz1aTnwW3f4yYrufpKsW4oSZMHAErQI+GQ9pfJZJT/ULFYVANgqvbT7XZvCIEkMlI71012CV1EJJNgz/OQy+UwHo8xGAxQKBRCJ0abrGibq+BxYjAYwPd9VKtVWJaF2WymRFl9Yqd/n3S9qtUqer0eZrOZ8qLIZrPq3NvtNpbLJcrlMlKp1I2J6TYr/wwTd/S+IKptP5Q3EpmLk5CTzWaVIErCc6VSweXlJarVKhKJxI0y1WZaMomrwHX0ynw+R7/fRy6XQ61WUxFv21wLKmetR+zo/l6PPR7QFw+EEDcELGKxWOD09BT9fh+O46Ber6t+UP/Ozs7OEAQBms0m3rx5A+Da9LzT6WAwGAAASqXSjWIIDMMwDLMLnowQ81yJKheZzWbVpJYqG9RqNfi+rwZXnuepMr/FYhGNRgMXFxfwfR/A9aSt3W7Dtm0l5iwWC/R6vZX8ahrMURUCPV1puVzeKBMcBa+S353bSqve5drqA1JzgGu+vsnx0PuCIFipzkW+RKPRCKPRCJZl4euvv8Z0OlXtjAQOiloxTSL1/ZHxrx55o7+uTwzovfo2KIVAP19dXDFFBPM6xFWIDIIAZ2dncBwHiUQCX331lRJYLctSExW9CgpdZ3qNBLDFYoFCoaBSFtPpNABgPp8jCAJcXV3diIwxo6PWcde+4LG2yzAmusgc1Rea5ajD2ESgdBxHCcxknE0lk6l8/OnpqRIHSEihezCqTDWl3Ugp8dVXXwEADg4O1prw6mWh9X5WF130fVNfsgujXjNKiY6HFqQoJWk4HGK5XCKXyyGdTsOyLLx48UKNZ+gch8MhkskkSqWS+m7oelO0z2AwWIka5T4m3gghfgrgpwDw+vXrPR8NwzDM/WAhJqYIIVZSPHK5nBq8UTRALpfDmzdvVCnb8XiM5XKJbDaLZDKJarWqvDQWiwUmkwnq9Tqy2Sxms5kSXPTStbRvMwoCuB5M6v4dnueplTNOV3h87pMyFjZZWOcTsy5ViVYe9dQX27aVJxEJe/rkhlY3KbWJPpvJZFQ7ArBRuLi5Xb3t0WBan0jkcrm1kyXzOsS1QhClCqTTaVU1itISyLcnTCSj85jP51gul0rYpYnOYrFAEARqxZiinabT6Y37+rZJ6WNCpWnjGKnExB9qx2H9KJWFjmJde1/XX9DiRSKRQKPRWBGH6X6lz5EYWqlUlJBCFYF0QZq8X3K53Ioo7XkeMpkM5vP5ymKKfv+SGE7vp2icer2uxJiwlCkqh32XZ9BtfmFR15KOh86DPk+G4+Stc3Z2piIoLy8vVQRwNpvFN998g0KhoK4DHQuVBL+4uFj5rpj4I6X8DsB3APDtt9/u/kHEMAzzgLAQE2PMKgjAajQA5Ym7rosPHz7A8zwVxkyDPFpFev/+PYbDIXK5nBJeaGCzLs2A9m3b9kqZawA3Vs7iFD3wHNk2UoPer38/t4kLt/mAeJ53oyoStR8Kn6cIFVPgMCt9UJUlXTgg3xK9rLXuUUATm3UCErV93Qx4G3GFth+3gXkymUSlUsFisUC/318RmmjS5LruDZGMJk/tdhvT6RSVSgWHh4fK9JLSuyhyiUgkEjeiifZ5TeIaqcQ8LR6jHZn9Udg9E+YvQ75MlGrsOM7KIol5z+npSnopZ73ENAmtZv9pijJ6lI7uAUPRdWblu7teu+VyCc/zNnq/fo10U3gqpU3XZTqdqmhIKktNIrRlWZhMJri8vMRv//Zvr5ggTyYTuK6LYrG4InZxqiXDMAyzD1iIiRm3VXLQIwloYJJOp9WARDfwJdGmWCzi9evXyOVysG17xeeDStlGVVzRyxLTZE2fzOoRMczjsm2khp5KtKlx421h9mb5apN1ZVfD0Fdg9Sod9HfyByDRj0x5w6B92bYd6i3zHNDv/8vLSxXNkkgkViZ1ukg2n89VWmIqlVJCFb1XTwULIy7eMHGNVGKeFrtoR5sKFmGLLSSYRN1rugktCSfkCUeRLfQ+3V/FjHKxLAuVSgWnp6dIp9MqlYnSf8L6g7tcu0Qi8SAeO2akH7BaPY/Or1KpqPfo0cD6+ykSiapOcoQdwzAMsw9YiIkZZo60CQkjo9FIrYx5nqfypQGsDLiAz2G9zWZTVarRfSNc110xq9PTQnRjVHNyS/vj1aTdELaiug69NKleetVkXXUO8326YSKxruSxOYk3q/nQe2azGTzPW2mHFC1D4iLl8pOptMk6wSAuYsJ9WCwWGI1GKJVKmM/n8DwPnucpcZSi1VKpFEajEYDre//y8hKe56k2QJ4K5BsVZe5L32dcBJDb0kcYZhO27UfvAvlybZOWo9+HUalQ+XwepVJJiQu5XO7Gc54+a/qrLBaLlYjEIAhwenqKy8tLANd+W/1+X1VeilqY2fbakehzH6IEK+Cz50uxWMTh4SF830ev18PBwQGA63QlEqIoQrjb7a4UKNDhqpEMwzDMrmAhJmZsM+mhSIFsNotWq6X8O2hAp5cPTqVSuLq6Qjqdxmg0UpOxdDoN13XheR5c11WhumQMrAs2zzHCIO48RAUfmkxHpZeYIkWUUOF5Hs7OzjCZTPD111+rNCQ9YqVer6v3RpVd1SGPkul0qsLjabvmyiy1T/IJMc9j3b0TFzHhPkgp0e12EQQBGo0GqtUqXNfFdDpFu91WEWu6cW8+n1dl6+nc9f4hbMJnpj+uW51nmC+ZqLQ9+l0vER+Gea/dtm0hhPKaoX7RTN+xbVv5yQGfBZrBYKAiW6kvTSQSCIIAQgiMx2NMp1P0+30AwPHxcWyECFMspmuiR+rSNfiTP/kTtNttHBwcKKPe2WyGbreL+XyOVCqF5XK5ElWkwymQDMMwzK5gISZm6JNmPcKABlnA9YAtm82iVCqpwRXlOZP/C0EDPSqfSZWSqLISGYBWKhVks1l0Oh34vo+TkxM1EY4KU2Yen4caFK6LCNlEpCCTSP2z+oor+YxQCHiYsGNO+mm1mM5rNBopAYHSZmhwDUClLd0lsmWdGBUXD5TbkFLi5OQE33//PX7nd34HyWQSnufh+++/x2KxwOHhIRqNBjKZjAq9z+VyKvVQT1VcN8HSw/d1c8/b0sz01DBKV4zLRI5h7kNUH7GuX6VnNvVfYej3mhk5E7VtMrE1jc1NUccUaOjvvu/D933k83nYto1ms6mqC1FEYiqVUhE3ukfXru5n3dhd3+dyuUS320W1Wl0Z69DP09NTCCHw4sULlXJ5enqK09NTJdgcHByoiCA6R53nINozDMMwTwMWYmKIbshHA4ZOp4PBYADLslT0C1VAIsO96XR6Y1BB1QVevnwJ4Dpf27ZttZre6XSQyWQwm81Urvl8PlcmnvqKEZW3fgqT1qdG1HV9qEHhbZU9bhM1yKSX0oT0ah+O46goFr06BaXS6FU/dMjThNoX+RQAWBH/dO8TmgxQmVL9fG5LPwp7XUqJi4sLldYT58iPRCKhfJ70aDi6l/VqR8C1uW8ymVSmu+akRU9BsixLlbavVqs3KrYBt6dN0uts4M08BvtMGYnqW9b1q3rkWRSUtmPea7dtezKZqGgbMu6lhROqQAdAjR0oKo4WXcgQOJfLodPpqOhYEqupj6E+YtcRIlHXu9vt4uPHj+q8dVzXxWw2Q7VaxatXr1TqJkUL0ngJgBKcwgSwXaSuMQzDMAzAQsze2UTMcF0Xg8EAuVxO5ThT5ADliNNgiwYVtApGk6LFYoHXr1+rQQkA+L6P4XCIUqmkBiSJRAK1Wu1GZSXiOXhtxJGoyJf7+GKYofL6drYtP6wb/7quC9d1V8LBdRGGKhedn59jMpngzZs3K0INtU9qhzQxiDKOplXj2WyG4XCIer2uBtjNZhPZbBa+76sJiB69pUd0kCiZyWTU6+QvYJpQxxEhBGq1Gmq1GrLZLK6urlCpVDCfz2FZFi4uLjCbzfDq1SsUCgVkMpmVNmVO9ChKjlLKer0ezs/PVeST7j8BhF8/YNVHCvhs4O04Tmg707+Tbblr2WwWjZ8WYd9zWB9pijO3tY91Rt/riBJFdB8uM2VS728p/cfc520CaVjlI/q/7qdFkYnA9XXSo2T0lEXqRylCznEcFTli2za63S7a7bbaVrPZVP2xLvA8FFHX3TSFp/MnI17q996/f4/FYoFWqwUAygdrPB7j9PRUpWoVi0U0m02cn5+jWq0in8+j2+1isVjc6BcZhmEYZlewELMHblvZo0kTVUai1WW9gtFvfvMb2LatIl1GoxE6nQ7evHmDQqGAyWSCjx8/otfr4dWrV2oCfXJygslkAsuylJ8HVVICrgdAFMGgT5wJfdBorqgzd2fX4dBmuDoN0qO+T5pwkCl0NptdaZ+6jxBw3T6y2azK4ddLn5NwSBFeFOlCAo55DLRq/P79exX5QWaYJDS2220UCgW1OhzGdDpVx5LP59V50HHHfbJOEypK+8nlckpIqdVqKBaLwIEbRgAAIABJREFUmM1mGI/HKm3p7OwMg8EAP/rRj1S/QPcwpZItl0s4joNqtQoAKtrIFM8mkwlGo5HqI4gwnwue2DAPTZgB7kOkburPYwChkYm3RQ16nqfuRarsRv2ZHu2iRz7S77rgAny+n3TTff0eo/5Oj5il/vvs7Ay+76txAEW20r09HA7R7/exWCzgeR6Az+mjUkpUq9UblYam06mqqLSrSBFKJaXvQE+rbDab6hr85je/UYUICoUCstmsipihClCJRAKz2Qy//OUvMZ1OUa1W4XkeBoOB+gzDMAzD7AMWYvbAbYNHCo0dj8fo9/vKx4UmysD1ZCmXy6lqM/rKkeu6avXadV34vq8mrFLKlZKP+uD2+++/R6VSUcaC+uTKXPUG1hsNMtux63BoPbS91WqpSfdt36fuLdTr9VS1CorU8jwPmUxGtdNMJoPT01OUSiXYtq0mFYvFQg2C9WgsitKgFV7ddPr4+Bie56nUGaoe4nme2h+lNJHIlM1mkUgkAFwLQOPx/8/emcdHVd3v/z37TJLJZJJMFvYk7PuqaBXFsrqguCF+a6tFQa11qQsiraVVi0v1V61aEUSrYgVXBISKaC2KRUEBWVSWELKQyWSyzZbMkvv7I57jnclMEtBgbOd5vXiFZLY7dzn3fJ7zfJ7HK32VHA4HjY2NZGdnAyQ0Ae4qEP4I4tg4HA7MZjO1tbXY7XbcbjderzcqqtXv9+NyucjPz0ev10dFwLpcLmnQmZOTI0k1i8UiTTxjxwC/39/K8yJeookaHSFsj5fUTbZK/u8glthQG1B/l2JafT+G4/OgUrcIC0WKervUJE97n6W+lwtCBlrmChaLBY/H08p7Royh6vFVkOB1dXV4PB4cDgcul4vq6moGDRoko5vVEMrAgwcPyrHZYrFIsvxEQqT0xX5/AaHMMxqNwLeEfUVFBQ0NDeTl5ZGVlUV1dTUlJSVEIhFJNAnyKlHbbBJJJJFEEkmcCCSJmB8AHZ08WiwWGhoa5MqN2jeje/fuNDc3U1xcjNfrpaCgQP5NrBzl5OQQCATIzs7GaDQSDofJycmRhanb7aahoQGPxyN9OLKzszGbzVLhIIgXUaSrJ0bxCrBk9OOPAxaLRfbYqw0jYye7sYWuukUpGAwSCoUwm80Eg8EozxePx4OiKEQiEUKhEJFIhOzsbEmqqIsIddKXaE8KBoP4fD5JEgnixWazyc8XhQJ8m/AhCpFY/wRR4Kt9ArxeL5WVlUDLJL+rk4o6nY7evXtLxUsgECAtLU2abXq9XlJSUqLavwKBgCxgY6/X3NxcTCaTjLcWMa8AVqtVEjLtGXW3J+1XE3zqlgj1+HC8pG5brZJJkua/D7H3zo4Q2O2dB7HvGc+ouj2o04xi7+uJfF9EW07sIop4XHy2uOdmZGQAtDKxVY93Qt0iDHkBamtrCYfDpKam4nA4iEQi8nPFe6iJUDEW+P1+mpqaKCwsxGq1dso11NaxEd9LqPPy8/Ojxgyh9AkEAvh8PqxWK9nZ2fTq1YvDhw+j0Wjk/MVoNBIKhWhqasLn82G326XXXnKcSCKJJJJI4odCkoj5AdBR9YN4XlVVFVqtloyMDDkRMZvN+P1+evbsSWNjIw6HA71eLwtT4fNQVFQUVZjp9XqMRqOMpg4Gg5SUlODxeCR54/f7OXz4sFwJU3tFGI1GampqMJvNcQuwjkjFk2TNDw+hshIQfkJCDSXUIbHG0YKMEZNXrVZLTU2NJEa0Wi12uz1K6SLOz9hWI6H2Eukd0CKDN5lMCf1IINqAUpzz4jyFaJIJaEUCqFU2Wq1WEkTQtZMyTCYT2dnZ9OjRA7fbTTAYxOVyyRZDsV9FQeV2u7HZbOTm5kofCHXxZbVaURSFYDBIWloaaWlp0qjT6XTicDjk+ZAoxaQjUBNAiQgXQc61Z/Aci7ZI7WQM7X8P1Ilcx/o6tRl3IgWq+lxUq27U5rWiJTDRedkR0/PY58S2JMWqFNX3bXH9NDc3Y7PZpPLPZDJFkeppaWlRRPeAAQPkGKzRaKIS7sTnq69Lh8PBkCFDotqTOguJiFSR0udwOOS9I5YQTk1NJS8vj8rKSjlHysnJYfDgwXLfiGObk5OD2+0mIyMDg8EQNb74fL4uT8InkUQSSSTx34kkEdPFkZqaSmFhIRCtPBHtRunp6djtduDbFTW1agWQK0rqPnWNRoPX6yUYDGK322XrhyjGLBaLXBVXtyUJgztRhKuNOXU6XYfUPskCqeshUbGcCEJdIiTy6pXVpqYm+btQb8QW70LtJYpu8bh6ddjr9crWOhFXCkQZUGZlZUmD31iTy0AgIAkdMTFXk0p6vT6KsPkxTMJFkaUmLgSpmZaWht1uJxgM4vF4aGhoICMjg549e9LU1BS32BDjgUjEys3NlaoYYUCqLgDVhJdAe21FaqVSrKFy7GtFIdpRA822it9kDO1/D441kUsQN+IaORYzbvV5E+9zv+s4ofaGURRFnv8mk0n6VsVeJ+L6UKsJ1WlyYrwTZKy4htXXtTAzVpOyAmriW6/Xk5+f38oguDOQ6BoVKX3xxhs1UlNTyc7Opry8XBL7mZmZ8jVarZaXX36Zvn37YrVa0el0dO/evVOSCZNIIokkkkjiWJEkYn4EUK/eC8RLiBErauFwGKPRKA3q7HY7PXr0iCqGhJGq0WikW7dusiUlEAiQkpJC9+7dMZvNsgDzer2yB14UxHV1dfLx/Px80tPTO6T2SU58uh7Uha84p9Ty/0THSqQOqf0GRNEizgcRs6w+LwSJV1JSIuXyIjpZ+JGI14r2IfWqr/ip1WplPLN6ZROQLXpqIuFY0RXVW36/X5Kr8O02hsNhamtrycrKIhwOk5eXJ9Uy8drOoOU4NDY2cuTIEdLS0igoKIg6Vmo1kfgpVulFMRmbvhRvP4nnxI4PsW1L4hh/H2NDRxQKSfw4IM4HtTKlLQgCJS0tjYyMjGNqO1GfN4k+V/g1ZWdny1bfjkKtMhRjnNrQXE1Mx1PriNekpaVFjW/iOlLH2ws/GRFdHe89gSgj7rae930j0TUam5oUDz6fD5fLhdFoxGKxSKVPZWUl5eXldOvWjccff5yHHnoIq9XKNddcw+zZsyVxn0QSSSSRRBI/NJJETBeGWC1TJxqpIdo/PB6PLDJFtG9zczP19fVEIhEaGxuleZ8oklNTU8nKyoqK/RXtDiLNJhQKRcl7jUYj9fX1ZGVlodFo8Pv9RCIRgsGg9ANJlMSjngirJ1+iTz7Zm/39o61IVnWcqnpVVqR9qM+12IQPAbUyxWg0EggEpKRcrECrV6YbGhrksddoNNLDQPgZFBcX09DQQE5OjiR/RGuS2WwmEonIbRaryV6vF5PJRDAYxGAwAEg/BGEgLK6htLQ08vPzMZvNKIqCoigJyRWx7443rr2z/BQ8Ho/0hzGbzeh0OtlGJgoRt9stiRfxHcTrYguQSCSC3W6nT58+mEwmIpGIVCIZjUaZlKVW4fj9fkKhEDU1NTgcDlJTU+VnC78fcS4JmM1maRYsfGuEn40wEIdvxw2BeNHo8R6LdxzV3g/tITn+dG3EkiMajabNaPRjTUNra6wULZrq96+urubo0aMAMiUpFrGKklh1iVrZ4/V6qaqqkooN8Zi4P6vJT3H/VhsAG41GtFotRqMxytvGZrPJ7xaJRKK2Qf3egPwp5gzqx0SL6YkipGNTk2KvdaH+DYVC8r6UmZlJfX29TIaqq6vjscce46yzzsLn8/HII4+wb98+HnjgASwWC6FQiMrKStLT02lqaqKxsVG2gLfVfpZEEkkkkUQS3xeSREwXhHq1Wb0SrZ4EaLVaWcw6nU5ZABUUFOBwOKS6QMRQf/nll/Tv31+2ZDidTtl+FAqF+OKLL+TzGxoa8Pl85ObmSuNei8VCfX19VFtSVlZWlFRatH7AsSXxJHFiEFuYqhUNbR0jtScLfFvcqI+9aJVLTU3FZrNFmfsKQsDlchEIBOjduzdWq1WqJ+x2Oy6XC41GI42jhdeB+Of1eqXprNj+qqoqaVAr/A58Ph8+ny/KU8FkMsmV49giQt12J4oP0WoXW9D90BDEk9/vl75OvXv3lo+lp6dTUVEh/SPUx0mQZuLaFQSVoiikpaWRk5NDdXW1bG8QxVsgEJBGzNnZ2TQ2NuLxeKK2S/jsiH0f28IhiD4xXiiKElVkmc1mXC6XTMNSoy0iuj0lzvGSaEn88EhU8KoVavGeI8g6jUZzTG2vse+lHiv9fn+r+5qIg87IyKCqqiqqdVJspxgz1Yo1aDkX1Qbb6enp8v1ELL1oHa6srJStRY2NjVRVVQHfmpD7fD48Hk8rc24xb8jKyuLo0aPyevd4PPK7qq8NQYCaTCY5rubk5MhxtLGxsVPaidsiNtSPqccB0T4tggzE82pqaqiqqpIE8h//+Ed0Oh1/+ctfyM3N5ZFHHuGhhx5i3759PPnkk9jtdurr68nJySErK0uOr+L1SSSRRBJJJNHZaJeI0Wg0ZymK8p5Go7kGiFo2UhRlWadt2f8wYguIeEkjYoXKZDLhcDhkygO0GJ6K3vjevXtTXFxMbW0tfr8fm82Gy+Vix44dpKSkMGrUKA4ePMj+/fupra3ltNNOw2q18uWXX1JeXi5NgEUhJyaW6oJL7R+Rm5srTVrVq+jHmkKRxPeLWNNKaN12YjabpScIfLuCK469VqslHA7LSFWxQur3+6VM3mw2S7WUeExMbgHpX5KSkiK9X4SCo0+fPq1iXl0ulyRuhMpLbKPX641qF1CTPmK7q6ur8Xg89O/fP6pYEUSLKOaFSbDa8FoURF1lUi6UaeFwGLvdLmO3q6urZSuiIDQKCgokqZWZmUlmZqY0VfZ4PASDQcLhMDqdDp1ORzgcpqKigrS0NHr16oXVapVqN9Hipb7m7Xa73C+hUIja2lqMRqP0pFCTJkKRA98aBKvHAbfbTWVlJc3NzVitVtkSCUjD8HitBOIciDUeFehKJFoS3w9OFLmm/pyUlBSpNBUKPUEIl5aWynNb7Tfl8/lk2iEglYPqe3h1dbUkRq1WK/n5+YTDYZxOJykpKYTDYY4cOYLNZpMKt8zMzCgVq9lsxuPxyPFVtOoIIsrpdFJXVwdAz549geh2H5PJJMdT4QHX0NBAU1OTVN94vV6ysrJ+kAhrgXjXcjAYJD09nUgkgsFgIBwOy8e3bNnCpk2b+NOf/kT37t0BuOOOO5gwYQJz585lxowZ/PKXv+Syyy5Dr9fjdrult0xyvEgiiSSSSOJEoSOKmOJvfm6L+XtiLW8S3wnq/uhYNYKYfIoVqpSUFNxuNwaDIUriLzw4ALKzs6UBoNPpJBQK0dDQgKIouN1uuXpus9nkpLKmpobi4mIGDx7M0KFDycjIoLi4OEp9AC0Tv2AwKBMO9Hp91PbCt54hJ6Ln/H8diVaMxYqsumUIvvX8EGoS4VcgzqnMzMwoY1Wn0ynjQpubm+ndu7ckOEQby+HDh/F6vRQWFsptEG1Ion0lGAzKdhbR2qRWNYgCpqGhAb/fLwsh8TdhANyjRw/S0tIIBoOtiMrm5mbq6uo4fPgwZrOZwsJCnE4nHo+H/Px86Zkizk+9Xi9VH+pipavEm6pTqPLy8qSxrrp1ISUlRRI0JSUl1NTUSBJKjBeiVTEtLQ29Xo/JZMLj8ciCra6ujszMTEl0abVaudrvdrsBpI+Fx+PB7XbL1i/RlqROmlG3TYiUl6amJrk/hRrAaDTKIlS0OIqVf/H9xbERXhnxjEcFuhKJlsT3g+Ml147V6ym2tUltFA4t9zSPx4OiKNhsNnkOC6JXkIO5ubmtUtrUn5GZmYlWq5Xtfy6Xi71795KdnS2NuWtrawmFQmRmZmI0GmXqofDYEteeXq+nrq4Os9kszXbNZrMcH0WLsLp9WChNxP4R5IYYG0W7stvtJicnR373E+2ZFestlZaWJtWAgvD3+XxUVFRQVlbGE088Qd++fZkzZ07U+4wfP55NmzZx11138fTTT7Np0yamT5/O9OnTpUI4uViURBJJJJHEiUK7RIyiKIKIOQhMinl4x/e+RUnISYdILQkGg4RCoajoTvF/0Q9tNBqx2+0EAgFZdKv/b7PZiEQieDwezGYzAwcOlLHBfr+fgoICjh49Sq9evTAYDNjtdmprazEYDHKC5nK5yMjIkHG/wvRXKGTcbrc0/wyFQkDLpE1MSJMrTZ2PRCvG8TwTYotUUcyKcyojI0NK2g0GAy6XC5PJRFZWliwQBBEovISqq6s5fPgwwWCQnJwcrFYrmZmZOJ1OtmzZwpEjRyguLqaiogKPx0NOTg79+vXjzDPPZNSoUVGJFmLiHQ6HKS0tRa/XEwwGAWRLSlpaGjqdThr8itVd0SaXnp6O1WqV10Z9fT11dXVy9Vqd/gTfFu9qz4iu0uIS69kkIAx5Abp37y6/v9lsJiMjA2g5pkePHsVms0kSQ0Rdi7ajgQMHSsVTY2MjJSUlaDSaqAh7Me6YTCZpUmq322lubpbRsIKwE2NDMBjEaDRSW1sbpbAR5KzZbJZKH4hWNolth2+JQJF6BSfGUDSJroNEx7s9svRYk/piSbxYMjoSiaDT6XA4HHIMgugWGpPJhMvlakUSClVZXl4eAJWVlbhcLnJzczEajZKgEde1Xq+nsbFRks/BYFCSMJs2beLgwYPYbDZGjRollalCZShIE0GE+/1+iouLsVgsdOvWTS72CHK8ubmZ3NxcQqGQHBudTqckcQWh29H92FnQaDRyDIAW4l60sOr1esaNG8dbb73Ftm3bGD9+fNRrMzIyePHFF1m5ciUrVqzgiSee4Mknn+Tss89mzpw5nHfeeV3GmD2JJJJIIon/bhyLR8wmYDHwgy4XaDQaLXA9UAlUKory4Q+5PZ0Ni8UiV5QbGxujYhlTU1MxGAwEAgG6d+8u24ZE20FsdKfH46GpqQmj0UhGRgZGo5E9e/ZQXV1NVVUVpaWlfPTRR9hsNjnZEoSKoiiEQiE8Hg8ZGRmyHcHpdMoJmzA1FKt7Pp9PRlqLSZswFk2uOnUO4q0Yd1TRoTZl9vl8krwQZFplZSUpKSmyWBAmrWpJvk6nIyMjg507d7Jq1So+//xz9u/fT1NTk3yOzWZjwIABpKWlsW3bNtauXcv/+3//Tz42ZMgQevfuzbBhwxgzZgwDBgxAo9FQWVkpCx9BFIqVaIguggSEykW0BaiJCPX3FgVGvEKvI6vwJ0o1k5qaKgsQYaor1DAibl60FwiVj2inECog8f18Pp808RYxsELNBFBbWyv9Y0wmE2VlZVFqGnFNNzY2yjaG/Px8ua1ms5m6ujoURaG2tpa+ffty9OhRSdoOGDCAqqoqqQoQ3hnq1XZRtAo1UBJJxEN7RMt3bVMT56cgKoSPWuxYom7FFf4tZWVlUX5aQoEnvLTS0tKkkb4YV0XLjfh97969fPnll2zbto29e/dSXFxMSUlJm9tssVjIysqS6hZh7g0t42xGRgb5+fkUFhbSp08fee25XC4aGxslkS48Wb6P/diZ0Gg0FBQUyDFr586dzJkzh3/9619RZLV47mWXXcZll11GSUkJy5cv57nnnmPt2rUUFRUxd+5crrrqKqkuTCKJJJJIIonOwLEQMdsVRXm907ak47gGyAKOAKM0Gs2ZwH1KW7EHP2LEyu/V5qI6nY5QKITJZKKurk5ONkTUdFVVlZxMQcvKcjAYpKmpiUAgwLp167j33nuj2ogSoV+/fuTl5VFQUMDw4cMZO3YsdXV1lJaWkpmZKU2A1aSLkGOLNgQxWRYr4R0pWrtifHBXhlrCfbzJP0J14na7yc3NlWaSFouFcDhMfX09ZrO5lQHuzp07eeqpp3j77bcpLS0lNTWVM844gylTptC/f3/69+/PwIEDW6WMuN1udu/ezd69e+XP9evX849//ANoKehHjRqFw+Fg3LhxTJ8+XaowPB6PJPvUEc2iVUqs8op9I75P7Cq12hT7WBHrv9NZCg2DwUB6err0XBGkjNpg2OfzyZhorVZLVVUVkUgEq9UqlSTC5FO8pxhTPB6PVMEUFRVJJZHBYKCqqopDhw5ht9vR6XREIhGqqqokeWU0GlvFYwv1kSCKamtryczMlKbAhw8fprm5Wba/+Xw+qbYT22QymeR4lpOTQ35+/neKnu0qbWZJxMfxjvftEQSxrS3xPq8j54Pwc4Fv25RiIVSoDocDq9VKRkYGNTU1krwBpKE2tBBHRqNRthWJ1j6Hw4HX6+Xqq69m/fr1QMv1OnDgQMaPH8+cOXMYMmQIAwYMkO1DNTU18qf45/P5pPKtsbGRQCCA2+0mEAhQXl4uF1usVisjR46kX79+DBgwgHPOOYeBAwcCLclQovXwh1TCtAedTkdeXh4mk4mHH36Yyy67jHnz5vHKK68kjBnv3bs3f/jDH1i4cCFvvvkmzzzzDPPnz+fuu+/ml7/8JYsXLyY9Pf0Ef5Mkuir69OmTkAQV7XJJJJFEEh1FR8x6b+cbPxiNRrMS+FQ8pijKnztv09pEiaIob32zTXOBOUBC4+BvnjMXoFevXidkAzuKtvgjdbRzrImpSB4xmUxotVpqa2vxer307NkTi8XC119/Lc04U1NT8fv9lJeXS0+XtWvX8thjj/GTn/xEpguIXnVB8mg0GsrLy/n888/57LPP+Oyzz9i8ebPcvjFjxnDuuecyaNAgKdkWk1ShkGlubpYtUaIHW0QZRyIR+T3F5C7WlFisKkLrArcj5r+JCq/vswj7Ic+vjpw/IvlKxDa39zqLxUJOTo6MeBYGvMKTRBA1BoOBnTt3sm7dOl577TV27tyJTqdj8uTJ3HfffZx77rlRx8zv92MwGKRMXiAlJYWRI0dGScgVReHgwYNs375dnnvvvvsub731Fr/73e8477zzmDdvnkwUiUQipKamYjabMZlMuN1uXC4XgDy3Y6Nt1fsg9u/q/RTrKyOeLx6vqqqS7Tff90qx+tzq2bMnVVVVciXdaDRKY26DwSAVLuFwGIPBIA07NRoNR44cobq6mueee47KykoyMjKwWCxS0SRUQ36/nwEDBkj1nUajob6+HrfbTSQSkRHXNTU1hEIh3G43drsdk8kkt0f827lzp/SwOOWUU+jWrRv19fU4HA7MZjM9e/aUqpsDBw7ISOLs7Gxqamqkms/n89HU1CTNOCORCKFQSJqVC6NlofyJhTqeXe2JES9mO95rEz2ufixelHZ773u8+L7Grq54XzzWFqJ4UO/b2KS42H3n9Xpbtbslek/hUSSMccXChzAyb2xsjFKhCvWZSJQTyWFWq1Wex42NjVRXV9Pc3Ex1dbW8FwaDQZ566inuvvtumpqaWLx4MdOnT6dv374YDIY2v38wGEz4HDFOqX/fu3cvO3bs4LPPPmPXrl28/PLL+P1+/vjHP/Lmm28yYMAA0tPTE0aGx8MPfU8MBAKMGjWKW265hfvvv5+VK1cya9YsAHbv3i1TqRYtWoTJZGLixImceuqpZGRk8Le//Y39+/fz0ksvsWTJEt544w3+8Ic/cNppp9G3b9+En9vecWkLSVL4x4OSkpLvNH4nkUQSSaihaW9A0Wg0o2L+pPBNe5KiKJ930na1tT0DgQnAKkVR6r7520XAEUVRPm3zxcDYsWOVbdtifYd/OLQ1aYxHIIjnGAwGamtrsdlslJeXU15eTl1dHYMGDcLhcMikJLvdTlFREc3Nzezdu5eamhrefPNNli9fzrRp03jppZeiVpiFwiYehL+DKIyfeuopXC4XV155JXPnzsVms8nVeSFzdrvd1NXVEQwGZfpNOBymurpa/tRqteTk5EhzQBEFKqJum5qa4kYPd4SIEQa0wudC4HgnPhqNZruiKGMTPX6iz6/2iBh18oV6H7S374Q/kcfjkYWDMGAVEcoPPPAATz/9NE1NTYwbN47LL7+cCy+8MKo9RY1AIBAV8aqG8D1IBJGKsW/fPlatWsUDDzxAUVER8+fPZ8yYMdTW1gJQUFCA2WyW0bDC20R4xahbXoTiQqxsC1NNQBZJzc3Nsp1GGOSqz0OhQNHr9VFKn844v0aMGKE89dRT9OjRQ7YuVFdXy/hZdZqUuL4ikQhpaWm89NJLPPvss7jdbgoLC2loaJBGyPHQrVs3Bg4cSEFBAf369ZOqlYEDB8qIa71ej06nw2q1EgwGOXDgAF9//TW7du1iz5497NmzR6qENBoNU6dO5eKLL2bAgAGkpKRIsu/o0aPU1NSQmZnJkCFDaGpq4siRI2RmZkap64QSR5yD5eXl2O12AEkoxdvv4jwWSiiR8iY8hkRsb7xxpqNETLxxpqsRMW2dW13lvtgRRUzsvlMr0jIyMqLGefVxESbl4rpvamoiGAxy5MgR+vTpg81mi7s9gmDz+XxUVVXJ+7NQbonWnXA4THp6epQxr1iIOHLkCOFwWCq6qqurJcHtdrsxGo1UVFSQnp5OOBzm7rvvZvXq1YwfP55nnnmGfv36dXgfhkKhNsdZNRGjhkgfikQifPHFF5x77rlkZGSwZs0aevfu3SbRoNVqu8y55fV6qa+vJzU1Fa/Xy5lnnkmvXr145513AHj33XdRFIXf/e537NixA7vdLpPnRo8ezaxZs5gwYQJms5ldu3axcOFCDh06xMyZM/nb3/6GyWSKS+AmiZjOQVcbt46FkPwxf+b/AtqbzyeRxIlAR8x6PwfQaDTpwDygCDgAPN25m5YQbsAKjNRoNNsURfECe4EffTOvejUQiNtOIkwEnU4nlZWVVFdXEwwGZYKJiMQUkbV1dXVy9TczM5MVK1awfPlyLrzwQp599tmEk7JEyM7OZsqUKUyZMoW5c+dy0003sWzZMnbu3Ml9991HUVGR9JFoaGigsrJSrmqLokxEYzY0NFBTUyMnrNnZ2bLYF6/v3r07GRkZx92W1JV72jsT6uIkPT29Q9GjsdHOakWTSNuKRCJs3bqVhQsXUlzgjWLtAAAgAElEQVRczKxZs7j77rvp378/QIfa3I4Xer2eYcOGMWzYMCZPnswVV1zB9ddfz6233spZZ52FXq+noaFBGlDb7XZJNoiUJnEtqWOrI5EIGo2G/Pz8VqlkaWlp5OfnS1+H2JjkeCbInQW1kbDT6QS+bYMQ3zcQCMj2hKamJvR6PQ899BBvvPEGQ4cO5c0332TEiBHyPf1+P01NTXg8Hurr6yktLZV+FPv27eM///lPQrJGbJNobxLHPiMjg9GjR3PzzTczevRoCgoKWL16Nc899xwbNmygZ8+eTJ06lZtuugmLxUJmZiYmk4lu3brJSHGv10tTUxP5+fnYbDZSU1Opq6ujtraWjIwMafYsiJiqqirpUSMmraKgF8dGnRAmxkShzhP/h/itZe21NAllYiISO4mO4XhaX9SJcGazOcqHLHb8F4qo2OOd6P4iTL/VPlhms5lgMIjNZqO+vj7q3Pd6vTgcDpmAZLfbZTvQM888Q1VVFQMGDCAvL4+TTjqJwsJCcnNzMZlMpKSksGTJEv7yl7/Q0NDA4sWLufnmmxO21HQWdDodI0eOZMWKFUyZMoW77rqL559/npqaGrlI0pUh7lsWiwWLxcI555zDX//6V8rKyujRoweKovDEE0+wfft2brnlFqZMmcK+ffv417/+xQcffMAtt9xCSkoKP/3pT5k1axavvvoqTz75JMuXL2fr1q3ce++9TJ06laysrCSBkkQSSSSRxHfCsZr1LgHmA5nAA8B1nbFRamg0GhMQVhQlAqAoikuj0bwGTAa0Go0mCOwDXJ29LZ2NeKRBouLZbrfLPnKRZlRfX4/P56O8vJxu3bqRlZVFIBCQMv5HHnmEZcuW8Ytf/IInnnjiO0/wMjMzeeGFFzjvvPO48cYbOf/885kyZQpFRUVMmTKFvLw8jh49KifIgUBAEj9ut1tKuwWRFIlEcLlcpKenU1dXx1dffUV1dTVjx45tUzbeFv5XI2zVxYloT4FvC8p4K3pqs1vhUxCJRPjqq69wu928//777Nixg/fee49BgwaxceNGzjzzzBP91QCYMGECn332GXPmzGHx4sV8+umn/OxnP8PhcLB9+3b8fj9FRUWyAM/Ozo5SfplMJoLBIDqdDovF0srfRKhz1MW7OiZZXZifqPNLo9HQq1cvGcutTj8S7XuKosikpC+//JI777yT0tJSbrvtNhYuXNiKKBDkVGZmJgDDhw/nnHPOAVpW1g0GAyUlJezbt4+ysjJCoRChUIhAIICiKDLRTafTMWzYMEaPHk1hYWErY90RI0awYMEC1q1bx9KlS1m2bBnPPfcckyZNonv37pJwyc/Pl1HlmZmZ1NTUUFVVJbdhz549lJaWUlZWBsC1117LtGnTKC0tJRKJSFWeSNkCpGJIDXFMRRqcMDtP5D/Tns+SaBET5FcSJw5mszkqel59nNTjv6Io8viqW9rS09PjqvGEakpN2OTl5ckWpfr6ekmCpqen09DQwOHDh4GW86u8vByfz0dlZSV33nknH374IdnZ2dL7Ki0tjdGjR9OtWzepYl27di1jx45l6dKlDBkypLN3XZs444wzuO+++1iwYAEjR45kwoQJ1NfXS8K6q3q2Cf85aLkuJ02axGOPPcY//vEPbr/9dt5//33WrVvHJZdcwrRp0wAYMmQIQ4YM4fLLL8fn8/H222+zceNG1qxZwyWXXMKNN97I5MmT+eMf/8gvf/lLzj77bO6++25GjhyZJGOSSCKJJJI4bhzLjNGuKIrwYanXaDTvajSaPoqiHO6E7ULTcndbQosCplqj0VQqirICQFGUwxqN5nXAAIynpV2qrjO240QiljSI54kiij/RyiFiapubm+nRo4dMSREtFW63G5PJxOeff87y5cv5+c9//r2QMGpceumlnHrqqdx1112sW7eO1atX88gjj0R9L6PRKP8Jfwir1crw4cPJz88nLy9PSoTNZjPdu3eXPfbqibXayLM9f4f/RnTUzFJdnKj3UVsFpdpLxu/3s2PHDl544QU2btwoC4yioiIWL17MjTfeeMxqqu8bWVlZvPHGGzz++OPce++9vPvuuwwaNIg5c+YwfPhwMjMzJUEhVB1qUkW0uTgcjqhUJ/Xz1JHY6t9FkQYnLtJaHe+clZVFbW0tJSUlsmUKWpQ8BoOB6upqbrzxRgwGA//85z/5yU9+clyfqdVqKSgooKCgIOrvbbU4JILBYOCCCy7g3HPPpbS0lGXLlrFhwwY++ugjeZzag9VqpU+fPowZM4YjR46wYMEC/vCHP3DGGWdw+eWXM2zYMJxOJwcPHqR3795RConYtjSLxUJtbS0NDQ2yfU0gnjoMviXG1YSmaEWB4zN7TuK7QbQQNjY2SjWEUPKJv4kxUH1dq3+PJ/sXLWxCkSWOszhXRXKb8IgR96uUlBQsFgtVVVW8+OKL/PnPf0aj0fDCCy/IlJ4tW7awZcsWdu3axdatWzl69CgWi4V77rmH22+//cTtvHZw66238s477/Doo48yfvx4PB4PWq02Sj3YlWGxWBgxYgTDhw9n06ZN3H777VJNOGPGjFbP1+l0jB8/nvHjx3PnnXfy17/+lRUrVrBhwwauvfZaPvjgAx555BEefvhh3n77bYqKijjppJMYNmwYkyZNYuTIkUkiNokkkkgiiQ6jXY8Y+USN5h3g4Df/NMBYvjHu7QzTXo1GMwS4QlGUOzUaTR/gNmCvoihPfvN4X0VRDhzr+3aVXniBjnh8iImkut9dKEzUK3s1NTU0NjZSWVlJQ0MDjY2N6HQ6Bg8ezDXXXMNnn33GV1991eZqVnseMYmKL2EYGgqF2LZtG9u3bycQCBAMBlv98/v9lJaWcvDgQUpLS6NWz1NSUpg8eTJ33323lKgLr4/u3btLL4x4vi/HkojyY/WI8Xq98runpaUlPH/a20fxPHc8Hg8HDx5ky5YtrFy5ks2bN6PVapk8eTLnn38+kydPprCwUBYe8SAMouMhEAjgcrlYu3Yta9asoaKiggkTJvDTn/6Uk08+mZycnITfu63+++bmZkKhECtXrmTx4sWUl5fzyiuvMGnSJHw+Hy6XSxYQIhrWbDZTXV0tV9FFC5dASkoKOp1O7kfhJRLrLZLoXOuM82vYsGHKBx98II1rXS4XW7dupXv37gwaNEiu+B85coSZM2diMBjYuHEjvXr1SnhMgsFgwuv9eMcCQBpxx0M4HG6lQAgEAlRVVUm/GKfTSVVVFXq9nj59+tCnTx969OiBw+GI2re7du3i6aef5h//+Ader5eRI0dy2WWXMWTIEEaOHInVasXlcpGTkyMJOLVnkjB2FuSjuF4SXT8CsedFvOvpx+QRM3r0aGXbtm1dVuWgRjyPmFhvNXX7kTiG8Tx91G1QsfdFNemqJnArKyvl+woyJisrC61WK8m7/fv385vf/Ib169czceJEli1b1ipRpbm5WV6XamN+aLn2jvdYJPKIEUo6oeLx+/3k5OTIiGbhEROLDz/8kIkTJ7Jo0SLmzJlDWlpalN8WdC2PGIhukfV6vVx33XWsW7cOl8vFihUrmDNnDnPmzOHSSy+Nel1DQwODBw+O+tvBgwd56KGH2Lx5M0VFRdx///0MGzaM1157jf/85z9s3bqVqqoqoOUcGjduHOPGjaNfv34UFBTQp08fsrOzpeFxPPyvLSgdC5IeMUmPmM5C0iMmia6AYyFiYk17JTrDtFej0fQGFgM3fdOOZABuBYqB12hJSboFqDuW6OofExETWwwIc04xcYo1GxWrcAcPHsTv95OVlUVeXh5bt27l0ksv5dFHH+WGG26gsbGx04iYREg00QgGgxQXF1NcXMyhQ4fYvXs3zz//PKFQiCuuuIIrr7wSs9lMXl5elBGjmoSKR1QJc1l1oayesB/vJPeHJmJiFTHqdB/1922PlFIXJZFIhI0bN7J8+XLWr1+Pz+ejf//+XHnllfzsZz+je/fuUa89ViLm66+/ZvXq1bz55pt8+mmLn3ZRURF9+vTh448/xu/3o9frOfnkk5k0aRI//elPGT16dNT7tEfEiOdWVlbyk5/8BJ/Px4YNG8jJyaGyslImlojtzsvLQ6/X09zcTE1NDfX19bLdz+fzkZ6eTp8+fWRx1VECRqAziuWBAwcqzz//PIFAgHA4TEVFBV988QV+v5/6+nqcTic+n48vvvgCq9XKxo0b6d+/vyRk46EziRhFUfjwww9ZvXo1OTk5DB8+nGHDhklj7kSvS7SiLFqg4qGhoYFVq1axZMkSdu3ahV6vl+OA+h+0+FxdeeWVzJgxQ15D6mQlQMYMJyKtY42w45n+tqU6FJ+Z6Bpt67HOMoL+6KOPukQ0cXuqv0T3TLHPhGG8+KkeE2NTroRyNBAIUFhY2KoF1uPxyESvoqIiSdJ5vV7C4TDBYFDGwzscDhobG3n99de5+eabaWpq4v777+e6666L+z3U41Ys2iNiqqur2bVrF1988QX79u2jvr5exlP7fD4aGxvx+/3yp/hbLDQaDePHj+fss89m2rRpjBgxIu759dOf/pQDBw6wYcMG7Ha7nJOIbexKRIzwfQKk+umRRx7hrrvuYvv27VRVVfGb3/yGxsZGnnrqqajXxiNiBDZv3sxf/vIXvvzyS84880wWLVrEmDFjMBgMHD58mO3bt/Pxxx+zdetWduzYIWPBoUVp06tXLwoKCigsLGTq1KnMmDFDJtWJc/1449v/m5EkYpJETGchScQk0RXQYSLmREOj0eiAq4EtwD5FUcIajUYPXKQoykqNRmNQFCXU9ru0xo+JiImNRFUTDerWiJqaGgwGAzabTcZRajQaadI6Y8YMTCYTn3zyCQaDgZqamoTFjtvtTlgkNTQ0SHPMWIhCtq3vkgjhcJisrCz5e2VlJQ8++CDPPfccBoOBmTNncuONN8rJn5CA+/1+AoEAVqtVElUidamxsVEmpQjyJpbYihc5K9DGytUJJ2LaU01Byyqw8A0R+yde2pYoRuvr6zGbzRw6dIg77riD9evXY7Vaufjii/n5z3+ecEIOrc8RRVGoq6vD6XRy4MABadJcWVnJ1q1bOXCgRbg2cOBAJk2axFlnnSX9W4LBIDt37mTz5s1s376d3bt3ywjjBQsWcNFFF6HRaOImmgiEw+GoAnL//v1MnDiRtLQ0nn322Si/F2hpR+jVqxcWi4XGxkacTidOp1PuN5fLJbdBFFgajUYWd1qtttW+iV09F4X5saKt80uj0SQ8EdLT08nNzSU/P58ePXpw++23y6jV2trahERWfX19wuK7vr4+SiWkRl1dnfSiiUVNTQ3PP/88r732GocPH8ZoNMrIcwCbzcagQYMYOHCg/FlUVITBYJBmp/EQCASkl00sfD4fVqsVRVHYtm0bGzZskJHBgUBAKgD8fj9lZWVUVlYyadIk/vCHP1BYWCiNjg0GA0ePHkWn02EymcjIyGgzZUZd3Pp8PllMWa1W0tLS2hxj2lOtJVLktJXi1BbaKpY7QxFzvHOL9tRIid5Xvc/ieasJIka0MYlxoaqqCp/PR25ubqtrwev1sn//fpqamujZsycpKSk8+OCDVFZWSk82QRCKpLlPPvlEph317Nkz4bXn8/kSPlZTUyPHq/r6et577z12797N3r172bt3r2yvgZYWTZvNhsVikS2pwvNKJPykpKTI72u32+XvBw8elO8N0LNnTyZPnszkyZM59dRTJRH773//m0svvZRbbrmFyy+/nIyMDPLy8uR+1ul0XaZY9nq9VFZWAt9GjO/atYsJEybwxBNPkJWVxTvvvMPy5ct54IEHopRKlZWVCZWZtbW1ZGZmsnHjRl555RU8Hg86nY6ePXuSn5/PiBEjKCoqorCwUCouxX1QjDtlZWUUFxfT0NBATk4O5513HtOmTWPChAky0c3n88m0P+WbOPN4UBSlzWSxzlgo+CGQJGKSRExnIUnEJNEV0GWJGACNRlMAnA+sB5xAAPg/4O+AoihK4uo+AboaEdMWxLEJh8O43W4yMzMJBoNYLBY5mQwGg5SWlmI0GuXkUkz8m5ubmT9/PuvXr2f9+vWcddZZQAuhkmglzul0JjQIrquriyJM1BDxs4nQFhETDAbjTn6Ki4u59957eeWVV0hPT+e8887j0ksvlYVTamoqR44coW/fvphMpqi4ZbPZ3CqOti1iq6PFTlckYkRx4XK5qK+vlz386tV0r9cr901zczNOp5P169ezaNEimpqaWLRoEVdffXWU4igRXC4XR44cYd26dfzzn//k0KFDcVdbMzMzGTRoEFOnTmXKlCkyXjYevF4vPXv2pKamhs2bN/Pss8/y6aefcsYZZ/DAAw8kXKWElusj9vh98sknTJ06lQEDBvDiiy+SlpYmTYsFUeL3+/F4PFHqKbHiLVpjAPr16yc9WBIV1j6fT8Zcp6amkp+ff1zqgrbOr4KCAmXRokXAt3HNwl+prUSs+vr6hGRCTU1NQiPsmpqahARY7PWuKAoff/wxK1as4O233yYYDDJixAguuugiJk+eTDgcZv/+/Xz99dfs3LmTsrIyvv76a+nNYzAY6N+/P0VFRYwbN44hQ4YwePDgqOMqzMnjoaGhoU1Db3WrVDAYZNmyZTz88MMEAgF+/vOfc9ddd8kxyuPxYDAYSE9Plz5LTU1NkoSDlvPA7XZLg2BRRAlFjCiI2xpjEp1LanL1WBQx34WI+SHGrfbUQPHIK/G4+jViPxqNRqqrq0lJSWnVOqN+XXuEvPp3IGosuPnmm9m8eTPdunVDr9djMBjQ6XTy/waDgQsvvFCmHYm0tnjwer0JiRi3281XX33F888/zxtvvCFJwv79+zNkyBD69u3LwIEDGThwYKtrwuVyJbxOnE5n3MecTicbNmzgk08+4YMPPiAQCNCrVy82btyI3W5HURRmzJiB0+lk5cqV9O/fP2ofdzVFjDBZFm2DgUCAfv36MX36dH77299SW1vLqaeeyi9+8QvuvPNO+dqPPvoo4T1q165d9OnTB0AqD48cOUJJSQnFxcVyYQwgPz+fwYMHSxPg0047TZ6zwWCQDz74gFdffZWPPvqI5uZmzjjjDGbNmsXMmTPRarUy2jxJxCSJmB/qM/8XkCRikugK6NJEDIBGo+kJDKUlqekzwKkoSs3xvt+PkYhxOp1UVFTIdAUxKROeK6WlpYRCIYqLi8nLy5OTxPnz57Nq1Soef/xx5s6dK9+3o0SMiJfOzc3FYrGccCIGWorsQ4cO8fvf/561a9fSrVs3fv7znzNz5kwURaG+vp6+ffvSp0+fVgabiSYp4nlCuv5jV8So5fbqlgqNRiNVQna7nWAwSEpKCvv37+eOO+5gzZo1jB8/nqVLl9KvX7+o940lYhRF4fPPP+ett97izTffpKSkBI1Gw8knn8yIESPIy8sjLy8Pi8UiiYvYtpaSkpJ2iRiB5uZmnn/+ef70pz+hKAq///3vmTt3btzzNh4RA7B+/XouuugiJk6cyA033MApp5wit0mQL8IgO55fTnl5ufQoEcSdmOCnp6dHeYOcCEXMmDFjlC1btsR9XVvXV0eJGEEu1NbWUltby5EjRwgGg/L3hoYGQqEQwWAQn88nFU2hUIjS0lIOHz6MzWbj4osvZvr06VKRE4vq6mp69uxJJBLh8OHD7Nu3T0Zm79mzh7q6OrEvGDZsGBdeeCEzZswgNTX1eyFiBFwuF/fffz8vvvgimZmZzJ07l1/96ldSTVhZWYnBYJDtAw6HA5PJREVFBTabTY7DmZmZ0qdLkL9i/GlLEZMIx1tEnUgipiMtFMfSdtveZ6n3Yez+8fl8Mope3BMLCgpanQ/idWJhw2azUVtbS0pKCmlpaXJsiUfUVFVVceWVV7Jx40aee+45Lr/8cvm+kUikzda/YyFiPB4Pr7zyCkuXLmXPnj2kpKRw0UUXMXv2bEaMGCGfL8b5eDgeIkZsT35+PoFAgI0bN3Ldddcxffp0li5dikaj4T//+Q8zZszgz3/+M7Nnz5YKwm+S27pUsSwSGIX3l0aj4f/+7//48ssvefvtt4GWxLXdu3fzwQcfyOPXUSImFk6nk27dunHo0CEOHjzI/v37o8ayjIwMRo0axZgxYxgzZgzDhg1Dq9VSWVnJ66+/zpo1a+T98YYbbmDevHmkp6dLsiXe+JEkYpJETBLfDUkiJomugC5v764oSqlGoykHMoBmoP4H3qQTDkF+iDhq0f/s9/sxGo0EAgHq6+ulSkav1/Pggw+yatUqfvvb30aRMB2B3+/n8ccfZ/ny5TJtJj09HYfDQffu3cnNzcXhcEQlVPh8PpnWFIlECIfDUqEi1BjiZzAYZOrUqfz617+mR48e7W7P0KFDee211/j444+57bbbuP/++/n3v/8tDWRzc3OpqqrCbrfT3NwsjVlji2G1L4B6xezHhtg2o1gCRhSAHo8Hl8tFQ0MDzc3NpKWl8fLLL3PTTTfh9Xpl+lFbXha7du1i5cqVvPXWW5SVlaHX6xk/fjy/+tWvmDp1aqtJfXV1dZstah2FVqvlyiuvZPLkydx5553Mnz+fV199lWXLlrVK8EmE6dOn8+STTzJv3jx8Ph8PPvigNOpNT0+P8rqJJWNSUlKkN47wiXE6nTJFBYiK+g4EAlHv8WOa6FZXV3Pffffxz3/+k5qa+By3wWDAarXK5DNRHBiNRgwGA4WFhdx8882ce+65WCwWXC5Xu5+r0+koKiqiqKiIc889F2iR/2u1Wnbv3s3u3bvZuHEjixYt4p577uEnP/kJ06ZNY/jw4QwdOrRV25QwbRbFuNonw+v10tjYKNOyTj31VBwOBw8//DC/+MUvuOeee1i8eDFvvfUWF198MXa7HYfDQW5uLv369ZPjRkVFBcXFxeTk5NC9e3f0ej2BQACPxxNl+uxwOKRKrS210o8V6vS1jiq/1ONWbApVW1Df8+KRNhaLRY7nsWO6IF2ysrLQ6XSSbBQeS5WVlaSlpVFUVITFYpFkakpKCuFwWN5L5s2bxzvvvMOSJUuiSJjvC3v27GHp0qWsWrUKr9fLwIEDeeCBB7j44ovbJBg7AxaLhRkzZlBcXMx9993H1KlTueSSSzjnnHMYMWIES5cuZdq0afj9fvLy8rpkepLf7ycYDBIOhwmHw9TU1DB06FDWrFkjz4fzzz+fTZs2sWXLFk4//fR237OiooL333+f2tpa6urqiEQi5OXl0bt3b7p3787gwYMZO3YsY8e21HWKolBRUcHu3bspKSlh+/btvP/++wD07duXyy67jIkTJzJ37lzuvfde/v3vf7NkyRKpAr7qqqvo27cvo0aNwuFwyPMTaNV6/L8EjUYzF5gL0KtXrx94a5JIIokkvhu6vCLm+8aPTRGTSDYdCoVwu90YjUZKS0sJBoMYDAYURSEYDDJt2jQuueQSnnvuuVY37LYUMatWreKee+6hrKyM8847jzPPPFNKs0tLS6mpqaGyspLq6mppRidWf7VaLTqdDo1Gg16vJzU1VXoliKSFtLQ0gsEg69evp7m5mcsvv5xrr72WoUOHxt2ecDgcNVlvbm7m73//O3fffTdVVVUMHjyYn/3sZ5x55pnk5uZKo75QKMSAAQOiWis8Hg+VlZWkpKTIIk6kp/yYWpPimRIfPXoUQMaK+nw+KisrCYfDUrK/cOFC3n33XcaNG8eSJUsStvu4XC5eeOEFXnrpJXbv3o3RaOSss85ixowZTJs2jUgkknDy3RYRcyyKmNjv//bbb3PHHXeg1+t5+eWXOemkk+TjiRQx4rULFy7k4YcfZvPmzXL1u3fv3lLpEbuCLq4xkUzkcDjktSfSUwB5XYpCUX0edYahamcpYm6++WY2btzIueeey5gxY8jKysJut6PT6ejRo4dsA1R/p/YUcG0RMUIREw91dXV069Yt6m9ff/01r7/+Om+++Sbl5eXy79nZ2YTDYUKhkEyS6ihSUlK45JJLuPrqq+nbty92u53Vq1fz29/+lv3797d6vsPhoEePHgwbNowxY8YwadIkzGYzRqMRq9VKIBCgrq6Ouro6MjMzyc3Nxe12U1FRgdVqpaCgoJWCKpFS5sfQmhSriImnkGlr3EqUdgdEtSXFI5njrfbHSzjSarUcPXqU4uJiCgoKyMvLk15aer0em81GSUkJzc3N0rzb6XSiKAo6nY5IJEJ5eTm33XYbn332GY8++ijXX399q33xXRQxe/fu5cEHH2TNmjVYLBYuvPBCrrrqKmkMnAidqYgRiEQiTJ8+nYaGBj7++GMcDgdLly5l3rx5fPDBB4wcOfJHoYhpbm6W3iw/+9nPuO666/jNb35DU1MTEydOxGQysXLlSnJyctpUxCxevJitW7fSs2dPMjMz0Wq1VFRUSL+ejIwMxowZw9ixYxk9enQUUSx8aFwuFx9++CHPP/88X331FdDinXb++edz9tlnM3LkSDZu3Mgdd9zBoUOHgBZPn1NOOYXhw4fTo0cPevfuzbBhw+S4HG8xSfhXJVLi/ZhInKQiJqmI6SwkFTFJdAV0eUXM/zqEX0Vubq7sybZYLEQiERwOB+FwmEgkQlVVFenp6WRnZ7N27VrC4TC33XZbh2+4TqeTBQsW8MYbb9C3b19eeeUVTj755KjnqFuTBEkkjEuPtTXp6NGjPPbYY6xYsYKXX36ZefPmccstt8hEqETQarVcddVVzJ49m5UrV/K3v/2Nu+66i4yMDGbNmsXdd99Nc3Mz1dXVeL1eOQkRq6Yej0eucubk5Mj92dWgLmxij6FaiaR8E1lst9tlKw2AyWTCbDZTUVHBU089xd///nfS0tL461//yrXXXtuqaA2FQmzYsIEXXniBt99+m3A4zOjRo/nzn//MhRdeGEWuVFdXH9d3UhSF6upqSkpKKCkpQa/XM23atDbTd6BlEnLZZZcxZswYLrroIs4991xWrFjB5MmTO/S5s2bN4uGHH+aTTz5hwoQJ0sf7/5wAACAASURBVLTVYrFI5YTYn7GKKb/fL8+j2AJS/F+cP8KXKRAI/GhSLzZt2sS6detYuHAhv/71r6Mea8sj5kSif//+3Hnnndx4441EIhG++OILdu3aRVlZmVToCC8Fg8GAyWTCYDBIQ1Kh3BG/NzY28vLLL/Pyyy/z97//ndNPP52bbrqJ8847jwsuuCDKWPPIkSMcPXqU0tJSSktLWb16Nc8//zwWi4XJkydzyimncPHFF9OzZ09JGqekpMhrxGq1StJJrepoT+WhVpx0RcWBUBwKdEQhk0gFo34ttN5PIpVK3XYab3u0Wq0k1sW1J3x9jEZjVFuhIKtra2ulSjMzMxNFUaSp7aeffsoNN9xAKBTizTff5Jxzzjne3dUK27Zt45577mHDhg3YbDbmz5/PddddJ++hiZRpJxI6nY45c+bw61//mv/85z+cd955st2wvr7+hCt1jgVarRaHwyET5QKBAAMHDuSCCy5g2bJlzJw5k4KCAp566imuuOIK5syZw0svvdTme4r26dh5SkNDAx9++CGVlZV88sknbNq0CY1GQ+/evRkyZAhDhw5lypQp5Ofn43A4mDlzJhdccAHFxcW8//77vPfeezz00EM88MADdOvWjYkTJ3LrrbfSq1cvSktL2b59Ox999JFsqRJITU2lR48e9OjRg+7du1NQUMDgwYOZPHkyBoOhS48fSSSRRBJJtCCpiOnCUBQFj8cTRcTAtyuLwnh127ZtHDhwALvdTv/+/bnmmmsIhUIyKjgWakWMUJgsWrSIxsZGrr32Wn7961/Hja3tDI+Yw4cP8/DDD7N69WrS0tL41a9+xbXXXis/J1YRE7t/9Ho9W7Zs4bHHHuPVV1/llFNOYfny5dTX18s40draWhwOhyzCnE4nFouF/v37k5qaisfjwe/3k5OTI/dLvMn+N3GjnyuKMjrR9/y+zi+v19umh0LseXHgwAH27dvHoEGDKCwsZN++fbI9TVEUrr/+ehYsWCBXQ5uamuR3fOmll7jzzjupqqoiNzeXyy+/nEsuuYRBgwbF3bbq6upW29TU1ERtbS2HDh2SkdC1tbWylePw4cMcPHiwlfdMbm4u11xzDVOmTKGoqCjh/hDnfnV1NTNnzuTLL79k1apVTJw4sV1FjEajITs7mylTpnDbbbeRkZERtVopElOghSBMTU2VyWRidVmv13fI50O96v99m/Xm5uYqs2fPBloUGurr9HgUMV6vl/Hjx2Oz2di4cWMrv4pjMeuNRUcUMaWlpbz66qtoNBqZnmS1WhO2K35fZr0CbrebF198kWeffZaKigr69OnDtddey+zZs8nLy5OvU++XYDDIv//9b9566y3eeustysvL0Wq1nHbaaYwbN45x48YxfPhw2SJqs9nkOSNUgVqtVvrqqFN11OqPlJSUqOhlNTqiiIlnhtuZqoWOKGISIZ4iJjaCOjYmPJ6/lyBB1V49Ho+HkpISmaQHyHYaj8dDWVkZTU1NZGVl4Xa7ZWrXK6+8wqJFixg4cCCvv/56m2PTsShitm7dKtsAMzIy+NWvfsW8efNaqTBqamrabNtqTxFjMpnYs2cPX3zxBTU1NbJFr6amRka1BwIBhgwZwq233orNZmuliBHHYtiwYUyfPp2XX36ZAwcO0L9/f/72t79xzTXXdEmzXog+94SyMSUlBY/Hw+DBgxk5ciTLly9Ho9GwefNm5s6dy5gxY5gzZ05Cv7p169axdOlSbrrpJsaMGRP1mNPpZOjQoUQiEb7++ms+//xz9uzZw759++Q9Lz8/n9GjRzNmzBgGDBhAYWEhNpuNcDiM1Wrln//8Jxs2bGDz5s243W4AunXrxoQJE5gwYQJDhw5FURTKy8spLy+ntLSUiooKysrKKC8vp6ysTKq5RowYwYgRIxgzZgwTJ05kwIABrQzB2/J46kox2klFTFIR01lIKmKS6ApIEjE/MNqLr1YUhcbGxqg0DkA69JvNZrxer4wUPnLkCKeffjp/+tOfuO666+K+76FDh2TK0g033MDWrVsZN24cv/vd7wgGg/IzYlFRUZGw4K2srGxT2ZDoPcVjJpOJJUuWsGnTJnQ6HaeeeirTp09n3LhxFBYWxn1dKBSSBTTA6tWrueGGGzCbzdx+++2cdNJJ2O12XC6XXAnt3bs3xcXFRCIRhg0bhl6v58CBA/h8PoqKisjJyUlogvdNRO4uRVFGJPouY8eOVRIRYMeCWONhATGJVrfNpKamUl9fz6FDh8jJyeGZZ57hsccew+v1Mnv2bO68885WvdSHDx8mHA5z33338frrrzN69GiuvvpqTj/9dCnRT4Q9e/agKArbt29n06ZNOJ1OmX4TC61WK/02bDYbeXl5ZGdnk52dTU1NDe+88w4lJSXY7XZmz57NpEmT4iaJqNuoamtr+b//+z9KSkpYvnw5o0ePTjh5VhQFm83GOeecQ1lZGWvXrpWFkcVikb4Roug7cuQIAIWFhbIYVqflCCQqhr+rIqatiYFOp1NEceb1ernqqqt4/PHHAWSbYDw4nc641+a9997LM888w9KlSxk2bFirx8vKyhKSG5WVlW0SH/X18a28FEXhX//6Fx9//DH79++X+1GMg0ajkfz8fLp160Z+fj75+fnk5OTIcSdR20B9fX2bhWsiAhla9l1JSQmrVq1ix44dQEtS1imnnMLo0aOZPn163P0XCoWoqKhg7dq1vP322+zduxdo8dMZOnQoJ598MoMHD6ZHjx4yYtjhcBAKhdBqtbhcLmw2G/n5+dTV1WEymaiurqapqYk+ffokJPLaImLEY/HagI63WO6oWfixINZkPLZNS739am8MQCrUREy4+p4kWlK8Xq8k06qqqsjOzpafJ0gc4R0ivKI2b97Mxo0b+de//kVVVRUXXnghTz/9NFarNSp+PRaCOIqH6upqTCYT+/fv55577uG9997Dbrczb948Jk+enHDc+vrrr9u8Z4pCHVrIHpHcc+jQIfbv3x9FhIpEJ6PRGPV/nU7H4cOHSU1N5eyzz+b0009n4MCBrT7r0UcfZePGjVRUVMhWvDvuuIPf/va38prT6/VdqlhWKxzVbW7V1dXcf//9PProo/zlL39hypQpAKxZs4b58+czcuRIbrjhhrhj9yeffMKSJUs49dRTOe2006IeS9TuLTyJnE4n5eXlVFRURJ3LqampcmzIzMwkMzOT7OxsvF4vFRUVVFVVUVFRIcdTs9ksjfGzsrIYO3YsvXr1Iicnh8bGRml4vnfvXvbv3y9JoD59+nD11Vdz2WWXycUtRVGwWq2yvVbMNUS7pyA+Y9sIEyV9dZZBcJKISRIxnYUkEZNEV0CyNakLQh3fqdPppIxaLTXV6XTU19fT2NhIZmYmOp2OQCDAqlWr0Ol0zJo1K2FvupiMLVy4kK1bt/L73/+e2bNno9Fo+PzzzxMSKmKlLR4OHDjQpnFaWzfhQCDAaaedxkMPPcSBAwdYs2aNXBmyWCycffbZzJgxg1NPPTVqshN747/gggsYPHgwV1xxBQsWLODmm29mwYIFaDQavvrqK2pra1EUBUVRooxue/XqRWNjI1lZWQmjVFUGk62X1ttBW1GtiaD2IlF/TyHjT0tLIz8/Xx4rvV7Pzp07+d3vfofT6eT8889n/vz5Cb13vvrqKxYsWMChQ4e4/vrrue666xKeL2oEg0HWrFnDp59+itvtJi8vj5NPPpnU1FTZklFQUIDFYpFx0OKY7d+/nwEDBsj3SktLY86cORw8eJB3332XJ598kldeeYVZs2a1ImTU511eXh4rV66UHh/PPvss06dPj7u9Yt9NmDCBhQsX4vV6ycjIoLS0lOzs7ChiKz8/n+zsbEnc6XQ6OUmNXYFPdBx1Ot1xKWE6glGjRvHuu+9SVVXFI488wpIlSzjppJOiVqbjIT09vdXkeceOHTz77LPMnDmzVQuiQCQSSTgWtNeaEEvYhsNhPv74Y9atWyeJ4KFDh9K/f3+MRiP19fXU1tbidDqJRCJ89tlnUeSe8HUqLCwkNzf3/7N33fFNVvv7yZ5t06bpXrRlCGXPIshSpiAiXvAiVlSGigyvgF4EBEVZckGQDYIMGWWIgLL3plBGKaWT7jZJ0zY7zfj90XvOTdqkTbEq9/7yfD58aJv3fXPy5rznnO/3PN/nQVBQEBVcNplMyMjIgEwmoy5ONpsNMpkMQUFBEIvFtYR97VFZWYk+ffqgT58+yMzMxKVLl3D9+nXs3LkTP/74I/75z3+iW7dueOGFFzBgwAAa4NtsNrRv3x7t27enz92tW7dw48YNXL9+Hdu2baOBUGhoKAYMGIDevXsjKioKUVFR8PHxAZvNRlFREdRqNWQymUPfcdbHai7GnTmlkftl/39joyaLpa7X6xvznJVpkXI/Ho/n4H5DmF/EBY7P50Or1dLEJ7lWWVkZ+Hw+LeM0m820XE2v10Mul6OkpAQnT57E1atXcf36dVRUVEAkEmHgwIEYOXIkRowYQdtel6A5i8Vy+fxVVFRg9erV2LZtG4RCIf75z3/inXfegUgkouWZzqDVal0mYmw2G3JycnD//n3cv38f6enplPElkUggFovRs2dPGrDbf0cpKSkOGxtyuRynTp2iSciFCxfWSloOGTIER44cwe7duzFp0iT4+/tDoVDQ7+JZ1BthMBgwGAxQq9XUGY8k39566y1aDjRmzBiIRCJ89NFHsFqt+Oyzz3DmzBl8/vnntT5XcXExAgICoFara2lcHTlyxGFTyB58Ph8ymQwymQxt27alczj5J5fLUVhYSMuFGQwG/Pz8IJPJEBAQgLfffhsVFRXIzMxEQUEBSkpKkJKSArVajaNHjwKoTmDHxMSgf//+GDlyJNhsNlq3bo2HDx/i5s2bOHToED7//HPs2bMHCQkJGDhwICQSCZ3fyMYe6Ss8Hg8ajQYWi+W/1tTAAw888OC/AZ5EzDMIZ/oAZGHK5XJRUlICiUQCNpsNk8mE/Px8lJeXQ6lU4sCBAxg4cKDLnTaCzZs34/Dhw5gyZUqjuEAYjUZkZGQgLy8P+fn5UCqV4PP5dEfFz8+PivZ6e3sjJibG6eI2NjYW06dPx5QpU5CUlISff/4Zx48fx/79+yGTyTB69GiMHz/eZbDbrFkznDp1CpMnT8by5cuRlZWF1atXo0mTJtDr9WCxWOByuQ6lJ4GBgbUo2QROvgvXNSAuQK5BFjQNScjUhH2AQhZQer0eBw4cwNSpU9G1a1ckJiaiW7dudHFlD5vNhm3btmHGjBnw8vLC5s2bER8fX+/7GgwGHD16FLt374ZcLkd4eDiGDh2KVq1aOSzS7t2757arEVC96IyNjUVYWBh4PB527tyJ1atXY9++fZgzZ47La/n7+2P37t0YOXIk3n33XRw+fJi6VTgD2cG8ceMGXnnlFYhEIvB4PKhUKrDZbDCZTOpKZr/bTAI7oi8B/PU190wmE5988gmePHmCKVOmoFWrVujcubPb55vNZnz88cfw9/d3yZr7vTAYDCgtLUVpaSmys7Nx6tQpqFQqhISEIC4uDnFxcQ5BqFQqhVQqRWBgINq2bUut6eVyORQKBRQKBQoLC5GcnEyd3NyFSCRCZGQkwsLCEB4ejvDwcMTExDgNLoiLU0JCArRaLS5fvoz09HRcvHgRZ86cwddff40333wTH3zwQa1EVGBgIIYMGYIhQ4bAaDSCy+XiwYMHuHnzJo4ePYotW7bgp59+wpAhQzBjxgzaBh6PBy6XC6vVCqlUSsdMd6yv9Xo9SktLAcDBwYYEn38UiOitRqNBQEBArfHM2RzmKnljr7EEODodERFm0lfkcjkYDAYVftdoNKioqIBWq6VOfmKxGGVlZVAoFDAYDFAqlRAKhYiIiIC/vz9UKhWWL1+OH374gW5kvPLKKxg+fDj69evXKJphJpMJGzduxNdffw2NRoOxY8fik08+qVcDzRUqKipw584d3L59G0lJSdQWOTw8HP3790fTpk3RpEkT+Pn54fTp0y7ns5qQyWQYNWoUbt++jevXr2PcuHF4//33MXDgQPqdNmvWDDExMdiyZQsmTZqEsLAwFBQUQKvVOmwYPGuo2a/I/97e3pg7dy5ef/11LF68GAsWLAAATJ06FY8ePcK2bdsgk8kwadKkWtcMCwtDdnb2U7eJPJcikYh+R9nZ2QgPD6dzjUKhgFwux6NHj/Do0SNcvXoVTZo0QdOmTdG+fXuEhYWBy+WiuLgY/v7+yMvLQ25uLpKSkrBy5Ups2rQJffr0wfTp02mJ0jvvvINDhw5h8eLF+OSTT3Dp0iXMnTsX/v7+4HA4MBqN8PHxgU6no7+T8jWyGeiBBx544EHjw5OIeQZBFqr24p8CgQAikQglJSXUIcfPzw/5+fl0wXTnzh0UFBTg22+/rfP6ly5dwrJlyzBw4ECnLhD1wWazIS8vD48ePUJWVhays7NRXFxMX5dKpQgICIDRaKTirFqt1mE3NzIyEgkJCS4TRiwWC126dEHz5s3x7bff4syZMzh48CBWrVqFXbt2YcaMGXjllVecnuvl5YUtW7bghx9+wKxZs5CSkoKpU6eibdu2VLST1EDXh8bYWbZn3/xeAT2y8CUiznq9HlevXsX06dPxwgsv4MiRIy53UtVqNT766CMcOHAA3bp1w9KlS+sNDHQ6HQ4ePIh9+/ahvLwcbdu2Rd++fdG5c+dG3QllMBjo2LEjOnTogKSkJHz33XeYNWsWFixY4JQuD1QHvnv27KG710eOHEGbNm2cHtu5c2fweDxcuHAB/fv3R2hoKPR6PcLDw6l4r16vr+XYQmy/+Xw+3WX/K0FcMoqLi/H2228jPT0df/vb33D58uVabkOusHnzZty7dw+bNm363YKbNpsNDx8+xP3791FcXIySkhKUlJTQQJGgdevWmDhxItq1a4ft27fTwFqhUFAtFfv+xGAwIJFIIJFI0LRpUwDV+j2tWrWCRqNBSUkJ1Go1LbMoKChAkyZN6O82mw2lpaW0TUqlEhcuXKA6IX5+fujVq5dLJhVQfa+7d++Ot956C0B1Sef69euxdetW7NmzB+PGjcOcOXNc9gkOh0MZMxMmTEBKSgpWrVqF3bt3Y//+/Rg2bBjef/99dOnSBVarFZmZmQCqEypMJrMWC9IZBAIBHUP/DNFxkkzh8/lgs9kwm83Q6XS12uds3LRPztj/nYxphN1TWVlJSyOJJhCZCwnzjmxI+Pr60g2JkpISiMViCIVCKmCu0WhQWlpKk1tJSUmYOnUqHj58iLFjx2Ls2LF44YUXqLZGY+D06dP4xz/+gczMTPTs2bPOMaw+lJeXY+vWrTh9+jQtr23Xrh2aNWuGuLg4lw51DQGTyUSnTp3QsmVL3LhxA0uXLsXp06cxY8YMBAYGgsFgYMiQIfjuu++QnJyM0NBQWrb4LFuz1+xXAoEAAoEA5eXleOGFFzBo0CCsXLkSY8aMoUzN6dOno6ysDCtXroS/vz9GjhzpcM2wsDAkJSXVyQZ7GjAYDAiFQhiNRjRt2hRxcXHUGZOUTxP2C5PJRHBwMIKCgvD888+jW7du6N+/P959912kpKTg2LFj+O2333DkyBHEx8dj3LhxGDBgAEaMGIFBgwZh48aNWLt2LY4ePYqEhAS899571F2KjCHp6em0pPJZNDPwwAMPPPhfgScR8wyC7JqQRa/9YpzQhiUSCcrKyugiFKgWk/Px8cHQoUNdinempqZi1qxZaNGiBb755hu3g2mtVouUlBQcP34c9+/fh0qlou2Ijo5GREQE4uLiEBYW5nTiFolE1IEmJycH+/fvR2JioluJID6fj8GDB2Pw4MG4e/cuFZ7t27evy50/BoOBadOmIS4uDgMHDsTevXvRrVs3+Pv7g8fjIT8/HwKBgC707em3FosFSqUS/v7+jbIbZP99EkbM74VAIEBgYCBlNbVr1w4HDx50GRSWl5djxIgRuHPnDubNm4dhw4bV2Q6bzYYLFy5g9erVkMvl6NKlC9588020adMGv/322x9GR2cwGOjUqROWLl2KCRMmYO/evZg7d67L40NCQrBjxw7069cPGzduxKpVq5wex+PxEBsbi6ysLOh0OphMJlRUVMDb2xtSqRQajQZPnjyBj48PtQUnjCNvb2+YTCaqJfNX7g6S4CI8PBwsFgvbtm1D//79MWPGDOzcubPe83U6HZYuXYq+ffvilVdeQUZGxlO1w2az4e7du9izZw8ePXpEGUWBgYHo2LEjLQsKCAhwEBq3R2FhIc6ePUu1CsjCvy4qPGFD1Lye2WyulYiSSCRo1qwZgOp+QvQaMjMzcf78eRw6dAgPHjyo5RblCtHR0Vi8eDEmTJiAb7/9FqtXr6alJ+6gVatWWLduHebNm4eNGzdi/fr1uHPnDvbt2weTyQSdTucwbtfcyXfGkGEymfReONMQsFgsUCgUT83EqAn7+SggIAAajQZmsxlqtRpisZiOC84YOUTPzNUYRRgBQqEQwcHBkEql1NWOuJmRz1xQUAClUgm5XI5mzZpBqVSiuLgYTCYT/v7+8PLyApfLRVVVlYMOx2effQalUomjR49iwIAB9L3r0lhqCMrLyzFq1CiEh4cjMTERHTp0eOpANj8/H3PnzoVSqcTQoUPRq1cvxMbGgsViPbVzXV3w8/PD8uXLceTIEaxbtw4LFy7Ed999BwB46aWXsHr1avz8888IDw/H1atX/2tYEvalb8B/hI7ff/99XLx4EatWraLPMJPJxMKFC6FQKLBw4UIMGjTI4XOS8uu0tDS0b9++UduZl5eHmzdvQiAQ4Pnnn4e3tzdCQkLw/PPPAwBdO+Xm5iI3NxcpKSlISkrC2rVr0aNHDwwbNoyyDRUKBVJTU7Fr1y5MmDABr732GubNmweJRIIpU6bggw8+wPz587F582YcOHAALVq0QMuWLRETEwMGg4Hi4mJ069YNHTpU+xIQkWyCuth69ow2d8qdPfDAAw/+P8MzSj7jsC9JKioqglAopLaMhLLNZDKhVqtx+/ZtjBo1Cnw+3ynbQy6X4/XXX4dAIMDatWvrTQiUlJTg/PnzuHnzJh48eACLxQKhUIhWrVqhTZs2iIuLo84p165dq1MjhtidisViBAUFITMzEw8ePGjw/eBwOCgtLcXo0aPd2s0nu8yDBw+G2WymDhokKLNfKJBFv1KpRGFhIQA41H3/O9B56mJp++DEXQ0FZ4KD5Pfjx49j3LhxaNeuHY4dO+byfuTn52PkyJFIT0/Hjh07MGTIEHpfnCE3Nxdz587F9evXERMTg3nz5rnUmvmjoFKpYDabXeqX2MNgMKCqqgpt27rUUIbRaMTjx48xfvx4yGQy8Hg8aLVaqkPC4XCgVqsdXLpqBsI1f/4rweVyERUVhZCQELzzzjtYvXo1kpKSarl51ERiYiLKy8sxffr0pxZZTUpKwpo1a5CdnQ2pVIoJEyagT58+Djo+Ne3Ra6KiogIXL16kjJf8/HykpaXBarXizp07aNasGXUWaazFPLG0lclk6NatG27cuIGVK1fixx9/RKdOndy+HzExMVizZg2WLFlCg6DRo0e73Y7g4GB8+eWXaNmyJRISEnDy5Ek0bdoUfn5+YDKZNKFin4Qg/9uXONq7A7lKXJGSrsaCPdOFwWCAyWRS9kp9ZSrE/Yi4QdnDnn0mEong5eVF9XWUSiXViCHlSOQ+GQwGFBQUUOtplUqFsLAw+Pj40HIvmUyGwMBApKWl4c6dO5g5c6ZDEqYxcfjwYRiNRmzatAkdO3Z86oRJRkYGVqxYAQaDgaVLl9KE4h8NJpOJYcOGQaPRYNOmTTSgJkL3aWlpiIuLQ1lZGbKzs11qxj1LsB/HybPj7e2Nrl27onPnzjh79qzD8RwOB5MmTUJCQgIuXbrk0FdiY2MhkUhw5cqVRk3EFBUV4datW/Dz84NWq8X58+cRHx/vwBgWi8U00QL8x8Xy+PHjOHPmDM6fP49x48Zh+PDh1JFr0qRJWLlyJRVc/uijj5CQkICIiAisX78eH3zwAZYtW4aUlBRs3769li5XTEwM2rdvjylTpqB58+ZUZ4+sRbhcLt3MIuOUq/WTB0+PyMhIl/NTZGQkcnJy/twGeeCBB40GTyLmGYN9gE6ERAUCARVo8/PzQ2hoKHx9fan1oVwux7Vr16hLjjPo9XqMGjUKpaWl2Lx5c7015BcuXMC3334LvV6P6OhojBw5El5eXoiPj2+UwCgkJARXr16lwrPuwGKxYPbs2ZBIJJg5c2a9x1dVVWHp0qXo0qULmjVrhry8PHC5XAgEAqoRIxQKwWazHcqGCOuo5i7yv5NbjcJfr8l0cmZdax98keP0ej3Ky8uxbds2TJkyBd26dcMvv/ziUoz0/v37eP3116HRaLB//3707t3bZZtIALFhwwawWCx8+OGHePXVV/+SXa2TJ0+Cx+OhZ8+e9R5LFtLEAcMZ7t27h6qqKrRp0wZsNhtVVVVUxBMApWALhUIa6JEFPAn43LGv/iNBym28vb2hUqloed2QIUOwe/duzJ07l9LXXWHLli1o1aoVunXr1uD3TkpKwtatW5GSkgKJRIIJEyagX79+Ll00XMFkMuHq1atgsVjo3bs3RCIRmjVrBpPJhKysLOj1eqSkpODOnTuQSCR45ZVXEBkZ2aD3cAddunTB6NGjsXv3bmzatAnjx49v0PmTJ0/G/fv3MX36dLRv395BiNodDBs2DCKRCJcvX0bnzp1pECaXy2lpJ7FtJokKAPRvJBgCXJcukTGssRgxNZkuQqGQBlv1JfbrKvMk45rRaIRMJgOTyaSfkQgwCwQCek/YbDYCAgKgUqnAZDLBZDLh4+MDo9EIk8lEWW6EMcRkMpGamgqLxYIuXbo0yr1whv379yM6OpoyCZ4GZ86cwaJFiyCVSrFgwQK3Sw6dQaVSUVZQQ5LIHTt2xKZNm5CcnIx+/foBqHYSS09Px+DBgwFUMr/hHQAAIABJREFUJyWeVdTcwLBnVZnNZpSXl0MoFOL555/H2bNnkZOTg6ioKHp+x44d4efnhxMnTjgkYoij46+//tpoTLPKykpkZGRAIpHg+eefh8lkwuXLl3Hp0qU6+yqDwUB0dDTef/99JCQkYMWKFdi8eTOysrKovg2LxcLHH3+MwYMH45tvvsHChQuxdetWfPnllxg9ejTatm2L7du303uWl5eHx48fIycnBxkZGbh37x5+/PFHHDt2DG+88Qb69u0LvV6PkJAQSCQS+Pj4UGtwoklH1k91OdV50DDUlWh5FsWyPfDAA/fhScQ8Y7AP0AHQn4l7CZ/Pp04hIpEIarUaVqsVx44dQ2hoKHr16lXrmjabDR988AFu3ryJHTt2oFWrVi7f32w2Y+3atTh48CCee+45zJo1iy4Eb9682WhBeWhoKIBqtoa79fO7du3C3bt3sXz5crrorgs//fQTcnJy8N577zmI9IaHh0MikdAdV7JTptPpwOPxwGKxnO7kuOuaRFw86pogawYlWq0WWVlZ4HA4sFgskEgk8PPzg0AggNlsRmVlJXg8HgQCAdatW4eZM2eid+/eOHDggMtE1tmzZ5GQkAAvLy8cP368zu/98uXLWLBgAXJzczFo0CC88847dKfLFfLz83Hx4kV4e3ujW7dujbbwMhgMOH/+PHr06OFWGdfZs2fx3HPP1cnIIpbiTZo0oY5jZrOZsoh0Oh21ymWz2dSNpaSkhC7iXZXY/FkwmUwoKiqCUqlEaWkpDAYD3fkfM2YMVq5ciTNnzqBv375Oz3/06BEePHiAxYsXN3jxtmbNGiQmJkImk2HatGkIDw9vkCgzgdlsphoLL730kkNQz+VyERoairZt28JsNiMzMxMnTpzAtm3bEB8f/9Q6G3Xh5ZdfRm5uLrZs2YLw8HAMHDjQ7XPZbDY2bdqEHj164O2338bp06cbVHYoEonwyiuv4NixY5g1axYkEgllvCiVSkgkEnh7e9OEi1wuh9FoxJMnT9C0aVOIRCIUFhbW+dy5GssaE+4+EzUZgfYQCASoqqpCcXExtFotDYq5XC5MJhMqKyuh1Wrh5eUFq9WK4uJiym4kc2NoaCgYDAa4XC7UajVNPAiFQuh0OhCb2z8qEXP37l2cPXsWn3766VMHR3v27MGCBQsQGRmJr776yqVde31Qq9W4cOGCA+uU3Bui7UISoM6SnLGxsRCJRA6JmObNm+PKlSsYMWIELBaLw/z7R4l+Py2cbWBUVlaCz+ejsrKSOmy1bt0aQPUcMm7cOHo+i8VCnz59cPz4cZhMJgf3uPj4ePz666+4cuUKhg0b9rvaqVQqkZGRAbFYjO7du4PD4YDD4aBXr164evUqrl27hqCgIKfrOnsIhUJ8+umn2LNnD3bu3In8/Hzs3LmTOry1aNEC27Ztw6VLl/D111/jnXfewXfffYevv/6azhdMJhORkZEIDQ11+Ly3bt3C3LlzsWrVKhw8eBADBgzAqFGjYDKZoFKp6HOWm5uL6OhoWjYNVG+G5eXlITw83KUDnwceeODB/2d4EjHPGOxptGSxKhAIaO28j48PJBIJDdg5HA7y8vLw22+/YcqUKbDZbLBYLNRJAwBWrFiBxMREzJgxA/Hx8Thx4oRTBkVZWRlmz56NyspKarG6b98++vrt27ddLgzz8/PrpKVPmzbN4XdynezsbISGhjp1+AGqF+xisRhWqxUbNmxAfHw8xowZAwaDAYFA4FJvwGw2Y/HixWjbti2GDRuGrKwsKBQKet9IQqmkpASBgYEOZT9Ex6Um++Hfi+s6XZPsmTV1MX0YDEat14kuSVVVFd0BJgvGoqIiKBQKHD9+HDNnzkT//v2RmJiIqqoqyqSxx86dOzFlyhTExsZi7dq18PHxQX5+Pn399u3bkEqlsNls2L17N/bs2YOQkBB88cUXaNeuHTZv3uyy7b/88kutv505cwZAtbhm+/btnTJHmEwmtVmtCT6fT3cXjx8/Dr1ej9dee43+zZXmUWVlJW7duoWpU6c67QvkGbp58yYCAgIgFApRWFjowIYhVHVnu6fPEuz1UVgsFnUl0+v1GDZsGA4ePIi5c+eiX79+DoEgsW1NTEwEg8HAiy++SJOQlZWVLoPG7OxsaDQaXL9+HYmJiejduzdGjx4NDoeDI0eOID093WVbnX3PNpsNly5dQllZGUJCQpCXl4e8vDyHYx4+fIiff/651rlXr15FUlISSkpKaDmkPZKSkmhpk0qlgk6nQ3BwMH3O+/Tp47Kt3bp1Q0VFBRYuXAgWi4XnnnuOvkb6ijOYzWa0bdsWK1euxJtvvokPP/wQy5YtA5fLhVarrVP8lbRr9OjR2LVrF06dOoURI0ZAKpWioqICRqMRBoOBlvMEBgbC398f9+/fR15eHsRiMWQyGSorK6FSqZwmW9xxXXpa1GdfXdf7u9K6iYyMpKw0IlZMxjYiqO3j40PHaoFAQIW0S0tLaVsKCgoo65Gwa4RCIVJSUhAZGYmAgACnNuB1JU+c6e8QVFVVgclk4rPPPoOvry8mTpxIx5aSkhKX9yglJYWObzabDbt27cLevXvRsWNHDBo0iGqVOcNPP/3k9O8WiwUnT550+RnI96ZWq1FVVYVHjx4hIiICbDYbsbGxDtbWMTExuHHjBh4/fgw+n4/Y2FhoNBqUlZVh7NixDtd+//33nyl/45rlSKTsTaPRwGQygcPhIDg4GJ06dUJwcDDOnz+P8ePHw9vbmz6bL7/8Mvbv34+UlBS88MILaNKkCcRiMSIjI9GpUyfcuHEDEyZMAI/Ho8+nK9jPvQQqlQoXL16kawZnbEahUIhDhw7h7t27aNGihUMfzc/PpxsM9ujYsSPu3r2Ll156CdOmTaNi5wQzZ85ERkYG1q9fj8GDB6Nbt25466230KZNGzAYDOh0Ogd2X1hYGLZs2YIrV65g0aJF2Lx5M86dO4dXX30VvXv3hkwmQ2lpKdLT05GRkYFBgwbR9V1+fj5ycnLo8+0KDAajQZb3HnjggQf/K3imJk8P/lNnT+jW5GeZTIaYmBgEBgbSUha5XA6lUokjR47AbDY71Sm4dOkSVq1ahZEjR2LixIku3/fBgweYPXs2NBoN2rdvX8uWuCGw2Wz1BrEkqUQcoOrDlStXUFBQgISEBLcm6UOHDiEtLQ0jRoxAUVERtFotAgMDERUV5XQHmdieajQalJeXN9gil4AE9Q0V5BWJRAgJCUGLFi0QFhZG2R1arRY+Pj7gcDhYtmwZZs6cSReIzqjmNpsNixYtwocffohOnTph+/btdFfM2bHbtm3Dnj170LdvX6xYsQLt2rVz2cby8nLcuHGjzs8hl8tx/vx5pKen02C/oThz5gxN6NSHixcvwmw2U7q8K9y6dQstW7aEWCyGRCKhJRV8Ph9Wq5VqxqjVaurcYu9OERwc/JeLU7JYLBqom0wmeHt7g8PhQCqVIjQ0FH/729+QlJSEgwcPOj3/6NGj6Nq1a73W9vYoLCzEtm3bEBsbizfeeKPBZUj2SElJwaNHj+Dl5fVUO/1WqxW//vor7t+/7zC+WCwWqNVqpKam4vLly7h//z4yMzORnJxcL2sOqL6vn3zyCQICArBkyZIG19v36tUL//jHP3DgwAG8/PLLSElJcfvcfv36ITw8HJcuXUJ4eDjV0SJJZuL8RNoZHh6Opk2bIjY2FlKplIraOgNhATztc1gXiH11aWmpyySFs/cn81Z5eTlNdmq1WlitVrBYLAQHB1OGjUwmg1QqBY/HQ2RkJGXo8fl8hISEIDo6mpZxkr/zeDz4+vpSTTW1Wg2gely+f//+H8aGOXHiBC5evIhZs2bBx8enQedWVVVh5cqV2Lt3L1588UXMnj27wdorNpsNRUVFuHjxYp3HESHksLAwhIWFAYDLZE+zZs0gl8upMD8Jzl0kYBvHcqqRYL92IsxGoLpP+fr6QiKR0PK2tm3b4uzZs7XWLD169ACfz8fx48drXX/EiBEoLy/HsWPHnqp9lZWVOH/+fL0M44CAAERGRiI7OxvJyckuNzLsERQUhAEDBoDH42HhwoU4f/68w+tMJhMDBgzATz/9hA8//BApKSn44IMP8O677+LYsWPU/KEmunfvjr1792L37t3g8/lYtmwZvvjiC+Tm5kImk4HD4cBsNtP+AlSXoDdp0sTpGsT+2Qf+wwZ/2rVXYyIqKgoMBsPpvz+iTNYDDzz4/wtPIuYZgv3EREplyM69XC4Hn8+nu4GFhYUoLi6GRqPBzp07MWDAgFpBtE6nw+zZsxEdHY0FCxY4TWBYrVYcOnQIixYtglgsRvv27d2qSSf6NZWVlVAoFNDr9bRkoqSkBKWlpfUGAMHBwW4nYvbt2wexWOxW6YDNZsOSJUvQvHlz9OzZEzabDeHh4YiLi0NMTAzdqRaLxQgODqbUdQBUf+D3OBvVdBhwB4SJYTQa6XvL5XKUlZVBLpfj66+/xvbt2/HOO+9g7969TtkfVVVVmDx5MhYtWoS///3vWLlypUtWjtVqxaZNm3Do0CEMGjQIkydPdkkdrqiowI0bN3Dx4kWUlZXV+TkCAgLg7e1NnWkePHjQIGaJTqfD1atX0bt3b7fu4ZkzZ+Dt7Y34+HiXx5AgvV27dggKCgKLxUJZWRlUKhXy8vKQnZ0NuVxOrZeB/7CZ+Hx+vfow9joefyTI+/P5fFRVVeHJkycoKChAYWEhuFwuEhIS8Nxzz2Hu3Lm1xHLT0tKQnp6Ol19+2e33M5lMWLt2LbhcLiZNmvS7yhLz8vJw7do1REZGNjhQJWjSpAkiIiJw9+5dHD9+HI8fP8aVK1eQmJiI/Px8qtnQunVrxMXFQa/X4/bt2y7ZdvYQi8X49NNPwWQyMXPmTCxbtgxZWVlut23atGnYsmULFAoFtfp1FdDYg81mY/z48Th37hzy8/PpeE8SDP7+/tTOWiAQQCqVomPHjtQ+OjAwkNpIl5aWOgRqhBXyRwhME20tYl/tDOT9idW0xWKBXq+H2WwGk8mE2WymVuf2cwVxK2Oz2TAYDMjLywOTyazV/4RCIWW9kHtUVlYGg8EAk8kEpVKJyspKaDQaFBYWIjc3F507d270e2E2mzFv3jzExMQ4lLe4g/LycsyZMwdnz57FG2+8gcmTJzfYRru8vBzXr1/H3bt3G1T+weFwIJFIoNFonM7VJPGSlpYGAJRZQX6vgfozBM8A2Gw2QkJCwGQyUVlZCaVSifbt20Mul9cyDxAIBOjVqxdOnjxZK9kYFxeHdu3aITExscGJA61Wi3PnzgGom6kHVDNFWrZsiebNm6OoqAinTp3CmTNncOHCBWRkZODGjRu4ffs27t27h+zsbNpOiURCbdM3btyIbdu21Wonj8fD3//+dxw8eBAzZsyA0WjEwoULMWbMGCxbtozOhTXbM2jQIFy6dAnr1q1DRkYGEhISsHPnTnTp0gVdunQBm81GZWUlLBYLTCYTwsPDqQ4fWd9aLBbk5uZCpVLRvkee52fBEv3JkyeUQVbzn0cY1wMPPGhMeBIxzxDsdxDtf1YqlcjKykJqaiqlaxMBvo0bN0KpVGLevHm1rrdkyRLk5+fj66+/drrDZjKZsHLlSuzbtw/dunXDl19+6fYkqFKpkJOTg4KCAsjlcpjNZiqASlBRUeF0t9RqteLu3bsoLi6uN7A3mUxYunQpEhMT67VcBqon0FGjRuHevXu0jEImk1FasUajoW0imgUGg4GWE0kkEgQEBDQalb+uIL3ma1qtFtnZ2SgsLEROTg5NFqxfv55qB6xbt84lK2HTpk3YuXMnZs2ahe+//75O9sLt27dx9OhRDBs2DBMmTHD5ec1mMy5fvoySkhIEBwdTvQBXEAqF6NixI3r06AGgmprsbEHnCr/88guMRqNLnRN7lJSU4Pjx4+jVq1edSYKrV6/CZrOhdevWlD1AhJoJI8beXYXspGo0GigUCvoc1tzBI/izdvJIcpbFYlFb4uzsbOTk5MBgMIDFYmHEiBFIT0+vtTNOyhUGDRrk9vtdv34dhYWFGD9+PHx9fZ+63VVVVTh79ix8fX3Rp0+fp6ads1gs9OzZEz169KDsrKysLDoWtm7dGs2bN4dUKoVUKkVERASMRiNSU1Pdun5wcDAWLVqE4OBgXL9+HZ999plbSRyC/v374/Tp0+jYsSO+//57bNu2za3zxowZA6C6nDA9PR1VVVXQ6XTUOj0kJISWy5H+WlJSApPJRPujUqmk5YsE9qyAPwL1BU5kfC0rK0NhYSEUCgUEAgEkEgnEYjHkcjnUajXYbHYtZzKSQCJMRaFQSJ8/jUaD7Oxs5Ofn48mTJ7BarfRz8ng8MJlM+Pn5QSqVwmAwoKKiAsnJyQBQp47U0+Lq1atIS0vDjBkzGswY27ZtG1JTU/HWW29h9OjRDX42zGYzbty4gfLycsTGxtaZkHYGiUQCBoOBioqKWq8RrRASeIaFhYHFYuHJkyfOLvVs1XHaQSQSUUaj1WpFWVkZcnNz8fjxY+j1eipcfuHChVrnvvTSSygsLHTKAho7diwqKyup2K27uHfvHvR6Pdq0aeOWvhKDwUBMTAw6deqE8PBwSKVS2t+JflJeXh4ePnzosLElFosxY8YM9OnTBydPnnTZToFAgOHDh2PHjh1YuXIlmjZtiu+++w7vvfeeyzYxmUy88cYbuHr1Krp27YqFCxfi6NGj0Gg0uHv3Lh4+fIjS0lKUlpZCo9FAp9NBq9WioqICCoUCJSUlKCoqoqWXNpuNjheesiQPPPDg/xM8GjHPEOzrmQn7hcPhgM/nIyAgAGazGRqNBlwuFyqVCrm5uVi9ejXGjBmDTp06OVzr7Nmz2L59O8aNG+d0F5DQoZOTk/Hmm29i4MCBDZoASa2+xWKhYrIsFou2n2hY1Lzm48ePcezYMRQXFyMwMBDDhw93+R63bt3C8uXLkZ+fj+HDh2POnDkujzUYDFi5ciUWLVoEBoOB9957Dy+++CIiIiLoDrxcLgfwHyttgpqWrI0Je/HlmuyUms5JQHUfYDAYsFgsqKiogK+vL7KyshASEoLPPvuszvfKzMyEr69vvccBoLvMb731Vp2fmc1mIy4uDqmpqSgqKqp3t9ZqtdLkAFDt1lKf6C9BTk4Ovv/+e8THx9dblmS1WvGPf/wDJpMJU6ZMqfPYAwcOQCQS0V1Fohkhk8kQHBxMk2EkINTr9eBwODSgM5lMtRysXPWfPxI2m42OEQEBAWCxWCgsLER5eTkiIiIgEAjw4MED8Pl8tGnTxuHc1NRURERENKgsiSScYmJifle709PTYTQaMWDAgN9V2kQQFRUFrVaLO3fuICwsDCqVClqtFsnJyVRHh3ynAoHALXcXUmZw4sQJaLVaNGnSBEOHDnXb0Y3g1q1bSE5ORmxsLIYOHerWOffu3QNQbfWq0+loIsloNMLPzw9GoxEKhcKBwl9UVASdTkeZcb6+vtDpdA76OfZaLP9Go2Vk7BNFZPxwpfFg79xEkkNE9wZAnckiLy8vKgqtVqshl8shEAggEAhQVlaGiooKiEQiNGnShAptE80WMkex2Wx07NgRQUFBWLVqFUaMGNGo43zTpk3BYDCQm5vb4HOHDh2KpKQkHDp0CK1bt26wTTWbzUbz5s2RlpaGnJwcl5pprqDVamGz2Vw6WZlMJlpGWF5eDovF0mgOXH8W7PscYT2Sz+zv708dKB8/flzrXPJ9EMfFmq8NGzYMhw8fRo8ePdy+Ly1atIBCoUBSUpJbpUYEAQEBDuN3fn4+wsLCkJOTg9TUVAedNQL7+fr555+v8/oMBgPt2rWj+kNvv/12vW0KCQnBp59+irNnz6K4uBjJycmUvVdVVQWlUgk2mw2LxQJfX1+YTCZqIU5Eo7VaLRgMBp2X7Z/Nf2+aeTaMPfDAg/9ZeBIxzwjIopksFshkRmxqg4KCoNPpqPWiSqXCmjVrIBaLsXjxYodrlZaWYtasWWjRogVmzJhR673MZjO+++47JCcn491333WLfVATLBbLQeeB7Eq7QmlpKY4ePYq0tDT4+flh9OjRaNOmjVMBV6VSie+//x6nTp1CSEgI9uzZ45TCa7PZcPPmTWzfvh379u2DSqXCq6++isGDB6N3796wWq3w8fGhTBh/f38wGIxai86alqyNibqC9JqvEZ0YHo8HvV5P6fZyudwt5xNie+sO5HI5ZDKZW+UmERERCA4ORnp6OrKzs+s8lpRXSKVStGnTBn5+fm4FPRaLBV988QX4fD4+//zzes/ZvHkzLly4gK+//rrO4KWqqgoHDhxAjx49oFQqodPpEBoaCj6fTx2ppFIpVCoV1YkpKSmh/YG4kwGOApD2qJnY+6NgtVphNBqplk1lZSWkUikqKyvh5eUFo9GIU6dO4W9/+1st3ZD09PRaoo31gXxO+4C/obDZbFSUtCFJoPpAEg4tWrRAUFAQrl27Bh6Ph4qKClRWVsLX1xe+vr60DMEVFAoFzp8/jxUrVsBsNqNLly4YOnQomjVrBgaDgcLCQrfbtH//fnz88ceIi4vD+vXrXWoz1cSBAwcgkUjQs2dPmmDT6/Xw9vaGyWSCXC6nYqNEaNzLywvBwcGwWCwObBkiRAo4Osf8G27VvBDmlTPBcgJn45p9YpmUewoEAqfOTSRh5uy9CcMS+E+ShlyXJKOCgoIQHh6OgoICSCQS+myQeVShUMBkMsFisVDR5kmTJuGLL76oZUn8exEUFISuXbvSEo+GIDo6GosWLcIXX3yBzz//HDNnzqy1qVIfiH7OgwcPapXX1AXCpOLxeE6/i4KCAgCgWjJk7H8at7RnAXq9HhUVFTAYDPDz86PjelFREWJiYpCZmVnrnODgYHqMM22QcePGISsrC1evXkVUVJRb87Svry/69++P69ev4/bt20/9eSwWC+7cuYOioiIEBASgXbt2tRLdycnJOHv2LIYMGYK4uLh6r7dgwQJcu3YNX331FV577TW32kGEiOPi4hAREQGDwUATyVqtFgaDARwOh65fSZmSn58fZDIZTCYTbDZbrU0pAIRl+kzpD3nggQceNCY8iZhnBPaLZr1eDx6PBzabDV9fXyiVShrcGo1GsFgs7Nq1CxcuXMC6descAhybzYYJEyZArVZjx44dtUqSqqqqsHnzZiQnJyMhIcFlEqaqqgqZmZng8/nUSvRpQMpvVqxYAQ6Hg8GDB6N79+5OEwAGgwG//PILfvjhBxiNRrz99tsYPXo0OnTo4HBccXEx9u3bh927dyM9PR18Ph89evTAyJEj0bJlS9hsNnC5XPj4+MBms6GkpARWqxVeXl5/GE3fFeoK0u1fI/oJ9lbaJJhWqVR0QVgXSktL3d6Vcze5Q8DhcNCyZUtERkZShyRn4PF4aNOmTYNLWc6dO4fU1FQsWrSo3s/w4MEDLFq0CAMGDKBlHXVdV6lUYtCgQTCZTAgMDASXywWXy0V5eTllcCmVSspCA0CDUPK6vXj2XwXCkOPxeFSbo6qqCiaTCXfu3MGVK1eg1WoxadIkh/PMZjOysrLqtUCtCZKI0Wq1Tp2K3IFCoUB5eTleeOGFRmUhENe3yspKBAUF0RJEd9lX+fn5uHTpEh49egQmk4m+ffti6NChbj1nzrB582bMmzcP3bt3x5YtW9z+rEajEYcPH8bzzz8Pg8GAkpISOp4zmUya2CRaMAqFAhqNBgKBABUVFdQVyFmS0Mnf3Np+r4vFR+AseW2fnCFivhqNhrbRHRANGftyJfI/mcsIE4fL5UIsFkOn04HL5YLH40EkEkEgEECj0aCgoAAVFRXw8fGBVCrF+PHjsXXrVsyZMwf9+/dv1P746quvYtasWXj8+HGDWS0hISFYvHgxvvzySyxcuBCTJk1qcD8UCoXo3LkzLVFxBZvNRjV0dDodLBYLAgMDnd4LEmD/ryRiBAIBfHx8YDQaYTKZUFVVBZVKBbVaDT6fj4yMjFrn2DMPnSVi2Gw2Zs2ahYkTJ+Lw4cMYM2aMW8xIHo+Hnj17IjU1Fffv32/wZ9FoNMjIyIDRaETz5s0RExNT6zvUaDTYtGkTwsLC6k2qWK1WLFmyBKdPn8b48ePx1ltvud0W0k8iIiJQXFwMkUhE1y5E14rD4dDyXbPZTNlHLVq0oLp9hBFjj3///l+hP+SBBx548DTwJGL+YhC9ErLjzOfz6UKW0NKJZgyLxYJAIMDjx4+xYsUKdOnSBcOGDXPQWfnhhx9w7NgxJCQkQKVS4fr16/Q1i8WC1atXIzk5GXFxcSgvL8fevXsd2lNWVoaHDx9SJg5QrfXC5XJhsVjqtJm2Z7YQMV+dTgebzYbOnTujd+/eEIlEMJvNDmKiWq0WmzdvxqFDh1BRUYEOHTpg2rRpCA8Ph8VioSJpv/32G3788UecO3cOVqsVnTt3xvz58xEfHw+xWAxfX18IhUKoVCoaSJMkDAnciIvGH8lgqMvq1BX0ej0NXKxWK4qLi6HVaiEQCFBUVIS2bds6pTFXVlbSpFZBQQE6dOhAP2NxcbFLJkNxcTFatWrlctHeEF0XewQGBsJmsznV/vH29qblYTXbcu7cObz00kto3749ysvLax1DEgFqtRqTJ0+Gn58fvvzyS0p1rqqqctqeffv2wcvLC/Hx8ZQ14OfnR0vnqqqqUF5eTsseIiMjERwcTEV6iXuSMxYV4B57oLFgr+Ugk8ng4+MDkUiEtLQ0KBQKJCYmomPHjoiLi3NwCyLuQYGBgQ629kC1K5IzfQgA1I0mPT29lvCsVqt10COpCdJ/yK66wWDAo0ePAICWWAKg1+VwOG4FxkSrwWazgclkIjc3FwwGw+GazlBeXg6bzYYnT57g5s2byM/PB4/HQ+fOndGyZUvKQqjZ7zUajcvrkpLMRYsW4ccff8SLL76I5cuXUwtYV32SnAsA33zzDSoqKtC3b1+aZK+oqIBUKkVOTg7S09PB4XBgtVoRExNKUhnGAAAgAElEQVQDf39/SKVSGtDo9XpK5ydljfYaWDX6rVs6Hk9bamefnBEKhdBoNDCbzdBqtTRZRNpHks41v3OSdCFlrUQ7grSFJF4Ax6QNeV6B6nHG29sbWq0W+fn5KCsrA5fLhUAgwNSpUzF9+nQcOHAAr776Kn1fg8FQJzuwLuFltVpNLeP37duHadOm0dfKy8tpu2rC3l0GAD7++GOsXbsWa9asQdeuXfHyyy+7fCacjaNAbbZeTVRUVDg87/baO2azmT6vQHUZMfkeS0pKaJ+1WCw0sf2swtkczGAwIJPJ6EYNg8GgjI3o6Ghcu3YNcrm8VgmSTCZDdnY2oqOjXY6VXbp0wYULF3Dw4EH07du31lzgaj515XhmD/vvBKjuN/n5+WAwGGjVqhV8fHxqzZkCgQDr1q1DZWUlEhISao3V9hslNpsNGzduxJEjRzB69GgMHDjQ5ZhnMBhqsadycnLg7e0NJpMJnU4HHo+H0tJSsFgsmmCxWq1QqVRgMBhgsVjQ6XQoLS0Fk8kEl8tFZGQkfcadfHfPrP6QBx544MHvhScR8xeDLLRYLBZdxBLLRZFIBLFYDH9/f2oJrdVqMX/+fKjVaixZssRh8ZiWlob58+ejb9++tTRfLBYL1q5di+vXr9PJvyYVV6PROFWEJzseHTp0wEsvveT0c7DZbLz44ouwWCw4d+4cfvjhBygUCnTp0gXvv/++U7ejzMxMrF+/Hnv37oXRaMSQIUMwffp09OjRw0F34Ndff8X8+fORnJyM8PBwvPbaa5g0aRJ69uxJy7nIfRMKhfDz86OTOtldJokXFov1h2jBNATOtBTILq7ZbIZYLKaW1SwWC3K5HMHBwU71WcRiMVgsFmX+hIeH034UEBDgNJgi4nlNmjShu5010bNnT5ftj4qKQsuWLWG1WlFZWYmqqirKRHjy5Alatmzp9Dy9Xo+uXbvW+tsHH3wAmUyG5cuX04RZTfj7+0Oj0WDs2LHIzc3F4cOH0apVKwDVfduZ9ojJZMLhw4cRHx9PxT85HA6USiW9n1VVVQgICIDRaASHw4HBYACTyXQI/urqL+6wBxoLpH8TQVLCnoqJicHjx4/x+PFjbNiwoVZASZIv7dq1q8VsCQwMdMleIsKm/v7+eO655xxeEwgE1FXFGYhQbUZGBvh8vgNTpWXLlggNDcXly5eprgaDwYCvry8CAwMREREBPz8/+Pn5UZ0PALh27ZpD4CIWi2lpWbNmzVxqslitVuTk5GDr1q149OgRZDIZpk6dimHDhkEkEiE/P9+liKter3epMaNQKPDJJ5/g2LFjmDRpEr788kv6jJrNZpd9Gaj+Lu/cuYOlS5eid+/eaNmyJfz9/SESiShjKyYmBlwuF2q1morOBgQE0LKemsmMxhrTarL4nua6DAYDAQEB1PnPvuyAPDOEaWbvSFZfmahIJEJQUBC4XC4UCgXEYjFlOgoEAqr9wWQyqfi2RCKhAeLEiROxYcMGzJ8/HyNGjKDflz0bztU9cQVvb28EBgaiW7duOHbsmIOWWVRUlMvkCNGgskf37t3x5Zdf4sCBAxCLxfjoo4+cjm1ardZlewIDAxEZGYlHjx7h3r17UKlUtFQPqNa08fPzo8EzAYfDocK1ALB79240bdoU8fHxYLFYOHjwIPz8/HDz5k2cOnUK3bt3bxTNpz8CrnSLjEYjGAwG+Hw+RCIRWCwWlEolnnvuObq+qslGCg0NRVlZGZo3b+7ymdbr9WjWrBk2bNgAtVpdi6lZV0mvRCKBn58ffvvtNxQWFkIgECAgIAA+Pj6oqKiAUCikTK/U1FTk5uZCKpWiR48eLl0kL1++jOTkZIwbN86pDp89q+nbb7/Fzz//jHfeeQdz5syBwWBwyZY1Go215rnS0lKEh4eDx+MhIiICfD6fimoLBAKo1WrYbDaUlpaiadOmCAwMhEajQVBQEHx8fMBms6HX6/9StqkHHnjgwV8FTyLmGQeDwaAOEyaTCUlJSdi7dy8+/PBDh4DXaDTi/fffh1gsxsqVK5GSkkJfs1qtWLt2La5cuYK///3vuHHjhsN7GI1GFBcXUybF08Bms+Hs2bPYtm0bnjx5giZNmmDx4sXo0qVLrWNv3LiBNWvW4MSJE+ByuXjttdeopo399Y4dO4avvvoKt2/fRkxMDP71r39h4sSJqKiogNlspouCmkkNMqEzGIxaC6c/Q8ujPjgT6SWBg1qthkajgY+PD0wmE4qKiih9vC6UlZXBaDS6ZT1OEmu/V7ODyWQ66AQ9DTZs2ICioiIsXLiwzsBVr9fj9ddfx40bN7B9+3a3ymzOnDkDlUqFIUOGUOcVEngQJgthFEVERFDbXLPZDC6Xi4CAgHoXh3+WUC9QHdwT9g+xXiWOMYmJiZBKpRg5cmSt80jC1R3RWnvYlyY9LVQqlUOwaTAYkJqaijNnzoDD4aB79+6QSCRQKpVQKBQoKirCzZs36fF8Ph9NmjRBTExMLbcqkUjklD1FYLFYcOXKFRw6dAh5eXkICwvDZ599hkGDBjXI5tcZSktL8dZbb+HBgwf45ptvMHHixAadbzKZ8N5778Hf3x9jx46lbkIsFgtGoxE+Pj7gcrlo2rQpzGYzlEqlQxLqryqTq4sBVvM1klQh7KWaz4p9gobo3DizibcXHSbXKS0tRXFxMUJCQqgYO0nGkP4aGBiITp06wWw2Izc3F3q9HlFRUfjiiy8watQo7Nq1C2PHjm20e/Pqq69i5syZSEtLqzNJWRc4HA7mz58PoFo7qKysDP/85z+fip303HPPoUWLFvT+A9VjQXR0dL3nWywWPHnyBEOGDKF/y8rKQnR0NAoKCsBms3H06FE6ZjfUcvvPQk3dIjJe2ifHjEYjTVLl5OTUGidDQkLc0t7p27cvsrKy8MsvvyAmJsYhqVUfxGIxXn31VWRnZyMtLQ2VlZUoKiqCyWSq5VLVtGlTtG7d2qkTJlDNejpw4ABatGhRb+nurl27sGrVKowePRpz5sx5qqRrXl4e2Gw2Za8RxhGbzaYuTjabDdnZ2ZTlHBgYiNDQUFpuXx+TywMPPPDgfxX/1YkYBoPBtdlszy4/th6Qhav94pMEG2QH2WazQa1Wo7i4GGazGZ9++ikiIyPx8ccfO1xr/vz5ePDgAXbs2IHAwECHRMzevXtx6dIljBo1CsOGDXNIxBgMBmRmZtLFmjOb5bpgNpuRkpKCW7duQaFQIDIyEnPnzkWvXr0cFtQWiwUnT57E+vXrce3aNfj6+mLatGkYN24cFW0jUKlUGDNmDE6fPo2oqCjMnj0bY8aMQWxsLNhsNrhcLl2YO0tqPOtwFbxbrVbk5eVBpVKBw+HA39+fJsfqS8QQ6rM7iRFy7O8JsBsDJ0+exLFjx/D666+jdevWLo8zm80YO3YsLl68iI0bN9bptGWPvXv3wtvbG127doVOp6O6OEKhECUlJVSsmCT1SP8nrisajcapk4M9/iyhXqB6LDCZTJDJZLBarVCr1SgrK0NZWRmOHDmCKVOmOC1Fy8rKQlBQUIPbSfpnQwRr7WE0GmEwGCAWi2EwGJCVlYUnT57AZrOhXbt26Nq1a60FeGpqKsLDw1FeXg6lUom8vDxkZGQgNTUVTCYThYWF1FUIgAMjjoCw8g4dOkRZYvPnz0e/fv3cEqd2BZvNhtu3b+Pnn3/GoUOHoNPpsGPHDrctwYlw8dGjR3Ho0CHcv38fS5YsQdu2beHr6wubzQaVSoXy8nLo9XpwuVyIRCKw2Wz6/D9N2WNjwl0XuJqMGvuxmbDNyJxDkiclJSUIDAykpQ/2AvakVIJcRyqVUndBwqwBqvsDYYAFBgYiMDAQJpMJBoMBvr6+1Kq3Q4cOmDt3LgYNGtRoLkDDhg3DrFmz8NNPP+GLL7546uswGAy88soriIiIwKpVq/DJJ59gxowZT6XNwmAwniq4zs/Ph8lkckja5OTkoG3btsjPz0dwcLBb1st/NWrqFmk0GohEIjr3kfK+0NBQAHBqzR0cHIwTJ0645XCUkJCAJ0+eYO3atQgODnaqK+MKLBYLsbGxDomgq1ev0jI7rVYLHx8flyLgNpsNqampOHjwIEwmEz777DOXCTKDwYANGzbgu+++Q69evbBw4cIG9xObzYYDBw4gPT0d/fr1o+XrDAYDXC4XOp0OHA4HNpsNvr6+tIzSXvuJuJp54IEHHvx/xX/tCMhgMCIAvMxgMDbYbDZzvSc8g3CWRCC78iQoJAFhfn4+vv32W2RnZ+P48eMOC9vNmzdj06ZNmDRpEvr37+/wHhUVFfjtt98QHx/vUBNPwOFw4OfnB4PBQF0n3G377du3cefOHeh0OgQGBuLzzz9H7969HSZ/vV6P3377Db/88guys7MRFhaG+fPn480336SLJPsFTlZWFoYPH46srCxMnToVU6dOBY/Ho64YNSftP5OR0FhwRb+Xy+UoKyuDt7c3IiMjwWazaX14fa41UVFRCAgIwO7duzFq1Kg6j+3QoQPCw8Np+Zg9Rf/PgMViQWJiIn744Qe0a9euTmFAm82GefPm4ddff8WKFSvwxhtvuPUe5eXl2L9/P/r27YvIyEiqVWFf+85kMiGVSqFUKsHlcmEwGGgJE3kWnqUkH1ngmkwmBAQEwGq1wmAwIC8vDxaLxeUOrJeXF9RqtUPA6g74fD66dOmCX3/9FS1btkTbtm0b1F4ulwtvb29aNsVgMBAaGoqIiIhaJWr2sBfebdGiBcxmM/Lz83H9+nVoNBoHnZvw8HCHz6TT6fCvf/0Ld+/eRXR0ND755BN06tTpdwmOk/LIZcuWIS0tDTweD3369MGkSZPwwgsv1Ht+UlISduzYgaNHj9JSrI4dO2LevHno378/+Hw+1S7SarXw9fUFi8UCh8OhOlFkPiA6RwaDgf69qqoKeXl5CA8P/8NLRRriAlcf6mP1EN0skuy0T9qx2Wx4e3tTRhu5Do/Ho2MlKevSaDTg8/nUkl6tVmPKlCmYOHEiXnvtNZw4ccK9D18PgoODMXz4cKxbtw7vvvsuwsPDf9f1XnrpJfj7+2PZsmWYPHkyRo4ciVGjRv3hcx3RYwNAnXYsFgtycnIwYsQIPHny5Kld1P5s1NQtAkCfF5LEq2n7XhNt2rSB0WhERkYGOnfuXOf7cTgcTJ8+HZ9//jkWL16Mr7766qmFzgFQw4b6xO8zMzNx8OBBZGZmwtfXF2PGjHFabmmz2eiGRn5+PgYNGoTFixe7Pf9XVFTg3LlzOHfuHM6cOYP09HTExcVh6NChsFqtEAqFlHkkk8mormFISAgtPSWoyXSz/91isdAxzQMPPPDgfxn/lYkYBoMRBWACgLk2m83MYDAEAIw2m+2/StSLLAyI1gNZZAPVQRD5XaFQYPv27Th37hx+/PFH9OrVi4r1HT58GP/85z8xcOBAzJs3z+H6VqsVa9asgcVicamaz2KxHGqi66PgyuVy3Lx5Ew8fPoTFYkFMTAw6d+6M6Oho9OvXz+G4gwcP4siRI1Cr1ejQoQMtC6iZTCE21Fu2bMGePXvA5XIxe/ZsJCQkUEcUMkEDjg5TIpHomQiSGwNCoRASiQSRkZGUbk8WSPUlyIRCISZPnoy5c+fi1q1bdVqgenl5YerUqTh69Ch++eUXZGZm4oMPPqizNKixUFBQgG+//RYpKSno0aMHZs6cSZMLzrBhwwbs2LED06dPx/jx491+n127dkGv12P48OEoKSlBZGQkZbeQhZ99wqWsrIyKOrPZbEq1dibU+1eBtItoxHh5eUEqldLnifSZmmjWrBm0Wi0KCwtdagK5wvjx41FcXIzvv/8e8+bNozvH7oDBYKB9+/bIy8tDVVUVYmNjIRQKXYqXugKbzUZUVBSKi4sRFBQEvV5PxaDtS/FKSkqwePFiFBUVYcKECVRA9WlBxqUpU6bg7t27iI2NxfLlyzFo0CB4e3tT0Vhn0Ol02L9/PzZu3Ijbt29DIBCgb9++GD16NJo2bYr27dvT0kChUAixWAybzUbLLbVaLR4/fgwfHx9qtUvGPSLoDVSPf3l5ebT8rGbZib1GRmPAXRc4Z3DWFvt5TyQSObiUCQQCVFZWQq1WQywWO7BGDQYDeDweTZySv5eVlUGn04HJZEKpVEIul4PH40EikTiU2vn7+2Pu3LmYPXs23nvvPWzYsKFR7s+CBQvw66+/Ys6cOdi6devvvl779u2xZs0abN26FYmJiTh9+jTefvtt8Hi8P0TnrKqqCqtWrcLp06fx4osv0j4ql8tRVVVFS5OIOPazxoqxL4+reX9IUqayshJ8Pp9qTBG2DOC8dLlnz55gMBhISkqqNxEDVAvLz5o1C/PmzcOSJUt+FzuqPpSXl+PgwYO4ceMGfHx8MHr06P9j77zjm6rbNv49nUnadO9CaSkbGbIEQUAZsrGguJANCgIyBbSCgIAMQRkPgmJZKrwICjyA+og8gCxFFBGQTSnQPTObpDnvH7zn9yZtUwFRy/Pk+nz4lDY5yUnO+Y37uu/7unj44YedxNoVXL58meXLl/PTTz9Ru3ZtPvnkEx5++OEKX7+4uJjvv/+e/fv3s3//fn766SdBuLRp04aOHTvSvHlzatasiZeXF0ajEZPJRFxcHIGBgUIMX1lni4uLRWut4lao7Hcc93WZmZlcuHDhb6/adcMNN9z4s3FfEjHAY4AH8IAkSeHAg4BakqRFsiyXmbklSRrBLeLGpSjj3wHHjKDBYHAiF5SNtsFgYMqUKWzZsoUFCxY49fx+9913jBo1iubNm7Nq1aoyWY2dO3dy8uRJhg0bdscBWHm4cOECJ06cwMvLi4YNG9K0aVPRIiBJEiUlJRw7dowvv/ySw4cPI8sybdq04amnnipXu6KgoIBt27axceNGzp49i0ajoXv37nTq1Ik2bdoQERGByWTC29vbiWwpz6r170Tp+6u0QGB54rzl/U2r1ZKYmOgUWCi4nUqlQYMGsWTJEhYvXswnn3xS4XO9vb0ZPHgwNWrUYO3atbzyyiv06dOHtm3bugzo/whkWeb7779nzpw5eHl5MXny5N8NlHft2sXcuXPp0aMHs2bNuqP3+uCDD2jSpAmJiYnExsaKIM7Lywur1So2hY7WuI6/KwHi3y3s7HhvVa1aVZy38nkCAgLEptsVkaaUup87d+6O5wGVSsX48eOZMWMG06dPFyKfnp6exMbGCoeaqKioMjbzcCuwKS30+0ehVqvLEEJZWVm89tpr2O12Xn/9dZHJv1v88ssv/OMf/+DEiRNUqVKFxYsX07dv398toz937hwpKSls2rSJoqIi6taty7x58+jQoQNarZbs7GwKCwvx9/fH398fvV4vBKKV9rnw8HCsVitms7lMKT/gVBEDiKxxedljx6rL0vir10XHc1HaSpW2I6VSRWkZDAgIwM/PT+jBOM5/RqOxTBsT/P8aqtFoCAgIwG63C9LSy8uLzMxM/Pz88PX1JSQkhP79+2M0GpkzZw7x8fFOIrt3i7i4OMaPH8+8efMYNmwYiYmJf/g1AwMDeeWVV+jSpQurVq1iyZIlREdH06lTpzsiRn8PJpOJ119/ndOnT/Pcc8/x3HPPiceU9sQaNWpw5MgRbDZbhW1yf9ee63Zalf38/ERlhre3NzabjbNnzwKUSyyFhobSoEEDTpw4cdvnUa1aNV555RUWLFjAsmXL6NOnzz111SspKeH8+fNs27aNkpISunTpQpcuXYRujCMRU1BQwPr169m+fTv+/v688sorjBkzpsK5zGw28+GHH7JkyRLy8/Px9PSkadOmDBs2jCZNmhAQEEBYWBjXrl3DYrFQUlKCSqXC19dXVDSaTCbR6uX42ZV5S3GJNBqNBAYGOs1zVatWxWAwKGvan2tH6IYbbrjxN+K+JGJkWf5IkqRuwChgKXAQiAf6A6vKef5qYDVAs2bN/t4m+1JwtK+WZVn8NBqNpKens3DhQrZs2cKECRMYOnSoEKfcvHkzU6dOJTo6mokTJzppwgBs3bqVzz77jJo1a6LRaDhy5Ih4zGw233FWWjnukUceoWHDhmLRLCkpITc3lzNnzrBy5Ury8vIICgqiT58+9O7du4x4bHFxMT/++COffvop//znPzGbzTRo0IA333yTgQMHEhERIVweiouLMRgMZYiYv0uo0hVK31+lN4PlbQ5L/02x6Fb+lZSUkJOTIzL/JSUl5faom81mQcB5eXkxdOhQFi1aJDaNripN9Ho9Xl5eNG7cmEmTJrFnzx62bNnCtm3baNiwITExMcTExJRLQlgsFnJzc8t9XbPZXMa6uqioiF27dgmNgZEjRxIaGuokDl1SUuJ0T544cYJx48bx4IMPMnfu3DL26I6wWq1OwoVHjhzh9OnTvPjii0iShMViwcfHB39/f6eSeiWrXLqlQrHXrQxtSY73VtOmTWXF7tNoNGIwGNBoNGLTrVT4lIaiv3Ty5MkyZEleXp7LgKqgoEAEwEOHDhWtQQaDQei3GAwGcfzIkSNFRUZpa15HeHl5ubS+tlgsLokDVxbVSvY0PDycsWPHEhUVVUZ4vKLqFbPZLGzQz549y7p16zh8+DAhISGMHj2asWPHivtLsfCFW/esUp2xa9cucZy3tzdt27Zl0KBBdO7cGUmSMJvNwqGrWrVqhIeH4+HhgclkQqfTifaIiIgIgoKCxJwXGhrqZOOsVHM53pPe3t4uBVgrahe6F+ui471THgHtOH+U1usoKirC39+fgIAA0UZkt9vJzs7GZDIRHR0tPquHh0e592npv3l6euLv7y/GdVBQEIWFhfz66694enoKy/ewsDACAgJITk7m/PnzzJ07l+rVq7tsfXS87qXhOAcDvPTSS2zYsIFXX32VDz/80OWxRUVFLlvJdDpdmceioqJ44403OHToEOvWrWP9+vXUrl2bVq1aOVVyVDSGlAqF0igsLOTAgQPCxa5Vq1ZOY/jixYsAJCYmCl0tcK1Z9HftuRyrjF3BarViMBgoKSkRFsuKbpqnp2e5pgWtWrXigw8+4OLFi+WuB4pwuiMiIiJ44okn+Pzzz7FarbRp06bc8zGZTC7XU6vV6nQ+siyTnZ3Nb7/9hslkon79+vTo0YPQ0FAsFotY7y0WC9nZ2Xz22Wfs2LEDi8VC9+7deeGFFwgICECWZaxWa5n3U9qG33//fW7cuMFjjz1GUlISjRo1wsPDg8jISAoLCwVhqljTa7VafHx80Gg0Yu8myzJqtRp/f39CQkIoKSkRLm+K+5+Xl5dI5jnOax4eHtSvXx+TyQRu+2o33HDjPxj3JREDIMvybkmSqgEqWZbNkiTlAxU30lZCONpX+/v7iwyh3W5n1apVfPjhhwwdOpTXXntNHJOamsqMGTPw9/dn9uzZZbI4RUVFfPnllwQGBtK9e/cy6voJCQku3XWio6MZOnQohw4dYsaMGWRmZtKgQQNeeOEFHn30UeFsVFRUxNatW9mwYQM//PADnp6edOvWjUGDBtG9e3exiUxLS+Po0aPs2LGDo0ePcuLECSwWC1qtlueee46ePXvStm1bkf1VqVTi3JS+/r+7KuFOUTr4UXqmbTYbOp3OybXB19fXaaNVVFSEwWBApVJRUFAgNtSSJJWbwQoKCnLKNo0bN45Vq1bx/vvvM3/+fJfOCl27dnXqXX/xxRe5ePEin376KVu3buWnn34iLi6OpKQkevbs6dSjfuHChTIWnwpu3rwpgkLF+Wrt2rXY7XbGjx/PuHHjXJI7Spby/PnzjB49mqpVq7Jt2zbCwsIq1CRQNnQK1qxZg1arpV+/fgQHB6NSqdDr9UI0Vq1W4+vrS25uLmFhYaIawfE+K4+ccVXy/ldBsbBXiCXF4UkhNcLDw8u93omJicTExHDjxo0yos+KkGJ5sFqtTo85iiT/9ttvwgGjoKCAESNGcOHCBWEhXdH1ys3N5cEHHyz3saysLBISEjhz5gwnTpzAZrNRq1YtateuTZs2bZyqPux2Ox9//DEHDhzggQce4OOPP3YpVl1e8GS32zl9+jQXL15k06ZNHDp0SJDAs2bN4sUXX8TX19dlUHfq1ClWrFjBxo0byc/PJz4+nhEjRtC/f3+ioqLw9fUlLy8Ps9ks7mEPDw9sNhteXl6ilUdxGXIkHCRJKleg+07FVxXXvb8Cpcnl0ufqeC6O40vRQVOr1aIKxrElsLRgtp+fH9HR0ahUKiexe6WSNCcnBx8fH4KCgtBoNNhsNsLDw8W4Udr71Go1N27cYO7cuWRnZzNy5EgSExPL1f2pqHpA0fNR4O/vz9tvv03//v3597//7bKl0tfX12Vrj1qtdlmZ2Lp1a1544QXWrFnD+vXrSU1NpXHjxtSuXZtatWoRHx9P06ZNyz3nCxculKmc+vHHH5k9ezZeXl6sX7++3LG5b98+fH19iY2NFUSMQnhVJihjSpkry9MgKS4uRqfTodFo8PLyIi0tTRAhsbGx5Yo3d+3alVWrVpGbm0vDhg3LPG6xWMoV0X3wwQeRJIlt27bRuHFjOnXqVOY51apVEw6YyppfUlKC1WoVgtMlJSUUFxfzz3/+U6zNQ4YMoX///mVer6CggA8++IC3334bg8EgXClr1aolnlPaNU5Zq6dPn86ZM2do1qwZgwcPpmPHjmK/ptFosFqtXLt2jfDwcKpUqYKPj49oWcvMzMTT05O0tDTRDhgbG1uuExrgJEJe3n2k7IndcMMNN/6Tcd8SMQCyLK8E+D+NmBeBz//eM/pjsNlspKWlYbFY2LRpE4sXL+app57i7bffFgtVdnY2Tz75JDabjbfffrvMpkGWZRYvXozBYKB///4uA3FXsFgsvPnmm2zdupXExETmz59P06ZNxfkdO3aMtWvXsm3bNoxGI3Xq1GHOnDk8/fTTJCQkUFhYKKpdjh496iQ226xZM3r27En79u3p27ev0wKtuAI4Ci8qPd2VbbP3eygtxqtkeS0Wi9h8KBoIJiZuUJkAACAASURBVJOJzMxMJEkiIiICLy8vLBYLBQUFwiZUeY3bQXBwMMOHD2fJkiW89NJLTpbgv4caNWrwxhtvMHnyZLZs2cLWrVt57733WLFiBdWrVxf/1Go1TZo0ITo6WmSCi4uLuX79Oj///DPffvstqampXLp0iUuXLtG4cWOmT59OUFDQ717LX3/9lV69euHh4cFnn312x44m+fn5bNmyRfT1BwcHC2FPu90uyqHtdjs3b94kKyuLuLg49Ho9er2eiIgIEUA6XkO9Xl9uO8RfCUmS8PDwEAH+9evXsdvtIptbkcZPnTp1+O233+75OXl6ehIaGkq7du3Yt28fL7300h3rkZSUlHDx4kVOnTrF8ePHuXTpEhaLRVggK5VQfn5+1KxZk8TERGrWrMmhQ4c4ePAgnTt3Zvjw4bflGJaens7OnTs5ePAgR44cEdUB1atXp1evXrRp04auXbuK1ypdzaDT6fif//kfUlJS+OGHH/Dx8aFDhw68+OKLdOnShRs3bmCxWDAYDGRkZCBJkiAMwsPDyc3NxWKxCNL5ypUrhIeHi+oPR1TU4ngv2xz+CBzP6U7EekvryZQmZhwrLZRxqLyXQtgYDAYRuPr7++Pn54fZbKawsFBUwOXl5RESEiIqBfLy8qhSpQpqtZrc3FwKCgoICAggJSWFLl260LdvXw4dOuQUtN4NlDbPBQsW8OSTT/6u2Oqdws/Pj7Fjx5KUlERKSgqnT5/mk08+EVUO3t7exMfHU6NGDapUqUJERATh4eHiPlSI0p07d7J8+XLi4uKYOnWqS4L02rVrJCYmijYvm81Wae5BVyhd1aj87ugQeebMGWRZFlWcrubQ5s2bo1arOXz4MI8++ugdncfIkSO5cuUKGzZsIDw8nMaNG4vH9Ho9v/76KwcOHOCXX34hLS2twtfSaDS8+OKL9OrVq0xFS1FRER999BFr165Fr9eTlJTE1KlTK9wDyLLM4cOHmT59OocPH6ZGjRpMnTqVuLg4WrRoQXh4OBkZGaL1SKfTkZOTQ3BwMBaLhaCgIOx2Ozdu3OD06dOCSFUSNeWRMMo4Vlos77dEmxtuuOHGvUSlJ2IkSQoDImVZPl3q7x6yLNslSYoFWgHbZVk+9bec5D1Cbm4u+fn5HDlyhFmzZtGlSxeWLVsmFjKz2cyzzz5Leno606dPL7f3evv27Xz//fd06NDBZdWCK6Snp7N7924MBgNDhgxh1KhRwrHoq6++YvXq1aI096mnnmLgwIE0a9YMSZLIyclhwIABfPbZZxQXF1OlShWaNm3KwIEDeeCBB+jUqRMBAQGkpaURHBxMbm4uer2e6Oho1Gq1yIxUFmHUe4mcnByx4Vc+pyJWB7d60JVKDT8/P7Kzs8nKysJoNIrM1Z20ko0ePZp//OMfLFmyhPfff/+ONzkqlYpu3brRrVs3Ll26xO7du7lw4QInT54UbhpwK6tWtWpVjEYjGRkZIniSJElYdyYlJQlXpt8T3vvtt9/o1q0barWaHTt2ONl43i5WrVqF2WymZ8+e+Pn5YbFYUKvVeHl5CRek9PR0qlatiq+vLyaTCaPRKIILo9FYqdreHGGxWISocEhICLVq1aKoqIj8/Hxhc+wKtWvX5rvvvqO4uPiOydnbQefOnfnyyy/56KOPKnTBUmC1Wjl+/Dj//ve/OXnypFKCTpUqVejduzdNmzalUaNG+Pj4cPnyZc6dO8fRo0fJyMhg+/bt2Gw2JEli6NChJCUlVdg6YrPZ2LlzJ2vXruXAgQPIskxCQgLdu3endevWNGvWTGSkXSErK4u5c+eyfv16DAYD9erVY/78+XTr1k0QfV5eXlSrVk04O12/fh1vb28CAgJEK1JgYCA2m42QkBBSU1OF6HpQUFCZ+66iFsfKkikufY53O3Zuxwa+9Hup1Wr0ej2FhYUYDAaio6MJDAzk2rVr+Pv7i/Y9pRIpIyODrKwsgoKC8PLyQqPREBMTg4+PD/n5+WzevJmOHTvStWtXXn/9dQYPHnzXAaIkSSxatIiWLVuSnJzstI7fS1StWpXp06cDt8bU1atXOXDgANnZ2Vy8eJFjx46xZ8+eMsdptVqCgoJIS0ujRYsWQl/JFVJTU0VAr+hsVXYoJgjKP+V3pQ1Rp9NhtVqFaC+UrxEDt9a6pk2bOrV43y48PT0ZNWoUb731FitWrGDMmDFkZmZy4MABUlNTkWUZX19f6tevT4cOHURCxtPTk/z8fOLi4oRQe0xMjDhH5RqYTCbWrl3L6tWr0el0PP7444wcObJCwig9PZ1PPvmEjz/+mLNnzxIVFcXEiRMZOnSoELyuVq0a3t7eFBQUcPXqVSwWCyEhIdStW5ewsDDsdruoMlW+45CQEKpUqYJGoxHaT67mNUfR8coyn7nhhhtu/NWo9EQM8AjwiiRJo2VZFpY+/0fC+MqyfAP47O87vXuH0NBQsrOzefPNN2nevDlr1qxxKnmeMWMGP/30Exs2bCh3w3vz5k3WrVtH8+bNRRXL7cBoNPLTTz9x/fp1goODWbduHY0bN0aWZfbv38/SpUs5f/48NWrUYOnSpTz55JNOG5aDBw8ybNgwsrOz6d+/P0OGDKFly5ZCP0IpSffw8KB69erY7XYRNCoZk8rmvnC3sNvtZbQRlKoOxeFGcQVRiAElOFayQxqNhoiICFGSHxsby9tvv02fPn1uK9CJjIxk4sSJzJkzh3feeYdJkybd9edJTExkzJgx4neDwcDBgwfR6XRcvXqV1NRUNBoNXbp0IS4uDrVaTatWre7Y3tRmszFy5EgkSeLLL78kISHhjs/1ypUrzJw5k+7du9O7d29u3LghSrqVVhClDclisVCnTp1y25PKg3L//p1EodVqJTU1VWxutVotGRkZ7N27t0I7aIC2bduycuVKPv30UwYNGnTPz6127dp07NiR3bt3s3fvXlq2bMljjz3m1P4myzLXr19n//79vPPOO+h0OoKDg2nbti2NGjXigQceoLi4uEwGt06dOtSpU4eaNWtSpUoV8T0obkqukJmZyaZNm/jkk0/IyMigSpUqTJo0ib59+zqRfOXp6igwm82sWLGC+fPnYzAYeOKJJ+jUqROPPvqosD5XxrJC4mm1WtRqtRCkValUIvBX7iGTyYSvry8JCQmEh4eX2/5UXouj48/KgL/ynErrf3h4eBAeHi5aP5X51NPTE1mWRZCoVMYYDAZR+aDMo+Hh4ej1eiwWC7Iss379eiZOnMjw4cM5d+4c8+fPv+vzbdCgAWPHjuXdd99FlmXee++9P9Ve3Nvbm5o1ayLLslObTHFxsSD3T506JfTHsrOzad++Pc8//7xLbRS4Na9euHCBwYMHA7dIyXtd4fNnQJnvFfJOIcLy8/MxGo1YrVa8vb1JSEjg7NmzhISEVGg13bx5c7777juuX79+V6LnEydOZO7cuSxcuBC41SLep08fIiIi6NSpU7n3xrVr11wmJBQ9lyVLlpCZmcljjz3GuHHjqFevXrnacFarla+++oqNGzfy9ddfU1JSQqtWrRg+fDjNmzcnISFB7EEiIyNF8iQ2NhaNRiOSQjVq1BDJI6UFLCoqCpVKRZUqVfD29hZ7vIrmNceKGDfccMON/1bcD0RMEfAtMEySpNWyLJ9xeOwVSZJ2yLJ872vu/yQ42iuWzpB5eHgwf/58ioqKWLNmjVMwu3v3bj788ENGjhxJt27d2L9/v9OxsiyzdOlSPD09GTNmTBnx3vJgNBq5evUqZ8+eRZZlGjRoQPv27WncuDHHjh1j2bJlnDx5kri4OObPn0+nTp2oWbOmON5mszFv3jwWLlxIYmIiO3fu5OGHHxZl4waDAa1WW6a96D+JeCmNkpKSMlUVnp6eREREIMsyBoNBVCQ4OocogZrRaESv1xMUFISPjw9FRUW8/fbbDBgwgPHjx9+2zeq0adM4f/487777LiEhIQwZMuSefD4/Pz8SExMr1Ii5UxIGICUlhePHj5OSknJXJAxAcnIynp6eIvusbGwtFovIeKpUKhISEggNDaW4uFi0IimfzRVKtyr9HfD29qZatWqifD47O5sVK1aQm5vLnDlzKjz2kUceoUWLFixdupSnn376njuOSZLEhAkT6Nu3L1u3buXbb7/l4MGDNGnShIceeoibN29y7Ngxbt68iaenJy1btqRDhw40btzYSeg0Kyvrd9/L29u7wmqpq1evsmjRIvbs2YPNZqNdu3YsWrSITp06lXGWcwVZlvnss8+YPn06aWlpdO/enZkzZ1KvXj2uXr1KVlaW0HpRCFaVSiUElD09PYmJiXFpH61WqwkJCXGpn6B8p473XGVs1fyrxoXj96jMo44kvqNjUnR0tHCbUr732NhYTCaTqD4wGAyCEPf396ekpIQLFy4QGhrKhg0bSE5OZtGiRURGRjJhwoS7Pu/JkyejVquZN28eBQUFrFmz5i93+/P19aVKlSpUqVIFrVZbrrtWRdiyZQteXl4MHDgQgLNnz95Ry+vfCUcXPKWFLSwsDKvVys2bNwkLCyMnJ4fDhw/TvXv3CucHxbr62LFjd+VCGRwczMyZM7l58yYlJSXUqlULSZK4efPmHRF0sixz/PhxPvjgA1JTU2nUqBFLliyhRYsW5T4/KyuL9957j82bN5OdnU1UVJSoBmzYsCHBwcHYbDYCAwMJCQlBp9NhsVjQ6XR4eXmh1WoJDg52IpuVcWO3252EsZW5qSJDBcc5427mjsrqguqGG264cTeo9ESMLMt7gb2SJHUExkiSNE+W5WuSJIXJsrzg7z6/O0VF5eVffPEFH3/8MdOnT6d+/frCteDGjRuMHTuWRo0aubTY/Oqrr/jll18YM2ZMhboa+fn5pKWlcfr0aZEdjI6OpkmTJvj7+5OZmcnQoUP5/vvviYyMZPr06TzxxBN4e3sLrQa73c6PP/7ItGnTOHbsGP379+ftt98mICCgUmdv/wp4enq6/MxKj7qSQQ8ICCA0NJTMzExsNht2u130YdvtdkJDQ9FoNHTr1o1Ro0axYsUKOnfuXK4VeGlIksRbb71FUVER06dPJzg4mKSkpHv9ce8JLl26xJIlS+jevTt9+/a9q9c4fvw4mzZt4uWXX0atVgvtCIvFgtFoFMGuEqhZrdZK4Yp0J/Dy8hLihyaTifz8fDZu3MiQIUNo1KhRhcdKksSUKVPo27cvU6dOZdasWX+KTXm1atWYMGECbdu2Zd++fRw+fJjjx4+Lx/r160d8fDytW7e+5+8tyzKffvops2fPxsPDg4EDB/LCCy+QkJBwR9f46NGjTJs2jR9++IEGDRrw+uuv0759e8LDw4V1eFZWFh4eHkRFReHv7y+yx0qbTFhYmNAaUghWu90uCABPT88yIqIVkTL/KagoEVHec5TArrQNd+mx6yh+bjabhS24QmwHBAQIi9yzZ89SvXp1QkJChH5PREQEWVlZVKtWDV9fX5YtW8a0adOYPHky4eHhLt2Ufg+SJDFx4kSCg4OFYGpISAhBQUH4+/sTGhpKUFAQgYGB1K1blyeffLJS3QMWi4XPP/+cDh06EBUVRUlJCWfPnmXYsGFO921lhaOIs+I4l5OTQ3FxMbm5uYSGhnLixAny8/Pp1atXha9VtWpVIiMjOXbs2F2vUxqN5q5abhVcvHiRDz74gJ9//pnIyEjee+89unXrVi45K8syW7duZfLkyRQVFdGlSxc6duxIaGgoUVFR2Gw2HnjgAQBRJZWenk5RURE2m43Q0FACAgKcKkoVEgbKjuWK7MzvJSqzC6obbrjhxp2i0hMxihaMLMvfSJJkBKZLklQMzP27z+124bhAKZsWtVotsnySJJGens7o0aOpU6cO48aNw2QyCSG5sWPHYjabmTZtGleuXAHgl19+EQtiUVERq1atIiEhgbCwMI4fP+5kD1tQUMCVK1e4evWqIF+Cg4Np0KABsbGxaLVa8vPz+fHHH8nIyCA0NJQpU6bw5JNPiuoNg8HA4cOHWbx4MV999RWZmZlotVo+/PBD+vXrhyzL5WZv/9ugCIyWhmJNDreCheLiYhEEpKWliaoYRQtCIQ8Ukc4RI0bwww8/8NJLL9GsWTORCVIEgMuDzWZj8eLFDB48mPHjx6NSqUTfuGNlTnkoz+JUgV6vd2kHbDKZXGrBKIK4jigpKWHixImoVCoWLVrk0qL69zRAJk+eTFhYGH379kWr1YogQelBj42NxcPDA7PZjLe3N8XFxcKx5n5BSUkJOp1OEHUzZ85ErVbzxhtvVKjZoNfr8fX1pUGDBgwfPpw1a9bw7bff8uqrr9K8eXOXWWBH++rSKCwsrPC78/T0pGPHjrRu3Zrc3Fx8fHyIiIgQx7q6v/R6vUvrXWVclIfc3FwGDx7Mvn37ePjhh5k/f76o2rJarRV+P1arFbvdzvnz53nrrbf44osviIqKYvHixXTq1Mkpu6vX6wkODqZhw4ZCK0PJEivBXmmtIaPRKNzSlHtT+YxKm5KiGeXh4SE0TVyhMlXE3ClK67y4eo4iqq3cM4oehVIRA/+/hioVMnBr/lEq4MLCwoRWheLyExkZSWZmJlarlaCgIHJzc8Xc4ug6plKpmDFjBrm5uQwbNoygoCAef/zxcs/XYrG4vCbFxcVIksQLL7xA1apV+fe//01BQQEFBQXk5ORw6dIl8XtxcbFoNVGCX1eoSG+rsLDQ5bFFRUUuW5AMBkOZ8fXVV1+Rn59P7969kWWZq1evYjabadCggbBer4woTQoohGhWVhZZWVlibfD392fv3r2oVCratm1LQUFBGUchBTk5OTRs2FBoVTmO0aysrArnmIoq/cpbFxUYjUZOnz7NqVOn+OWXX/jxxx/RarUMGzaMRx99lCZNmpS7NqanpzN58mR27dpFs2bNeOONN2jRogUFBQWcO3eOyMhIUTkGt669v78/WVlZ5ObmEhQUREREBFqtVlSQqVQqp/tcmdfg/tR4iY+PJzU1tdzHqlWr9hefjRtuuPHfikpLxEiSJMm3ICIBWZYPS5L0MrDq/7Rh7juULtmUJAmr1Ur//v0pKipi586dImCXJIn169fz888/M2PGDKeWDSVjAfDZZ59ht9t59tlnRdtCUlISBoOBtWvXCrG+unXrkpSURNu2benXrx8AZ86cYdasWXzzzTcEBwcze/Zsxo0bh5+fnxDG/Oc//8nevXsxm81otVrat29P165dadasGbVr1xaL8P0cINxLuPoeFEFexXlCgSIeGRoaioeHh1PwkZ2dLVqYXn75ZUaPHs3IkSPZs2ePILtcBW2K1egXX3xB165dGT58OO3atWP48OE88sgjFbaHVVQtERMT47LqqqCgwOWxSsuVI1atWsWJEydYvnw5iYmJLt+zIuzZs4cDBw4wduxYNBoNOp2OyMhIsbEsKCgQgZjZbCY/P19UJFWm7PPt4Pz584SGhnLs2DF27drFnDlzfleUOzIyUpS+L1iwgBdeeIFJkyYxdepUmjZtyoIFC0Rm1BFWq9Wli0hISEi59soKmjVr5vKx7Oxsl+dcWFhYrg0sIFrKSmP37t289tprGI1GFi1axMiRI8tt+3SFK1euMGbMGDZs2IBarWbIkCHMmTMHu91Oamoq4eHhREREYDKZnPRfLBYL169fR5ZlzGazCGYURzTlPZV2Ikf3I6UiRpIkISKqBMmBgYFERUX9R86nt1Mp6UieKMSAUtVSXhuhXq/n8uXLqNVqoqOj8fLyEoSM0hqrEBdVq1YV+jwFBQWYzWYxX9jtdjQaDRaLhfz8fKxWKwsXLmTEiBE899xzfP3117Rs2bLM+fr5+bkkM8PDw8Vcn5SU5FSVaLVaRdAvyzJr1qxh0qRJPP744yxevJgePXq4/I5cjRG4JSzriuSKjo4mNja23McURyVH7N69W1SyeXh4COe1+Ph4SkpKKi2ZXXrsKEmvkJAQCgsLMZvNoirmwIEDdOzYkcDAQOx2u0siJi4ujs6dO/Ovf/0Lo9HoNGcqFvWuUNHaZjabRatXSUkJZ86c4ciRIxw5coSjR48KsqNGjRpMmDCBsWPHEhgYiMViKTM/y7LMpk2bmDhxIkajkWeeeYaXXnqJuLg4JwLUx8eHkJAQJEnCYDBgtVqJjo4Wc114eLhYxzMzMyksLCQwMJDIyEinMeg4r91v85UilOyGG2648XeiUhIxCgnzf//vAvwky3Lm/z08weH//xF49dVXOXr0KBs2bKB+/fri7z///DNr1qyha9eudOvWrdxjlUxJjx49nDZRR44cYeXKlRQUFNC7d2+SkpLERsHb25ucnBxmz57Nhx9+iJ+fH8nJyYwePRpvb2927NjBhg0b+Prrr7Hb7SQkJNCvXz/69OlDly5d8PHxQafTCdtcN1xDKd+12+0i66W0liguSVWrVnUK3BSCRKl8AKhVqxZVqlTh9ddfZ+rUqWzevJlnnnnmts4hICCAXbt28eGHH7JmzRr69+9PVFQUAwcOZMCAAXfsrnWvcOXKFWbPnk2nTp0EMXinsNlsvP7669SsWZNRo0YhSZJo81KCZsUqWCE4FZHAylxSXx7MZjMXLlzg+vXrLF26lISEBCch5dtFgwYN2LNnD5s2bWL69Ol06tSJQYMGMXXq1D+lXenPgk6nIzk5mU2bNtGgQQPWrVtH3bp1b/v49PR05s2bx0cffYSHhwfDhg0Tjk2hoaGisiA4OJji4mKheVVcXCyCI4UkDQ8PJyAgoNz2IoUwVSo3NBqNU6CsiIoaDAby8/Px8PAgICDgP7KiUNGWqCgAkiSJiIiIMto6FQX8arUarVYrnqPT6dDr9U5EdVZWFmFhYdSpUwej0UhwcLCwG1f0ZRRNDJ1Oh4+PD4GBgXz66ad069aNXr16sX///ju6x24XkiQxbNgw2rRpw4ABAxgwYABDhw5l1qxZf9s8dfHiRQ4ePMgbb7whvsMzZ25J9KlUKnJycoiKiqqUZHZp63e9Xk9mZiaRkZHiupvNZo4ePcr169ddtnyXxsMPPwzA4cOHyyWv/wgOHz7MhAkTuH79OnCLeO7WrRsdOnSgdevWxMTEVHj8zZs3GTt2LLt27eKhhx5i1KhRREVFCVcwi8VCjRo1RCWfXq93GjPKdxUYGChc7JSqJ8d5SUm83Y7TmRtuuOGGGxWj0hExpUiYJMDiSLzcTySMEoRX1Pu/YcMGVq9ezfjx4536jgsKCpg1axaxsbFMnjy53GOLi4vZunUrkZGRtG/fHpvNxsWLFzl8+DCnTp0iISGB5ORkatWq5XTcnj17ePrpp9HpdLz44ou8/vrryLLM1KlT2bp1Kzqdjri4OF599VWee+454uLiyMrKIjIyUmSLKoOLzP0ApRTf399fBGpKKwL8v8WmTqcr04Pt5+cnMl9msxk/Pz+ee+45tmzZwoQJE3j00UcrdHlwRFBQEJMmTWL8+PF8/fXXrFy5kgULFrBo0SKhQfN7zjv3EiUlJbzyyit4enqyePHiu86mrVmzhrNnz7JkyRL8/Pwwm81kZmbi5eUlnB8CAgIoKioSrV9w/+jCOOLChQu89NJL4vfNmzfftRW1h4cHzz33HA8//DDLli1j7dq1bN++nWnTpvHMM8/8qe4ufwRWq5UzZ85w/PhxVq5cyY0bNxg3bhxjx469bUIxLy+PhQsXsnLlSqxWK7169SIpKUkElSUlJUiSJCpbAJEpz8zMFO2c3t7eovIiNzdXEOGOQrKOqKgtR6nmiIyM/K+ZV0sLGStEtb+/f5nW1orGq5+fn9O1V1rAlO+6dOWW2WzGYrFw48YN0Z4RHByM1Wp1IsmV6xcTE8Pu3btp27YtXbt25dChQy6rSv4o6tSpw8GDB3n11Vd5//33+e6779iwYcMf0hW5W6xfvx4vLy+ee+458bezZ88SGxtLfHw8QUFBlZbMrmisKdpOERER7N27Fw8PD7p27XpbrxsWFkatWrU4fPgwI0aMuCfnajKZmD17NqtXryYhIYF3332Xhx9+mJiYGEwmU4WVNna7nZ9//pk9e/awfPlyzGYz/fr1o1u3biQmJlK1alU0Gg05OTnY7XbMZjOhoaFkZWWh1+vLHWul9yeO81Jlvd5uuOGGG/crKh0RU4qEKZZleffffEp3jd/rh8/KymLKlCk88sgjzJw50+mxgwcPkpWVxbJly1xuQk0mE2azmaKiIqZMmYKXlxfFxcX4+PgwcOBAkpKSnFpgSkpK+Oijj9i+fTvt2rVj8eLF1KtXj7y8PLp168a5c+fo0qULSUlJREZGUrNmTWE3rQTKijXzf6sGzJ3C0XJV2dgrmxmVSkV2djaFhYVi8x8YGEh4eLjIkoeGhpKWlobRaBR95tOmTaN///60aNGC//mf/6mwDaQ0PD096dq1K61btyY9PZ21a9eyceNGdu7cyaOPPkpycjIPPvjgPf4WnHHq1CnefPNNvvvuO5YtW0ZsbKxLbZiK8NlnnzF+/HjatWsnHCN8fHwICgpyamFx1GW6nxEfHy/miZiYGNq2bfuHXzMwMJB58+bx/PPPM3XqVCZNmsR7773H+PHjadWq1R9+/T+K9PR0Tpw4wYkTJ/jhhx84c+YMZrMZgJo1a7Jjxw6aN29eoT6Dgp9++omUlBQ+/fRTdDodzzzzDC+//DJWqxWbzUZMTAwWi6XMfaLT6YSGS05ODh4eHlSpUoXr16/j6elJSUkJNptNZJFdzfkVteX8JzvJuUJpAV6lwrIixxUFigaUorcFt4gc5ViNRiP0H5TqosjISGRZxmQyce7cOYKDg1GpVGi1Wjw9PUWSwVH4t7i4GLVaTWJiIrt27aJdu3b079+fb7755rYduO4Uvr6+zJw5k44dO/Liiy/yxBNPsHv37r/UISY7O5u1a9fSo0cPQWTJssx3331H48aNBaldGathoOxYc0wcmc1mIiIi0Ov1/Otf/6JNmzZlWrIqQseOHfnHP/7B8ePH72jtLQ273cXNeAAAIABJREFU3c6ePXtYtWoVeXl5PP/888yYMeN3SdiioiL+/e9/8+WXX7Jv3z4yMjKQJInHHnuMMWPGCJ0qRSvJ29vbSbtKq9USGBjopGXlSIo6rpf/jfOSG2644cZfiUpHxABIkvQ0UCTL8p7/+11UydxPcAzCHaG4Z7z66qsYDAaWLl1aRlxPEbOsyCYxKCiI5ORk9u3bR2FhIT4+PtSvX5+aNWs6tTjBreqZd955h8OHD/PEE0+wceNGPD09yc/Pp0ePHpw7d44VK1bwxBNPoNVqSUtLEzaXCilQUFAgHCbut37gvwvlleIrwYLBYMBms6HVaomMjMRoNIqAThH/zM3NFda4/v7+GI1G6tevzzvvvMP8+fN57LHHeP/9952ylreLhIQEZs6cyauvvsqaNWtYunQpHTp0oEePHkyYMKFMJdUfxaVLl1i+fDnbt28nMDCQuXPn8vzzz9/Va33yyScMGTKEli1b8s477+Dn54e/vz9eXl5ivCkCg3ArSLsbW+3KhJCQkNtuR7tTPPDAA+zcuZO9e/eycOFCJkyYQExMDKNGjRKuaX8FLBYL+/fvZ+/evezdu1cE0z4+PtSrV4+BAwfStGlTmjRpQpUqVX53HsrPz2fTpk2sW7eOkydP4uvrS5MmTXj++efp3bs3drudvLw8wsLChA4M3Ao6PTw88PX1JS8vj7y8PGrUqEFAQACxsbHk5eVRWFhIQEAAcXFxImBXUB7p959OXsuyXKaqpSKUDpbDw8MxGo23NU5LO9ApFYfKsR4eHoSEhIj2RAVqtRq9Xk9JSYmYfwsLC8U5K8eq1WqhK2Oz2cjNzaV69eosW7aMIUOG8PTTT5OSkvKnBqmPPfYYn3/+OT179qRx48b07duXyMhIUc2h/D8qKuqense1a9cYNmwYJpOJadOmib+fOXOGS5cuMXDgQEGEVdb72ZX1u6LnZLfbOX36NJcuXWLUqFF39NrDhg1j+/btPP/886xbt65c3aDfw08//cSyZcs4f/48devWJSUlhaZNm7p8fmZmJtu3b2fXrl0cOXJE6HclJibSpUsXHn/8cbRaLdWqVcNisRAYGIjBYBBEWWRkpEjwKBVjjtVojqRo6dZJN9xwww03/jxUOiJGkiQtkC/L8tfK3+5HEgb+PwhXNn3KhjAzM5Nvv/2WDRs2MGbMGGrXrl3mWIWI+b0Nlr+/Pz179qzwOYWFhcyePZtz584xfPhwnnzySTw9PTl16hTDhw/n7NmzfPTRR3Tt2hW1Wo23tzfVq1d3eg1lA1vaEcSNO4Oj5Wd5mSfF3lZ5ns1mw8fHR5Qnm0wmrFYrTZo04f3332fu3LkMGjSIkydPMmfOnAqdNlzBz8+PsWPHMmjQIFauXMmKFSvYtWsXffr0YcKECWUcBGRZJisri2vXrpGWlkZAQAC1atVyWa6fmprKokWL2LJlCxqNhokTJzJ69Oi70iORZZmUlBRGjhxJu3btmDlzpuhd12q1IjDLzs7GYrHg4+OD3W4nIyMDKNum4Mb/Q5IkOnbsSIcOHdi7dy9z5swhOTmZlStXMnLkyD+NkMnKymL//v3s27eP7777TlQ6tGnThsGDB9O0aVPq1atHcXFxuWK9pSHLMgcOHCAlJYUvvviC4uJiGjduzIIFC+jVqxfXrl0jJCQEX19fTCYT4eHhREZGYrPZSEtLE9lzJWApLi7G09NTZJINBgPe3t4iuFGsXZXAvTJXCvyZMBqNd1TVUjpYVuYupQ0T/t9WNywszKkCRWnptNlsTiLojtpbitW7cm0Ua/H4+Hhxnnq9npCQkDLEmcFg4MqVK6hUKry8vMjIyMBut9O4cWOSk5OZN28ejzzyCNu2bRMJiz8DDzzwANu3b+fjjz/mm2++ISMjQ5CFjmjXrh2DBw+mS5cuf+j9tm7dyoQJEwBYvXo1NWvWFI9t374dgAEDBlTqtqSKoDj9mM1moXdzp0SKn58fn376Kf3792fgwIH07NmTvn37VthCpODMmTNs3LiRAwcOEBERwYwZM2jTpk25ukOFhYXs2LGDr776igMHDmC326lTpw7PPvssVatWpXnz5uTl5REXF0d8fLy4z202GzqdjqCgIFQqFWq1muLiYqd5qfTYux0RbTfccMMNN+49Kh0RI8uyDvgaKlclzB85DYPBQEFBAVarlcDAQDIyMli+fDkRERGMGDFCWEo7Ij09HUmShINDaRQXF2OxWFy+p91uJysri0OHDrF7927y8/OZMmUKDz/8MEajkddee42lS5cSHBzMihUr6N27t9joOpIFSlZTkiTCw8MxmUzuxfoPoHT/tQKl5cvDw0NkelUqFUFBQfj4+CBJkhDuValUhIWFERUVxYoVK3jzzTdZsmQJv/zyCxs3bhS6MQqhUx5sNluZdiA/Pz8mTZrEkCFDWLRoEevXr2f79u306dMHjUZDWlqaIF+U9hBHqNVq4uPjqV27NjVq1CAxMZFDhw6xefNmPDw8GDBggLCZBpzaSSo615s3b7Jv3z727t3Lt99+S0ZGBp07d+a9994jLy9PEJ6SJInAzWKxYLVaxWNRUVGoVCpKSkrEZlTpmXd0s3EUeKxsVV+yLLtswamotau8wE2B0Wgst8WiTZs2vP/++5w6dYqVK1eSnJxMcnKy0Efx9fUlNDRUEGABAQGEhoYSFhZGaGioaA9TiBtZlsnJySEtLY0zZ85QVFTEtWvXuHr1KhcuXABuOcE8/vjj9OzZk1atWpUJ9IqLi13amCv3c2pqKmPGjOHbb78lKCiIrl27CjInMDCQgoICwsPDxTVWNITg1n2mtP8FBgYKly9FH0Zx48nOzgYQGkR2u53MzEwyMzPx8/MjJiZGvL4r/N56UtnuvduBRqMRRKeyRrj6nMp8V/p45adyXE5ODjdv3gQQbnKOc2Vubi6AuIaOWX1HvRclkWCxWMjOzhZrnI+PD6GhocKdSaPROLWQ+vv7C/IvNTWVK1eu0KNHD2rWrMm4ceNo2bIlGzZsoEOHDuV+TpvN5vJaWiwWl4Sd4zivW7cub731Fm+99RayLKPT6UhPTycrK4uMjAwuXbrE5s2bGTRoEFFRUXTv3p1nnnmmXNK5uLi43PnAYDAwY8YM0eq3cuVKqlWrJuYVWZbZsWMHLVq0cCKeKsn2rAxcnZevry9GoxFZljl+/LhoO1Ouf05OjkuCKS8vT8w/vr6+bNiwgXXr1rFhwwb27t3LgAED6Nq1a5n51Gq1cvz4cbZt28bZs2fRaDQMHjyYfv36ifY35Xs2m83s3buX7du3s2/fPiwWC/Hx8XTv3p0WLVrQvn17IiIiyMrKwsfHR+zRtFotJpOJa9euIcsywcHBBAQEEBYW5mQz7oocdSRmKus1daN8VKtWzeUcU61aNa5evfrXnpAbbrhxR6h0RIwjKgsJczdwJDNUKhVWq5XCwkKsViuff/45x44dY82aNYSEhJQbCOl0Ovz9/V06NMTFxZW70UpNTWXHjh3MmjWL48ePA/Dggw+yZcsWWrVqxa5duxg3bhypqal0796dsWPHUqdOHREEKyXZisOAY0WOJElulfy7hLJQOgYbSjmw3W4XxItSZq9kcpVyakmSMJlMFBYWCgcERUBvypQpNGjQgHnz5tGgQQMmT57MqFGj0Gq1Lhdob29vlxoHgYGBvPvuu0yZMoX58+eTkpKCr6+vIFk6dOhAYmIi8fHxxMXFkZ+fz7lz5zh//jxnzpzhxx9/5IsvvgBuZbkHDhzI5MmTiYiIcLkRlGXZKWj/+uuv+eqrr/jmm284ffo0cEso8aGHHuKBBx6gX79+onJCCbokScJsNosqoujoaIqLi/H19cVsNqPX650EexV9Jbi1Qf09Tae/G5IkuaxIqagCQ8mMlgcvLy+Xr6nRaGjatCkDBw7k22+/5YcffuDixYsUFhaSm5tLRkYGv/32m6g0KA/BwcEEBweTkZEhgh24df/Fx8dTvXp1nn32Wbp27Ur9+vWxWq0uid7Q0FCX4sRWq5XVq1eTnJyMh4cH7777Lk899RQ5OTnCplVpm4mIiBDzmGI7rdFoREVXQEAAaWlpqFQqIVSpCG0rxyvfjyRJIssuy7Kw870dIq808eeI+4WIcTxPSZKc7HSV5bu8z1ne9+O4vijHKqRtWFiY07GyLGO320W7RWl3JeW6OI5nJYDVarXC4jkqKgqz2SwIuKioKFFto5AwVquVuLg4AgMDSU1NJTg4mMjISFJSUnj99dfp1asXCxcuZOzYsWU+k9LWWx48PDxczsHBwcEuqxuDg4PL6MXMmTOH3bt3s3r1aj766COh7zJixAjatWsn3sdgMJSxZz5x4gRDhw7lypUrvPbaayQnJ5d57xs3bvD9998za9as3zUgqAxQEhc6nU64minEnbe3N0VFRVy6dImmTZs6zfWlW9kcERsbS1BQkNPf3nrrLQYNGsTkyZN5//33OXToELNnz6ZRo0ZkZ2fz6aefsnHjRrKzs6lZsyaLFi3i+eefd9pXKXvF5cuXs3z5cvLz84mKiuKFF16gXbt2xMbGYjKZiIyMpHr16nh4eCBJEqGhoeTm5or1Lj8/H0mSqFatGsHBwURERIj1TrGZvp1rdr/MPW7cQkVEi/tauuFG5UelJmLuJzgSL0qJdEFBgSh9VqwHjUYjH3zwAS1atKB///4io1caRUVFt9X3bbPZOHXqFPv372fHjh2cPHkSgKZNmzJv3jySkpJITEzkxo0bPP3002zbto26deuyceNGmjVrhq+vL15eXhQUFJCbm0tCQkKl3mDd73C0fFSCB7vdTlFREXq9HrvdTkBAgGixMZlMqFQqPD09RVZXq9VSUlKCj48PhYWFhIaGkpycTNeuXXnzzTeZMmUKCxcuZNKkSYwcOfKuSYXo6GjeffddFixYgLe3t1jUFQLEEa1btwYQm3S9Xs+FCxeIiIgQAa6raobSeO2111iwYIFoT1FcIBo1asTVq1dJT0/H399fWNwqGg6hoaHi+1PKsCVJEhUySgZR+c6VYKt0WbZKpRLBuXss3NrMdejQwSnrX1rLo7i4mOzsbFEZkpGRQWZmJllZWeTm5tK5c2cSExNJTEwkJiaG2rVr31UbXXk4e/YsI0aM4Pvvv6dLly4sXbqU8PBwSkpKCAsLIyQkBIvFIshmx7YZ5f5R2i3j4+PR6XRCk8mVsK5jIKrRaIRrz+1ooyio7MTfvcIf+ZzKfFmeA5Very9j8+1Y3VZ6fANOttiO5LhCrilVNDk5OeL9lTlFEfbNysoSNtf/+Mc/WLJkCRMmTODnn39m5cqVf4sWlaenJz179qRnz56cPXuWdevWiYpGX19fatWqRe3atUlMTKRevXrUrl2b6tWrs2rVKmbNmkVERAQ7duygc+fO5b7+rl27gFv7CqVturLfswaDgd9++w2LxSKuuSJeGxgYyMmTJxk7duwffp8aNWqwcuVKQcIkJSXRqlUrjh8/jsVioX379rzyyit06NChzH2ckZHBe++9x0cffYTBYKB37940atSIPn36EBwczM2bNykuLiYmJobExES0Wq1ox9NqtQQFBWE0GrHb7ajVamrVqkW1atXw9PQU97fbZtoNN9xwo/LCTcTcIzi2nPj5+TmVQmdkZFBQUEBAQACrVq0iMzOTzz//vMIgr6CgQLRSlM6anT59mi+//JJff/2VH374QWSjmzRpwsyZM+nZsycNGjQAbmUWV6xYwRtvvIHVauXll19m3LhxqFQqkb3U6/VkZ2eTm5uLv78/CQkJwtbTjT8PygbJsSJG0TtQdE5sNhtBQUGCWFDaw9RqNZcvXyYvL08EKvXr12f58uX8+OOPpKSkMHXqVBYtWsSkSZMYPXr0XQcIpTOotwN/f/+7cl/asWMHCxYsYPDgwSxdupSioiKKiooEOaUIekZERBAYGIifnx9Xr15Fr9ej0+lQq9UEBQWJseVYIaNkReHWeFXsOx0DM0VEWRnLlWkDm5eXx6ZNm4Bbmft27dpVmoyXr68vVapUEeLiv9cqdS9IGEWAfN68eWi1WpYuXcrw4cPJy8sTWUIlEFfuAy8vLzHe/Pz8nARiFfLN0WFFOV9Hd5/SpILSGnCn+G/RZbjbz6loUSkErqO7izKXuXpNhahxHN/gWjDZkVxTq9WEhISQl5dHYGAgJSUlgsB1nK/9/f3x9/fnww8/pGrVqixbtozffvuNlJQU6tSpc0ef9V6ievXqzJ07l+nTp7Nz505+/PFHzp07x/Hjx9m6dWuZ1pNevXqxdOlSp2qm0ti5c6ewQzaZTE7fQ2VGQEAARUVFFBcXo9PpiIyMRKVS8a9//QubzcZDDz10T95HkiR69OhBu3btePfdd9mzZw/PPPMMAwYMIDExsYwrU1paGosWLWLDhg3YbDYee+wxxo4dS9WqVSkqKhKtvyqVipiYGLEHgFvznt1uF7ovyrhQ5qzKsia44YYbbrjx+3ATMfcIykbN29ub9PR0NBoNoaGhZGdn89tvv5GVlUW1atX48ssvCQsLExUyruDj48Ply5dFX3CHDh2QZZmNGzdy9OhRJEmiXr16PPPMM7Rs2ZKWLVuWeU2TycTw4cPZvHkznTp1YsiQIbRu3ZqwsDAKCwuFiJvdbhfl90obR2XPdv0nwTFDr/w0GAxC50SpPilddRUXF4fBYMBqtaLT6dBqtURERNCqVStiY2NJSkpi27ZtTJ06lZSUFFavXi0qVyojzpw5w8CBA2nSpAmzZs3i5s2bZGZmCj0IRY8kMTFRjDfFurawsJDg4GCRwVbcp2w2m7ABdwwaHCtjSgfWlTVAvnr1KgMHDhS/r1u37o5clGRZZsmSJURHR9OvX78/zX73z4Isy6SmpnLq1ClOnTrF+vXruXz5Mv369WPy5MnUqFFDtKA5tpYAgoQJDg4mPz9fjCkl8M7JyXEK+P38/LBardy4cYOYmBin1iS4N1bo/+kuSgru9nMq1UpeXl7lurtU9Jqlqw0V0qC8QNVoNFJQUEBRURH+/v74+flhsVjQ6XTk5+ej0WjIzMwkPDxckLnBwcFYrVZBms+YMYP4+HhmzJhB/fr1eeihh+jfvz99+/YV1TZ/NVQqFU899RRPPfWU+Ft2djbXrl3j3LlznDt3jtq1a/Pkk08iSZLLisWrV6/y7bff8vzzz6NSqbDZbKSmppKQkFCprY39/PwICQnB398fs9mMxWJBpVKRnZ3N/v37AWjevPk9fU+tVssbb7zBG2+8Ue7jhYWFLFmyhGXLliHLMj179mTAgAHExsYK57+wsDAn10STyUR0dLSTdpHjT/jvmUvccMMNN/7T4CZi/iCUDJ3i1JCZmcnly5dFoGy32/H29hbWutOnT2f06NF07NiRb775xmW1wbJly2jXrh2HDh1i7969bNu2DbiVCZ82bRo9e/Ys121JQUZGBn379uWHH37g6aef5umnn8bb21sITSoipcrirSzqbjHeygG1Wo2Pj49oc1MIBiXIVALIiIgIrl69itFoFBUiGRkZ6HQ6atasydy5c3nhhRdITk6mffv2jBs3jlmzZt2ztpB7hZycHHr37o1arWb06NFkZWVx8+ZNLBYLUVFRhISEiNYS5Z5VCBe1Wu3U6qLX64Vuh5INd6xsUaqLlPu8tMaEsqmtbJnFOnXqsHjxYlJTU0lJSWHSpEl07txZiDP/Hr744gthR7tw4UJmzZpF+/bt/8QzvnsYDAZ+/fVXfv31V06dOiX+r1gNAzRu3Jjly5fTuHFjAgIC0Ov1IphRqsuUzLFGoxFiu3q9Ho1Gg1arxW63i9Y1Ly8vSkpKhD7XjRs3uHz5MrIsO7nIuQOeW7Db7WJ8lVcZUZEGzu3AkRAtT2OrIjjaFStzpysCR6PRUFRURHp6Oh4eHiQmJgoCz8fHh7NnzwqRb+W5SvICbpEbWVlZtG3blk8++YQjR46wa9cuxowZw/jx4+natSv9+/ene/fuf0vbkiM0Gg0NGzakYcOGt33MrFmz8PT0pE+fPlStWpW8vDx0Oh12u93JDbKywbGC1GazkZWVJcb65cuXiY2NLVOp8mfBZDKxevVq3nnnHfLy8mjdujVJSUnUr1+fgIAAofGiOCT6+fmh0+mwWq1kZWURGBgo7jdH7Tg33HDDDTfub1SuaOw+gizL6PV6ERjDrQ1eaGgoRUVFwtHAbDbj5eVFvXr1KCoqom7dukydOpW3336bjh07snnzZlHO7wg/Pz8ef/xxnnrqKWw2G8ePHyckJIT4+Hh8fHwqdEI5ffo0/fv3Jycnh5dffplnn30Wo9GIyWQqs3iXthl1BxmVA46bSCWIUAIem81GTk4O/v7+BAUFERUVRXBwMDqdTliMKxoJNpuN7t2706pVK+GutGfPHlavXn3Htp1/FiwWC88++yw3btxg5cqVxMXFERwcjN1up7CwEG9vb1HBVRoKsai0Lvn6+uLh4YG3tzd2u53Q0FBB0KSnp2MymahevbrI5N5PmUSNRkP9+vXRarWMHDmS4cOH87/snXmYHFXV/z/V+949W09PZg9ZSMgGBCKbRjYleeE1Bn4sIgQJYlASAyoQJBF5FQEJETAgoCzvq4CAICpRFkUwLCGAEiAL2Sazz3RPT09P70v9/hjupXume7KQZRLq+zx5OtNVXXWr6t5b93zPOd9z3XXX8atf/Wqnvw2FQixevJipU6dywQUXcP/99zN37lyOPfZYbrzxRk488cT9cAVDoaoq7e3tvPfee6xbt4733nuPDz74gM2bN8u5yul0MmnSJE488UTGjBnDSSedxPTp09Hr9XR1dRGLxaTBH4lEiEaj0rARZIHQhcjVioEBAymZTJJOp3G5XHR1dcnUN6H7Umh+1pAfnVIohW+wGPnuEjKFxubujtfBhEwhAkeIBOdWU0skElRUVBCJRGSknRBTD4fDdHV1Se2YcDhMJBLBbDZTXV3N1VdfzcKFC3nzzTd55pln+Nvf/saf/vQnPB4Pp512GlOmTGHy5MlMmDCBhoaGEUf45uKDDz7gt7/9LV//+tepqqqit7dXRs/mklsjFcJhEYlEcDgc9PX1kUwmaW5uZtKkSfv8/Ol0mieeeIK7776btrY2TjvtNGbNmsW0adOIx+OySmJvb6+M/hKaana7nbFjxxKLxSQxqEGDBg0aDi1oRMweIhqN0tnZSTabxe12SyPRYDDg8/mksSxKoKbTaSmyNmHCBL73ve/x85//nLPPPpunn35aLvoLwWAw7LLR/PzzzzN//nzcbjdPPPEERx99NKFQiHQ6TU9PDy6XC6/XK8OqNYxcCJJMeGOFwKyo9CK0gSwWC6FQSJIwJpOJ6dOnEwqFKC0tlREgN998M8ceeyy33norM2fO5Pvf/z4//OEPi1ai2R9QVZVFixbx6quvctttt3Haaafh9/vlmCovLyebzVJdXU0ikaCvr4/Ozs68CjXCKBDpAwaDQaYsieoo2Wx2RIfR7woEwVZZWYndbmfevHk88MADXHDBBTslUpYtW0ZHRwePP/4448aNY+bMmbz44ovcfffdnHHGGZx++uksW7asqKc8k8kQDAZpamqSJadbWlpoamqiqamJQCDA6NGjGT9+PBMmTGDcuHEcfvjh1NXVodPppN7Hhg0bWLduHVu3bmXDhg2sX7+eYDAoz1NfX09DQwPHHnssVVVVNDY2MmHCBOrq6ggEAthsNiwWi6xy5fV6JdkidEFyo8dEaW2DwZBHuORGAorIM2GQi+M4nU7q6+vzoj0Gpwd+lrGz6JTB6UFQnOjfWXTNzpAbfVOsSlOxMvWiXYcddpg8Xm57a2pq5DWIOXnHjh1Eo1GmT58uSwdns1k59ySTSerr61m2bBk/+tGPeOWVV/jDH/7AW2+9xRNPPCHP43a7mTRpEpMnT2by5MlMmTKFSZMm7ZEu177AsmXLcDqdLFmyRKb2iXuQG5k5UpGrteZyuXA4HLS1tbFx40Zmz579qY5dqAR77nlXrVrF7bffzrZt25gxYwYLFy5k7NixGI1GDAYDFRUVsgqToij09fXh8XhIJBIYDAZ0Op0U5NWgQYMGDYcmPpNETLGQzuFerGKbCMfNLZ0phHlhYPEpjOUdO3YQDocxm81S3d7v9xONRjn11FNpaGjgO9/5DmeffTYvvvii9IQIOJ3OojoOIuUpt3133nkn3//+95k2bRqPP/44NpuNYDBIV1cXXq+XhoYGmSM9XHWPkeyhO1RRyDjI/U4QMtFoVKaihMNhmXJhsVhk2HwkEiGdTmO32zGbzSSTSUKhEN3d3VRXV3PDDTfw2GOPccstt/Dcc8/x0EMPMW3atLz2DKcfYjQaixpLFoul6LZC4o6iYsSCBQv49re/LTUZDAYDbrdbGr0AwWCQ/v5+EokEkUiEtrY2amtr89KWRIlkh8ORp+uh0+nw+Xy4XK484c5d7euf1lDcG1BVlUwmQ21tLYlEgmuvvZa///3vfOc73+HNN98smvbw73//m3vvvZdLLrmEqVOn0tXVhcPhYNasWXzlK1/hvvvu45FHHuGEE07g8MMPJ5lMkkgkiMfjxONxEolEQf2IsrIyRo8eTX19PdOmTSMUCvHyyy/z6KOPyn1sNhujR4+mtbU1j3ApKSnhiCOOYM6cOVIcfNq0aVRUVBAKhYhGo2QyGWmEmM1mxowZQ09PD3q9Hr/fj06no7a2lmQyiU6nkyWIy8vLSafTkjQZNWqUJGJ27NiBz+fLe4aiP4gS6CKtyWKxDOkfg0XZ9xSHwhybG01Z6J0qiK1diYgZHF0z3P3JPZeYIwXxJlDoGYljFtKZyRVcFsfPZrMyokaM/2QyKdcCwrFSWVk55DqbmpoIhUL09PTg8/k47rjj+MIXviCriEUiEbZv384HH3zAxo0b+e1vf0s4HJZtGTt2LFOnTmXKlClMnTqVo48+Os9ZM5wYtslkKpp6KiIHCyGbzebN+2+U9A0gAAAgAElEQVS++SbPPvss119/PT6fT+qRCZJocDTtSERuxJsgT7ds2UImk2HChAmSsBcwGo1Fr0mkn//73/+Wc69IcRTvG4fDgdPppLm5mf/85z8cccQRLFu2jNNPPx232y3fIeI3uem05eXlsv9oZaY1aNCg4bOBzyQR82kQi8WGpDhEIhGZIuFwOGQFl0AgIMOiRV61KJ/odDqZOXMmK1eu5IorrpCaMYPJmF1BX18f1157Lffddx9z5szhpz/9KTAgfioM8UgkgsvlorW1la6uLux2O5MmTTroowQOFRQyDgZ/JzQvhG6KSAcQC0y73S6NEYvFQjKZlKk6qVSK7u5uGXK/dOlSvvjFL7Jy5UpmzJjBNddcw9y5czniiCP2mn5MOp0mk8kUjbhZtWoV3/ve9/jKV77CkiVLCAQCsiStKCMriJTOzk6ZnuVwOGTJ6oqKCsxmM7FYjMrKSlkhRxjTufg0aUg7S8PYH1AUhWQyid/vx+l0Ultby09+8hPOP/98br31VpYuXTrkN+l0mu985ztUVVWxdOlS+Wyj0Sjbtm2TXvsLL7yQlStX0tTUhMfjwe12S4PTaDQSjUbxeDyMHTuW8ePHSwIkk8lIXRYYuDe9vb288sorfPDBB2zZsoVAIMD48eOZPHkyRx55JFOnTsVgMBCJRPJ0NkSZ6TFjxkjx5UQiIdM/RQnytrY2urq6sFqtGAwGTCaT1IER0S6dnZ1S5ycajVJZWUk2m5XRYQJCM8blcsmIq0QigdlsJpFIYLVa8wjSkSrkPBJQTBNGGJfDEZl7el/FuBSGcO7vdxapU2y7EAfPjYARqaLd3d1EIhFqa2txuVxUVFQUrJpVW1tLOBzGYDBgMBikpkoymcTpdNLY2ChLRff29hKNRtm0aRPr1q1j8+bNtLS08Pbbb8voGZ1Ox8KFC/nxj3+83+afG264gYqKCr7//e9jt9vR6/UHTb8X74eSkhJMJhPZbJbm5mZKS0tZs2YNwG6nJrW1tfGzn/2MRx55hJKSEr72ta/JSEyREpnJZGhpacFgMHD55ZezdOlS+X4SEVOirySTSeLxeF7f/axH2e1tNDQ00NTUVHBbfX39fm6NBg0aNAyFRsTsJoRhm2tcWq1WKfomqgrY7XbGjBmD2+2Wucm9vb2YzWZMJpNczM2aNYv/+7//48ILL+TUU0/lhRde2CVNgr6+PlatWsVTTz3F888/TyKR4Ctf+QpXX301Ho8Hk8kkdTXEy91ms1FfX4/Vai3oUctdSGsLgv0HkXIkUm0AqfGS+91g8crBxoJY7LndbgwGg4xmsNvt1NXVYTabZeRIMBhkzpw5TJs2jUcffZSf/OQn/OQnP8FutzN9+nRmzJjBjBkzOOGEE3ZZ0DCZTPLqq6+yevVqVq9ezeuvv040GsXlclFZWUlFRQVer5fKykrKysq4++67mTx5Mtdcc400cKxWKy6XSxrIwhOdW9UEBry+hx12mBQzFsa0Xq/HarXKcHTIL3u7N4RDDxR0Oh3xeJxgMEhJSQkOh4OjjjqKWbNm8fOf/5xzzjmHCRMm5P3m7rvvZt26dTz88MMYjUZaWlpoaWnB6/Xi8/mkkWIwGDj//PPls7JYLLjdblKplBS6FHpX6XSaUChEIpGgpKQEn8+H0+mUKUGKonDmmWcyc+ZMenp6KC0tzRMHF6lKQucqt2R0Npslk8lQWVkptTjKy8ulQdvW1iaJOK/XS3V1tdSCEeWoxbgpLy+XZau7u7spLy+nqqqqYPUj8Sn6nMFgkGRgLhl6MGkK7W8MV9FoZ0SmKAe9uygk6Fvo/DA0wnC47YXGuyBjxHe5hPngVLVkMklpaSnpdBqHw4Hf75dliMWxciOuxLVPmTIFg8Egx0x7ezsffvghv/vd71ixYgVPP/00K1eulCTOvkBLSwtPPvkkL730ErfeeqsUtT6YEAgEaG9vB6CiokKmT4bDYTZu3IjdbqehoWGXjtXf38+KFSu48847yWQyfPWrX2Xu3LkcffTR1NXVychnUeVIr9ej1+uZPn060WiUQCAg+4jb7ZbzknAWWK3Wg66C3cGCpqYmTdRYgwYNIxqfaSJmZ8ZZrh6A2C68pAaDIW8xl+v1i0aj6HQ66TmOxWJSVNLpdFJeXi5L8XZ1dVFTU8MDDzzA/PnzGTduHCeffDL//d//zZe//OUhETLZbJYHH3yQH/7wh/T09FBbW8vs2bM56aSTOOaYYxg3bhxut1uGTHd3d2M2m6WugvDIFKqONBK8/p9FCE0Kl8uVFz4/+LvBRmBuSkWhT/iE5MkVARRkjTBOL7/8chYtWsRLL73E+vXr2bhxI8uXL5eln0877TQuuugivvKVrxRNfwmFQpxxxhmsWbMGRVGYOnUq559/Pl6vl6amJvr7++nr6+Ojjz5i9erV+P1+6urquP/++xk9ejQ7duwAkIv+dDoty9dms1lSqRQulwtAChb39PRgMplwuVy4XC4sFotMGxTCh7kGdmdnJ5WVlXsUBbanhuLehE6nw+v10tfXh8FgoKuri+7ubr797W/zxhtvsHjxYlatWiX7S1NTEzfddBNnnHEGX/ziF+V9ESKjIk1RRKPYbDZJzCSTSXp7e/F4PPT39+P1elFVlc2bN8v7arVaMZvNkhSEgX4biURwOp34fD4MBgNmsxmDwUB/fz89PT3Y7XbKy8tlBJNILRGRBcU0JxKJBCaTCYvFQm1trUxhEaKqInpFGI1CoFeQcvF4fIgBPjhlpqysjEAgIMudi7YUIuA+Lbl3qGE4snJfEZm7Q4ztrPT14O25++SuBQTpDcVT1cQaIR6P09vbCwyQx263W+6TyWTyov7EGBKEn9lsRq/XY7fbmTp1KpdeeilXX301s2fP5qKLLmL58uV5x9tTBINBXn75ZV566SX+/ve/s2nTJgAmT57M3Llz5XWK1KmDgYgU4rYlJSXEYjGqq6sJh8OEQiFaW1uZMGHCLjmb3n77bS655BK2bdvG3LlzOeuss5gwYYJ0qAWDQerr6yXhm0wmAZg4cSKAJOK8Xm9edJW4hwfDvdSgQYMGDfsOn2kiZvDCSyysc0uf5mq/wMACSxg0Qhw0kUhIj0juvkI4FAYiZUR4vPD8tre3o9frSaVSTJw4kccff5wnn3ySf/7zn1xxxRUoisKMGTM466yzOOusswiFQixatIi1a9dy4oknMmXKFI477jgMBgMNDQ2UlpZiMpmkSLAwmnPD94dLOxkJXv/PIgrd9115FrkClJCfsy8iSURUiDAqdTqd9MZaLBbMZjOZTIbq6mrmzZtHb2+vJOv+85//8PTTT7Nq1Sq+9rWvUVpayoUXXsi8efPyRF0FCfPOO++wZMkSTjzxRCorKzGZTLJKjdfrJRaLsWnTJkpKSoCBsTRmzBhpqJeWluL1ejEYDLLymPAiut1uOcYcDgc9PT3odDpJiOp0OiKRSF6awqEIYSBarVa6urro7e3FarXyrW99i5/+9Kf8/e9/55RTTkFVVRYvXoyiKCxZsoRYLCYjWnw+H16vl0gkIlMVXS4XtbW1kvDq6Oggm82yZcsWkskkVVVV0jAE8Hg8MkJHVJDLjSQQlUpEdZny8nJsNpusYiU0Nbq7uykpKcHpdMq+LPqz1WqV5FdfX59Mt6uurpb6WLlkSCQSobOzU0bYiPlYkCsiEnE4od1EIiGr5hgMhmEN/Z0Z9p81DHevdkZk7k2x3mKkWLE5Nfe9X2g75BMu8IkGjYiQHUxQi+sV+9XV1VFWVpZX7tnv9+dF7el0Onp6euju7qa2thaj0Sj7tU6n46ijjuK5557jF7/4BXfffTd///vfuf/++zn11FN3+35t2LCBxx57jL/+9a+8/fbbqKqK3W7n85//PKeccgqnnXaaJDZDoZAkhwTZPdLJR4PBQGVlpXwniPktEokQDAapq6vb6TEefPBBrr76anw+HwsWLJDCzCLyLhQKAeRF/Yn+n0viClJOgwYNGjRoGIzP9NvBYrHkERZisSWqz4jFlCBfRBipTqdj27ZttLa2ctRRR1FVVSWFNP1+P+Xl5bjdbiwWC52dnezYsYN0Oo3P58sT7O3p6cHpdEqv8aRJk6isrGTevHls2LCBtWvX8tZbb7FkyRKWLFkCgM/n49prr+WEE06Q6VHd3d0y1UgIXQrNBBGBkxsdUMyLJxbSI3mBdSiikOjhp02BiMViMioEhopXBoNBWQJbGD5WqxW/3y+9eqNHj2bevHlcdtllrF69mqeeeop7772XO++8k2OPPZZLL72UL3/5y5xzzjm88847rFixgsbGRoLBoCR8YrEYdrtdikSKSkiiOk02m6WtrY14PE4mk8Hn82E2m7HZbNTV1eFwOLDb7XR3d0uR4Gg0KslFodEg2i8+RR8X91Zc58FMMgriQhC85eXl8h6ec845/O///i9Lly7l5JNP5plnnmHVqlV861vfkkZdWVmZJBqSySR6vV6WPQekcKUoparX63E4HFI0NxgMkkql5DndbrckvAQpLQQrc8PBY7EYra2tlJWV4Xa7MZlMMkrF7/cDSK0YIUide82AfO5CJ8jr9QIDZEg4HJbnE5EKBoNB/laMhZ6eHvnd4LElIh7MZnOeyPNwBr5GXO897E40ZqFnsiulsovNqYUcMoPJhkLRhmKeEWuDwce22+0yasLlchEMBvNEr8UaQ0QtWq1WUqkUvb292O12KisrZTqUmPOi0Sg333wzs2fPZuHChZxxxhnMmTOHq666Spa2L4bW1lYee+wxHn/8cd555x10Oh3HHXccCxYs4Mwzz+SEE06gqamJrVu3oigKgUBAOpmEJo6I1BTXN9JhtVpJp9P09vaSzWYxm82SmBkOzzzzDAsXLuS0007j9NNPx2QyoSgKqVSK9vZ2qWGlKAqZTEamXjY2NualcR0M90jDoYv6+vph1/P19fVs3759/zVIgwYNQ/CZJmJE1ItYRIlFlsVikd4qYVAKzwp84qkVRIhY+Ily1qJahEjHyGQyOBwOqqurZdUF4eEVHmKXy8W2bdvQ6/U4nU7OOussTj/9dBRFYdOmTTz55JNMnDiR448/HovFgqqqjB07lmw2y+bNm1EUhY0bN1JSUkJdXR0ul4uysjJZpjrXyzhcuL2GQwODDYfBZUZFVEpJSUmegZBbgcjv92M2m/F6vVx44YV86Utfoqmpieeee44XX3yRyy+/HBgweh988EGmT5/Oli1bpD6HKDEsIrU8Ho9sQ3l5OalUSqZNwQA59OGHH+Lz+bBYLJK8EYSoSPnLZrOShIF8jYbcssS5n4eKtocgju12uxT59Hq9lJeXc9VVV7F48WL+93//l2XLljF16lS+/e1vS2MkN/VB3Jfa2loZAVJaWkosFqO7u1tGseRqpWSzWWprawGkroEwRCKRCOXl5XlttdvtNDY2Eg6HJSlmNpvp6emho6OD8vJyfD6fTCPIZrP4/X65r6giAsj+6fV65f4wtOKR0H0Qos25aWpCm6FQ6pMg7nJLW+d+L64nF4dKn/q02BspWrtDahWKRNqdUtk7O3eh4w8my4vNM7kQVb1EyfX+/v48hwggI2tFymRdXR12u12mBIroXLG+aGtrI51Oc/jhh/Poo4+ycuVKnnjiCZ5++mkAGhsbOeKII2Q57PHjx/PWW2/x6KOP8sorr6CqKtOnT+emm27izDPPlCSrmAd8Ph/pdBqn0ykJdRh4F4iUw1zdspEOQeBu2LABj8eDXq+nr69vWMLqzTff5LLLLmPGjBksWLAAh8MhHQIGg4FYLIaiKHKNJcS9xXsqEonQ39+vzQ8aDjh2RrJoTlcNGg48PtNEzHApIRUVFTJ/W1VVGTUjFvyjR4/G7XZTVlYmF6LCWAiHw1I/QaROqKpKMBikvLycRCKBz+ejpKREpiZ1dnbi9/vR6/VkMhl0Op0U3K2pqeHKK68kk8nQ0NAgI3bi8Tg6nY66ujq2b99OJpORopYAqVQqT/y10LUXKzuqYeRguLLqhZDr3Re/s1gsxGIxWV5aeFphIHVD5LgHg0HMZnPewrOsrIx0Ok1lZSWpVIr58+czf/58tm3bxhNPPMGZZ57Jl770Jdra2uSY8Pl8UkshHA4TiUSwWCykUilCoRAGg0EKq4oFq9AvKRTJY7PZ8Pl8GI1GgsEgZWVlsiJOb2+vLP85WARRUZRDSstDGAL9/f2YTCa8Xi8ej4dIJMJ//dd/cc8990iC7K677sLr9WIymTCbzUQiEfx+PxUVFZIkg09KlScSCRKJBNFoVBoqFouFTCYjU49EZJHwMg8uay1EpkVfE0abEPlNJBLSs15RUTEkxSidTsu5SXjeRQqaMBBFe3N1OyC/BDF8kh4ljMfcqkeDSyAXM6hzSWttriyMvZGitTsaTIXe22IOUVV1tyPfBveL3OMXE/oUDhyLxSL7iEg7yu0TiqLg9Xol4Zwr0GuxWPKiv8Q873A4SCaT9Pf3S80rGNCYEeSMKMu8YMECzj//fNra2li3bp2sVLZq1ao8Qf6xY8fygx/8gNNOO43S0lIaGhqw2WwEg0HcbrckWoPBIHq9ntLSUkpLS/NS+SKRCOFweKflxUcCcucl4fAS771wOCxTrAbjo48+4txzz2XUqFFceumlxGIx3G43lZWVKIqCx+ORc07unJIbBTMcOadh72LdunU7jfjQoEGDhpGMzywRU8g4y9UnGOzNGOwREznIAiKXOxAI0N3dLXUQBIETDofp7+/PqyySW+paaGQoisL69evR6/W4XC76+vqoqqoimUzS0dFBf38/lZWVUkMjm81SWVnJqFGjiEQi0sMsImEURckzWETFkkKVHjQcOOzpwja3zwoU8u7H4/Eh1V9EnxB9NRwOYzKZcDgckpwxGAyEQiGSyaTU5xDnKykp4fDDD6eyshKHw4HT6SQUCpHJZGQVJBHJIha9iUQCRVEoKSnJ63t6vV5W/BHRO7FYTKYGivEnDBNRDcpqtUpi0u/3S12ndDpNf3+/JFQPFRHq6upqGTliMpkoKSkhlUrJ0t9f//rXueGGGzjvvPM4/vjjZVSRXq+XUS6CsOrq6iKRSFBbWys1WoTnXq/XEwgEZDqE8NqLlB9Bmgjx3Fgshk6nQ1EU4vE44XBYzqGC9BP9TZA0qVQKk8kkr03MxdlsVs5tog8LUi/X0M09TyGSLR6PE4lE5D2A4ef9YtV8hiMXRrpBuq8xuKT3/rgfOyNt9pQMKlZ1SWggie+FNlIuSVwovUlU4BJ9qJBQtN1ul5W8xNjJ1bnKLaMeDoex2+04nU659hAE6fjx4/nCF75ALBYjk8lgNBppa2tj06ZNjB8/nqqqKoxGI83NzcTjcZlmU1ZWRmdnJ93d3bKiYl9fH+FwmGQySSgUorq6Gq/Xi16vl6l/BwPEu0Loiun1epqamshms1RUVAwROg4EAnzzm98EYOXKlVLHT6zN9Hq9JOaMRmOe7ouIDhT/FwSzhn0LEWGuQYMGDQcrDkoiRhl44x0JdADdqqqmdvcYxbx4u+I9L7SPMDaEl8vj8dDT0yMV80VutclkwmAwYDQa6ezslOUsW1pagAEvSllZmdRvEMcW3imTyURnZyfhcJimpiZpQIiytuJ3uV7jwaV8hwu313DwY3A1pdz/i09RzUOQFYL8EBEtokKNwWDA7Xbz9ttv093dzbRp0yR509XVhc1mkxETdrtdpjqFQiH0ej0TJ07E5/NJwlGk5AUCASorK4lGo3R0dBCLxaivr5eh+0J4VegkCAzWdRIpLLmRMLmphbnVwQ6WcPpiEOlFiURCEm0igqijo4NUKsUpp5zCJZdcIu9hT08PJSUlUsC7oqJC3iPh0RXGtNB+Ebo9drudbDYrhcZtNhtdXV15ZcZFVFVuyoX4FHOcIIsEoSZSOkUElHi+IpIhk8nI5yvSkHKjuQSEdpf4N7gE7OC+AprA7r7ASKgoVgy7Ew1XbF9BRAKSNBHG/eA039z0ps7OTjlW3G63nGdhaBUmUWK9pKQEl8slhc4FWSPGoc/no66uThKYogKi2WyWUS2BQACdTkdlZSWVlZWyDHZtba0sNZ9LdHZ3dxMIBPLa19LSgsfjoaSkRI7Bg0lnS6RYRiIREomEJF1E5MpgjZhYLMYFF1xAa2sry5cvZ/z48QAyXUxE2gnnwsFwDzRo0KBBw8jHQUnEAL8CwkAQcCmKcpOqquHdOUAx4yw31cHr9RZMbShWClen0+F2u3E6nWzfvp3e3l6qq6txuVzSsxwIBKivr6e5uZmOjg5Gjx4tRU2F9oMwohKJBGVlZUSjURwOB6NHjyYcDrN9+3ZUVSWVSmG322lubuawww5j3LhxmEwmWV3GZDJhs9mkAZdOpwmHwzKUNpvNSqE5LTpm5CG3ksjueJqFYST0B8rLy2UZVAGLxSLTPURVDiHiumPHDmpqaqSmS2dnJy0tLYRCIdrb27FarVLEMR6Pk0wmZRUmoWfg8XhkZI0QjrbZbFJ4t7+/P6+yjV6vZ+vWrVit1ryS7dlsNi88XoizCiFqcb0i0kLsV15ejt/vl8b7SDUUdweCdDEajTgcDgwGA+3t7bKstRi/4XAYs9ksBXnb29tlRJPwaGezWTnXpFIp3n//fdxuNyUlJTIyRoTzizLq4t7mevmBISH+Ylt7ezvbtm3D6/XmlWtNJBJEIhEikYhM3cxNZ0okElLfJRAIYLPZCgqEilQDoZUjSCHRDwZrgIEmsHsooVClJaG/JrSTBkcCDodckk70OTE/5ZLVkUiE9vZ2WUEHhkbQ2mw2WSVRRI+Jfik0RMR4FmmhQpvJ5XIRj8fzImrEWABkJNngSFeRPhQKhTAajXJOFqmeer0evV5PZ2endNo4HA7q6+sl0drf34/b7SaZTGIymaiurpZzuiBhDoY0T6vVSkVFBVarVc4PBoOBdevWAQzRiPnpT3/Km2++yTXXXEN5eTnBYJDKykp8Pp+sENff3y/nwpF87Ro07CqGE/M9VIR8GxoaaGpqOtDN0KChKA46IkZRFBsQVVX16o//Pha4Q1GUhaqqRov85pvANwFZtrCYkJpYjKTTaaLRqNRS2B0vaiwWw2g04vF4pDfJarXK9KX+/n7i8TihUEgSJGPHjpWlfkV+eDKZzEvNEN7iuro6stksJSUlhEIh0uk06XSaqqoqOjs7pQEmFqcej4dsNpvn1dPpdHLBWqySiMCnLS16qKNQ/9ob2Fm/yyUICz0Xv99PW1sbQF4aHXwSwSW8qL29vXnRFiLiAQbGxJgxY9Dr9YwbN05GsHg8Hkmw9PT0sGPHDuLxOA6Hg4aGBpxOpyxhLNpQVVWV540U6UTRaFRW+6qurpYh+0J8M9cgGQyRqpMb9ZVrhB/MJExu3xo1apTUcBGGWigUorKyUpJmIt1IRDQJr3oymaSmpga73U4wGJQEVyKRYPv27YTDYQ477DApxhuPx6WhKaJYRAUskd6oKArhcDiPQBtMqthsNqk5lCuGLvpjoUpuVqsVr9cr52EY8GAPLhEs9hX7CZIp9zi5nx/fTy0S5mPsq3lrf6FQpaVoNMr27dtlGrCorrUrxFsuSZcb0SLmItG3hXYLIAnKQuluTqcTVVVl1Iogi4Wov9vtpr+/n6amJmpra6mqqsJisci5WFRdNJvNeDyeYceMIFXdbjeKokg9GhHFMmrUKOx2O4FAAKfTidVqleNJFAswGAzE43Fqa2ulgHsgEJCkltPp3OW10IHuWyJSWBC/7e3tNDc309PTAzAkdWjr1q1MnDiRuXPn4nQ6pcaZIKHgk9Q7jcTVcKhgOKKloaFhjwjHfUXgDEeoDHfOpqamoulrGqGqYSTgoCNiVFWNKorSrSjKKcArqqquURQlBlytKMrPCqUpqap6H3AfwPTp04dNKBXiemJhJcQnc8NRxeJGCL6JSACRzy0WTkBe2L3wdIlUIrfbnRciLAxqr9dLaWkpiUQCo9EovV9iAedyuWQki9DNMJlMUq8BkN5A+GThJjx0wrgR11SskojA7pQW/Sxid/rX7mBn3vudPRdRxUZ85hrIor8Cst8ajUYqKipwOp1YLBZJgMAACSC0h0pLS2WkAgzkaUejUUwmE06nU+qYhEIhYKASUzwex2g0SnITkJo0Imc/nU5LIdnckHxBwAjthNz0AEEkCa/vYON7VwQTRzLRmNu3jjrqKFVUtRIRdrkpEsK4cLlcGI1GUqkUlZWVbN++nVQqRTKZxGg0SuI2Ho+TSqXweDyUl5czbtw4GT0kvP+52jy5qWy5Cxir1SqNO/jEQHQ4HFRWVuaJ7orPwR5pUXXEZDLJ7SKNUvRPUVY4N3ovl1AUaaGDdYU0FMa+mrf2F4qJ7Tc0NBCNRikvLy9IvBVLQcrdNzeiJbfinJhvfD6f7Gc7S/UdXM0t97giAvewww6TlRhFhEwgEKCjo0OSAoPnJtEmIcSdK7Iu0j/F2APk+sHj8eSl2ojIG6H/JCIYxZwbDoflO2RXI8pGSt9SFAWfz0dHRwe1tbUyqqjYvqNGjcojoHPfq9p8ouGzhD0lUz4NubEzsqUYoTIcaaQJNmsY6TioiBhFURR1YCS+DVQDTkVRgqqqrlMUpRbQA8PqxWSz2Z1WocldkImFSm44qtguSloPDiEWHn+RviRe5na7HZ/PJw1gkcLR19dHSUmJJE4ymQy9vb3U1NRgNBpRVZWOjg4ikYj0ivX09BCNRqXn6qOPPpJVaIQHXES95IoFdnd3y0icqqqqISkrhaCF8x8YiIXg4AovwojY2XPR6/V5kTDCYBARBII0NBgM8tPpdOJ2u/MW5n6/X7ZHpLRUVlZKw1dUoRCGTTweJxAIkM1mZcUaQFbZiUQiUm+kp6cHj8eD2WymrKysoMEhrjGXHIABIqezs5OKigoZEZJroO/qovlgIRp1Oh2pVIp4PC5JGKHjEwqF2LFjBzBgmFmtVkwmk9SpstUp8RkAACAASURBVNlsMtVIzFsAbrebUaNGSULWYDAU7HcixL+9vV2WFoeBOa26ujrv3g8mwQpVJxmMRCIhI5iSyeQQEkjMY4Wi93JTJsRcvbcItUOp4tZIwt4gPwulHCqKgtvtHiLECp88SxHVAsWjOgZX4BLI7duD+3uheThXGF+kF4l0zb6+Prq7u8lkMnlOFkEsij6dq90y+PpzxwcMjDWv1yvJcUHU+v1+tm/fLkXRRZQOIOd6QZiL90M6nZbrCHH+gyGiTDzfXL0rkYYt1l7FkEqlZOnpkfwu0KBhpGK4dKdd+e2eiC8fCilUGj67UA5GxXFFUQzAxUAvsB7YDnwOeGtnWjGKogSAJkDkOJQD/p2cUpezf7FthT6NDBBDg3+rY4A0ygClOecX3ysf/zYBiDqMBj4hmsTx+XhfQ855Mx9/ZnOOmft/PaDm7LMr178vcaDPv7ttqFdVtaLYRkVRuhnoX/sC5UAPn/SdYn1yOIj+YGCg76gM9LFifVycE/L7d+7xcvuUcdB+mUF/i/NmyB8HWYYfE4Wud7gxtrvwAl2f8hi7i0L9rmj/yulbg62yLGABTAw8ywQDz8Pw8b80kBz0G13Ob8Xfw/WrcgbmWzP589KuYLj5s1CbBrdD9MFC/W9Pz7Wr8DKgRban4+3TYG/PjbvSt/YWdtb2nfW3fXHu3HOyD85b6Py558ydr8Scq+Z8pxRo0+6OHTGP5a4R+LgN4lgpit+L3DWISv5aYTjsz741GIOft7jPuo//KQzc7xSfzIkCRgbuQZL8tdWe9I2RsJYRGClt2RvtyOtbuWlvwHhg414+396A1o6hGCltyW3HsOt5DRr2B0Y0EfNxdaSbgK1An6qqTyqKoldVNaMoih44BnACZcDfVFUN7sE51qqqOn2vNlw7/0Fz/pHShl3BgWinds5D65x7igPZVu3cBx8+y/fts3ztBwIj5ZpHSjtg5LRlf7fjs3rdI70dMHLaMlLaoUGDwEhPTboe2MJAKtJMAFVVMzmfbwAoimJWVTVxgNqoQYMGDRo0aNCgQYMGDRo0aNCwSxhZypRDsVVV1QdVVX0PmK0oyn8rirJYURSboijTFEW56eP9Bofda9CgQYMGDRo0aNCgQYMGDRo0jDiMSCJGURTRrvcVRTEoinI00AK8zkC+73mqqv4buBdA/XT5Vfd9qsZ+emjnP/AYCW3YFRyIdmrnPLTOuac4kG3Vzn3w4bN83z7L134gMFKueaS0A0ZOW/Z3Oz6r110MI6UdMHLaMlLaoUEDcBBoxKiqqiqKYlVVNfbxd6cCPlVV/+8AN0+DBg0aNGjQoEGDBg0aNGjQoGG3MCIjYgREpEsOCXM8cCTw6oFslwYNGjRo0KBBgwYNGjRo0KBBw55gRIv1KoriY6AsayfQCEwGHlVVteWANkyDBg0aNGjQoEGDBg0aNGjQoGEPMGJTkxRFqQZmAS+oqrp9bx23vLxcbWho2FuH26vIZrPodJ8EKTU1NREMBpk6deqQfbdv305PTw+HH354wWO1tLTQ399PRUUFA1XAP0EgEMg7Ty7MZjNOp1P+HQqFiMfjVFZWotPp8Hg8eftv2bIFo9FIXV0dZrN5yPE2btyIqqpUVVWRTqfJZDKYzWbMZjMGgyHvmvV6PZlMhkQigU6nw2KxFGxnNpslk8mg1+uLXse+wttvv+1XVbWi2HbRvwY/y0LYlX3efvttfD4fo0aNKrg9k8nkPd/+/n42b97MmDFjMJlMRY8fjUYxGArzsM3NzWSzWSorKwtuTyQSWCyWId/7/X7i8TiHHXZY0bZardaC21RVpauri56eHqZMmTJk++A+PPi3udsjkQgbN26kuroam82GxWLBZDLJ+53bf0S7CvWlXXk+exvD9a/y8nK1trYWnU6HoijE43E++OAD6urqKC8vL3rMLVu2EIvFGD9+/JBtyWSyaD8Yro8kk0lMJpP8e/v27VgsFnw+HzDQD4shk8lgt9sLbovH4wXnkeG2tbS0YLVaGW5eH67/ZDIZjEYjAOvWraOsrEyON1VVi94D0e+i0SgbNmxg1KhRuFwujEajHJdGo5FsNksqlUJVVTKZDNlsFpPJJM8p+l4mkyGdTst5cfA8KPqtwK7Mf7l9/d133x22b+2P92LumMpms6iqOmSc6XQ6VFWV9ySRSGA2m+V4HW7+F/dZPDPxt16vx2AwyGcm7nNPTw/bt29n4sSJRecmGHjWw13T4P61Y8cO+vr6OPzww4v2vXQ6La9pMFKpVNFt4re5SCaTbNu2jaqqKnQ6nexbg5FMJgvO3Vu3bsXj8RR9z4RCIVpbWzniiCMK/n5n89b+XHPtbN4e/L6AgTXR9u3bGTt27JB+oKoq69ato7y8nIqKwq/+eDxe9J7DJ88rmUzS0tJCRUWFXGfFYrGic17uuzaZTNLa2kpFRQUOh4NsNovNZiv4u2w2i9Fo5P3338fn8+H1evO2F+pbXV1dtLa2Mn78eHQ6Hel0Om+eymazcuyJMZVIJMhms3J8ivnNbDZjNBpJJBJ5YzX3nZtOp0mlUnI9OHhci7/fe++9gKqqBV9w+6tvhcNhNm3axLhx4+ju7iYYDFJfXz+kHymKgslkYuPGjdTU1FBSUiK3ffjhh5SWllJXV7fP26th17Cr63kNGvYEO+tfAiMyIuZjEuYM4B97k4QBaGhoYO3atXvzkJ8KYoEXiUTo6+vD5XJht9uJRCJceeWVPPvss7z22mtDfnfZZZfxu9/9joceeqjgcb///e/z6quvcu655w5ZIDzyyCNFF52NjY2ccsop8u9nn32WTZs2cfnll2Oz2TjzzDPz9v/qV79KVVUVv/zlLwsa4CeddBKJRIK7776b7u5uwuEwjY2NTJo0iWw2S3NzM9XV1aTTacrKygDo7u7GZrNht9tJJBLYbLa8hVU2myUajQ75fn9AUZSm4bY3NDTw8ssv5z3LbDZLLBbDarXK9g5+3jD0uvr7+yktLeXiiy/mpptuKni+cDicZyi++uqr/Nd//RcrVqygrq6u4KIZ4L333qO0tLTgtsWLFxONRvnud79bcPvWrVsLGvUPPvggGzZsYOXKlQV/F4lEmDhxYsFtqVSKu+66i0cffZRXXnllyPZco38wcg1pgDVr1nDCCSfw1a9+lenTpzNz5kxMJhPpdBqPx4PVapXPAxjybERbBz+fXAxn2H8aDNe/amtr+ctf/oLD4cBqtbJ582YmTpzIddddx7x584oe85xzzuH999/n2WefHbKtpaVFjrvB+Pe//12U4Nm+fTuNjY3y74svvpgJEyZw7bXXAhR8hgJ9fX1Mnz694LaNGzcyduzYgtvWr1/PmDFjhnx/9dVXM3XqVB588MGi5xxunujv75ekY2NjI3PnzuXHP/4xMGBAFRsnmUwGk8nE2rVrOe6441iwYAHHHXccDQ0NBAIBfD4fPp+PSCRCIBBAURS6urowGAxUVVVRWVlJLBbLIwj9fj9erxer1SrnQafTKbfHYjEsFgvxeBybzbbTfqiqqpxT9Hp90b61p+/FXIIi91yiXYNJYjGmYKAfOBwOafRt3bqVbDaL2+3GarXi8Xjo6+tj69atjB49mqqqKmDgmQQCAcrKyvLmvnA4TEdHh7xnNpuNSCSC3+9Hr9cTiURwuVyk02n6+vrw+Xy8/PLLnH/++fzud79j0qRJRa9zMPGRi1gsNmR+WrBgAS+99BJ//vOfixrZ3d3duN3ugttaW1uL9jsYMJpz0dLSwvnnn8+ll16K0+mUhOhg7NixY4jzJpPJcN5553HyySezdOnSgr9btWoV1113HU8++STjxo0bsn1f9K09QW4fK0b2CiJBECCxWIynnnqK+fPnc+edd3LkkUfm7R+Px2loaGDOnDl861vfKnjMTZs2yf5ZCB0dHQC0tbVx1VVXce6553LiiScCAwZ6MefF5s2b5f1ubW3l2muv5dxzz2XGjBnEYrGi82h/fz8+n49x48Zx6aWXsmDBgrztYgzm4t577+UHP/gBd999N6qqEggEGDt2LG63m0QiQV9fH1VVVfj9ftrb22loaKC9vZ1YLMbYsWPlWAZwOBzyug0GA7W1taRSqbx3rsFgoLW1ldraWoxG45D5Q/ztdDq3F7uv+6tv/fOf/2TmzJnce++9rFy5kieffJKlS5cOIel1Oh0NDQ2cdNJJLFq0iHPOOUduO/roozn77LOLro807H/synp+JNmLGg4u7Kx/CYw4IkZRlDrgVOBlVVU3H+j27C+IF5TVapWeh/1NMgxGNpslHo8X3a6qKslk8crh6XSaSCSCwWBAURSmTZtGOp2mtrYWk8lEX18fdrudeDxOJBKRURhiQSOMYfjkxQ4DL7vcv0cacp8lDCw6ent7peFht9uHPO9oNEo2myUSiQBgs9mk93tPotY+baRbLBYbEvUwHNLpNOFw+FOdc29BXHtdXR0nnXQSLpeL/v5+DAaDJFzsdrv0jBZasIvnIzyOhYzM/Q0RCWM2m6WBOZIwnLG6r6Cq6qfu6wJtbW15ESe7CjFHlpWVoaoqwWCQWCwGQE9PD+l0moqKCmKxGNXV1ZhMJulZj0aj9PX1odPp8Hq9+Hw+LBYLer1+iGEn+i1Q1MgcjGL9e19AXAsUbp8YSzabTT4zMR7F3JFIJGS0itVqldFAuYSg8MLHYjF0Ot0QEjX3nRWPxzEYDHR1daEoCtlsllGjRmGxWHC73fT29gLI57U3IQz+/Yl4PJ4X0boryGaz+6g1+x+ijxVyNIk+YzQa6enpIZVKkUwm6evrIxAI7Nd2vvvuu2SzWTweDz09Pfh8viHvFlVVSaVSMip5y5Ytu3WOYDC4W/uLcdPb20s4HMZms5HNZmlvb5dReqlUing8TjKZRFEUDAYDNpsNh8OBXq/HbrdLJxKAwWDA6/ViNBrz1hJifhg9erT8bvBctT/nrp2h0DguNrYTiUTBfQ+lcaZBg4a9hxFFxCiKYgBmAquLkTAfl7a+AugAOlRV/df+a+G+g06nw2w209nZKT2jzz33XJ7XWaC5uZnnnnuOmpqaoscTkRC9vb1Fw2mLIRqN8t5777F27Vr8fn/BNjQ1NXHTTTexZcsWTjvttCHbn3/+eX7wgx/w4YcfcskllzBq1CjphRIQHpRMJiONylxP1mBj+GBBrsEEA88ikUiQTCaJRCJUVVVht9tltEx3dzfpdBqn04ndbieTydDa2kpLSwv19fU8/fTTLFmyZJfuQ01NDQaDgV/84hfceuute9T+hoYG/vOf/3DDDTdw0kkncdJJJ0nPrViMRaNRMpkM8XicNWvW8PLLLxMKhYqmyu0KOjs7C3rqdhfPPPMMgCT87HY7BoNBej8F+dXZ2QmA1+slmUzmGXSDF4E7MzL3B0QqRyKRQFVVPvjgA4CiES0CFRUVtLW10dnZWTTd7NOisbGRf/7zn1RVVQ0bnbM3oaoqv//976Wndk+QTqf5xz/+wZ///GdefPFFstlswWivYud/5JFH+N73vofZbOaYY47BYDDIlMCenh5cLhfZbBa73U5paSmRSERGwUQiEVpbW7Hb7Xi9XmnEFFvgC0PyQJKBwyGXaCmEXAJdVdW8cWS32xkzZox0QIh7Acg+K67fbDbL+5o7Ju12Ow6HQ5IrDoeDdDpNNpuloqKC7u5ukskkfr8fj8dDMBjE4XBgNBqZNWsWN998M9/4xjf2igNk3LhxPPLII/z4xz/mf/7nf/a5U6W0tJTS0lLuuOMOjj/+eL72ta8Nm2olkEgk+MUvfgEw7BhqbW1FUZS8VIuRCNHHhOGbG+0Yi8Xo6+tDVVXp8AiHwwQCAfkuKPT+MRqNVFRU8K9//YvLLrts2JSxncHj8VBaWsrq1atZvXr1kPNYLBb5norH40OIYYPBMOy6DwYirX7961/z7LPPotPpikbbCCQSCW699VbuuOMOGhoa5Pu9oqICnU6HTqfD7XbjcrnQ6XT09vbi9Xrl3+l0GqPRyEcffYTH48Fms1FaWiqfxeD3ZaEI4ZGO3//+9yiKQk1NjYxUE5GQufjggw+45ppr0Ov1MrJTVVVuu+02gsHgLr9bNGjQ8NnBiCJiVFVNK4ryqKqqqWF2uwwoA3YARyqKMhP4ibq/XU/7AIFAgG3btmGxWLj++usJBoP86U9/ytunv7+fs88+m1gsxl133VX0WII82bx58y4RMSK6ZePGjbz++uuk02mqq6uZM2eODNlWVZU333yTRx55hH/84x9YLBaWLl3KeeedJ4+zbt06rr32Wl544QUOO+wwVqxYwYknnojJZCIQCNDe3o7VapVtEosm4RnJXTyKBflINDp2B9FoVBItLpcLi8VCJBLBYrHg9/tl5InD4SAajdLZ2UlHRwc9PT1cc801fPOb32Tp0qX8/Oc/3+m5Ghsbuf3221m0aBHLly8vGmo+HBYuXEhjYyMvvfQSf/3rX1m1ahVGo5F0Ol3USDziiCO46KKLdrpILAZVVXnttdf4/Oc/v0e/F1i3bh0rVqzg1FNPxW63Ew6HcbvdMt1PeELNZjPr16+XxIbZbJaaSoUWhxaLhf7+/qKpXvsTYqH+2muvYTQaOfXUU4fd/2tf+xoPP/wwDzzwANdff/0+adN1113HypUreeyxx/jwww85+eSTd9szL5BKpejt7SUYDJJKpaQ3VRjQRqMRo9HIk08+ySuvvMIpp5xSkAweDs3NzTz++OM8+eSTkqBauHAhF1xwwbBaMwLbt2/n29/+Ni+99BInnHAC99xzD+PHjycQCJBKpchmswQCgTwyRqfTEQwGJVEQjUbp6elBp9NhMBgKahQVMiThwJGBgzE4UmxP26XT6XbaX8T156Z8wifReHa7HYvFIp9nNpslmUxSWVlJe3s7MJAqMXr0aNLpNA6Hg5NPPpmXX36Z6667jm9961s8/PDDrFy5ksmTJ+/RdQgsWrSI9vZ2fvnLX9LX18cdd9wxrIbIp4XNZuOhhx7ivvvu4y9/+Qvr1q3jvPPO43Of+1zR92c4HOa2225jw4YNfOMb3+CYY44pevyXXnqJz33uc1RUVPDuu+9y7rnnFvT8jyQMHi+CgO/t7SUajeLxeCQB/84771BZWVlw7Ov1epYtW8Z3vvMd/vCHP+Slm+wubDYbK1euJB6Pyzlu3bp1mM1m2S6RwmO1WolGo9TU1Mi/6+vri6aLdnV18fDDD/OHP/yBdDrNnDlzWLhwYV7UyeD78+STT7JixQo++ugjTj75ZK655hq8Xi+ZTIaamhqMRiN+v1+mVEajUaLRKKNGjZKOtGg0Snt7u1zLlJSUoCgKVqtVkjW56wbxXMScONIJmVdeeYV77rmHxYsXM3bsWI477jhefPFFfvvb3zJ58mQcDgeJRIInnniCF154gdGjR/PUU08xbdo0ScKsXLmSCy64gCuvvPJAX44GDRpGGEYUEQOwExJGoElV1WcBFEX5JnAp8MA+bdh+QFlZGdlslvvvv5+//e1v3HXXXXkLwkwmw7x581i3bh233npr0RcsDCw8Ro0axebNm4ew9rkQaTH9/f1SPPDII49k+vTpMs88lUrx3nvvsWbNGtrb2ykpKeHyyy/n/PPPlyJwXV1d3HrrrTz88MO43W5uueUWuWARHsmysjLsdjsej4fu7m7gE7JlT422kYZiaWU6nQ6Xy4XT6ZQpV+KeizB8GDD4bTYb1dXV6HQ6pk2bxkUXXcSdd97JmWeeyRe+8IWdtmHevHls2LBBGofnnnvubl2DoiiMHTuWsWPH0tnZyebNm+nu7paCl6FQCJ/Ph8FgwGAwMGbMGOlNDYVCu3UugebmZjo6OobtqztDJpPhiiuuwOPxcMUVV1BZWYler5caDVarlUQiQUdHB/X19UyYMAEYiIgRKSSxWKygMRmPx2Wq3oEyghOJBNu2bSObzVJWVsZrr73GySefjMvlIpUqPm3W1dVx5pln8rvf/Y4rrrhin3i1zWYzixcvZtKkSdx5551s2bKFOXPmFIymgwEDvrm5mXXr1tHR0UEwGCQYDOL3+4lGo7t83lmzZjFnzpwh401VVXp7eyWp2d3dLf+/detW3nzzTXQ6HTNnzmTJkiWcc845RUV5c5HJZLjnnntYtmwZiqLwox/9iK9//ety/JaVlRGPx7Farfj9flKpFKlUSkaCGAwG6TVOp9M0NjZSXl5eMHqhkCEJIytCcH9GiuXOkYD01otohqqqKimaajKZiMfjsm3pdJrm5ma6u7sZPXo0brcbm80mDcXly5ezatUqVqxYwTHHHMPixYu58cYbdzk1czB0Oh233HILFouF22+/nb6+Pn71q1/tUpTKnqKkpIRrrrmGhoYG/vKXv3Dvvffy1FNPcdRRRxGPxwmHw9JYDoVCxGIx9Ho9ixYt4oQTTpBRIoPR1tbG+vXrueWWW4ABUmbLli1cfPHFctwNp890oJCb5i2iN+GTFByRDlxdXc2WLVs46aSTipJWc+fO5Te/+Q133XUXM2fO3O0o48EQwuY+nw9VVXdJI6YY2traePjhh3nmmWdQVZXZs2dz7rnnFnVqtLa2cvvtt/Pwww/T09PDhAkTuOqqqzj++ONxu92S/DUajRgMBsrKyggGgzLdyOv1Ul5eTiwWQ1EUdDodpaWlpNNpRKGCkpKSPE2YXIjvBke0jUT09fUxf/58GhsbpU6fTqfjkksu4Uc/+hGPPfYYX/ziF7nvvvvo6OjgS1/6EitWrMBqtQ4hYfZHZJwGDRoOPow4ImYX8E/g84qieFRV7VVV9T5FUeYqinKMqqpvFfrBx2TNN4EDolg+nKChyLUV+Oijj7jpppuYO3cuJ554Ips2bZLbli9fzp///GeuvfZaYrEYzz//fNFzCmX+//znP2zYsCFPU0VVVdLpNP39/UQiEVRVxWg04na7mThxIqeffjow8BJau3Yta9euJRqN4vP5uOmmm5g9e7ZcDPf39/Pggw/y4IMPkk6nufLKK7nuuuuwWCz09fWh1+vzRBUbGxvJZrMyvHckGRV7itz+VV1dPcSYt9vtVFVVSW0Po9GITqejpKSERCJBf38/4XA47yVtNpul5+v6669n9erVzJ8/n7Vr1+aRVsUM8B/96Ee8++673Hjjjfh8viHezmg0Omx0hzCGnU7nEPHCpqamISSgWKRFo9GiZEwkEimat/6vfw1kGB599NEFdYl2VvXGYDCwfPly3njjDe655x6OPPJI+vr6MBgMUvQUPqkK5nA4MJlM0hsnNDyKGUo7S7vYV8jtWz6fj/7+fnp6evjoo4/YsmUL3/3ud0mn08NqOYXDYS6++GL++Mc/cv/993PFFVfIbX19fUXFRHt7e4tGQAWDwYL3avLkySxbtoxbb72V3/72t8yYMYNjjjkGRVFIJBI0NzezZcsWHnroIdlPHA4HHo8Ht9uN2+2mrq4Ot9uNx+PBZDKRTCalIe3xeCS5UVpaytSpU+WYEh76J554gltuuaUgoVNaWkpVVRULFy7k7LPPlmK6er2+4LUKIy6RSPDWW29xww03sGbNGk4//XSWLl2KzWYjGo1iNBqJRqOyypHRaJRtEykzIjXT5/PJKJjcynDi/Ln6KeJT6BntzbSkvfFe3NNxsScBrOL6RVqXxWLBYrHI6JdsNitTIkpLS6WTweVyEY/HqaqqklE7mUyGcDiMw+GgtLQUv9/PkUceyaOPPspdd93FbbfdxurVq3n88cfx+XzD6jukUqmiBtbll19OaWkpP/zhDzn//PN54IEHZPqLIOwKIRqNFh2XQFHSBAb6+JVXXskbb7zB66+/zvPPP4/D4ZBzXm1tLRMmTMDpdDJhwgQaGxtlJFchna+//vWvAJx11lmoqsrGjRupqKjg17/+tdxnMBEzEtZcgiTo6+uTpIt43mazmfb2dlKpFNu2baO5uZnFixcPEb/PxTe+8Q0WL17Mz372syGRhd3d3cPqS7W0tBTd1tfXV/SdGY/HixLTLS0tPPvss6xatQpFUZg9ezYXXXQRo0aNkqnDuffj9ddf56GHHuKFF14AYPbs2Xzxi1/k+OOPJx6PU1JSgsViIRAIyPR4gPLycsaPHy9TY/V6vXRqmM1m+VlaWpqXUliMxBTOt9yImN3B/uhbGzZsoL+/n8suu4xt27bxwAMP0NzcDCA1fU4//XRWrVrFq6++SmlpKVdddRWTJ0/GarUSj8e5+eabefjhhzUSRoMGDcNixJavLgZFUSqAi4C3gbWqqvYrijIBKFdV9dWd/X769Onq/lbBzr3Hg6uxpFIpubAOBALMmDEDvV7PmjVraGlpkYTFU089xY033si5557LkiVL+M1vfpNnkEejUaxWqzxWRUUFPT093HjjjZx11lmyElIikeC1117jH//4B6FQiFmzZrFgwQIZeaOqKjt27OCXv/wlf/jDH8hkMsyePZtFixYxc+ZM2Z5UKsUjjzzC0qVLaW9v5//9v//HokWLmDJliiyteKAqG+1LKIrytqqqhUsVAEcddZS6du3agh568exFBRSxIPf7/YTDYcaNG4dOp6O7u1tWRgmHwyiKwpo1a7j44ou59NJLuffee+VxhzMCduzYwaxZs+ju7ubFF1/Mi07o7e0dVvB4OMO+s7OzqC6J3+8v6i0MBoNDymgKXHXVVbzwwgvs2LGj4PUMF9avqirr16/n2GOP5cwzz+SBBx6Qpd8VRaGiokISVkKk02az0d/fj8vlGlHCz8P1rylTpqh/+tOfsNvtLF++nJtvvpkdO3ZQVVU1rGh2b28vZrOZCy+8kDfeeIN3331Xzh2hUKioLs/mzZuL3htx3mIIh8PcfPPN/PWvf0Wn0zF16lTee+89Wbr6uOOO48QTT+T444/P6xOhUKjo4trv9xcNy0+n0/h8Pm677TZ+/OMf84UvfIFZs2ZRVVXFqFGjqKmpwefzFTQOVFUdQkr6/X5ee+01+W/t2rUkEgnKtTJTeQAAIABJREFUysq49tprGTduHLW1tVRWVlJWVibTkQT5V15ePkRLYmeVuHYVe0rEDNe39td7Mfe9sDvXkevAEFE4ufdR3NvB/bWzsxNVVXE4HBgMBnbs2CHTJkwmE5WVlTgcDlpbW/nwww+pqKigpKSE3/zmN9x+++2UlJTw9NNPc9RRRxVt23ClpoVY8O9//3vmz5+PqqpUVVVRU1NDVVUV9fX11NTUUFNTwxFHHCEJ7lAoNCwRM5zRv23bNjm+BYEk5tTW1taiFZWi0Sj19fVDvp8zZw49PT2sX78eQEZavPzyy5K8NhgMB7xv5UKsuQZXGjOZTHR3d6MoCtu2bcPj8fDcc8/xgx/8gLVr11JXV1f0XdPa2sqvf/1r7rjjDh566KG86NT169cPG2k4nBhwPB5nypQpBbeFw+Eh8+zGjRu58847+eMf/4jJZGLevHksWrQoLy1Y6FKlUikeffRRli9fzvvvv09ZWRlHH300s2bNwu12U1NTg9vtlk4Jk8lES0uLFMoWUXu5a839nSp+IOattWvXctlll/H++++zfPnyvNTXdDpNfX09sViMBx98kG3btvHDH/5Q6ui98847zJ8/n82bN/Pd736X22+//ZBaAx9K2Nl6/kDMXRoOHeysfwmM6IgYRVGmAnGgTVXVMICqqt3/n73zDo+yyr/4Z0qmz2SSSe+hCeiKCoqAoosUAUWKRgFBRAxdRUUUVykKi6ioCyKgCNhQERRcRcEua2FtK4IgUkIa6W1aJlN+f+R3rzMhCUXQIHOeJw8k0955y33vPd/zPUehUKwH+gBKhULhAX4GSv68LT12NFVB9Pv9ZGdnU1hYyKeffkpkZKSsovznP//h4Ycfpnv37syYMeOIG+G2bdv45JNPsFgspKWlkZ6ezvnnn09MTAypqan8+OOP9OzZk//85z9s3boVu91Or169uPPOO6X/i9PpZOPGjaxZs4bdu3cTGRnJlClTmDhxIq1ateLXX39l7dq1/Pe//+Wbb77h+++/x+120717d15//XW6desmjSSh5ScbnSoIuXxjEJUfUUUS0umamhpqa2uleaTD4cDhcEhCw+v1ct555zF8+HCeffZZBg4ceESMeGOwWCysXbuW3r17M3z4cLZs2XJSzHBPBbZv3063bt1OaMJSW1vLqFGjiIqKYty4cUC9Ua8whq6rqyM1NRVAVv5qa2sxmUynnSJLrVZTW1vL+++/T9euXY/LpPaOO+7gyiuvZNCgQXTp0oUOHTqQlpZG586dsVqtJ3U7DQYDc+fO5YILLuDdd9/Fbrdz44030qNHD2JiYpptqzwR+P1+ZsyYwdKlSxk+fDhLly4NWVAdy3m1b98+nnrqKT744AP27NkD1BOA559/PjfddBOXXHIJXbp0wWg0sn//fiIiImRyj6jwCj+o4Ba24MUgID2ihBrrdDSvPFEcSytTYwllwa9rmEon1DDBkbkul4v09HTi4+Ox2+34/X7sdjsFBQVUVFTQqVMnkpOTpfdTdHQ0rVu3JjExkcrKSiZNmkRmZiZz5szh0ksvZfny5dx4440n/L2zsrJIT0/nvffeIz8/n9zcXP73v//x7rvvSiWXQqFg6NChzJgx44S9thri955PpaWlfP3119x+++3yb3v27OHqq68OaZ1rqWiYNCbaE91uN1VVVVitVj7//HOioqLo2LGjVHY2hfHjx7Nx40YeeOAB3n///VPaahYMp9PJd999x5o1a3jnnXcwGAzceuutTJ8+vVEDdpfLxQsvvMBjjz1GTk4O5557LosXL6ZXr14UFBRIwi05OZnq6mrpwVVWVkZZWRlWq5X4+PhmSeO/arGturq6SRImGHq9PkRdWlVVxaxZs3j++edp1aoVH374Ib169fqjNjuMMMI4TdFiiRiFQqEBugFvCBJGIBAIHFQoFBuACOBiIABU/vFbefxoytBw/vz5vP322yxatIguXX4j0Hbv3s1dd91F27Ztefzxx4+Qze7atYtPPvmE1q1bo9Fo2L9/Pz/99BPvvPOONCnNzc1l+vTpBAIB2rZty+DBg5k8eTJQ7+2yfPly1q1bR3V1Ne3bt2fZsmUMGTKENWvWMGnSJL799ltpMGkwGOjcuTO33HILXbt2ZfDgwXICfCYSL8eD4EmhOI4i3lun02Gz2VAqlSEpIWLB5nA4GDNmDDt37mTEiBG899579OjR46ifmZmZyZo1axg6dChDhw5l2LBh9OjR46RN9E8GiouLOXjwoCRRjhezZ89mx44dPProo1IxERERQVJSEpWVlWg0GmmG6na7qaiokIqk02kCWVlZyXPP1Vthfffdd8yfP/+4Xt+lSxdmzZrFe++9xxtvvBHShpCYmEj79u25/vrrGTZs2EnZXoVCwZAhQxg8eHAIeSyMU08W6urqmD59Ops2bWLKlCnMnz//uI7r3r17eeSRR3jttdek+fHo0aPp2rUrGRkZREdHy4qwSO2JjIykuLhYmo/Hx8fjcrmw2WzU1taGKGwaer0I9Yb4PTjeXixqTCbTaW9S3hiOpZXJ6XRSWVmJ3W6XailBtIjXBd9DHQ4HhYWFmM1mYmJiMBgMsnVHJNE5HA68Xi9t2rShrKyM6OhoDAYDZWVlMnZdtP253W4cDgfnnXceS5Ys4fHHH2fMmDH88MMPPPLIIyecmtO1a1e6du0qfw9WaOTl5fH222+zdOlSNmzYwFVXXcUDDzxw1MSbU40tW7bg9/vp378/UK9qLCkpISMjQ6ZX/VFkxO+BIDujo6Oprq6W7UB+v59du3bRo0ePYxoztFot8+bNY/jw4SxZsoTp06efku2trq7myy+/5IsvvmDXrl3s3LlTGv7fcccdjBs3DpPJdIQy1eVysWzZMpYsWUJxcTEXX3wxY8aMYeTIkRiNRrxeL0ajEa1WK33oRMu0SBkTbWyChHE4HCFpZuL8DyZH/ypzv+rqaq688sqjkjANsWXLFm677TYOHz7MXXfdxdy5c0+7Ik8YYYTx56DFEjFAJ8AeCARKFQrFcmA7oAwEAs/+/+NR/x9x/daftoUnCdu2beOhhx7ixhtvlAQJ1FcGH3zwQUwmE0uWLGmUwBGyuW7duqHVasnMzGTXrl0cPHiQqqoq2XtstVoZMWIE7dq1k5Lnjz/+mHvuuYeKigquvPJKbrrpJlnxveaaa/jyyy/p1KkTQ4cOpUOHDnTu3Jnu3buj0Whk5PTpMAlrCQiuegMh/1er1cTHx0tyRiz6xELZaDTSrl07ysrKWLFiBSNHjuSaa67hs88+kxGJzeGSSy5h6dKlzJ07V/a2R0VFcemll9KzZ0969ux5TEkxpwIej4f77rsPgL///e/H9dpAIMA///lPFi1axI033shVV10le+pFi4HFYqGoqEgmIlkslhBF0umE3NxcZs+eDdQneQwePPi432Pq1KlMnTqVQCBAQUEB33zzDTk5OezevZuvv/6aCRMmUFZWRnZ29knb7lNJKLjdbiZPnsxHH33E7Nmzueuuu47r89atW8fEiRNRKBSMGDFCql7atWtHVVUV+/btk75Cwdes8CERFeGGiT7B7ajBJrPC2yT473q9HrvdTkVFBQcPHsRms5GcnNxiDSx/D4LjhZuCaBv0er3SH0O0ESoUikZfK9RvFosFi8Ui013MZrNcYJeXl5OUlITVasVut8s465qaGsxmM3a7HZvNRlxcnPzs9PR0unbtyj333MOTTz5JbGwsM2bMOGn7Q6FQEBcXR1xcHBdccAFTpkxhyZIlPP3003z22We8+uqrXHTRRSft844HgUCAl19+mbS0NNm6/NNPPwH1viFlZWVNpsy1NDgcDpmmZbPZKCkpwWg0snv3bvbt28eECROO+b0uvvhievXqxYYNG04qEeP1ennllVfYvHkzP/zwAz6fD61WywUXXMCkSZO48MIL6dq1qyQ9Grajfv7550ydOpV9+/Zx+eWXM2bMGC6++GLS0tKk0latVuNyuSQZKYhgu90uCZiEhATpX+RyuSgsLKS8vJzo6GiSk5Pl5/9ZvmmnEnfddRfbt2/niSeeOGYSZu3atUyYMIEOHTrw0ksvHfc8Jowwwjiz0ZKJmAPA3xUKxQRgI/UmvQsVCsUo4HXgAYVCcQdQeTpHVzscDm699VYyMjL417/+FbKI+OKLL9i9ezdz5sxp0lvjqquu4uWXX+all16Sf9NoNLRu3Zrk5GRSUlJITU2VRoVQv3i59957efXVVznrrLN48cUXad++PVBvAHfLLbdw8OBBVq9ezciRI/H7/fJGLOT+LSFF5nSAkO8KabxAcEVcmE2KCFYxsRWP+Xw+lEqlnFCtXLmS6667jgEDBvDJJ5/ItpvmcO2113LttddSUFDAtm3b2Lp1K1988QWbNm0CoE2bNjz//PPyPPgj4Ha7GT9+PB9++CGzZ8/mvPPOO+bX+nw+br/9dlasWEH//v25/fbbiYuLkwlgRqMRi8Ui0zK8Xi+1tbVHKJJOJ5x99tm8/vrrQP2Csymvh2OBQqGQk2rRrlZbW0t2djb3338/Ho+HK6+88qRs96mC3W4nOzubr776itmzZ3P33Xcf82s9Hg8zZ85k6dKldOvWjTvuuIP09HTZEqjX6yWJLYwrxeI+MTFRnkvCfFxUkhsj90QluaESJvjx2NhY6edhNpv/UoubptCwBSn4d3EtB++HpvaJ0WiUrW46nQ6FQoHJZJKLy4b+FkajUbYreb1e6urqUKvVtG7dWqoSS0pKZPx1bGwsK1aswG63M2vWLHr37k3nzp1PyT6x2WzMmjWLYcOGMWLECIYNG8aaNWv+lBaHrVu38u233/LYY4/JucPnn9fb8HXu3LnZlLk/G821++l0OlJSUtDpdDz88MNoNBpuuOGG43r/6urqk6oq/eWXX7j33nv56aef6NixI9nZ2fTs2ZPMzMxmDWmdTifvvvsua9euZcuWLWRmZnL//fdzzjnnYDAYSExMRKVScejQIbxeL7GxsbRp0waoJ378fn8IIaxUKnE4HLjdblmsMJvN+P1+zGZzyPj2V2s//+qrr3juuee46667jpmEefnll5k0aRKXXXYZr7766hkxbocRRhgnFy12NfL/SpgcIBX4OhAIOBQKxVPAhYFAoFahUIw7xqjrPw3HYkz4j3/8g3379vHBBx8ccVN7/vnniY+P56qrrmryM6Kjo7n55pspLi7G7XaTkJBAVFRUk8TN3r17Wbt2LRUVFUyYMIFp06ZJhcyuXbsYM2YMHo9HVgSUSiUulwu/309tba0kYhr26YfROIR8Vyx4g/eXkASL1CSAyMhIWWUUP8XFxfj9fnmT79ixI2vWrOHaa69l8ODBfPTRR9Io7mhISkoiKyuLvn37YjQa2bdvH59++ilPPvkkQ4cOZcOGDX8IGeNyuRg3bhyffvopCxYsOK6IbZfLxahRo9i0aRPDhg1j9OjROBwOmVoTjGNJRDpdoNVqjxpl+nvf/7nnnmPSpEnMmTOHgoICpk6d2iJaZETKjUgZq66uZv78+ezYsYNFixY1O0Y2RH5+PqNGjeKrr74iOzubrKwsvF4vERERsg1JKF6EaWpVVRUVFRVUV1fLNkJxzYrzThBjQvXSsIWluTFTtCSKMaIl7PNTjeDWBoPBQHFxsWwTMhqNRyTPNQVBdAlVjFKpxGAwUFRURHV1tXyv+Ph4dDpdiOlvTEyMTNIR9zbRxiSM0MXY8fTTT/Pll18yevRotm/ffkoJiNTUVP7973+TlZXFiBEjWLp0KUOGDPnDzgu/388///lPMjMzQ8bmbdu20aFDB9q0aYNarW6xY2rDdkCRXKjX6+XfNRoNn3zyCUOGDDmuOGq/38/u3bsZMmTI795On8/Hhg0bWLduHWazmcWLF9OvXz/5eGMpVj6fjy+++IJ169bx/vvvU1NTQ0pKCllZWUydOlW2fppMJrRaLYmJiTgcDtmmGxERIRVharUao9Eo1S/CpBd+I2aCx6XTQf10IvD5fEyaNImkpCRmzZpFfn5+s893Op3cf//9rFy5MkzChBFGGL8LLZaI+X9sA24GuigUil+A84FeCoViLdB0bEALQVPGhIFAALvdzueff87SpUuZMmWKTCIQ+PLLL/nuu++YPn16s4kxgJSUNgePx8O///1vPv30U2JjY1m3bl1IVe+LL75g/PjxmEwm/v3vf4dUP4SprNfrDVFttMRKWEuDuDk3nMSICnlRUZGsNgFHVBm1Wq2MbC0tLcXlchEVFYXJZGLmzJk8+OCDZGVl8fbbbzcZF9kUFAoFbdq0oU2bNlx++eUMHjxYkjGnqlUpEAjw3nvvMW/ePHJycnjssce44YYbmozhbohffvmF7OxsvvzyS+6++25uuOEG/H6/fL3wfhHtDSL61263o9Vq/7ITyZOFiIgIli1bhkaj4dln67tA/wwy5rvvvmPp0qX89NNP2O32RuN6NRoNS5cupW/fvnIB3xQCgQDbt29n/fr1rF27FrfbzfPPP8/AgQPJz8/HaDRis9koKyvD5XJhNpuprq6mrq6O/Px8amtryczMxOl0Su+hvLw8tFqtTN4Ri5mmzGiPNmaeaWNqcGuD0+nE4/FQV1d3RIJVYxCKB9FmGKw4FPcnpVKJ0+kMIWGdTicVFRUcPnwYk8l0RPsS/Ha/E74YWq1Wjh8rV66kf//+jB07lrVr157S8SQuLo5NmzYxYsQIbr31Vh5++GF69+5N79696dat2ylb+NntdpYsWcLPP//MM888I+cfggDo3bu3jPBtqeNpQ9Iz+NoS94Hdu3dTWVl5zOoHgfz8fOx2++8uWBw6dIgnnniCvXv30r9/f2bNmkV0dHSjzw0EAuzcuZO33nqLN998U3oiderUicsvv5xzzjkHp9NJIBCQZHIgEMBiseD1evF6vRgMhpCYafht/wSPWwaD4QjF3l99XFq+fDnff/89r776aoiCrjHs2bOH6667jt27dzN16lQefPDBZhPOwvhrIiMjg5ycnEYfS09P5+DBg3/sBoVx2qJFEzGBQCD///1hzgLuBfTA/EAg4P9zt+xINNYdFZySExynWFpaSmFhIVOmTCEzM5O77rqLioqKkNc+/PDDWCwW+vbt22gyQe/evaXEtDEEy2a/+eYbsrOz2bt3L+PHj2f27NkhTvuvv/46Y8aMoU2bNrzzzjukpaWFKHlUKhUqlYri4mKg3tjzryRJPZVozhPBYDDI4xAcwyoWAVAfeynIBbFwqK6uJi8vj3PPPZfs7GyWLl3KrbfeygsvvBAyMW7OjFatVoe053Tq1IktW7bQr18/hg0bxvr165ucaMbExDSpwFEqlU1OZH7++WemTJnCF198QYcOHXjrrbfo3bs3UH9dNDeZKSsrY86cOaxYsQKdTsd9993HlVdeKY2OzWYzsbGxUk7tcrmoqqqS+/Pw4cMAIef90ToaW6IqQZwXDdGcgajZbG6SpAsEAkcQvYKMUalUPPvss6hUKubOnRuyP/R6fbMJXM3F61oslkYXHIFAgD179vDggw/y6aefYrPZ6N+/P1arVVZkbTYbFosFs9lM27ZtZfqH3+8/YgEfCAT473//y7p161i/fj2HDh1Co9Fw5ZVXMnjwYPr16ydbiuLj49FqtRQUFKDRaKTxrtPppLS0lNLSUlJTU2X7kkajISUlRba+iPQjYSp7NFXL6XjuNYbg7yEIT0CaDTf1PcRjwX4TdrtdGmqL8bCxBCVAGhwLtaYgw8QxEG1jQMh4oFQqqaioIC8vj6ioKFQqFS6Xi8TERPmZYswsLi6W75mTk4Ner6dbt25MmzaNRYsW8Y9//IMFCxagVqub/J4RERFNjsFarbbJIouI29br9fz73//m5Zdf5r333mPt2rWsXLkSrVbLJZdcQt++fenbt2/IXCA1NbVJpYrVam3y3n3gwAEeeeQRVq5cSXV1NQMGDOCmm26S279jxw6qq6vp27cvcXFxLVYNA02TB4Kw83q9MhntvPPOk0Ruc1HkgtAQPjnt2rULUXA1lzwnzkXxPs888wyPPvooJpOJZ555hrFjxx7xmrq6Oj777DNWrVrF22+/TU5ODmq1mn79+pGYmMjZZ5+N0+kkMzOTLl26SI+qiooKVCoVUVFR6HQ6oqOjCQQCGAwG6bPU8F4bTIq2VHLtZEK0nUJ9xP3MmTPp2bMn/fr1o6qqKuR4CQQCAZYuXcrMmTOJiori/fffp2/fvn/kZofRgpCTk9Pkffx0uX+H0TLQookYqI+rBkoUCsWP//97y85LDIKYDHi9XqqqqmQFr7KykkcffZScnBw2btx4RGVr165dbN26lVGjRp3wZKeuro53332XVatW8eGHH5KSksKmTZv4+9//LgcPr9fLE088wb333ssll1zCW2+9RVRU1FFJg7AE88QRvLCA32T0YuBWKpVUV1fLyZDX65XyYagnUKxWK7W1tVgsFjIyMvD7/SxbtoyUlBQWLFhwwtvWtm1b3n//ffr163dS25QOHTrEQw89xIYNG4iLi2Px4sWMHj36mHxanE4nTz31FAsXLsTpdDJ48GBGjhxJWlqaNDk1GAzExsbKZKTglAex0E5ISECn08m/w2/H4q8suT5RKJVK5s+fj8lkYtmyZdTW1rJgwYJTsp8CgQAfffQRixYtYvv27cTHxzN//nzGjh0bsphyu93HNPaUl5fz6KOPsm7dOg4ePEhERAT9+vWTPkSVlZXo9Xo0Gg3l5eWYTCYZbStakQKBgPRlEnJ+k8mEy+WiqKgIQC7ehb+T8B2xWq1n5PnkdDrlvjneKrpSqWzUF8Zut0uT1WCCV1z7wvtJKGDE2CnaUUS7kni+x+NBo9GgUqmkX4zVakWj0YREisNvBsBQT5p4vV727dvH+PHjyc3NZeHChbRp04abb775d+23o0Gv1zNu3DjGjRtHbW0t//nPf9i8eTNbt25lxowZzJgxg169enHfffdx8cUXH/f7f/vttyxZsoS33qrPPRg6dChTp049wiRY+MP069fvqKqBlgqXy0VFRQVer5cff/wRs9l83O2eu3fvRqFQHPfr6urq2LJlC4sXL+aHH35g4MCBLFiwIISUrqmpYcuWLbz99tts3ryZyspKdDodvXv3pk+fPgwfPpzY2Fi+++47WrduTV5enjQgjo2NZd++fdJoV6PRyGsKaJYw/Kv5vRwrSktLGTJkCB6Ph0cffbTJ/VNcXMytt97K+++/z4ABA1i9evVxtbOFEUYYYTSFFk/ECJxOBExDuN1ucnNzpRHkZ599xtq1a7nzzjsbTUQQCUmDBg067s/Kz8/n9ddf56233qK4uJiUlBTuv/9+Jk6cKFUMgUCAjRs3MnPmTH7++WeGDh3K0qVLiYqKAhqf/CoUCsxmc5jp/Z0IbleDetO/YAl8cEVdQKfTSYJBVIH1ej1RUVFotVrGjRtHUVERjz76KElJSdx2220nvH2CjOnbt2+TZIzD4WD79u288847bN26Fb/fT3JyMsnJycTGxpKZmUlKSgqJiYm88847LF++HJVKxbRp05gxY8YxTeL9fj8vvfQSDz74IHl5eVxzzTXceeednHPOOZSXl6NWq6mqqqKyshKfzyfP1eCFcnx8PEqlEr1ej1qtprq6OoTUathG0pzB45kIhULBvHnz0Ol0LF68mJycHM4++2wiIyPRaDQkJCRgsViIjIyUvlRGo/GYxojq6moOHTrErl27ePbZZ/nhhx9ITk7m4YcfZvz48cfUntIYcnNzGTBgAL/88gt9+vRh5MiR3HDDDaSnpxMIBKisrEStVhMZGXlE6ojBYMBsNqPT6WTrSlxcHImJiVitVnlNCkJabKNIFnE4HCQkJLRopcCpRFNkfbBXWnPXVfBi8GiKIeH91FicdWPtFkajkZiYGEpLS+XnCJNeo9FISUmJVDeI1wu1lcDBgwcpKSmhVatWLFmyhOrqaiZOnEhaWppU9p1qaLVaevXqxWWXXcaCBQs4ePAgb775JosXL6ZPnz706tWLqVOnctlllzV6Hfr9fvbv3y9/1q9fz5dffonFYmHixIncdtttTZrDbtu2jdTUVGJiYkII7ZYKv98vWxpFu5pWq0Wn01FXV8f+/fs5//zzj/t77N69m/T09GMuSBUUFLBixQpefvlliouLSU5OZtmyZVxzzTUoFAp8Ph+BQICXXnqJu+++m8rKSmw2G5dddhndu3fnb3/7Gy6Xi8jISFq1aoXH4yElJYXY2NgQFZdoa46OjkatVktV2l8x3ehkoLS0lEGDBrF//35ee+01zjrrrEaf9/7775OdnU1lZSVPPvnk77o/hRFGGGE0xGlDxJxuCF7U6XQ6UlNT5c10xYoVtG3blrlz54Yk6UB91WTjxo2kpaXhdruP+fO8Xi/PPfccS5cuxefz0a9fP8aOHUufPn1CpLYiEvupp56iXbt2LF68mOHDh6NQKCgsLAyz/KcYjU2K/H6/rOSKNiTx/2CIqq7P56O2tlb+3Wg08sQTTxAIBJg2bRo//PADjz322AlXLdu2bctbb73F4MGDufLKK+nfvz+tW7dm586d7Ny5U/a+mkwmevfujclkIi8vj927d/Phhx/KChzUL+aHDx/OfffdR0xMzDFtk8fjYdSoUaxfv54uXbqwatUqunbtSiAQoLy8HIfDQVRUlCQWgydFer0+pN1LpLE0RnA19BFozt/jTIVCoeCBBx7AbDbz3HPPsW3btiMIjGCIxJvY2Fji4uKIj48nIiKC2tpa8vPzycvLIy8vL8SEMiMjgyeeeIKsrKxGW4yOFd988w1Dhw7FbrezceNGLr74Ympra9HpdLItxWq1kpiYiNvtlgSniCo2m820atUKn88nW0XNZrNUzAByARrceiSSRaD+mjjWhV1TbTenKwRZ3xDB5PPxVt3F/my4iBT31+CUOSBkXzbmEyLIm/j4eNxutzTyFsrDYJ8ftVotW6a7kSQ0AAAgAElEQVRMJhPt2rVDp9NhMpkoLy/njjvuID8/nyFDhvDoo48yfvz4P/w4ZmRkMG3aNLKzs1m5ciVPPvkkQ4YMIS0tjQEDBnDppZeiUqn49ttv5U9wW0Z6ejoLFixg1KhR6HS6Jsc9j8fDxx9/TPfu3amsrARa/hjpcrk4fPgwLpeLzMxMjEajbPV1Op3s2LGDyZMnH/f75ubmUl5ezty5c7nwwgtJSEhApVIRExMTci7+73//Y/Xq1WzZsoVAIMAVV1zB6NGjueKKK0LmZAcOHGDUqFF89NFH9OjRg4EDB/L3v/8dvV6Pw+GQBG/79u2JiIiQbcUJCQkh5GFOTo6cP1itVnnNCOVXGKGYP38+u3bt4rXXXuOyyy474vH//e9/zJo1i/fee4+zzz6bd999l7PPPvtP2NIw/kgoFIpsIBtoNrEsjDBOFsJEzElCw2q66GG32+1ERUXJx6qqqti3bx8jR46UC+tgRERE8Nhjj3H//fczfvx47rjjDvr379/kBE+Y/q5evZoff/yR/v37M336dC688MJGn79w4UKeeuopxo4dy6xZswCksqC8vJyMjAwyMjJITEwMV1BOARpOioxGo2yDEMaTwixSVGmtVqtccARXgT0eD4cOHSIpKYmkpCRefvllHnjgAf71r3+xefNmHn/8cbKysk5ocdC6dWveeecdHnzwQTZv3iwns3/7298YOnQo3bp145JLLjmi17yqqgq/309eXh75+fmkp6dLRU1zC/hgzJkzh/Xr1zN//nyys7NxuVz4fD6MRiM1NTUUFRXJFJTk5GQZCxzcxiUmxD6fj9LSUrkfxd8bU7+IBZtOp8PhcJwx/fJHg0KhYNq0aUybNg2oX+Dk5eXh8/moqqqiqqqK8vJySkpKKC4upri4mKKiIn755Re2bdtGXV0dERERpKSkkJqaygUXXECbNm1ISUmhdevWdOjQQbapHQ/5HIwNGzYwYcIE4uLieOONN4iNjaWkpITIyEiMRiMej0cuWkSLk7ieRMpRcFtMsL9I8LnS0NQSjkw8OlY0Zeb+V8PJrMgL8qqhOW9DBJv5imOnUCia9LBSq9Uyulok64iErOAkK5VKxf79+4mMjCQ6OpolS5Ywb948pkyZwrvvvsuKFSt+V6z8icJoNHLbbbdxyy238OKLL7J161ZWrVrFsmXLgPpztEOHDlx11VVcfPHFtG3bloyMjBDD3eYM0zdt2iQVBC6XS3rntOTxUdybPB4P5eXlFBcXy3Hm0KFDeDwezj333ON+34ceeohFixbx5ptv8uKLL8q/q9Vq4uPjSUhIwOPxsGPHDsxmMzfffDMTJkwgNTU15H1qa2t5+umneeqpp9BqtcyYMYP+/fvj9XplW1FpaSlt2rRBq9XK+5oYr3w+nzyXhW9VUlIS8fHxx9T2e6Zj0KBBPP/883zzzTchSVX79u1jwYIFrFu3jqioKB566CGmTJlyxiodzzQEAoEVwAqALl26NC/NDCOMk4DwaH2S0LCaLkgWt9vNDz/8QHV1NTabDbPZTGVlZbOTteHDh9O9e3duueUW5s+fz2effcb06dOx2WwAHD58mA8++IAdO3awfft26urqiImJYdGiRfTv37/J93366ad5+OGHue6665gzZw4Wi0WqF0wmE263G6/XG2KWGMapRzA5IyZQDodDpogIo9WGVeBff/2VkpISFAoFCQkJ+Hw+Jk6cyKWXXsq8efMYNWoUa9euZfHixUdMAo8FaWlprF69mpqamhBjTYfD0aRZr0KhwGq1YrVaOeecc477M3fs2MHjjz/O8OHDGTNmjKw+2mw2WrVqRbt27TAajSQnJ6PRaPD7/ZSXl5Ofny8XUxaLBZvNhsvlkj4SGo0mZCIlrtdghYPwlhDEDhx/Bf9MgF6vJy4u7pjNen0+X0gFuLq6usl0kONFIBDgn//8J/PmzaN79+6sXr1amsaK68flckkSQJilx8XFSZNdk8mEw+GQKh1hwOv1eiktLZUkjfjuwf8KnEiyyJnSMnCi/hOBQOCISGtBXplMpmaJL3F9BysLm9rPInXJ5XLJscBgMFBSUiLTAouKirDZbKSnp8v7sN/vR61Ws3btWlasWMHcuXM577zzuP/++xk+fDgxMTHH/Z1/L4xGIyNHjmTcuHHY7Xb27duH3W6nU6dO0uPoRI7F8uXLyczMpEePHni9XnJycsjMzGzRXjFCNer1esnPzycQCJCYmIharebrr78GOKF7VKdOnVizZg3V1dUUFBRQWFjIzz//jMPhoLCwkMLCQvx+P/fddx/Dhg3DaDTKtm+B//znP8yYMYNff/2VQYMGMWHCBFq1aiWJQ7PZTF1dHTU1NQQCATp06NBowUBAr9cTHR0dbqs9Dlx++eVkZWXx5JNPct1112E0Glm4cCEvvfSSJMamTZvWrAlzGGGEEcbvRZiIOUkQN0eNRkN+fj5Qny7zyy+/4HQ6ZaVX+FccrWqWnp7OwoULeffdd1m+fDmjR48mMzMTh8PB3r17gfqq7ahRo7jiiivo1KlTs8kpa9as4d577+Waa67hX//6F06nU1ZZnE4nOp1ObtNffWFwOkCY7YkUEY/Hc0QVOC0tjYqKCtxut1xcxsbG0r59e+bMmSPNmjt16sS8efMYP378CU3S/qjJtt/vZ8KECVitVqZPn05FRQV1dXVERkaSnJwsVQzBiQZOp1PKtG02myQTy8rKqKmpwefzERERQUJCQogCRlyvoi0Mfqusi8da2nXw008/0bZtWwCioqJ45513TotWwubGpd8Dl8vFhAkTeOONNxg8eDCLFi0iMjJSth0J8qS0tBSNRkNUVNQR57/wkRCta8HHvKSkhJycHFJTU6VHTDDhcjQfk6PhdG8ZCPZ+ORUtOU6nU6rcGpJWR1twBicW1tbWotVqmzTm1uv1eL1eiouL0Wg0REdHy+PsdDrJzc3F5/NJBZUgd8Q44nQ6uemmmzj77LOZP38+06ZNY/r06QwYMIARI0YwcODAJlPLTiVMJhOdOnX63e/z888/8/nnnzN+/HhiYmLweDzU1NTIa6elKgX0ej0JCQnExcXh9XopLy/HbDZTU1PDwYMH0Wq1cjw9EVgsFiwWC+3bt+ess84iLi7uqK/Jy8vjkUceYd26daSlpbFw4UIuuugiFAoFpaWlJCcnEx8fL1vihOqwrKxMvr84N4PHnzMhYvpU4NJLL+X999/noosukh59WVlZLFiwICRhMYwwwgjjVCFMxAShuYl1IBAImWwGS5/FRE+v11NSUsKePXtwuVykpKSgUqnQaDQkJiYCSH+NuLg4fD4fLperyYVKXV0dQ4YM4YILLuCJJ54gJyeHlJQUxo8fz9/+9jcuv/zykOcHV6GD/UXWr1/P1KlT6d27NxMmTKC4uBifzyf9HMQNXFTK/gp+BacbGp57CoWCmJgY3G63JAsEEaFSqWSFtnXr1uzbty8kIl34oowaNYqBAweyaNEibr/9dl599VWef/55MjMz8Xq9zR7npmKSof68bCqe2Ov1NvlYXV2drG439nmrVq3i66+/5u6778ZgMFBUVCRTkTwejyQPRfsW1J/zarVaTrZNJpNMRhGTWaGaEQqJtLQ0VCpViHdE8GJCTGpb2nVgMpm48MILqaqq4oMPPmDZsmXcf//9QGjCS0OIVJmmHmsKJ3qcofn46uB49uYeCwQC1NbWSrVKeXk5Pp9P/r5o0SK+//577rzzTiZOnIjZbJbXi/B+Ea83mUz4fD78fj8GgwGdTifbXIqLi3E6naSlpcn0I5PJJP1AggmahnHNzaGlnT8nG0drrQoEArKNQrSDBe+To+2fYPJFPFehUMg2ocb2v7hPBy9M1Wp1iMqtIcGqUChwu91UVlai1WqJj4+ntraWuLg4/H6/jLnW6XRyEQ/QqlUr3G43xcXFlJaWEhsby6JFi3A6nWzcuJE33niDTZs2ER0dTVZWFjfeeCNdunSR3yUQCDR5Dvl8vmb3T3PXV7CKsiGCW/Qaoqlrevny5Wg0Gnr06IHH45FteMEkdkuDOA/EnMbpdKJUKtm/fz8+n4/c3FzOOuusI1ohy8rKmiQ07Hb7Ea24AuLe0hRyc3NZvHgxa9euBeCGG24gKysrJOZd+FKJiGmTyUSHDh3weDxShRXGsaOp8xzqr5HPP/+c119/ncTERNLT06msrGTVqlWcf/75La4IE8afgx07djQ5Djc0cw8jjBNFmIg5QQgPGEHCCC8Cm81GamoqRUVFVFdXU1VVhcFgQK/XS8NKqI8+VSqV2Gy2JomY7t27o9PpuOiii7juuuuk1wLUT8Saq0QplUo+/vhjlixZwttvv82ll17KjBkzaNu2LXFxcVRVVRETE9PoIPNXX0D8GTiRfapSqTAajbIaKxapBQUFsuc9JSVFLhTKysqorKzE4XCQlJQE1Hu9rF+/njfffJPbbruNrl27snTpUq677rpjqig3hsjIyCbPWZPJ1GR/utfrbfJ1+fn5/OMf/+CKK65g3Lhx2Gw26QsjfHGqqqqk4sVgMOB2u+WiGZCpZCKmU1SwhWFrTk4OFRUV0l9GTIBPl/ajjIwMli9fTm5uLjNnzmTFihXcd999Mlq3KQj/ocYQFRXV5PEyGo1yvGkIq9V6wkqX2NhYqqqq2L17N3v27KGwsJCSkhJKSkooLS2ltLRU/r85oshkMvHkk0/StWtXysvLUSqVqNVqvF6v9BMyGAyyRaSwsJDKykqio6OxWCxERERgMBgwGAxS3SG2Q6R/ZWZmhhABwQa7v6cF4K8wxjZGlARDkB+CDIWmvXAaJis1d202t9/F65rbVuAIJU9MTAwOh4OIiAgqKiqk6anRaEStVoeoEX0+H06nk8OHD5Oeno5SqcRutxMZGYler+f888/nggsuYPTo0Xz77bds3ryZ1atXs2zZMqxWq/T0SkhIICkpicTERBITE+nQoYNslREL9KbQHFGu0WiavKb1en2T17RotQqG3W7n5ZdfZsCAAVx00UXSkDbY26wlLlrFvgtWvMXExBAdHU1BQQG7du2ib9++R4yLZrO5yXNUtP80hqSkpEbJr0OHDvHYY4+xevVqoF6BkZWVJT38hGrP6/USERGBVqtFrVbL99JqtX+JsaKl4ZdffiE7O1v+brFY+PLLL6UK5lSpOMM4veDxeH638jWMMI6GMBFzghAeMGLyIhauCoWC2NhYvF4vubm5REREyOhMp9NJYWEhgFTIHA+amkAFw26388orr/DMM8+wc+dOYmJiuOmmm7jllltkbGNtbW3YiLSFoTHzWPE3kWYhKv1i0eB2u3G73SQmJkovA5VKhdlslmoaQQJec801JCUlMXv2bG688Ubee+89/vWvf7WYHv8777wTj8fDnDlzUCgUqNVqoqOjpcmuXq+XJIzwhPF6vZjNZhISEjAYDDgcDjmxDU6gEhPr9PR0eS2ejhDxpHFxcWRlZbF582ZeffVVbrrpplP6ubW1tfzwww/s378f+E1xJSarYvEbvIAO/t3n87F//3727NnDnj172L17N6WlpSGfYbFYiI2NxWazER0dTatWrbBarVgsFgwGgzyOKpUKq9WKzWaTi1hAqhOrqqrQaDRUVVVRUVGBVqslKSlJtrhYrVbMZnMI0ShUL8IbRLQw6fV6VCpVyELoTDHYPRYczftFLNCDFTFN4USTlQQxFvwZjZFlwQqZYHVMcPxvRkaGHG+FIbB4jvi/IPlKS0vZv38/JpOJ1NRUaeoM9YblRUVF0vz+gQceYPr06Xz//ff8+OOP5OTkSJP9wsLCEBPzCy+8kOzsbLKyslrE+bV27VpqamoYO3YsZrMZj8cj5yGnQ2tdw+Qks9nMoUOHKCkp+V0JOF999RUff/wxUVFR0pcsISGBmJgYbDYbRUVFIQRMr169mDhxIklJSVJdZbFYMJlM2O12ampqMJvNIferME4Nvv76ayZMmCB/j46OZvPmzeFWpDDCCONPQZiIOU74/X5qampwOp2yX1qr1eJwOORzysrKKC0t5cCBA8TExBAfH49Wq8Vut8voyMOHD58QGdMcduzYQd++fSkrK+OCCy5g7ty5dO/eXapnRNvG7t27iYqKIjk5OXzTbyFoLDq5qThllUpFx44dKS4ulkSLgFCKiAWISqXC7XZz6NAhKioqGDRoEFarlVdeeYUvvviCZ599lp49e/5RX7NRvPrqq7z55ptMnz5dJhYJNYsgp4QaKC4uDpPJRFVVlWwzEkbT8fHxUnkmKtvBFU+VSnXCk62GFfs/A4FAAI/HQ0JCAv369eOcc85hwYIFXH311cfk07Bjxw4mTpyI1Wpl8uTJIUkRjaGyspJHHnmE5cuXn3CaUTBiYmI466yz6NOnD61btyYjI4Nu3bpJAkUoFGpra/F6vSQkJEjzZK/XK8k1u90uW82USqU8Hvn5+eh0Otl6FBcXh8FgkMqXuLg4afwsXiMMnUVkvFDV+P1+2QIXrJ44Uwx2TwaCF+oGg6FZP5kT3a+CwAlW3QDNkjpNfVYwWaNUKqXZrzBHVyqVlJeX43A45HczGAyo1WpJhgtCUBiJazQaSeb16dOHzp0743A4iIuLk15Xe/bs4dChQ3z//fds2LCBW2+9lenTpzNp0iSmTp36p/lABQIBli9fTqdOnejbty91dXWnzXkffCyCzwGXy8V3330HnJhRb2VlJffccw8vvPDCUZ8bERFBv379mDp1KjabTZ5H4h5tMpnkPSnYgyqMU4cff/yRG264QRrwdurUiRdeeCFMwoQRRhh/GsJEzHHC4XDw888/y4VBfHw8DoeDkpISAGw2m5S7KxQKKisrKSoqwu12U1FRQdu2bUlKSuKyyy5j1apVzaYcHQ+qqqq4/vrriYiI4K233uKSSy4hNzcXq9XK4cOH8fl8IRMSpVIZ4roPJ092H8bxQZAMoiov0DAdoSExY7FYqK6uDolsLisrA5DHUKfToVQqSUtLIzIykrPPPpsePXrQv39/nnjiCa644gomT57MvHnz/hRS7quvvuLWW2+le/fuDB06FKiXhwfHzkJ9j71IGxNpN16vF4/Hg8vlwuFwYLFYUKvV0hNCLKbFwrqh4uh4cKIV+5MJ4WXx66+/YrVamTdvHtdddx0DBgxg48aNzaYYvfbaa2RnZ2OxWDh06BCDBg2iTZs2jB8/njFjxoS81uv1snLlSubMmUN5eTnDhg3joosuonXr1mi1Wqqrq6UnQlRUFImJieh0Ohkz7vP5JJlSVVUlK7+tW7fGZDIRCARwuVw4nU7i4+Nl+4DBYJAJcHV1dZLgFue2iCIXaheVSiXfRyihREW5pqZGKqrKysrk9ws+JyA0BcnlclFcXCyVVA3jqoVvUJi8bhzNkZVHUxKdaLJSc6qbpkiDYzmGjaVjibQwoVC0WCwhisJgIkej0WCz2fB6vVgsFiorK6XHSExMjCQJFQoF7dq1o3Xr1nTq1Inhw4ezfft2Nm3axPz583niiScYN24cd9555wkl3/0e/Pe//+WHH37g6aefPu3mAw6Hg6KiIuLj46X5rfBZO3DgAFDv8XM8+OSTT5g+fTqFhYWMHDmSyZMno1ar2b17t0xLEibxdXV1Mv0yeAwRiX5ut5tAIBCS1BbGqcXevXsZMWKEJGxbtWrF2rVrT1qCXxhhhBHGieCMJmKOVuUOJiaCYbVaZVQu1E/QgqtWwjT00ksvle/t9Xqpq6ujT58+9O7dm9tuu43rr7+eu+++m1mzZv2uiY7P52Ps2LEcPHiQ5557jn79+lFeXo5Go6G6uprY2FicTic2mw21Wi23p2FMdUtYbJ6JcDqdIVV5CG1VEhXkhouDxv4NruyIRWhsbKxMeID68yUzM5PevXsza9Ysnn76aZ5++ml69uxJVFTUET+xsbH07t37uGMcfT4fXq+3SX+SAwcOMGzYMFJSUnj00UeJjo6W11pJSQllZWWkpqbidrul2aJY3CuVSinp1+v1IVG2jRFbTamLjhUtQQmhVCrlJN9gMHDeeecxd+5c/vGPf3Dttdfy5ptvHvHdvF4vDzzwAEuWLKF79+4sXbqUmpoafvrpJ9asWcP06dOZM2cOo0aNYuLEieTl5TF9+nR27twpY9AzMzNxOp1ERUXJVgqVSiXbhKxWa4j3hpDZe71eDh06RHR0NCqVCp/PJ1VKwUoWUSU2m82oVKqQMVN4cAkDUoPBQJs2bUhNTcVoNGI0GiUBJDyVxLUTExMjzXqFh07DyGPx2cIEVrSQCtVMcwlawfeHsI9D8/ePU3X9BJMq4t+mvGWOdrwakrUNryWlUik9RIJJ4sbSmPR6PWq1mtraWmkybrPZsFqtIcSi0+nEZDLhdDqlL8iQIUMYMWIE//vf/3jyySd55plnWLx4MYMGDeLmm2+mf//+fwgx8uyzz2I0Ghk+fLhUjsHp15InkgcPHDiAWq2moKBAJu0dC2pqapg9ezYvvvgi7du358EHH+Rvf/ubvDdmZGRQU1ODWq2WnxEZGUlsbKxUviQlJYWoq0wmE36/X447YZxa/Pjjj4wcOVISXx07duSf//xnmIQJI4ww/nSc0URMw4ljw4la8ONiAmk0GklOTgZCTQOF+sDpdMqEl6SkJOLi4qirqyM3NxeFQkFUVBTp6el89NFHTJ06lccee4ydO3eycuVKIiMjj3nbCwsL2bZtG1u2bOHDDz+krKyMO+64g2HDhslJk4iZhPo+WNHfLVo+Gk6KW8Ji80xEcCSrQDBxIB5vuDgIXkSK30WFVpCMXq8Xu90e8lyVSiWJwylTpnD++edz4MABdu3axa+//kplZSUVFRVSZSC2YdSoUUyaNIl27do1+312797NqlWrePHFFyktLSUhIYG0tDRSU1PJyMggPT2dlJQUZs6cSV1dHW+88QaxsbEy3UatVlNZWUlNTQ25ublShQH1lW+1Wo3dbpepNsI7JNiYMVgpJF4nXnMiONGK/cmEUqmUY4/RaCQnJ4eOHTty7733Mn/+fIYPH87rr78uv2NJSQljxozhs88+44YbbmDmzJlSrTJw4ECysrLYtGkT69atY+XKlTzzzDMAZGZmsmLFCq655hrUajWlpaUYjUaZuCJ8W7RarRxTxGI0mBQU7Zrl5eWkpaVJ412VSoXNZgtJvwomPcS4Wltbi9/vp7KyUvojQf2xFCR4cIww1EdVC/PiyspKYmJi0Ov1lJeXy8Vxc/tXPC5UM82pJ8J+MaFo7v7REpRETR0vcd8PNuRtuK3BJE0wmiJ4xXhRU1NDWVmZJIsb+g2JzxMeV4AskHTu3Jnly5czZcoUXnrpJTZs2MCmTZtISEhg5MiR3HTTTbRv3/5k7Z4QVFVV8dprr3HVVVcBSGWlaB1t6eSj0WgkMTFRquqioqKIj4+nqqqKwsJC6dVyNHz22WfccccdFBQUcPXVVzN+/HjS0tIwm83S/0qlUhEdHS3jpn0+n/SiioiIQKfTNUq2iHMkbAZ6aiGUMDU1NSgUCsaOHcu0adOaVZCGEUYYYfxROCOJGHHjC16ciclYdXW1nNyLBY1er5cLGDEhKS0t5eDBg7Rv314SHsI7Jjo6GpPJJKXxeXl51NbWEhkZSV1dHUVFRWi1WmbMmEFiYiKPPPIIl19+Oa+++ipt27aV2+n3+wkEAvh8PsrKyti5cycffPABH374ITt37gQgPj6ec845hz59+nDVVVfhcrmkUiA6OhqlUklKSgoRERFyMtBcBGu4LemPR2PV18ak8Y2huUlc8GsFIRdsWOl0OomLi6Nfv37ExMRgNBopKSnB4/EQGRmJz+cjPz+fgwcPsm7dOlavXs3y5cu57LLLmDx5MgMHDpSTWYfDwfr161m1ahVffvklarWagQMHYrPZOHz4ME6nk2+//ZaNGzfKmE+1Ws0rr7zCWWedRW5uLsXFxeh0OklgCg8QoYQoKysLUUtYLBZpvCvaXaqrqyWZI8xtjUajjDVuqAI7nSDaakT7Y0pKCkqlklatWmGxWLjnnnu48cYbeemll9ixYwejR4+mtLSUhQsXMnbsWNxuN9XV1ZJI0el0XHLJJbRv357Jkyfz8ccfo9PpGD16tIzzFYa7RqMRjUYjF6wul4uKigo5Hgq5t2jLBCRRVldXJwluQYaUl5djsVgoLS0lKipKvkaYiUN9e4dSqZQteOL8jI6Olue9y+WipqZGjt8FBQXy+4njL/ady+WSpE3wIjL4Ggq+7kS8cGOqSPFdg/890/F7yMrf68HU0LS3sRbEptRN4r5vMpmkYqrhuBpMuMBvHjTiHNVqtUe8RqSO+Xw+1Gp1iAGw+AyR2BUIBIiJiaG4uJiamhp0Oh1msxmdTkerVq2YOXMms2fPZvPmzWzYsIEnn3ySxx9/nG7dujF69Gg6d+5MRkYGkZGR8v2a2k8NHwsEAhw+fJi9e/dy8OBB9u7dy/bt23E6nXTv3p38/HxSUlLkdwgmj1oqAoGAbJesqKjA4/Gg0Wioq6ujrKyMpKQk+T2CIQjluro65syZw3PPPUerVq2YMWMGnTt3loUNs9kskzP1er1UBrZu3Vp6A0HL3kd/FTSVIObz+cjJyWHUqFHU1tai0WgYOXIk06dPbzLePYwwwgjjj8YZScQINFycBbc2VFZWolariY2NRalUhkzE9Ho9lZWVHDhwAL1eL3uNvV4vDocDtVpNVFQUfr+f/fv3c/DgQYxGI2lpadLIt6KigtLSUgYOHEjHjh25/fbb6dGjBz179iQpKYnDhw/Ln+LiYnw+H1BvAHfJJZfQs2dPBg8ezPnnn8++ffswmUwUFhbidDpJTEyUi9To6OgjJqViQQbhSm5LQcPqokqlOqZFTVOLFqfTKX1TRPpL8AJUECjx8fEyjUitVmM2m6VJpXj/Cy64gMsvv5x9+/axZs0aPvjgA7KyskhPTyc7O5ucnByZrtGuXTuuv/56rr32WmW3JV0AACAASURBVDIzM6XyymAwoFKpyMvLkzHsGo2GLl26kJ+fT05ODmVlZSgUCun1kpycTEVFBTabDZfLFeL3YrVa5bUZCARCJN56vT6kfaChyWpLruQeDQ6Hg+joaNRqtay2KpVKrrnmGhwOB3PmzCE2NhaVSkVycjLPPfcc/fv3JyIiQkbiCp8dkRCTlJRETEwMl19+OXV1ddTU1MhKrzhORqORsrIy7HY7DoeDhIQEUlNTUSqVREREUFBQQExMTEiV2e12SzK7qKgIpVJJ69atsdvtMrJatAwJr5jKykp5/gn5viDHS0pKqKysxGAwyBY8cTxF1VlEEJtMJrlAdrlc8lpqbNwTKVCCCGiqXbOxsfLPVkm1ZBzPdXY8bbGNtRg1ZtrbWGtRc+a94j4pSKHg+2ZTnjEul0sSpA0/T6FQkJqaKklPu92OWq3GYDBIXyuov6bj4+Mxm82YTCZpVi4+W2yf3++ne/fuXH311fz888+89tprbN26lYkTJ8rPtFqtUnWYmZlJeno6KpWKmpoamc5jt9vlT0FBAb/++muI+lGlUpGZmcmgQYPo3r07FotFkhaixbWlj6PB7bwlJSUUFRUB9YRaQUEBPXr0aPJccLvdDB8+nG3btnHVVVcxcOBALBYLVqtVKu38fj/p6ekkJCTIQoq4Z9vtdjlmHQsR05L34+kMh8PBmDFj+OmnnwDIysrinnvukcc9vN/DCCOMloAzmohpWNEUld/gtg5RUQ9Wxwjz04ZeAjU1NSEJLyImU6vVotPp0Ol0pKenA5CSkkJ5eTnR0dF07NiRVq1asWzZMl544QUSExNJSEggKiqKNm3aYLPZMJlMJCcnM3jwYNxuNxEREXIh1KFDB1n1ESaZYqLU2OKhOd+DME5/BAKBEI8UcX4G+x8YDAYSExPR6/VyUS6SvcQCoLy8XMZsms1mLrroIiIjI7nhhhvYvn07H374Iffffz96vZ5rr72Wq6++mujoaGmYKogdMbm1Wq04nU4iIiJITk6WE3y1Wk1aWhrR0dHodDpKSkqkciJ4kSOk5qKlRSyaGrYMBCfeBC+s/gpqL1HlFWlCUG8QrlAoGDduHG63m4ULF3LppZfy1FNPSYNPoYhyOp3Sp0Cr1aJWqyVZIche4VshFhd6vZ6ysjI8Hg+xsbHEx8fLVkeAiooKqqurqaioCPEoEsfE6/XKzwdkX35kZCRVVVWyzcjlcsmxC+oVUx6Ph6ioKKlGbNiWFEy2KRQKGUEsPluQPcLHRpz7DdEU4RJWvRwdJ+P6Op793Nixamjaezy+Gw0ViY21GzV8jvj/0e6lIhXH7/ejVqtDxmP4rXgjIMZjjUYj2yyFf5jX65VFGZvNxvDhwxk/fjwHDx6kqqqKHTt2SAXj3r172bp16xEEi9lsloSP2WwmOjqa4cOH06FDB8466yxpvB0bGyuvb/EeBoMBu91OXFzcabOIVSgUMr7e6/WiUqkoLCwkJSWl0ed/99133HzzzZSVlTFp0iR69uxJcnIyBoOB1NRUFAoFhw4dQqvVHmHWLBAeM/58HD58mBkzZlBWVobNZmPAgAE88sgjjR6vMMIII4w/E2c0EdMUUdEwOlf8Lfi5kZGRnHvuuSFmoCUlJdjtdsrKymQ0pegTrq6uJj8/n4yMDOnlYbPZqKmpobq6GqvVyq233sr48eMpKSmhTZs2REREUFRURFpaGm63W07IdDodHo+H4uJiOakThoAJCQnYbDa5oA42rwzHI54ZaMz8tzmzWnGeiGqpIHAESSIW/cIANSYmhnPOOYcxY8bw448/0qZNGxITEyksLJSEi0Bw1VEQiNXV1SQlJQG/eb4IRZpQywQnPgWbZzaUIQt5uN1ulwsF0bpkt9vldfxXMaEWEfS//PJLSCuFiHPu27cvo0aNIjIyEqVSiUqlkua4NTU1cv/5/X7Ky8vxer1y8Rfs6+J0OnG5XMTHx4e0fAkDSo/HI6vMNpsNi8VCVFSUfG8x3ohj1rp1a6D+3AsEAphMJjQazRHEjWidKC4upqysDKPRKP0Y3G63VEvB0X2UhEmvUCE051PS1OKpJXibtHScDJP342lrauxYieMUCAR+9/E6lrbQ4HNcbEdj3ilCvSOuBQFBCAYCAUnQwJG+SMHXeGVlpTThT05OJiEhAbvdTtu2bTGZTPTs2RO3243P55NG1hUVFQQCAXntlJaW4nK56NixI2azGafTKT3sxLyhvLxcJtOJ+4HZbMbhcHD48GGZFtmSEQgE5FgmVM+iHcXn8zUaCf7WW28xYcIEEhISePHFF3E4HBQXF2Oz2WjVqhV1dXUolUri4uJC/McaoiX4iZ3JOHz4MOPGjWPfvn1oNBpuu+02Jk+eHB7HwwgjjBaJM5aIaSpBoeEioik0JGZEYo0gRYTPTEJCAhqNhvLycjlhEwsiUZVWKpVysia2oaCggDZt2oTIk0tLS2W1uqqqitzcXKkuEC0aYruCPWEaLsJ/b4JMGC0bjZn/NlxcNNaeJs79uLg4OYkXi16v1ys9ZcQks7i4mHPPPVem09hsNsrLy2ULiVarJSkpSVbMRfqNxWLB6XRiNpslwehyubDZbFJhBhxBJkFoLKkgD+x2e0gqjlarpaysTCra/ioVSkGauN1uamtrMRgMxMTEUFpayoEDB6iqqpLpRNHR0VRWVkqVCxDideJwOPB4PPh8Pkl0CVWUWq2WCzoBsXAUypjgtk1AkmgajUaOL8FGusGVyJqaGoqLi4mLi2s0/tfn82EwGGQLVvBxa+6cbgjxXYRiCJoe98OEy4njj76+TtWxaureL9St8NtYGdxWZzAYjlDpBAIB2f7j9XrRaDQh14uAOOe9Xi8lJSVERUVhsVjQaDR4PJ6Q4onJZCIlJUWq0kT7kojtDibdlUolZWVlknitq6uTBGhsbCx+v5+ioiJsNhtFRUXU1NQQFRWFx+PBbreTl5cn31OoaISSTvhytWSIwpjX65XjlSDqU1NTeeyxx+jdu7ckiDdt2sS4cePo0qULDz30EG3btqWkpIQDBw6QlJQUYi4erLYMo2UhLy+PW265hby8PKKiohgxYgTjxo0LJ1OFEUYYLRZnLBHTlBQ9uMIuJk4NFSU+n4/S0tIQT4TgaEvRkuR0OiUREx8fj91ulxW7QCBAUVGRTPUQ0Gg00huhtrYWk8mE2+0mLi6OVq1aodFoOHTokJQt19XVSXm/6E8WPgnwW5SvMK+sqan5yyxM/+o4Ucl/cHVYoCFxqNPp5LkhYoIBSSQqFAo0Go0kYvbs2UNhYSFdunTBarVSXV1NaWkpcXFxUlnh8XikciYyMhKr1UpycnJI9KlWq6WmpkYSO8FpHFC/wAkmNCMiInA4HCFtRuLcF98rJibmCINOm81GWVmZJDr/ChVK8Z3/j713DZIkO6sEj3tEeHi8I+OZj87M6urqp9RiWt1CLalNI4REG2YIIQkQGMiMhUGw/GAZQ8PMzu4P2druMsPwYzXLGkw3YEg8DBkrbLWLCaERBgiZyST0GB5CD+isyqyuzIyMiIynu8fDw31/ZH1fXff0eGXlIzLrHrOyyszw8HD3uH793nPPd85DDz0EXdf5WlJsczqdhuu6yGazaDabqNVq0DQN6XTac70Mw2Dz3cFggFqtxvsX4+3X1ta4pK1UKgEAS/wpYYgUL2K5hVh2cXBwgEKh4CnLoM/qdrs8uaM+lkpLaBWb+sIgA1b6TP8kmfpqUheQtxAgk47OAhd1fwWRaqICJejZPQlBCxTkTdRqtaCqKlZWVuA4DlqtFhPBwHEyyjRNVCoVzz1Fx0H9F7Xffr+PdrvN24tpLnT80WgUwJGXkkjoJBIJLC8v831K5HMmk+E+td1uM1lDJubf/OY3PUqR1dVV/lwqAUwmkx6vMiqzugyIxWIoFouoVqtot9vs0VOpVPBLv/RL+PCHP4z3vve9+PSnP42vfe1r+Kmf+ik8++yz+IVf+AVWHlEp7PLyMn+HkoRZXOzu7uLHf/zHsbW1hXK5jF/8xV/Eu971Lr53JCQkJBYRDywRM46MEFfYyYvBP0Cr1WrY3d0FgGMDE1qlImk/gQZmlmVhc3MT7XYbBwcHnAhC6Ha7yGazPInIZDI80UqlUqhUKtA0DZlMBo1GA61Wi70ZaL/1eh2apnHaDJVrkE/DysoKr+LRxGeS+d5V8ti4TJgm+Re/l6DvznGcY4QhgdopEYYkgycyj0qGSK5OKRS9Xg87OzucIlatVnmy0Ww20e/3USgU2BAWOFLfAGAvGkpC0nUd9Xod4XCYV5AJ1P4bjQYTRuLkw98OiaCh18RJOJGSlx3iijdwZIBbqVSQyWT4uyMPHfKlUlUVrVYLzWYT6+vryOfznHbkOA46nQ729/cxHA6xubmJXC6HV199FbZtYzgcsmKJ2h+VSRAxIqoFxONMJBJotVowDIOPAzj67uLxOHte+PtYSpIRyWwiY4Dj94FlWVwitbKyAuCeIW+QYkaS0FcHQaSaZVk4PDzk9jyPMb3YXqhd01iAfFWi0Sj3eQRKbBP7YdFQWlRRUHulvor8l9bW1tifhfrRSCSC4XDIyi56flN5np9konTHbreLra0tFAoFJm3Ib4nus2g0ilQqhWw2y88CTdO4hKnb7WIwGCCfz3ueMeMUZYsGRVG4xBYAms0m9vb2cPPmTSiKgh/+4R/G7/7u7+Kpp54CADz77LP45V/+ZSaZS6USisUi93cAPAsKksRdLFA60vb2NlRVxfd///fj3e9+95V59ktISFxdPLBEzDh5s6IoHn8Y13WPRZqSNLdQKByLgqbVq+XlZQDgFWOqJSf/jlqthsPDQ+zv72M0GiGZTHK8KwDcuXMHrVaLJcPVahUA2HiSfGIcx2FDTZqkdDod9Pt9nvxQuQZFZdq2jf39fZ5Ai9GzdA1EnIYHgMT8ECeNQXGk01b3RcKwVCpx+6R2TGoRMkOlzzIMg8mTXq/H5tTXrl1DLpfzGECK6gNK0CE/j2Qyyau0pIigSTdNaFqtFobDIZMCq6urnkkyEQuUnpNMJnnCMhqNWD0hTsbFBLRJkuRJ0d/A4qUqEGF1+/ZthEIhdLtdRCIRJBIJ9ly5c+cOHMdBLpdDMpnE0tIS9vb2AIAJKtu2sbu7y0oowzC4rJHSluLxODKZDA9kiShLpVKeBK5ut8vpcfTdUTsD7l3/ZDIJXdf5mo/rY6PRKBRFQaFQ8JTYUQKT/zujklB6LyUk+dOyCLIE6eogiFSjErlGo4FEIsFeINTOxsFxHE97ERUtmUwGxWIRiqIwaa1pGhMhwPE0LkVRkEqlju1X13U271VVFYeHh7h9+zaWlpbw0EMPsUqF/u90OiiXyxxZT/uge0wsAdR1Hevr64jFYqx2IzUAKUIikQg2NzdZIUaLNLQPOl4ibnZ2duA4DkqlEpeULoKibFrfTWVjwFGSFJUpLS8vYzQa4XWvex3e97734WMf+xieeuopfOhDH8Lq6irC4TByuRx75NB1AuAhvCQWB7VaDT/3cz+Hvb09rK6u4od+6Ifwkz/5k8cWnyQeTEzrKyQkLhoPHBHjOA5POsZBHKwHrXaRRJdWh0Q5PflakKcLqUgolpf2RZJicvSngdJwOISu64hEIsjlclx2IcZH5vN5GIaBaDSK0WgEwzCws7PDBsFEJon+DbRKTZNf4MhwmPY/aYVLriJfDEjy7yf7aEVy2vciEoY0iaCBOwCOeu33+5wSlk6nPelE0WiUY7CJSKRJSDKZRDabRaVSQavVYil7NBplM+l4PM5RwgC4rdEkYm9vD8vLy5zSs76+zgMo0ZyX7iNRFk6qiWQyeSzOeNb4b/81XTTyRUQoFEIoFOJJUqFQgGEYKBaLME0Th4eHnnQiahdUpkB9gmmaGI1GnCiyurrq8Y+hUkqKBSdFChG4GxsbTLgB4DIGun7Uzkil0+l0kE6nPWWck4hwKi0hRRVNDuk18XuiCS8AVjD4fYVou5NgmupM4mS4H5Wl+N377/FQKITNzU0kEglWAtI2pHIJUoFS+yKIihaKfae/A/DsQ3xPUBsR/d96vZ5HvUPHJUZmE0nZbDbZkJ8S6ESInnIiIVMqldDr9dDr9XDnzh1EIhFWxUUiETz11FNcQi2aXIvjGFLMURQzEVHiM2dR7we6lsC9iHF6vkUiEVYYve1tb8Njjz3GZJVpmrh+/TrC4TBCodCxdhkKhaTCYsFg2zZ+5md+BltbW8hms/jIRz6CN7zhDfzdLWoblZCQkCA8cETMaDRiufssmLQCRK/RhJYSDuLxOA4ODjxqBHo/1ZhTPG8mk2FVSq/X47SXfr+Pa9eu8coMSWbz+Tx6vR7q9bpnIh2NRlGr1RAKhdjIczAYoN1uMwlD6gSSWdMAc9rK1lXx2LgK8LfHSQNif7qFOHAXV3sBsGpFLPsJh8MwDIPVWNS+RSNJy7J4cBuPx3F4eMgKGdM0PaUlNBjudructCN6KJDyQTSp9JcF0mQqFosxeUneB6d1TRcVRMhRWQ+teNP3X61WWY1HE62DgwMkEgmenMXjceTzedy+fRuapiESibCapt1uj00DUVUVjUYDt27dAnCvvDGZTLKCxj9ZpfbmL10Kgr8vBbzlJuNeE3EWhPFlaRuXDWepsgyHw6xIDfrMae0IuEfwjSNp/Z5b485B7L+o3yWjXbrfNjY2EA6Hj/XrVB46zhxXNPqlvrVarSKVSqFYLPK4YjgcsjqHSAcyPadzoHInVVVxcHDgGc/Q3+kzF30sYFkWarUaf8e1Wg2pVAq6rsMwDLRaLW4D+XyeF6RonCbVv5cHVCYYCoXw8z//8x4SRkJiEu4S4XJ1WeLCcWmJGEVRcgCGrut2pm4sIBQKzTVQnzS4D1odo8GaqEYAvIkMwNGgkEoFaKBDK2HknUCr1wcHBzg8PEQul/PEMK6srGAwGHBdOdWRDwYDHB4eemTZgDdFhMocgiI3JRYX/nKleer3xVQaGuzTKqtfbUKIRqO8LZE0ruvyyiARIuFwGMlkkgf/lNpFZSLUzql0pt/veyYkpmkyMeNPRaLPAbypSSSlpzKo07imiwwy2xbJ2Wq16vGiymazWF5e5u+xVquxqa9pmnzdyIiZFE/RaNTjhwDci32ldvHQQw8BAJaWljyTRv9kViR3iXymz6GSIT/8fWlQOlKQCmHc554WLkvbuGy4iOs6Sc0yDqKKkPqbeXxCxP5LJCTFNk2lxv52P6s5LpUbtlotNt6mUkDHcVAulzEcDrG2tsaLNjSBpRJnImhisRhKpRJ74xCpdVlISFIXUQnt9vY2ms0mVldX+dm1urqKvb09dDodLl/b3Nxks2J/UpvE4iIWi+Htb387nn32WbznPe+RJIzETOh0Onj55ZcBIDVtWwmJs8alJGIURVkH8LMAfmXe95Ix3RyfdSyBRnyNyjX8k19xECXWcwNg2TRNkoCjSVa9Xkc+n2e1DNWC0yoUTaDIP0ZRFOi6zqVN4XAYKysrqNfrnJjgT4Si1KRUKiVXey8hxMkmleYAR9+faZqc+EWre0Eg/xdxpTPo+3cchyNQxXhjf3KEruswTROJRIJNe/1xraSuIV8aWq0sFoueSRmtxhL8K88iZvGBmQUnmcBfhIH1aDTi60HXkCZhiUQCjzzyCHK53LHV63A4jG63y5HUhmEgmUxyH9DpdLh/EVNaqtUqtyXy+Ll+/Tp7ZASRgX7Q8YptNWiSI/az/u9CbAPn3U9JT5mzwUUoK/wE4SSIZcfAvfIfUfU6C/xtd2VlxdNfTTsmvyGvf0FHjJwnQ/VQKMRG7cCR2oX2HQqF2OeG1Li9Xo8XfqgkMBaL4fbt23wcVFK96BNdGmeJZZPZbJavG/XbVA5L3juRSITPTSphLg8SiQQ+/OEP8+KEhMQ0dDod/Oqv/iqpe+UKtMSF49IRMYqilAH8HwDe77qurSjKDQBwXfefJ7zngwA+CAAbGxtj9z2LV4R/G5HMGEfKAMcnjVSLTUqBer3OppqkZKHtNE2DZVnQNA2NRoNLmtLpNAaDAZaWljAYDDz13hRZKU6G/dG/41YlZUrSfJi1fZ02/N8fJWSRVJ3Mmf3xrVTSQ5MMgn9by7IwGAzYTJdWgg3DYMWKYRjY3t5mgiWXyyGbzXoULLQ/cVBMJpGUBkYxsbZtI5PJjJ0oiZOZSSTNvG14Xp+Y8zKwFtsWmRTTyrpo7p1IJLjMjECEjaZpfJ06nQ5u3brFqVakUKGJJiltiOAhfyrLsvg7V1WVr5OfDBwHUZUn+tEEXfN5IoclTo6L6rfOAqf1zKJ+gO6HcDjMpLbY7k+iJhX7q1nvG/8Cjl8R2G63kU6nUSwWoes6qtUqwuEwTNNEoVBgckWMh/ePReie39/f50QzAKyaA+Yv1znvtkXnR2MlImPy+TwODg5gGAZs20aj0YBt23jsscfw5JNPemK/SSEjTV4XG/625X/uSUiMQ6vVwn/4D/8B3/72t5HL5QCgedHHJCFxGUe5FoCvAfhXiqJ8P4C3A3inoij/etwbXNd9yXXd51zXfU4kOfygyZWYCjNtGxq4EAkz7v3iSjZwNAhKp9MsH6Y0hXw+zwMJkXyh95GharFYxOHhISqVCitgTNPkxJu9vT1Ofuh0OqxqEI+BVuPGpSRNug4S9zBr+zptkCJLNJwsFAqspgLgaUsEUkH4v1/DMLC3t8cT/Wg0iuFwyKuF41aCacLcbDaxv7/PUn7DMPDqq6/in/7pn7gkiUpZ/GUwNBj2K2n88LfhcZi3Dc+7vXjfnyXEtrW0tATTNFGtVlGpVLC9vc1eP7TaC9wjXIGj75DiqmkiSWa/FKMbi8X4O1xaWoKqqhgOh0gkEnj44YcnTr5ov35Szw/63vr9Pl/ncdc8qM1KnD4uqt86C5zWM0skWMPhMJPa/mdlt9vF3t4ek9Pzgp7/YlS2qAQM2m7ca5QWpqoqotGop6yIvOEopp5IVbrfxf6UTP93d3fRbDbR6/WQyWT4uKbd4yLOu21Rn3F4eMhlWrZtY2trC/V6HeFwGNevX0cul4NlWZ74bwA4PDxErVaTfc4lwFXqtyTOD4Zh4Fd+5Vfw+c9/HgDw/ve/HwB6F3pQEhK4hIoY13XbiqJ8BMDPAygD+F9d1x0pivIBRVESrutOd4Ycg1nq1v3biNLice8PirimOGsaDHS7XV59IqO8aDSKnZ0d7O3tIRKJIBKJwDAMjliMx+OoVqvY39/n/ZMxqqqqnMJkGAaba4rlUvdzHSQWE2L0qaiYGFe+I7YDmhDYts0TA5K900ozRUZTfDQALC8vw3Ec3Lp1i9sqTfobjQaq1Sq/P51OIxKJoNvteoxmSS1DCo1ZIgfFe8m/ijlvG553+4sorSDyicha8oMSJw/xeBydTgc7OzvI5/NQVRX1ep3LLBKJBJ588kl0Oh1UKhWEQiFcu3YNALhsMZlMclIWqZWoNEkEqQfE940DfVfkReNPmxFxWiVnEg8OTuuZJe4nmUx61FvjMC7VblI/pigK93WUeDYcDrG5ucleJrQdfT6V7fkVgWJ6nKZpnBrWbrfZL45IFJGoov2KZaLtdpsj7QeDgaeMlJ4pi6CW9T+3HMfh8yGT5Tt37qBer6PdbqNQKGA0GiGbzXLf1+v1kM1mUSqV2MtvHrJJQkJiMTBpvEhzrF//9V/H3/7t30JRFLztbW/DW9/61nM8QgmJ8bg0RIyiKIp7925zXbejKMp/BnDtLgmTAPBmAH8K4MREzKTJ1aTITHGboNfE0iAqvyCyhFajaRWLPDmo7Gg4HCIUCrGzfzqdZskxkS4UyalpGu+PficjU3EFTExSmuc8JC4Gk6Tv/tfEicS4mnfyA/Ebp1Kb6PV6bCZNk2YykqSSlcPDQy6FIg+CQqGA4XDoaaNPPvkk1tbWmJghpQNFqBMxGAqF5vLiGI1G2N7e5ph3/znOQpSI534Z2rzot0MrgWSiTL49AFCv11kpQ1G+q6urGAwGAMBeLFRSRslTBHGyN08U+KR2SkoDaiu0rX+/4/5+UZAm5pcD897v417z9wPj9kl9qL80ye+7NstnxuNxVCoVNBoNJBIJj0Gvn9QJ8moJIo/a7Tb29/fZjD2ZTCKbzbLHF5UIxmIxVs4Sweu6LpaWljixiTzFRNXvpGtzHhCvK5VPEmlEY6d0Oo1er4dQKIQ7d+6gVqthc3MTTz75JJcwkVeWLIG8vJB9tMQkjEYj/NEf/RG+9rWvIZvN4sUXX8RP/MRPcOiJhMRFY+GJGEVRVgGkXdf9ZgAZs6UoSgnA/wjgP7uuW7vQg50CKr/w112Tcz+VIokrWGtra1hZWTlWkiGa+AJesodWyOv1OlRVRTab9ZREAVLtclURNCHx+yeMI+FoAq7rOmq1GgaDAbrdrifuVSQNAbBsnkgb8hIhhUomk+EablJWFAoFJm7o7zTBmHVQVavV0Gg0sLS09MC05UgkgnQ6zRMy4IjACofD3KcYhgFN03D9+nVks1kcHh5C0zTYtu0hYVVVZbKMSGFKN5rHnyXIgDQIUmUnsQg4LS8ZsZ8VV2P97XwW7ylFUZgwFaOq/aSOP8FJ7M/FPj+RSHDJYC6Xw2Aw4PuZVIykwhVBasrhcIhsNsskDiXkieqcRbqPqbxLLL+OxWLQNA2pVAq7u7vodDpoNBpYXl7GxsYG4vH4WBNk6REjIXE1MBqN8KUvfQl37txBsVjEO9/5TnzP93wP92kSEouAhSdiAHwfgNcrivKrruv+s0jGALABjAD8muu6r5zXAZ10MBdkkif+TDJj2r84YQ6qXSYPB5Ib0ySLPGFSqRSXP9EgZZISRhw0yhWiy4Np7XHSKqbfGJXaRrFYRLVaZeVKJpPhbWiVVBzEkteIWPrmn3iIZXziqq9lWZ60p1nIGDEeftz2V9F0WlEUNBoNDAYDFAqFwLKeXC6HaDSK27dvo9FocBKbuA1wZP5Lyz3mZgAAIABJREFUhryU1DariShBbDOTTHZl+pDEIuAsFB1+skVs57Oa+QdFVQeZsQP3EpyCzoH6PLEvjkQiHh+abrfL6U9iX0ArxOVy2XMOIlF+ESWZ4+Dvb+i8qARyMBjANE1sbGxwKe1wOISmaTz2oveLpsiLcn4SEhInR7/fx+c+9zncuXMHhUIBb33rW/H8889LEkZi4XAZiJgmgH0A/4OiKL8GwAXwbUVR0gD+peu6/x+A+nke0EkHc34SJCgWmxJtxJQa27Zx69YtXLt2zeMQr6oqr4STIiEajfKAzZ+yQCtcp31eEheLad/bpFVMfyoHQVVVT7S0qMaidmzbNqrVKjRNQ71e9yR5TCL8/CCVzWAwwMHBwUxkTNDExY+r2J7JF6rVankIJvp+REI3HA4jn8/joYce8mxHk7Jut4tOp8N9h+gDcxJ/lnFtSUJiUXAWig6/cmXc503aLgh+UkeMeCdFzKzHQmlpGxsbHhUjIRaLsbE/lV0RFpWkoOMitSaValcqFSQSCfbSW19fRygUwsHBAVqtFhqNBsrlMo+NyByeSrglJCQuN0ajET73uc/hi1/8IrLZLN7ylrfgda97nVS7SSwkLgMRsw/gywCiAP4AwCcB/C8AUgBevYgDOkt5LsmDaXKk6zpu3rzJiRD+qD5x4kSDp2mEy7hSkEWUHUtMx7TvbdIqpijrpnYnvm9SW6LIdXHfJyl9I9KH/JNM0zyVibyoBvOf22UETTjW19cRj8ehaRpu3ryJWCyG1dVVzzUjZYzfBwg4msCQh0wqlfJMQOYh0PyQJrsSi46zUHRM6n9nMfOfF5P8rGjf/nvQNE10u130ej0sLS3x38XEtU6nE6i8jUajMyWjnTfoHGnRimK36TUymaf+b2lpCd1uF5qmeRKqSFFMJscSEhKXG/v7+9jf30cmk8Eb3/hGScJILDQuAxGzDeB7ASgA/hLAaxRF+Q7Xdf8WwJ2LOKD7HcyJklr/JEmczFCiQjQaxdraGkql0tj9AODyENEvBjguNR63cj0uzlpisXE/7XFWA2c//JHrw+GQ/UVm8Xrxy8pVVUWpVJoppWRW+M9t2jVa9FKm0WgEwzCgKAry+Tyq1Sqi0aiHSCHD73w+z9+lX3Unli3E4/FTG6DcD4kjIXGWOK17O2g/s5bdnUd53rh7sFQqQVVV5PN5z99pLJBMJrGysgLgqH/odDoAwEbglMS3SIoYOlcx+AAAe10R+ZRMJqEoCgaDARzHwc7ODkqlEorFIm8rmp1LSEhcTvT7fXz7299GPB5HsVjEa1/7WknCSCw8LgMRUwHwGICvuq77i4qi/EsAwws+phNBXH2isiOx7psmpuIEKhaLIZvN8j7I/wU4WskRV3aIXKGaZ3GlyC9DFj9b4sHGSZQMlmXBNE2k02lomgZN0zz+IpSoBIAHwsC9iGwqvxMH0X7yZhajy2kYtwodNKFa9FImIpUoirparSKVSrG03nEc9oUBwAbguq57BiKi0mmWmPB5cBLjZQmJs8Ys97bYJ9B7/MTN/fYRk/o08bXTBpVyjkYjD8lCikjgHilLJTuO4yCTySCfzx+LnL9IiD44Qb53iUQC7XYb29vb0HUdjuOg3++zmtgwDFZyUj+oqqo065WQuMSwLAsf//jHUalU8F3f9V145plnOJBgHiiK8kEAHzybo5SQOI6FJ2Jc1+0pivIrruvu3/39ry7iOE5jRU1cffIPbCZ5dQDAwcEB15kbhoHRaIRer4fV1VW0223k83muke50OqhWqygWix5DPnGfizjRlDhdTJtk00QgKJ540ntd1+XUpGg0yn8XCZ1ut4utrS3EYjGsra3xyiWlHfV6PZTLZa7pF/1laB9UqgRM91QYd7zjZPxBEyqRtFlUdUytVmOCdXd3F7lcDqVSCZlMBpZlIRwOY2lpCUtLS3z9stns2OtH5wl4fYCA4Gs6LV1kUf0kJB5siPf2uL5C7BMAb6ohkSRUnuPfj/h6r9fzRE5TyhktkJAxebFY9NxDIpE9jSyalGrm/0xxu16vh0qlAuBIOUL3fLPZhGmaKBaLrJijdLx+v38hSln/90TXWFzI8huFRyIRNBoNRCIRhMNh9Ho9dDodHB4eotvtwjRNKIpyzGRe9lsSEouLaWNZy7Lw0Y9+FF/5yle43Fr0EJyn73Jd9yUAL9193+muVElIBGDhiRgAIBLGl5h0rjiN1XJxMEgdA52Of6BIgy2xA6FBYDabxauvvorRaIRGo8F13alUile7AFkqIHE2sCwL1WoVANjkFQD7CJAaKxaLIZVKMUFjmiZarRYbTfrvI5HIEaPe/USiv6zpJCqMIKWMSFB2u92FHJjruo7BYIBQKORZ0TYMA9FolH1hxOs3ztuBiDExGYvUNeMwbcIifaYkFhGzPAuD2q6ojplktEuvk9JP3E68Z4iktm0blmXxPUTqwGQyOfHemXQc1A8SGRS0na7rKBaLXPJMx9Rut9kAPJVKIZVKIZFIeEqfLxp07v7EJ+DeNTZNE5VKBevr67BtG+12G9lsFqVSCbZtQ9d1FAoF9pMRvxfxfwkJicuB4XCIP/mTP8E3v/lNaJqGd7zjHXj00Ucv+rAkJGbGpSBiCBdFwgCnM8GYVCMuvuaPkE0kEiiVSjzII0PfcrmMXC6H27dvw3EcXgFaWVkJVMIEYVFX/iXOBtMUDdPgui4cx+EJu9jGbNvGzs4OIpEIstks1tbWPP5FVIZULBaZYCHDWF3XPZMlUTLvh189dpK0nmmqsEUkFCglzXEcpNNp9nQwTRO1Wg3Ly8tIpVI8qUun07ySTWQNcE/5QmQNyfNpcjjpGk6bsEi1ncRlhf/5LP48rT+gv4uKGILfUL9QKODg4AC2bXOfSH4m0wxjx5nxAt4UIfonfgbgTVrs9/sIh8N8z1IfLZYuLdJCjv87cF2XCWjHcRCPx2HbNo9lNE079oyjPpHIavLXkotWEhKXD/1+H5/+9KextbWFhx9+GG9605vwzDPPyIhqiUuFS0XEXCROOsEYV3c+aeXeP9iiOmjbtmHbNkuJC4UCNE3jEo+9vT1e1ZoW7UtYdF8MidPF/UqwxQmDf+Bar9fRbDa5FIYG/0QskiGkKJc3DAOtVouJRTpG2ibIRNhPBozzPBI9F2YhGf2k5KLdDzSx6nQ6KJfLTMpQuWK320UsFkO9XueSJFVVuUzBX5Lgv36WZSEajbJcP6iPkhMWCYnjEEkc//3hv2d6vR4Mw+CIeVEFM434pX4paE2KyOtut4tutwvLsrhcUSzhCSorTSQSXI5EkfbUTywKxGtMfRo9H4hsouPO5XL8DKrVaqzANE2TCWdSDC7SOUpISMyG4XCIz3zmM/ibv/kbqKqKd7zjHXjmmWfkgrLEpYMkYs4Ys9Sd+4kZGnDYto1qtYp8Po9IJIJWq4VUKoVwOIxCoQAA2N3dBQAeaNi2zfGMruuiVquhUCiMVT8s4sq/xOnAX8IDTI6rHgexnYqR0P1+H3fu3MFDDz3ERGG5XGa/F/r8aDTKUezjfEXoWEST31gsBtu20Ww2WbkRZM44jhyYl2RcdFJSURT0ej2EQiFYloVer8fm3rQavL29Ddu2kU6nEY1G2dzbcRyOoaUVZCpjAO6RXyJRR991kNeEhMRVwSym4NNKk+aBP7UMuL+FHlHpBgCHh4dotVp45JFH4DgOIpEI9wOmaTLRQmWlooE69bNiEptY+nnRfQB9V6IKhkAkk6ZpXK5NpBQ9W5rNJmKxGG7cuIFGo4HBYIBKpYJkMnnMI0tCQmIx0Wq18Nu//du4ffs2yuUynn/+ebzuda+T96/EpYQkYs4Yuq6j2+1y6QUwe915vV7H3t4e/07xi+VyGZlMBqPRCLu7u+h0OuzFQYMmVVVRr9fRaDS4TIFk02JZyiKu/EucDvwlO9Q2APDgdNp377ouy+hpP6RUEdtnIpFAtVpFuVxGv9/n0hdSwox7QCYSCVy/fp0nAQC4rE5VVfR6PWxvbyORSODGjRue85hGDsxLMi46KWnbNl555RWUSiXEYjEMBgN+LZ1OwzRNmKaJfr+PZDKJfr+Pg4MDmKbp8aLq9/sAEEgQiyoZ13XnMkyWkDgLnHX5bLfbZcNwKtPz4zT7BjG17H4NcC3Lwt7eHizLwvXr1wEA1WoVrVbLo7QxDIN95/xEC6nliMRYWVnh8iV6/aIJar9Rr6iCof+73S4Mw0C9XmdymhYIOp0O4vE4stkswuEwGo0G8vk8KpUKbt68iXw+j4ceekj2cRISC47hcIiPfexj+PSnPw1N0/Cd3/mdeOGFF2TamcSlhSRizhjk59Lr9Y7VXE8b3OXzeTiOA13XEY1GYZom1tbWWE7rui6eeOIJJnp6vR5s20aj0UC73cZgMEAmk0E8Hj9mJCjJl6uPoNKTcaldgHfCQxOEbrfLSix/yVwul0M8HmdFDABomoa9vT2Uy2WPHH4c4UiTkng8jl6vh2g0ykQBcO8eiMfjnvMQk0fGTc5IWTbrZGfRSUkioBKJBEKhEE9AUqkUotEout0uCoUCBoOBp1wrl8t5PCJEfwld1/n6+L0SDMMYa5gsIXFeWASl2iR/t4sEESuERCKBp59+Gnfu3MHKygqXKlOiIt3fYmpQNBpFuVzG4eEh7ty5w6lr4mcAF0tQ+416o9GoR0kZi8U8as1er8flSWtra9jb20MkEkEkEkGv18NgMOAFA8dxEAqFZB8nIbHgsCwLf/qnfwoAeM1rXoOnn34a73rXuyQJI3GpIYmYOXCSlblpsZmi8Zwf/X4f8Xica5w1TUOj0UChUODSEBqYGIaBwWCAcDjMnVI4HEa5XEY8Hkc4HPYMXmYtS5G4vJjkraKqKpu4UpsWJzzj0oT8KV8PP/wwbycaSgftx3EcjEYjAEcEpagSo21N02SShUrqlpeXeRvXdY8lj1yVspm7JOnYE1FVFY8++ig2NzfZw4VKi3Z3d9mfh0iZZrOJUCjE/8TrTYSs67os26ffCbquc7qI/zXg/lfzJSRmwVkr1Uixd95EQ9Az33VdTzTzpIhq4OgeLJVKnv6ZkpF0XUc8Huf7nggK13U9xuq5XA7JZBKVSgX1eh31eh3ZbBYA+D3+vvo8QOdIBvFUPkSx4IqioNvtcjKcoijsA0P+OKFQCJqmIZfLwbIsHBwcIJPJIJlMQtd1aJoGVVWRy+U8+5WQkDhfTMpiofnO7/3e7+HVV1/FE088gR/4gR/AysqKJGEkLj3mJmIUReGRueu67UnbXjWcZGVuHnNLsVadJqREnJBiwLZt9Ho9AEd1kiS5pYkVbSemL4ireaIB6iKv/kvcP/wDylAodOw7DyJfREVMIpHAysoKdF33RKrT6/4yoXg8jkwmg1arBcuy2PBRbHeAtxSGvEpowA0ctW1d11mNIU4CaPIhmmATLrOniWmaADB2VOE4DiviyCsnFArBMAyedCwvL7MUv9Fo8ITKf71J4h9kukyfRf0MlQIsoiJA4urjtJ5V4ybYs6hdTjo5n/d9FL8M3DPV9vdp4u8Ajt2nuq5zPyr2g7TvcrkM0zTRaDSQyWRg2za63S7W19ehqirW19f5uMUY7PMeL9AxiAbxdJ50bqTaOzw85H6PCH8qw00mk8hkMgCOFrcsy8Ly8jJc18VgMJioqpSQkLh4DIdD/OEf/iG+8pWvYGlpCc8//zzW19f5dUmeSlwErl27hu3t7fvez8xEjKIo/wbAGwBkANwE8DCAF+/7CC4RTnNlLsgg0D8p7na7iEaj0DQNuq6jUqkgFoshGo1CURSEw2E0m03s7OwgGo1y7ffy8rLHeNMfC3xa5yBx+SG26SDlC7UdMVJdbDt+HxqKpxZl4o7jcLsjVRZ5FFCZUTgc5jZPg+Jqtcrv80+U/AkaNDkhgkGUrF+WFZO713U07nVFUaCqKhMvtm3DMAxomoZmswld1zEYDDxx4Pl8HoqisPReLE+jcgW/Os5xHFQqFU5nCipjk5CQOH2IiYfU9xmGgb29PSQSiWNkBABPyQ4R5f7EObFfBI7KSg3DwNLSEqrVKgCw0brYX06Lqz8PiAbzdC16vR4efvhh5PN51Ot1ZDIZ3LlzB+12m71g8vk8q3l6vR6KxSIGgwEGgwGq1SqXjQPS/0pCYlHR7/fxyU9+Et/4xjcQj8fx4osvYmNj46IPayI2NzfHkkObm5u4devW+R6QxJlge3t7opJrVoJwHkWM67ruDyuK8j7XdT+hKMpPz/HeK4GTrsxNI11oEOBXJBSLRV75unXrFr7xjW8gkUhwahIlpdi2jeFwyDXRjuOgWq0il8vx4Aw4rhY4axNEicXHuDbtbyvUhjRNw/7+PuLxOBtEA96BOvmWiOQNrdT2ej1e3aT9+o16Kd2n1+uh3+9D0zQYhuG5f8R7ikxlqTSPzueifSXmxd170Jm0TSaTQafTwdLSEqd+tNttnqR0Oh32kCmVSscST8TvyzCMQJNSy7LQ6XTY/Hd5eVmuOEksHK7i80tRFKRSKU8aEp1nrVZDLpfj0hpN07hsWSxjovJNwOsPJvo99ft9xGIxLl8m+JVzYsT1RYHUf0Q4pVIpuK7Lvne2bWNvbw+2bUNRFB4XGYaBRCKBer0O27aRyWSwtraG27dvcznW4eHhQpyjhITEcTQaDfzGb/wGLMtCOp3GW9/6VrzpTW9a+MW1SUSLHEtJ+DEPEXPj7v9biqK8D8A7ALx8+od09TCNdCH4JdL0u+M4WFpawubmJstviUhJp9Po9XpoNpvo9XrIZDK4ffs2Go0GAHjIHHHiRSkrl22yKnE+CFK6JBIJVCoVbG1tIZlM4vr16zy590+EaAXTT4r4Jwik2qjX66zooL+Rh8Hh4eGxlUt/LDyRkTRo9xNIVwGj0QiVSoW9oui6dbtdTxoWGfoC90gV6kv8JUa0Ui5uH41GsbKywivopmnKFWOJhcNFPb/OgwCiJCPgnlKl1WpBVVV0Oh0mEfb397G6usqlNwT/fR6NRjEcDhGJRNDv95nsJjIGAPt3iXHWNM4ALnaMID43qB9rNpswTROhUAiZTAbpdBqrq6tot9v4+te/jnA4jMcffxwAWHFZrVb5+lEKZb/f96RESUhIXDyGwyF+67d+C1/4whfwxBNP4Ed+5Efw+OOPLzwJIyExL+Z5+vxbAHBd92uKouQA/LuzOaSrh1lIl0mwLAumabLxLoEmUdlslhUDlmUhHA6zNFdMmKHa8W6364m2lGUHEn6Mk6STUTS1mSCvl1AoBMuyuJ3RQF7TtECvAyJtRMIFOJo8hMNh5PN5Nq4mBJlgi/HsNMkQ1SCXHZFIBOl0mq9TLBbj74P8owaDATRN4/dMKi1IJBLIZDIs1afSsHQ6jVQqhUQiwddPQmLRcB7PL1F5J3qtzEsAzUPeUKkleZdQ2mI6nYZt26hWq5ymuLy8jEKhEPh5Yl9L5AspYkg9R8pG4LjyhNSJpJ65SPiJJer3LMtCJBLh6xUOh+E4DsLhMEajEZdd2rbNC1qmaSKXy3HynAwvkJBYLPT7fXzmM5/BYDDA9evX8f73vx9PPvmkVJNIXEnMQ8R8t+8meEZRlPqDZth7Etxv9KVYvkErN+12G71eD61WC8VikeOCKQGABmCqqvJ7qWSEVoTS6bRUwkgEYpw5KxnCUuISlRxVq1XYto1sNotEIuEphyMPAiJf6H0iKThu0E/t2L9i6b+n6Gfxb6Kq56q088PDQ5im6YmjLpVKSCQSqFaraLfbaDQanrKkccbFqqqiUCigVqt5SsPo+i9qZK+EBHD2cfOu6+Lg4IDvDfqskxBA85A3ojmtv48jkkE02w5aIfYrGumenpZ+RH4s9HNQ37sIUFUV5XIZyWQS7Xabk5JSqRRSqRSeffZZJr62t7dhGAbC4TASiQQrL/3KGmnaKyFx8bBtG1/4whewtbWFRCKBD3zgA/iO7/gOScJIXFnM84T9EQD/FcAhgNzdv72sKMovu6773079yK4wgjxjxm0H4JhfDCGfz3M8pWmarBoQo2gVRUGhUGDTOgBcez7OZEh2eBLTogQp/poSvogkjEaj3O7IsJc8CGgATPHWosEkAH4Pwd+O58VpGlMvgh+F67pIJpM8YSA1EMW2xmIxHB4eIpfLwXVdWJaFVqsFwzBQLBYDr6G/bxE9eCQkHmSI/ZrYh5yEAAoib8bdY7RNLBabuA2p/vzbkFoGAKfRif2x67qchie+n6Ls/Ua/iwix3wPuJUfR39PpNNLpNBzHwfr6OifIEalE5y0ucpH6T45/JCTOBpPGFa7rwnVd7OzsQNM0vOY1r8Gjjz6KtbU1WY4kcaUxDxGTcV2XPWEURflu13XfryjKhwBIImYOBHnGBIFMSAuFAkKhkGdbGjCUy2WeGJNxZ6lU8nRc9F5a6aKVJPFzZiGGJB4cTGoHqqp62gtNHPylQcBR2xONYDVN4/Yqkhokuae2DtzzKqDtk8nkWDIh6O9Bcd0nxSL4Kbmui6WlJYxGI881tm0b9Xod+Xye+wPLsqBpGvr9Pv8e1NeIMeVBkP2BxIOAoHbuT5S7H1B/J5K5/s8Un8PjnsX+sUPQs5v2TSVI1H+SAoT6y6AkOpGwIdLmoojnac8gQiKRwPLyMnRd5zQpOtdQKMSq4F6vxwmARDpblsULVXL8IyFxcTBNE3/xF3+BlZUVlEolPPzww555jLw3Ja4q5iFibt4lXT4L4DkAX1YU5WEArTM5siuMWaXNtVoNu7u7AOBJNhBBkywA2NnZQbvdhmVZuHbt2rEBlOjbIQ7eZiWGJB4sjCPo/O2FBvViSpLfEJb8Y2jA6yczgto6GVZS+sVFrtAugp/SaDTC3t4edF2Hbdvo9Xps2Hvnzh0YhoFr1655YuvJF0L6vEhIzIfTLn2aRuaKr4tqQCIXgnzdJj27LcvC3t4ek7Rra2sz9QN+Vcyil3XSc4HCCBzHQSqVQjKZRCKRgGmaMAyDU+Bu3brFQQdy3CMhcfEYjUb41Kc+hS996Ut47Wtfi/e+971SBSPxwGBmIsZ13Z9VFOW7AbwTwGdd1/1viqJ4VDISs2FW7wUy4Qsy4yOQGa+qqtjY2EC9XkckEuFSg6AIYioNAY4GIIswyZRYPIwb5I9rL6KkXgQRA5TCAxyfiAS1dV3XkUgksLS0hMFgwHL7i8AiTEgikQjL67vdLqeq5PN5dDodDIdDJq0AeDx35GqShMTZYZbSxWnPWVJ0iP2caZp8n4vGvbPsMxaLcRR2KpWay3D3Mo4JYrEYyuUyut0uut0uTNPE8vIyisUiALDSh8Y8fuWP7CMlJM4fo9EI//iP/4hEIoEbN27ghRdeuPCxloTEeWJeF7a/AVC/S8Jcc1331hkck8RdkCHdJIg1zpqm4fr16x4SJiiCeDQawTRNHvBJU06JIIglR5TKNamUhWTt/gGtaBRJihg/QqHQsbZOdf9klknS8gcVoVAIvV6PV8bL5TLy+TzC4TDK5fKxCRtwFNsq/V4kJM4Ws5QuTiNze70eJ6CJRAj1i0H95qRnN40fyIeLDNJnKUNeBOJ5XlAYQSKR4GOn8yb1C11PKnO9DH44EhJXFa7rYnt7G5ZlYW1tDW95y1uQTqclKSrxQGFmIkZRlLcDeBaAiyNPmHcqivJfJRlzMpyWL4uqqh6zTXFAQQkI/nhGccAnBx8S4zCt5Ogk+5tncD8LgXMWWARj3iDQhIISU8LhMB+faL7ph/SAkpA4W5yGgiRoH4qieDy2/Jh2b/sJBlLQdrtdlEqlS90fjEuFI0JGBI2FSJVJY5/LqPyRkLgKGI1G2N7e5kCRzc1NWY4k8UBinlnGD7mu+59wzxNmC8D10z+kBwO0gmaaZuDrNMByXRej0QiVSgWj0ShwW9GID7hnckr7IN8YQiwWQzqdloMPiZlAni4k4Q6C67rc5vwgZZbYBmcBtWsymw4yt+x0Ouh0OlzyFARxAD4Lpt2bFwkqTaCVXEpAI4gGxwS6/tSfjPueRNB2s14zCYnLjnn7CRGkIJmHuJ31XpyESX1VUF8Qi8UQDodh2/Zc/cF5Y5bvwjAM7O3tcR9I5zsajY6dN/ne2LbtKXOlxYbLTEhJSFw2WJaFP/uzP8Pu7i5c1z1mzCsh8SBhntKkz94164WiKP8CwAdd133/2RzW1ce0lRhR6txut7G1tQXHcbC8vAxgcgwcrXr1+31EIhFomuaJqRTlzHK1XCIIQe2LSl+SyeSx14OMJgmi98EkImcSxiWI0DEB95JJxG1FMhI4ruiZlpayaBCjaGu1GhzHwWg0Qq1W46hdmoCQkigajXJ5QtD3NC2d5bKVKEhInARn0eYn9Wv+e3FSH0r78j+rx8Vim6bJXnDdbpfj6xVFQalU4v1M+0wR5zk+mBYgQCpfIlxc1w30IiMfGLoepCKUamAJibPBtIhqx3Hw53/+5/j7v/97PP3003jTm94k5x4SDzTmMev9hKIozwB4P45Skz54Zkc1AYqiqAB+DsA+gH3XdT9/EccxD8ZF7k4a7InGp7Ztsy+EuK+g/YplSETCBEmQ6Xex7EROuCQIkx6MQa+JZIv/9VlK4aY9iMcRJqKvzLiB+7zEyiL7I4gRtVQ61ev1mIShKFaKrq1UKiiXyyzVp9IlMvAdN2haZDJKQuIscN5tXvTgEj3b6Dnv7/OCSkSDPGKIkEgmk6x+8cfX08+Lep9POy7ydxEjucVSbAonUBQFvV6PCftyucx9p4SExPlje3sbmqbhoYcewhvf+EaEw/NalUpIXC3Mewe4AD5+9+eHceQVc974aQB5ADsAnlEU5W0A/jd30bS19wmxtjuVSuHGjRtjUw+oVjoajaJerzNx0+v1UCgUJk5yF3UgJnGx8K++kux+XDshMqBWqx0j/mZpYydRZpFniuu6cF137PFdFTPq0WiETqfD5UnLy8uePsHvEeXHOE+FIEjJvsSDhrMo4WUDAAAgAElEQVQkYKl/E/2u5vXg8vej4/pMcbtkMsnbBMGvjl0UzGKeG+SLZZombNtGNpvlPo7SlOg9dK06nQ4AsHGvhITE2WE0GuHmzZvo9Xq4du0a3vjGNyKdTl/0YUlIXDhmLmhWFOXjAN6BIzUM/bsobLuu+/+6rvt/AjgA8FMXeCxnBsdxZvLAoBUwImFIfksqhEk4SW27xNWH33tg2sQ8Ho97vAdEzEKE3K8vy6TjIw8E0Q/hMnqg2LaNg4MDWJYFVVURjUZRrVbhOA6npInnQxMVuvYn9eqRkJC4P1D/VqvVjvVz8Xh8Js82/7N6XJ8p9oWzEKrUF4o/i6TMovaVfm88y7J4/COSM0TQd7tddDodJrAqlQoqlcpCeoFJSFwlDIdDfPnLX8bOzg46nQ5WVlY8ZKmExIOMeRQxX3Zd91fP7Ehmx18BeKuiKFnXdZuu676kKMr7FEV5g+u6fxP0BkVRPoi7pVQbGxvneaz3BcuyUKlUYBiGZ1IlKmD6/T57QESjUZ5kUdmCVLqcPS5r+5qEeZVSfu8BYLLKxf/aPJ83T6qR6DUAIPDnRS1DArxta319HaVSiScZ1WoVW1tbnIDS7XYB3FtVp4kKTarEsqRxkJ5RDw4uut9a1HSyswD1a5qm4fDwkMuQ7ud+Oy0167g+kvqRk3jnnHbbmuU6aZqGfr+PUql0rD3VajVsbW0hmUzixo0bU2PBJRYXF91vScyH4XCIz3/+82i32yiVSnjqqacWeswlIXHemGf081VFUT6kKMq/UhTlvYqivPfMjmoy6gBSAP6Foih0N/8jAH3cG1zXfcl13edc132uWCyexzHOhGnJALquI5FIYGNjA+VymSdQogJGXOGmZIButytXec4Ri9q+7gcnKU3xv2eSyoVe63a7vBrr/7xxiR7j9hu0vbjaPO7nWXA/iSr3A7Ft+ScYuq5jMBhgMBgAABvyjoO4giwmq4kwTRPNZhMHBwcLVaogcfq46H7rItPJZr2fT+u+p75xMBh4lKr3cw3E/vZ+0o+oL9R1HY7jsB+d//V5CIv7bVv+/mmWdChSG9VqtWMKnkKhgOvXr+PatWvsyZNMJpFKpSThfMlw0f2WxOwYDof43Oc+h729PSSTSTz33HNSCSMh4cM8iph/C+C/AGie0bEcg3L0hHwIwMB13QoAuK5bVRTlEwDeCUBVFGUA4BsAqud1XKeFaStNNFjTNM1T2kGTLVLEUDoCvWbbNiqVCqLRKADwqrhc6ZY4CfxtZ9a2NGnFlv4mtl1K8aD9jrs/xu13XNLGpJ9nvRcWIUVIvFZEqCwtLSGdTnsk+rQt+cGI50h/pwkm7YtAEn4qMZMrVxJnhYv0J5v1fp73vp+m8vGf81moWmZ53vtfJ6+abreLdDp9LBTgvP2i/OcjmsH7Qabk+XweKysr0DQNe3t7HpPyUCiElZUV3n4WTx4JCYmTg5Qw1WoVkUgEr3/96xGJRC76sCQkFg7zEDF/5LruJ87sSHy4S8L8z3d/bSqK8n8DIDLmlqIofwwgAuB5HJkInxtBdFqYNgijQYc/9ldRFCZhxIEJxTj2ej20221ks1mOrV7UmEqJi8G0lVPx9Ukxq/6BLMUrA8e9YWglmMiBeDzOJru0SinuNxqNsheKv/0HGUyOu58mneusbX0RTK1d1+Xr4jgOFEVBOp3mVV3xPEk1B3hLkcREFSpnNAzDQ9gUi0UmcU7j2klIBOEi08mCjG+nbSeSLONSCP3ETdB+xc8M6iNnNdQWIZYd+p/34v7pM4NeF8816LjP834XUyOB48l7dHxEKLuui3A4jGw2i263y8cqnge9n0q5x/Vvsl+TkJiMWSKqv/rVr6LdbqNYLOL1r389stmsZ3woISFxhHmImGcVRXk9gFfoD2fsGfOzACp3PWD+PYAl13X3hNdzruv+E4D/5wyP4UwxbSCqKAoPNPzGdP1+H81mE+FwGPl8ntMCgCPiZmVlBcVikbcXJ7WyI5QIwiwpHLP4uYybTBBBCByPX3Vd19NGgSPSoNPpIB6P88rmSUDKj/tJx1iESOvhcIhqtYr19XX0ej0uXfSrXoDgmGqS6yeTSe5LZo3ElZC4Spjlfvb3h7MoKfx94zSTXL/fm1+pFtQnj0Yj1Go1FAoFhEIhPh86Jopw9pcYTTpOwqLc9/7UJL+/FRkRU1ofGfRS30WJcmK/R2MkTdNAJS3itZblEhIS9w/TNPGpT30K8XgcpVIJzz33nFTCSEhMwDxEzH+5+78L4Dxm8n8F4PDuz9cB/HeKorQBOAD+dwD/k6Io/xpA86pFVxP8Zr3lchmqqiIWi0HXdYTDYQwGA9y+fRuqqjIRAwDZbBbh8L2vt9/vw7Zt1Ot1D0EThAfJRFHiHsatogZNzP2rrOKAlqTiojQcuKfwCvIxcRwH9Xodg8GA2+gkBJE9QcdP6RjAbJGoi4zRaIRKpQJVVaFpGgaDARtU+gc64rm6rgvLsrC/vw/LsvDwww97CFrgKJHJcRz2j/FfW1naKPGgwd+fzKKKm5WwpftJXGgh8kRUqgWVENZqNezu7gIAG84Cx8sOxRIj8f4FvAS4YRhTlX7iduc9JiAPGPpfLJOKRqMYDAawbRuWZSGVSnn6PsMwcHBwwKo/GhNVq1XE43F+NojpchISEidDv9/H7//+7+Pv/u7v8NrXvhYvvPDCpSNhRDNoCYnzwMxEjOu6X1MU5d8AeARAA8Avn9lRHeE2gIGiKBkAXwPwkuu6Q0VRPuy6rqsoyk+7rjs842O4UMRiMZTLZc8EiSa4yWQSxWIR1eqRNc5gMECn04Ft28hms56SAyJvyPvBsqxjE+lZvDkkrg6CJtZBE41ZJuAi2UF1+EHwr9rSZB84mlwMBgMMh0OoqsptdGVlJZC4EUtvgqT1hKuUjqHrOtbX1/n3cDh8LKp1HGKxGJLJ5DGfmX6/D8MwYBgGwuEwEolE4LWdVI4mIXHZMUt/eJpKsW63i0qlgmKxiHQ6zWlKRBaQ+oaIGbHvKhQKnv8J/rJD8T3j7l86DhpTjMNFjgksy8Le3h7q9Try+TzW1ta4VKxer8O2bfT7/cD3xmIxlEol2LaNXq+HfD6Per2OVqsFXdf52TBLHyohITEew+EQn/3sZ7G/v490Oo03v/nNSKfTF31Yc8N13ZcAvAQAiqJcyUV+icXCzESMoigfwhEZ0rpLjvxHAP/9WR2Y67qduz/2Afxfd4/heQA5RVE0AFeahAGOJq6ioqDT6RzbRkw6IIluPp9nNU25XGaVAikSyEuGShYODg5YTTPryp/E5UGQwiloYB400aDtiAwMiqYWyQ7yeqF2Jx6DqLIQVTOk5tI0DSsrK+j3+7zduImPrutot9seJUfQ8SuKcl9lTYuEUCiEcDiM7e1trK+vI5FIoNFoYGlpCYqiTPSWUFUVxWIRpmlib28P1WoVjzzyiOe788v/xcmJ7BMkrjJm7Q9PG7RIUqlUPGWYdO8FEeChUMjj40T3OxnaxuNxhEIhj4rlJPcvKR0pfWhSqdNZIhaLIZVKwXEcvjaO4zB5n06nkUwmEYvF0Gq1YJomisUiq19oWxonJZNJGIZxbHwlISFxMliWhU9+8pO4ffs2lpeX8cILL+Dxxx+X6lkJiRkwT2lSwXXdFgDcJWNaZ3RMx6AoyiaAdQBvA/AfXdcdnNdnLxL8CgHLslCr1QAcDZKy2SyXdogmvkTKOI6DcDjMXhyJRILrpsPhMA+yFsEPQ+L0ELSaOevAnAb3okQ+yLCXBrRi8oZICPjNY8UBvjjxV1XVU1I3Dr1e75iS40FALBbj69VoNHDr1i2oqopSqeS5vkGkDHlQDIdDvsZBk5EgAkz6xkhcZczaHwYpZ05StpNMJpmEIS8sy7L49Wn3W5BqzW9o6++jRZNb/3EEnTcpHakcaGVl5UJKlVVVRblcZoNdIvJFvxdVVdHpdPDNb36TF5XS6TQcx8H29jYqlQrS6TRWV1cnKi0lJCTmw2g0wl/+5V/iH/7hH6AoCt7+9rfjySeflCSMhMSMmIeIqSuK8l4AnwXwhjM6nnGo4uhYf9t13d1z/uyFAU2QSOEQjUZRKpUAHNVK00S53W5D0zRePaLV8Gq1yqvqQfGZsuO8mgiaZMw6sabBvaqqHrn7uIlLkJoCuEfoUMlcq9XishqaCJA5tUgijDP+pbK9oM+6qn4mjuOwESWZVG5sbGBtbY2JlVgsFujR4zgObNtGPB7HE0888UCRVxISQfCnIAXdD5PKdoPK9uYxAKZ9xmIxLukcd0/6j8Mf5ywa9IpqGvH/IIxLoKP3iaXRF6mG85PDuq5z2YPojUPeeLquY39/H4VCAZubm8hkMtxnArK8UkLiNNDv9/HXf/3XME0TzzzzDB5//HGphJGQmBPzeMT8J0VR3gfg3wP4Z9d1/93ZHdaxzzYhpDU9CKBBoq7rnJBimia/TqoDmmjt7e3h1q1bXDder9cRi8W4zINiG2kFSXaUDw7uR+HkH8xPm7jQxMJPnhChQ7X8/X4fqqqi3+97FDCWZaHZbKLb7XI9f9DgmQbm4ioygMBSO//rfpLmsphTj0Yjvq7dbhfdbhe5XG5qWRLgVc+Rh1S1WkU+n0c4HD6W3hK0r6tKcEk8mJjF92gWw95ZCA+/OS+RG3S/TUvt8R8HkQq1Wo3LlNrtNhOs896rQdtTWSe9dpGg/kkcDwHAwcEBj42InKHrQf16uVxGr9fD7u4u+v0+NE0bqxqUkJCYDZZl4eMf/zi+9a1vYX19He9+97uxtrY2MdpaQkLiOOZRxMB13U8A+MQZHcsDiXGdFg28xLIQ8oghmW4kEkGlUkE+n0c8HkcikUChUMBgMMBgMGDvjUqlwkao6XTaE5tp2zaq1Sqvnouv+Qcp5CszDnJytljwr/iKoHY3bbAuEi5B8a1+010xtYNKj4B7kxTa7vr1657fCaKpNJEwfkNacQWU7hGSp3e7XbRaLVaD+dusf0JDk4xxaVGLBIqqNQwD+XweqqpCVVW8+uqr0DQNwL0SBFF67zgORqMRk7S2bWN/f5+9f9LpNP+NvsvV1dVjcd/nYdg7bRC3aN+JxOVBkOKD/heJCPGZ51eMKopyjNQW9+v/DOp/6N4hI13qu+gZLfZhBLFvFZWGpH4BgFarxc/+drvNvwMITK4bB/+9LX62WAZ11iXL/meWPwmq3W7DMAwUi0X+3bZtmKbJkd6pVAqJRALJZBLdbhfJZBL5fB6O4yAej0PXdQ/hPy1FUkLiQcO057BhGHj55Zfx9a9/HfF4HK95zWuwvLwM4F60vISExGyYi4iROD9QKoAoC6YBFsU3Hhwc4M6dOzAMAxsbG9jc3IRpmsjlcmg2m9A0Ddvb24hEIhiNRohEIqhWq1BVlb1hggYgQfXnEpcP0ybO806sqf2JiVzUVmgA3ev1MBwOOX5aTFMSCZ8gNQtwz1R2kjpDTAcJh8PHksDofqGJBJlS06qpeC7iz0FGxIs0QHddF61WixVO6XQa1WqVSVexv6DJlGEYGI1GMAyDJ2SVSoXT1UjCr+s6ms0mWq0WMpkMlpeXZ0rVkpC4rBhHMotkwyxqwln6UXqe08+072g0yoRzp9PhZJ9QKHSsxFA8Voq8Bo7UsaTWOTg44D5gGoKInqDYbH+p01nCfy39SVC2bfP512o1VseEQiFks1kkk0kmWnRdR6VSQbvdZnIaOFIW0jXq9Xq4desWNjY2ZvImk5B40GFZFl5++WV88YtfRDKZxIsvvog3v/nNvFAkISExH+STZ0GhKAqv8KfTaYRCIU4OoEFGPp+HYRiIRCLo9/vo9XqoVCo8uOr1ejwRjcfjngmymLBEJngE/+qbqHigyRn9TFJhWa5w9pi3hEb0EZg1rnoSaOIiTlpE1YVt22i32xgMBkilUigWix4fFzKS9BM4qqryYBrw+gEEDY7F9kmDdfpbIpFAuVz2KHKCjCuDzouwqPHtg8EA3/72t5FMJpFKpfgam6bJCSfAvSQWusb0/Y5GIyQSCe4DaMWYrtNjjz0G0zTZwPMiUmQm4SSmqBISfpxGXyhiVi8WuqeofyMlDr2v2+1if38fAFjxIaoKCSJpQooawzBgmqYnbW6aIa1/wYVM2JvNJhNQ4v5IoTIvSS0SxNPgv5Z+I3cKHCAVTKFQ4GtA3neVSsVDVJmm6SHqe70ep0vV63UuDaNnlYSERDAMw8BHP/pR3L59G5lMBt/3fd+Hd77znYhEIhd9aBISZ4Jr165he3s78LXNzc1T+QxJxCwwgoxP/YOna9euwTAMLkcqFosoFosYDoeIRCJQVRVLS0uo1+u8ck6DqHEpNeJEmCbdNAAj7w0AntIpYLEmrVcR8xIE5Mtimqbnu7ufiTWVrvkH6TTQLpVKODw85AGyP35djFQHwBJ94J7RLB0jDaT9pXJ+40ZxQkWv04B9HuNKcX+zbnue0DQNGxsbPLEhUkJMQwlKoxqNRtx2wuEwy/fp+6eVZk3TsLS0BAAeJd6ieMMsKkEmcbkwLqr6pG0qqB8V7xlCUL9iWRYvthQKBViWhVwux+U4mUzGs+/RaIRarcbeTqIfiri92EeK/ad4/4plTo7jsL8XlYZSXzru2s16vaj/mWV7UYHkuu4xdR+R76PRCKFQyOOd57outre3+fMAYGNjA9ls1rNgQM8vAMhkMhgOh8jn8zOdi4TEgwrLsvA7v/M72NrawtraGl588UU89thjkoSRuNLY3t4+c98jScQsMIIGeH4JMf3+rW99C7Zt49FHH4WmadA0jSXGw+EQyWSSfyfj3mnmnOLnkeJBTFwC4FHESJwt5iUIaLtx310Qpk26TdMMjKemAbPrup6VRb+iyr89kQY00BZLmajtz1rPL6rFaPAtGk/OSjrRtoum8AqFQp5r22q12C8hiICiazwajeC6LnZ2dnBwcIBarYYnnngCoVAIsViMJ3PidyQmWQV5A10EFpUgk7hcOI92NI7sGfc8F81jB4PBMSUIoVar4dVXX4VhGLh27RovqBiGgXQ67em3/P4q/nOm/RI5Ho/HuTSKxgR+nOTahUKh+77W4gIUXStS8FDZpeM4iMVi0HUd9XodrVaLryUR/MC9oAO6ttKwV0JiMizLwh/8wR+wD9OP/diPSQWZhMQpQRIxC4aglTQRNLkSJ0eO40DTNORyOc/Kjl9Rs7KyAtu2sbe35/HTEFfQ/Sa9fsWD3+dD/F/ibDFv+hEN/GllcRZFw6QSHr8aZhaIA+h4PH5MLk8EAvkA+EuZiCxUVZWNKMeZTwZ5GxGTvSiqjvsBkVWpVIonG6R4Er8TIln9qVWZTAbAkbJGTEFJJpOe79q/gr4oBMj9qBYkJAjnUWJ3kntGfF6PO8ZCocDlyFRuI6pqVFXlPs/vr0LqEbFfcBwHnU6HP5v2M+76nCSBL0hZMy/8hBUFF+i6jk6nw2WXKysrrIhRVRWapqFerzMRVSqVkEwmPWWrEhIS49Hv9/HHf/zHqFarWFtbw7vf/W6pIJOQOEVIImbBIE6EJw3iaHIajUY5+aRYLHIssL+Eg5IZwuEwTNPE0tISG3aSsS8Zf2qahkKhwEZ45OtxmSexlxWnEa1Mk+lJCUr02qQJBPkHDIfDY4N5saTIdd3AtI+gyQVJxUUjasCbvpROp1nRNQlBpXzisS+CquN+QEQY+SOQV0I4HMbe3h50XUc4HOYJmBgBPhgMEIlEsLGxwe2B7ms//ITWRXvDSEhcNiiKAl3XcXBwgEKhMNbI0n+viQRyUHphKBTCtWvXPAq2IJUslRnR60Rk37p1C9euXUMmk+FnC3BUNkpeXc1mE7ZtI5VKLYxSRBzLUBoePdPoH5UqvfLKK6z603Ud0WgUuq6j3W6j2WwCOCq5zmQyKJfLx87xNJ65EhJXAZ1OB7/5m7+JWq2GRx55BD/6oz868yKchITEbJBEzIJBTEsKisKkAVi/3+foaV3XeZDiJ3GoFKndbmN/f5/LUwaDAQDg8PAQpmnyZ5KPyPb2NqLRKMLh8DHPiXGQJM3p47R8MYKICDHCWmw3YnqQiFgshuFwiGazyVHp5EMjlhQBCNyf37DRcRzUajX2I+h0OkilUp7Y0XQ6zQqPcrnMMnOx7CioflNUwtCx+/0QAHgiUhddoj4cDvHKK68gk8lgc3OTI6u3trbQarUQCoVQKBSQy+UwGAzgOA4nsmiaxtculUohFAqx0s1//XRdD7xWYv8TdK+LpWGTDLz9keLz4KS1urJvulw4aYz5/dRyn+S9kxSsBwcH2NraguM4HO3qf694r41GI+5/6F4LWpQhkoeIaepj/f04Ea5kct3tdlk9Q891Ilyof2w0GqhUKkgkEnjkkUd4PEL382n3j+OuuZhyJ37maDRCvV7H0tISk01kPh6NRvHqq6/izp07GA6HsCwLoVAIlmWh0WigXq+j1+txuaaqqkin08e+O+lFJfEgYFJ/R8/yj3zkI/jKV76CTCaD97znPRz8IJ+nEhKnB0nELBiogxNjK0lxIBpx0up3q9VCtVpFPB7nias4UTJNEwcHB8jlcshkMrxqlM/nPck1NMgSV8nI2FNMX6J9SnXM6WLcKtz9lIWI34+4H//35letjDs+y7Kwvr7OdfjkFyOWFOm6zvuIRqMeKbyqqp7993o9JmFEVY3YjlVV5bafTqfR7/c9aUt0zIqijFW90Ov+1BJada5Wq8eMjBcVjUYDw+EQa2trnqjqSCQCXdd5FVvTNE5FEz2cyBdGNDemn23bRr1eRz6fh6IovEpO12SaWk9U4tyP9P8sJtkSlx+nUV540rY17rMnKe3omTzpeMXSTL8J+aR+mRISgXt+WrS92AeL/Vs8HkepVEI8HueSJSJzqeRI0zQ4joOlpSUmaWkhBzg/YmLcda3X69jd3QUAlMtl7tfj8Ti63S76/T7W1taQSCSg6zp2dnbQ7XbRbDaRSqWQyWSwtLSETCbDzx0q3SUsSimmhMRFwTAM/Nqv/Rpu3bqFZDKJ7/3e78XTTz/tWcCSkJA4HUgi5hLAsixUKhVORRClubSiRmQJJSCJRn3AEalCkmYxKlic/JNCoVAoHDP8BO4NRi97icciYtwq3Elq8oMwaT/+CUAQRL8BMVZdJEyAe2qHWCzmITj8/kO0CpxOpwEcKWiWl5fZr0QcGNNqLe2LzsNPCkwqTRr3umVZXN6z6JLbcDiMdDqNTCaDVquFbreLQqEAXdeRTqdxeHjI3yWVGVB5IV1PvxeMeP/X63Xs7e0BAK8yi9dELIcMgjgRlAbeEqeNi1QqjHvuURsnhYpIuqTTady4cWPqfeDvl0SF3rh+ORaLMflNJUlUpmyaJvcBYv9GfRz1I7R/6qdVVWWlLKUwEtktnut5wN+n0zXJ5XIAwP+bpsl+McC951wul+PzikajvKgFgK8HJQn6n3+n9cyVkLiM6PV6+NjHPoZXXnkFa2tr+MEf/EE88cQTMh1JQuKMIImYC4A4AQpilmmyK9Z+JxIJNip1HAc7OzuIRCI8IOl2u9jZ2cHGxgb7RDSbTY4UFr1iDg4OeKJFK3JkZkd/GzcAFFeLroIB6qLgvFfh5i3HCUrPosG+GC1K7cCyLAwGAwyHQy4tEicy9DupNialV1Ab3dvbg2VZuH79OmKxGEzTRDQaxWg0YlXYLL4GJNX3e9gsclkScHTcq6urSKfTyGaz2N/fRzQaRavVYkLWMAz2mjAMw5OsBMDznRuGgf39fVY0kQHf0tLSMVNPem+n0+GVfkLQxFGStBKnjaA+8rz8PMb1z6L/VlBKkt+bK6iUyf+8DTIdF+8xKjmkCGsy7qfyTuC4Skbsv4nApf1RapoYBa3rOgaDwVjS9axB1058nrTbbaTTaZTLZbiui8FgwN5YRDbTc2d7exu1Wg3AUUS167pYXl7GwcEBstksAFwaAl5C4rzQarXw0ksvYXd3F0tLS/jABz6AGzduXPRhSUhcaUgi5gIwTVVC5piUaNDtdmHbNnq9HlKpFEczZjIZnuRSyUYikWAvjWaziUqlAl3XeYDy1a9+FY7j4Pr161hfX2dVDXBE5ui6znXhfgUDRUbSMS9KrO1VwHmvwgVFQk8iZ8QoZDJ79keCiuVCFIve7/dx8+ZNFAoFTvYhNQytwNbrdRQKhWMlSqIyJhaLedKSyCOJkoO2traQTCZx48YNj/pGJAjpnPv9Pk8wRIPMRcdoNAJwNIE4PDyEpmkYDocA7l2rbrfLq966rqPRaODmzZscaS9GwHa7XXQ6HdRqNZ7IUBswTZMl+9NIqqCJowhJ2EqcBvzEhqqqp6KSEckcILj09v9n78zjm6zS9v9N2qRpmnRL94UWkLVl2KoiqAiMuIEog684wCuC6ICK4jvOOzqKojM6o4LKCy7juDK44ajAKMiIwICjyL6jCN3pvqRZmqZJnt8f/Z3jkzRp6wIUzfX58ClttifPc855zn3d133dnRlWB3q7qct41XND/bsgkwPnV6D5blRUlPR6gra1VijXUlNTpVItMTFRkiliffP5fDQ2NtLY2EhycjI1NTVUVlZKwlYclyjVFPsHdYmh8Oz6Ief4+0LdOU+oeARKS0vZvXu3LGUVZUdHjhyhuroal8tF7969aWpqwul0UlJSgl6vp3///pJsFvedMML4uaOiooIFCxZQUVFBnz59mDFjBj179jzThxVGGD95hImYM4Cuqh+am5upqKiQ7WlFxkedua6pqcFms5GcnIzZbJYBstiw1NXVERMTg8lkwul04vV68Xq9eDweGhoa5Mawvr6empoasrOziY2NlUFaeno6ZrPZz09G1GSHa6nPXohA3OPxSNIimFdKIDkjzHkbGhpk9lVN5IjNuxhr1dXVeL1empub6d27t1RiiAyu6PwjTBQDy/DEe2u1WlJTU+Vm3Ofz0dLSIsubevXqhdFolCSMIJnUHkfiO/t8Ps4gPNEAACAASURBVCIjI9Hr9VRVVZGUlIRGo+n2hr2KotDQ0MDJkyeJj48nPj6ejIwMTCaTDNbE9YK2a1dfX8/JkydJTEyUmS1xjnw+HxERETgcDmpra2lubsbhcEhVnbie0DYeQpUmdVYSFugtEyzQ/b5kTZjk+XkhkHjpyj2oszGifk9Arh0pKSldHlPBPKjUxxXsZyBJo15r1Y9rtVqp3oiKisLtdsvyG/iWlK6vr/crkYqMjKSpqYkjR47I5wmT2qioKL+W9wJiHS8uLpb3BqPRGNTU9lRDURS/To7iXiCQmJgoGw9UV1djNptpaGigurqa6upqaehrt9spKyvD5XIRFRVFVlaWbFAg7g3dfe0PI4xTiYaGBu6880727t1LfHw8o0ePZuTIkSG7vYURRhg/HsJEzBmAWv3QkUmgUAH4fD6io6P9/DhSUlJkfbTL5SIyMlKSMOqNanJyMklJSej1eiwWi1TACEmuXq/n6NGjVFRU0NraKo/LZrPJgE4cC7QFd8HabQp0RSoebg955qHVaqUkXWxEg0m1HQ6Hn3G0OlurlrILgi42NlaWLwmFCrT5JQjllZoEio2NlX4m4n1jYmLweDxYrVZZbiSOWd3eWhADgqRRq2fE+9fW1voZx6q/c01NjTR+NJlM3V7dpdfr6du3r9+8dLvd0udBSPfFNbLZbLS2tpKQkCCDGHULWPjWvFlkhsW8dDqd8noK4qusrEx2zEpJSZHH0JnHUEfBp4BojS4C4K6uCx2pC8MkzU8H6i468O2Y6kxJqCgK1dXV7fyl1AgkScTaoZ4LXRlDwUihQCWN+vdAAjOQQA5UDwqiuq6uDkC2pFevd2I9Fj+NRiMDBgwA2gjzlpYWuUaLtRP8CXdBUgjyRXz2qZhDHc1RcU9qbW2VSSj1uYyLi2PYsGEUFRVhs9moqqrCYrGQm5srE0WipDs9PV3eT8SeS6xtnSn6wgjjpwy3283f/vY3qqqqSElJYcaMGUyZMiXsCRNGGKcJYSKmG0Oj0cigRJjKiTpzj8eDz+eTAajRaJRKFxEIG41Gevfu7WfWmZaWJgNTp9OJy+VCURQSEhLIzs6mR48eaLVazGaz7LAgFA3CJFhInxVFkW02hQFwR51rBMLtIU8POmtPKKT+0D4oUKuq1O8nWqcKNQsgA3a9Xo/b7fYrcxE+MGriUQT+drtdBh3isZaWFqDNmFaM+6qqKhITE/2MqNVGv3a7Xc4BQL6/y+XyOyav1yvNazUajVSWCUWM+P5d6c5zJgJ7cZ7NZrNfy3mv1yuz43q9XhI19fX16HQ6+vfvL8sL1GtBdHQ0Op2OXr16yVKy5ORk2SlFp9Ph9Xr9fk9ISCAxMdHvHHWF8Ag2ztTvIYJJkd0OzH6Lz+mo41cgwuvMTwfiWgoCAbrWRUsYskZGRoZUdKjXDkAmOdTEobrsMhhJKI5FvI/62ALHrLrNu/r5akJF3S5aGKOLtTc5ORmn04lOp8PhcGAwGPzWO5PJJNcG0dVOKGojIiIwGo1yHRTHqSYjBCkbHx+Px+M5pS1rQ+0XREc7QZa0tLT4zXFx/xL7H6EM1mq1ZGdny3uF1Wrl/vvvZ+rUqaSnp5OamupXXg3frkWC+AqrAML4qUDs9UM95nK5eO+996ivr6dv375MmDCBK664Qs6fMMII49QjPNvOMDrb3ERERPhl8cXz3W633KCpPVtqamqw2+3U1dWRk5Mjs9xqJYHwjBEboJycHNmtprm5WW7ORDDscDiw2WxyAykky/CtN0h8fHxQc8BgCJc0nXmIls7q30N5/6SnpwdteSw2rvBtuYswiBaydxEIicBCvIcg7YqKioBvgx/hBSB+NjU1yTatokuIy+WSY18ERmIzHThPxGNi3NbU1Eh1T0REhHxP8V27MzQajSwlEooVETiIsiyfzyfLHAwGg1TFuVwuWUqm/p6inX1paalU1alLzASio6NJTEyU51t4BYlgVbx3KMJD7fWg/j7qTLzwsBDrS1euR1eNxcM4uxB4XxTXMFCRGQpqBU18fHynipbAxwJLiwI/Vz1uA9fSwOMIhFplKO65avWLyWSSZHFgC+uIiAgZJDU0NPitv9A2n0WJVENDA42NjcTGxtK7d2/pIxXM70ZddhgZGenXkelUQj1H1efQ4XDINV6n07XLzou1z+VyER8fj9PpRK/Xy5LrxsZGDAYDDzzwAJs3b8bpdDJ//nzMZjPx8fEhr3cYYfxcYLfbWbJkCSUlJcTHxzNlyhTGjh0r51pYRRpGGKcHYSKmmyOUgaq6lEPdujI5OVkGwE1NTZSVlaHX66WXhN1ul62vHQ4HHo+HuLg4jEajrMcWkmW9Xi8zbuJYRHYRkJJvvV4vPz/wWNUmv+Jv4faQ3RuBnYQ62qSqW4CKjK4wR0xLS8NisVBXV4dOp/PzGxHlSOKn3W6nsLAQi8UipfPClwSQXYHU3cTE8QliUQRLdrsdo9Ho1wlM7QHxXdCdyltEtye9Xo9WqyUhIUF69tjtdmpqaoBvPXtSU1NldlyUZoi5rEZdXR2NjY3Ex8cTHR2NzWbD6XSSmJiIXq/3GwfCTFmUfYmObEIdF5jNFwhllBxYFqD29OkM37XzVxhnL8Q9Q+1R1hE6M8TvKgRpIcp+xNhVkymdkY/q0qNAVYcgHj0eD6WlpbS0tJCVlSXVfsHWX3V5qFj3BHEByNJjs9lMVFQURqOx3f1ZfTyi7Ed0RFOTQx3dx38MhNoLBJKowcqZHQ4HFRUVWK1WIiMjJeEskkdff/01a9asYdCgQXz55ZccO3aMrKwsrFYrsbGxeL1e6urqSEhIwO12d4s1PowwTgfq6+t58MEHOX78OL169eL6669n+PDh4XKkMMI4AwgTMd0QYtPRUf2y2KA5HA6/ACc+Pp709HS/enORSROme5GRkbKbkvCJKS4uJiIiQn622+2Wx+JwOLBYLLIERLQbTklJkZlzUVIS2IlHffxh8uXMIljrVGgf0Abb/AdmgMG/RbVOp6O5uVkaKEJbwCACBPF60UY0JiaGyMhIkpKSiIyMlCouYUwtPJGSk5OlMkbdMltNGBgMBtnOVRj4irEuMstA0M4boc6BwI8V0P0YUBRFKtNqa2vxeDyYzWYpyY+Pj6exsVGWYJnNZmlCLHwlhCkyfLvOJCQkAG3m30LpJoISdUvswPksILLsVquV2tpa9Hq9X9Zd7XOh0+n8fIgCfwaOvWDjTqAzb4dwadLPFz+mGkpRFNm1qKWlxU+27/F4qK6uJikpqV1Ji9rgXhDWgOxMJMqQ9Hq9LBM2GAyyZDJY58LAjnJC/SIICqFsESpat9tNaWkpJpNJmvcKhJo7gcb8gfuQ0zGXAgmawLks1I11dXW0trbK61xTUyPvM08++STZ2dmsW7eOiy++mBUrVhARESG992pra6muriYtLU12vRLrT5jYDeOnitraWu655x4KCwvRaDRMmjSJ8847LzzmTxNycnJCEr45OTlSJR7GzwdhIqYbIrDFpQhk1PXxQpYrpMRik6iWEicnJ5Ofn4/b7aahoQFo23RVVVVx/PhxPB4PgwcPpri4mBMnTpCWlkb//v2prq6mpqZGenuITZkoiRAdGUQpksjqieBaXVqgNgUN48wh0LRS3Tq1s4BWnbkNLFcR6gwhkxceJurXOhwO4uPj5WtFdhba/AhEGU3//v392tK6XC6KiopkhjgqKkqWwAAUFxdLc1fAbz6I7yHImuTkZCIjI9vVPotgR12Oo/aC6E7lLRqNBrPZjNVqlcSK0WikoaEBk8lEXV2dJFCTk5NlBxUR3DU3N/up3ERwGRcXh8VikeVJcXFxpKam4vP5ZKvb1NRUkpOT/UonXC4X0FYmKa6LOMdqsqu5uVl6VaiVUIAMHmtqarBYLJIMVptIqzsuqRFqbRToTtcujB8HXSVGO2s33RnUpLVITLS2tsr7a3R0tDTJFkoUdZmjuswI8DNCFwSKx+PB7Xb7lVgmJCTQ0tIiVYLHjx/HbDaTk5MjS25aWlro2bOnVLyIcS/ICVFmHBMTIxWCTqdTHp96bor/C3JIrZ5Td0070/fxwLlcX1+P1WqVZrziPpSdnY1er5cky5AhQ4iLi+OZZ55h3rx5LFy4kMcee4wRI0Ywbtw4RowYIctkxXqp0WjCxG0YP0mcPHmSW2+9lfLycjIyMpg9ezajR48OkzCnER0RLWFF3s8TYSKmG0KtKFBnvdTZYpfLJbukWCwWioqKpKmueH5sbCzp6enYbDYZRFdVVUmptUajob6+XraqNplMsgNTXV0dhYWFDBw4UBqxihITdaccsTGuqamhZ8+eJCcn43A4/IIjEfSHuySdeqgl3IEGyWrTykCyD5Ab0UDpuvBXEcaRgrDQ6XRkZWXJAEUEEIGZ3JiYGNxutwzIASn1T0xMlH8TShkAs9lMUVGR7NIj/ENEIJKdnY3FYsFisZCcnOx3DOJzHQ4HRUVF1NbWMnDgQFJTU/0yykItova1Af9M8Q8N6H5MCLNOq9VKnz59ZFv51tZWSXQIAhWQQWJSUhJutxufr63tuAjYRAvv6OhoqqurKS8vJy4ujvT0dDQajWyDK1RNIngUY0ij0WCz2aitrcVqtZKcnCy7s6nneWApmdfrleNMq9VSV1dHRUWFfG8RhNrtdhITEyVZE4hQa6P6fHWXaxfGj4PTRa4FtlwX418oYlpaWnA4HCiKQnx8vDQcV/uoCT8qtYpPzAuDwSBLkmpra0lLSyM1NRWbzUZlZaVUfZw4cQKTyURLSwtms7ldskW0rhb35KqqKhwOh/T1MhqN5OTkyPMlyjgFkSSI8qioKJxOJ1arVZYWCpNfj8eDw+GQROqZQKBCJjExEafTKYljof7RarU0NjZitVrp378/W7ZsobW1lUsuuYSDBw+yfft2Vq1axQcffMCmTZswm81MnDiR6667jvz8fJKTk8PEbRg/SVRXVzNnzhwOHTqE2WxmypQpTJo0KWxOHUYYZxhhIqYbQmw6ROcAkVlTZ7KE14NOp6OkpITW1lZaW1vl88VjopQhJSWFpqYmSkpKpHJFGNfpdDp8Ph+KotDU1ITJZMJisVBVVUVNTY00w7PZbCQlJUlCRW1gqP5ctQwbvjX0hXCJwKlGqIxxoCliMB8YYdLr8Xgk6SYMWkV2VLSlFiVx0dHRmEwmubm32+1SRdG7d2/MZjOJiYkcO3aMjRs3smvXLkpKSti/fz9ut5sBAwYwdOhQLrroIsaNG0fv3r0lgWSxWGSbbOFLIqTlTqeT5uZmUlNT0el06PV6P7WOx+ORY1mUyzQ3N3Py5EkaGhoYMGCAzESL76UOltRzrbv4xAhlkgjchPJIePE0NDSQlpYmz0VlZaUMqsT5SEtLk/MzsKW4TqdDq9VSWlpKfHw8dXV1REVFkZycLNef8vJyP78IaLtOgoATQZvL5ZLZfUHIBqqPoG2MilIMj8dDRUUFqampUllXX18vSx+joqKoq6vzKwPpijl4GD8ddOZZFQrqOdwVMiFwvRSlPkKV5/F45NpnMpnkeFSX9dhsNkl4BB6z6HCk1+sBJFHqdrspKysjPT0ds9lMr169gDYTXqFe83q9GAwGduzYwcqVK9m+fbtf8iPwn+iGeO6555Kfn09CQoIkfsTxarVaSWSIrkPCK6aiogKXy0XPnj0xmUzdIqkSGRlJjx49/Eil2tpaysrKKCwsRFEUcnJy+Ne//sWOHTsYOXIkWq2WCy64gBEjRrBs2TI2bdrEihUreOutt3jvvfeYNm0a9957L3FxcWfse4URxqlAcXExN954I0VFRRiNRm644Qauu+66MAkTRhjdAGEi5gyjoxacoguM2h8jsOVrVVUVlZWVpKSkkJmZCbRlwjUaDQ0NDVIBkJKSQnR0NBERETJwjY+P5+uvv8ZmsxEZGUljY6MsLzEajTKb19TUhMPhoKSkhAMHDlBfX4/T6SQuLo7zzz9fbjQVRaGmpgaXyyWJGLvdjsvlkp8f7Pt21Bqzs7aZYSmfP0JljIOpAwJbrYpgtrGxkYqKCsxmM6mpqbJVshiHKSkpJCYmcvLkSaKioqiurgaQ5TEnTpygqamJN998ky1btkjSBSAuLo6hQ4dy2223YTab2b59Ox9++CFvvPEGAOnp6VxwwQUMGDCAfv360bNnT7KysqTKIyEhgcjISL+gvrW1lcjISEkWClPbmpoa6V8iumtERETIjj/CQ0Wt4hLnRT1Og5FbgeM4UAV0KsalUP2kpKSg1+ux2+2SEBHfT01YKIoiz43I4BcXF0sZv8/no66uThojn3POORQWFtLS0kJra6skQYQBeHl5uSRrExIS8Hq9REVFSU8atcF3TU0NTU1NWK1WDh8+TN++fcnKysLj8dDa2ipbhouSSEEERUREYLFY5DUThqRer5eamhqqq6tRFIXk5GR5XtRteEOhs3X2+1yv8NrUfdAZWdpZSVPgtQxcLzUajVQSVlVVyc+Kj4+Xr4dvTcWbmpqkt4xIfKjNdQG5/lRVVXHy5EkSEhJk6V5UVBQWi4XIyEh0Op3sfrR161Y+/PBDPvnkE0pKStBqtYwYMYJzzjlHKsTg246H0CaFX7NmDStXrpTfpXfv3gwYMIA+ffr4ka3x8fFkZGQQExNDnz590Ov18ji7ch5PJwJJuaSkJJqamoiPj8dgMHDhhRfyyiuv8PHHH1NQUCCfd/jwYbRaLWazmXnz5nH11Vfz6quv8sorr/D3v/+dOXPmcNddd/mtMQLqsttAhOd7GGcCwp8xGHw+H6WlpUybNo2ysjLMZjM33HADCxYsCGrcH0YYYZx+nJVEjEajyQRSFEXZc6aP5VRCbP5Exl4EXcLbQzxuNptJTk7GbDajKAper5fq6moZnIlNoM1mQ6fT0dTUhE6n4x//+AcPPfSQX3cZ4Yshuie4XC6qq6vxer1Bj3HEiBHMmjWL0aNHS0m2yMQJ6bCQOUMbMSP8JbqSVesuaoSzBWoJtwgOghnRBmu5qu4QIsaMukWqUDdUVFTIza7oVgHfqms++OADXnrpJQoLC7nwwgu5/fbbGTZsGPn5+fTp06fdNff5fBw4cIAdO3bw2Wef8fnnn/Pee+/Jx81mM/369SM5OZmBAwdy7rnncsUVV2AymYiKipJjSRAKwrvGbrfLTLLIWufm5mI2m2WwL/51VOKibu0aDGoPHTi1AYooJ7LZbMTExGA2m6XCRJQulZWVERERQUREBG63m/r6emJiYigtLWXlypWYTCauuOIKzjvvPDk2RPmDKE30er20tLSg0+nkmlNRUSEDw6amJiwWC/X19Xi9XhobG4mLiyMpKQmr1cp//vMfNmzYwKeffirLHidOnMj48eMZMGAAVqsVs9lMeXk5TqdTrlOJiYmSdFO3CfZ4PJIcTkxMbDd2OyNiBMKdln6a6IwgUJf7fh+I8RYdHU1qaqrsDibWBvG4aB8NEBsbK0lhsUY5nU55P0tNTZX32dbWVjQaDWlpaWg0GtLT0+W9tKysjCeeeIL169dLldqll17KAw88wFVXXdWOMBDkqxqKolBUVMS+ffs4fPgwBw4cYP/+/Xz88ceSJA9Ez5492bx5s0zMqNWsZ7p8J9jc1Wq19OrVSyodExISGDFiBJs2beJPf/qTfJ64v1VVVfHMM8/Qs2dPFixYwIwZM3jttdd49tlnefnll5k9ezZ33XWXLDsLI4yzDaWlpUyYMIGysjKio6MZN24cd955p5y/4T11GGFAbm4uxcXFQR/Lyck55Z+v6eoGtrtAo9H0AG4ClimKUtfF19wC3ALQo0eP4aFO+JlAV85/oHFgU1MTZrNZqlDsdrvMSicnJ1NXV8fBgwdpaWlh6NChpKWlYbPZKCsr4+TJk+h0Ol5++WVWrFjBeeedx+zZs6URr81mw+Vy4XA4ZKvctLQ00tPTSUpKIisri9TUVNLS0vjnP//J7bffjs/nY+HChUycONFPhq3uuCAWfFFrrzYyVBRF/j9Q9iz8a2JjY4NusDu7kQRre/lDoNFodimKUhDwt245vsTYstlsstWqyOh1pkJSmzSKbh7Nzc1UV1djs9mkWkqUnRgMBnbv3s2f/vQnPvzwQ/r378/SpUu55JJL5PsGdhxRw+Px+BEdlZWVHD16tN2/kydPApCdnc3MmTOZOnWq9DEQJIVomS2y0kLGHiw4EecgMEBXPxbs/KkhyrQEKfVDFDGB40s9trKysoZv376dxMREWltb/bqpiOslWroaDAZSU1M5ceIEu3btYtWqVWzevJnk5GTcbjdWqxWj0cgvf/lLRo8ezbXXXktMTAw7d+6U5WR1dXXS2Pvo0aMUFxfTs2dPEhISyM7OluTWOeecg8lk4osvvmDt2rVs3LgRt9tNSkoKEyZM4OKLL2bz5s28++672O12zjnnHM4//3xmzZpFTk4OaWlpft3WYmNjpZIPwGq14vF4SE9Pl6UcAuK6GQyGkK03g5n/Cr8LQWj/UEVMMMK4u21yOxpb3WXd6sp6HUpV2RlhH2zN83q91NbWBu16FOzYRHmSMMbW6/VS3SUeE53HxNop/GIE6QLfJjwASeKKxIVer5fGvu+++y7/8z//g6IoXH311VxzzTWMHz++Q7I3GBGj/r7qx8R5q6+vlx5cDQ0NVFZWct999zF06FBWrlxJQkJCh2oQrVbbrcaWSCA9+OCDvPrqqxQVFUmz4i+++IIvvviCRx99lJaWFtxuN6mpqcyfP5+LLroIo9HI448/zqpVq0hOTubVV19l1KhRQFgRcyZwNqxbZxKhFDEHDx7ktttuY//+/RiNRm655RZ+//vf+43hn/uYDbafD3hcOZ0xskaj6XJSKYwfD6fqvHc2vuTzzqaLrtFoooG3gMeAPcC5QDKwV1GUwq68R0FBgbJz585Td5DfEerz39XNpNPpRKfT0dDQQEJCgiwHaW5uJi8vD4vFwpEjR2hpaSEhIYHc3FwcDgdffPEFZWVlvPfee6xfv55Zs2bxzDPP+AXAIqANBrfb3S7YKSkpYdasWWzdupUpU6bwu9/9joSEBKnQ8fl8VFdXy+42ERERUhHj9XopLi7GaDSSlpYGIDP96o2qUAIFOyed3Ujsdrs0Lv4x/Gk6m1jdaXx9XyJGIFhQJPxjxLirrKzkxIkTbNiwgddffx2dTsf999/PHXfc0W6sfBciJhDiWK1WK5999hl//OMf2bFjB3369OGuu+7ivPPOk4oKvV6P2+2WXX30ej0Gg0GSJOK7iQDe5XK1U0iI8yMMrm02m/RtCDxHgS1l1cf7XdHR+Bo8eLDy/PPPk52dTVxcHDqdjvr6ekkmiG5I5eXlaLVaSkpKeOKJJ9i8eTOpqan89re/5eabbyYyMpKtW7eyZs0a1qxZw8mTJ4mIiOCiiy4iIiKChoYGvvrqKz8yRBiSVldXt2tfrUZubi6TJk1i4sSJsiOJgMPh4P333+e1115j27ZtaLVafvnLX3LllVeSn59Peno6aWlpREREUFxcLMkkoYiJiYmRHkE+n4/6+nqpiDKZTCGDJOF9JDLlap8ake0XZaDfRSmjnkPqzxBBcnfb5HY0trrLutWV9Tpwz6Imjk0mk995V99T4dtrIuZ/Y2MjRUVF9OrVi/T09A6PTayjgoAWZYCiPEko6kR5r3ie1+ulpKQEp9NJbGwsmZmZ0lzX4XDI96yvr8dsNuN2uzl48CBvv/02H374ISNHjmTFihV+mbmO9m3fhYjp6LG33nqL6dOn85vf/IalS5eGfB20J2LUON1jy+fz0djYiE6nY8uWLUycOJEVK1YwZcoUAGbNmsWbb75J3759WbRoEbW1tSxZsoTCwkIuuOACXn31VdLS0jh48CA33ngjhYWF3HvvvcyZM4fMzMyQ60R3m+8/FZwN69aZRDAiZvfu3dx4443odDoKCwu5/fbbWbRoUbtypJ/7mA0TMWFAmIj5ztBoNBcAYwAnsA1QgGnAk4qinOzs9d1t4Vaff/VmXqhfQhEQwhvGZDJht9tpbGzEZrORn5+PTqeT3iwOh4OePXsSExNDeXk5L7/8MosXL+bpp59m7ty57d77uxIx0LaBW7x4MY888gharZbrr7+ehQsXkpWVRVlZGU6nE7vdTv/+/YmLi5PBa2NjI1VVVURGRsruN1arFYPBIL9P375922XB1egOihg1utP4El20gpENwYiYQCLQbrdjtVr9SLHq6moOHDjA1q1bOXToEDt37qSxsRGNRsN//dd/8eijj5KdnR30eH4MIkZ9rP/85z954IEHOHToEFdddRULFiwgOzub2NhYioqKZJmVaAubmJgog2Qx19SdgNREjVCYCb8HUfKlJlvU7xOo2DoVRMzQoUOV1157jfj4eFwuFy6XSxKXwselubmZmpoannzySd566y0sFgu//e1vmTNnTtBygtbWVg4cOMCaNWtYu3YtTU1N9OvXj/79+9OnTx8GDBhA//79SUlJ8fOJKC8vp7a2lsrKSiorK2lubmbs2LEMHjwYjUYTspRRnNuysjJWrFjBihUrKCkpAaCgoIDLLruMsWPHykBcKK/UvjWJiYnU19dTVVVFTk4O0dHR0sQ3Li7Ozxg4sANYIBEnOm2piZmulpap51AwZUV32+SeDQHN91HECBUYtLWQFuuVICfV91RBuKnb1dfW1pKbmxvUpFVcV9H+vaqqCovFgtvtJj4+nsbGRmlKLVQtYp0QRI3D4WDp0qUsX76c6upqzGYzubm5pKSk0KdPH9LT0+nVqxcVFRV8/PHH7N69m4aGBvR6Pb///e+57777gqr5QuHHImIA7rzzTpYvX84XX3xBXl5eyP1IdyJi7HY79fX10lS+X79+TJ8+naVLlwJtPmSJiYm8+OKLcm/h8Xh49913eemll4iPj+f111/n/PPPx2q1cvvtt7NmzRpiYmK47rrrmD59Onl5eX73C+h+8/2n16B9RgAAIABJREFUgrNh3TqTCCRiPvvsM+bMmQO0eVb94he/4Lnnngu6vv3cx2yYiAkDwkTM94JGoxkB/BaYpyhKtUajOR/wKorS6Yrc3RbuUIoYUYIUKjAQyoTIyEjKyspobW2lqKiI5ORkvF4vcXFxGI1G2epWo9FQVlbG5ZdfTt++ffnkk0+CHs/3IWLEsZeXl/PQQw/x97//XXbcMZvNmM1mTCYTBoOBxMREDAYDmZmZjBw5Upa8GAwGsrOzaW5uJjs7m9LSUo4fP05GRgYFBQUhZeOn+0ZythAxQonk8XiIj49vN4aCETGBygGRrX3++efZs2cPx44do6ysDGjzQhg0aBAFBQWMHj2a8ePHk5SURGtra8gA6sckYgTcbjcPPPAAS5YsYeDAgSxcuJDY2Fjcbrf0TtDr9WRkZMggTZwfYdArzIjV50mcC1HCEipQD+U5cqqImM2bN0sDPo1Gg9PpJCUlhdbWVmJiYigsLJRy5GnTpvHUU09hNptDXhOPxxOS6BRdqkI91lGGvDMiRlxrRVHYt28f69at46OPPmL79u0oikJaWhoFBQUMGjQIk8nkZ8bs9Xqx2WxERUVx1VVXkZWVxZEjR8jMzGTo0KF+HcA6I1asVitFRUX06NFDtvIOdq6CqRXDipgzg8A9i/BEE+SNep4GKmLEfVXM61CKOAFhpJuRkSE7J4m1QKwLauKvqamJ9PR0jEYjVVVVHDp0iAcffJD9+/czatQoJk2aRElJCYWFhRQXF1NYWOinPLNYLEyYMIGrrrqKSy+9NKTK63QRMVarlX79+jFw4EBeeOEFTCaTJEnV47s7ETFCEWMwGHA6nUybNo0vv/ySwsJCDAYD06dPZ/Xq1bz//vtSzSRw/PhxFi1aRFlZGX/+85+ZPXs2Go2GvXv38te//pVVq1bhdrsZP34806ZN44orrpAeMt1tvv9U8FNZt04V1ETM5s2bmTdvnvz9l7/8JX/5y19CdgL7uY/ZzqwGgOFhIuanjzNNxJyVZr2Konyh0WhuVhSlUaPRRAG/Al4608f1QyHMUiF49xv1plKYinq9XumRIQJQ4Yvh8/lwuVyypfCrr75KZWUlK1asOCXHn5uby6uvvsrdd9/N3//+d+n7YLPZcDgc1NbWUlRURE1NDQ0NDQAMHDiQESNGyO5LlZWVREVFkZmZSXl5OS0tLVRXV8uMppgwP1cD364qfESLYuE1oH69IA4Cz516zDkcDjZv3sw999zD119/zTnnnMNFF13EueeeS0FBAUOHDj3jho3QRrL8+c9/5tJLL2XmzJnceOONPPjgg4wZM0ZmmYXppcPhkIoWYbCr0+mIjY2VPjgC4v9CMSECNZHhVgdwp6t7iDADNpvN5OTkUFVVRVNTE62trQBs27ZNbsLef/99Jk6cCCAf747QaDQMGTKEIUOGcO+991JVVcUnn3zChx9+yIYNG/jnP//Z4eufe+45SQr269eP8ePHM2zYMBRFITs7W16vYGoY0QZd+GOpCalAgq2rZrDdYU783CBKEIUxvFDEBN4nFEWRa6GYv+KeG8p3xmAwyPbwwlPI4XDIdu6CmNFqtSQmJgJtnd0OHDjAww8/zNq1a8nNzeWtt95iypQp7cqmNBoNdXV1FBYW4vP5ZNJBGKSfacTFxfHggw9yxx13sHr1asaNG0dzc/P3biN+OqBWcBqNRqZPny7XkilTpnDVVVfxj3/8g/Xr1zN16lS/1/bu3ZtNmzZxyy238D//8z98/PHHTJ06lcsuu4xnn32WxYsX8+KLL/L8889z4403AjBgwADOP/98Ro8ezcUXX0zPnj1/dvuSME4PFEVh165dDBo0qF3iav369dx9993y9/z8fB555JFwO/bvCEVR/gr8FdoUMWf4cML4GaBbK2I0Gk2MoiiOEI+ZaPOHuQ14RVGUQ115z+7GoH+X86/OuoqsnNh46nQ6KisrcTgcVFdXy8XXarWSmZmJ3W6XXgxvv/12yKxYY2NjyM4SomV1MDQ3N3doZKfeWCqKwuHDh/n000/ZtGkT//nPf2hpaUGv1zNq1Cguvvhi5syZg9frxefz4Xa7MRgMUrHgcDiw2WxSbRMMXfFA6QihXnumFTGBHgqhxo9QTFksFj9VgzojHLiR9nq9ssPOgw8+yDPPPENmZibPPvssY8aMkc+zWq0h1SuiQ04w1NTUyLG1a9cujh07xrhx42Sm2WKxhPzeHfn7eDweDAYD1dXVzJgxgy1btvDEE09w0003oSgKDQ0NeL1eNBoNsbGx0sy3srJSdhwTWXQRXEVFRREREeGnTFMr1dReEMGC7+9bBtfR+Bo0aJDy73//m+joaFpaWnA6nezfv5/MzEzWrl3LwoULOeecc1i1ahW9evWSr7Pb7SFVL6IUMBgcDgexsbEhH+vomggPjFCPiaA1EC6XS36mx+ORna+0Wi1er1eqe7RaLbW1tezcuZMdO3awfft29uzZI8kSk8lEr1696NGjB5mZmfTt25f+/fvTq1cvEhMTpa+M6AwWExMj1zBxncVYFl5XagJU/XsHa0XIc9AROlu7ToXaatiwYcrOnTt/1E5SHd3bfsj6HMwjRk0uB5YfqcuS1OV1gcqYwO+unvti3XI6nbJcU3jA1NfXS6KmtLSU5cuX8+KLLxIdHc3vfvc75s+fH3SOdaQQbG5uDqk+hW9J2WCw2+0hSZKmpqaQZGFLS0vQ+3traysXXHABGo2G9evXY7FYiImJ8bt+ERER3Uq1IAyToW2NKygoIC8vjw8++IB//etf/O53v8PpdLJs2TK/71FbW0taWho+n49Vq1axdu1a6UU1ZMgQJk2axMiRI4mMjOTgwYPs37+fvXv3sm/fPqlsSk1N5dxzz+XCCy/kwgsvJCcnp8NgWN2sINhjHc3JnwPhE1bEQGFhIYqi8NRTT7Fs2TLy8/Nlxy+fz8fJkyf9SJiMjAyWLVuGxWLpsFPcz2H8dIRwaVIYEFbEdIbFGo1mi6Iob4o/aP7/zFAUxQ7YNRrNw4qihHaP7OboaCEUHh8iKysWVGFWqdFoZMZep9ORnZ1NdXW17HRiNBqxWCwkJibyyiuvyC4CkZGRHZb6hLrxR0REhNw4RkREdHlR12g05OXlkZeXxx133IHNZmP//v188sknfPTRRyxatIi//vWv/Pd//zcTJ07E5/ORnp7u9/2hTQ2hznZ3pPb4qSBU5j0wgy98L1paWvw25eLcBRIpok3q559/zmOPPcahQ4eYOXMmjz32WMhgPBg0Gk2HY2v//v0sXryYf//730AbYTFq1CiuuOIKpk6dGpJY66ijiQiwUlNTWb16NZMnT+aee+4hLi6OK6+8UhIqwlultLRUGnMKfwej0YjH46GiokIGb6mpqX7ny+l0EhUVRWxsrJ8i5nSNNZHxr6+vl0RbSUkJzzzzDOvWreOyyy7j9ddfb7fp1+l0IedtR/O9o2up1Wo7vCadGHt2+JnifOp0OhISEuRjolOUQHp6OhMnTmTixIk4nU4iIiL4+uuv2blzJ/v27ePEiRN89dVXbNiwwa9Fb1RUFHPnzmXhwoVERERgsVjkORLXU62cEMesDpYEUSMCpUDl1Nm2mfJ6vdLf5GyAes6plaSChBEkiyBRxPPFT3F9RRlLoEeUeI5IBDQ1NZGUlCQVMU1NTZKI83q9fPrpp6xevZr33nsPp9PJ7Nmzeeihh9oR4YHfoSMSr6MAvKO5J1rXh3pfp9PJoUOHOHjwIPHx8Vx++eWSWAn2mVFRUfzxj3/k+uuvZ+XKldx+++3yvbojfD6fbHev1WqJjIzkiiuu4OWXX6ahoYH8/Hxuuukmfv/73+NyuSgo+Haf/Nlnn0mS61e/+hXXXHMNR44cYdu2bWzbto3t27djMBgYNWoUv/zlL6VnjMPhQFEUduzYwY4dO/j888+lmq9Hjx5cfPHFjBs3jksuuUQSwQaDoduewzC6F9QkzLhx49i1axdXX301jzzyCBkZGdxxxx3yudnZ2SxfvlzuccJjLIwwuje6uyLmGaAX8LyiKB+q/h4FLAbuVhTFHer1wXA2Mehq9YPIvolgW5QdqVtjms1mIiMjOXr0KDabjejoaBISEoiOjmb48OEMHjyY9evXY7PZQm7U6uvrQ2bMmpub29VUCzidzg6lyh15RoiyKmi74WzcuJElS5awceNGYmJiuPLKK7n33nsl+y+ykc3NzX5+ADabjerqalJSUuTjoUoSRLAUKqvdXRUxgRDzV5gfi4BRqCZCeR94vV75/X0+H1arlaeeeorly5eTmprKsmXLuOyyy4J+ZmNjY0hFjLgegdi7dy+LFi1iy5YtJCQkMHfuXC688ELWrVvHBx98QGlpKQaDgcsuu4wpU6YwduxYPxVHR2qrQJ+T5uZmJk+ezKeffsoTTzzBRRddhEajIS4uDpfLRWtrK5mZmVIZI0xvdTodzc3Ncizn5ubK4FwEdx15jqg7KIlM+3dFZx4xmzZtwmazSUXI7373OzZs2MD8+fN57LHHgs5r0WUtGETXpWCw2+0h57vdbu/wmjQ3N+P1evn44495//33Oeeccxg7dizDhg2jubk5pCKmubk5JPHX2toakijo6DsKD5HCwkJOnDjB5s2befvtt6XvxfDhw+W1V7cf7ig4FddaGL6KUlC1wkKUmITqshJq/RFz+ruuTZ3hbFHEdFZ6Guq136UTmtrIuaqqCrvdTlpaWrsxbbPZOHToED6fj969e5OSkiKv/YkTJ3jppZdYt24dJ06cwGQycd111zF//nwGDRoEdOyz5HK5OlTEdGRS39H9VChiWltbOXnyJEePHuXAgQMcOHCAffv2UVRU5Pd8o9HIxIkTufbaa7niiitCeiRNmjSJ/fv388477zBw4EA/4qo7ecSI5gWCXHM6nezatYsxY8bwl7/8hSlTpuBwOLjgggu47LLLeOKJJ+RrP/vss5BrXlVVFS6Xi40bN7J582YaGxsxGo1S+XLDDTdI4lZRFI4fP862bdvYunUrX3zxBU1NTWg0GgYPHsxvfvMbLrvsMuLj43G73SQmJrZLJok9SlgR8/NWxCiKwvz581m2bBnXX389f/rTn6isrGTBggXs2LGDzMxMWlpa0Gg0DBw4kDfeeEO2aoeOSdufO8KKmDDgzCtiujsRYwCigUeAfymKslqj0UQoiuLVaDQZShe6JAXibFq4hSJGr9dTX18vzediY2NRFAWbzSaVDHq9HpPJRGNjo+ymFBMTQ0JCAm+88QaLFi1i69atXHDBBd2aiFFj//79PPXUU7zzzjsoisK4ceOYPHkyo0ePJiMjA4PBgNvtlpsWNRGj1WrbBc6BhpodGXqebUSM8DwRsnlhGCm+R2DwITJ4NTU17N+/nz/+8Y/s2bOHadOm8fTTT3fodSGImMbGRtavXy/VJuLzkpKSMBqNGI1GSktLefHFF/nwww+Ji4vj1ltvZebMmX4BtaIobNu2jU8++YQ1a9bIDjjPPPMM48ePB74bEQP+ZMwf//hH2YlHq9Wi1+vJzs7G5XJhtVppaGiQsnxRpmSz2WQwl5GRIYm9QOWDQLDz/33UBR2Nr8GDBysbN26koaGBqqoqbrnlFo4dO8ayZcuYOXNmyPfsChGjKArvvPMOVVVV5Ofnyw4pakWKGh0RMVVVVaxatYqXXnqJoqIikpKSZHlYQkICF154IePHjyc3N5fMzEzS0tLk9TsVRAy0V+isX7+e2267jaqqKu6++27uvPNOOVdqa2vR6/VyXQhFqomuYqLrW7DuSx2tMaEeE0TEd12bOsPpDmi+LxHTmdFyqNd29XWBzxNtqVNTU2UZmlgrHQ4HZWVluN1usrOzMZvNvPPOO7zyyit8+umnAIwdO5Ybb7yRa665pt3nngoiRlEU6uvrqa6uprKyUhoKl5eXU15eTllZGRUVFVRXV/tdg169etG/f38GDx5Mfn4++fn5lJSU8M477/DBBx9gs9nIysri+uuv51e/+hX5+fl+5/nrr7+moKCAX//61zz66KN+Xei6ExEjjOrdbjd6vR6LxYLL5eLyyy+nsbGRNWvWoNFouO+++1i9ejVffPGFXMs6ImJqamoYMGAA0HZd9+zZw8aNG9myZQtWqxWTycT48eOZMGECo0eP9rt+MTEx7N69m82bN7Nq1Sq++uorrrnmGubOnUufPn1ISkpqV3YtvIvCRMzPl4jxeDwsXLiQxx57TJIwYjx4PB6WLVvGsmXL6N27N263m+3bt0vzaIEwERMaYSImDAgTMV2CRqPpDcwDtgNG4B+Koti+z3udTQu3uDZio5WWliYDEb1eL7M+ZWVlmEwmiouLZeAkOhYdO3aMSy+9lFGjRvHhh22iorOFiBGvq6qq4v/+7/948cUXsdlsXH311cydO5ehQ4dis9nIzs5Gr9d3uWWtyJiKnz8FRQz4KzJENl98D3Xw4Xa7+eabb4iIiGDJkiW89dZbJCYm8sILLzBp0iSgfUtEAZfLxT/+8Q9Wr17Nv/71L7+Sj1CIjY1l3rx5TJ48mbS0tKDPsdvtJCcn09rayubNm3n00Uc5ePAg119/PQ8//DA5OTkh3z9U55/m5mYmTZrE559/zhtvvMGwYcOIjIyUwbXT6ZTlfQ0NDVgsFqlsKCoqory8HJ1OR15entwkCwVEYCeqQEXSqVDEDB48WFm7di1fffUVDz74IEePHuXdd9/l4osv7nB+dUbEGAwGHnzwQZ5//nm/xxITE8nLy2PgwIHk5eVJhVBERARut1sSW5GRkVitVj799FM2bNjA3r17ARg+fDi/+c1vuPzyy7HZbGzZsoVPP/2UjRs3Ul9f7/dZKSkpsrNVbm4uGRkZZGVl0bNnT/r164fJZPpRiRhoIxT/93//l9dffx2TycQ111zDb37zG9ltS6xpqampaDQaP4Ns9VwT6jO1msZoNJ5Vipjvum59nzbTgY+F+n7fVREjroW6fXSwTmGBihhxvdQqS61W2657XE1NDU1NTdjtdh5++GFWr15Nr169uPHGG5kxYwZZWVkddiX7vkQMwO7du9m2bRu7d++WpItQZgQiNjaWjIwM0tLSyM7OJiMjQ/oj5eXlYTabaWxsDHqfbm5uZu3ataxevZqNGzfi9Xo599xzWb9+vVxbY2JimDp1Khs2bGDHjh0kJSWpPZu6VbDc2tpKaWkpkZGRJCQkYDKZeP7555k3bx4ffPABgwYNYv/+/Vx77bX84Q9/YNasWUDXiRg1PB4Pn3/+OXv27GHdunVYrVZiY2MZPnw4w4YNY9iwYYwePVrucdxuN3/5y19YsmQJXq+X5ORk6Y03fvx4MjMzZbldZyVqYSLm7NnPfxd4vV7efvttFi1axNdff92OhFFj+/btTJs2jXHjxrFu3bp2j4eJmNAIEzFhQJiI6TI0Gs0A4B1guqIo+77v+5xNC7e4Nl6vl9raWpKSknC5XH5modBmwFdYWEhFRQXp6ekMGjQIu92O3W5n+vTp1NfXs2PHDrKysoCuEzGVlZUcO3YMg8EgzQxTUlKIjo4mOjqayMhIWltbaW1tpampye93n8+HwWCQygi9Xt/hZrUjIkZsBK1WK//3f//H008/TWNjI1dffTWjR4/m6quvJi0tzS/Y+SEZVzi7iJhAAkaMDRGcuFwuEhMTaWxsxGKxsGPHDh599FE2bNiAVqtl7ty5/O///q8MQMGfiPH5fGzdupW3336bDz74AKvVSkpKCtdeey2TJ08mMzOTpqYmHA6HDLBFiY/FYuH8888nNjaWqqqqkOdbEDECLpeLp556iqVLl5KQkMCSJUvadR0R6KgF8/79+ykoKGD69OksWLBAjjPRaSyYNwS0beRra2tlyV9zczMVFRX4fD7i4uLkXAzmT6TVak9JsKzT6ZTExESpZFq2bBm33nor0DHR2RkRs3z5ch5//HFuvvlm7rnnHo4ePcrhw4fZt28fx44d48iRIx2a7wpotVoKCgoYP348o0ePJi8vL+jzmpqaqK+vlxl8kc2vqKigrKyMyspKaborkJOTw4ABA/jFL34h/aWysrJoaWmhubmZhoYGPB4Pzc3NuFwuvF4vKSkppKenY7FYOizz2LlzJy+++CJvv/02LS0tZGZm0qNHDxITE8nJySE3N5e4uDjy8/MZMGAAdXV1cj0TQZs4XrvdjslkIiUl5XtvgM+EWe93XbcCTcODoaO9RVfbi4v3Cex+pD4HDoeDiooK2Y5eq9XSq1evduoWQUyLv3k8HoqLi/1Ub+q29oD0Ztu5cyczZ87k+PHjPPnkk9xxxx3yGLxe749CxLhcLnbs2MHWrVvZsmULO3bskIRMnz59yMrKIjU1lbS0NJKTk0lNTZX/0tPT5drWkVlvKCJGfH58fDzV1dWsWLGChx56iCeffFKuMTExMfzlL3/h3nvvZefOncTFxZGWlibuOd0qWLbZbH5qNZfLRV1dHX379mXGjBn84Q9/AGDGjBns37+fDRs2kJqa+r2IGGi73/Xt2xe3283WrVv5+OOPpSG9GK8DBgzgvPPO47zzzmPo0KHExMSwbds2tmzZwrZt2ygvLwcgKSmJgoICBg8ezLBhwxg+fDi5ublBx1iYiDl79vNdxb59+/j1r3/N4cOHGTRoEA899BBDhgwJea137NjB9ddfz0svvSQ7eakRJmJCI0zEhAFhIqbL0Gg0yUCSoihHfsj7nE0Ld7BrIzaRkZGRNDY2YjabOXToEG63G5fLJVUz5eXlPPHEE/zzn/9kw4YNjB49Wr5HZ0RMdHQ0b775Jvfdd1+XArCuQhA4sbGxXHfddcybN4/4+PguEzECgYTMpEmTuOmmmxg9ejRarVaSD4HB0E9FERPYsUUEItBmYCrUGxUVFdTW1uLz+UhLS8PlcvHSSy/x/PPP43a7mTVrFn/4wx8kQadGS0sLNpuNl19+mWeffVaqrq6++momTJjA2LFjg2ZzQ3nEAN+JiBE4dOgQCxYsYM+ePVx11VU888wz7Y63IyJGURRGjRpFS0sLH3zwAQaDgejoaEwmk/SH8Xq99OjRw+/7KIoijT+DZc7VnjHCQ0ZNBJ6KYDk5OVmZPHky0GYyvHDhQvm9vy8R8+STT7Jo0SKmTp3K008/7bfZFx4xXq+XoqIiysrK8Hq9eL1e7HY7UVFReDwevF4vUVFRXHDBBdL7Rd21JBB2u71Tj5impibKy8s5fvw4hw8flv+++eabDr9rMERGRpKWlkZ6ejrp6elkZmby61//Wpp0KopCVFQUNTU1rFixggMHDlBaWkpJSQmlpaV+qq+IiAgGDx5Mbm4uY8aM4aKLLmLAgAGSIK+pqSEmJkZ2XhHETDCFRiicDURMR12k1GS4GmpCBej0/8HUfKJcI5QipqamBp/PR2ZmJmazGavVSlFREbm5ubKkt6amBo/HI8tXRYIhJiaGuro6SdCK0t+tW7eyYMECjEYjb7/9NhdffLHf9/qhRMzu3btZsmQJa9euxe12o9FoyM/P56KLLuLCCy/kggsuaLc2dsUjJhi6QsRA27W66qqrOHLkCPv27ZPnfuXKlcyYMYNNmzYxbNgwSfx3NyJGrFHi/6WlpcTFxXHXXXfx+eefs23bNiIiIigsLOSqq67ikksu4dlnn/3BREwgmpqa2LNnD4cPH+bLL79k586dNDY2Am37oUGDBjFkyBBGjBhBUlISJSUl7Nq1ix07dnD48GFJCObk5DB8+HD69u3L4MGDOffcc8nNzf1ZBNk/JyJm3759jB07lujoaJl80mq1FBYWhnzNPffcw4YNGygrKws6t38OY+T7IkzEhAFnnojp7l2TJBRFqQFqzvRxnG6o1TCijauQS3s8HqqqqlAUhZaWFhISEqivr8dqtfLOO++wevVqFi9e7EfCdIbGxkbuuOMO1q5dy6hRo7jrrrukV40wm3O5XDQ3N9Pa2oper5dBXkxMDDqdDp1OJzv3OBwOnE4nDocDh8NBc3MzJSUlPPHEE7zwwgvMnTuXOXPmfKfOPHFxcdx///3cfvvtLF++nKeeeorVq1dz7bXXctttt2EwGGQgKJzjfT4fVVVVNDQ0EBkZSWpqKk6nU27WOsvKnm50JP0X/hHQdtzClLmsrEySCVFRUdIjqKmpiTfffJPHH38cm83GDTfcwAMPPECfPn2CfnZNTQ1PP/00L7zwAo2NjVx88cX86U9/4sorr8RoNMqSuNOBvLw81q1bx2uvvcZDDz3E0KFDefTRR5k9e3aXA9tZs2Yxb948du3axYABAzAYDJhMJiwWC0VFRVRWVhIdHe03Vpqbm3G73ZSWlsrWtOrsvbqDl5gbcGrHUY8ePVi+fPmP9n6vv/46ixYtYsKECSxZsqTDbmm9e/emd+/e8m+dmfX+UMTGxhIbG8uAAQOYMGEC0KZS0ul0HDt2jEOHDlFRUUF0dLRU6wmTavG78NCoqKigqqqKiooKvvnmGz755BOee+45Lr/8cu677z5JyCQnJ/u1AIW29bempoaSkhKKi4vZt28f27dvZ8OGDbz33ntAW1lVQUEBQ4cOZfLkySQlJWG326msrKSuro7k5GR69eol1+7OjMKh8/KcM41gXaTUrcODQf0co9HYzrtLQD2XhOLPaDTi8/mCbpa0Wi1msxmHw0FMTIwsP4S2cVpdXU1iYqIsOxRES1xcHDU1NbjdbunF4fV6MZlMcgzdf//9vPjii4wYMYJ33nmHzMzMH+HstV3fTZs28dRTT7Fp0yZiY2O5+eabGTduHCNHjiQqKqpDFdephkaj4ZFHHuGSSy7hmWee4YEHHgCQ37+pqemUzv8fCtGZzWazYbfbqampwev1MmbMGOkLM2rUKHr27Mmdd97J448/zscff/yjdw2LjY2Vql1ou7d888037N69m71797Jnzx5WrlzJX//6V6BtXowbN47777+fSy65hMOHD7Nz50527tzJl19+KdccaJtRN1m4AAAgAElEQVRneXl59O/fnyFDhjBy5EjOPfdcqfrqrHQwjO4FQcIYjUaWLVvG1Vdf3ena39TUxIcffsiMGTO63R42jDDC6BrOGkXMj4WziUFXFEX6wwj/BPjWj0JsJvfu3UtxcTFRUVGkpaWxa9cu5s+fz3XXXcfLL7/cbjGvqKgIusn7z3/+w+23305jYyNz585l+vTpfmz63r17/dzY1Th06BC5ubkhv0ugN8jx48d57bXX+Pe//01MTAxz5sxh5syZ7TZ3optFMLS2tmKxWLBarTz77LMsWbKE1tZWbr31ViZPnszAgQPRarXU1dVJo+OTJ0/S3NxMRkYGvXv39guO1Oc91A2wo8wf/HjjK7Bjlho+nw+bzYbT6SQpKYnIyEhOnDjB0aNH6d+/P7169ZJlQuvXr+exxx6juLiYK6+8kocffpj8/Hyqq6vbqSRKS0t54YUXWLlyJS0tLYwbN47Zs2fLDiACn332WUhFw4EDB0KOg127dpGbm4vb7aaqqgqtVis39j6fr12mWY3MzEyKi4v5/e9/z2effcZFF13E4sWLSUtLw+12hxyXiqLQ2tpKVlYWl156KTNnzpSBsdlsll4COTk5xMTEyIw6tGU5q6qqyM3NJT4+PqTiRb3pBX7QBrgjBn348OHKF1988Z3fs66url1WbM2aNdxyyy2cf/75vPTSS0G7YBUWFmKxWIK+Z2FhIRkZGSE/U2R9g+Gzzz4jIyOD1tZWvvnmG6BN4ZOYmEhVVRUDBw4M+rrKysqQj9XU1NCvX7+Qn6m+Fg6Hg1WrVrFy5UqsVivnn38+DzzwAMOGDWv3OofDEXSse71e9u/fz6FDh/jyyy/Zvn0733zzDfHx8UyfPp2pU6fKbhYJCQmyXFPMZ0ECC1N18DfUbmlpCWnk21G3oY427t9XtdAV092uEEeBihjxvGBKGWGKLVRFQnUjvJeCmWYHCz6tVivFxcVyHAtFW0xMDLW1tRw/flwqYoQKMDMzk/r6eu6++242btzIrbfeyhNPPBGyU5wwhQ2GxsZGv3XW6/WyZs0ali5dyr59+0hJSeHmm29m2rRpfsmIAwcOtGtDr4bNFtoib9euXUFVjgAnT54MOYfsdju/+MUv/P52zz33sGXLFj766CNGjx7NsWPH6NevH6+88opfGUR3U8QIAk8Q6l999RWxsbEYjUYGDx7MpEmTJKnd2trKmDFjqKmp4bXXXguqzARYt26dXAusVit79+7F5XLhdrspLCwkKipKlmYrioLZbCY+Pp64uDiysrJISEgIOoaEoXlpaSnFxcXs378fq9WKwWBgyJAhzJkzh4KCAkksHT9+XJaMlpWVcfToURoaGgAoKChg3rx5jBw5EkVRiImJISkpqd29qCOS7/sq8jqLJbqDkq+7Yt68ebz66qvodDqSk5M5fvw4vXv3ZuLEiSQkJPi1p1bj1Vdf5e677+bLL7/k3HPPPc1HffYjrIgJA8KKmDA6gXBAVzuhR0dHS2my2+0mKipKZgX1ej0LFy4kLy+PZcuWdenm53a7efLJJ3nhhRfIzMzklVdeCSnB/bHQu3dvHn74YY4dO8bLL7/M008/zcsvv8ysWbOYMWNGSHlwMMTFxXHvvffy3//939x7770sXbqUtWvXcs899zBkyBDKysqIi4sjJSWFnj17UltbCyBbzApSIzk5uUOlx/+fqKclvSSCkmDGyVqtFpfLRWVlpQwiEhISSE5OJiEhAZ/Px44dO3jggQf4z3/+w6BBg/joo48YO3Zs0M8qLy/nz3/+M++//z5arZYpU6Zwww030KtXrx/0HUQnobKyMsrKyjh48CBWq5W6ujq56A0ZMoQJEyZ0Kbuak5PDG2+8wcqVK3n44Ye57LLLePzxxxkzZkyHr4uLi+O6667j/fff5w9/+APx8fGyZXdsbCw9e/YE2oL5EydOoNVqyc3NJScnB7PZLNVooaBWBwgCDUIrA840Pv30U+bOnUtBQQGLFy8OGWCeCjQ2NrJv3z7Wrl3L4cOH25k9G41GUlNTSUpKIikpidTUVLKyssjOzv7RjiEmJoaZM2dy3XXX8e677/L3v/+dCRMmcMkll3D33XdLhUxHiIiIIC8vj5EjRzJnzhygzWtmyZIlLF++nL/97W9cf/31zJ49W/ot+Xw+oqKi5M/ANt7Nzc00NjZSU1NDdna2LHv7PujIJPhUQJiLdvU56k1P4GvV3aaE8bUoCwTaeaSpOvcQHR3tt54Ls+WEhATpIyTUEmLNNBgMJCcnU1dXx5EjR1i7di0rVqygqqqKv/3tb9x00014PJ4ffI7effddHnvsMQoLCznnnHN4+OGH+fWvf/2jzj+h4jty5AgnTpygsLCQiIgIEhISSEhIQKfTUVZWhsViwWKxkJGR0WFQPn/+fD755BOeffZZRo8eLYnzoqIiv2vSnWE2m8nLy5PjZcyYMaxZs4bFixdjMBjQ6XQsXbqUcePG8dxzz7Fw4cIO38/pdLJkyRKqq6uBtvEbEREh1cGCeCsuLg66viUmJhIXFydVf2IPl5OTwy9+8QsmT57MsWPH2LlzJ3v27GH27NmkpqZy5ZVXcumll5Kfn8+QIUOw2+306NFDltt99NFHPPfcc8yaNYu+ffvyX//1X1xyySU4HA6ys7P99jadKWZO9/rxc8a+ffvakTBDhgzh8OHDLF++nLFjxzJ37tyge9MVK1aQl5fXpXtWGGGE0T0RJmK6OSIiIkhNTZV18OLGqNVqZavcHj16SFn+xIkTURSFN998s0tSxW+++Yb58+dz8OBBpk2bxtSpU2WJxulAnz59uP/++/F6vSxdupSnn36a5cuXM3r0aCZNmsSIESO6/F6ZmZm8/vrrzJo1iwULFjBv3jwmTJjALbfcIjcriYmJREdH4/p/7J15WFPH+se/JwlJIIEESMIiCCKCIO770rrVKrV49VZba11v1S5Wqz9bW623Wq3rta1rrbbWrdZWbdXWulcrLqitS3EBEWQXIRACWQlZfn/AjAkkAVwAaz7Pw6OQnJk558yZM/PO+35fvR4KhQJCoRAZGRnQaDRgsVgOPSsAEL2cegm4tV7cV82MZL2AI/+KRCK0bNkSeXl5mDp1Knbu3AmZTIZ169Zh/Pjxdg0JFosFe/fuxezZs1FeXo7XX38dkydPRpMmTVBUVFSrdpaUlCAnJweFhYUoKChASkoKysrKUFRUhKKiImowZBgGXl5eCA4ORvv27REQEIC8vDycPHkSSUlJeP7559GjR48aQ54YhsHo0aPRrVs3TJs2DZMmTaL6Js76+4QJE7Bt2zb89ddfePXVVyGXy6mRy2w2o7CwED4+PpDJZFCpVPDw8ICbm5vT/mAPZwa0xsD58+cxYcIEREZGYseOHTQ073FhsViQnZ2NCxcuICEhAUlJSbBYLPD29ka3bt3QunVr8Hg8KBQKKBQKZGVlwWQyITc3F3///bfNQkYkEiE8PJwK6BJjmbNsSc4QCAQYN24cXnzxRZw+fRpfffUVhgwZgrCwMLRr1w7t27dHy5Yt0aNHD/D5/BrL69SpE77//nukpKTgiy++wM6dO7F9+3b069cPw4YNQ2RkJHQ6HQQCATw8PKjBrkmTJiguLqaeMyUlJdSA8KDUV7jco8CeNw0xQPF4PKrbYi20bZ2pyvq9qNPpkJmZSY0xfD6fZjrz9fWli16VSgWNRoOMjAycOnUKV69exfnz56nYeNu2bbF79+5HssDR6XSYNWsWduzYgXbt2mHr1q144YUXUFhY+FBGGIvFgoyMDNy5cwe3bt3CrVu3cOfOHZSXlwMAxGIxmjVrBoZhUFxcjKysLJSWluL333+nZYhEIgwfPhyDBg2yW0dwcDBeeeUV/PDDD0hKSkJUVBTEYjEyMzNphqrGirWOFwldy8vLQ79+/fDLL7/g6NGjNGSoQ4cOePvtt7F27VoMHjwYHTt2tFum2WzGpk2bUFhYiGnTpqF58+Zwc3PD2bNnq3khWSwW6PV6KJVKGAwGOsYVFxejoKAAqamp1Eh78uRJelxISAh69eqFl19+GS+//DIsFgsOHDiA7du3Y/PmzRAKhejYsSPatm2LwYMHo2XLlpDJZBg/fjxee+01/Prrr1i7di0+/fRTbN26FXFxcXjnnXfg5eUFkUiEsrIy6m0GVLyrqhplnqTx40mGhCNZG2FeeOEFdO3aFf369cOBAwdw5MgRDBw4EKtWrUJMTAw99tq1a7hy5QqWLl3aKMNXXbhwUTtcoUmNELJbYb0bUVWw0Gg0oqioCAaDAUajEQzDYOnSpfj666/x66+/OvUSIKFJN2/exIgRI8DhcLB8+XIMHDgQKSkpDr1RHmVokjUajQYtW7YEACQlJWHv3r349ddfUVBQgKioKOzZs8fGI4hAQpPsodfrsXHjRixYsABSqRTbtm2DXq+nO3pubm4ICQmBXq+n4r7EI8baNbeq2zybzb5isViqxzBUYq9/PWy8tvUzaq8faLVaWCwWrF27FosXL4bJZML06dMxc+ZMh+7tV69exbx583DkyBF06tQJa9assbl/zgwx8fHxyMzMxPHjx3H58mWb9gmFQvj5+dEdVz8/P5pK9fr169X6iFwux759+5CSkoIRI0ZU0+gg2NNmMBgM+Oyzz/DVV19hypQpWLJkid1r5+HhAYvFghYtWqBly5b4/vvvkZ2dDbFYDL1eT41bzZo1o9oiMpnMJusKEXZ+2KxINfE4Q5NMJhNat24NsViM/fv3QyqVIjc316E+04OEJlksFty9exenT5/G33//jcTERNqXmjdvjm7dusHd3R0dOnSwew2zs7Np6ITFYoFCoUBOTg6ys7Nx+/ZtKJVKZGVl0cUmh8NBaGgogoOD0bVrV0RFRaF58+bVDHrOnjudTocWLVpAo9Fg586dOHfuHK5cuYL8/HxaR3R0NNq1a4ehQ4dSzS2DweDw+TKZTFAoFFi9ejU2btwIlUqFIUOG4JVXXkGbNm0gFArpc2wymaBUKsHj8RAWFoaSkhJIpVKHxtOqqa6tda6sw3Sq7mg/ytCkB9G4cRSaZE+Ml7z/iJcQh8OhxivrTGfWYbpSqRQWiwVKpRKpqakQCoUwGAwoLi6GSCRCYGAgfH19kZubiwsXLuDzzz8HOefg4GD069cP/fv3R79+/aptRjjziHEWmpSbm4tRo0bh/PnzmDlzJj788EN6X/Pz8x0aMpyFJpWWlmLfvn347bffkJOTA6DCYBUREYHIyEi4ubmhc+fO8PHxqXZvsrOz4e/vj8LCQsjlchw7dgyJiYnw9/fHhAkTMGrUqGr1KRQKvPDCCzTUuU2bNtQ7sbGK9VqHJllnttNoNLh79y569+6NTp06YefOnfQYjUaDTp06wd3dHT/++GO1MePQoUPIzs7GV199hZdfftlmjnXmzBmH4WAAHI6xZWVluHXrFiQSCfUWvXTpEgoKCiCRSDBy5Eiataq4uBgXLlzAhQsX8OeffyIzMxNAhSGlTZs26NatG0aMGIHQ0FAYjUZcvnwZ//vf/3Du3DkIhUK0b98ezz33HDp27Eg9QQMCAqiGjlQqpYLWRBuLZA20vhau0KSHx2KxYNu2bZg6dSodA/Ly8qgRxvp7N27cwLFjx2iWN4ZhoNVq8eqrr+LixYu4efPmQ3svP624QpOeHkJDQ+mYWZWQkBBkZGQ88jpdoUlPMNaihmQySnZkuVwu8vPz4ePjAx8fH+Tk5IDFYiEvLw8HDx7EoEGDEBsbC71e77SO7OxsjB07FkKhED/99JPTSURtMJvNyM7ORnp6Ou7cuQOFQoFOnTqha9euddr1i4qKQlRUFD744AMcPnwY77//PoYOHYoff/yxTkKJXC4XM2fOhNFoxEcffQSDwQB3d3cUFxeDx+NBJBJBrVajqKiIpv+0R1VhXADmWjeiShnElfthBPTITjGfz6dChCqVCitWrMA333yDIUOG4PPPP0ezZs2quUUDFQvEDRs24L///S9MJhP++9//YvLkybUS383NzcXPP/+MH3/8EUqlEmKxGEOHDkWrVq0gk8ng6+uLW7duOTXIVUUqlWLixInYt28fdu/ejX79+qFdu3a1OpbL5WL27Nk4ceKEwwGWQF5wZBHI5XJpqAIAquEBVExsyXUmO4NkVx14cncIr1+/jsLCQnz66acOdRAeBI1Gg1OnTuGvv/7C5cuXce/ePQAVui9t2rRBmzZt0KVLF1rn2bNnazUpZxiGGvTatm1LNWJMJhPy8vKQnp6O1NRU3L59GxcuXKC7ylwuF82aNYNEIoFYLIZYLIaPjw+8vb0hFovh6+uLiIiIaoYOgUCAiRMnYuLEiQAqJsYJCQlITU3F1atXsX//fmzfvh0fffQRpk+fXmP7AwMDsXTpUnz44YdYt24dVq5ciV9++QVDhgzBuHHj6IIpMDCQpt0mqeHtpUS3h1arpQYjkjENuK+F8rjQarVQKpVQq9WQyWTV7qedcbOaWC+B/J/P59tkP/Lz86smjq3VamE0GqkHI4/HA4fDoanLPTw8aBY1LpcLDocDjUYDvV5P/5XL5Zg/fz40Gg1WrFiBwYMHo3nz5o88u4hOp8OYMWNw8eJFfPPNNyAZzx4Ei8WCpKQk7Nu3D8ePH0dZWRlatmyJ6dOno2XLlggODqbtv3TpkkMDKpvNhlQqhVQqRVRUFJ599llcvXoVX331FZYsWYIbN27gvffeg7e3Nz3Gx8cHvXr1wrFjx2CxWBAWFoa0tDSo1WowDNNovWKqPgPkdxKqun79emRnZ9OwR4FAgMmTJ2P+/Pk4efIk+vfvX61Mcl0fVTgZj8eDWCy2ybg0cOBAJCUl4aeffsLatWuRnZ1N78mgQYOo99KdO3eQnZ2Ny5cv48qVK9SjuGfPnhg5ciTGjBmD2NhYJCQk4LvvvsNvv/2G06dPg81m49lnn8Wzzz6L4cOHIzAwkGphqdVqsNlspKWlgc1mQ6vV2ohfu3h4zGYzpkyZgq+++gotWrRAbm4uzGYzRowYYePxAlS8A5s1awaj0Yi+fftSI8xrr72GM2fO4Msvv7R5Vl082YSEhDidGz0ug8HTQGZmZqM1crkMMY0QMjG1l5GFiPeS37lcLlgsFtXhWLFiRY3lKxQKjB07Fnq9/oGMMBaLBXl5ebh16xZdCKWmptJdapKx5+LFi9iyZQt69OiB4cOHIzIysta7Imw2G4MHD4anpyemTZuGIUOGYPfu3XW2/BPjTV5eHtq1aweDwUDTlgKgYpDWu8nWPIpQE+sQmIfVDyGTSY1Gg/z8fJhMJixduhRbt27FW2+9hdWrVztctCUmJmLKlCn4888/0bt3byxfvhxNmzZ1Wp/ZbMaJEyewe/dunDt3DkBFJqOJEyeiY8eOjyR7EsMwGDRoENLT07F48WJs27atVqEgBA8PjxpDbIgob2xsLDQaDV2gcTgceHt7Q6vVQqFQUGMZSWtOBEL5fD4UCkWd2tXYOHv2LACgR48ej6S89PR07NmzB4cOHYJWq4VIJEKHDh0wevRotGjRAk2bNn0snkNsNhtBQUEICgrCM888AwAoKCiAUChEUlISkpOTkZaWBrlcTr1oqholZTIZhgwZgri4OIcegAEBARg4cCBeffVVABUL62nTpuHTTz9FcnIyli9f7lRQlSAWi/HRRx/hnXfewdq1a20MMnFxcXj22WfRtGlTZGVl2ZRXm/AAoqkD4IH1ZOoC8Vbh8/nUAKLVaqu1z9646WgsJRoxVbMnAbaLaZI9ifz/3r17EAqFkEql1DPGaDRCJBJBq9VCLBbj3r17MBgMaN68OTw9PaFSqXD48GGkpKRg7969NtlsHiV6vR4jRozAuXPnsH79+ocywly6dAnr1q3DrVu34O7ujkGDBuH555+3yWL2MLRr1w6rVq3Cjh076GL9/fffx4svvkif365du+LIkSO4ffs2wsPDcfToURpi19ixNmjqdDrodDq88sor+PLLL7FlyxaaEQoA+vfvj82bN2Pjxo3o27dvtXdpkyZNIBaLcf369Uc2jhIsFgvu3bsHsViM6Ohoep3JPZk1axZeeOEFek9ItrZhw4YBqJjj7Nq1Cz/88AOmTp2Kjz/+GKNGjcKECROwbt06rFmzBn/99RcOHDiA3377DZ988gk++eQTtG7dGgEBAWjRogXCw8PB4/GgVCrRtWtXRERE1KuG2D8ds9mMt956Cxs3bkSLFi1w+/Zt9O3bF+3atXP4Hjp9+jS0Wi3mzJmD8vJyvPbaa4iPj8e6devwyiuv1PMZuHic1GRkcYWg/TNxGWIaIUQfxGKx2KTJBe6L9orFYpSVldHwiS1btkAsFiMuLs5p2RqNBpMmTUJOTg527NjhNNMIwWw2486dOzhx4gSysrJw8+ZNGktP3Ok7d+6Mdu3aISwsjIYsJCUl4eTJkzh16hSOHz+O5s2bU8G52qar7tChA37++WeMHDkScXFx2LVrF1q1alWrYwHQtpDQKXd3d3h5eaGsrAxubm40pSnZYXV3d4fZbEZRUREVaa0iMFlnVxZyP609Yh42XMnd3R0SiQRTpkzBzp078d577zmMFTYajVi8eDGWLVsGHx8fbN26FX369KkxPerly5exfPlyXL9+HX5+fjQbVXp6usOsSQ8Kj8fDhx9+iHfffRebNm3ClClTan2sQCBwmkUEqPAAM5vN8Pf3h1arha+vL8rKyiAQCCAWi8HhcKg4KMmuodPpoFarqaCi2WyGXq9/YncHz507h+bNmzsNE6wJo9GI06dPY/Pmzbh27Rq4XC6ee+45myxlgPOsSQSDwYDjx4/DZDIhLCysTp5UVWEYhhpnBgwYYPOZtVZDcXExcnNzcfDgQWzatAmbNm1C586dMXnyZAwYMMCp3oy7uzs2btyIqKgoLFq0CKmpqdizZ4/T7FHWiEQiuwaZuLg4jBo1CoGBgfDx8bExrJjNZvoDwCZMjvwrFAodujSbTCYUFhbaDe18EKy9WmQyGdRqNYxGI1QqFW0HUDvxXmtIKIlQKISHhwcNAwTuL6SJIZt4C6lUKpvnPj09HSaTCeHh4dRQxOVyaSrosrIyXL9+HRs2bEDPnj1rfFc+KAaDAa+++iqOHTuGL774Ai+//PIDlaPRaLBu3Trs378fTZo0wcyZMzFw4MBajXd1hcfj4eWXX8a4ceMwf/58zJkzBydOnMDnn38OhmFouMTJkyfRokULGub7JCwMrA2aPB6PehkMGjQIW7duxaxZs6ixgc1m4/XXX8fHH3+M+Ph49OnTx6YshmEQExODv/76i6ZBf1iUSiUOHjyIS5cuobCwEEKhEHFxcejSpQvi4uLwxhtv4JNPPsGHH36IL7/8EqGhoQgKCoJUKkW7du0QEhKCpk2bIiAgAO+++y6mTp2K+Ph47Nu3D19//TXWrVuHzp07Y8yYMRg+fDgWLFiApUuXIi0tDfv378eRI0eQnJxMPZ4IAoEAYWFh6Nu3L+bNmweRSASNRmNjtLTWsiPzGaK5VpPI/dOGtRFGIpEgMzMTK1aswIwZM/Dpp5/aPaakpAR//vknRo4cicjISHzzzTc4deoUVq1ahZEjR9bzGbhw4eJx4DLENDBVJ8/WcfRED8DDw4Pu6Pv4+EAikUCtVlORwoKCApw8eRKjR4+mu5QkM5A15eXlmDx5MhITEzFr1iywWCxUja+9cuUKDAYDdYUmKRJJqJNAIIC/vz9atmwJPz8/iMViKpJ4584d3Llzx6Y8oVBI0xJfv34da9aswZdffokePXqgc+fOYBgGPj4+DieWDMMgIiIC33zzDd58802MHj0aP//8s032EXuYTCa4ubnRRSfZCdPr9WCz2dDr9SguLkZoaCi8vLxsvFXUajX1OrLWxKmtWK8j9zfrxYn17q+99LVVU7K6u7vTxZZGo0F5eTmmTJmCXbt2Yfbs2fjggw+g0Whs6svKykJ+fj7ef/99XLlyBf/6178we/ZsiMVinD171uGi8969e1i5ciXS0tIgEAgwYMAAREZGgsVi4cCBAygoKKDXh4T2sNlsMAwDf39/XLx40W65Hh4eNM1mVSQSCSIjI9GjRw/s2LEDgYGBCAkJsbl2juBwOFCpVHbD8cxmM9zd3elOQ3R0NF2UcrlcGI1G6uVCxCcZhqHHAbaeBu7u7jWm93xcWCwWh1oV9sLQCHK5HGw2G+fOncMLL7xAjahARR9xtGC+deuWTUrhkydP4uTJkygqKoKXlxfVGxAIBLh79y7tE0DF8+aI5ORk/Pbbb7h161a1Puvl5QWxWEzTWXt6etJr7efnh6ysLLtlslgsXLlyxWGdVd23Bw0ahG7dulG3/okTJ8LLywu9evVC7969IZPJ6Hereo3169cPPB4PS5YsQc+ePbFp06Zq4XQqlcpp5rcPPvgAb775Jr788kssW7YMHA4Hb7zxBoxGIxWhBSr6vUqlos+9RqOh94uEy5E0tfbGncLCQpv78iBYl1vVq4XFYtHQqKqhIFWfk6qhSdblks9IGASfz4dOpwOXy4VCoaBiveRZNxqNMBqNcHNzg0ajgVQqhaenJ4qLi2E2myESicDj8SCRSODh4QGJRAKlUon9+/cjLy8P33//PRUSByq0OpwtGom3pz1KS0vpGGI0GjFp0iQcPHgQy5YtQ48ePRz22du3bzv0KNm3bx/27NkDpVKJ/v3748UXXwSXy8Xt27cBVGxyOCI/Px+HDh0CUPEcWiwW8Hg8sNlshIaG4vTp03aPi46ORlhYGCZPnowDBw7g8OHD2LJlCzVsNWnSBCdOnMCaNWuQkZFBhWYBYOXKlQ7b0xCYTCZqrOTz+dSYqdPp6Nxg9OjROHToEH7++WcMHz4cQMW97N69OwIDA7F+/Xq0bduW9uHCwkKUlpZCJpNBr9fj7Nmz9B1VXFxcJ+FzvV6P3Nxc5OTkUKO1l5cXQkNDUVRUhJ07d+LXX3/FwD7tTNUAACAASURBVIEDERYWhueffx7+/v7IyMhAUlISEhISqvVJX19fdOnSBW3btoVUKsW4ceMwdOhQ/PHHHzh69CimTZuG//u//0OXLl3w6quvolevXoiNjUVsbCyAindIbm4ubt++DZVKhczMTCQnJ2P16tX47rvv8MYbb2DAgAGwWCwQiURgs9lwd3enIadqtZqOUyQ8lYyjFovF6YbTk2DQexjMZrPN+ELm5++99x7ee+89DBo0iOokWkOMYx9++CFUKhWWL1+OXr16YfTo0fXWdhcuXDxeXIaYRkZVfRiyCM/JycHNmzfh6+uL5s2bQyQSgWEYmEwmbN++HTqdDmPHjqUvu6qLbIvFglmzZuHEiROYMGGCQ7fa5ORk8Pl8KshKJgcBAQFQKBQIDQ21EV8kC+s//vjDqZtyXFwcwsPDqRjd6dOnkZ6ejr59+0Kn0zn0zCkvL4dQKERMTAz+97//YezYsdi1axfeeustlJeXO/TqIN4nJOyqrKwMHh4eEIlEEIvFNpkCyM6zVqsFj8ejiyCJRGIzQag8P5Od6mzQaDQORSyrlEX/NRqNyM7OBovFApfLhVAohEAggE6nQ0lJCTQaDSQSCXQ6HTIyMjB37lwcOHAACxcuxLvvvmu3jkOHDmHhwoUwm81YsWKFzQ5waWlptYWiWq3G3r17cfjwYQCg7tEcDsdmMffzzz87PC82m00n/SwWi06EgYpJWZcuXeweR7y7xowZg6SkJOzcuROffPIJ3XF0tqgVi8VITU212//IBJAYYoKCgsBms6HRaOjEWavV0jTgQMUimmEYmx35srKyBk/lyTCMQ+OZs9AKoVCIlJQUqNVq9O7d28YbjXgAOTs2Pz8fixcvxt27dxETE4MJEyaguLiYeoLYW6Q66/t79+51+BlZoJDFq5ubG3x9feHj44O8vDy0bdvW7nHJyck2hruq2Osb7u7u6NmzJyIiIuDm5oYzZ87g0KFDOHjwIKKiovDMM8+gWbNmdsP3evbsiZUrV+LTTz/FSy+9hC+++AIvvfSSzfk7uwYkffJHH30EDoeDjz/+GP3790fTpk1p9jaykATuh1CqVCrI5XJERERAJBLREDpHdRKj48N4xFQt09rYYh0aVdOYV9Wwaf1dd3d3lJaWUkMKETMuKysDwzDU2ELCYQoKCmjaYGKEadq0KfWcIV5QWq0WXl5eYLPZyMzMxK5duzBkyBD06tXLpm0kE6EjnHlKEc9KhUKBGTNm4LfffsOiRYswadIk3Llzx+FmATEkWaNSqbBx40YcOXIEgYGBmDZtGsLDw6sd68wjZvfu3Q4/O3fuHB2ficcQGWNJCBebzUZsbCzi4+Pxxx9/oEWLFmAYBn379sWRI0fg4+ODRYsW2ZTb2Awxer3eZqODhCMLhUL4+PjAbDbj+eefR3h4ODZs2IDx48fTTR8Oh4P/+7//w3vvvYesrCyqFRMTEwOhUIjo6Gj88ssvUKvV6NChQrc/MzPTqe5WdnY2gIoFeEpKCk19bR2KWFpaahOap1ar8dNPPyEyMhLt27dHYGAgHXMtFgvS0tIgkUjocVlZWTh06BD++OMPtGvXDlOmTIGHhwdiY2Np6O8ff/yB+Ph4TJ06Fd7e3oiNjUVcXBxiYmLg5uaG0NBQ+Pr6Ut0coELYf+nSpViyZAm2bduGESNGYOTIkfDx8aEeMHw+n/6fGL19fX1RXl6O3NxcNGnSpEYP3H8qxBPGGSRczpqMjAysXr0aw4cPR+vWrTF//nwUFhbis88+e+QeyS5cuGg4XIaYRob1At3aKBMQEICCggL4+/vDaDTCYDBAIBAgNzcXX3/9Nfr06WOjtl6V5cuX48cff8SMGTOcpuTMycnBlStXUF5eju7du6N169Z0wnzlypWH3rnw9fXFgAEDkJycjLNnz2LPnj12RfHs0b17dwwYMABfffUVhg0b5lCQ0BovLy8IhUKaAtVoNEIikVCRx/z8fDoJJztmZFFedWJe+btTMQFrzxpnrvlVXfeLiopQXFxMQ6XUajUCAwPpAoXoHwAVuyjHjx/H2rVrMWbMmGplazQazJo1C9u3b0fbtm3x2Wef2UysqmIymXDs2DHs2bMHGo0Gffr0AZ/Pr6Y5QbyyaqK8vJxmIyopKQGfz6+1oBxJKbxy5UocPHiQajjUdExNu5EZGRlgs9mwWCwoLy+nbuVubm7E0wleXl42xhey6CXaAn5+fvD09KzVeTQ2iL5P9+7d63Tc7du3sXTpUphMJsyfP5+GBR49erTObTCbzQ534wkikQj+/v4wGAxU9+PevXtUoDwgIMDGW+VRwGKxqKhwcXExzp07hzNnzmDjxo3w9PREXFwcBg8eXC2kq1mzZjh8+DAmTpyIt99+G7///jv8/PzAYrGo4Y5hGGp0GTt2rF2NoRkzZmDnzp1Yvnw52rdvTw3cQqEQJpMJvr6+NBsZyRrl6elJQwX4fL5Dbw42m/1QabBrgqSlrw3EY8ZeVkAS4lBQUEDTxxMvlZKSEpSWlqKoqAgBAQHw8PCAj48PNBoNXcjK5XJwuVwIBAIUFxfDYDBAKBTSVNc6nQ4bNmyAWq3GwoULH+k1MBqN+O6777Bo0SKoVCosWLCgxoWXPRISErBq1SoolUr06dMHY8aMqfPitaqHWVUYhoHBYKDeQAzDQCwWVxvruVwuevTogRMnTkCpVMLf3x99+/bFd999hxs3bqB169Z1O7l6xtroR7xhiNYXybrG4XAwfvx4zJ07FydOnLCZhwwbNgyrVq3CunXrqs1P+Hw+oqOjcfnyZbvvX3soFAokJSVBLpfTDFdBQUHw8vLCvn37HB7n7e2NlJQUZGZmokOHDggPD6cGVy6XC5lMRsfD9u3b4+7du/j777+RkJCAxMRExMbG4oUXXoBYLEZYWBjCwsIwduxYyOVy/PLLL9izZw++//57+Pj4oGPHjujUqROio6PRpEkT+my2a9cOP/zwA06fPo0lS5Zg5cqVOHz4MEaPHo1nn30W3t7e8Pb2Rm5uLjw8PBAcHEzblJ2dTb2kmzVrVsu798/BOhzJGTk5OTaekACwceNG8Pl8jBs3Dvn5+VixYgWGDx/ucDPLhQsXTyYuQ0wjw3qBbj2ZkMvl4PP54PF48PLyAovFglwux/r16yGXy/Hpp586NJJs3LgRq1atwmuvvYb33nsPf/zxR7XvaLVabNiwAQkJCZBKpejbt+8Dq7HrdDqoVCr4+vraXSAwDIOoqCj4+fnh8OHDOHDgADp27Fjj5M5kMqFDhw44duwYNm3ahFmzZtXYltu3b4PNZuPu3bvIysqCv78//Pz8qi2qyITNOjvOgwjqslgsqjFSF4hRicvl0jhxHo9HQ5UKCgpQXFyMpUuX4sSJE/j2228xbty4agYIs9mMF154AVevXsXEiRMxffp0p7u5ALB27VokJCQgJiYGY8aMQUhICHbt2mXzHYPBgKNHjzoNgQEqjCKk35DrWVJSgry8vDrpArVt2xb79+9Hv379arwPRqOxRkNMSkoKgoODoVKpoFAowGKxwOFwqCYFKYcsZOriZl5fXL582eZeyuVyp55C1ly4cAFhYWF10ocpLCzEokWLIBaLMWfOnDplLbPHkSNHnIYPERiGoZ5pPj4+0Ov11FC5f/9+tGjRAr17934s7uze3t4YPHgwYmNjcf36dZw8eRI//PADdu7ciQULFlTzJJRIJNi1axfmzZuHXbt2wWQyUb0T8i9Z9N68edOu5wCXy8W6devQr18//Pzzzxg3bhwNpSwrK0NhYSGioqKoZgOfz6fehVVDAKypKcX0w2CdNlsoFNr1JnEUaimXy6lR2doYTc6PGGrc3NzA5XLh5eWF7Oxs+pzqdDooFAoanmqdflcikVDtHOIVSUJnt2/fjjFjxtD06I8ClUqFf//73/jzzz/xzDPPYMmSJQ9U/uHDh2m2uwULFkClUtXZCKNSqbB//36n3yEaaSTMkegm2ePZZ5/F77//joSEBAwbNozqpZw+fdreu7rhXAXtYB0mp1KpkJ+fDz8/PygUCiiVSri5uUEqlWL06NFYu3Yt1qxZY2NwcXNzw/jx47Fw4ULcvn0bLVq0sCm/Q4cO2LJlC1JTU+16LFlz/fp1xMfHg2EYtGrVCs2aNau1toy/vz969eqF8+fP49y5c8jOzqbZc6rCMAyaNGmCJk2aoLi4GDk5Ofjpp5/w66+/YsWKFXT85nA46N27N3r37o2SkhKcPHkSFy9exJ9//oljx44BqEj1eurUKZv52zPPPINu3bohISEB8+fPx9y5czF69Gi8/vrrUCqVSEpKAp/Pt9HMInXW5t3xsLp5jQ2LxYJ3330XGzduhFQqhVwud/jdtLQ0TJkyBd988w2Aimfs5MmT+M9//gORSIR33nkHer0eixcvrq/mu3Dhop548ke7fygWi8VmEuvr64uAgABIpVK4u7sjLy8PKSkp2LBhA+Li4hx6wxw+fBjz58/Hiy++iCVLlth9gd+5cwczZ85EfHw8oqOjMXTo0IdKiUfCCZy9TC0WC7Kzs6FWqyEWi2sUvExMTMTQoUOxbNkyhIWFVRPktFf+t99+i44dO4LFYqFfv36QyWQICQmhbp0CgQABAQF0xxSomAxwOJyHygYhEAjqvPDhcDiQSqV0Z9jX1xdFRUVQKpVgsViQSCT4+++/8csvv2DBggUYN26c3XKOHj2KK1euYM2aNZg6dWqNRpiioiKcP38esbGx+OijjxyGd3A4HPB4vBrLs4YYpYghpbaTT5LtpkmTJjVmgrl27Rp++ukn/Otf/3L4HYVCgQMHDqB79+5o0qQJTdOp1+upIC9Ja0v0LoiBRiqVUm+ExiTSGxgYWKf2kF3tukD0oj7++OOHNsKo1Wr8/fffaN++fZ2PJfoU7du3R0xMDG7fvo20tLSHak9NEC+Zf//735DJZBAIBA6zy3G5XCxZsgRpaWnIyMhAZmYmEhMTkZ2djZycHEyYMAEAnKZl79mzJ0JCQqi3C5/PR2hoKKRSKbhcLjVqGAwGNGvWDDweD76+vvD393foGUg8KonH16OEpM3Oz893WD4RSSXaNuQcjEYj9UAkxk9iNPH09KRegVwuF97e3tDr9QgJCaHeaDweD3w+38aYGhAQQAXRDQYDxGIxiouL6UJSoVDAYDDU2vuyNuh0Orz88su4fPky1q9fj3379j2wkYe8K2fMmGGTyrgu8Pn8WnvskTBHZ8ZxsVhMjYnAfaOZtbaOFU+EKquvry/EYjEVYGcYBh07dqymlQcAgwcPBgDEx8dX++yZZ56Bt7c3vvzyyxo3J/z8/KjxKzs7G3K5vE5pVH18fBAbG4sOHTogOzsbiYmJNR7j5+eHWbNmYfr06SgrK6uWjYwgEokwdOhQLF68GMeOHcORI0fQrVs35OfnOzT2DBs2DJcuXcJbb72F7777DiqVCm5ubjQ8SaFQ0PMj4U723v0kSQLpX49zvGoIli5dirVr1yIoKKhW4vXE2/TcuXP46KOPEBUVhZEjR2LhwoXYs2cPFi9eXM0g6MKFiycflyGmEUGEzshOZmlpKZ245ufn011EjUYDo9GIvXv3QqlU2qRftCY/Px8zZ85ETEwM1q5da/dlePDgQbz//vsoKyvDwoUL0apVq4fejeBwOFS81R4GgwHHjh3D+fPnERoaiuHDhztcTOj1eixatAgjRoxAcXExvvjiCxw8eNCpe6ZCocC4ceMwefJkdO3aFdu2bcPAgQOr7UaRXTPriYpYLKYGkceN9f0GKib2hYWF0Gq1KC4upgsWoGJCs27dOoSGhmLGjBkOy1y/fj0CAwNpyt2aOH36NCwWCwYOHFijpkWXLl0cTcIdYjKZaKhBbYxbZrMZX3/9NcxmM9555x2nAppqtRozZ86ERCLBqlWrHH5vy5Yt0Ov1+M9//oOIiAhaJhHB1mq14HK5kEql1ODCYrGg1WqpzgS5D1WzRpA2W3tSPS46dOiA8vJylJeXIzMzs05GMbLQrQvXrl1DSEjIIwltuXr1Ksxms9PwyZpgs9no2rUr/Pz8cPbs2cfutVRaWoqNGzeitLQUS5curTHVe1UsFgsWLFiAzZs3480333RoPCWQ9MokbI6kZyaLZZK+mTxHbDYbMpkMbDYbJpMJBQUFNs+nh4fHA3nn1QaiDePn5+ewfOJ9YTabkZeXR8XlxWIx1YDJysqCUqm0EXcm35FKpSgqKkJ6errNM1hWVkY9XoxGIwQCAX1uDQYDDAYD0tLScPfuXaSkpNBr+igxGAwYNWoUTp8+jTVr1uCVV155KK+jLl26gMViORQ6rw1ubm54/vnn63QMMSLY874hot5EX4js6DvQQqnbi6EeIRsuZFwXiUQoLi7G3bt34ebmhpYtW0Iul6OoqMjmOCIYn5CQUK1MoVCIt99+G7m5udixY4fT+omHcadOnWAymXDhwgVcvHixRgOONSRbU7NmzXD16tVaC3Bbv+tqQ5MmTWCxWNC8eXOn7wsOh4O5c+dCKBTi888/R2lpKXx9fSGRSKiR1mQyQaPRwGQyQavV2hhdjUYjMjIyoFAo6LP/OMer+mbFihWYM2cOmjZtipycHGzZssXp9/38/PDuu+/izz//xOzZsxEWFobPPvsMn332GY4cOYJFixbVygPchQsXTx4uQ0wjwnpHgLyU3N3dUVRUhOTkZNy8eRNZWVnUhXPr1q0YMmSI3V1ms9mM6dOnQ6fTYd26dXYnWrt27cKGDRvQrl07rFy5EjExMY/9HEtKSrB3715kZGSgW7duGDBggEMX7MuXL+P999/Hli1bMHLkSBw6dAgvvvii08X5qVOn0LNnTxw+fBgTJkzA8uXL0aFDB0RHR0MgENhdSJMFg0AgoJO1R0VVY4s1VXeAeDwe1T8g14TorGzYsAHXr1/HsmXL7OpMABWhDydPnsSkSZNqtUi3WCyIj49Hy5Yta+UtIRKJ0KZNmxq/Z01paSnNslAbjh8/juTkZLz22ms1aoEsXLgQOTk5WL58uUMPLrPZjK+++gq9evWCTCaDRqOBTqeDh4cHBAIBysvLodFoUFRUBA6HA09PTyoy7OXlBV9fX/ockh3+qhmBnoSdvLpmeiopKcGdO3fQsWPHh67bZDLh8uXLCAsLe2iRQRaLhT59+sBsNuPEiRMOd3ofFrVajZUrV0KpVGLx4sWIioqqcxnLly/H+vXrMWHCBMybN6/G6+/l5YX8/HwYDAZwuVzw+XwIBAJIpVIa7kk8SQoKCmjftVgskMvluHPnDhUBBe6HuT6ujCTEe8/ReEkM3dafk795eHhQjSYOh+PQ883Dw4N6p5ENCeKxyOfzqZA5UGHILi8vp6KzgYGBcHNzQ0FBQa12pGuL0WjEf/7zHxw9ehRr167FsGHDHrpMsViMqKgonD9//qHKqcmDsCoGg4FunFSFGCbIM0v6lgPh58drhX4IrPuhTqfD3bt3ce/ePcjlcqjVajrvSU5OrnZs9+7dceHCBbtG9jZt2iA2NhaHDx9GXl6e0zYwDIOgoCD0798frVq1wr1793DixAmn4Sr2yujevTtEIhHi4+PtZgmsCnk26uI9mZWVhebNm9f4PR8fH0yaNAnx8fFIS0uDSqVCTk4Orl27hpycHOTm5uLGjRvIy8uDSqWiHr7E8/Tu3btUXJtsFDgbT54UVqxYgffffx8RERHIysrCsmXLMGrUKKfHREZG0mymwcHB+Pzzz7Fq1SocOXIEb7zxBubMmVNPrXfh4smFJJOx9+MsmUND49KIaWDIAp24APP5fJSWloLL5cJiscBkMoHP5yMiIgJlZWVwc3OD2WzG5s2boVQqMXPmTLsCffPmzcOpU6fw5ptvori42Gan7fTp0zh37hwSExMRFhaGyMhIKr6Zm5vrNDVmamqq3b+bzWanEwOlUgmFQoH4+HhYLBb06dMHMpkMJSUl8PT0tDm2pKQE3333HRISEhAYGIidO3fSBaG1QcN6cqTVarFkyRKsWbMG4eHhWLp0KVq1agWZTEYXMmQiSVzgCVXTrj5KrAWXq9ZhLcxssVhoOlAiVEp2kDUaDdasWYNevXohLi7OZietsLCQTqJXrlwJHo+HoUOHQqFQID093aGRKz09nU6G2rdvj2vXrtl8TrIMVaU2izriqUCEi7lcLgwGA8xmM3Jycuwe4+npiZs3b+LHH39EVFQUoqOjbVKwVzVyHDx4EPv378ekSZPQqlUrh546R44cQVpaGsaMGQODwYCsrCyIRCKaJtnLywtGoxF6vR5cLhfl5eVQKBRUe4XFYtH7ZC+dNVA9A9bjgggN28PZjj8RL3Vzc6u265uTk2O33WfOnIHFYoG3tzeuX79e7XOFQuH0ebdeYNy7dw9qtRoRERG4fPmyw2Osy7aHVCrFjRs3AABhYWFITU3Frl274O/vD5lM5jRcydkCVa/X2yyk9Ho9tm7dCrlcjldeeQX+/v4OF0yO9DVWrVqF9evXY+TIkZg3b161+2ZvN5x453E4HBra6e7uTtM3E+NMUVERDQkiRll3d3cbvSPAViOmkke2wrE3rlXVpDGbzdQYREJArcdvMi4TUWNrz0BStlAopCKfcrkceXl5KCwshFgspjvsRFMLqPCWsVgsMBgMaNq0KTVAkr5qHWpjjV6vdxo6SY4nGxx79+7FggUL8NJLL0GhUDjUsSIejvbIz8+3MepGR0dj9+7dSExMdBryBVRoXj0oZL5A3jkkBbjRaLRJtU1SZZeVleHu3bu0r/n6+j5277+Hxd7GB/HEIGnQSd8MDQ0FULGR4e3tbWOUatOmDX744QdcvHgRRUVF1eZa/fv3x5UrV3D+/Hl4eXk5zJBlPX6IxWK0adMGt27dwtmzZ2s8FzLmEYKCgpCUlIRr1645zOQXEBCA9PR0Kq4vl8ttMm05CkkrKyvDvXv30KRJE7vGSyKCTZg4cSLWr1+Pn3/+GQsWLIBOp6N6XsQIKhKJ6E9eXh41uohEIhuhfTLeWZ9PZT97YiwzJLyUz+cjJSUFfn5++Omnn5xmmgQqdIxmzpwJmUyGL774AqtXr6ZGmPHjx9dP4124eMLJzMysU9hnY8FliGlgyMJWq9VCrVZDp9NBqVSisLAQPj4+YLFYUKvVNA5er9cjOzsb27dvx+DBg2n6RGtu3LiBbdu2oXPnzhg0aJDN4tliseDAgQPIyclBYGAgwsLCbHZRSXYVe0gkEoeeE61bt3YaLiSTyfDJJ59ALBZjyZIl1dz8iVfPjz/+iLlz50Kj0eCDDz7AtGnT7NaZn5+Ps2fPYtOmTTh37hwuX76M8vJy9O7dG6+//joGDhwIPp9P45ABUOHPxyFeaY2dlNd262QYhk5qTCYTzexARCi9vb3BYrGwYsUKFBUV4bPPPqu2c0myPxFhvlGjRiEgIIDW6WiBwOfzkZqaCjc3N/Tu3bvaQtWZh0xJSQlyc3PBMAzatWtns4BRKBQIDAyEQqGgk8CuXbtCIBDQTByO+P7778Hn8/HFF19Uc3+3zriQkZGBZcuWoWvXrli8eDGdwNlj8+bN8PPzw4svvoiMjAz4+PjQHXnrlLVyuRweHh50Ua7RaMDj8aBWqyGTyahV3Z7BjuzkPW4YhnG4WHTmJUbGES6XW03cVyqV2vVWunnzJgQCAdVYqkpRUZHTXdPjx4/T/2dlZcHd3R3+/v5gGAb9+vVDTEwMcnJykJqaCrFYjOjoaPD5fJw4ccJhGtjs7Gza1sDAQPj6+iI9PR15eXkoKChAq1atEB4ebvdaDB061GFbs7OzqeCmVqvFBx98gMLCQixcuBARERFo2bKl3eOss/ZYs2HDBmqE+eabbxwKllfFy8sLWVlZdGHs5eWFgoICFBQUQCaTwdfXFzqdDhwOh3pscblcOsaEhYXZGGKsjSWV1ErHo6popr222jM+Wtfn4eFBx12hUFjtuSHlVv07MZSQbEfkGS0tLYWHhwfEYjFNvRwUFAStVgsOhwO9Xg+BQEDT+RYUFNCwwtatW1PDF4vFsns/iOaMI8jkbunSpdi1axfmzJmDqVOnAqgwIjt6/p1pOSmVShsPMR6Ph927d+Pu3bsICAhwOgZfunTJ4Wddu3ZFixYtoFKpcPbsWRQWFsLDwwNhYWHQaDRU70mj0eDKlSsIDQ2lAvbWGRWTkpKosCuPx6Pjub+/v9PxpjFgr8/q9Xrk5+dDqVSCx+OBxWKhoKAAhYWFcHd3R0pKCoYOHWpzbgMHDsScOXNw8+ZN9OrVy64Gj0wmw4QJE5Cbm4vJkyfbrdueIbesrAwHDx7EpUuXIJFI0Lt372oGklOnTlUzlPP5fISEhCA9PR2FhYXVUrEDFWFqERERuHjxIlgsFmJiYmz6tyNNvlu3bsFisaB169Z2w8XJhgUhODgYY8eOxbfffgu1Wo3mzZuDy+VSI4vBYKAbTUVFRSgtLYWnpycUCgXMZjPKy8upN6u9DatKQ2Xj7myVrFixghph9Ho9JBIJAgMDaX8YPXo03njjDQAV89eCggK0bNkSGRkZdJ77xx9/YO7cuTQcyeUJ48KakJAQh2uXkJAQhxuoLho3LkNMI4EsJCUSCRUcJLvx5CVOJnw7duyAUqnE7Nmzq5VDtDAEAgHeeeedakaY77//nhphoqOj62SQcLQbXxM3b97E6tWrERoaikWLFtl1bTYYDJgzZw42b96Mrl274osvvkBkZKSNdfPAgQPYs2cPzp07R3e/eTweOnfujH//+9/o2bMnTf9K9FXy8/Oh0WggEAjoJEqv19fLwhmo/SKdiMZ6eXmhrKwMWq0WQqEQaWlp2Lx5M8aPH+9U7HP16tUAgGnTptWqXUajEZcuXULbtm3r7M7OZrMRERGBa9euIS0tjU76iQExKSkJFosFLBYL4eHhtfI2io+Px99//42FCxc6XIgDFX1w0qRJYBgGGzdupMKe9khPT8ehQ4cwc+ZM3wsf5wAAIABJREFUMAxDtSckEgnUajW0Wi011JWWlkIul1MDobe3N9Xp0Wq1Ds/hScn0QO5HbTAajTh//jwiIiIe+pwUCgUUCgU1ZpSUlCAzMxMXLlyARqMBh8OB0WjEuXPnEB0dXSt3ewKPx0PLli0RFBSElJQUJCYmIjU1Fa1bt0ZwcHCtx7aSkhKcPXsWycnJSEhIQFZWFj7++GN06dKlziEtW7duxfz58zF48GB8/fXXdVqwCoVCqNVqKJVKiEQiGAwG3Lp1C+Xl5fDy8qJefWQHubi4GAEBAfQeVTX22jGW1ErHw9qg4mjsIuOa9fhsXR/RiSDfra3HIdmQIJkBAVtPNKFQiMLCQkgkEuj1evj4+NiENpF6SktLkZycjPz8fJvMVQ/Dvn37sGzZMpp98FHTtGlTBAUF4cyZM3jppZceujxPT08MGDAAOTk5SEtLw40bN+iC2M/Pj77PHYWNyuVySCQS2oeJh6KHhwc2b95MPTifFNzd3eHp6QmLxULDkNVqNSQSCSIjI+2GJgUGBqJZs2ZISEiwa/AAKsJK+vfvj6NHj+LChQvo1q1brdrD4/EwbNgwlJeXIzk5Gfv370f37t1rzMIEVBjXdTodEhMT4e/v7/AYjUZTp3dTeno6ANSqDYR3330X3377LTZt2oRhw4bB29sbgYGBYLFY1GBeVlZGQ8GKi4tx/fp1qNVqtGrVCjExMWjatKndDZXK3xut/hCBhCMRI4yPjw9KSkpQVFRERdWtIfpa6enpmDFjBjw8PPD7779j0aJF2LZtGxYsWOAywriohjNDy+PcXHbxeHEZYhoJ1pNVqVSKjIwMeHh4wNPTk7rOenh4QKVS4csvv8TgwYPRtm3bauUsXboUN2/exMcff1xt9/vAgQPYtWsXZDJZnY0wQMWCxWAwIDQ0tNYLjKSkJBw5cgTt27fHvHnz7E7sLRYLxo4di2PHjmHq1Kn473//W638t99+Gxs2bIBUKkVQUBA+/PBD9O/fH/7+/igtLQWPx0NAQAB8fX1RXFxMU2f7+flRV1ji8dAYxeBI+mzrH7VajcWLF4PH42H+/PkOj7137x527tyJUaNG1Tq7TUpKCnQ63QOLp4pEIjRt2hRZWVk2u318Ph/NmjWj2Slq008UCgWOHDmCPn36IDY21ul3V65cib/++gvffvttjeKp33zzDVgsFi1TLBbTXT6hUAgulwulUomgoCCwWCy4ubmhrKwMQqEQHA4HMpmsamhHNWqzaG0MkDCR2nDjxg2oVKoHzt5CsFgsSExMhLu7OyQSCeLj46FWq8EwDMLCwtCyZUs0a9YMCoUCf//9N27cuAGTyQSFQoE2bdrUur1CoRDh4eEQCoVITEzEhQsXkJqaij59+jhdgBDDLum/bDYbYWFh+Pjjjx0uupxx9OhRfPjhh3j++eexevXqWmcJI3h6elLPDw6HQ9Psuru7w2g0wmw2QyaTUUO2M08wAPY8TmoVT/KgoXbW9RExX6BiTCALQhKCRMKqqnooVg0DBGzfjUTji4TtEG0vFotFwznJIttgMKCsrAwymYwahR6UO3fu4O2330aXLl3w2WefPZZJL8Mw6NWrF/bs2YMXX3zxkZTJZrMREhKCkJAQaLVa+gySsCMul+swnIZ4YhHkcjnEYjEOHz6MiRMnPpL21ScsFot6N/r4+NB3k5eXFwIDA+2GYAIVOjEHDhxwGo71zDPP4M6dO9i5cyeio6OdZqOqir+/PyIjIxEfH4/Tp0/TFNU1ERISAovFgpMnT8Lf39/u+4c8d7WFGGLCwsJqfUxwcDBeffVV7N69Gy1atEBUVBTYbDaMRiM8PT3pvMtoNMLf3x9SqZRqOfn7+9t4tFWlcvxu1HFwW7duxfvvv482bdogMTEREokEJSUlsFgskEqlKCwsRGFhIZRKpY3HlEqlwvTp08HhcLBq1Srs2LEDGzZswOzZszF37twGPisXTxpPg7dMaGgoMjMzHX7emHVgnOEyxDRCyMSTYRi686hWq6FWq5GamgqlUunQ1f7PP/9Ep06d7IpsXrlyBUFBQQgKCnqgiSSfz6cpVGvrRZGRkQGBQIBFixY51CuxWCw4duwYJk2a5NDg8OOPP6J///74+uuvUVJSAolEAqlUirKyMmpoIRNyPz8/qg1Q1ZW4MaQgtudFQVzwSbpqkor1ypUriI2NdeqmnpaWhvLycsTFxdW6DUSHoy4TrqoEBwfD09MTRUVFEIvFEIlEUKlUdc4uk5eXB6PRiAkTJtTYLy9evIiYmJhaCWTevn0bERER8PLyojvoJBMSmSgbjUaUlJSgadOmtC8plUoaklRTf6kvfZhHQW2febJofdhsSURMNioqio5fkZGRkMlkNuOTTCbDgAED0KtXL/zwww8oLCyEyWSqsyHDz88Pzz33HK5fv47k5GRoNBqn6XzPnDkDs9mM4cOHo1evXmjRooXDRWltOHPmDPh8PjZs2FDntgMVO+QGgwE8Hg9cLhd+fn7UYKhQKOi48Lh3vpx58dXWA4yEXTIMQz3OgIrxlxgvrTONkefMUfgfgbx3jEYj5HI5/Pz8bDxniOeLUCikGjFcLvehM2xdvXoVOp0O//vf/x6qj9REeHg4jEajjZ7Ho8LDwwO+vr6IjIyESqVCQUGBUzFnrVZr472q0+lsND0SEhLoWP+w6e0fFyRlOuk3hYWFMBqNKCsro32Yw+HA29vboTZV8+bNUVpa6tQDiMViYfDgwVi1ahXy8vLqZIgBKvrroEGDcOTIkVovmFgsFrp37459+/ahqKjI7jNbXl7ucN5lj9LSUri7u9f5fRYXF4ft27eDy+XCy8vL5rknXkjZ2dk0O1hoaCj0ej2aNm0KNptdZ6/cxsTx48cREBAAqVQKDw8Panxp0aIFfHx8EBwcjPT0dOTk5NDxHagweikUCixatAhBQUHYsGEDOnbsiEWLFrm8G1zUGWfjBhGxtUdDGGmcGVSctedJ1YCpicbrS/8UQ9JxAvdT42ZkZCAvL4/uBDqbBDt78fL5/Ace5OuSLtcaDodTq8mAoxTWhObNm6NJkybUKGEwGCAQCMDhcB55tqPHiaMsOzweD3q9Hkql0iZ1dW29jx7kvj7MC59hGHh7eyM8PBwSieSB+wehtovXukwsSQYkvV4PtVpNfy8tLYXZbKahMWVlZXQyyGKxaEhSbcr/J2R6sMejmgxal+Pv7++wnzzIAsBeXbXN0AVUhB4899xziImJeSQLbDc3N4dZzWqCXCcicM3hcODn5weRSETTMzc0zjKEOcoQVzUtLfldIpHQvzvLLkfCB609G0n2KGtjDjFmq1QqyOVyCAQChIWFQSgUoqSk5JGc/+M0wgD1417OMAy8vLwQHh5O9cQepD1isRj+/v61yrjXUFhnutPpdDQ1PHlGeTwe+Hy+02e2tvfkYXVzWCxWna/l49DqeZA+SN5/wcHBCAoKgkgkops0t27dQklJCfUMId5yISEh8PT0fKLmbo4gguPWmlrk3pD5qbNjCY8zy52Lp5eMjAxYLBa7PwAcZhoi0RgPgrMMRgAeqD1PqsdLTbg8YhoQsrtorRRPdnCACrdSFotFsyeR+PmnFbJ7JZFIoNPpqIeOo6xEjRVHXhQajQYFBQUwm80oKytzupvvovaQdLdEPJTD4dBFm3XmFqLTQwwrVUMqXLioD9RqNVJSUhAdHU3TqZPdbnuGivLycmRnZyM4OPihjaE14cwDzFGGuKpeLgzD0GeK/F2lUiE/Px9+fn503CPvQmJwsS5XIBBAJBLBaDRSTw2gYlGjUqlQWloKPp8PNptNM7S4eLQ8qMGxPrGX6Y7NZkMul8Pd3R2lpaW4fv36Y/FAehoh+nZcLhdcLhdBQUEQCATUyE4MFjXNbazHNBcuXDw+HtSTpiZI6OSjbM8/FZchpgGxN3ElhgWhUEjja9VqNdhsNkwm0wML5v4TIB4TJAzJYrE4TCncmHHk+k/EY2UyGWQy2RO/S9RYIDvwxF3c3d0der2eGkAFAgHV5SEZXhiGcZp63IWLx4VUKq2TuGx2djYVL3+YUMPa4Cxs6VGH6Vm/C728vKrpxlgbUa3/TsKfiNeOQCBwKgDu4sF4Et5PVYWiBQIB7t27h6ysLJtx/3EbMJ8WeDwezWam1+sRExMDNzc3cDgcuLm51dogaj2muXDhomF4Go0iDQHzT4y3cgbDMHIA1sFpEgCFDdQcAJABKKjyNxaqC5RVnfWwUaEmzwDgAjBafYcLQF/5Nw8AwsryTFafWwAYKj9TAnAH4FZZnrHy+26V/zdUfp8HoLzyX1ZlHbrK/7sBKKs83oIKIx+p02DVXn7l30kdvqi4/tbny6v8vb6sTnXpAyEWi8XhrN5O/6orHFRcG3tIAChw//oA968xg/v3gG9VBvk7U/ldct95ld/TVv6NXfljqfwep/JzLoBi3L+HgspjTZXfNeJ+n2Eqj9NVHkf6oVvl8WS2q6mswx0VfcdSWR7pWx64fz+MVu0vrzyO9CHSj0i/t/fMmGH/eaqKrPI8TVW+W5tjHxR7/c5h/6rsW9mw3z7r8YF8Tq43ed7JuZlwPyUoOY7cT27l/8k9I2WRvsdBxb0g902L+/3EUPnDQsV9JONEGe73Ry7uP9vulceTeA/i7sfH/TGFjGFFlfV6V/7NZPWvwapspvLc9Ljfjzm4/4xYj20m3B8TyTlZ/5hgOz5xcH8shFU5qDwfNu4/vyarcqo+z1X7paPx3ge1H5fI9XdGTX3rYcatqjzIe9XRdajr80f6qrNnn/RzxuqnHBX3k/Rt6zHUuv9yKr+nQ8U9Z+H+OMpDRZ8pQkU/NlgdS9rDVH7PekxD5f9ZqOjjZbB973IrPyP32IL771lU1s9GRZ8h46v1e5aF++9gz8q6yyrPwfpZMFqdIznGiIrnifTpqmMkUL99qyoP0tfI/MSC+2Md+bsF9/sEub7kPUPGADMq5k4W3L+HYgAq3B8fyHyHXF/r9xX53Q0V71Qt7veLctwfT4y4399MVX4nfcsd98ddY+UPmVda911rSP+3nqsB9/sNeS9wKttCzrPq80Sul/VCwmz1mRj3701dn2UyptWlbzX0fJ4Qg/vXOB1AaQO1o7FcD6DxtMW6HdX6FsMwkwFMrvw1EsCtemybIxrjtWtoGktbnLXD6XqR8NQZYqrCMMxfFoulk6v+p7P+xtKG2tAQ7XTV+c+q80FpyLa66n7yeJqv29N87g1BYznnxtIOoPG0pb7b8bSed2NvB9B42tJY2lEXGkubG0s7gMbTlkfRjsbvW+rChQsXLly4cOHChQsXLly4cPEPwWWIceHChQsXLly4cOHChQsXLly4qCdchhhgo6v+p7p+oHG0oTY0RDtddf6z6nxQGrKtrrqfPJ7m6/Y0n3tD0FjOubG0A2g8banvdjyt5+2IxtIOoPG0pbG0oy40ljY3lnYAjactD92Op14jxoULFy5cuHDhwoULFy5cuHDhor5wecS4cOHChQsXLly4cOHChQsXLlzUEy5DjAsXLly4cGEHhmGYhm6DCxcuXLhw4cKFi38eT70hhqkglGEYz4acdDMM48UwDL+B6mYYhunGMExAQ1yDyvoHMAzzrGvhUzsqr1k0wzC+DMOw67FeH4ZhhE/LfarP82QYZnh91VVXGsEYMbC+66ykDcMwnRiG8a7viv8J42JDvtcaksrzDmiouhuiXhcuGguVY2cHhmECGYZxawTt4TZAnSyGYd5hGGY4wzC96rv+xojrmjw4je3aVa5FPBu4DY/kmjz1hhgAmwG8C2A6gOkMwzTUNekNoFl9LqoButBcAGA4gH8D+G89Lz4ZAO8BkAEIANAgDzjDMH4Mw4xviLofkE0AJgJ4G8C8enzRPwMgBEB9Gn+GMQzzFsMwI+rrPBmGGcwwzFsAZjIMw6mH+ngAXmEYZuzjrquuNIIxQgzgDYZh4uqrzsp6WagYj+4C0Ndz3Y1iXHwENMh7DQAqN1heZRhmUH2+1xmGCQIwG8BAhmH+VV/1VtbNBrCmAQ2X9U7lovtfDMN0bijjV5X2BDVEf7eqv1FdD6BBrskGAK8B+A+ARQ25YGMYpimAifUxj6jCJAC+AAwA2jMMM7ehDPoMwzRhGKZ9Q9RdhUZzTWqL69pVh2GYYAAz0fA2jEdyTRr6JBoUhmFkAEosFssMAIsAFKFiUVuvnYth/r+9Mw/Xq6zO/u9mCIQxTEJBEMIkokXDJGrFARTRVhkC1aKtRUEpOKCCiny0YMXw8TkCSkBFah0giIJD0fgpDsUhBCuIgiYMMgQS4AQQEhnu/rGeN9l5cxJOcvbwJmf9ritXztnvSdZznr33M6x1r/VoD2Ab278D9pK0RYtt2BeYY/u9ts8FZgEbtGQb4BWAbf8nMBP4K3UTdd8JOETS5JbtrjCSNgYetn2i7TOAnwEfazryI2l3YFvbvwVeIukZLdh8CbGZuwF4BHh3089G2cQ8H/gi8Adg64btrQk8CdwJ7FqcTlt0uZjvo7MxovSBgXnAyyQdofYUWTuUv+cA50l6V5lo25g3B2VcXGm6nNckbUMs1O4DtiQWTG3Y3QR4HzAF+CqwTht2q00gxpLDJb2uZdtd8WFijNqPCKa9oKuGSDqI2Py3roCoMDD9Ae33iaT1gEdsv8f2h4FpwMfL9VaRtD3wNmCq7ccljW/TKQzcZvsK258G7gWObtE2sNgRBdzetu1l0HmfjJTsu6WRtCXwCeA02/Ml7SRpp7bbUWHUfTKmHTHEIu0xSXvbftL2xcAM4Jg2FoyVAXkD4M+SXgocA7wW+GhLA/Y8YGbl9x0PbNGC3R43A7MlHUpsfrclVBdnt7zpuBf4L2A3Sf+kAZDeDUeJqiwA7lKkLKxp+yrgK4SToslnZg3g8fKcHk7cr/PUgEqlcu/HARfb/ontbxP3qZHfsWJzfWC67UeAdYGXSnqTQrXSBLb9GHCD7VOA7YFvAds0ZG9F6XKMeNL2fOAnxWH+UuBKYNOmDdueBTxIqCUvsv0J4A5CQdk0gzIujob1gYc6mtf2AT5j+3vAxcCfW7AJ8CjwU+Ld3R54kaQjJZ3RhnHbjwNXAO8A9pX0ZUl/3YbtLijvwpPAF21/CvgQoSzco4O2vBI41Pbpth8tjsdW08QGqT9Ke1rvkzJvz5X0cklr2/4l8ElC3dp2mtLLiPXKsyUdCJxAKErXb8H21cA4haIU21OBByTt3YJtACSNBz4NXAU8LOlFCoXzDk/xT5ui8z4ZKdl3y+RR4DpCZfZ3xDt2oKR3t9wOqKlPxqQjRpHi8FLgdUSkfd3e5GD7SuBet3Oud6/uwAziXuxu+2jbFxJR59c0YVSL89oOISIn91R+3/nAnZL2lXRAw/YPJaI2s4jN3TNt/z/blwA3t3QPeouXtYio/+nAPxET5sCg4FTgH4nF1e1EysIGALZ/BvyeBt5pRS2aHYlN6APAs4HjbX8N+C5wZN02WaxCWQe4u3J9DcCSxjWwoevZXABsI+lM4HnAT4j+/kBdhso78H5FOtwhJVp3q6R/AB4HbiSiiJ3Q5RhRsX04cFC5/OcS4X+YcAwdUbfdPttHlEju/cT9eATA9kXERqdJ2wMxLtbAL4EJRPsbn9f6WMiS6WTrQtRqaNiRNZ54Zg4h5pDPlXHyrt5irSkqv9eWwDNLO3YAVltHTHkXZhCy8PWKQ/t9xMJ8y5abMw94RNLfFgfEPwMnStqnrQYMWH9Ay31SeQeuJZyhG0qS7evLtVZVprY/D/yYSCG/G/gU8DXgqBbM3wdsCDxXUk/BeiNlLGwD248CHyU2y28nxuTbgRMkNao0Xgad98lIyb4bHtsPEo7VzYj1+edsfwaY15KDs0otfTLmHDHFAXMTcA2xwH4NkX+/m6QdyuZureKNbLIdOwKHlcnpXUTkfy1Jzyo/8muaizr38tqeBDYCTqr8vkNEHYg3ERv7Ju0/QSzU3wxMB34laXNJfwPs02TkpNjZHWLxUuTzm0l6H3ApcJ+kdzVlfyX4ICGB+xzxbFxFLLifLWk3hSrlCWqWwpcozpuIAe+NRJrI0whnDMS7VOsCr3j8D1KokvakLJ7K73gbsDHRH7XZ7bO5N/BDIrI8w/ZsIsr9QF32gL8n3vlZxED+WcKx9hzgC7bfTDic2lSnVelyjKjm3e4i6VziGdgPOM/2ZGBnNVNAt2d7AbAdsXEYD2xenDOvAw5WM+lRnY+Lo0XS83rjKrG+eBB4mqRdy7XG5rXqmE44T28r92g84eTcCDgZ2LwJ+wC2H7D9g5IS8TNgVhm3nkV7m8CfEvLoPxKL+NdI2qol263Q54S/lRg7t5Y0zvZfgJ8T9701bF9LjOOvItRg/9f2vwJ7NxA0WB63MgD9Ae33ScVJPR1Ym1BQ7lYCHQvKtVax/R0igr+u7QXEOqL2uUvSOqqkM9ueC1wG7EzMGy8iFMW/q9v28rB9DfD/iX3W7eWZ+BrNp3xL0rZVB+Sg9MlIyb5bsk2VtjxEODW/bvuJ4oB5AQ2OcZL2kLSrKvWm6uqTtotHDQLrAg/ZXiDpB8BexOJ3A8KDviuRlvBoUw0oi6I9CPnoQkUe4MsIz/nzFHKrvYCzmmoDsan/ZmnPMcCJRJ2cSUQE/J2272jR/slE9GRDYtN/WvF8NsXfAO+UdLztGxSS1S2AubYvLC/9zg3aX1FmAdeXrycRyoBnEy/92sBuwA9t1yLBL4ukicDfAqfbnifpCMIBtBmxyHsDIb//WE02RdyDvYH/LO/oM4DTJZ1i+26FxPq1RM713cv7/0Zhcwfg34BvA+Ml7QccCHxztPYqPAb8xfZPgJ9ImkvUBbnU9h8BbP9bjfZWhi7HiNtsX1Fs/yPwEiLycUv5/D0NKkOqth8mxqObgYMJhcE7bD/coO0ux8XRsj0xrp5g+3pJVwGvJlJ0DqHZea03pp9QIuDVVI1nlXZ8viyeaqdE3l1sjiMcea8j7tt5tu9rwm7Vdvl2LvAL25eXz95YlBGrE2tQlGm2/6c4rPcHbpB0DzEvtv6e2P69pC/Gl35SoYLaiXgeGin4rShceUfv/g9Sf5T2NNYn5V07A5gNPGh7miJd+3FJFxHz+jaEKuyqsoFrnRKx76WbHAtcXtf/XfrgfCI6P0/SHEdtMWzfKunrxBrx+UQgbagu2yPF9s8lvcX2kCLF+zDiwIlGKH3yofLtkKRpwD2lLQPRJyNlrPedQv2zURlHVBnnHpI0W1Hr9QPAp2zPa6gN44hA4LT+MaSOPtGqo3KuB0Xhsg0JidcCIuK+tSOfFoWc85GG27AGIbmfYfteSc8kNpd/BL4BTAZm2r65IfvPBF4MXGJ7qFybTAzk6xC1Kv7UhO3l2D8QGGf725I2anqzIenlwAuJWhMX2P6tpI0d9SgGgjIgvhD4U/l7HeJ5/ZPtKZJeBWxm+0uSxjfhPCxOwSFiIfcO4OuE5P7NpS2zHbU06rT5YmJDepvi1IejgFvKIuuzwPm2r2vY5pHAQ8QmeB3g+qKaGo0NAQcQqh6IhfLlvclDoXhYz/ZVfRur1ulyjFiG7b8Dhmz/uMm+WYbtQ4i0xWsk9aKabdludVwcLX3j6oXFyd0L+BwC/Mb2TS3Ynmr7xnJdwEXAJ+oeNyq2Fz2TZVz+EaEkexRYvw6n8QhtH0zUU3qofL+G7UZS6dqm3MeziTFoPHCF7V9VPt+lXH8uoWYcanIMVdQBuIuoY3V332ci1pnvJxz8v23Avghl6PU9x3Hf5233x6ZEIPNuYo5TcbxUHZS19omkDxFF7q8FXtJbxw/zc+vYXjhae0/Rls2BLft/r947qCggvh/wB9v/U6Pd3YE32n6/ojjwe4EbbZ9XPt+pF9xpGknrLysYqEjd2AL4F0L1W/s7UbH1duAJ21MlfRD4Rm8+KJ/vbPsPTdlfGbLvltmeY4jg39m2/9g3361DiCgm1L0P6WvD3sCuZa91PpF2vYbtC8rno3rHxqIjZmvCS74z8HTgAsIJ8sllvQQNtGFtYlFqot7CREKp84ij2E/T9rcg0gquJZxBDytSoja0/YsO7T/N9o/a3IQqalwcBkwpns2nA3d2uQku7eodGTyeyDncy/ZxitSIW0rU6xXAVrYvrrPPFEeurk94eOcRE8A+hCLhWklHEaqxOXXY67P5JLAeEdUdT0isnwTG2z5L0mauKbL8FDYhJqNzarLVO454HeIUnt8TUbrbgf+2fX9ZRO1m+7t12BwNXY4Ry7C9G7C5Q0HUhe2n2b66A9udjIujpTKufrQ4N7e0fU/Lts+0fXvZkM5vyn7fwvAQQun27SZsDZLttpF0HKEk/A9gF2Afh3q1t9HdoLwzjb8nxUF6GJF+9pjtr6qkhTik8psQ6rmFTW2aJJ1FbLgvUkRstyTu/z3l89b6o9g7gJinryzf9+7LWg6FSu19IukNtr9cvr4KOI9YT59PPCOH2T61pWfiEKKQ+/G2b+j7rDFHkEI1fCahUJ1b9hfvAW4h0iYuBN5Nw4640pbPAlfb/krl2hJ930ZAocyb99ueI+lCIh3sQWKt9xHgC7TUJyMl+26Z7TmCULRuBpxDKOtuVqQa798bbxpuw+ZEmvqDxJr9akLZ+3PgEmAqUWJkpfpkta4Ro6A/z+0u29+0fTYhZ3qCSNFqTbrrkAn/mEg3mUjc2IuI4nq1o0h96m0Gl5XXdg8h7+zS/g3l86ai3er/2vZ0YmH3IUUtiie7HJgrbXw+i48M/jzwc8Wx1eOBPRVFXvcnnqPa+kwRVT6AiDr+hSggfRGlYK0iF3NfoLb6GBWb84j3cRdiEbEW4bA4j4g8UqMT5qlsngPcX31mVtJO798fTCySP0zUptqaOP1nIrC9Ioo+BPxq2P+oYTSy/PJGxogR2m4kF3kFbDcR0R5pnzc6LtaJSt2Hyrh6ahlXG0+DHsb2/5F0HpGy0JgTqM8RsrBNR0iXtjtu7nMrAAAQeUlEQVTgVuBbDkXa3UQgi7LZ3w74bHFINFaMuawptyJqnpxKzIvPKx9vVpwwGxIqqJlNOWEKvyOOtT+MSLs7FDhN0iSF+uIzTfdHD0XKzUTgGklHFSfRGZL2K06YWvtEi+vL3CBpLUl7EocJXEP8vn9v+9dEfZq2xs4HiXoeb9HiWo893qlQPDbBHcTGcKvi9HqMUI71TlF7q6N2VRt9sBB4g6RX9y7YdpnrzlHULGpD1fkn4vSajYn6PB+0fQawdumHNvtkpGTfDc8c4uTD84AvE/UVIdR1TZbPWIRDtX4bob75hUO08Uliv7gQeMto+mS1rRFTNkD9eW69CP6aZYB6gpCC/4ejoFlTbXkFkebwmO0ZAA41wRziWNh1iEn94gZs70kca3yKIzK5ZpgfNq+tdkfQCtpvJNdQw+QYVl8Y2/8t6V+IlJe7mmjDSKm0ay7wSy2Wlo8jnDDTiDoLGxCqlFoGooqdjYl+uKG8Q2+StC5RoPfVxKLzXNdTn2U4m2sS7+cNxCJrbUIZ9KXR2lsZm6OdbCr//pfEpAaLa1EZeCWRjrgJ4RivsyDwU1Lu8Yrkl9c2RqyE7drGh7Fquykq4+qiNJi+cfXODm3XptxbThuOJBw+3622qWm7XdtumYVEcADiFLNHASQ9h3CUvr3JdRwsGs/nSJrmUB9MAF5S7sGRkj5MpMbdR8ObBNtfUBz2cDTwXtuXK9JUdrA9U1ErqdH+qLTlUUmziFMdh4jaVnsQa7/by9d3U1OfVN7168tm9UbbRwNI+g2wVfm5xsadYdr0A+AHCmXQCZJ6irzNbTdW77E4/75HKPv/oqgJ9CiwflnbPNGU7WE4mVinnlGcQt9U1OxZKOkjLT6PvToeC4FzASQ9H9i0OCcHsWZW9t3w3EY4vkWk/O4uaQ9Hel9r7zdRBP/NwF6Sbib2Qi+T9BVG+Y6tto4Y4G3Ekau9PLdNKpvHxyXtavsmSRe6wRzqMlG+kuKxBmZo6bzttYk6JbcN93+MwraIl2Y8cLKkf++bmHp5dd+o0+6g2K/wGmCSpKVyDCuc6Jak88ui9Ne/E4qMHYGLK8/J/PLnOcSz/J2azf8VMag9zpLHRY9zFLD9MlFT6QrbdW3Gh7NpypHcxUE5Dvh0jZup1mxW7ufNhALm3PLRtUQq3OOKyOXdtm8fja1R0JOhfkAlv1xRK+m88vkmjtzXJt7RtN2+7dqpjqeKI7+vq4yljY6rXdqutGFD4AHb3+tda9EJ05ntNlCkwT5m+2tlo9vjCWC2pJcRBZFPd0OFGitt2aayfunVA9gIeHdx/M0nanxNb7ANRxHKyksAHPXE1qUoRokiuLsA3yLWC43S1yeziLpxD5W2/VrSz4iU+7rXKxQbPVVUzyn3AmKDdEkT9pZHb11ve7qkRwhF3kIinaNRbN8i6TLiAIe9gJlEbY82nTA41GoLJH0cOK6sp9aTdJk7CnIqUre2JQr+T2nLobGiZN8tk3uIMW2m7fdI2p8OHGm271TUh9mVqHM1HvhIHf6D1Tk16WqiQBmEZPLNkk6VdErZIH1AkbPaZPGyXlTzbMdJGPtKmkhspnvS9NfafrhuJwwsmqR+R0i6PgJ8XNIFxe7GxESxSemP2unafoUhQn30TsUxqjtDLGIVdULo2glTeC/hJPgRsah5buWz+4gF59EsPj2pFhSFUM9SFMU6mBJpJAaaW8q9ejuR/12LE2Y5Ntdl8VGzJxEL21qcMB3Y7N3PHxAL5ZcD2P6v4oTZh5hg1q/B1sryMLCdpC1s30rk/m4k6UhFkdUPNfiOpu32bddKnyPkEEJZtmgsbdEJ06rtKrYf6jlC2r5nXdpuCQEn9eZpWPR7rkecPjOZWF816oQpnKo4KRDb95a/ry1OmPHEEbONFWUuiAhqLeqPsrZ8QqG83o/ihGjJIXeqpNeXr28j5rtNgEMV9fYOJ9SnjSBpK0nbSxqvSAd6DvCVJtbTy2lDL819CUUesX66qC1VjqN4/lXAd4nnsFV1bV9bZhG1aU4lnOOdnFZVmEv0x+fbuhejIftuSYqD6izbXyrfX+1K8eCW2zLX9k+B9xG1oH5fx/+7Oiti/kTI9Hp5blNtPybpX21b0lvd8JGOxd53CCnrFsSm66+BV0maQRxh13QkfMNicx6hAtgO2LYoQ97SdB8MgH0IJ8wMolDql4ljiE8nolldKRGG407gMocU8RfE89JjP6LI9Amu8bQaxVHNLySOA54j6Y2EamQW4aSsHvt6bwc2a9lMdWGTJe/nNYQnHUk7E/L1Q4lIbpepJ9X88gfKmHU2UeTw8YbHybTdvu1a6XOELGwq8j1otpdFl2qU1UkJU+EqokbSUcXvdkVZv0G8R593e2rChcDrJc13qcWjOCloM+Jkvy+4wZM7Ckv1R7m+JbAm8Nk2nRAsrmvxsO0rJX2VKMi7L3AKcEpxNteOQk16MPD9ooi5sfxpjT5ncCeKvCrFGdRIrcmVYB5whEd52uRocZyC2/R7WTfZd0u2Yw4MTtqta67Vs9o6Yjw4eW6/cRSTWxM4zvZvJP0aeH6J4jQayXGcxjIfeCMR7d8a+KDiBILGZWZd2y8MSo7hsCgKz61JKDTWIp7ZBeUaknYiVDBfdE01YSrMAX5WUYAsBCaUrxcQud3n2K5ThbNa21zO/ewpEMcR9/Nm251FraDb/PK0PRA5/aNGWR8laYji/L9X0oPAiWUtcQ8xhk6x/XCLzVmqhgNRoPUJ4tTNxjfAw/THg0TEem13c9pef59cLml2CbRNc3MnBW1DrOl+2JSjZwRtGO7EstYVeYOKo/j83K7bsSqSfTc8q+vcPiaOr9aSeW5f6FKepsj7ezdwpZutqF+1ORHY2PZ15fv1iqezFQbA/rpEatRMxznw+wNzu5K3LQtVjjiUtC3hKNgEeCnwqSY27SWit6PtX5XvDwJuIlJpDiIqhNda7HIM2Rzufm5a7H3E3UpOl6C079lE+2YS9bVaiayl7fZt14WiRsl+rtQoGQu2k/ZRpJJ/hUg1Pt7tpCMN144dgeOIAuzjiFocrY/llf64n3J0cdttqLSl1ye/INLGLmuqTxQnZB0A/NhRS6tTBkmRlyTJqsdYccSsR6QhPOruih6NA3YjvPhft31zB21QkfV2EjXs0r6krereaI8WSds5quov1R8lfeUdwJPAx+qWGy/rHkh6XrH5D8DnbN+UNkdsq7P7WQdFyTOBaOP8Nt/RtN2+7brpUo2SSpjVH0XNvTOBz7j5FKCnastuRC2Wo4qytos2DEx/lPY03ieKGlpvIAInta0TRtGeVOQlSTIqxoQjZlCQJGBdlwrvSfsMykSpcqw3kUN9m0rF/YqzaiJwGnBandLboga6x5WjvPs+fwPwJqKWSi2KrbFgs6v7mSRJMlaQtLYHoH6Soubf5u64hsOg9Ae01yeD8junIi9JkjpYnU9NGjgcpBOmQwbECdN/rPc2LhX3y6Z9R9uzCbnxrTWb3xV4l6Sdeuqkvs+HgPfVnDa3Wtvs+H4mSZKMCQZhAw6LTs/o1AlT2jEQ/QHt9cmg/M5e/U8sS5KkBVIRkyQdUGTFLybqlHwMmA8cTxyl/GnidKT5Ddg9gjghaDPgHMJXcHOJ7rzA9lVpc6XsdXI/kyRJkiRJkiRZ9VhtT01KkgFnecd6H91g1Gd5R3nXcjz1GLXZ1f1MkiRJkiRJkmQVIxUxSdIRkv6ZUG18gjjW+23EyQN/6aW2NGDzGSw+ynsn4OnECT6NFRwcQzZbv59JkiRJkiRJkqx6pCImSbrjR8B1tu8A7pB0g+0FDdu8B9iFOMr7PaWobdNqjbFi80e0fz+TJEmSJEmSJFnFSEVMknRM28d6d3GU91ixWex2ekx8kiRJkiRJkiSDTTpikmSM0oWjYKzYTJIkSZIkSZIkWRbpiEmSJEmSJEmSJEmSJGmJNbpuQJIkSZIkSZIkSZIkyVghHTFJkiRJkiRJkiRJkiQtkY6YJEmSJEmSJEmSJEmSlkhHTJIkSZIkSZIkSZIkSUukIyZJkiRJkiRJkiRJkqQl0hGTJEmSJEmSJEmSJEnSEumISZIkSZIkSZIkSZIkaYl0xCRJkiRJkiRJkiRJkrREOmKSJEmSJEmSJEmSJElaIh0xSZIkSZIkSdIhkg6X9H1JJ3XdliRJkqR50hEzhpA0SdIxK/hvLq18PUHSpZIm1N+6ZHVF0ixJUySdX/5M6rpNSZIkPVZmbkySOpE0ETjS9oHl+8M7blKyClPGtJP6rk2UdEBXbUqSZGnW6roByapBcb5cALzV9lDX7UlWKWbaPrn3TXHuTe6wPckqTNmgHAhcant6uXYSsFn5kfNtzx7uWvutTZIkiY0xcAAxJm1n+/Xl+jHADGAv4Pzy41OBKcC0DpqarKaUOTDnwSQZINIRM0apbFLus31WuXY+MBEYAr5me1q5PgG4FJicTphkNKSaKhkNZTMz0faxkk6S1NvADPXGsfJzB/RfS5KRMJK5sfw9GZhFOJqnd9TcZNXiQNsHlhSkA8pzs6ftqWXMmg1ge0jSpt02NVlVKPPiFBaPUS8vH+1Yxq69yrWJwF62p3bS0GRg6Z/3yjN1LHAtMddNASYBe9ueXP7NcEGx/rlyevm3swByTbY06YgZg5SXZ3Z52SaUF3AmMKtscKoS7Z4SZgjYtPydJCvCJElTKt+/tbOWJKs6RwL3VcaoicTioD9yPNy1JFkuKzA3TgampMoqWUG+D2B7WknTncHiNVX/2iqfrWRFmF2cfMcAxxAb4E1tTy7j2iJHX5JUWca8Nx2gOInvByaVz0+qlBcYLii2xFxZgvfHFjuXLmU8SUfMGGVv4ExYFHnZsVzvRfXur/zsRCJiM5QpJclKskRqUpKMglnADNszexdK5HgSSy4yZw5zLUmeipHOjScDU0pdj5Orz2OSrADHsDgdaQax3ppdlKP3ddaqZFVkVvn7EkKBMB34VXfNSVYhhpv3prP4mRpiaYfxsoJiS+0je0pmYIKkCZlZsSRZrHdsMovwXPZSRYaIl2ev8nlVEjuz8tKc2adsSJIkaZNLgA9IOkDSMZImFknsgZWC0MNe67jdyarBiOZG20O2jy2FVY/toqHJKs+lRHHeXjrSTGBiee6OIOrEJMmKsimLN9BJMhKGm/f6ub/v+1nAdNtTbZ9Vxq+l5sqScjmxlLrIwNgwpCJmDFKkZlMkHUikHp1cvKC9l2ZZ/26mpCMlTcoIYJIkbVOcwpPLODW9solZajM83LUkWR4jnRuLlHvv8jMpt06ekrJmmln5fjqwZ9/PTC0R43TCJCvK3pWaHScTCoQkeUqGm/d46ufnEuCCSk2Y6WWP2L+PnE2oRzcdwf85JpHtrtuQDADFC7ppOW3kUvJ0pCRJkmSMk3NjkiSDTOVErmlZtyppk16R8TI/5ly5EqQiJgEW5QUeUV6kM/PlSZIkScY6OTcmSbIqkE6YpG2qJwbmXLlypCImSZIkSZIkSZIkSZKkJbJYb5IkSZIkSZIkSZIkSUukIyZJkiRJkiRJkiRJkqQl0hGTJEmSJEmSJEmSJEnSEumISZIkSZIkSZIkSZIkaYl0xCRJkiRJkiRJkiRJkrREOmKSJEmSJEmSJEmSJEla4n8BOzX9paFXBrYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1152x1152 with 49 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"samples = pm.trace_to_dataframe(trace_wobble, varnames=[\"logK\", \"P\", \"ecc\", \"logs\", \"rv0\", \"phi\", \"omega\"])\n",
"corner.corner(samples);"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x1c2eedaba8>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD8CAYAAACSCdTiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xl03NV9///nnX0faUa7JVmWbMs7xsjgBUzAGwmQhGJwaMgKMfm2aZof6S+kaUubpj2/ktOmSdM2QJr2NP0m/SYhX0qAkGAWA8Z4kWS8y5as1bI02kaz73N/f1iamMUblvTRSPdxDseW5mPNC4391p37ufd9hZQSRVEUZWbSaR1AURRFmTyqyCuKosxgqsgriqLMYKrIK4qizGCqyCuKosxgqsgriqLMYKrIK4qizGCqyCuKosxgqsgriqLMYAatAxQVFcmamhqtYyiKouSVpqamISll8aWu07zI19TU0NjYqHUMRVGUvCKE6Lqc69R0jaIoygymiryiKMoMpoq8oijKDKaKvKIoygymiryiKMoMpoq8oijKDKaKvKIoygymiryiKMoMdtWboYQQj5334RNSynYhxDbgIWCnlPLbV/sciqJoI5VKkUgkuNhZ0CaTCbPZPIWplCtxVUV+rJjvlFK+JIQoAP5UCPEEsF1KuVkI8TUhxDYp5VMTklZRlCkRi8VIpVIYjUZsNhtCCLLZLAA6nQ4hBABSSpLJJMFgEL1en7tWmT6udiTfzLkR+0vAJmDn2K9PjD3+JPAYoIq8ouSBVCpFNBrFYrFgMplIpVKk02mklKRSKTKZDJlMBiklUkpMJhMOhwOn00kmkyEUCmE2m9XIfhq5qiI/NjVz/pTN/wesAtrHHh8VQnje/eeEEDuAHQDV1dVXE0FRlAkSDocRQmAwGEgkEpjNZoQQRKNRAMxmM1arFaPRiMFgQAhBMpkkFArh9/uxWq04HA4ymQzBYBCn06lG9dPA1U7X7GBsumbs4yeApndd1v7uPyelfJJzo3waGhouPNmnKMqky2azhEIh9Ho9mUwGk8lEOBwmGAxiNpsxGAzodDqklCQSCSKRCKlUCr1ej91ux+M5N44Lh8MEAgGMRiMWi4VgMIjD4UCv12v8fzi7TVgXyrE5eYBGoBZoH/vc8EQ9h6IoEyudTudG8OMfB4NBrFYrVqsVk8mEyWQCzv0wGJ+XH5+jj0aj9Pb2YrFY8Hq9WK1WwuEwiUQCnU5HJBLBZrNhMGje8HbWutrpmieFEI8JITYDBcAjY1M0O8YK/L2MjdgVRZlexgu6TnduJXUkEiGTyVBQUIDFYiGRSBCPxxkdHUVKmRvNj/83zuFwkEwm6ejowOv14na7CYfD6HQ60uk0oVAIh8OB0WjU6n91VhMXWxp1VV9YiAIp5eilrmtoaJCqn7yiTK10Os3o6ChCCPR6PbFYDKPRiNvtJhaLkc1miUQijI6O5m646nQ69Hp9btQ//rHBYMBkMmGz2XI/KObOnUsikcg9VyqVwu12qxH9BBJCNEkpGy513aR9xy+nwCuKMvUymQyjo+f+eRoMBgKBAB6PBykl0WgUn8+Xm7IpLi7G7Xa/72qZ8ZU4gUCAVCrF6OgoBoMBq9VKS0sLVVVV77hJ6/f78Xg8ao5+iqkfq4oyi2SzWUZGRshkMlitVgKBAF6vl0wmg9/vx+fzUVxcTH19PTabjZGREVpbW0kmk+/4OjqdDpPJhNvtxuv1otPpGB0dJRaLEY/HKSws5MyZMxQWFlJQUIDBYMBisTAyMkJRUZFadTOFVJFXlFlCSsnIyAipVAqn08no6CiFhYWkUik6OjpwOBwsXLgQKSUdHR3EYjHMZjM2mw2LxUI2m0VKiV6vR6/Xo9PpCIVCDA4OYjQa8Xg8eL1eQqEQ0WgUt9tNMBgkkUhQXFyM0Wgkm80yPDxMUVGR1t+OWUMVeUWZJUZHR0kkEtjtdgKBAE6nk3A4TG9vL1VVVUgp6ezsJB6PY7FYckshjUZjrrALIchkMiQSCcLhMKlUCpPJhMViYWhoCICioqLc1zabzaTTaXw+H16vF5vNRjAYJBgM4nK5NP6OzA6qyCvKLBCJRAgGg7jd7tyyxtHRUQKBANXV1QwMDOD3+zGZTLhcLmw2GwDxeJyRkRGi0SipVAogtz7eZrNRXFyMEAKfz0cmk8Fms+Hz+bBarTidztxSSiklg4ODeL1eCgoKGBgYyP1wUCaXKvKKMsOlUikGBgZwu91Eo1FMJhN+vz83d3769Onc6hebzUYsFqO9vZ2RkREikQg6nQ6n05kb1UspGRoaIpFIEIvFsNvtVFRUUFZWht/vzz1nf38/Xq+XdDpNNpvFYDAwPDyMlJKSkhL6+vqoqKjILeFUJocq8ooyg0kp6e/vx2azkUqlcjdIM5kMBoOB1tZWzGYzXq8Xv9/P6dOnCQQC2O12SktLWbhwIXa7nUwmk+tIGY/H0ev1FBcX43K5GBoaoqenh7a2NubMmUN5eTnBYBCDwcDg4CAFBQW5Fghmsxm/349er6eoqIiBgQHKysq0/jbNaKrIK8oMNj5y1ul0JJPJ3Dr2RCKBz+ejoKCAeDxOa2sr4XAYr9fLggULsFqtxGIxAoEAZ8+eza2uGV8i6XA4SKfT9PT0YDabqa+vJ5FIcObMGXp7e6mrq8uto/f7/TgcDnQ6XW6+f2BggKqqKkwmE4FAALfbrfF3auZSRV5RZqhYLJZbmz6+tHF8l+vIyAhWq5XBwUHi8Tg6nY76+nqklHR1deVaB4+3Nxi/STreymBoaAiDwYDdbsdkMtHZ2YnFYmHBggUMDw/T3d2NxWKhoqICIQTBYBC73Y5erycej2M2m+nt7WXevHmcPXtW9biZRKrIK8oMlM1m6e3tzY3U4/E4iUSCQCCQWwWTSCSIRqMUFBRgMpno7u4mnU7jdDopKyvLLX9MJpNIKXNLKMc3N40X+2QyicfjoaKiglOnTlFaWsq8efPw+Xx0dnZSWlqKXq8nEolgNptzyy8Bent7KS8vp7+/nzlz5mj5LZuxVJFXlBmov78fs9lMJpPJLXUMBoP09vai1+tzSx49Hg/hcJhkMondbken0+Hz+dDpdFgsFsxmc64gn7+kcrwPzfgc/dDQEPv27ctNy5hMJkpKSnLTPYWFhdjtduLxOCaTiUwmg8fjyS2lHF9aqZZVTjxV5BVlhonFYoRCIYqKihgaGsoV+I6ODiwWC1arlaGhIRwOB4FAAJPJRCKRYHBwEIvFgsViIRaL5Q4H0el06HQ6otEoIyMjuZ40er2e8vLyXJGeN28e/f39NDU1UVJSQiqVwuv1otfr8fl8JJNJXC5XrtD7fD4qKyvp6upiyZIl9PX15X5IKBNn0hqUXS7VoExRJo6UklOnTlFYWEg4HCYajRKJRDh27Bgulwuj0cjQ0BBut5tkMkk6nWZoaAgpJR6PB51Oh8PheEexNRgMGI3GXNE3Go3odDpSqRRnz55leHgYr9dLZWUl6XQao9HIsWPH8Pl81NbWUllZiV6vp7+/H4vFQkFBAVLK3NRNWVkZkUiEmpoahoeHKS8v1/i7mB80b1CmKMrU8/l8uemQYDBIMpnkyJEjuFwuTCYTZ8+ezW2IGh0dJRQKUVZWhtVqJR6PY7PZclM040f+RaNRstls7mzXdDoNnOsp73Q6KS4uJhAIcPDgQUpKSqisrKSuro45c+bQ3NxMMBhkwYIFlJaWcvbsWQA8Hg+RSASj0Ug4HCabzebaHo+fSqVMDPW+SFFmiFQqxcjICG63G5/Ph5SSo0ePYjabcytgnE5nbuomHo9TWVlJOBzGaDRSV1dHSUkJyWQSv99PJBLBYDDgcrlwu90UFBTkinhpaWmu8VgkEsFisVBfX086nWbv3r25XbVr1qwhFApx8OBBAoEApaWlRKNRBgYGMBgMJJNJBgcHcbvd9Pb24vF4GBgY0PpbOaOo6RpFmSHa2tpwOBwMDw+TSqU4fvw4IyMjVFdX09bWhtfrZXBwkOHhYebMmUMqlcLlclFXV5drGQzkRv12u/0dB3mffzKUlJJMJoPFYsHtdpPNZnPTPkIIuru7MRqN1NTUIKXk8OHDpNNp6uvrsdvtDA8PYzab8Xg8pFIpbDYbc+fOJRKJUFpaCqDWzl+Cmq5RlFlkvKd7Op0mHo/T19dHd3c3y5cv59ChQ5SUlNDZ2UkkEqGiooJEIkF9fT1wbopnvOBbrVYikcg7ukuaTKbcYR9SSpLJJKlUCrPZTDgczo3Kq6qqsFgs9PT0UFVVxfDwMEePHmXu3LksX76clpYWTp06RU1NDS6Xi0AggN/vzzUzG+9xD+RW2qiWxFdPFXlFyXNSSnp6eigrK6Ojo4NoNMrBgwdpaGigqakJr9dLe3s7mUyGoqIirFYr5eXluWkZh8ORK7Q6nY66ujrKysqwWCzv6D45fuxfOp0mnU4zODhIf38/er2eVCpFa2srqVSKZcuWIYQglUphMBjo7OykvLyc2tpaTp48SXd3N5WVldjtdiKRCEIILBYLZ86cYenSpXR1dVFXV8fQ0BDFxcVaf3vzniryipLn+vr6sNls9Pf3I6XkzTffZMWKFezfvx+v10tHR0duw1JRURFut5uRkZHcxichBAUFBVxzzTW5XanjZ7OeTwiB0WjEZrNRUFBAQUEBtbW1RCIRenp66OvrIxKJ0NzcjNVqZfXq1XR3d+cKfWVlJfPmzaOlpQWfz5f7gTM6OkppaWnunNjy8nKGh4dzOdSRgVdHzckrSh7LZDIcOXKE4uJiuru7aW5uxmQy5ea8e3t7icVilJWVUV1dndsEZbfbMRqNFBUVUV9fnztoW6fT5Y7sO/88V/jdVE0kEiEWi+VW1zgcDoQQJBIJOjo6OHPmDENDQ5w9e5ZVq1ah1+sZGhqipaWFmpoahBAcP34817vGZDKRTCYpKSkhFouxdOlS4vE4NTU1uezKe6k5eUWZBTo7OykpKcmNpIeGhnKj4rNnz5JIJKioqKCiogI4N+ovKCjAZrNx3XXX4fV6c03HxnvHJJNJEolE7ibruxmNRsxmMwaDgVgsRm9vb250v2jRIqqqqjhx4gQOh4PDhw9TVFTEvHnzcqt9Fi5cyMKFC3O/TyaTuTNgXS4XJ0+eZOXKlfh8PlwuF8lkEpPJNGXf05lGFXlFyVOJRIJQKJSbWmlqamLx4sUcOXKEZDKZOxCkoqKCdDqN3+/H7XZTV1fHkiVLsFgs2Gw2hBDE4/Hc/LjRaMRqtV5052k2myWZTKLX63G5XKTT6dy0kdvtpqGhgTNnzmAymejq6qK5uZlrr70WgOPHj1NXV8f8+fM5ceIEy5YtyzU+Gz8isK+vL/duQ22QujoTsk5eCFEghFg1EV9LUZTL097eTmlpKT6fj6amJmprazl48CCJRIL+/n5KSkqoqKjItQz2er3cfPPNXHvttXg8Hmw2G9FoNLcJyeVy5Q4HuVRrgfHeNk6nE5fLldslO76yJxqNUllZyU033cTy5cuxWq00NjZSWFjI8uXLOXnyJGazmcrKSk6ePEkqlcoVdLPZTHt7O1arFZ/Pl+tFr3wwV13khRDbgB2ARwhRO/45IcROIcTXrvbrK4ryXqFQiEwmw9mzZ+ns7CSZTHL69Gmy2Sw9PT25KZJgMEg4HKa6upqtW7dSW1uL3W4nGo0SCoWwWCy5dfFXw2Qy4Xa7KSkpwWazMTg4yNDQECaTidWrV7N69Wq8Xi+HDx/GaDSyYsUK2tra8Hg8uf7y8Xgcg8HAwMAAOp2Otra23A+b8c6ZypW7qiIvhCgAaqWU35ZSviSlbB8r9NullJvHrtk2EUEVRfmd9vZ2XC4XPp+PlpaW3Jr17u5uPB4PCxcuZGRkhFQqxeLFi9m6dSvl5eW59gFmsxmXyzXhPdz1ej2FhYXMmTOHeDxOb28v6XSaZcuWsWbNGoqLi2lra0MIweLFizl9+jQ1NTX4/X5isVhurX8ikeDs2bNkMpl3tEZWrtzVjuQ3AQghviaE+MVY0d8EPDH2+JPA5qt8DkVRzjM6OorBYKC7u5tDhw5RXFxMe3s7/f39GI1GFi9ezODgIAArV65k69atFBQUEA6HSafTuN3uSV+WaDAYqKysxOl0cubMGcLhMHV1ddx88814vV7OnDmDEILq6mo6Ozupqamhq6uLTCaDEIKhoSH0ej0tLS25XjzDw8OTmnmmutoiXwuMSim/DTwC/ClQALQDSClHAc+7/5AQYocQolEI0Tj+l1FRlMvT0dGBwWCgra2NWCzG6dOnGR0dJZlMsnTpUoaHh9HpdKxatYotW7ZgNpsJBoNYrVZsNtuUZi0sLKSysjI3fVNRUcHGjRtxu90MDQ1hNptxu93E43E8Hg+9vb0kk8lc4zK/308wGGR0dBQppRrNfwBXW+Tb+V1Bb2es6L/PNe8gpXxSStkgpWxQO9oU5fINDQ1hsVg4ffo0J0+ezE1n+P1+amtricfjCCFoaGhg69atAEQiEVwul2abisxmM3PnziUajdLX10dJSQlbt27FZDIRDAbxer25tgrjxxMCue6Xx44dw2g05nboKlfmaov8S8A9AEKITcABoJFzxX58zn7S3mNlMpnJ+tKKMi2NH9F35MgRjEYj7e3tDA8PU1pais1mI51Oc8011/DhD38412NmOvSA0ev1VFVVIYSgt7eX4uJi7rzzTrLZLOFwmPLycvx+P3PmzGFkZIRQKITRaCQQCBCNRunv78+dYKVW2lyZqyryY9Mxp4UQO4GHxm7ANgO1YwX+Xs7Ny0+K0dFRVeiVWWNgYACz2cyRI0cYGBigt7c3t+SwqqqKYDDI4sWL+b3f+73ciN5ut2sdO0cIkeuJ09PTkyv04weMjxf4goIChoeHc7tqU6kUJ0+ezP1+ZGRE6/+VvHLVSyjHCvtmKeU9533uyfFfx34QTAq73a5ecGXW6OrqIhwOc/z4cTKZTG7+etGiRQwNDbFgwQLuu+8+YrEYBoMBi8WideT3EEJQVFSE3W6np6eHOXPmsHXrVvx+P1JKCgsL0ev1ZLNZQqEQer2eQCBALBaju7ubWCyW+6GgXJ5JOzRkMov7uPEX/0LbrxVlphg/Oq+xsZFQKERrayvhcJh58+YRCoWoqqriM5/5TK4FwHQ+WUkIgdfrza28WbBgAevWrSMUCuXW67vdbkKhECMjI5hMJiKRCG1tbWQyGTWav0J5fTJUJpMhkUi8ow+1osxEPT09DA4O0t7ezuDgIKOjo7ndqW63m89+9rPodLrcKVDTnRCCwsJC7HY7vb29XH/99cyfP590Op17B2I0GolEIiQSCVKpFOFwmPb2dmKxGNFoVE3VXqa8LvJGo5F4PE44HEbrbpqKMln6+/sB2L9/P+FwmJ6eHgCqq6sRQnDvvffi8XgwGAx5UeDH6XQ6CgsLcTgc9Pf3s3Xr1lxve7PZnGu7EA6HsVgsxGIx2tvbSSQSJJNJNbi7THld5FtbW0kmk8Tj8dyyK0WZaXp6evD5fPT29tLR0UEsFqOyspJkMsnGjRtZunRp7uCNfDPe4MxisTA8PMzHP/5xwuEwbrc718o4FovlNkJFo9FcoQ+FQmqq9jLkdZEfGRmho6ODRCJBIBBQo3llxhkcHERKyZ49exgaGsLn8+FwOLBYLCxatIjbb7+dbDaL1WrVOuoHZjQacTqdGI1GMpkMH/nIR0gkElgsFkwmU269vMFgIBgM0tbWRjweJxaLvedgE+W98rrIZzIZTpw4QTweJx6PE41GtY6kKBOqs7OT06dP5+bjAebMmYPb7eaBBx4gmUxOq2WSH5TFYsFut5PNZikrK2PRokXY7XZ0Oh1FRUX4/X5GRkawWq0Eg8HcRrDxVTnKheV1kY/FYvj9frq6utQcnTLjDA8Pk0gkaGxspLu7m2AwSHl5OUIIPve5z+VGwDOF3W7HZrMRiURYv349NpsNr9cLnOuFk06niUQipNNpTp06RSQSIRqNqsHdJeR1kR/vqnfs2LFc61TV20KZKTo6Ojh58iT9/f10d3djNptxOp1s2bKFurq63PmsM8n4cYKjo6PceeedpNNpHA4Hbrcbv99PNBrFYDAwOjpKS0sL6XRaLae8hLwu8uNbuwcHB+no6CCVSqnRvDIj+P1+AoEAb7/9Nm1tbaRSKSorK5kzZw4f/ehHL3lyU74av9nqdDpJpVKsX78eu92OlBKPx5M7BUsIwalTpwiHw2pwdwl5/bektraWcDgMwNGjR3Nd69T6WSXftbe3c+LECTo7OxkcHMTj8eByuXjooYcwGo0YjUatI04avV6P1WrFbrczb948iouLKS4uxmAwEAgEEELkDhc5depUbm5eeX95XeQbGxtJpVKYTCZ8Ph8dHR1qbl7Je9FolIGBAQ4ePEhbWxvpdJqysjI+8pGPMGfOnBlxo/VSLBYLRqMRnU7HLbfcgsFgwGazUVxczPDwMMFgEKPRyIkTJwgEAoyMjKhWBxeQ10V+0aJFBAIBgsEger2ew4cPE41G1R13Ja+1tLRw9OhR2tra8Pv9VFZWMm/ePG677bYZdaP1UhwOR25z10033YTL5UJKiZSSbDaLXq/H5/PR2tpKJpNRe2UuQJsG0xMkFAohpSSdTmM2mzl79ixdXV1YLBbC4fCs+gehzAyJRILe3l6OHDlCR0cHTqeT0tJSduzYMS1aBk+l8fl5KSUVFRW5Q8mllPT395PNZjGZTBw+fJiFCxdiNBopLCycVd+jy5HXI3mPx4PH42F0dJRoNIrJZKKpqekdO+QUJZ+cPHmS48ePc/ToUSKRCBUVFXz4wx9m7ty5edWyYKLo9fpci4O1a9ficDjQ6XTY7fZcT5v+/n5Onz5NIpEgEoloHXnayesib7Vac38JxtuPdnd309vbSyAQIB6Pax1RUS5bOp2mo6ODAwcO0N3djdfrpa6ujo9//OOzYh7+Qmw2GwaDAafTybXXXsucOXMwGAy5tgZWq5Xm5mYikQgDAwNax5128rrIl5WVMWfOHCwWC8FgkFQqhcFgYP/+/cTjcTWaV/JKa2srhw4d4vDhw6TTaebOncvnPvc5PB7PrJ+CGG/lsGDBAjweD16vNzctm0ql6Ovro6Ojg0AgoJZTvkteF/nKykqKioooKCjAarUSjUZzo6G+vj4GBwfVckolL0gpaW1tZd++ffh8PkpLS1m3bh3XXnutZmezTic6nQ6LxYLL5WLt2rXvKPLZbBaz2cyBAweIxWIMDQ1pHXdayesi73Q6WbNmDSUlJbnt0NlsFikle/fuJR6PEwgEtI6pKJfU2dlJU1MTR44cAaC+vp7PfvazOBwOjZNNHxaLBb1eT1lZGfX19ZSXl+N0OvH7/SSTSXp6eujt7VWDu3fJ6yKfTqepqKhg8eLFlJeXY7fbCQaDCCE4ceIEfX19uV7cijKdHT9+nD179jA4OEhlZSXbtm2jqqpK61jTzniv+WuvvZby8nLcbjepVIpUKkU2m2XPnj2Ew2E1uDtPXhd5m82GyWTimmuuoaysDKfTSTKZzPWYPnDgAMFgUDUwUqa1/v5+9uzZQ3NzMyaTidWrV3PHHXeoaZr3Md43v7CwkBUrVlBSUkJBQQF+vx+9Xk9HRwcDAwP09fWpvTJj8rrICyGw2WwUFhaycuVKKioqsFqtjI6OYjAYOHr0KAMDA/h8Pq2jKsoFHTx4kL179xIIBKipqeEzn/kMhYWFWseatsanbZYsWUJ1dXWuUVs8HieZTOZG87FYTOuo00JeF3kAk8mE0WhkyZIl1NTUUFRURDKZJJFIkEgkOHjwIENDQ2rLszItBYNB9uzZQ2NjI3a7nZtvvpm1a9fO+tU0lzK+2mbNmjVUVlbicDgIhUIYDAZaWlrw+XxqqnZM3hd5OPeCm83m3AvucrkIhULo9fpckVfLKZXpqLm5mVdeeYVgMEhdXR3/63/9r7w8xm+qja+2qa6upr6+nuLiYqSUJBIJYrEY+/fvZ3BwUA3umKAiL4SoFUI8cd7H24QQO4UQX5uIr38Zz4/VaqWqqopFixZRUlJCOp3OtSU9evQoZ8+eVXN0yrSSTCbZtWsXb7/9NgUFBWzfvp36+nqtY+UNq9WKwWBg3bp11NTU4HK5GB0dxWg00tzcrAZ3YyZqJP/I+G+EELXAdinl5rGPt03Qc1yU2WzGaDSybt06qqqqKCwsZHR0FJ1Ox5tvvsnIyEiuLbGiTAcHDx7k+eefJxqNsnz5cj7/+c/PyB7xk2n8QJFrrrmGyspKdDodyWSSYDBIU1OTGtwxAUV+bLT+2Hmf2gSMj+qfBDZf7XNcLofDgcfjoaGhgdLS0twLPjAwQEtLC729vVMVRVEuKpvNsnPnTg4ePIjL5WLHjh0UFxdrHSvvjLc1Wb16NfPmzcPr9RIMBjGZTBw4cIDBwcFZv7ruqoq8EGIVMCqlbD/v0wVAO4CUchTwXM1zXAmdTpd7wevq6nC73QSDQQwGA7t27cLn85FMJqcqjqJc0MmTJ3n66afJZDKsX7+eu+66S+tIectut2OxWFi/fj1VVVUIIUgkEgwMDHD06FHOnDmjdURNXe1IfjtQJ4R4DNg0Nqp/94kd7e/+Q0KIHUKIRiFE4+Dg4FVGeCebzYbVamXDhg1UVlYC50ZN3d3dtLW1MdHPpyhXSkrJ888/z8GDB3E6nXzlK1+Z1Q3IJoLNZmPJkiUsWbKEkpKSXDfK119/nf7+/ll9A/aqiryU8pHx/4BmKeW3gUagFkAIUQC8586HlPJJKWWDlLJhMt6i2u12Fi1axLJly/B6vbndb6+88go9PT2zfo5O0VZ/fz8//elPkVKyZcsWbrnlFq0j5T2TyYTBYODmm2+mtrYWo9GIlJLu7m5OnDgxq7tTTvhdHillM1A7VuDv5dy8/JQyGo2YzWZuvfVWamtrEUKg0+lobW3l9OnTasuzoqlnn32WgwcPYrfb+frXvz6jz2udSg6Hg6qqKlauXInH4yESiSCE4JVXXqG7u3vWDu4mrMhLKe857/dPjv86Ni8/5ex2O9XV1Vx77bUUFxczOjpKMplk9+7d9PT0aBFJUQiHw/zbv/0bANu3b2fVqlUaJ5o5xu/J3XLLLSxatAiDwUA6naa1tZUh8BkoAAAgAElEQVRTp04RCoW0jqiJSVuvpVVxHzf+gm/evJn58+ePZ6K5uZm2tjZSqZSW8ZRZ6vnnn+fAgQPYbDYeeeQRtWRygo23OVm7di0lJSWEw2ESiQS7du2iu7tb63iamNF/w2w2G0VFRaxfv57S0lJisVhuG3lfX5/W8ZRZIhJOMDwYIplM8s///M8AfPrTn2bhwoUaJ5uZ7HY7N910E0uWLMFsNiOE4NChQ7S2ts7KG7Azvs2d3W7nlltuYd++ffT29pJOp9m9ezcf+chHcsutFGUyhENxvvn//h8ON3UBoNMLervPdVF89NFHNU43c5lMJpxOJ7feeiuHDh2ip6eHVCrF7t27WbVqFXPnztU64pSa0SN5OHcT1u12s2nTJsrKyshkMgwNDfHWW2+pG7DKpJFS8sC27+cKPEA2I5lfcSu33/ww5eXlGqab+RwOB+vWrWP16tXodDqklOzevZvOzs5ZdwN2xhd5OPeCr1+/nlWrVpFOp0kmk+zcuZP29vcs4VeUCfGbZ5oZHXnvTkshBKFhE+2tqv31ZNLpdNhsNm6//XbmzJlDIpFgcHCQXbt2zbobsLOiyOt0Oux2O7fffjsVFRWk02m6uro4cOCAugGrTIqXXzhy0cd/8sPXpijJ7GWz2Vi+fDk33ngjBoOBZDLJyy+/TGtrq9bRptSsKPJw7gW/7rrrWLNmDVJK4vE4zz777Kzf8qxMDqvVdNHH33rj5BQlmb2EENjtdu644w7mzJlDOp2ms7OT/fv3z6rB3awp8uMv+N13301FRQWpVIqTJ0/S1NSkdTRlBvrwXRdf/55JZ+nuHJqiNLOXxWKhvr6eTZs2YTQaicViPPPMM7OqWeGsKfJw7gVfunQpH/rQh9DpdIyMjPD000+rG7DKhFtzUz2r19Ve8HG9Xkc0kpjCRLOX0+nkrrvuoqKigmw2S0tLC01NTbPmBuysKvJw7gW/++67KS8vJ5PJsG/fPg4dOqR1LGWG0ekE3/ru/djdvG8xMZr01C0s0yDZ7GMwGJg3bx533HEHRqORQCDAz3/+c4LBoNbRpsSsK/JGo5GlS5eyefNm9Ho9fr+f5557blbN0SlTI5PJ8Nxrf0ciFeL87RhGk4GH/+JjGI167cLNMna7nXvuuYeqqirS6TSNjY0cOXLxm+Mzxawr8nBuSeXv//7vU1JSQiwW4/nnn1fLKZUJ9/Of/5xUOk7DRh1feuR2brhpIbf/3nV8/z8f5ObNS7WON6vodDqqqqq4++67MRqNDA4O8vTTT8+KHbBC63mphoYG2djYOOXPG4lE+Na3vsUPfvADhBD8zd/8DV/60pemPIcyM0kpcTgcRKNRYrGYOpx7GpBS0tnZybZt2zh69Ch1dXU8++yz1NXVaR3tAxFCNEkpGy513awcycO5JZWf+cxnck2MfvKTn+D3+7WOpcwQe/fuJRqN8sUvflEV+GlCCEFZWRmf/OQnMZvN9PT08Pzzz2sda9LN2iIvhKCmpoZ7770XnU5HS0sLe/bs0TqWMkPcfvvtAHz3u9/VOIlyPqvVyrZt26iqqiIcDvPjH/94xq+um7VFHs694J///OcpKytjdHSUxx9/fFbM0SmTq729Hb/fz/bt2zGbzVrHUd6lrKyML3zhC5hMJk6dOsUbb7yhdaRJNauLPEBVVRWf/OQnAXjzzTc5ceKExomUfLdp0yYA/vM//1PjJMr7MZlMfOITn2Du3LmEQqEZP7ib9UXeZDLx0EMPUVJSgt/v58knp/y0QmUGSGWTRNJhAoEAHR0d3HLLLWoUP40VFxfnFlq88cYbM3pwN+uLPEBlZSWf//znAfjlL3/J8PB7zh5XlPeVyMT50fF/4sG/f5hPf+GveeDP/oLa1Yt47rnntI6mXIRer+e+++5j7ty5BINBHn/8ca0jTRpV5Dm3I+5LX/oSHo+Hvr4+fvazn2kdSckT//L23/PLPxyk/6kiwkfthPZ5WGC4l9f2vq11NOUSvF4vDz/8MAA/+9nPZuzgThX5MeXl5TzwwAMAfO9731M7YJVL6guf4dW/DpMJ60GOb2kVyJSOx//2JTKZrKb5lIvT6XTcf//9lJWVMTw8zE9/+lOtI00KVeTH6HQ6Hn74Yex2O6dOneLNN9/UOpIyzT32wx+RiRiA9x4hmYhmOdszMvWhlCtSWFjI1772NQD+4R/+gUwmo3GiiaeK/HlKS0v5whe+AMCf/dmfaZxGmc6GB0PE6k9jcL1/UZAZgc2ubrxOd0IIHnjgAQoKCujq6mL37t1aR5pwV13khRBfE0I8IYR44rzPbRNC7BRCfO1qv/5UEkLkivuePXvUgSLKBTV1N2EqSuPZNIIwvXtaRuJwG/EWOzXJplwZl8uVG81//etfJ5FO44/FZkwr4qsq8kKIbcBLUsqHgF+MFfxaYLuUcvN51+SNoqKi3Gj+0Ucf1TiNMl01yyaETmJrCGPdEAJjFp0lgzBl0dkzPPClLVpHVK7Al770JayFhXStu4HF//JPXPfkD7jmB//Mc6fy/wSvq2pQJoQokFKOnvfxE0AT0C6lfEkIUQA8NvZD4H1p1aDsYvx+Px6PB4Czo36yOh0VDidCvHfuVZl9Okb8fOm1vyUcNXLW50UIiRCSWvMAld5hAvvd/Mdf/R12h+pZky/S2SzLvvcdEkK849+5AH569z3cUFmlXbgLuNwGZYareZJ3FfgdwBPAJqB9/HEhhOdqnkMLhYWF3PP5z7HbaWPDf/4Io8FAsc3OP2z5MA0Vc7SOp2jsZ0cO09lcQMJhRhp0MDZOOh0vxeUMs7r8elXg88yvWk6Q1OnecwtdAn+3+w2e/sTvaxFrQkzIjdexKZl2KWUzMPquh9/TqF0IsUMI0SiEaBwcHJyICBMqKyV969dgnltNBoin0/QEA3zmf56iPxzSOp6isQPf3kncbkEa3nnoRyarp/3kfB7+yic0SqZ8UHvO9Fzwsa7Au0tafpmIG687GJueGftUI1A79lgB8J4dBlLKJ6WUDVLKhuLi4quNMOHeOtONPx5D6N/5jzieTvO/D6tNLrPZ2dP9DDd2IbLvP82ptzjR69WitXxT7/Ve8LH5hXk3GfEOE3Hj9R7gobEVNjvGRvO1YwX+XiDvmsH0h8Mk3me9rAR+09Y69YGUaePgy0cwjCTg/e5lZbMscRRMfSjlqt2zdBkm/fsfx/jNWzZOcZqJdVVFXkr5lJRys5TyobH/nhz7fO7X8+ft88Xy4lIyF7gh3THqJzGDO9YpF+f0OhEZiefX3YjkeQOBbBaRkvyet0azbMoHV2Cx8vN7tlNksyE4d4pUNh7nh3d+jMXTcLbhSkza+8p8LO7j5l/krZsE1v7occLJ5NQFUqaNdR9tQOgErrf6KflpK+aeEPpgEttRP5X/fISNN63QOqLyAa0oLWPfgw/x+uceZPn+Rrq+/mesdOf/OzM1efg+dEJQcJEj20YTCZ5o2j+FiZTpwmA08I2f/jFIsB/zM+efjjL3W02U/dcpvvjHd2F1WLWOqFwFIQRzXC5+/u//AcDGjfk9VQOqyF9QzSV+gj9+YL+atpml/uhbX2Q3z3PNLUtxeZ0saKjlsZ1/wSceuUvraMoEsVgsNDQ0cOjQIZJ5/q5dFfkLuH/Fyos+nkHyt2/smpowyrRy9OhR7tx2B3//8l/xy8F/51/3P8aqjWqaZqYZPxZw/KyJfKWK/AXctWgJdqPxotf84vjRKUqjTBcf+chHAPjFL36hcRJlslksFkpKSvjJT36S190pVZG/ACEEr3z6gYte837LLJWZ7YUXXmDdunVax1CmyKlTpwD49re/rXGSD04V+YsotttZVlxy0Wuaz/ZOURpFa+OnCKmzBmYPt9uNEIJvfOMbWkf5wFSRv4Q/33DLRR9/4NmnpyiJorV//Md/pLq6WusYyhRrbT23ATJfjwVVRf4Srp9TyTUlZRd8PJBI0BMMTGEiRQvf+c53ADhx4oTGSZSpVldXB8AnPpGfPYlUkb8Mf3D9DRd9fPsv/s8UJVG08tWvfhW73Y7NZtM6iqKB8VH8yy+/rHGSK6eK/GXYNK/uot+o/kiYQ/19U5ZHmVq/+tWvAGhvf09DVWWWuPfeewG44447NE5y5VSRvwxCCP5o9dqLXvMfbzdPURplqn3sYx8DoKTk4jfhlZntD/7gD4jH47zyyitaR7kiqshfpvuvufjmKDWSn5n27dsHwJEjRzROomjte9/7HgC///v5dYCIKvKXyWuzsaqs/IKPj8bjU5hGmSpr1qwBYNmyZRonUbRmMBhYs2YNPp8vr0bzqshfgf/42O9d8LFKt3sKkyhToaurC4Df/va3GidRpovx+zMPPvigxkkunyryV8BptvCZa67FpHvnt02k03z5+ovP2Sv5p6amBoAtW7ZoG0SZNoqLi6mqqqKjo4Ndu3ZpHeeyqCJ/hf7spg9x3/JrsOgNWAwGstEoA7/4v3gDQa2jKRNoZGQEgMcff1zjJMp089///d/AuWW1+UDIC5yANFUaGhpkY2Ojphk+iHg6xWg8zn/8y7/yja9/nY997GP8z//8j9axlAlitVqJx+No/e9DmX6klBQWFhIIBHjxxRfZvHmzJjmEEE1SyoZLXadG8h+QxWCkzOHkj//ojxBC8Mwzz/DWW29pHUv5ABKZKK/6fsy/nvoCT7b9IW/2/ZJEMs6jjz6qdTRlGhJC8Dd/8zcA/O3f/u2071CpivxVstlsfOpTnwLgu9/9rhr55Zl0Nsl/tD/MvuH/iz/Vx2Cii1cG/537v9/AN7/5Ta3jKdPUgw8+iMFg4LXXXmPnzp1ax7koVeQnwF/91V8B8Mwzz/D6669rG0a5IieCuxlN+cjI353ypdMLFm4o5c1B1TNeeX8Wi4UdO3YA5xrXpafxKXGqyE+AefPmceutt5JIJHjyySen/ds35XcODD9LRqbe83kh4LWBH5PKJjRIpeSDRx55BCEEO3fu5IUXXtA6zgWpIj9B/uIv/gKA559/nldffVXjNMrlCKaG6Iu3XvBxiaQrona6Ku+vurqaLVu2IKXkiSeemLZnwU5KkRdCbBNC7BRCfG0yvv50tH79epYuXUogEOC//uu/pu0LrvxO8/DljL7UPRblwsYHd6+++irPPvusxmne34QXeSFELbBdSrl57ONtE/0c05HRaOSRRx4Bzu2QfPHFFzVOpFxMOptk7/AvL3qNDgNz7eqAbuXC1qxZw3XXXUc0GuWnP/0psVhM60jvMRkj+U3AE2O/fxLQZhGpBj760Y9SVVWFz+fj6aefnpYvuHLO7oGfkeHiN8vurvpTjDrzFCVS8pFer89titq1axdPPfWUxoneazKKfAHQDiClHAU8k/Ac05Lb7eaLX/wicO7t23PPPadxIuX9NA3/mjeHL36U233Vf81C18UPi1EUgDvvvJMFCxYwMjLCr371KwKB6XVS3GQU+dF3ffyekxaEEDuEEI1CiMbBwcFJiKCd+++/n7KyMjo6OnjhhRcIBlW7g+nk2OjrvNj/xEWvceg91DpXTVEiJd85HI7c4G7v3r38/Oc/1zjRO01GkW8EagGEEAXA8LsvkFI+KaVskFI2FBcXT0IE7VRXV+fOgtyzZw/PPPOMxomU8702+L/JcvElrh+u+MMpSqPMFPfddx+VlZWcOXOGV199lYGBAa0j5Ux4kZdSNgO1YwX+Xs7Ny88qn/70pykqKuLkyZPs2rWLmfZuJZ8Fkr6LPm7AzALn9VOURpkpysvLuf/++4Fzo/lf/OIX02b3+6QsoZRSPjn+69i8/KyyYsUKbrvtNgDeeustnnnmmWnzgs92Zr0dm0iz1jLMRx1nWWoKYCCbe3xZwYcQQmiYUMlXn/zkJykvL6ejo4O33npr2pwJPGmboWZjcR+n1+u5//77KSws5NSpU+zZs4fu7m6tYynAuoIVPFTQyXrbCEvNYW6zD/AHhR24dCkEgvXF92odUclTS5cuzZ0HvH//fp5++ulpsftd7XidJBs2bGD9+vVkMhkOHDjAM888QzabvfQfVCbVavEcZpHFKM69szLpJFaRYaNtkHurHqXAVKpxQiVfCSHYvn07xcXFtLe3c+zYMQ4fPqx1LFXkJ4vVauVTn/oUHo+H9vZ2Dh8+zIkTJ7SONatlQ48j5ADvno3RCVhoTjHftVqbYMqMsW7dOjZu3IiUkrfeeovf/OY3JBLa9j9SRX4Sbdy4kVWrVhGLxWhsbOTXv/61anegESklRL5/wcd1qHl45eqZTCa2b9+O1+ulo6ODlpYW9u3bp2kmVeQnkdfr5d5778Xj8dDR0UFraytNTU1ax5qVpIwB7+02mSMKpyyLMrNt3LiRG244t5GusbGRXbt2EQqFNMujivwk27JlC0uXLiUej9PU1MSuXbsIh8Nax5p9Rv7k4o9btk5NDmXGczqd3HPPPRQUFNDd3U17ezsvv/yyZivsVJGfZHPnzmXbtm24XC46Ojro6urijTfeUEsqp1A2+B1Iv3TRa4Tj81OURpkNtm7dyqpVq8hmszQ1NfH2229rtl9GFfkpsGnTJhYtWkQ8Hmffvn0cOHBgWu2Im8mymRBEH7/4RaaPIfRlUxNImRVKS0v5+Mc/jtvt5syZM7S1tfGb3/xGkyWVqshPgUWLFnHnnXficDjo7u6mu7ubl156aVofGTZjRC+jj4jtjsnPocw6W7Zs4ZprrkFKSXNzM52dnXR0dEx5DlXkp4AQgo0bN1JfX08mk6GxsZHTp0/T1dWldbSZL/LDS1ygQ5hVt0ll4s2bN4+tW7dit9vx+XycOnWK3/72t8Tj8SnNoYr8FFm5ciVbt27FZrPR29tLZ2cnL774ouZraGeybHoEGLn4RfY/RQjLlORRZp/NmzezbNkystksBw8eZHBwkLfffntK78mpIj9F9Ho9N998MwsWLCCdTtPU1MTw8PCUv+CzysinL/648TZ0zs9MTRZlVlqyZAmbN2/G5XIxNDTE8ePHefPNNxkdnbquL6rIT6Hrr7+eW2+9FbvdzsDAACdOnOCtt96adocM5DspU2RD/w7ZUxe5So/wfG/KMimzkxCCW2+9lSVLlpDJZDh69CihUIjdu3dP2U1YVeSnkNlsZsOGDSxevJhUKsWRI0eIRCLs3r1b3YSdINlsBDn4YYj83cUvtO9Q3SaVKbFy5UpuvfVWnE4nwWCQxsZGWlpaOHv27JQ8vyryU2zt2rXceOONOBwO/H4/zc3NnDhxgr6+Pq2j5T0pkzB0O2Qvo+On6cbJD6QogE6n46abbmLx4sVkMhna2toIhUK8+uqrU9K0UBX5KWaxWLjxxhtzb99aW1uJxWK8+uqr6uDvqyQjP4fs5YyO9Ajj4knPoyjjGhoa2LBhAw6Hg2g0yltvvcXAwACRSGTSn1sVeQ2sXbuWtWvXYrFYCIfD7NmzJzdHr9oRX4Xwdy/vOscfI3SOyc2iKOcxGAxs2LCBFStWkMlkOHv2LMPDw1MyZaiKvAZsNhtr1qxh+fLlJJNJ+vv78fl87Nmzh5GRSyz5U95XNvgvwOUcmm5B5/jiZMdRlPe4/vrrWbt2LYWFhUSjUfbu3TslN19VkdfIunXraGhowOVyEYlEaGxsRErJvn37VDviK5RNNEP0MlfK2C6xrFJRJonBYODGG29k1apVpFIpAoHAlCylVEVeI3a7nRtuuIFly5aRyWQIBAIcO3aMtrY2urq61Nr5K+H/w8u7TleCcP4/k5tFUS7iuuuuY8WKFRQXFxMMBtWN15nuxhtvpKGhAbfbTSgUoqWlBb1ez5tvvkkweDlTD0p25KvA8KUvNN+GKN6JEPpJz6QoF2I0GrnxxhtZuXIlUsopWTqtiryGbDYbDQ0NrFq1ikwmw+joKK+//jqRSIRDhw6RSl3kkAuFbDYAyWcvfWHRa+gK/wkhrJMfSlEuoaGhgRUrVjBnzpwpeT5V5DW2fv16li1bRmlpKdFoFJ/Px8jICIcOHaKvr09N21xM+FLNxwDDYnSG8snPoiiXyWAwsH79elavXo3T6Zz051NFXmNms5mGhgYaGhrQ6XSEw2H279+PzWZj7969atrmYjKXnqYR7semIIiiXJnrrruO2tra/CjyQoivCSGeEEI8cd7ntgkhdgohvna1X382uOGGG1iwYAFVVVWEw2Gi0SjNzc34fD5aW1tVy4MLsVxi16r10wjjoqnJoihXQK/Xc8stt0z/G69CiG3AS1LKh4BfjBX8WmC7lHLzedcoF2EymVi3bh2rVq3CYrEwNDREZ2cnRqORAwcOcObMGTVt8z6EZTMIL+d/a3K/NdyMcH1di1iKclkWLVqEwzH5m/KudiT/kpSyGUBK+RJQB2wCxkf1TwKbr/I5ZoWVK1dSVVXF/PnzyWQyxGIxdu3ahcPhoLm5WXWqfB9CmIhYfsIvnwuRSkukFAh9LRT+DF3RDxHCoHVERbkgnU43/Xe8SilzK/mFEDs4V9wLgPbzHve8+88JIXYIIRqFEI1aHW473RgMBjZv3szSpUtxOBwMDAyQSCQ4duwYvb29tLa2qk1S7+P2Oz/L9h39fP6R69GXn0RX/Bt05mu1jqUo08YlhzpjxfvdRqSUT513zTagXUrZLIRoeNe17e/+w1LKJzk3yqehoUHNQ4yZP38+8+bNY/ny5ezfv5/+/n70ej2LFi2iubmZwsJC6urqVIvcMU8//TRvvPEGFouF73//+1rHUZRp6ZJFfqwgX9DYD4HG8WkboBGoBdqFEAVc1k4VBc7djLntttvw+Xy0t7czPDxMOp3mtddeY9OmTRw6dAin00lpaanWUTU3OjrKfffdB8B3vvMdPJ73vGFUFIWJufF6D/DQ2AqbHWPFvnaswN/L2IhduTylpaXU19dz3XXXYbFY6O7uJplMcvLkSYaGhjh58uSUtCedzqSUbN++nUQiwXXXXceDDz6odSRFmbau6s7U2JTNU+/z+SeFEAWXehegvJdOp2Pjxo2cPn2auXPncvr06dy0TV1dHceOHcPlcrFs2TIMhtl5Y/EnP/kJL774IkIIfvCDH2A0GrWOpCjT1qRthjr/pqxyZZxOJzfccAOLFy/OnSCVTqfZs2cPhYWFHDt2jO7u7lm5rLKrq4s//MNzDckefvhhGhrefQtIUZTzqR2v05AQguuvv56SkhKWLl2K0+nk9OnTSCk5cuQIsViMkydP4vP5tI46pRKJBJ/61KcIBoMsWrSIP//zP1c3oRXlElSRn6bMZjNbtmyhvLwcr9eL0Wikp6eHkZEREokEHR0ddHR0EAqFtI46JaSUfOtb3+KNN97AaDTy2GOPUVBQoHUsRZn2VJGfxmpqaqivr2f58uXYbDZGRkaIRCKcPHmSgoICDh8+zOnTp2fF+vnf/va3fO975w4G+exnP8vtt9+ucSJFyQ+qyE9jBoOBTZs2YbfbmT9/Pi6Xi1OnTiGE4MiRIzidTo4fP05ra+uMPhu2tbWVL3/5y4TDYVasWMGjjz6KXq/6wivK5VBFfporKChg48aNVFZW4nK5sFqtnDhxglQqxZkzZ0gmk3R1deXm7GeakZERHn74YVpbW3E6nfzlX/4llZWVWsdSlLwxO9fg5REhBEuXLuXYsWNIKdm/fz9DQ0OcOXMGo9GI3W6np6cHm82G0WikpqZG68gTJhaL8c1vfpOdO3diNBp54IEHuOOOO7SOpSh5RY3k84DFYuG2227LFXGv10tXVxfhcJj+/n6MRiMtLS2cPXuWvr4+reNOiFQqxRNPPMFTTz1FIpHghhtu4Mtf/jImk0nraIqSV1SRzxNer5cNGzZQXl6O0+mkpKSEw4cPk0gk6O/vx2Kx0NLSQnd3NwMDA1rHvSrpdJqnnnqKH/7wh/T39zN37ly+8Y1vMG/ePK2jKUreUUU+T+j1epYvX051dTUrV67EbDZjtVo5fvw4sVgMv9+PlJJTp07R3d3N8HB+tgzKZDI8//zzPP7443R2duJyufjKV77CrbfeqnU0RclLqsjnEbvdzoc+9CGEENTX1+N2uwmHw7S1tREKhUgmk8RiMdra2ujq6mJkZETryFckk8nwyiuv8KMf/YhDhw6h1+u5++67ueeeezCbzVrHU5S8pIp8niktLWXLli3Y7XZKSkqorKzkzJkz9PT0EAqFMBgMDA8P09bWRkdHB0NDQ1pHvizpdJpdu3bx4x//mL1795LJZLj22mt56KGHpuxUe0WZidTqmjyj1+uZP38+K1euRK/XEw6HmTdvHi0tLTgcDkwmE8XFxbmmZnBuhDyd2xOnUileeeUVnn32WV577TWSySTV1dX8yZ/8CStXrtQ6nqLkNVXk85DNZmPVqlX09fWxdOlSDh8+zNy5czl48CBmsxmj0YjH46Gvr49sNksmkyGdTk/LEXEsFuPll1/mtdde44UXXiAajeLxePjqV7/KjTfeqDpMKspVUtM1eaqoqIgNGzZgNBqpr6/HZDJRXl5OY2Mj/f39RKNRSkpKGBgYoL29nZ6eHk6fPj2tdsaOjIzw61//mtdff51f/epXRKNRHA4HO3bs4EMf+hCFhYVaR1SUvKdG8nlKp9NRXV3NTTfdxMsvv0x5eTnDw8OkUin27t2L0WjEaDRSVlZGf38/mUyGbDZLKpVi3rx5mt7IlFLS2dnJvn37OHz4cG4Eb7FYuOuuu9iyZYtaLqkoE0QV+TxmNBpZsGABweD/397d/cRVrXEc/649L3sz78NLYRighVYtBdraNDFtajSmNSa9UVP1znhFE723OX9C/Q967r040TsvT41eqCGGtkG0yNsYKx0GGJiBYYZ5X+eiw7Z6pO05BcZunk9CmqEz8KxM+9trP3vN2htMTEywublJV1cXWmu+/fZbXnnlFQzDIBaLsby8zOzsLD09PZRKJXp6emhtbd33rXrL5TK3b99mdnaWiYkJvvzySwqFAoZh8PLLL/PWW28xMjIiWwgLsQq11fUAAAoBSURBVEsk5J9xwWCQ48ePUygUcLvd/Pzzz8TjcZaXl/nqq6949dVXOXLkCIcPH2ZhYYFEIkGhUKBcLpPL5YjFYvsyq9dak0qluHXrFtlslrGxMcbGxtja2rL3z//ggw84ffq09OGF2EUS8g7Q2dnJiRMnKJVK1Ot1pqamiMfjuN1uvv76a86dO8fg4CA9PT0sLS1x//59tra22NjYYHNzk0OHDtHW1rZnOzvmcjkmJydZWVmxg/7777/HMAwMw2BoaIjR0VFGRkYIBoN7UoMQB5WEvAMopejr66NUKlGr1YAH2/PGYjEsy2JsbIx8Ps9LL71EZ2cnW1tbJJNJANbX18lkMnR2dhKNRolGo7t279h8Ps/U1BSpVArDMPjhhx/sNk1LSwubm5scO3aMjz76iOPHj9Pe3r4rv1cI8TsJeYcwDIOBgQEqlQpKKbTWzM3N0draitfrZWpqiuXlZS5fvkwwGOTEiRNMT0/j8/lwu92k02kikQjd3d2Ew2ECgQA+nw/D+N8WYNXrdZaXl5mbm2Nzc5NAIEAqlbK3W5iZmaGrq4ulpSWef/55PvzwQ44ePUo8Hpc+vBB7QELeQbYvxJZKJSzLwuVyMTMzQzgc5rnnnmNpaYlPP/2U119/nYGBAYaHh1ldXeWXX36ho6MDr9fL3bt38fv9+Hw+otEora2tmKaJZVl4PB67xQIP+uz1ep18Pk86nSaVSpHL5bAsi0AgwK+//so333xj35s2k8nYq31GRkZ4//33OXz4ML29vf/zwUQI8WQk5B3GNE0GBwepVqv2MsrJyUmi0SiGYVAqlfjiiy8YGhri3LlztLW1ceHCBWZmZpidnaW1tRXDMKjX65RKJVZXV3G73ZTLZbsVtH1zEq01SilM08Tv99PW1ka9XufOnTssLy/T0tJCLpfjzp07WJbFoUOH+O2337hw4QJvv/02fX199Pb27lp7SAjx39Ru3E1IKTUAXNNaX208vgJcBf6ttf7kUa89e/asHh8ff+oaxB/l83l7K+JkMsnY2BjhcJhisYjb7WZmZoZ6vc758+fp7++3e/Lz8/Pcu3cPwzDw+/2Ypolpmvh8PoLBIF6vF8uy7HX36+vrLC4usrCwYM/iOzo6yGQyjI2Nkc1micfjpNNp1tfXeeONN3jttdeIx+PE43HZeEyI/5NS6pbW+uxjn7dLIX8DQGt9tRH417XW7yilPgYSWuvPd3qthPzeKRQKTExMAJBOp/nuu++o1+t4PB4qlQqVSoW5uTnC4TCnT5+mu7ubUChEf38/9Xrd3pt+e1uEWq1GsVikWq1iGAYulwuPx0MoFCIcDlOpVLh79y4zMzOkUina29sxTZOFhQX8fj+XL1/m1KlTxGIxurq6JOCFeAr7FvKNIP+cxkxeKTXKg2C/qZSK8CDwr+70egn5vVUsFu2gLxQKjI+Ps7i4iM/ns1s62WyWZDKJZVkcOXKEvr4+TNMkFArZPfntOzJpralWq1QqFTKZDOl0mqWlJTKZDMlkko2NDQKBAH6/n0wmQzabZXBwkIsXL9Lb20tXVxdtbW0S8EI8pScN+adqhiqlzgBZrXXioZURESABoLXOKqVa/+J1o8AoQF9f39OUIB7DsizOnj3Ljz/+SL1e59KlS0xOTpJIJCgWixiGQTAY5MUXX2RtbY179+4xPz9vz86j0SimaeJyudBao7WmVqtRKBQoFousra2Rz+epVqv4fD56e3vZ3NxkZWUF0zR58803eeGFF4jH47S1tRGNRuUWfkLso8fO5BuB/GdrWuvPlVLXH/reFeAGkAVuaq0Tjddf11pf2+nny0x+f2itmZ+f5/79+8TjcRKJBPPz86TTaQqFAltbW1iWRTQaJZ/Pk8vlKBQK1Go1arXaH1bVVKtVO/A9Hg8tLS3U63W01mxsbFCpVBgaGmJkZISuri66u7sJBAKEw2G5yCrELtm1mbzW+p+P+Ds7vJVSA1rrTxqz+wEg0WjXPJv3oXMYpRTHjh2jvb2diYkJ4vE4/f39TE5OkkwmqVQqFItFFhcX0VpjWRahUAitNeVymVKpRLVaBR6syVdKoZTC6/VSLpdZX1/H5XIxPDzM4OAggUCAWCxmt2ZCoZAskxSiCXZ9WqW1vq2UGm0E/LvAjgcJsf8ikQjnz59nenqaVCrFqVOnOHnyJD/99BPJZJJgMIjb7aZUKpHJZOytEnw+n/1hpWKxSLlcBqBUKhGNRjl58iSdnZ2Ypkk0GiUWi9mzfL/f38whC3Gg7crqmr/8wUpFtNbZxz1P2jXNk8lkSCQSVCoVu/eey+WYnp4ml8tRqVSo1WoopahUKtTrdVwuF5Zl2csqPR6P/Wc4HKajowPTNHG73QQCAWnPCLFH9uXC66M8ScCL5opGo5w5c4Z0Os3Kygpra2u43W6Gh4ftZZIPX2R9eELg9Xrxer24XC5CoZDdjjEMg5aWFizLauLIhBDbZJp1wCml6OjooL29nfX1dVZXV9FaY5om5XIZpRTRaNTuwW9/eTwe+1aDtVrNfizhLsTfi4S8AB6EfSQSIRKJ2Bdhy+XyH1o2LpfLDvntD0IZhmHvkyOE+PuRkBf/ZXvPm23byyO396rZXl0jhPj7k5AXjyVLH4V4dsn/XiGEcDAJeSGEcDAJeSGEcDAJeSGEcDAJeSGEcDAJeSGEcDAJeSGEcDAJeSGEcLA924XyiQtQagX4talFPF47kG52EftIxutsMl5nOKy17njck5oe8s8CpdT4k2zp6RQyXmeT8R4s0q4RQggHk5AXQggHk5B/MgftFoYyXmeT8R4g0pMXQggHk5m8EEI4mIT8Iyilriil/q2U+rjZtQghxP9DQn4HSqkB4D2t9aXG4ytNLmnPKaWuK6Uiza5jvyilPlZK3VBK3Wh2Lfuh8f5eb4z5QLzPSqmBg/L+7kRCfmcXge1/HP8ELjWxlj3XOFu52Ow69kvjoH1Ta30V+MzpZ2tKqTPADa31NeAz4N0ml7RfrjW7gGaTkN9ZBEgAaK2zQGtzy9lbWutPgPFm17GPbmqtbwNorW8CR5tcz57SWt/WWicaDy9xAN7rxoH7erPraDYJ+Z1l//Q48ZfPEs+kxoEbAKXUKL+ftTlWo3XxGTCwfYBzqsaZS/ahA9uBJSG/s3FgAKDRv1xtbjliLzTaNgmnhx6A1jqhtX4HuKaUcvoM9z3gaGOcF53ejnsUd7ML+LvSWt9WSo02Av5dDvgHKpyoMYMfPwgBr5Q689A412hMYJyqce0BeHAG02hHHkjyYajHUEpFHj61d6rGTOc94CbwL6cHX2MGf5Xf23C3tNaOPZA3Jiv/4MEZ6VHg+kFpZSilPmucwRxIEvJCCOFg0pMXQggHk5AXQggHk5AXQggHk5AXQggHk5AXQggHk5AXQggHk5AXQggHk5AXQggH+w8zsXRoxbh9NQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for i in np.random.randint(len(trace_wobble[\"P\"]), size=100):\n",
" plt.plot(phase * trace_wobble[\"P\"][i], trace_wobble[\"rvphase\"][i] + trace_wobble[\"rv0\"][i], \"k\", lw=0.5, alpha=0.1)\n",
" \n",
"plt.scatter(t % par_wobble[\"P\"], rv, c=t, zorder=100)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment