{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from ipfml.processing import transform, segmentation, compression\n",
    "from ipfml import utils\n",
    "\n",
    "from numpy.linalg import svd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# kitchen scene\n",
    "scene_name = \"p3d_kitchen\"\n",
    "scene_to_study = \"/home/jbuisine/Documents/Thesis/Development/thesis-data/SIN3D_HD_all_center/p3d_kitchen-view0_part6\"\n",
    "thresholds_scene = [1980,2760,1900,1935,1825,1850,2290,1330,1265,2310,2380,1975,1405,2335,2005,2700]\n",
    "mean_thresholds = int(np.mean(thresholds_scene) / 20) * 20 + 20\n",
    "images_indices = np.arange(20, 10020, 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# living-room\n",
    "scene_name = \"p3d_living-room\"\n",
    "scene_to_study = \"/home/jbuisine/Documents/Thesis/Development/thesis-data/SIN3D_HD_all_center/p3d_living-room-view0_part6\"\n",
    "thresholds_scene = [5197,4682,4825,4254,4197,4511,4711,3597,4911,4625,5025,4797,4482,4825,4425,4340]\n",
    "mean_thresholds = int(np.mean(thresholds_scene) / 20) * 20 + 20\n",
    "images_indices = np.arange(20, 10020, 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# living-room-3\n",
    "scene_name = \"p3d_living-room-3\"\n",
    "scene_to_study = \"/home/jbuisine/Documents/Thesis/Development/thesis-data/SIN3D_HD_all_center/p3d_living-room-3-view0_part6\"\n",
    "thresholds_scene = [8680,5286,6553,2293,7153,7086,6420,2626,4420,6580,4560,7820,7086,8286,6286,6693]\n",
    "mean_thresholds = int(np.mean(thresholds_scene) / 20) * 20 + 20\n",
    "images_indices = np.arange(20, 10020, 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# indirect\n",
    "scene_name = \"p3d_indirect\"\n",
    "scene_to_study = \"/home/jbuisine/Documents/Thesis/Development/thesis-data/reconstructed_center/p3d_indirect-view0_part6\"\n",
    "thresholds_scene = [2466,933,1533,2800,920,980,866,2200,653,920,1533,1666,980,1133,866,1060]\n",
    "mean_thresholds = int(np.mean(thresholds_scene) / 20) * 20 + 20\n",
    "images_indices = np.arange(20, 10020, 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "images = sorted(os.listdir(scene_to_study))\n",
    "images_path = [ os.path.join(scene_to_study, i) for i in images ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "pil_images = [Image.open(i) for i in images_path]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Display SVD convergence into Kitchen scene"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "SVs_all = []\n",
    "SVs_start = []\n",
    "SVs_end = []\n",
    "indices_to_display = [100, 500, 1500, 3000, 3500, 5000, 6500, 8000, 10000]\n",
    "indices_to_display.append(mean_thresholds)\n",
    "indices_to_display = sorted(indices_to_display)\n",
    "for index, img in enumerate(pil_images):\n",
    "    \n",
    "    if images_indices[index] in indices_to_display:\n",
    "        \n",
    "        # then compute SVD and add it into SVDs array\n",
    "        sv = transform.get_LAB_L_SVD_s(np.array(img))\n",
    "        \n",
    "        # only keep first interval of SV\n",
    "        SVs_all.append(sv)\n",
    "        SVs_start.append(sv[0:200])\n",
    "        SVs_end.append(sv[200:800])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Display SVs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def display_and_save(name, sv_data, normalized):\n",
    "    # display all data using matplotlib (configure plt)\n",
    "    fig, ax = plt.subplots(figsize=(40, 15))\n",
    "    #p_ylim = 0, 0.001\n",
    "\n",
    "    ax.set_facecolor('#FFFFFF')\n",
    "    #fig.patch.set_facecolor('#F9F9F9')\n",
    "\n",
    "    ax.tick_params(labelsize=26)\n",
    "    #plt.rc('xtick', labelsize=22)\n",
    "    #plt.rc('ytick', labelsize=22)\n",
    "\n",
    "    #plt.title(p_scene + ' scene interval information SVD['+ str(begin_data) +', '+ str(end_data) +'], from scenes indices [' + str(begin_index) + ', '+ str(end_index) + '], ' + p_feature + ' feature, ' + p_mode + ', with step of ' + str(p_step) + ', svd norm ' + str(p_norm), fontsize=24)\n",
    "    ax.set_ylabel('Component values', fontsize=36)\n",
    "    ax.set_xlabel('Singular value component indices', fontsize=36)\n",
    "\n",
    "    for id, data in enumerate(sv_data):\n",
    "\n",
    "        if normalized:\n",
    "            data = utils.normalize_arr(data)\n",
    "        #p_label = p_scene + \"_\" + images_indices[id]\n",
    "        p_label = str(indices_to_display[id]) + \" samples\"\n",
    "\n",
    "        if int(indices_to_display[id]) == int(mean_thresholds):\n",
    "            ax.plot(data, label=p_label + \" (threshold mean)\", lw=8, color='red')\n",
    "        else:\n",
    "            ax.plot(data, label=p_label, lw=4)\n",
    "\n",
    "    plt.legend(loc=1, borderaxespad=0.2, fontsize=32)\n",
    "\n",
    "    start_ylim, end_ylim = (0, 0.001)\n",
    "    ax.set_ylim(start_ylim, end_ylim)\n",
    "\n",
    "    #plot_name = scene_name + '_' + p_feature + '_' + str(p_step) + '_' + p_mode + '_' + str(p_norm) + '.png'\n",
    "    #plt.title('{0} of SV at different samples of {1} scene'.format(name, scene_name), fontsize=40)\n",
    "    plt.savefig(\"tmp_images/{0}_{1}_norm_{2}_start.png\".format(scene_name, name, int(normalized)) , transparent=False)\n",
    "    plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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bb/Lhhx9eV87/lOHDh7NkyRL+/e9/M3v2bPr27UuVKlWIjIxk8eLFXLhwAcgqJps2bRqVKl3b7yudnJxYsmQJnTt3JjIykt27d9OiRQs6dOhAhw4dqF69Ounp6cTExLB//362b99u+VrN23EqPj6emTNn8tlnn1G/fn3atWuHv78/7u7uxMXFcfjwYZYvX056ejoA9evXZ9SoUdfxURIRuT2pcEpERERsa9wYatak3ubdnLzij7Nz1g9vdvaZXGhfD+9N4bB2LeR9V1VlX2h6PxxYlDO3+RsVTgkAT3T0tyqcOn4hiX5fbWR053o8E1wfD1fHcsxORERERERERERuJocPH7Z0CbKlQoUKvPfee4wZM6bIWPXq1WPVqlU8/PDDHDp0iIsXLzJlypR863x8fJg9ezZt2rQpNJ5hGPz0009UrFiR6dOnYzabWb58OcuXL7daZ29vz/jx4626Bl0rR0dH0tPTSU9PZ/PmzWzevNnmOnt7e1599VU++uijfPcefPBB3nvvPd59913MZjORkZF89913VmsqVqzI5MmTqV279k1TOOXn58fixYsZNGhQgV83bm5uTJ8+nZ49e17Xs3x9fdm1axejR49m8eLFAGzdupWtW7cWuKd27dp4enpazTk5OVmujx8/zvHjxwvc37ZtWxYuXIibm9t15S4icjtS4ZSIiIjYZhjQrRsVZs0i5WI1nL0jLbdOdq6bVTi1enX+wimAO1+wLpwKXwfRB6BGs38gcbmRNa1ViR5Na7DqYM4RfRkmM9+FHmfWlkhGdvLnyU7+KqASERERERERERGbXnrpJYKCgti6dSs7duwgKiqKmJgYLl68iIuLC1WrVqVly5Z07dqVoUOH5itGKUyLFi3Ys2cPM2fOZMGCBRw8eJCYmBg8PT0JCAjgwQcfZNSoUcXuRuTs7MyPP/7IyJEjmT59Ohs2bODMmTPY29vj4+ND9+7defLJJ2nZsuW1fjisXLhwgZUrV/Lnn3+ye/duTpw4QVxcHCaTCQ8PDxo0aEBwcDAjRoygcePGBcZ5++236datG1999RWbNm3i/PnzuLu74+PjQ58+fRg9ejT16tUjNDS0VPL+pwQHB7Nv3z4mTZrEb7/9xsmTJ0lPT8fX15e+ffvy8ssv4+PjUyrPqlq1KosWLWLfvn3MmjWL9evXExERwcWLF3FwcKBq1ao0aNCAdu3a0bNnT4KDg7Gzs7OK8f333zN8+HDWrl3L1q1bOXLkCNHR0SQnJ1OhQgV8fHxo06YNgwcPpn///jfV0YkiIjcSI2/LP5HiCgoKMu/cubO80xARkbI0YwaMHMlvn/SnYpucFs7mk350H7kOatSAM2cgzw90APzYC05uyRl3fQs6v1b2OcsNLzE1nTHz97EyV/FUbp4VHHmlR0MebeeLg72Nry0RERERERERkTJy6NAhmjRpUt5piEgpmDFjBiNHjgTgnXfe4d133y3fhEREpMwV9L2cYRi7zGZzkK09+p8oERERKVi3bgBU2XfZatrkfZ5MJ1eIjoZ9+2zvDRxoPY45VhYZyk3I3cWRH4YF8f3jranu7pzv/sXkdN5ecoB+X2/k3KXUcshQREREREREREREREREbgcqnBIREZGC1akDTZpQb+1BMjJyjk6zd0rhQnDbrMHy5bb3Vg2wHscVfP663J56BdZk7dguvN6rEZ4V8h/Nd/hcIi/N3YM6pIqIiIiIiIiIiIiIiEhZUOGUiIiIFK5XL7zPnuNyXA2r6WPda2ZdFFg4Vd96HKvCKcnPzdmB57oEsGFcV17t0ZAKTvZW97ediGPR7tPllJ2IiIiIiIiIiIiIiIjcylQ4JSIiIoXr1Qs7wPWwdUFLQt0YMl0qwebNcOlS/n2VfMA+1zFsKXGQcrFsc5WblpuzA//XrQGhY7vQrm4Vq3sfLjvExaS0cspMREREREREREREREREblUqnBIREZHCde4Mrq74r4ywmnbwPEVis7shIwPWrs2/z84Oqvhbz8WGl12eckuoXsmFiYNb4OyQ821qXFIar4eEcfZSSjlmJiIiIiIiIiIiIiIiIrcaFU6JiIhI4VxcoEsXGmyLJC3V1TJtb5/B0R4NswYFHddXJc9xfXE6rk+K5le1Ii92DbCaW3UwmrsnrGPM/H1cSk4vp8xERERERERERERERETkVqLCKRERESlar144mEyYI92spqMDLpDhXi2rcMpszr8vb8epOHWckuIZ3bke9atVtJrLMJkJ2R3FY9O2cilFxVMiIiIiIiIiIiJSsBEjRmA2mzGbzbz77rvlnY6IiNygVDglIiIiRevVC4DqW+Kspk1Vj3HFpzmcPAlHjuTfVzVPx6lYdZyS4nF2sGfSY22o5eGS795fpxMY9uN2ElNVPCUiIiIiIiIiIiIiIiLXToVTIiIiUrQGDcDfn8YrT1pNV3C/wBn/WlmDffvy79NRfXIdGnm7s2ZMFz4cEIi/l3X3qX2n4nlixg6uZGSWU3YiIiIiIiIiIiIiIiJys1PhlIiIiBTNMOCee3CLvkL6Jfdc02bONDeyBpGR+fep45RcJ1cnex5r78fS/+tE27qeVvd2RFzkvd8PllNmIiIiIiIiIiIiIiIicrNT4ZSIiIgUT716ANiftu78k1w9Levi5Mm8O8C9FjjkOmotNR6S4/KvEylCBScHpo9sxx2+la3m52w7yYKdp8opKxEREREREREREREREbmZqXBKREREisfPDwCXs9ZHo6VXTsm6sNVxys4OqtSznlPXKblGbs4OzBjRDr+qFazm3/r1L3ZFqiBPRERERERERERERERESkaFUyIiIlI8vr4AeJxItJo2uyUAYIqMsL0vb+FUnAqn5Np5VHDku8fa4OKY823slQwTD/+wlakbwjGbzeWYnYiIiIiIiIiIiIiIiNxMVDglIiIixZPdcarq4WiraXvXBExOFciICLe9Tx2npJQ1rVWJ/zzY3GouPdPMB0sP8fTPu0hNzyxgp4iIiIiIiIiIiIiIiEgOFU6JiIhI8dSqBXZ2eB2Lt5p2ckkkyasWTonJcOlS/n1V61uP4woosBIpgQF3+PBi14B88ysPRvPCnD2kZ5rKISsRERERERERERERERG5mahwSkRERIrH0RFq18Y5MZOMdCfLtL19Jucb+gCQHH4k/74qeQun1HFKSseYexvx/eOtcXdxsJpffSiaMfP3kWnSsX0iIiIiIiIiIiIiIiJSMBVOiYiISPH5+gKQmeRmNR1b3wOAk39tyL8nb8ep2ONgUjcgKR29Amuy7P/upkF166/J3/adYcLyw+WUlYiIiIiIiIiIiIiIiNwMVDglIiIixZddOGWX4GI1fbl2VsefC0d259/jXhOc3HPGVxLg2OoyS1FuP3WqVGDWqPb4Va1gNT9t4wmOX7hcTlmJiIiIiIiIiIiIiIjIjU6FUyIiIlJ8fn4AOMZYH42WUi0DgNRjNjr8GAY06Wc9t2NKmaQnt68alVyY9WR7alRytsxlmsxMXG7j+EgRERERERERERERERERVDglIiIiJZHdcarimXSr6YxKKQAYp05hNpvz72s7ynp8dBXEnSiTFOX2VadKBf7dr6nV3PID59h98mI5ZSQiIiIiIiIiIiIiIiI3MhVOiYiISPFld5zyCL9kNW24JQJQ9XwSZ5LO5N9Xuw3UbJVrwgw7p5VVlnIb69u8Ji19PKzm3v3tAOsOn+diUlo5ZSUiIiIiIiIiIiIiIiI3IhVOiYiISPFld5yqfiDKatrBNQGTYU/NuDT2X9iff59hQLvR1nN7ZkF6SlllKrcpwzAY17ux1VxY1CVGzthB2w9XM32TOp2JiIiIiIiIiIiIiIhIFhVOiYiISPFlF055RsRjNhuWaWfnFOLq+FLtYgZ/ndtje2/gQHD1zBmnXIRV74Cto/1ErsNd9b0Iblgt33yGycz7fxxkW3hsOWQlIiIiIiIiIiIiYu3dd9/FMAwMw2DGjBnlnY6IyG1JhVMiIiJSfJUqQeXK2GVARmpFq1sXmtbE3gynD2+3vdfRFe543Hpu+2RYNhZMpjJKWG5X/+7XFHcXh3zzJjO8PG8v8ck6tk9ERERERERE5GYWExPDihUr+Oijjxg4cCB+fn6WAhTDMAgNDS1RvNx7i/Pnm2++KXbssLAwXnrpJZo1a4aHhwdubm40bNiQ0aNHs2nTphK+ckhISODLL7+kc+fO1KxZE2dnZ3x8fLj33nuZOnUqaWn63ZeIiEhx5f/fJBEREZHC+PpCfDymy27getkyfbFeJQAuHz9IuikdRzvH/HvvfAH2zoHkXB1/dkwFBxfo+WFZZy63kYDqbqwb24VVB6PZdyqeuTtOWe6dvZTKuJAwvn20NQ72eh+BiIiIiIiIiMjN5vvvv+fZZ58t7zSKZDabefvtt/nPf/5DZmam1b2jR49y9OhRpk6dylNPPcU333yDo6ON36nmsX79eh5//HFOnTplNX/69GlOnz7NqlWr+O9//8u8efNo2rRpqb4eERGRW5EKp0RERKRk/PwgLAz7Sy6Q6zS0y7Wyvq3wOp/EodhDtKjWIv9ed28YtgR+ut+6eGrLt9BuNHjWLdvc5bbi5ebMI+18eaSdLx6ujkxeH265t+JANH2+2sCbfZrQpVH1csxSRERERERERERKKjU1Nd+cu7s7qamppKenX1dsT09P3nzzzSLXderUqcg1b7zxBhMmTLCM77rrLoKDg3FwcGDbtm2sWrUKs9nMDz/8QHJyMj/99BOGYRQYb+fOnfTp04ekpCQAvL29GThwIN7e3kRERBASEkJ8fDx//fUXPXr0YMuWLfj6+hbjVYuIiNy+VDglIiIiJZP9g7ZLjD0ZATnTV7wyAKgVm847m9/h594/4+bkln+/d3MYsQxm3gdJ57MnzbBvHnQZV8bJy+1qzL2N2BIeS1jUJcvc39GXGTF9B3c38OJffZvQ2LtSOWYoIiIiIiIiIiLF5ebmRnBwMG3atLH8adiwIf7+/kRGRl5X7EqVKjF27NjrznHDhg2Woil7e3tmzpzJY489ZrVm9erVPPDAAyQlJTFr1iz69OnDI488YjNeRkYGjz/+uKVoasCAAcyePRtXV1fLmgkTJtC/f382b97MmTNnGD16NCtWrLju1yIiInIr09kkIiIiUjJ+fgC4RVm/c8vkdYkkNxdeXHSeahv3Mnb9WDJMGbZjVG8MXcZbz+37BczmsshYBCcHO756+A683Jzy3dtwNIY+/93AW7/uJzU908ZuERERERERERG5kYwaNYrQ0FA+++wzHn30URo1alRop6byMH58zu8/x40bl69oCqB79+58/vnnlvGbb76JyWSyGW/69OkcOXIEgICAAGbNmmVVNAVQtWpVQkJC8PT0BGDlypWsXbv2ul+LiIjIrUyFUyIiIlIy2R2nqh6Ns5p284xm/dwAIu+tzg+fRlBr1u98teerguMEPgj2zjnjiyfg5NayyFgEgLpeFfnjxbt5sHXtfPdMZpi19SRj5u/DZFIBn4iIiIiIiIiIXLvjx4+zefNmACpUqFBoB6snnngCHx8fACIiIli/fr3NdT/99JPl+rXXXqNChQo213l7e/P000/b3Hc9fv/9dx555BEaNGiAm5sbDg4OuLu707BhQ+6//36++uorDh8+XOD+2NhYZs6cyfDhw2nVqhWenp44Ojri6elJYGAgTz/9NNu2bSsyj4iICAzDwDAMunTpAmR145o6dSpdu3alZs2auLq60rhxY55//nlOnTqVL0ZYWBijR4+mSZMmVKxYkSpVqtCtWzcWLlxY5PPr1q1reX7uj80DDzyAn58fLi4ueHt706dPH+bPn19kvJKKjY3lk08+oWvXrtSuXRtnZ2c8PT1p2bIlr776Kn///Xex4hw9epRx48bRvn17qlSpgqOjI66urtSqVYtOnToxfvx41qxZQ1paWqm/BhGRG42O6hMREZGSyS6cqrk9nKOZtbCzz+kq5eSazLFxbrifTmPs3HMMaD2dJ5o9QWWXyvnjuHpCo95w8NecuX1zwO/Osn4Fchvz9nDh8yGteKKjPx8sPcjWcOsCwKX7z+JXtQKv92pcThmKiIiIiIiIiMjNbsmSJZbrHj16WDpA2eLg4MCAAQP4+uuvAVi8eLGlIOiqCxcuWAqxDMNg0KBBhT5/8ODBfPzxx5ZcTCYTdnbX1k8jISGBBx98kDVr1uS7d/nyZY4ePcrRo0f57bffqFq1KjExMfnWLV++nPvuu4+MjPwnFMTHxxMfH8+BAwf44YcfGD58OJMnT8bZ2TnfWluio6N58MEHLR+fq44cOcKRI0eYNWsWK1eupH379gC8/fbbfPDBB5hznX6QnJzM2rVrWbt2Lc899xzffvttsZ6dnp7OE088waxZs/Ll9L///Y///e9/TJ8+nYULF1KxYsVixSzMd999x/jx40lISLCaT0tLIz4+nrCwML7++mveeust3nnnnQLjfPnll7z++uukp1ufKpGRkcHZs2c5e/YsmzZtYsKECfz+++/069fvunMXEbmRqXBKRERESiYgAADnhMvUDfEl4sFT2DlY/4AVNqwlXcb9Sf/Q8/za9VdGBI6wHavVo9aFUwd+hd6fgKOr7fUipSSwtge/jO7AmkPnee+PA5yKS7HcmxR6nLpeFRkSVKccMxQRERERERERkfIQFxdH37592b17N7GxsVSsWBFvb2/uuusuBg0aRO/evYuMsXv3bst1p06dilx/9913Wwqn9uzZk+/+vn37LEf4NW3alCpVqhQar1WrVri7u5OYmEh8fDwRERHUq1evyDxsGTFihKVoytnZmZ49e9KsWTM8PDxISUkhKiqK3bt3s3fv3gJjxMfHk5GRgYODA+3ataNFixbUqFEDFxcXYmNj2b59Oxs2bMBsNjNz5kwAZsyYUWRu6enpDBw4kM2bN+Pr60u/fv2oXbs20dHRLFy4kDNnzpCQkEDfvn0JDw/n66+/5v3338fFxYW+ffvSvHlzTCYT69atY8OGDQBMmjSJu+66y+bRinmNHz+eWbNm4ezszH333Ufz5s1JS0tj48aN/Pnnn0BW0Vj//v1ZtWrVNRevQdYxjv/5z38s43bt2tGxY0eqVatGUlIS27dvZ/Xq1WRkZPDuu++SlJTEJ598ki/Ob7/9xiuvvGIZt2rVirvvvhtvb28AYmJiOHDgAJs3b+by5cvXnK+IyM1EhVMiIiJSMtWqQdu2sGMHDSavxmtzC9a/7o9brZwWwCn1kwEYsP4iTx2ax7Bmw7AzbPxQWL8bVKwOSeezxlcS4PBSaF74O6ZESoNhGHRvWoNG3u4MmLSJmMs5baffXLQfn8qu3BXgVY4ZioiIiIiIiIjIPy0xMZFly5ZZxlc7Ih0+fJgff/yRoKAg5syZQ4MGDQqMceDAAct1YeuuCsh+s2revdcaz87ODn9/f8LCwiz7r6VwKjw8nMWLFwPg7+/PunXr8PPzs7n27NmzBR51V6tWLSZNmsQjjzxC5co2TicA9u7dy4ABA4iIiGDmzJk8+eST3H333YXmd7XL1Msvv8yECRNwcnKy3Pvggw/o2rUrO3fuJDY2lqeeeoqFCxfSokULlixZQt26dS1r33vvPT788EPeeustAN5///1iFU598cUXBAQEsHTpUho2bGh1b+nSpQwePJiUlBTWrl3Lf//7X6uCpZIICQmxFE3Vq1eP2bNn06FDh3zrdu3axQMPPEBUVBQTJ06kd+/e3HPPPVZrPv30U8v1zJkzGTZsmM1npqWl8fvvvxf4+RYRuZWocEpERERK7ptvoFMnSE/Hc38YTb9z4eT7ObcdK8dyxd2RWrHp1Nl6iC13baFj7Y7549g7QIshsOWbnDkVTsk/rE6VCkwZFsTDP2zlSkbWO/cyTGaembWLRc91JKC6WzlnKCIiIiIiIiI3ouYzm5d3CjeU/cP3l3cK183Ozo62bdvSunVratasiZ2dHadPnyY0NJRDhw4BsHPnTtq2bcvGjRsJDAy0GeepE+cUAAAgAElEQVTcuXOWax8fnyKfW6dOTufzuLg40tPTcXR0vOZ4V2NeLZzKvb8kcne/ev755wstoqlZsyYvvviizXudO3emc+fOhT6rVatWLFq0iNatWwPwww8/FFk4BTBgwAC++OKLfPPu7u58+eWXlo5f8+bNw8PDg2XLllG7du1869944w1mzpzJ0aNHOXLkCAcPHqRp06aFPtvJyYk//vgjX9EUQN++fZk0aRIjR44EYMKECbzwwgtWn9fiyMzMZOzYsQBUqlSJdevW4evra3NtmzZtWLJkCW3btsVkMvHhhx/mK5y6+jkNDAwssGjq6msbOHBgiXIVEblZXXs/QBEREbl9tWsH27dD9rta6m3ZSfLlnHcKGQaE98v6pcHA0DjmHZlXcKwm/a3HUTtLPV2Rotzh68kXD7WymktIzWDkjO3EXr5STlmJiIiIiIiIiMg/5eOPP+bs2bNs3bqVSZMm8e9//5t//etfTJo0iYMHD7JkyRKqVasGwKVLl+jfvz+pqak2YyUmJlquK1asWOSzK1SoUOD+a4mXN2beeMWVmZlpuU5OTr6mGCVxxx130KhRIwDWr19frD3vvfdegfc6duyIp6enZTxq1CibRVOQVTTXp08fy9jWkYl5DRs2zJKvLcOHD7d0CIuOjmb58uVFxszrjz/+ICIiAoAXXnihwKKpq1q3bk23bt0ACA0Nzfe5v/o5TUlJKXEuIiK3KhVOiYiIyLVp1Qq2bIFevbA3m8g47211++ydWYVU9+xN5MBfqzmXVMC7mmq2BLtc77K5dBIuny+rrEUK1Kd5Tcb1amw1dyouhWdn7SYtuxOViIiIiIiIiIjcmsaNG0f16tULvN+/f39Wr15tKVw6ceIEkydPtrk2d1FK7uPjCuLi4mI1zlukVNJ4eWNea9FTixYtLNeff/45q1evvqY4uV25coVdu3YxZ84cvvvuOz777DM+/fRTy5/09HQATp48WWBh2lU1a9akefPCO7/5+/tbru+9995C19avX99yXZwuXQMGDCj0vmEYVmuuHi1YEmvWrLFc9+zZs1h7WrXKeoNoZmYmu3fvtrrXsmVLAI4fP87rr7/+jxTEiYjc6FQ4JSIiItfn668B8DhkbzWd5hcPgL0J+q+PZUXECtv7HV3AO09La3WdknLyTHA9HgqqYzW3PSKO//fHgXLKSEREREREREREbhQtWrTgpZdesoznz59vc52rq6vlOi0trci4eQuE8nagKmm8vDHzxiuuxo0bc//99wMQHx9Pjx49aNCgAS+88AK//PILJ06cKHass2fP8vTTT1O9enWCgoJ47LHHeO655xg7diyvvfaa5U94eLhlT3x8fKExi+q+BODm5lbs9bnXJiUlFRn7aoFSYXIXnx05cqTI9Xnt27fPch0cHIxhGEX+mThxomXPhQsXrOK9/vrrluuJEyfi7e3NoEGD+Oqrr9i2bZulcE1E5HbiUN4JiIiIyE0uIAC6dsV/5TGO9zEwDDMAjm6XSK5ViQpnEui35RI/Xvy74Bi1g+BMrtbHp3dC4z4FrxcpI4Zh8MGAQE7GJbMlPNYyP2vrSZrUrMRj7f3KMTsRERERERERuZHsH76/vFOQcjBkyBA++ugjALZv347JZMLOzrpXhbu7u6XwpjgFOHm7/ri7uxc4Lk68vDHzxiuJn3/+maeeeoq5c+cCcOzYMY4dO8a3334LgJ+fH4MGDeLFF1/Ez8/278727NlDjx49iI2NtXm/IEV1nMrbqcsWwzCKvT73WpOp6A70VatWLXKNl5eX5frixYtFrs+rpB+zvPJ+vQwYMICpU6cyZswYLl26RGJiIiEhIYSEhABZR0H27NmTUaNG0bt37+t6tojIzUKFUyIiInL9Ro/G79FH2ZfQDnePnHewHL8vkOaTN1P/zBUuRByATgXs9wmCHVNyxqd3lW2+IoVwtLfj28da0/+bjURdzGmD/u9f/8LeMHi4XdHvZBMRERERERERkVtTQECA5TojI4PY2FiqVatmtcbb29ty1FtUVBRt2rQpNGZUVJTl2tPTE0dHx3zxbK0tbswaNWoUa48t7u7u/PLLL/zrX/9izpw5hIaGsnPnTktnosjISD777DO+/vprvvjiC5577jmr/VeuXGHw4MGWAqBmzZrxzDPPcOedd+Lr64u7u7tVQVNwcDDr16+/5nxvNRkZGZbrMWPGWH0tFEdQUFC+uSeffJKBAwcyd+5cli9fzqZNm4iJiQGyCq0WLVrEokWL6NWrFwsWLLDqxCUicitS4ZSIiIhcvwEDsPP0xHzWC3IVTp1vnfMDb9Xt+zE9ZsLOsHFScO08P7yd3g0mE9jpVGEpH1UqOjFlWBAPTtpMSnomACYzjF+0n/iUdJ4Jrl/OGYqIiIiIiIiISHnI3ZWoIE2bNmXv3r0AHD16tMj1x44ds1w3a9bMZryrihPPZDJZHXlnK2ZJBQYGWjptpaSksH37dlauXMmsWbM4efIkaWlpPP/88zRo0IAePXpY9i1dupTjx48D0L59e/7880+cnZ0LfM6lS5euO9d/SmxsLDVr1ix0zdWCJMgqiiup3F2tBgwYQMeOHUscw5bKlSvzzDPP8Mwzz2A2mzl8+DChoaGEhISwZs0aAJYvX87TTz/N7NmzS+WZIiI3Kv1vpIiIiFw/Z2fo2hXPsEyr6Uyf85iyv9u4Z+tFziadtb2/an1wqZwzvpIAsUX/AkCkLDWpWYkvHmqFXZ7fhX38v8O8NHcPl5LTyycxEREREREREREpN7mLnOzt7W0e19a6dWvL9aZNm4qMuWHDBsv1HXfcke9+q1atLAVbhw4dKvLIt3379pGYmAiAh4cH/v7+ReZQEq6urgQHB/Phhx9y7NgxBgwYYLl39Qi/q7Zu3Wq5fv755wstmkpPT+fvv/8u1VzL0r59+4pcExYWZrlu1KhRiZ/RpEmTEj3vWhiGQZMmTXj22WdZvXo18+fPt3y9zZ07l7i4uDJ5rojIjUKFUyIiIlI6goOpv/wgmZk5DS3tXZI53ScQgFZHkzkef9z2XsOA2nnaVUftLKtMRYqtV6A33z3eBicH62+bl+w9Q88v1zNrayQRMUmYzeZyylBERERERERERP5JCxYssFy3bdsWOxtd8++//37L9apVq4iPjy8wXmZmJosXL7aMcxchXVWtWjXuuusuIKubVEhISKE5Lly40CoXWzmWFkdHR8aNG2cZHzlyxOp+7iKvKlWqFBpr6dKlpKSklG6CZSj3560gv/76q+X66uewJHJ37/rll19KvP9aDB482FLkZTKZitXlTETkZqbCKRERESkdXbpQO/Ik8dF+VtNHH8h6x1X1+CtEhe8peL9P3uP6VDglN4aezbyZMbItbs7Wp1yfS0jlrV//osunofT8cj27IvXOKxERERERERGRW9mBAwf48ssvLePBgwfbXBcQEECHDh0ASEpK4rPPPisw5vTp0zl16hQAfn5+dO7c2ea6oUOHWq4nTpxYYIFRdHQ0kydPtoyHDRtW4LPLgqurq9U4d0euXbt2FbgvJSWFN998s8zyKgszZ84stKjop59+snTQql69Oj179izxMx544AF8fHwA2LhxIzNnziz23tJ6s2fez6mIyK1GhVMiIiJSOpo2xc7LC8+tLlbTmX6nuVI5u/3y+vUF76+dp3BKHafkBnJXfS9Cnr2Lxt7uNu//HX2ZR6dsY82h6H84MxERERERERERuV5BQUEsWLCA1NTUAtcsXbqUrl27cvnyZQB8fX159tlnC1z/8ccfW13b6ha0Zs0aXnnlFcv4ww8/xN7e3ma8J554ggYNGgDw999/M3To0HzFU3FxcQwaNIjY2FgAunfvTrdu3QrMsSgTJkzgqaeeYseOHQWuiY+P54033rCM8xZ+5R5/8sknNmOdOXOG3r17c+jQIcsRcTeDtLQ0+vbta7N46n//+5/V18e4ceNwcnIq8TOcnZ2tCu9GjRrFhAkTCv1aPXz4MG+88Ua+ornIyEg6derEvHnzSEpKsrnXbDbz1VdfcfjwYQC8vLysjgsUEbkVORS9RERERKQY7Oygc2fa/byGDb3r4uqamD1tIuyJINp+volqm8IK3p/3qL7oA5CWDE4VyjBpkeJr5O3Okhc68sWqo0xef5y8b9i6kmHiqZ93MXFQCx5s7VM+SYqIiIiIiIiI3CYGDRqUb+7ChQuW63feeYdq1apZ3R8yZAhDhgzJt2/Xrl0MGTIENzc3OnToQGBgIFWrVsXOzo4zZ86wbt06Dh48aFnv4eHBb7/9VmgnnuDgYMaOHcunn35KRkYGjz76KJMmTSI4OBh7e3u2bdvGypUrLV2BHnnkER599NEC4zk6OjJr1izuuecekpOTCQkJYfPmzQwcOBBvb28iIiIICQmxHI3n7e3NlClTCoxXHCkpKUyZMoUpU6bg4+ND+/btadCgAR4eHly6dInjx4+zdOlSkpOTgayj+F577TWrGL169aJVq1bs3buXpKQkOnToQN++fWnevDlOTk4cOHDAEqNr166kpaWxcePG68r7n/LKK6/w+eef06JFC+677z6aN29uyT80NNSyLjg4mJdeeumanzNkyBAOHz7MO++8Q0ZGBuPHj+fTTz+le/fuNGzYEFdXVxISEjhx4gQ7d+7k2LFjAPTt29cqjtlsZtOmTWzatAlXV1fat29P8+bNqV69OiaTibNnz7JixQpOnDhh2fP+++/j6Oh4zbmLiNwMVDglIiIipadLFzwWLSLzeF0I3G+Zjul4BT6HRnujMJlN2Bk2ml5WrAqe/nAx+4cycyYcWQbN8/8CRKS8ODvYM753Ywa18WHFgXNsOhbD5uOxlvuZJjNjFuyjgpM9vQJrlmOmIiIiIiIiIiK3tpCQkELvr7fR/T4wMLDQPZcvX2b16tWsXr26wDV33XUXM2fOJCAgoMgcP/nkExwcHJg4cSKZmZls3LjRZlHQk08+yaRJk4rsttSuXTuWLl3K448/zunTpzl79izffPNNvnVNmzZl3rx51K1bt8gcC5O7Q1JUVBRRUVEFrm3YsCELFiygdu3aVvN2dnYsWrSIHj16cPz4cUwmE7///ju///671bru3bszd+5cBg4ceF05/5M+/vhjzp07x5w5c1iwYAELFizIt6ZHjx6EhIQU2EmsuN5++20aNmzISy+9xPnz54mJiWHu3LkFrre3t6dp06b55uzs7DCZTKSkpBAaGmpV4JWbi4sLH330Ec8888x15S0icjNQ4ZSIiIiUni5dAGi8+DynmsHVn/OdKscRFeSD784ozkUexLtuAb+gaNgTtn2fM941Q4VTckMKqO5GQPUAnr8ngNnbInnr178sHajMZnh53l7merjSqk7l8k1URERERERERESKtGfPHrZu3crWrVs5ePAgFy5cICYmhitXrlC5cmX8/Pzo0KEDQ4YM4e677y52XMMw+M9//sPDDz/M1KlTWbNmDVFRUWRmZlKrVi06d+7MyJEj6dSpU7FjdunShQMHDjBt2jQWLVrEsWPHuHjxIl5eXjRt2pTBgwczfPhwnJ2dr+VDYeXNN9+kd+/erFq1ii1btnDo0CHOnDlDUlISLi4ueHt7c8cddzBgwACGDBlSYGcif39/9uzZwzfffMOiRYs4cuQIaWlp1KhRg5YtW/Loo4/y0EMP3VTH9EFWF7DZs2czePBgfvzxR/bs2cP58+epXLkyrVu3ZsSIETz00EOl9ryHH36Y+++/n9mzZ7NixQp27dpFTEwMKSkpuLm5UadOHQIDA7nnnnvo168fNWtav7GzTp06nD17luXLl7Nhwwb27dtHREQE8fHxGIZB5cqVady4Md26dWPkyJHUqVOn1HIXEbmRGea8Z4yIFFNQUJB5586d5Z2GiIjcSEwmqFYNU1wcv8+/G7eqpy23zDv86T5+DQe/e5emz7xje//5QzCpg/XcC7vAq+h3b4mUpz/CzvDS3L1kmnK+t/Zyc2Lxcx2pU0XHTYqIiIiIiIjcLA4dOkSTJk3KOw0RuUHVrVuXyMhIAPT/7CIiN56CvpczDGOX2WwOsrXHxjk5IiIiItfIzg6Cg7EDPA54Wt1KqZMBQMWFvxW8v3oTqJOncGr3jNLNUaQM9GtRiw8fsO6kFnM5jYcmb+FodGI5ZSUiIiIiIiIiIiIiIiKFUeGUiIiIlK7s4/p8N4RbTdt7xpLhXJHaf+6FuLiC97cZYT3eOwcyrpRujiJl4OF2vjzbpb7V3JlLqQz6fgs7Iwr5mhcREREREREREREREZFyocIpERERKV0PPACA7/q/MJlyvtVwdk4molNnHDJMsGBBwfubPQAuHjnj5Fg4WEiXKpEbyGv3NuL+VrWs5i6lpPPY1G2sOHCunLISERERERERERERERERW1Q4JSIiIqXL1xe6dMEhAzIueVjdiryzNgAZP80oeL+jK7R8xHpuxZuQcKaUExUpfXZ2Bp8PacWj7X2t5q9kmHh21i5mb4ssp8xEREREREREREREREQkLxVOiYiISOkbOhQAl0jDajrBNwWzvSMOm7dCeLitnVnajARy7U06D/OH6cg+uSnY2xl8+EAgr/ZoaDVvMsO/Fv/FG4v2czEprZyyExERERERERERERERkatUOCUiIiKlb+BAcHHBa/d5q+lMjzOk+LUGIH7atwXvr94Y7h5jPRe1A5a/UdqZipQJwzD4v24N+PjB5thZ1w/yy/aTdPk0lOmbTpCanlk+CYqIiIiIiIiIiIiIiIgKp0RERKQMeHhA//747LQunHJ1i+F8YGcAUmbPKDzGPW9C/W7WczunwZk9pZenSBl7uJ0vk4cG4exg/W33pZR03vv9IJ0mrOXbdcdUQCUiIiIiIiIiInITiIiIwGw2YzabyzsVEREpJSqcEhERkbIxdCge4amYM3Pa7bi4JHGiiS9moGZkHJsOLit4v509DJwKnnWt53dMK5N0RcpKj6Y1+OWpDtStWiHfvZjLaUxccYSHf9hKSpqKp0RERERERERERERERP5JKpwSERGRstGzJ3buVTAuOFpNx1WPItO9OgA/LRzP6cunC45RoQr0/I/13P6FkBJf2tmKlKnWvp6seKUz43o1poKTfb77e0/F88aiML1TTURERERERERERERE5B+kwikREREpG46OEBSE29E0q+nUSpFkeNUFoOaJWF5Z9wqpGakFx2nYEyr55IwzUmDf3DJIWKRsOTvY82yX+oSO7cLTnevh5uxgdf/XvWeYtvFEOWUnIiIiIiIiIiIiIiJy+1HhlIiIiJSdwECq771oNeXgfo6EmvUBCDh9hUNxh5iwY0LBMezsoc0I67mdP4I688hNqnolF97o04QNr99DQHU3q3sfLD3E0Gnb+CPsDBmZpnLKUERERERERERERERE5PagwikREREpO4GBVD2UbDXl5h7Lad+6AASczuo0tfjoYuJTCzl+r/VQsMvVnSfmCERuKu1sRf5RnhWd+GFoG9xdrDtPbTgawwtz9jDw+y1EJxTSjU1ERERERERERERERESuiwqnREREpOw0a0bF8DTMJsMy5eKSxBlfJwACoq4AkGnO5Gj80YLjuHtD477WcyvfgiuJpZ6yyD+pXjU3vnr4Dgwj/719p+Lp/81GwqIKKSoUERERERERERERERGRa6bCKRERESk7TZtin27G4ZSj1fRl39OYAa+EDConZgBwLP5Y4bGCnrQen9kDvzwC6erIIze3expX5+cn2tPSxyPfveiEKwyZvIVNx2LKITMREREREREREREREZFbmwqnREREpOy4uYG/P1W3WneGsvMKJ8O9OgABp7O6Th2PP154LP/OENDdei5iA4Q8CSZTqaUsUh46NfBiyQudWPZ/d9O5YTWre6npJp6ZtYtj5y+XU3YiIiIiIiIiIiIiIiK3pluqcMowjAcMw1huGEa0YRiphmGEG4YxyTCM+qUQ29EwjJcNw9huGEa8YRiJhmGEGYbxtmEY7sWMUT87n/Ds/KKz832gBHlc12s0DKO3YRghhmGcMgzjimEYyYZh/G0Yxo+GYQQVNw8REZFia9YM31DrbjmVPE9zoV4TAAKisjpGFVk4ZRgweAbUam09f/gP2D+/tLIVKVdNa1Vi+oi2jOrkbzWfmJrBkzN3EJeUVk6ZiYiIiIiIiIiIiIiI3HpuicIpI8s0YDHQE6gOOAP+wLPAXsMw+lxHfE9gC/AF0BbwANyA5sB7wB7DMPwLjgDZz9+bnY9/dn7Vs/NdbBjGVMMwjLJ6jYZh2BuG8ROwDHgQ8AGcAFegATAS2GYYxr8K/2iIiIiUUGAglY5eIfOKs2XKwSGdiLuyuupc7TgVfim86FjO7vB4CFRrbD2/9gMd2Se3DHs7g7f6NWVcL+uv88jYZJ75eRdpGeqwJiIiIiIiIiIiIiIiUhpuicIp4A3giezr+UBLsgqL7gciyCpymmcYRsNrjD8PaAOYgHfJKlbyAV4EUoH6wG+GYTjZ2mwYRqPsGG7Z+dyfnV9LYEH2siezX0dBrvc1vg4Mzb4OBXoAtYF6wKPAMbK+Hj64niIzERGRfAIDMczAqapW0/FNswqdAk5n/R2XGkdcalzR8SpUgUd+ATvHnLlLp2DHlNLKWOSG8ExwPR4KqmM1tz0ijo+WHSqnjERERERERERERERERG4tN33hlGEYNYA3s4dLgYfNZnOY2Wy+YDabfwO6AklkFRZ9eA3x+5FVZAQw3mw2v2c2myPMZvNps9n8DTA8+14gMLqAMB9mPz8J6Go2m3/Lzi8MeIisLlAAb2a/nlJ9jdmdrF7IHu4G7jWbzavNZvMZs9l8wmw2/5Id41L2mqeL/MCIiIgUV7NmAHiEWTdWNPtEA9Ag6gqYzUAxjuu7qko9aDvKem79p5By8fpyFbmBGIbB+w8E0qFeFav5GZsjWLwnqpyyEhERERERERERERERuXXc9IVTwDCgYvb1v8zm7P95zWY2m08AV1tQPGgYRvUSxn82++/zwJd5b5rN5vlkHcGXe61FdtHTgOzhD9n55N5vJqcoqiI5XaFyu97X6AXUyr5eYDab0228jlPAn9nDa+3MJSIikl/jxmBnR70VkeT+F8ylUixJXo5USs6kWnwGUILCKYDOr4FzpZxxajxs+m8pJS1yY3BysOO7x9pQu7Kr1fwbi/YzZ9tJUtMzyykzERERERERERERERGRm9+tUDh1X/bfR81m874C1izM/tsO6FfcwIZhVAC6ZQ+X2Co4yhO/mWEY9fLc60vOx3khNmTnfSx72N/Gkut9jam5rk0F7M9970Iha0RERErGxQUaNMDr2EmSE72sboX3qg/kHNdXosKpilWh40vWc/vmXleqIjciz4pOTB7aBieHnG/dU9NNvLl4P3d9vJapG8LJNJkLiSAiIiIiIiIiIiIiIiK23AqFU3dk/72tkDU7gatvx29dgthNAedixM99L2/8q+MMYFcxYtxh4951vUaz2ZxITmHWAMMw7PNuzu6M1Tl7uLKQ54iIiJRcYCAGkBldx2o6pkNWQ8V2h7ILpy6VoHAKoMNz4OCSM048CwlnridTkRtSYG0PPnggMN98XFIaHyw9xCNTtnIqLrkcMhMREREREREREREREbl53dSFU4Zh1AbcsofhBa0zm81XgLPZw0YleETutQXGB3Ifv5c3/tXxmew8iorhlv26gFJ9je9l/90BWGwYRnvDMNwNw/AyDKMvsAqoAuwBvigkTxERkZJr1gwA9+NVrKYz6l3GbAc9dyQAJew4BeBUAbxbWM+d3n3NaYrcyIYE1eG1no2wtzPy3dt+Io7e/93A8r/O2tgpIiIiIiIiIiIiN6IRI0ZgGAaGYRAaGlre6YiI3JZu6sIpIPd5P0UdL3c++++qZRD/fK7rvPGvxihufnljlMprNJvNs4AXgWSyjv7bCiRkx/wD8AY+Bu42m81JRTxHRESkZFpnNUP03Z1MerqTZdrOOZ34Ri7UOZ/y/9m777gs6z3+468LBFRwILhx4QBRceDI2XGT5s4sj5mlP608v1/aqfRYnZaehmW7Y8eRpmRqaXbSY640HJXmQAUVNcCFKMiQzc31+wO54WaDFI738/Ho4fUd1+f63NCgm8/9+VL3ahoxKTFcS7lWutgN8zR7vFBUg0eR29v0vi0IfL4v0/p4Us2pks3a9dQMnlh5kI93hGKaOrpPRERERERERO5cp0+fJiAggJkzZ9K3b1+8vb1xd3fHwcGBmjVr4uPjwyOPPMKGDRuwWCzFB8wlNTWVRYsWMWjQIDw8PHBycqJ+/fr06dOH999/n/j4+FLnu3v3bqZMmUKrVq1wcXGhRo0atGnThhkzZhAUFFTqeJGRkcybN49u3bpRp04dKleuTJMmTRgxYgRfffUVmZmZpY4pIiJyt6pU/JZbmnOu65Ri9ibf+NOlyF1li5+c6zpv/OwYJc0vb4zyfI3/BqKBhUD1PGvVAQ+gDrYdtGwYhjEVmArQuHHjYtIRERG5oX9/qFKFJod+4vC1VrjVyflPze9DPHENCeav2+NYMK42Z2LP0Lle55LHbuhnO1bhlNzhGtSswj+GtGZyr2Y893UQu07Z1ta/s+UUP4VeZUDrOvRvXZfmtUvz46+IiIiIiIiIyK3P39+fM2cK7l4fFxdHXFwcISEhrFy5kvbt27NixQratWtXbNxjx47x0EMPcfz4cZv5yMhIIiMjCQwM5L333iMgIIBevXoVGy8tLY3p06ezePHifGvBwcEEBwfzySefMGfOHF599dUCIuT3zTffMHXqVGJiYmzmIyIiiIiI4LvvvuPTTz9l1apVNGzYsJAoIiIiku12L5ySEjIMoy7wLVlH9W0H/gUcAZyAPsA8YAIwwDCMgaZpHisojmma/wH+A9C5c2e1MhARkZJxcYH778dp7VrsL/aDXIVT0V2qAOD/azkVTl08DJmZYHe7N9YUKVqd6kTWEsQAACAASURBVJVZ9lgXlu8NY+7GEDIyc340+/X3GH79PYa3Np/kmYGtmN63RQVmKiIiIiIiIiLyx2jYsCGdOnXC09MTNzc3HBwciI6O5uDBg+zatQuLxcKRI0fo06cPe/fupXXr1oXGCgsLY+DAgURGRgJQs2ZNxowZQ9OmTbl06RLr1q0jMjKSiIgIhgwZwq5du+jYsWOh8UzTZNKkSaxatQoAwzAYNGgQXbt2JSMjg127drF3714yMjJ47bXXsFgszJ07t8jXu3HjRsaNG2ftouXp6cmIESNwdXXl5MmTrFu3juTkZAIDA/H39ycwMJCaNWuW9ssqIiJyV7ndC6dyHylXuZi9VW78ef0PiF8l13Xe+NkxSppf3hg3/RoNw3AAtgLtbvzpb5pm7h6dXxmGsYOsQqp6wHIgz2+hRUREbtK4cbB2LfV/Tia5Q8604X6NtBoO1I9OoVFkKqGxoaWLW8sTKteAlLiscWocxJwB95bll7vILcowDCb1bIZXveo8GfAbsUnpNuuWTJP5P5ykTjUnxnZuVEFZioiIiIiIiIiUr/nz5+Pn51fk6SinTp1i9OjRHD9+nNjYWKZPn86OHTsK3T958mRr0VTPnj3ZsGEDbm5u1vV33nmH8ePH8+2335KQkMCECRMICgrC3t6+wHgrV660Fk25uLiwfv16BgwYkG/PpEmTsFgszJs3j6FDh9K9e/cC48XGxjJx4kRr0dRTTz3Fhx9+aPP8sLAw/P39OXnyJMeOHWPWrFl89tlnhb5mERERgdu9FcPVXNe1i9mbvR79B8TPvZY3/tUC9pQmRnm8xlFkFU0BvJqnaAoA0zSjgE9uDDsZhuFbzLNERERKZ8gQcHHBZ/uPXL/uap02DDg3LKuS6pVlkeyP3F+6uIYBDTrZzl04eLPZitxWujd349unetKhUcGfIJyz/ij7w2IKXBMRERERERERud2MGjWqyKIpgFatWrF69WrreOfOnVy+fLnAvVu3brUWVdWqVYtvvvnGpmgKoEqVKgQEBNCiRVZn7+DgYJYvX15gPIvFwosvvmgdL1iwIF/RFMCECRN4/vnnreNZs2YV+nrmz59vPZ6vV69efPTRR/mKtpo2bcrXX3+Ng4MDAEuWLCE0tJQfVBUREbnL3O6FUxfJ6a7UrLBNhmE4AQ1uDE+WIn7uvYXGz7OWN372uIFhGI4liHHdNM0LuebL4zX2yHVd1G+Sf8t1XXivUhERkbKoUgWGD6dmzBWSo+rbLJ3vk1VI1fVEAr2/+pVLCRdLFzvvcX0Xfit4n8gdrKm7M+uf6sH2v9/LP+/3walSzo/66RaTKcsPsHxvGGkZ+WroRURERERERETuSG3atKFOnTpA1tF5YWFhBe774osvrNfTpk2jbt26Be6rWrUqzz77bIH35bZz504iIiIAaNSoEY8//nihOT733HNUrVoVgMDAwAJzNE2TFStWWMcvvfQSdnYF/5q3bdu2jBkzBsgq4AoICCj02SWVHWf06NE0a9YMZ2dnKlWqRI0aNfDx8eHBBx9k0aJFhIeHFxrjwoULLFy4kIceeog2bdpQvXp1HBwccHNzo1OnTsyYMYPg4OBic9m5cyeGYWR1Yp80CYDExETef/99unfvTp06dXB2dqZt27bMmTOH6Oj8PTX27NnD+PHjadmyJVWqVKF27doMGzasyI5k2bKf3bRpUwAyMzMJCAhg8ODBNGzYECcnJzw8PBg7dixbtmwpNl5pRURE8Morr9CzZ0/q1auHo6Mj7u7udO3alRdffJGLF0v23vqhQ4f429/+RseOHalZsyaVKlWiatWqNGrUiL59+/Lqq6+yd+9ea4czEZE72W1dOGWapgkcujHsVsRWPyC75Lo0LSiCgdQSxM+9ljd+9rgSRR9/lx3jUO7JcnqNVSgZI9e1fqMmIiLl76GHAKhxxLSZTmt0kYSOwwB4dnUk1/7xdOniNszTceqiOk7J3ckwDJrXduHxXs14Z2x7m7W45HRe/u44Axbs4oC6T4mIiIiIiIjIXSA9PZ3r169bx9kFSrllZmby3//+1zp+8MEHi4z5wAMPYBhZv1ILDAzk6tWr+fZs2LDBej169OhCj/MDcHV1pX///tbx+vXr8+05dOgQ586ds+4vqHtVbmPHji0yXmlcuHCBzp07M2HCBNavX09YWBhJSUlYLBbi4+MJCQlh7dq1TJ061VqwldeiRYto1KgRTz75JKtXryY4OJiEhAQyMjKIiYnh0KFDfPDBB7Rt25Z//OMfZGaW/NeUp06donPnzsycOZOff/6ZK1eukJSUxPHjx3njjTdo3749p0+fBiAjI4PJkyfTq1cvVq1axenTp0lJSeHq1at8//339O/fn7fffrvEz46Li+O+++5jwoQJbNmyhYsXL5KWlsaFCxf4+uuvGTx4MI899li5FB+ZpsnLL79Mq1atrEVNly9fJj09nejoaPbv38+8efNo0aIF//nPf4qM89xzz+Hn58cnn3zC4cOHiYuLw2KxkJyczPnz59m5c6e1OCskJOSmcxcRudVVqugEysF/gd5AK8Mw2pmmebSAPQ/c+DMT+L6kgU3TTDIMYzswBBhhGMZ00zQzioh/3DTNs3nWNt54rt2Nffvy3nzjWLyWN4bfFRD/Zl9jZK7rTsCeAu4H28KuiEL2iIiIlN2gQVCjBp5bTxA2rBKVKmX9Z9XOMYnwcYPwTIyn6qld+HzyNTy6H7p0KVncvB2nLgVBRhpUKqrZo8idbVj7BoRGXefD7bbt2CNiknh06a+sntadtg1rVFB2IiIiIiIiIiJ/vI8//pikpCQA6tSpg4+PT749Z8+eJS4uDoBq1arh6+tbZEw3Nzdat25NcHAwmZmZBAUF0a9fP5s9Bw/mfLCzV69exebZu3dva/HWoUOH8q3njtejR49Cu03ljpctODiYtLQ0HB1L/15pZmYmI0eO5PDhw0DW18ff3x9vb2+cnZ1JTEwkLCyMAwcOFFlgEx0djWmaVK5cme7du9OmTRtq166Ng4MDUVFR7N69mwMHDmCaJm+++SZOTk688sorxeYXFxfH/fffT2hoKN7e3tx33324u7sTERHBmjVruHbtGhcuXGDYsGEcO3aMJ598kqVLl1K9enWGDx+Ol5cXycnJbNq0yfoaZ8+eTY8ePUr0fZs8eTJbtmyhWrVqjBw5klatWnH9+nW2bt1q/Z4tW7YM0zRZtmxZ8V/wQpimyYQJE/jyyy8BsLOzo0+fPnTp0oVatWoRGxtLYGAge/fuJTk5mWnTppGRkcFTTz2VL9ZHH33EO++8Yx337NmTbt264e7uTkZGBleuXOHo0aPs27eP1NTUfPeLiNyJ7oTCqS+AV4CqwDxgeO5FwzCaAlNvDNeZphlVyvj/Jqtwqi7wNPBunvgPAB1z7bVhmuZlwzDWA2OAqYZhfGiaZt4+lfNu/JkIrCC/m32N24F/3rh+yTCMIaZp2pRqG4ZRB8j+r2c0tsf2iYiIlA8nJxg/nmaLFnEouje16+b8J/Fko404Dp9F0y8u4Bh1GsvnS7EvaeFUtXpQrQFkH/FnSYWo49CgY9H3idzhZvRviVMlOz7ecZrk9JxPtiWmWXhs2X7WP9UDD9f8n7QUEREREREREbkdZWZmEhsby5EjR1i+fDnLly+3rs2bN6/Azk/Hjx+3Xjdv3rzYoiSAFi1aWI+VO378eL7CqdxHzrVs2ZLitGjRosB8CporSbzatWtTo0YN4uLiyMjI4OTJk7Rr167Y+/LauXMnBw4cAKBz585s3rwZNze3AveePXu20KPuvLy8WLlyJaNGjSqw6xfAjh07GDt2LDExMcydO5dJkyZZj8MrzLfffothGMyfP59nnnnG5nv38ssv06NHD8LCwjhx4gSPPvooAQEB9OvXj9WrV+Pu7m7dO3fuXKZNm8aiRYswTZO5c+eyefPmIp8dERFBeHg43bp1Y926dTRo0MC69uabb7J48WKmTZtGZmYmy5cvZ+TIkYwcObLImIVZsGCBtWjKz8+PlStX4u3tnW/fli1bePDBB4mLi2PmzJn0798fLy8vmz3ZRVMODg5s2rSp0O5liYmJrF27FldX1zLlLCJyO7ntC6duFCbNI6ugaJhhGF/duI4k62i7DwFn4DrwQt77DcNYBjx6I5aRd900ze8Nw9gKDATeMgyjKlmFTOnAKGD+ja3HgUWFpPkCMBhwAX40DOP/Ab8A9W6s3X9j379M07xc3q/RNM2fDMP4CehzI4/NhmH8CzgKON6Yn3cjH4C5hXTWEhERuXkvvojjhg047zFgdM50tdpn2ORygAd6PIzHt6+TtmNric+aBbKO6zuR6/z28H0qnJK7np2dwfS+LRjr58F7206x6tdz1rUrCamM++xnRndqSJ9WtfFr7IqdXb4fh0VERERERESkECHerSs6hVtK6xMVc6TX7Nmzeeuttwpdr1KlCgsXLmTixIkFrkdG5hzc4uHhUaJnNmrUqMD7AVJTU7l27VqpYhYVr6w5enh4WDtpRUZGlqlwKnf3q9mzZxdaNAXg6emJp6dngWujRo0q9ln9+vVj8eLFjB49GovFwpIlS3j99deLvW/GjBk8++yz+ebr16/P3LlzmTBhAgABAQE0bdqUDRs24OLiYrPXMAzee+89Vq9eTXx8PFu3biUhIYFq1aoV+lzTNHF3d+f777+3KcLKNmXKFM6fP8+rr74KwGuvvVamwqnY2FhrjCZNmrB9+3Zq1Ci4i/ygQYOsRVppaWnMnz+fxYsXW9ejo6OtRz4OHjy4yCMfnZ2dmTRpUqnzFRG5HRVfMn17eANYeuN6HBAERJF1xF0zsgqKxpmmeaqM8R8iqwOTPfAaEAZcAD4GqgBngGGmaaYVdLNpmidvxLh+I5//3sgv6Ea+AEtuvI7C3OxrHEtOF6mBwI/AVeAi8BXQ/Mbah6Zpvl9EHiIiIjenQQPYuZP+64LJSHSyTtvbW6hcN4RfvOphYlDl5Bm4erXkcRt3tx2f3FROCYvc/upUr8wbo32Z0quZzfyF2GQ+2nGasQv3ce87P/LxjlCi4lMqKEsRERERERERkfI1btw4wsPDCy2aAkhISLBeOzs7lyhu7q5Jue8vaFySmEXF+yNyLCmLJaeDefaRh3+k4cOHW1/fTz/9VOx+R0dH5syZU+j60KFDbcZ///vf8xVNZXN2dqZv374A1iMYizNz5swCi6ayPf/881SvXh3IKkI7evRosTHzWr58ufX798ILLxRaNJVtxIgR1q5k2cc/Zvuzv58iIreL277jFIBpmiYw2TCM74FpQCegOllFQT8A75imeeYm4scYhtEDmA6MB1qRVUR1FvgaeM80zSJ/4jBNc6NhGB2AZ8nq+tQAiAcOAp+Zprn+j3yNpmlGGYbRHfgr8CDQAXADLMAlYA+wyDTNwKLyEBERKRctW1L1SBCes1oTMSHnf/Tq1jvDmYu+pNVpgVNUKAQGQgk+jQSA132wJVfjxfC9kBQDVWuVc/Iit685Q1pzKS6FjUcv5Vs7F5PMO1tO8eGO0zzWsynT+7agemWHCshSRERERERERKTkhg4dai1eSU9PJyoqin379vHLL7+wevVqfvnlF959911Gjx5d4P3JycnWa0dHxxI9s3LlytbrvAUoueOVNGZR8f6IHEuqffv21uuXXnoJHx8f/Pz8yhQrW2JiIkePHiU0NJT4+HhSUlLI+jVoFgeHrPejTp48WWwsPz+/IguXatasSa1atYiJiQGyOjIVpXnz5tbrgjp/5VVcJ62qVavi7+/PmjVrANi7d2+pO39t377dej148OAS3dOhQwdCQ0OJiooiPDycJk2aAFlHONarV4/IyEh+/PFHPvjgA5566inr11xE5G51RxROZbtRfFRkAVIB90wCJpVgXxrw3o2/yuRGYdOTZb3/RoxSv8Zc96YDy278JSIiUrFq18YjrTMRhFqnqle/isX5Mpfa9KBpVCjJO36gSkkLp9yaQ+3WcOVGS3DTAqFboP1Df0DyIrcnOzuDdx9sT1VHe9b+dr7APWkZmXy26yxr9p/jucHePNSlkY7wExEREREREZFbVu/evendu3e++V9//ZXx48dz5swZxowZw8cff8z06dPz7atSpYr1Oi2twMNl8klJyenYnbuzU9542TFzFzGVNt4fkWNJDRw4kI4dO3Lo0CHCw8Pp3Lkzvr6+DBw4kB49enDPPffQoEGDEsUKDQ3lpZdeYsOGDTa5FSY2NrbYPY0bNy52j4uLi7Vwqrj9ubtRJSYmFrm3cuXKeHl5Fft8X19fa+FUSYrB8jpy5Ij1OrsAqjSuXLlivc8wDGbNmsXMmTMxTZMZM2bw+uuv4+/vT+/evenWrRu+vr7Y2d0ph1aJiJTMHVU4JSIiIreXKl3uw/VQENc65vyPv0ej44R69aXpj5C6YwtVirg/H++hOYVTACe+V+GUSB6VHeyZP7Y9z/l7sTv0KjtORLEl+DJpGZk2+64lpTNn/VE2HL7AG6Pb4Vm74DbmIiIiIiIiIner1idCit8kFaZr165s376dNm3akJiYyMyZMxk8eDAtWrSw2VetWjXrdXHFMtlyd3DKfX9B48TExGILp4qK90fkWFJ2dnZs2rSJRx55hG3btgEQFBREUFAQ7777LgDe3t6MGzeO6dOnU7t27QLj/PDDD4waNSpfN66ipKamFrunuK8rZBULlXR/7r2ZmZlF7ARXV9cSFRjl7oh17dq1YvfnFR0dXep7csv798uMGTO4fv068+bNIyUlhejoaAICAggICACyunQNGzaMJ554gh49etzUs0VEbhcqnBIREZGKc++91H/uRZvCqXr1znCxZRvMSo5UD/kd4uKgmHPbrbyHQuA7OePT2yE9GRxKVX4lcleoU60yozt5MLqTB7FJaaw7eIHPfjrD5XjbN6V++T2GIR8GsnRSF3o0L7z1uYiIiIiIiIjIraZJkyZMmDCBzz77jPT0dJYtW8bcuXNt9tSrV896ff58wR2688q9r27dujZrTk5O1KxZ09ox6fz587i5uZU53h+RY2nUq1ePrVu3sm/fPtasWcOuXbsICgrCYrEAcOLECV599VUWLFjA8uXL8x1fd+XKFR566CFr0VT37t2ZPHkyXbp0oWHDhri4uODk5GTd36RJEyIiIsqc750mIyPDej137lybr1VJeHp65pt78cUXmTJlCl9++SXbtm1jz549xMfHA1mdvlasWMGKFSuYNGkSixYtolIllRSIyJ1N/5YTERGRitOuHXUP2XPmvIVUD3vrtJv3NmK92+N6bD9JO7dSdcQDJYvXoCNUawAJF7PG6Ulwdhd4+f8ByYvcOWpWdeTxXs14qGsjlgT+zr93nSEpzWJdT0nP5OmvDrNlRh9cnR0rMFMRERERERERkdLx9fW1Xuc+9iybj4+P9frs2bNkZmYW20no9OnT1us2bdoUGHPv3r1A1hF17du3v+l42UJDQ4uMBXD16lXi4uIAsLe3L9GRcsXp3r073bt3ByA+Pp69e/eyefNmvvzyS65cuUJCQgLjxo3j0KFDNq9hxYoV1iKy0aNHs3bt2iK/vtl53+quXbtWor9Xrl69ar12dXUt9XPc3Ny4eDHr/e5JkybRsGHDUscoSL169XjmmWd45plnyMzM5MiRI+zYsYM1a9bw66+/ArBs2TIaNGjAvHnzyuWZIiK3Kh1QKiIiIhXH3h67e3rR7s1ITDOnDbJT5SSOTc06FuzSpq9KHs8wwHuI7dyJ78sjU5G7QlXHSvzf/i3ZMrMP97ayba1+JSGVl787XkGZiYiIiIiIiIiUTe6OPdldknJr3rw5NW50vI+Pj+fo0aNFxouJiSE4OBjIOsquoKKoTp06Wa/37NlTbI6BgYHW644dOxYZb9++fZimWeJ4Pj4+pe5SVJzq1avj7+/P+++/z9mzZ+nWrRsA6enpLFq0yGbvzz//bL2eMWNGkYVGFy5cuG0Kp1JSUjh16lSx+4KCgqzXZSlga926tfW6oMK/8mBnZ0fHjh35+9//zi+//ML8+fOtawsXLiz22EIRkdudCqdERESkYt17LzVCUsk41shmOtUnnOS6lbDfvbd08byH2o6ProXLwTeZpMjdxcO1Ksse68K0e21beX935CKbjl6qoKxEREREREREREpv//791msPD49863Z2dtx///3W8dq1a4uM980331gLl3r16oW7u3u+PSNGjLBer1u3rsCCrWyxsbFs27bNOs571B1kFU5l5x4TE8P27duLzPHrr78uMl55cnFxYebMmdbxyZMnbdavXbtmva5Vq1aRsYr72t9q1q9fX+R6cnIymzdvto579OhR6mcMHDjQer1q1apS318WzzzzDM7OzkDW329Xrlz5U54rIlJRVDglIiIiFatPHwCafh5DUlI167RhwOW+bjQKuUTi+bCSx2vSC6q65YwzUmDtJEhLLJ98Re4ShmHw94FetK5f3Wb+xW+PcSUhtYKyEhEREREREREpuePHj7NmzRrreNCgQQXue+SRR6zXCxcuJCoqqsB9ycnJNt14Jk6cWOC+v/zlLzRqlPVB0YiICJYtW1Zoju+88w5JSUlAViFWs2bN8u0xDIMJEyZYx6+//nqhXaeCg4OtBUj29vb89a9/LfTZf4QqVarYjN3cct6r/e233wq9LyoqijfeeOMPy+uP8N577xETE1Po+vz584mPjwegQ4cOtGvXrtTPePzxx61FTKtWrWLHjh0lvre4zmSFsVgsNp3B8n5PRUTuNCqcEhERkYrVqRM4O9P8eDCXL7ayWbowoA72JkQ98XjJ41VyhEF5zly/ehI2PV8OyYrcXRwr2bHgwfY42OccpRmTmMYL64+W+Y0XEREREREREZGb8frrr/Paa69x/vz5Ivdt3LiRAQMGkJaWBmQdeTZ8+PAC9w4ePJi//OUvAERHRzNmzJh8BTHJyclMmDCB0NBQALy9vXn00UcLjFepUiVef/1163jmzJkFFrx8+eWXvPnmm9Zx7uu8nn/+eVxdXQH46aefePrpp/N1sgoPD+eBBx4gPT0dgMcee4xWrVrli1VSM2bM4Nlnn+X48eOF7rlw4QJz5861jvvc+KBsQePZs2dz5syZfDFOnTpF//79iYqKwjCMfOu3IsMwuHLlCvfffz+RkZH51j///HNee+016/ill14q03Nq167Nyy+/DGQVNA0fPpylS5cW2cXs4MGDTJ8+nVmzZtnM//TTTwwZMoSNGzda/7nIKyMjgzlz5pCQkABA+/btqV69eoF7RUTuFJUqOgERERG5yzk4QM+eOGzZgtPp2tAiZym5SRJpNexw27O/8PsL0uFh+P0nOPJlztzhldBmFLQcUD55i9wlWtevzowBrZj/Q06b9S3Bl/n28AVGdczf3l5ERERERERE5I8UHR3NBx98wCuvvEL79u3p0KEDHh4euLi4kJycTFhYGIGBgZw9e9Z6j7u7O6tWrcLR0bHQuEuWLKF79+5ERUWxe/duWrRowQMPPECTJk2IjIzkm2++4dKlS0DW8XQrV66kUqXCf9U6ceJENm3axJo1a0hISGDAgAEMHjyYrl27kpGRwU8//cTu3but+2fPnk3Pnj0Ljefq6srnn3/OmDFjsFgsfPTRR2zatIkRI0bg6urKyZMnWbdunbV7lY+PD2+//XaJv64FiY2NZfny5bz77rs0b96crl270qxZM6pVq0ZMTAwnTpxg8+bN1kKt5s2bM2XKlHxfh3nz5nHx4kUuXbqEj48PI0eOxNvbG9M0OXToED/88APp6elMnDiRXbt2ER4eflN5/xkaN26Mn58f69atw8vLi5EjR9KqVSuuX7/Otm3bOHDggHXvhAkTGD16dJmf9dxzz3HixAmWLl1KYmIikydP5uWXX2bAgAE0bdoUR0dH4uLiCA0NZf/+/Zw7dw6A6dOn28TJzMzkf//7H//73/+oUaMG3bp1o02bNri7u5OamsqFCxfYuHGjtRDMMAz+9a9/lTlvEZHbhQqnREREpOI98ABs2ULLA2Fc7uWKi0vWufeGncmVHtVp+L9YCAmB1q1LHnPIfLhwAK6eypk7uEyFUyJlMK2PJ1uCL3PkXKx17p8bjtOtmRsNaqpVt4iIiIiIiIj8ebKPEDNNk8OHD3P48OEi9w8YMIB///vftGjRosh9np6ebN26lYceeoiQkBCuXbvGokWL8u3z8PAgICAAPz+/IuMZhsEXX3yBs7Mzn3/+OaZpsnnzZjZv3myzz97entmzZ9t0bSrMiBEjWLVqFdOmTePatWucOXOGBQsW5NvXo0cPVq9ebe1QVVa5C83OnDlTYLeobF26dOHrr7/GxcXFZt7FxYUNGzYwdOhQoqKiSEtLszk+MdvDDz/MZ599hre3903l/GdaunQp8fHxbNu2jS+++KLAPY888ghLly696WctWbIEX19f/vnPfxIfH8/58+eLPALSyckpX7cxBwcH63VcXBxbtmxhy5YtBd5fs2ZN/v3vfzNkyJCbzl1E5FanwikRERGpeA8+CE8/TesDuwmO7mctnAK4OKgBDf8Xy/WFH+Hywaclj+nkAsM+hM/9c+ZObYGUOKhcoxyTF7nzVbK3492x7Rn6YSCpGZkAJKRkMObfe/l4fCf8mtzcm3AiIiIiIiIiIiX19ttvM3LkSHbu3Mn+/fs5deoUly5dIjExkcqVK1OzZk28vLzo2rUrY8eOLbbAKTdfX18OHTrE8uXLWbt2LcHBwVy9ehVXV1datGjB6NGjmTJlSomPLnNycmLp0qU89thjfP755wQGBnLx4kXs7e3x8PBgwIABTJ48mfbt25c4x7Fjx9K7d28WLVrEd999x++//05CQgJ169alQ4cOPPzww4wbN85aYHYzFi5cyKOPPsqOHTv4+eefOXnyJJcvXyYpKYmqVavi4eGBn58fY8eOZfjw4YUes9e5c2eOs5hj+gAAIABJREFUHj3K+++/z/fff28twKpbty5du3Zl4sSJt2WBTo0aNfjhhx9YsWIFK1eu5Pjx40RHR+Pu7s4999zD1KlTGTx4cLk97+mnn+bRRx9l+fLlbNu2jaCgIK5evUp6ejrVqlWjadOm+Pr60r9/f4YOHZqvcK5nz56Eh4ezefNm9uzZQ1BQEBEREcTHx2Nvb4+bmxtt2rRh8ODBTJo0CTc3t3LLXUTkVmaYplnROchtqnPnzmbuNpMiIiI3ZcIECAhgySvTadr7fznzGXb8ZcQZMpxr4BR5BYpof52PacKHHeBaWM7cyH9Dh/HllrbI3WRx4FnmbgyxmatkZ/D3QV483qspTpXsKygzERERERERkfIREhJC69J0PReRu0p2cViTJk0ICwur2GRERCSfwn6WMwzjN9M0Oxd0z82XGouIiIiUh8ceA6Dx4WukpDjnzFfKJNqvCk7RsfDDD6WLaRjQdozt3NG1N5moyN3r8Z7N6Oddx2YuI9Pkrc0nGLjgJ747cpF0S2YFZSciIiIiIiIiIiIiIlI6KpwSERGRW0PfvtC4MW0OBBJ9tZHNUuSABlkX69eXPm67sbbjs7vg+pUyJilyd7OzM/jsET+m9vHMtxYRk8T/W3WIbv/azkvfHuNcTFIFZCgiIiIiIiIiIiIiIlJyKpwSERGRW4OdHTz6KPXPnyPpsofNUoxPVQAsB/aXPm6d1lCnTc7YtEDwtzeTqchdzcHejjlDWrNwgh/VKuc/OjMmMY0VP4cz5MNAjl2Iq4AMRURERERERERERERESkaFUyIiInLrePhhDKDeKYvNdIZrEpl2YISEQHp66eO203F9IuXNv209fnz2LzxyTxPs7Yx86wkpGTyz5jAp6ZYC7hYREREREREREREREal4KpwSERGRW4eXF1StivevQaSlVbZOG/aZJDV0xC4tHU6dKn3ctnkKp879AlfKEEdEbLi7OPH6yLZsmdmHh7s2pkYVB5v1U5evs2Cr/lkTEREREREREREREZFbkwqnRERE5NZhZwft2tEo9BhJSTVsluLaNcy6CAoqfVzXptC4u+3cb8vKlKKI5Ne8tgtvjG7Hry/0Z2SHBjZriwLP8uOJqArKTEREREREREREREREpHAqnBIREZFbi68vzsnJpCfUtJm+3L4eAJbDh8oW1+8x2/GRLyE9uWyxRKRATpXseW1kWxrUyOkYZ5rw2LL9TP/yIOdikiowOxERERERERERkZtjmiamaRIWFlbRqYiISDlR4ZSIiIjcWnx9Aah0tarNdFzTrCPA4n7bU7a4PiOgimvOOPkaBG8oWywRKVT1yg68M7Z9vvmNQZe474NADoTFVEBWIiIiIiIiIiIiIiIi+alwSkRERG4tNwqnqoVn2Eyn177RHaosR/UBOFSGDn+1nTuwtGyxRKRIPVq48+ygVvnmr6dm8Njn+zl2Ia4CshIREREREREREREREbGlwikRERG5tbRrB0C9Qxdtpg2XWDLt7al15TqhZ38tW2y/Sbbjc7/A5eNliyUiRfpbv5asnnoP7RrWsJlPSM1g4tJf2Xv6KqZpVlB2IiIiIiIiIiIiIiIiKpwSERGRW42rK3h44HH8NGlpTtZpO3sLCa2bAPDjxg/LFtu9JTTrYzt38IuyZioixejm6caG6T15un9Lm/mYxDTGL/6Ffu/uYvX+CBVQiYiIiIiIiIiIiIhIhVDhlIiIiNx6fH1xvXaN5MSaNtORflmFUzG/7iQyMbJssfN2nTr2DVgyCtwqIjfPzs5gxoCWTO3jmW/t96uJzPrmKB9uP10BmYmIiIiIiIiIiIiIyN1OhVMiIiJy6/H1zfohJdbFZvqqd9a4xbkkAkICyhbbayg4Vc8ZJ16Bsz+WLZaIlIhhGPzjPm8mdm9S4Pp7206xPeTyn5yViIiIiIiIiIiIiIjc7VQ4JSIiIrceX18AKl80bKYT66cB0PJcCpt+31S2470cKoPPCNu5oNVlSlNESs4wDF4b0ZaAKd0Y2q4+Dva2/3zP+OowZ65cr6DsRERERERERERERETkbqTCKREREbn13CicqhUSazNtqRmLaWdPy/MpXLl+mZCYkDLGH2c7DvkeUhPKFktESqVnC3c++Wsnvni8G/Z2OcVTCakZDP9oNwu2niI+Jb0CMxQRERERERERERERkbuFCqdERETk1tOqFTg6Uv/gOZvpSlVjSKvjSdU0k0ZRaew6t6ts8Zv0hOoeOeOMZDix8SYSFpHS6t7cjReGtLaZS0yz8OH2UPq8/SOf7TpDSrqlgrITEREREREREREREZG7gQqnRERE5Nbj4AA+PtQ/c4X0dCfrtJ29hasdswotOoUm8eO5H8sW384OfMfazh35qqzZikgZPdazKWM6eeSbj01K543/neDe+T+y+VhkBWQmIiIiIiIiIiIiIiJ3AxVOiYiIyK2pY0ccMzJIi69mM32uSy0AuoQkEhITwuXEy2WLn/e4vrM/QujWssUSkTIxDIO3H/DlxaGtca3qkG/9cnwqTwX8xv+OXqqA7ERERERERERERERE5E6nwikRERG5Nd17LwD2EU4209eaX8PEoOuJ62Ca7DpfxuP66rSG+h1s59ZPg/iLZYsnImVib2cwpbcnPz3fl5kDWlHNqZLNeqYJT391mL2nr1ZQhiIiIiIiIiIiIiIicqdS4ZSIiIjcmvr2BaDenis206ZbOBnuzagXk0GjqLSyF04B+L8JRq4fh5Ki4ZspYMkoe0wRKZNqlR14ekBLfnq+L9P6eGJvZ1jX0iyZ/J8vDrDq1wjSLZkVmKWIiIiIiIiIiIiIiNxJVDglIiIit6bGjcHTE6/tYWRm5vzI4lQlnvPdfAHoGpLIL5d+ITYltmzPaNId+s6xnQvfA79+VtasReQmuTo78o8hrXlrjK/NfGKahX+sO8rABbvYcaKMR3SKiIiIiIiIiIiIiIjkosIpERERuXX17YtLfAqp0bVspn/v4QxkFU6lWlJ5eOPDnIw5WbZn9HoGPP9iO7f3Y7Ckly2eiJSLB/w8mDPEO998WHQSk5cfYNme3ysgKxERERERERERERERuZOocEpERERuXTeO63M+afsjS0KTaEwMuoYkgmly/vp5/rrpr+y5sKf0z7Czh1H/AYequR5wEY5/ezOZi0g5mNqnOXOGeONYyfbfAaYJr/w3mPk/nMA0zQrKTkRERERERERE5OZMmjQJwzAwDIOdO3dWdDoiInclFU6JiIjIretG4VSTrRE20461zpFU1xP3+AyaXUoFINWSyvsH3y/bc6rVhQ7jbef2fZRVnSEiFWpqn+bseu4vPNy1MfZ2hs3aJz+eYdY3QWRYMisoOxERERERERGpCKdPnyYgIICZM2fSt29fvL29cXd3x8HBgZo1a+Lj48MjjzzChg0bsFgsxcYLCwuzFq+U9K/vv/++xPnu3r2bKVOm0KpVK1xcXKhRowZt2rRhxowZBAUFlfr1R0ZGMm/ePLp160adOnWoXLkyTZo0YcSIEXz11VdkZuq9EhERkZKqVNEJiIiIiBSqQQPw8qLJzyc5ndEK+0oZADg6JXOqX0c6rjpD15BEfm9QGYDQa6GkW9JxsHco/bO6PQn7lwA3iqUuHYHwPdC0Vzm9GBEpq/o1qvDG6HYMblOXpwIOkpSW84bnmgPnib6exsfjO1HF0b4CsxQRERERERGRP4u/vz9nzpwpcC0uLo64uDhCQkJYuXIl7du3Z8WKFbRr1+5PzhLS0tKYPn06ixcvzrcWHBxMcHAwn3zyCXPmzOHVV18tUcxvvvmGqVOnEhMTYzMfERFBREQE3333HZ9++imrVq2iYcOG5fI6RERE7mQqnBIREZFbW9++2J88SeZlV+wbXrFOX/BzoOMq6B2awer+WXMW00JEQgTNazYv/XPcW4DXfXByU87c3o9UOCVyC/mLVx2+/D/38Piy/cQkplnnt5+I4qFFP/Pxwx1pVKtqERFERERERERE5E7SsGFDOnXqhKenJ25ubjg4OBAdHc3BgwfZtWsXFouFI0eO0KdPH/bu3Uvr1q2Ljenp6cmTTz5Z7D4fH58i103TZNKkSaxatQoAwzAYNGgQXbt2JSMjg127drF3714yMjJ47bXXsFgszJ07t8iYGzduZNy4cdYuWp6enowYMQJXV1dOnjzJunXrSE5OJjAwEH9/fwIDA6lZs2axr0VERORupsIpERERubX17QsLF+IaZOF6rg9IpTWMAqDdmSSb7Wdiz5StcAqg+99sC6dObYZtr0D/l8EwCr1NRP48HRrV5OsnujNx6a+cv5ZsnT9yLpYhHwbyr1HtGNa+QQVmKCIiIiIiIiJ/tPnz5+Pn50fjxo0L3XPq1ClGjx7N8ePHiY2NZfr06ezYsaPY2I0aNeLZZ5+96RxXrlxpLZpycXFh/fr1DBgwIN+eSZMmYbFYmDdvHkOHDqV79+4FxouNjWXixInWoqmnnnqKDz/8EHv7nA7cYWFh+Pv7c/LkSY4dO8asWbP47LPPbvq1iIiI3MnsKjoBERERkSLdey8AnptP2UxXdb1IYq361LqSiFtchnX+bNzZsj+rSQ+o38F2bvd78P1MyLQUfI+I/Ok8a7uw7skeeNerZjOfkJLB/111iP+36hDR11MrKDsRERERERER+aONGjWqyKIpgFatWrF69WrreOfOnVy+fPmPTg0Ai8XCiy++aB0vWLAgX9EUwIQJE3j++eet41mzZhUac/78+dbj+Xr16sVHH31kUzQF0LRpU77++mscHBwAWLJkCaGhoTf1WkRERO50KpwSERGRW1vdutC4Me7B8WSkO1qnHRzSONu/LQA+v+d0nbmpwinDgGHvg6OL7fxvn8PON8oeV0TKXZ3qlVnzRHf6edfJt/bdkYsMWLCLjUGXKiAzEREREREREblVtGnThjp1st47ME2TsLCwP+W5O3fuJCIiAsjqYPX4448Xuve5556jatWqAAQGBhaYo2marFixwjp+6aWXsLMr+Ne8bdu2ZcyYMUBWAVdAQEBZX4ZVdpzRo0fTrFkznJ2dqVSpEjVq1MDHx4cHH3yQRYsWER4eXmiMCxcusHDhQh566CHatGlD9erVcXBwwM3NjU6dOjFjxgyCg4OLzWXnzp0YhoFhGEyaNAmAxMRE3n//fbp3706dOnVwdnambdu2zJkzh+jo6Hwx9uzZw/jx42nZsiVVqlShdu3aDBs2rEQdybKf3bRpUwAyMzMJCAhg8ODBNGzYECcnJzw8PBg7dixbtmwpNl5pRURE8Morr9CzZ0/q1auHo6Mj7u7udO3alRdffJGLFy+WKM6hQ4f429/+RseOHalZsyaVKlWiatWqNGrUiL59+/Lqq6+yd+9ea4czEZE7mQqnRERE5NbXpQtGJlgu17aZvuxXGYC2v+cc1/d73O8396wGHeHR/0KVWrbzgQvg4uGbiy0i5ap6ZQeWPNqZl4f54Ghv+78215LSmf7lQb757XwFZSciIiIiIiIiFS09PZ3r169bx9kFSn+0DRs2WK9Hjx6drzNUbq6urvTv3986Xr9+fb49hw4d4ty5c9b9BXWvym3s2LFFxiuNCxcu0LlzZyZMmMD69esJCwsjKSkJi8VCfHw8ISEhrF27lqlTp1oLtvJatGgRjRo14sknn2T16tUEBweTkJBARkYGMTExHDp0iA8++IC2bdvyj3/8g8zMzBLnd+rUKTp37szMmTP5+eefuXLlCklJSRw/fpw33niD9u3bc/r0aQAyMjKYPHkyvXr1YtWqVZw+fZqUlBSuXr3K999/T//+/Xn77bdL/Oy4uDjuu+8+JkyYwJYtW7h48SJpaWlcuHCBr7/+msGDB/PYY4+VS/GRaZq8/PLLtGrVylrUdPnyZdLT04mOjmb//v3MmzePFi1a8J///KfIOM899xx+fn588sknHD58mLi4OCwWC8nJyZw/f56dO3dai7NCQkJuOncRkVtdpYpOQERERKRYXbrAN99Q9ZQjFo+c6dQmcQC0zdVxKiwujEwzEzvjJurDG3aCxzfDsvshMSprzrTAhunwf36ESo5F3y8ifxrDMHisZzO6NXPj2bVHCL4Ub7M+65sg6teoTI8W7hWUoYiIiIiIiIhUlI8//pikpKwPXdapUwcfH59i7wkNDaV///4cPXqU2NhYqlevTsOGDenVqxfjx4+nZ8+excY4ePCg9bpXr17F7u/duzf//e9/gawiqaLi9ejRo9BuU7njZQsODiYtLQ1Hx9K/p5mZmcnIkSM5fDjrA6XVqlXD398fb29vnJ2dSUxMJCwsjAMHDhRZYBMdHY1pmlSuXJnu3bvTpk0bateujYODA1FRUezevZsDBw5gmiZvvvkmTk5OvPLKK8XmFxcXx/33309oaCje3t7cd999uLu7ExERwZo1a7h27RoXLlxg2LBhHDt2jCeffJKlS5dSvXp1hg8fjpeXF8nJyWzatMn6GmfPnk2PHj1K9H2bPHkyW7ZsoVq1aowcOZJWrVpx/fp1tm7dav2eLVu2DNM0WbZsWfFf8EKYpsmECRP48ssvAbCzs6NPnz506dKFWrVqERsbS2BgIHv37iU5OZlp06aRkZHBU089lS/WRx99xDvvvGMd9+zZk27duuHu7k5GRgZXrlzh6NGj7Nu3j9TU1DLnLCJyO1HhlIiIiNz6OncGoOHuy0T0y5l2cIvE4mBHu7BUME0wDFIsKVy8fhGPah6FBCuh2l4w/CNYNS5n7vIx2P0e/GXWzcUWkXLn06A6G/7Wk//8dJYPtoWSZsn6ZGJGpsm0lb/x9RM98KpXrYKzFBEREREREZE/UmZmJrGxsRw5coTly5ezfPly69q8efOK7PyU7eLFizbHnUVHRxMdHU1QUBCffvopgwYN4osvvqBu3bqFxsh95FzLli2LfWaLFi2s18ePH8+3nnuuJPFq165NjRo1iIuLIyMjg5MnT9KuXbti78tr586dHDhwAIDOnTuzefNm3NzcCtx79uzZQo+68/LyYuXKlYwaNarQrl87duxg7NixxMTEMHfuXCZNmmQ9Dq8w3377LYZhMH/+fJ555hmbgrKXX36ZHj16EBYWxokTJ3j00UcJCAigX79+rF69Gnf3nA/ZzZ07l2nTprFo0SJM02Tu3Lls3ry5yGdHREQQHh5Ot27dWLduHQ0aNLCuvfnmmyxevJhp06aRmZnJ8uXLGTlyJCNHjiwyZmEWLFhgLZry8/Nj5cqVeHt759u3ZcsWHnzwQeLi4pg5cyb9+/fHy8vLZk920ZSDgwObNm0qtHtZYmIia9euxdXVtUw5i4jcTlQ4JSIiIrc+Pz8AmuwOITTVGyenrA5T9vYZXOrVEo8fT1IvJp1It6xPTZ2NO3vzhVMAXv7gOw6CVufM7XoL6rUF76E3H19EypWDvR3T+7agqZsz07/M+SRmQkoGDy/6mWWPdcHXo2YFZigiIiIiIiJ3kk+eKLhI5G41fWG/4jf9AWbPns1bb71V6HqVKlVYuHAhEydOLDaWg4MD3bt3p3379tStWxeLxUJERATbtm0jPDwcyCpO6dKlCz///LNNsUy21NRUrl27Zh17eBT/PmWjRo2s15GRkfnWc8+VJF72vri4OOv9ZSmcyt39avbs2YUWTQF4enri6elZ4NqoUaOKfVa/fv1YvHgxo0ePxmKxsGTJEl5//fVi75sxYwbPPvtsvvn69eszd+5cJkyYAEBAQABNmzZlw4YNuLi42Ow1DIP33nuP1atXEx8fz9atW0lISKBatcI/hGeaJu7u7nz//fc2RVjZpkyZwvnz53n11VcBeO2118pUOBUbG2uN0aRJE7Zv306NGjUK3Dto0CBrkVZaWhrz589n8eLF1vXo6GjrkY+DBw8u8shHZ2dnJk2aVOp8RURuRzdxho2IiIjIn6RmTWjVCkeLhZTo+jZL5/pkfbKr7dmc4/rOxp4tv2f7vwnOtXPGpgXWToLT28vvGSJSrob61ucf99l+6i4mMY2H//Mzu0OvVlBWIiIiIiIiIvJnGzduHOHh4cUWTbm4uPDpp59y9epVdu3axYcffsgLL7zAP//5TxYvXszZs2dZsmQJzs7OAJw7d44HHnigwFgJCQk24+x7ipK7C1Pe+/POlSReSWKWhMVisV5nH3n4Rxo+fLj19f3000/F7nd0dGTOnDmFrg8davvh17///e/5iqayOTs707dvXyCrc1lQUFCxz585c2aBRVPZnn/+eapXrw5kFaEdPXq02Jh5LV++3Pr9e+GFFwotmso2YsQIa1ey7OMfs/3Z308RkduFOk6JiIjI7aFLFzh1Cofw6pDrg1zXvdIAaPt7Mtu6ZP1P49m4ciycqlrrxpF9DwNm1pwlDb76K0zcAI27ld+zRKTcTO3jyaW4FJbtDbPOJaZZmPT5r8wc2Ion7m2OvZ1RcQmKiIiIiIiISLkYOnSotXglPT2dqKgo9u3bxy+//MLq1av55ZdfePfddxk9enShMdzd3XnyyScLXbezs+Pxxx+nUaNG+Pv7k5mZyb59+9iwYQMjRoyw2ZucnGwzdnR0LPY1VK5c2XpdUEFL7pgliVeSmCXRvn176/VLL72Ej48PfjdOByirxMREjh49SmhoKPHx8aSkpGCapnXdwcEBgJMnTxYby8/Pr8jCpZo1a1KrVi1iYmKArI5MRWnevLn1uqDOX3kV10mratWq+Pv7s2bNGgD27t1b6s5f27fnfIB38ODBJbqnQ4cOhIaGEhUVRXh4OE2aNAGyjnCsV68ekZGR/Pjjj3zwwQc89dRT1q+5iMjdSoVTIiIicnvo3BkCAqh9KJXE7jnTRu2rWJwM2vyeq+NUeRZOAXjdB8M/hO/+b85cRjJ8+yQ89TNUKtmbFSLy5zEMg5eH+VDV0Z5Pd56xzmdkmsz/4SQ/nojiucFedGlaCzsVUImIiIiIiIjctnr37k3v3r3zzf/666+MHz+eM2fOMGbMGD7++GOmT59+U88aOHAgDz30EF9++SUAa9asyVc4VaVKFZtxWlqaTRFTQVJSUqzXuTtFFRQzLS2tRLkWF7MkBg4cSMeOHTl06BDh4eF07twZX19fBg4cSI8ePbjnnnsKPK6wIKGhobz00kts2LDBJrfCxMbGFruncePGxe5xcXGxFk4Vtz93N6rExMQi91auXBkvL69in+/r62stnCpJMVheR44csV5nF0CVxpUrV6z3GYbBrFmzmDlzJqZpMmPGDF5//XX8/f3p3bs33bp1w9fXFzs7HVolIncXFU6JiIjI7aFLFwCa/nKcA49Vp0qV6wAYdplc862Gz7HrGJkmpp3B2bizmKaJYZRjMUSniZCeDP97Pmcu5gzsXwTdb+4NFxH5YxiGwfP+3tRydmTuxhCbtQPh1xj3n59pWLMKE+5pwv/p3YxK9npTSEREREREREpu+sJ+FZ2CFKFr165s376dNm3akJiYyMyZMxk8eDAtWrS4qbgPPvigtXBq3759+darVatmM05MTCy2cCp3R6i89+edK66gp6QxS8LOzo5NmzbxyCOPsG3bNgCCgoIICgri3XffBcDb25tx48Yxffp0ateuXWCcH374gVGjRuXrxlWU1NTUYvcU93UFbN4jLm5/7r2ZmZlF7nV1dS1RgVHujljXrl0rdn9e0dHRpb4nt7x/v8yYMYPr168zb948UlJSiI6OJiAggICAACCrS9ewYcN44okn6NGjx009W0TkdqHCKREREbk9dOwI9vbUuRBOQuwAa+EUwOWuTWmzP4jGUWmE13MiIS2B6JRo3KsU3qa5TLpNg8vH4OAXOXM73wLfceBczs8SkXIzpbcnTd2cef6bIGISbT+VeSE2mbc2/3/27jyuqmr94/hnMysIIjjjbIriLM5mlmOaQ5aZ5ZjevLe6N7XJ262s1OqXDTbdMnPK1JtTkwMOmbOWmoaJ4BSgKMokIIIMZ//+QA8cGQUBqe/79eLF2mutvdYDmnEOz35WMIfC4/hwZFtcHO3LKEoRERERERERudXq1avHqFGjmDt3LmlpaSxatIiZM2cWa83siVcXLlzIMe7s7EzlypWtFZPOnj2Ll5dXvmuePXvW2q5evXqO8Ro1auQ6tzhrFlaNGjXYvHkze/fuZcWKFWzfvp3AwEAyMjIACA4O5rXXXuO9995j8eLFOY6vi4qK4uGHH7YmTXXp0oUJEybQoUMHateujZubG87Oztb59erVIzw8vMjx/tmkp6db2zNnzrT5XhVGw4YNc/S99NJLTJw4kWXLlrFlyxZ2795NQkICkFnpa8mSJSxZsoRx48Yxb948HByUUiAif276V05ERETKh4oVwc8Pu8BA7OIqQ82soZimmU9MtTp1hbAamS8cT186fesTpwDueQWOfgtXM19IcjUeNr0EA94BZ7f87xWRMtO7eXUC6tzJ86sC2RYSlWN8U9AFHlu0n8/H+OPmrJdJIiIiIiIiIn8WrVq1srazH3tWVIWpct+8eXP27NkDZB5R17p163znnzx50tr28/PLdb3rTpw4UeD+0dHRxMfHA2Bvb1+oI+UK0qVLF7p06QJAQkICe/bsISAggGXLlhEVFUViYiIjRozg0KFDNl/DkiVLrElkw4YNY+XKlflWaroe9+0uLi4Oi8VSYNWp6Ohoa9vT0/Om9/Hy8uLcuXMAjBs3jtq1a9/0GrmpUaMGU6dOZerUqVgsFn777Te2bt3KihUr+OWXXwBYtGgRtWrVYtasWbdkTxGR25XOohAREZHyw98fAPcztm9OJNfMrCAz4OesUs/7zu8rmRjcqkKP52z7flsOsxvB6omQGFky+4pIsVWr5MLCcR1YNL4Dg1rXwsXR9uXQnlMx9Ht/BysOnCE9I/9y7CIiIiIiIiJSPmSv2HO9SlJxZE9yyquSU7t27azt3bt3F7jmzp07re22bdvmu97evXsxTbPQ6zVv3vymqxQVxN3dnf6+jVZKAAAgAElEQVT9+zNnzhxOnz5Np06dAEhLS2PevHk2c/fty3qfdvLkyfkmGkVERJSbxKmUlBSOHz9e4LzAwEBruygJbM2aNbO2b0XiX27s7Oxo27YtzzzzDD///DOzZ8+2jn322WcFHlsoIlLeKXFKREREyo8OHQCoddi2WozhnoAJNA/NeuNjxfEVJKcnUyI6TQLPBrZ96SlwZCV8/6+S2VNEbgnDMOjZtBofjWzLtmfvpnE120pxEZeSeX5VIAM+3MmJC4llFKWIiIiIiIiI3Cr79++3tn18fIq93sqVK63t6wlDNxoyZIi1vWbNmnwTti5dusSWLVus1zcedQeZiVPXY4+NjeXHH3/MN8ZVq1blu96t5ObmxpQpU6zXISEhNuNxcXHWdpUqVfJdK/v3tjz45ptv8h1PTk4mICDAet21a9eb3qNPnz7W9vLly2/6/qKYOnUqrq6uQObft6ionNXbRUT+TJQ4JSIiIuXHtcSpRnsPkZ7uaO22d0gjrpEX7klXqJKQ+fRL/NV4fjj1Q8nE4eAM970Hhn3OsZObISmmZPYVkVuqhocLKyZ1oZWPR46x4xcuM+zTPew5GZ3LnSIiIiIiIiJSHhw9epQVK1ZYr/v27Vus9bZu3cqyZcus18OHD891Xs+ePalTpw4A4eHhLFq0KM8133nnHa5cuQJA9+7dadCgQY45hmEwatQo6/WMGTPyrDoVFBRkTUCyt7fn0Ucfzf+LusUqVKhgc+3l5WVtHzx4MM/7Ll68yJtvvllicZWE999/n9jY2DzHZ8+eTUJCAgBt2rShZcuWN73HY489Zk1iWr58OVu3bi30vQVVJstLRkaGTWWwG/9MRUT+bJQ4JSIiIuVHy5bg5IRb4iVSL9ueB/9H92Y4ZKRx129ZZYOXBC3BYpZQGeFG98ATe6Hrv8Clcla/aYGTW/K+T0RuK1VcnVj+t86M71YfJ3vbl0eJKemMWfALC3b9QZqO7hMRERERERG5LcyYMYPXX3+ds2fP5jtv3bp19O7dm9TUVCDzyLPBgwfnmBcWFkavXr3YsGGDzbF+2VksFhYvXsyQIUOsx5Z17Ngxz2pODg4OzJgxw3o9ZcqUXBNeli1bxltvvWW9zt6+0fPPP4+nZ+Z7ojt27ODpp5/OUckqLCyMBx98kLS0NADGjx9PkyZN8lyzIJMnT+bZZ5/l6NGjec6JiIhg5syZ1usePXrYjGe/njZtGqdOncqxxvHjx+nVqxcXL17EMIwix1uaDMMgKiqK++67j8jIyBzjCxcu5PXXX7dev/zyy0Xap2rVqkyfPh3ITGgaPHgwCxYsyLeK2a+//sqTTz7JCy+8YNO/Y8cOBgwYwLp166z/XdwoPT2dF198kcTEzErsrVu3xt3dvUixi4iUFw5lHYCIiIhIoTk5QevWsH8/9rGVoPJF61BUs8wXb12DXfnmzqsAhCaEsvPsTu6qc1fJxFO1KfSdAfZOsPOdrP7jAdB6RMnsKSK3nKuzA9MH+TGhewP+LyCEH347Zx1Lt5i8vjaIL/eGMqVPE/r51cDFMZdqcyIiIiIiIiJSKmJiYvjggw949dVXad26NW3atMHHxwc3NzeSk5MJDQ1l586dnD592nqPt7c3y5cvx8nJKcd6pmmydetWtm7dSpUqVejcuTPNmjXD09MTi8XCmTNn2Lx5M6GhodZ7fHx8WL16db5JPmPGjGH9+vWsWLGCxMREevfuTb9+/ejYsSPp6ens2LGDXbt2WedPmzaNbt265bmep6cnCxcu5IEHHiAjI4OPPvqI9evXM2TIEDw9PQkJCWHNmjXW6lXNmzfn7bffvplvbQ6XLl1i8eLFvPvuuzRq1IiOHTvSoEEDKlWqRGxsLMHBwQQEBFgTtRo1asTEiRNzfB9mzZrFuXPnOH/+PM2bN2fo0KH4+vpimiaHDh1i48aNpKWlMWbMGLZv305YWFix4i4NdevWpX379qxZs4amTZsydOhQmjRpwuXLl9myZQsHDhywzh01ahTDhg0r8l7PPfccwcHBLFiwgKSkJCZMmMD06dPp3bs39evXx8nJifj4eE6cOMH+/fs5c+YMAE8++aTNOhaLhQ0bNrBhwwY8PDzo1KkTfn5+eHt7c/XqVSIiIli3bp01EcwwDN54440ixy0iUl4ocUpERETKlw4dYP9+3MMNrjbM6k6umfmETKOLttO/DPqy5BKnrmvS3zZx6uSPkJEG9o553yMitx0fz4p8+HAb/Gq589aGYJux0JgrPP2/w1RydqCvXw3+1qMBvjX0tJ2IiIiIiIhIabt+hJhpmhw+fJjDhw/nO7937958+umnNG7cuMC1Y2NjWb9+PevXr89zzn333ccXX3xB9erV813LMAy+/PJLXF1dWbhwIaZpEhAQQEBAgM08e3t7pk2bZlO1KS9Dhgxh+fLlTJo0ibi4OE6dOsV7772XY17Xrl35+uuvrRWqiip7otmpU6dyrRZ1XYcOHVi1ahVubm42/W5ubnz33XcMHDiQixcvkpqaanN84nUjR45k7ty5+Pr6Fivm0rRgwQISEhLYsmULX375Za5zRo8ezYIFC4q91/z582nVqhWvvPIKCQkJnD17Nt8jIJ2dnXNUG3N0zHq/Oj4+nk2bNrFp06Zc769cuTKffvopAwYMKHbsIiK3OyVOiYiISPnSoQMAtQ9f4HTPrG7DPZ5UBweqxERjZ3HDYpf5tNcvkb9wLOYYzbyalVxMtdtBRW+4Ep15fTUezvwM9buX3J4iUiIMw+DvdzWijmdFnlv1G1dSbcueJ15NZ/WvZ/nht3O8fF8zRnWuV25KyIuIiIiIiIj8Gbz99tsMHTqUbdu2sX//fo4fP8758+dJSkrCxcWFypUr07RpUzp27Mjw4cNp3759vuvVrVuXffv2WT+OHz9OVFQU0dHRWCwWKleuTKNGjejatSujRo2idevWhY7V2dmZBQsWMH78eBYuXMjOnTs5d+4c9vb2+Pj40Lt3byZMmHBTaw4fPpw777yTefPm8f333/PHH3+QmJhI9erVadOmDSNHjmTEiBHWBLPi+Oyzzxg7dixbt25l3759hISEcOHCBa5cuULFihXx8fGhffv2DB8+nMGDB+f5Hom/vz9Hjhxhzpw5rF271pqAVb16dTp27MiYMWPKZYKOh4cHGzduZMmSJXz11VccPXqUmJgYvL296dy5M48//jj9+vW7Zfs9/fTTjB07lsWLF7NlyxYCAwOJjo4mLS2NSpUqUb9+fVq1akWvXr0YOHBgjsS5bt26ERYWRkBAALt37yYwMJDw8HASEhKwt7fHy8sLPz8/+vXrx7hx4/Dy8rplsYuI3M4M0zTLOgYpp/z9/c3sZSZFRERKxdGj0KIFydVd2bMs66mujAx7Gj5pR4NTp3jl42F8XzHIOjao4SDeuLOESwp/8w/4bVnWddd/Qt+CnxITkdvXhYQUPvjxBF/vP0OGJffXTb2bVadDfU9qe1bgzjuq4lFBleZERERERETKs2PHjtGsWQk+gCci5dr15LB69erZHN8oIiK3h7x+ljMM46Bpmv653VP8VGMRERGR0uTrC66uuFxIwpLqbO22t88gtKMv9pZ0Bgf52Nyy4Y8NXEi6ULJxNbnhyaHjG0t2PxEpcdXdXXjj/pZsmtKDcV3r4+3mnGPOlmMXeHNDME8tO8S9c3YQGZ9SBpGKiIiIiIiIiIiIiEhRKHFKREREyhd7e2jXDgOwj3O3GYrydQPA4/dI6rnXs/anm+n8L+R/JRtXo3vALtspyNHHISqkZPcUkVLRqKobrw72Y9+/72HOiDa4OtnnOu9cfArPrvwNSx7VqURERERERERERERE5PaixCkREREpfzp0AKDSGcOm+0qNZFKcnKjwx3FGNxttM7YiZAVX0q6UXEwu7lCvm23f8pGQcL7k9hSRUuVgb8fQtrX5/p/daVq9Uq5zdp2MZsHuP0o5MhERERERERERERERKQolTomIiEj5cy1xyjsozqa7gms8J5o2o17YAQYeysDD2cM6lpCawNrTa0s2rpbDba9jT8HiQZAYWbL7ikipalTVjbX/6s78sf5Mu9eXlrU9bMbfDgjhyNn4MopOREREREREREREREQKS4lTIiIiUv5cS5zy+P2cTbebWxxHOt8NgPMTTzG6+kCb8R9O/VCycbV5BHzvs+2LOQFrHi/ZfUWk1Dna29GrWXX+flcj5o5uj7tL1lGdqRkWHvhsD//ddpL0DEsZRikiIiIiIiIiIiIiIvlR4pSIiIiUPw0bQsuWuJ1Isul2db3EhcYW0pwr4HgpjlFzD9iMH446THhCeMnFZWcPDy6EpgNs+//YDucOl9y+IlKmalWuwKz7W9r0paZbeDsghKH/3U3QuYQyikxERERERERERERERPKjxCkREREpfwwDnn8epwQLnr+m2gxVrR3M0XtGAFBxxTf0z7jDZrzEj+tzcILhi8Cno23//nklu6+IlKlBrWsxrmv9HP2/RyQw+ONdvLcphKvpGaUfmIiIiIiIiIiI3DKmaWKaJqGhoWUdioiI3CJKnBIREZHy6dFHYdAgfL6NtemuVi2U4LbNMe2dMEyT0SFuNuM/nPoB0zRLNjYHZ+g+2bbvyCq4Epv7fBH5U5g+qDlzRrTBs6KjTX+6xeTDrScZ8vFugiNVfUpERERERERERERE5HahxCkREREpnwwD5s3D+6Qr9nGGtdvePp2kuoe53KwnAM2ORuNk52QdP3v5LIejSuHYvCb9waNO1nV6ChxeVvL7ikiZMQyDoW1rs3nqXQxsVTPHeHBkIoM/2s3c7adIz7CUQYQiIiIiIiIiIiIiIpJdqSROGYbhYhjGXYZhjDAMo49hGG4F3yUiIiJSgOrVsXvnPep8b1vJqWqtY5xq1RkAhz376Fm7h834D6d+KPnY7OzBf7xt3/4vwKJkCZE/O283Zz55pB1zR7enaiVnm7HUDAtvbgjm/v/u4ei5+DKKUEREREREREREREREoBiJU4Zh9DcMY4BhGPcahmHkM28ScA7YCiwDAoALhmHMNAzDvqj7i4iIiAAwcCC11ydiZstHcnWN54+WaZiGHUZcHA9ntLS5JeCPABJSS+G4rLZjwD6r2hVxf8Cx70t+XxG5LfTzq8GWKXcxtE2tHGNHIuIZ/PFu5mw5ToalhI8PFRERERERERERERGRXBUpccowjPbAeuAH4AXTNHN9p/9a0tSnQGUge3JVBeDfwIKi7C8iIiJi5emJS63mVAi0/bEmpfYRrtZsBkC7kMtUcaliHUtMS2RJ0JKSj82tKjQfatu3djLER5T83iJyW/Co6Mich9vy0ci2eFRwtBnLsJjM2XKCMQt+JirxahlFKCIiIiIiIiIiIiLy11XUilMDsrXn5zbBMAxP4O1rl9cTqwyyEqgMYJRhGMOKGIOIiIhIph49aPjtBZsuD+8/CG3dDQC7Hbt4tNmjNuNLgpZwKeVSycfW7V+QvchmchysngAZ6SW/t4jcNga1rsXmqT0Y2LJmjrHdJ2MY8OFONh6NLIPIRERERERERERERET+uoqaONUhW3tDHnMmAJXITJpKAf4GVAHqAv+7Nscgs/KUiIiISNH16EG1ny9jSctKUHJ2TuZERzcAzC0/8qjvI3g6e1rHk9KSWHh0YcnHVqMl9HrZti98LwRMA0tGye8vIreNapVc+OTRdswb44+3m5PNWFTiVSYtOcgTSw9yJvZKGUUoIiIiIiIiIiIiIvLXUtTEqcbXPp83TTM6jzkPZWu/aZrmfNM0L5mmeRYYDRy7NtbOMIw6RYxDREREBO68E/tUE5cgB5vupAanyajggV1cLKFLDzLe7zGb8eXByzl/+XzJx9f1aWjUy7Zv/zxY9lBmBSoR+Uvp07w66/51J50aVMkxtv5IJD1m/8T4hb+w91RMGUQnIiIiIiIiIiIiIvLXUdTEqZpkVpIKy23QMAwPoN21SxOYl33cNM0MYEm2rnaIiIiIFFWNGnDHHdRfb5sEVanqKSJa3gmA32M9abPBDe8K3tbx5PRkRq4byYHIAyUbn50d3D8X3GrY9p/cAp/fDdEnS3Z/EbntVHd3YenETvzrnsY42Bk2Y6YJP4VEMXLePpb9HF5GEYqIiIiIiIiIiIiI/PkVNXHK9drny3mMd7m2tgkcNE3zQi5zArO16xYxDhEREZFMPXpQc1c8loysH29cXJI4dlfWjxltXxjO69ua29wWkxLDxE0TWX96fcnG51YVHvkfuFaz7Y/7Axb0hYiDJbu/iNx2HOztmNq3Kd8/1Z2WtT1ynfPq90f5PSK+lCMTEREREREREREREflrKGriVMa1zy55jHfN1t6Wx5xL2dpuRYxDREREJFOPHjikmDiedLXpjmp+jvA2d1mvu86dx0PJ/WzmZJgZvL7vdeKvlnByQq22MGk7+HSw7b8SA4vug9PbSnZ/EbktNa/lzjdPdOXtB1vRora7zVhqhoWnlv3K5avpZRSdiIiIiIiIiIiIiMifV1ETpy4BBlAvj/F7srV35zGnYra2fgsgIiIixdOjBwD11p+z6a5R5wjbJ1ciqGM3AOwtaQxYfZVJLSfZzEtKS2Lv+b0lH6d7LRi3Dlo/YtufdgXWTILUKyUfg4jcdhzs7XjIvw4/PNWd9x5qbTMWGnOFJ5b+yplY/fsgIiIiIiIiIiIiInIrFTVxKvja5zqGYdyRfcAwDB+g87VLE9iZxxrVs7XjihiHiIiISKZ69aBpU3x+isFMN6zdhmFSq04QJ168SmS9zGP7vEN+YXSdxxjdfLTNErsj8sr3vsUcnGHof6H7VNv+y5EQtqd0YhCR25JhGAxr58PIjranme84HsU9725j+ne/E5V4tYyiExERERERERERERH5cylq4tS2bO13DcNwADAMwwDevrauCfxsmmZeSVFtsrVDixiHiIiISCbDgOefxzHJQtOPonIMu1WK5dd/tQCg1vlAok7F0NOnp82c3RG7MU2zNKLNjLf3dGg90rb/j22ls7+I3NamD2pO0+qVbPrSMkwW7w2jx9s/MXtjMPHJaWUUnYiIiIiIiIiIiIjIn0NRE6cWA6nX2gOBYMMwlgFHgBHZ5n2ezxp3ZWsfKWIcIiIiIlnGj4cZM6izNoHWz5/HvFzRZthsHAmAY3oKSd+up221tlR0yJoTlRzF8bjjpRoyTfrZXp/eXrr7i8htycXRni/G+uNbo1KOseS0DD756RR3v7ONpT+HkWEppYRPEREREREREREREZE/mSIlTpmmGQrMAq6fg9OAzISpZtmmHQS+zO1+wzAaAP5kVqUKNU3zQlHiEBEREbFhGPDSS3DmDN4Hk+nwZCQWS9axfS5ulwjv1hwAx+0/4WjvSKeanWyW2BmR1ynDJaR+D9vryCOQFFO6MYjIbalOlYqs+9edvDO8NbUrV8gxHpuUyn+++Z1BH+0iODKhDCIUEREREREREZHiGDduHIZhYBgG27ZtK+twRET+kopacQrTNGcArwBpZCZQZf/YAww28z7r5h/Z2puLGoOIiIhIrnx84D//weNsNCkxtWyGTg2pDYBn6O+YGRl0r93dZnx3xO5SCxMAVy+o0SpbhwmhO0o3BhG5bdnbGTzY3oetz97Fa4P98HZzzjEn6HwCQz/ZzbeHIsogQhEREREREZHS9+qrr1qTTQrz4e3tXei1r169yrx58+jbty8+Pj44OztTs2ZNevTowZw5c0hIuPmHl3bt2sXEiRNp0qQJbm5ueHh44Ofnx+TJkwkMDLzp9SIjI5k1axadOnWiWrVquLi4UK9ePYYMGcL//vc/LBbLTa8pIiLyV1XkxCkA0zRnAnWA0cCLwBSgu2ma3U3TjMznVicyj/v7ElhYnBhEREREctWrFwAVA22PubraNBoTqHbxODEbf6Jb7W4244cvHuZy6uXSijJTw7tsr3Vcn4jcwNnBnrFd67Pj+Z5M7dOECo72NuMpaRYmf32YV777nZS0jDKKUkRERERERKR8+/3332nfvj2PP/44mzdvJiIigtTUVCIjI9m5cydTpkyhZcuW7Nq1q1Drpaam8re//Y0777yT+fPnc+LECZKSkkhISCAoKIgPPviA9u3bM3369ELHuHr1avz8/HjppZf45ZdfiIqK4urVq4SHh/P9998zcuRIevbsSUSEHrASEREpDIfiLmCaZhSw9CbvmVzcfUVERETy1aULuLhwx5pgQu62w84u8ykrR7d4YtvXw+tgGPELvqbRgHk08GjAH/F/AJBuprPv/D561+tderE26Al7Psq6/kOJUyKSu4pODvyr1x082N6HN9YfY23geZvxL/eGsedUDO8/1IaWPh5lFKWIiIiIiIhI6RkxYgT+/v75zqlYsWKB64SGhtKnTx8iIzNrQ1SuXJkHHniA+vXrc/78edasWUNkZCTh4eEMGDCA7du307Zt2zzXM02TcePGsXz5cgAMw6Bv37507NiR9PR0tm/fzp49e0hPT+f1118nIyODmTNn5hvjunXrGDFiBBkZmQ9NNWzYkCFDhuDp6UlISAhr1qwhOTmZnTt30r9/f3bu3EnlypUL/NpFRET+yoqdOCUiIiJyW3JxgW7dqPPjj+yPvZPK3llPWJ0Y1givg2HYHTqMJSWF7rW7WxOnAHZF7CrdxKl6XcDOESxpmdexp+HSGahcp/RiEJFypVblCnz8SDt63HGGl777ndT0rBL8Jy9e5v7/7ua5fk15vEdDDMMow0hFRERERERESlb//v0ZN25csdeZMGGCNWmqW7dufPfdd3h5eVnH33nnHR555BG+/fZbEhMTGTVqFIGBgdjb2+e63ldffWVNmnJzc+Obb76hd+/eOeaMGzeOjIwMZs2axcCBA+nSpUuu6126dIkxY8ZYk6aeeOIJPvzwQ5v9Q0ND6d+/PyEhIfz++++88MILzJ07t+jfFBERkb+AYh3VJyIiInJbu+ceDMAhxNumO7FlLCbgEXuey9u20a2W7XF9+yP3l16MAE6u4NPBtk9Vp0SkEB7qUIfVf+9KnSoVbPrTLSZvbghm0pKDJKSklVF0IiIiIiIiIuXD5s2b2bp1KwBVqlRh9erVNklTABUqVGDp0qU0btwYgKCgIBYvXpzrehkZGbz00kvW6/feey9H0hTAqFGjeP75563XL7zwQp4xzp49m9jYWAC6d+/ORx99lCNpq379+qxatQpHR0cA6/GAIiIikrdbmjhlGEZjwzAeNgzjn4ZhvGQYxiu3cn0RERGRm9KrFwB1A85gsWT92GPnmkCiby2qXIrg8rLltK3WFge7rEKc4YnhRCZFlm6sDXvaXv+6BEyzdGMQkXKppY8HG57uwQj/nFXqNgVdYMjHuwmLSSqDyERERERERETKhy+//NLanjRpEtWrV891XsWKFXn22WdzvS+7bdu2ER4eDkCdOnV47LHH8tz7ueeesx4luHPnTkJDQ3PMMU2TJUuWWK9ffvll7Oxy/zVvixYteOCBB4DMBK6lS5fmuXdhXV9n2LBhNGjQAFdXVxwcHPDw8KB58+Y89NBDzJs3j7CwsDzXiIiI4LPPPuPhhx/Gz88Pd3d3HB0d8fLyol27dkyePJmgoKACY9m2bRuGYWAYhrXSWFJSEnPmzKFLly5Uq1YNV1dXWrRowYsvvkhMTEyONXbv3s0jjzzCHXfcQYUKFahatSqDBg2yJs/l5/re9evXB8BisbB06VL69etH7dq1cXZ2xsfHh+HDh7Np06YC17tZ4eHhvPrqq3Tr1o0aNWrg5OSEt7c3HTt25KWXXuLcuXOFWufQoUM89dRTtG3blsqVK+Pg4EDFihWpU6cOd999N6+99hp79uyxVjgTEfkzK3bilGEYFQzDeMYwjFAgBFgKzAFeA6bncc9XhmFsNQzjR8MwahQ3BhEREZFctW8P7u40PXSU+Eu2b3aED/QFwG7zZpyTUmnp3dJmvNSrTjXpa3t9Zh8EfVu6MYhIueXm7MD/PdiKz0e3x6OCo83YH9FJPPDpHo6cjS+j6ERERERERERuXxaLhR9++MF6/dBDD+U7/8EHH8QwDCAz0Sk6OjrHnO+++87aHjZsWJ7H+QF4enrS69oDoADffPNNjjmHDh3izJkz1vm5Va/Kbvjw4fmudzMiIiLw9/dn1KhRfPPNN4SGhnLlyhUyMjJISEjg2LFjrFy5kscff9yasHWjefPmUadOHf7xj3/w9ddfExQURGJiIunp6cTGxnLo0CE++OADWrRowb///W8sFkuh4zt+/Dj+/v5MmTKFffv2ERUVxZUrVzh69ChvvvkmrVu35uTJkwCkp6czYcIEunfvzvLlyzl58iQpKSlER0ezdu1aevXqxdtvv13ovePj47n33nsZNWoUmzZt4ty5c6SmphIREcGqVavo168f48ePvyXJR6ZpMn36dJo0aWJNarpw4QJpaWnExMSwf/9+Zs2aRePGjfn888/zXee5556jffv2fPLJJxw+fJj4+HgyMjJITk7m7NmzbNu2zZqcdezYsWLHLiJyu3MoeEreDMNoAawEmlzvumFKXmUSjgCPXBsfBbxTnDhEREREcuXgAP36UXHlSjLOeUOV89ahyDbQAqgUn0jCpk10uKMDhy4eso7/EvkLgxoNKr1Ya7WFO/rBiY1ZfZtegSb3gqNL6cUhIuVaX78aNKvpzhNLf+VIRFaiVPTlVB7+fC8fP9KOu32rlWGEIiIiIiIiIrfWvHnzePfddwkNDSUtLQ0vLy98fX3p1asXEyZMyLN61HWnT58mPj7zNXSlSpVo1apVvvO9vLxo1qwZQUFBWCwWAgMDueeee2zm/Prrr9Z29+7dC/wa7rzzTmvy1qFDh3KMZ1+va9eueVabyr7edUFBQaSmpuLk5FRgHDeyWCwMHTqUw4cPA5nfn/79++Pr64urqytJSUmEhoZy4MCBfBNsYmJiME0TFxcXunTpgp+fHyoSVdgAACAASURBVFWrVsXR0ZGLFy+ya9cuDhw4gGmavPXWWzg7O/Pqq68WGF98fDz33XcfJ06cwNfXl3vvvRdvb2/Cw8NZsWIFcXFxREREMGjQIH7//Xf+8Y9/sGDBAtzd3Rk8eDBNmzYlOTmZ9evXW7/GadOm0bVr10L9uU2YMIFNmzZRqVIlhg4dSpMmTbh8+TKbN2+2/pktWrQI0zRZtGhRwd/wPJimyahRo1i2bBkAdnZ29OjRgw4dOlClShUuXbrEzp072bNnD8nJyUyaNIn09HSeeOKJHGt99NFHvPNO1q/mu3XrRqdOnfD29iY9PZ2oqCiOHDnC3r17uXr1apFjFhEpT4qcOGUYRmNgK+BFVsJUChAM1AM887l9ITDr2n1DUeKUiIiIlJSRI2HlSmrtjiO1RVa3WS2CtEqVcU28RPySr+j4+X/4PDDrSZxSrzgF0HcmnPoRLOmZ1/HhsPdj6PFs/veJiGRTp0pFVv69C9NWB/Lt4azy7EmpGYxftJ8nejZiap8mONjf0pPbRURERERERMrEnj17bK7PnTvHuXPn2Lp1KzNmzGD69Om88MIL1ipRNzp69Ki13ahRowKTkgAaN25sPVbu6NGjORKnsh85d8cddxRqvdziya2vMOtVrVoVDw8P4uPjSU9PJyQkhJYtWxZ43422bdvGgQMHAPD39ycgIAAvL69c554+fTrPo+6aNm3KV199xf333289lvBGW7duZfjw4cTGxjJz5kzGjRtnPQ4vL99++y2GYTB79mymTp1q82c3ffp0unbtSmhoKMHBwYwdO5alS5dyzz338PXXX+Pt7W2dO3PmTCZNmsS8efMwTZOZM2cSEBCQ797h4eGEhYXRqVMn1qxZQ61ataxjb731Fl988QWTJk3CYrGwePFihg4dytChQ/NdMy/vvfeeNWmqffv2fPXVV/j6+uaYt2nTJh566CHi4+OZMmUKvXr1omnTpjZzridNOTo6sn79+jyrlyUlJbFy5Uo8PfP7lb+IyJ9DcSpOLQe8yawadQF4DlhhmmaqYRgbgH553Wia5kXDMPYA3YEOhmG4mqaZVIxYRERERHJ3773g4UGLjYfZN94HJ6cUAOwc0gi/twONVmzGce8e/NKr42jnSJolDYCIyxFEXI6gtlvt0ou1ahPo8Df4+dOsvp/eADt76Po0FOJNGxERABdHe957qA3V3V2Yu+O0zdh/t53i5z9ieXWQHy19PMooQhERERERkfLv3RH3lXUIt5Vnvl5b6ntWq1aN7t2707RpU9zd3UlMTOTIkSNs2bKF5ORkUlJS+Pe//82JEyeYP39+rmtERkZa2z4+PoXat06dOrneD3D16lXi4uJuas381itqjD4+PtZKWpGRkUVKnMpe/WratGl5Jk0BNGzYkIYNG+Y6dv/99xe41z333MMXX3zBsGHDyMjIYP78+cyYMaPA+yZPnsyzz+Z88LRmzZrMnDmTUaNGAbB06VLq16/Pd999h5ubm81cwzB4//33+frrr0lISGDz5s0kJiZSqVKlPPc1TRNvb2/Wrl1rk4R13cSJEzl79iyvvfYaAK+//nqREqcuXbpkXaNevXr8+OOPeHjk/n5O3759rUlaqampzJ49my+++MI6HhMTYz3ysV+/fvke+ejq6sq4ceNuOl4RkfKoSL99MwxjKNCezKSpc0AH0zS/Mk0z9SaW2X3tswNw8/+nFhERESkMFxcYNgzP+ARSLtqW5Q7tlvkC2S0phasBm2lV1bYM9y/nfym1MK3ueh4qZHuKx8yALa/CsuFwJbb04xGRcsvOzuDfA5rx8n3NsbvhodqDYXEM+ngXTyw9yEc/nmDpz2GcvJhYNoGKiIiIiIiI3KTOnTuzdetWzp8/z+rVq3njjTeYNm0as2bN4vvvvycsLIxHHnnEOn/BggV8/vnnua6VmJj1etjV1bVQ+2evmpT9/tyuC7NmfuuVRIyFlZGRYW1fuXKlSGvcjMGDB1u/vh07dhQ438nJiRdffDHP8YEDB9pcP/PMMzmSpq5zdXXl7rvvBrAewViQKVOm5Jo0dd3zzz+Pu7s7kJmEduTIkQLXvNHixYutf37/+c9/8kyaum7IkCHWqmTXj3+8rrT/PEVEyouili0Ylq39pGmaZ4uwRvb/MzQpYhwiIiIiBbv2Jonn4XSb7uQ6kVgcK1AhJYnUefPpWKOjzXiZHNdXsQrcOztn/8kt8HlPuJCzVLeISH4mdG/Asr91plol5xxj649E8u7m4/znm9/pP2cnP/x2LpcVRERERERERG4v/fv35+67787zWL2qVauydOlSRo8ebe2bPn06V69ezTE3OTnZ2nZycirU/i4uLtb2jQko2dcr7Jr5rVcSMRZW69atre2XX36ZgwcPFmmd7JKSkti3bx9Llizhk08+4d133+Wdd97hnXfe4f3338fR0RGAkJCQAtdq3759volLlStXpkqVKtbrvn375rteo0aNrO3cKn/dqKBKWhUrVqR///7W6xuPlSyMH3/80dru1y/PA59stGnTBoCLFy8SFhZm7a9atSo1atQA4KeffuKDDz4gLS3tpmMSEfmzKWriVOdrn2NN0/y+iGtEZWvnXddRREREpLjuvhuqV6fZN7/bdLu4X+RC+y4AeB86TPdzFW3G91/Yj2mapRamVavhMPJ/tpWnAC6FwRd94Fjplz0XkfKtc0Mv1j99J3c3rZrnnHSLydQVh9lzMroUIxMREREREREpOXPmzLFWGIqMjMy1ilGFChWs7dTUwh2uk5KSYm1nr+x043qFXTO/9UoixsLq06cPbdu2BSAsLAx/f39at27Ns88+y5o1azh3rvAPYJ04cYKHH34Yb29vunTpwpgxY3jqqad49tlnee6556wfly5dArB+zk/dunULnJO9wlRB87PPTUpKyneui4sLTZs2LXD/Vq2yTjkoTDLYjX777Tdru169ehiGUeDHypUrrfdERWX9St4wDF544QUg86jByZMnU7NmTUaNGsXcuXM5fPgwFovlpmMUESnvHIp4X3Uyj+kLLsbe2f9vUyHPWSIiIiLFZW8PI0ZQ/cMPOZhQH2f3eAAMwyRoUBNq7NuKY/pVmj39Bm4vunHZLvMpm8ikSOb/Pp+JLSeWfsxN74W/74JVj8GZn7P605Jg5Th4/CeoodOORaTwvN2cWTCuAztORPPm+mMER+Ys05+WYfL4koM807cJdTwr0rpOZarmUqlKRERERERE4Jmv9XDb7a5KlSr07t2bb7/9FoC9e/fSp08fmzmVKlWytgtKlrkuewWn7Pfndp2UlGRT/elm1yuJGAvLzs6O9evXM3r0aLZs2QJAYGAggYGBvPvuuwD4+voyYsQInnzySapWzf2BrY0bN3L//ffnqMaVn9yqg92ooO8rZCYLFXZ+9rkFJRB5enrmWfEsu+wVseLi4gqcf6OYmJibvie7G/++TJ48mcuXLzNr1ixSUlKIiYlh6dKlLF26FMis0jVo0CD+/ve/07Vr12LtLSJSXhQ1cer6fcWp3Zf9ANb4YqwjIiIiUrDRo+HDD3EJccTskNWd0CSIK40643pqH44nT/DWdy15KluF5Q9+/QB3J3ceavpQ6cfs4QNj10LAC3BgQVa/JQ3WPQPjA6AQL85FRK4zDIO7mlSle2NvdpyIIiQykbNxV/hqX7h1zuWr6bz2QxAAzg52fDSyLX39apRVyCIiIiIiIiLF0rhxY2v7woULOcavH10GcPbs2UKtmX1e9erVbcacnZ2pXLmytWLS2bNn8fLK//Cd/NYriRhvRo0aNdi8eTN79+5lxYoVbN++ncDAQDIyMgAIDg7mtdde47333mPx4sU5jq+Liori4YcftiZNdenShQkTJtChQwdq166Nm5sbzs5ZD23Vq1eP8PBwJFN6erq1PXPmTJvvVWE0bNgwR99LL73ExIkTWbZsGVu2bGH37t0kJCQAmZW+lixZwpIlSxg3bhzz5s3DwaGoKQUiIuVDUf+ViwLqArWKsXezbG2dBSEiIiIly98f7r+fJmu2EdIh6wg89ypn+fXhh+g+ax8GcNd3R+jXuAkbWzpZ58zcN5O67nXpXLNzLguXMAcnuO99qOoLG57P6j/zMxxeCu1Gl35MIlLu2dsZ3N20Gnc3rQZAHc+KvLkhZ0Hhq+kWnlp+iEXjO9C1kXeOcREREREREZHbXfYqQrlp3ry5tX369GksFkuBlYROnjxpbfv5+eW65p49e4DMI+pat25d7PWuO3HiRL5rAURHRxMfn1m3wt7evlBHyhWkS5cudOnSBYCEhAT27NlDQEAAy5YtIyoqisTEREaMGMGhQ4dsvoYlS5ZYk8iGDRvGypUr8/3+Xo/7dhcXF1eovyvR0Vm/Bvf09MxnZu68vLysRyKOGzeO2rVr3/QaualRowZTp05l6tSpWCwWfvvtN7Zu3cqKFSv45ZdfAFi0aBG1atVi1qxZt2RPEZHbVVFLFFz/P/IdhmEU9dHjAdnaB4q4hoiIiEjhzZ1L7XOupJ93t+mObbOHK03usl6/ueACtROy3lAxMVn0+6LSijJ3nSZBk3tt+za/AldiyyYeEflTebxHQyZ2b5DrWGq6hce/PEjA75EkphSn6LCIiIiIiIhI6cuelJRb5aVGjRrh4ZF5UE5CQgJHjhzJd73Y2FiCgjIrNdvZ2eWaFNWuXTtre/fu3QXGuHPnTmu7bdu2+a63d+9eTNMs9HrNmze/6SpFBXF3d6d///7MmTOH06dP06lTJwDS0tKYN2+ezdx9+/ZZ25MnT8430SgiIqLcJE6lpKRw/PjxAucFBgZa20VJYGvWLKsWyW+//XbT9xeGnZ0dbdu25ZlnnuHnn39m9uzZ1rHPPvuswGMLRUTKu6ImTm3M1n76Zm82DKMTcA9gAuGmaZ4qYhwiIiIihVe1KsaKFTSZb1uS263KWQIf7klGxcoAOMbFs+xrR8j2BsSR6CMFviFR4u79P3CokHWdHAtfDobogp8yExHJj2EY/GdgMxaN78DTve5gSBvb4sKXr6bz968O0uq1TTz02V5+O3OpjCIVERERERERKby4uDi2bNlivb6e4JOdnZ0d9913n/V65cqV+a65evVq6/uE3bt3x9s7Z4XmIUOGWNtr1qyxHmuXm0uXLtnEeONRd5CZOOXj4wNkJm79+OOP+ca4atWqfNe7ldzc3JgyZYr1OiQkxGY8Li7O2q5SpUq+axX0vb/dfPPNN/mOJycnExAQYL3u2rXrTe/Rp08fa3v58uU3fX9RTJ06FVdXVyDz71tUVFSp7CsiUlaKmji1DEi+1n7GMIx+hb3RMAwfIPu/6p8UMQYRERGRm9elCw2GTiP1vIdN98U2m9j8t5dJqJJZTLPK7l/p8kdWolRCagIRlyNKNdQcPOvBXc/Z9kUegbk94HDpvGgWkT8vwzDo2bQaU/o04YOH2/Lve31zzDFN+CU0lmGf7mH2xmAuX00vg0hFRERERERECueZZ54hMTERgKpVq3LXXXflOm/06NHW9meffcbFixdznZecnGxTjWfMmDG5zuvZsyd16tQBIDw8nEWLFuUZ4zvvvMOVK1eAzESsBg1yVoQ2DINRo0ZZr2fMmJHnQ55BQUHWBCR7e3seffTRPPcuCRUqVLC59vLysrYPHjyY530XL17kzTffLLG4SsL7779PbGzeJwLMnj2bhIQEANq0aUPLli1veo/HHnvMmsS0fPlytm7dWuh7i/ogcEZGhk1lsBv/TEVE/myKlDhlmuY5YA5gAA7Ad4ZhTDcMI8+DWQ3DcDYMYwKwH6hHZrWps8B/ixKDiIiISJH98580+tX2LHg3jwskdPuO/z75OOd86gEw6mfbI6mOxR4rtRDz1OWfULONbV/aFfj270qeEpFbatJdjfhHz0a5jmVYTD756RQtpm/kzre3MvXrw1xMTCnlCEVEREREROSvaPbs2UydOjXfY9JiYmIYO3YsCxcutPa9+uqruLi45Dq/X79+9OzZ03rvAw88kCMhJjk5mVGjRnHiRGb1d19fX8aOHZvreg4ODsyYMcN6PWXKlFwTXpYtW8Zbb71lvc7evtHzzz+Pp2fmr2J37NjB008/naOSVVhYGA8++CBpaZnva44fP54mTZrkuWZBJk+ezLPPPsvRo0fznBMREcHMmTOt1z169LAZz349bdo0Tp3KeRDR8ePH6dWrFxcvXsQwjCLHW5oMwyAqKor77ruPyMjIHOMLFy7k9ddft16//PLLRdqnatWqTJ8+HchMaBo8eDALFizIt4rZr7/+ypNPPskLL7xg079jxw4GDBjAunXrSE1NzfXe9PR0XnzxRWvCYevWrXF3dy9S7CIi5YVDMe59BfAH+gCO167/bRjGITITowAwDOMboDrQBnAmM9kKIAUYZprmlWLEICIiInLzDIMmLy7iREA/XGpmlYr28joLLX9i94D7Gf75HJqEXSHzx5dMQTFB9KnXJ5cFS5GDE4z5DtZOhqM3lIL+/imoVB0a3VM2sYnIn84L/X3p3tibtYHnOBAax4mLl3PMORObzJnYCIIjE1nzRFdcHO3LIFIRERERERH5q0hKSuL999/n/fffx9fXF39/f+rVq0elSpW4fPkyR44cYfPmzdYqTgDjxo3jiSeeyHfd+fPn06VLFy5evMiuXbto3LgxDz74IPXq1SMyMpLVq1dz/vx5IPN4uq+++goHh7x/1TpmzBjWr1/PihUrSExMpHfv3vTr14+OHTuSnp7Ojh072LVrl3X+tGnT6NatW57reXp6snDhQh544AEyMjL46KOPWL9+PUOGDMHT05OQkBDWrFlj/bqbN2/O22+/XajvaV4uXbrE4sWLeffdd2nUqBEdO3akQYMGVKpUidjYWIKDgwkICLAmajVq1IiJEyfm+D7MmjWLc+fOcf78eZo3b87QoUPx9fXFNE0OHTrExo0bSUtLY8yYMWzfvp2wsLBixV0a6tatS/v27VmzZg1NmzZl6NChNGnShMuXL7NlyxYOHDhgnTtq1CiGDRtW5L2ee+45goODWbBgAUlJSUyYMIHp06fTu3dv6tevj5OTE/Hx8Zw4cYL9+/dz5swZAJ588kmbdSwWCxs2bGDDhg14eHjQqVMn/Pz88Pb25urVq0RERLBu3TprIphhGLzxxhtFjltEpLwocuKUaZoZhmEMA74ARlzrdgI6Xp9y7fPga5+NbH3RwIOmaeZdj1FERESkJHl50bnyVA7GzcTe82q27ggiW/kAUDU0CjtLZSx2mXnfx2Jug4pTABUqw4MLoVEvWDcVMq49HWRJh6/HwPj1ULNV2cYoIn8a3Rp7062xNwA/BV9k2ppALiRczTEv6HwCM9YGMev+my87LyIiIiIiIlIUwcHBBAcH5zlesWJFXnvtNZ555pkC12rYsCGbN2/m4Ycf5tixY8TFxTFv3rwc83x8fFi6dCnt27fPdz3DMPjyyy9xdXVl4cKFmKZJQEAAAQEBNvPs7e2ZNm2aTdWmvAwZMoTly5czadIk4uLiOHXqFO+9916OeV27duXrr7+2VqgqKicnJ2v71KlTuVaLuq5Dhw6sWrUKNzc3m343Nze+++47Bg4cyMWLF0lNTWXFihU57h85ciRz587F19e3WDGXpgULFpCQkMCWLVv48ssvc50zevRoFixYUOy95s+fT6tWrXjllVdISEjg7Nmz+R4B6ezsnKPamKOjo7UdHx/Ppk2b2LRpU673V65cmU8//ZQBAwYUO3YRkdtdcSpOYZpmEjDSMIxvgRfIrCqVX/3EdGAx8JppmhHF2VtERESkuLz6j6BHnYkcmF2TqzWz+l1qhGEB7FNSqR2VypnqmVWngmKCME3z9igXbRjQbjQ4ucKq8Vn9qYmwdDhM3AKV65RdfCLyp3S3bzU2Tb6Lj7aeYGvIRUKjk7CYWeNLfw6nY4MqDGlTO+9FRERERERERIrh6aefxt/fn3379rF//37Onj1LdHQ0cXFxuLi44OXlRevWrbnnnnsYPXr0TSUPtWrVikOHDrF48WJWrlxJUFAQ0dHReHp60rhxY4YNG8bEiRMLfXSZs7MzCxYsYPz48SxcuJCdO3dy7tw57O3t8fHxoXfv3kyYMIHWrVsXOsbhw4dz5513Mm/ePL7//nv++OMPEhMTqV69Om3atGHkyJGMGDECOzu7Qq+Zl88++4yxY8eydetW9u3bR0hICBcuXODKlStUrFgRHx8f2rdvz/Dhwxk8eHCe75v6+/tz5MgR5syZw9q1a60JWNWrV6djx46MGTOmXCboeHh4sHHjRpYsWcJXX33F0aNHiYmJwdvbm86dO/P444/Tr1+/W7bf008/zdixY1m8eDFbtmwhMDCQ6Oho0tLSqFSpEvXr16dVq1b06tWLgQMH5vi7361bN8LCwggICGD37t0EBgYSHh5OQkIC9vb2eHl54efnR79+/Rg3bhxeXl63LHYRkduZYZpmwbMKu5hhtAbuAloBXoArcAmIBPYAW0zTjL5lG0qZ8vf3N7OXmRQRESmX2rUjIe4o++f7WLvS0pzwH5+C9/lQnp3SmI2tXaxjmx/cTA3XGmUQaD72fAyb/mPbV9UXHguACsV7qkxEJD/xV9IY/MkuwmKyjj9wcbTjtcF+PORf5/ZINBUREREREbkJx44do1mzZmUdhojcpq6/11GvXj1CQ0PLNhgREckhr5/lDMM4aJqmf273FD/VOBvTNH8zTfND0zQnmqZ5v2mafU3TfMg0zX+Zpvk/JU2JiIjIbadFCyqFp2JJzyrE6eiYyvnWjQHoFGNbWjooJqhUwyuUrk9B5yds+6KC4X+PQnpq2cQkIn8JHhUd+eSRdjg5ZL20TEmz8MLqI/zjq1+5dEX/BomIiIiIiIiIiIjI7euWJk6JiIiIlDt+fhgWyIj3sOmO9ssst90q1PaX/rdl4hRA31nQfIhtX9hu2P5W2cQjIn8ZLWp78Oogvxz9AUcjGfzxboIjE8ogKhERERERERERERGRgilxSkRERP7aWrQAwPFCBZvuy3UtANQ+ftGm/1jssdKJ62bZ2cH9n0PdLrb9u96HiINlE5OI/GU80qkubz/QigqO9jb94bFXuP+TPaz59SwWy607Jl5ERERERERERERE5FZQ4pSIiIj8tV1LnKp0Kt2mO8M7s0KK64UYHNIt1v7btuIUgKMLPLwM3Gpk9ZkW+OYfkJZSdnGJyF/CQx3qsO5f3WnlY1vBLzktg6krfqPvnB2sPHCG9AxLHiuIiIiIiIiIiIiIiJQuJU6JiIjIX1vduuDmRrVDkTbdDu6xmIBhmrQ8m1UlJTo5mn9u/Sc7z+7ENG/D6ikVq8Dgj2z7okNg1XhIOF82MYnIX0bDqm6s+ntXHu1UN8fYyYuXeW5VICPn7eNigpI5RURERERERERERKTsFSlxyjCMjFv4kV7wjiIiIiIlxDCgRQtq/hJK9jwolwoJXPLJ/MX/0CAnm1u2ndnGEz8+weKji0sz0sJr0hfajrLtC1kPH3eAAwvLJiYR+ctwcrBj1v0teXNYSxztjRzj+0PjGPDhLnYcj7o9E1BFRERERERERERE5C+jqBWnjGyfb8WHiIiISNlp0QLnZAupV9ytXYYBZ7s0AMD/eO6VUb74/QtS0m/Tqin93gCPOrZ9qYmw9v/Zu/O4qMr28eOfwy4ioID7AuKGKyoqau5rpmkuabmnVtbPJzN7LMvSvmpPuaRl5VbuFu6omCuuue8b7guJ4o4KIiDcvz8GjjMwAwOyWF3v1+u8OMt97nOdOTMHmLnmuofC6eC8iUkI8a/yRt3SrPtPIzr6F8fWxvTfvjvRcfT5dT+Nvt3Kt+vP8CA2IY+iFEIIIYQQQgghhLCeUgqlFFeuXMnrUIQQQmST5xmqLysJT8poEkIIIYR4MVStCoC672ay+l4lFwAKXrnF57U/paxbWZPtD+IesOHKhtyJMbOc3KD3SihaLe220HGQlJT7MQkh/nXKFynA1B412Ta8KY3Ke6bZfu1+LD9tu0iHH3Zx69ELmogqhBBCCCGEEEIIIYQQ4h8rq4lTzTIxtQS6AV8BJ3mWcDUneXvzLMYghBBCCJE9khOn7CMdTVY/LmmogOLw+DHtY8qxquMqevmZDoG35OyS3IkxKzzLw6Bt8PK3oNk+W3/nLJxZk2dhCSH+fUoVcmZu/7r8p3k5s9vD7z2m768HePhEKk8JIYQQQgghhBBCCCGEyD1ZSpxSSm3PxBSqlFqulBqtlKoB9AEeA/2ARkqp7dl4PkIIIYQQmZecOOV2Ps5kdZLHQwAc4uOI3rgRTdN4s9KbJm2O3znOqbuncifOrLC1g3rvQLVuput3TAQlRUCFELnH1kZjWOuKBL0dSNsqRXGwM/13NOzGQ96ac4DdF+7wNFGq4gkhhBBCCCGEEEIIIYTIec8zVF+WKKUWAt0xVJ4ao2lau9yOQQghhBDCROHC4OlJ0YMRJqvtXe+RpGloQOymbQCUci1Fw+INTdq90FWnUjQahslIy5HH4fymPAtHCPHvVa+sB9N71+bQ5y1pVtHLZNvBq/d5c/Y+6o3fwoQNZ7j9KM5CL0IIIYQQQgghhBBCCCHE88v1xCkApdQ6YC2GT+8m5kUMQgghhBA6TYOqVSl24jIJCQ76alvbp9yrVgaAmNtJJD40VKDqXrG7ye7rLq3jQdyD3Is3K7wqQuVXTdft+FaqTgkh8kwBJ3t+7FmLmqXd02y7GxPPj1sv0vCbUEYsO86fUoVKCCGEEEIIIYQQQgghRA7Ik8SpZCuSf1bUNC0gD+MQQgghhIC6dXFITOTJQw+T1eEtfQDIFxvL48OHAWhcsjHF8hfT2zxJfMK2v7blWqhZ1ugj0+VrB+Dk8ryJRQghAGcHO+b0q4N/qbTJUwDxT5MIOvgXPWfvo+74LczeeQklCZ9CCCGEEEIIIYQQQgghskleJk5dNpqvmmdRCCGEOXs61AAAIABJREFUEEIABAYCoEUUNFl9p7rhA3rPu5e5vec4ALY2tnTw7WDSbn/k/lwI8jkVqwEVU42SvPFziIvOm3iEEAJwd3Zg+eAG/NI3gC61SlLAyc5su3sx8YwNCWPYkmPEPU3M5SiFEEIIIYQQQgghhBBC/BPlZeKUvdF8kTyLQgghhBAC9MSpIvtiTNcXvUmSjYZr9E0iD1171rxYoEmz/ZH7/x5VUFqPBdtnwxHy6AbslJGThRB5y9ZGo4VfESa9XoN9I1swukNlSrjnM9t25ZEIeszcy8oj17gTHZfLkQohhBBCCCGEEEIIIYT4J8nLxKl6RvNS5kAIIYQQeatYMShThsrrDpGQ8CyxyNY+jusvVQIg8cZ9kmJjAajuVR1HW0e9XWRMJNceXeOF5+EL9d83Xbd7Gty9mDfxCCFEKs4OdvRr6MO2j5vya78AutYuiYujaRWqI+FRfBh0jDrjNvPJ8uNSgUoIIYQQQgghhBBCCCFEluRJ4pSmacWB/xitOpsXcQghhBBCmAgMxPXhQ57cLWqy+lKrkgDkj37Ao0PHAHC0dcTfy9+k3b7IfbkT5/NqNBwKFHu2nJQAm0fnWThCCGGOva0NzSsVYWK3GqwZ8hJlPfOnaaMU/H7gLwYvPCzJU0IIIYQQQgghhBBCCCEyLVcTpzRNc9I07U1gN+CVvDoK2J6bcQghhBBCmJU8XJ/zBReT1dHlHwNQ5PY5ru46o6+vU7SOSbv9kftzOMBs4ugCrf7PdF3Yaog4lDfxCCFEBnw887PivQY0Ku9pdnvomVsMXniYuzJ0nxBCCCGEEEIIIYQQQohMsMu4SVqapoVmchd7oBBQLvmYGqCSt41WSiVkJQ4hhBBCiGyVnDjlsyWC8Jeerbb3uEm8swOFb5/h2LlHVE9eX69YPaYdnaa3OxB5AKUUmqblYtBZVK0r7JkGN44+W7d5DPRdnXcxCSFEOtydHZj/Vl0OXr3P9rO3WXU0gmv3Y/XtoWduUW/8FhqV9+Ttxr7U9/XIw2iFEEIIIYQQQgghhBBC/B1kteJUU6BJJqYGQCUMCVQpNGCaUuqHLMYghBBCCJG9atYEBwd8dh4lLvZZ1SkbmyTOvloL+6dxxN9+jEow5HxX8axCPrt8ers7sXe4/OByroedJZoGLUebrru8HS5uzYtohBDCKpqmUce7EMPbVGTFew0oV9i0QuDTJMXWs7d5c/ZeFuy9mkdRCiGEEEIIIYQQQgghhPi7eJ6h+rQsTCn77QY6KKU+eI7jCyGEEEJkL0dHqFULO6VIiixqsul6/QIAuEfd4MaWfQDY29hTq0gtk3Z/m+H6AHybgU8T03XrP4XoW3kTjxBCZELhAk78NiiQ8qmSpwCUglGrTvLTtgt5EJkQQgghhBBCCCGEEEKIv4ssDdUHjMlk+3jgIXAVOKSUupHF4wohhBBC5KzAQNi7l0InNWJ9nq1+6n2PRPt8+F7aypllJSje1jCWX92idfkz4k+93c6InfSo1CO3o866ll/CrObPlm+HwawW8GYQFKmcd3EJIYQVvAo4sur9hszbc4WVhyM4fyvaZPu3689yI+oJn7f3w9HONm+CFEIIIYQQQgghhBBCCPHCylLFKaXUmExOXyulflRKrZWkKSGEEEK80AIDAai84ihKafpqJ5f7nO3yOqWuHyf+6j1ijx4FDIlTxnZc28GisEW5F+/zKlEbqnYxXfcgHH5pDeH78iYmIYTIhPyOdrzXtBwbP2zMrD4BONqZ/pu7YO9Vuk3fQ/jdx3kUoRBCCCGEEEIIIYR5c+fORdM0NE1j9OjReR1OjlJK0ahRIzRNo0mTJhnvYKWUx8/b2zvb+vy7a9q0qf64XLlyJa/DScPb21uPLzuMHj1a72/u3LnZ0qfIWZcvX8bR0RFN05g2bVpeh/NcQ/UJIYQQQvzzNG4MmoZ7+E3ib3uabLrUxJ6nrkWpdG4rEdPnAuBXyA8fNx+Tdt/s/4ZVF1YRlxiXW1E/nw5Twbe56br4R7D4dbh9Nm9iEkKITNI0jVaVizD/rbq4OJoWVz5+7QHtf9jJwSv38ig6IYQQQgghhBA5KTo6ml9//ZWOHTvi6+uLi4sLrq6ulC9fnlatWjF27Fj27t2bbh/x8fEcOnSIGTNm8Pbbb1O7dm0cHBz0D+P79euXqZiePn1KaGgon332Ga1ataJkyZI4OTnh7OxMqVKleOWVV5g6dSpRUVGZPt+4uDhmzZpF69atKVmyJI6OjhQrVozGjRszZcoUHj58mOk+hchpCxcuZNeuXQB8++23ZtscPXqU0aNHM3r0aLZt25aL0QkhcpOPjw+DBw8GYNSoUdy+fTtP45HEKSGEEEIIY8WKQbt2ABT603TIp6eFTxPV9B28w/fxaHcYT8LCsLWx5ZtG3+Bs56y3UyhG/TmKBosb8O7md7kUdSlXTyHTHAvAm0sh4C3T9U+iYEFneHg9b+ISQogsqFfWg9/fDqRUoXwm6x8+eUrvX/az83ze/hMuhBBCCCGEECJ7BQUFUbFiRQYMGMDq1au5dOkSMTExPHr0iAsXLrB582ZGjRpFjx49LPbx8OFDChQoQEBAAO+++y6zZs3i8OHDJCQkZCmmGTNmUKRIEVq0aMH48ePZvHkzERERxMXFERsby7Vr11i3bh1Dhw7Fx8eHBQsWWN33yZMnqV27Nm+//TabNm0iIiKC+Ph4IiMj2blzJx9++CHVqlXTE1SEeBHExcXx2WefAfDyyy9Tr149s+2OHj3KmDFjGDNmjCROCfEPN2LECBwdHYmKimLs2LF5Gotdxk2EEEIIIf5lPvsMQkKovOoiB14rrq92cbvJpRoVcDlWi5onNnLng6E4bdyAn4cfk5pO4v9t+X8kqkS9fXxSPH9G/Mmw6GGs6LgCG+0Fzlm3tYNXJkN+L9j+zbP1D6/B3PbQfSEUqZx38QkhRCZULeHG2iGN+O+yY2w4dVNfH5uQyFtzD1C5mCuFXZ1oXN6T1+uUwtHONg+jFUIIIYQQQgiRVV9//TUjR47UlytVqkTjxo0pXrw4Silu3LjBlStXMkwiSkpKIj4+3mSdra0tLi4uPHjwINNxHTlyhHv3DFWPNU3Dz8+PBg0aUKJECWxtbTl37hyrV6/m4cOHREVF0adPH6KiohgyZEi6/V65coVWrVoRGRkJgLu7O126dMHb25sbN26wYsUKIiMjCQ8Pp127dmzfvp2aNWtmOn4hstv06dP566+/AEOyhBBCFCtWjD59+jBr1iymT5/O8OHDKVWqVJ7EIolTQgghhBCp1a8PLVrgumULT+84Yef5BABNU1wvvIfSrYdTZE4/PDdtJK5nTxwXLuSlEi8xKnAUo/eMTtPdxQcX2XdjH/WL18/lE8kkTYOmn0L0TTg099n6exdhVnNo/x34v5Fn4QkhRGa45bNneq/afL/lAt9tPqevT0hUHLv2AHjAptM3mbXzMiPb+dGmShE0Tcu7gIUQQgghhBBCZMrcuXP1pKkSJUowe/Zs2rZta7ZtXFwcR44csdiXjY0NVatWpXbt2vrk7+/Pt99+y5gxY7IUn5eXF++99x59+/bFx8cnzfaoqCj69etHcHAwAMOHD6d169ZUrFjRYp8DBgzQk6YaNmxIcHAwHh4e+vaJEyfy5ptvsmrVKh49ekSvXr04fvw4trbyhSGRd54+fcrkyZMBqFy5Mk2aNMnjiIQQL4qUKo/x8fFMmTKFSZMm5UkcFsseaJpWOrem3DxhIYQQQgirjBoFQMF9cSarnxY+yeNCRXlYvw8AjosXk/TDDwB0qdCFBS8v4FXfV/HM52my39JzS3Mh6GygadBuElR8xXT901hY9S78OTVv4hJCiCzQNI0PWpbni/aWK+aF33vMuwsPMTToKE8Tk3IxOiGEEEIIIYQQWXXt2jWGDh0KGBKU9uzZYzFpCsDR0ZHAwECL211dXTlx4gRz585lyJAhNGjQAGdn5yzHN2DAAK5cucLo0aPNJk2BoVrU0qVLqV69OgDx8fHMnDnTYp+bNm0iNDQUgEKFCrF8+XKTpCmAfPnysWjRIsqVKwfA6dOnmTdvXpbPQ4jssGrVKsLDwwF466238jgaIcSLpFatWvj7+wMwe/ZsHj9+nCdxpDdezBXgci5Ml7L3lIQQQgghskHjxvDSS5QPuW6y2rVgBH847+ZmYBcSPA1vemjDh8Pp0wD4F/Zn3EvjmNB4gsl+W8O3cif2Tu7E/rxs7aDrr+DfK+22TV/CmZDcj0kIIZ7DWy/5MLWHP0VdnSy2CT56nWFLjpGYpHIxMiGEEEIIIYQQWTF58mR9CL2JEyfm2dA+ltSpU8eqxCt7e3sGDx6sL+/Zs8di2/nz5+vz77zzDkWKFDHbztnZmeHDh5vd73ls376dAQMGUKVKFVxdXbGzsyN//vz4+PjQpk0bvvnmm3SrekVHR7NkyRLeeecd6tSpg4eHB/b29ri5uVGxYkX69u3Lxo0brYpF0zQ0TcPb21tft2TJEl555RVKlSqFk5MTvr6+9OnTh7CwsDT7X7p0iY8++ohq1arh6uqKm5sbDRo0YNasWSQlpf+lqqZNm+rHv3LlCgA7d+6kZ8+elC1blnz58uHl5UWzZs2YNWsWiYmJVp2TtWJiYpg2bRrt2rWjdOnS5MuXDzc3N/z8/Hj33Xc5dOiQVf1cv36dr776ikaNGuHl5YWDgwNOTk4ULlyYunXr8sEHHxASEkJMTMxzxzxnzhx9vmvXrmbbjB49Gk3T6N+/v75uzJgx+mNtPM2dOzfDY4aEhPDaa69RunRpHB0d8fLyom3btgQFBWW4r7lrvG/fPt555x0qVqyIq6srmqYxevRos/tv3LiRQYMG4efnh7u7O05OTpQsWZJXX32VuXPn8vTp0wxjSExMZNGiRXTu3BkfHx/y58+PnZ0dbm5uVK5cmddff51Zs2Zx9erVDPtKcfz4cd59913Kly+Ps7Mz7u7u1K1blwkTJhAbG2t1P5cvX+bTTz8lICAAT09PHB0dKVasGM2aNWPChAlZGt40PdevX2fEiBFUrlwZFxcXChYsiL+/P2PGjOHmzZvZeiwwf/337t1L//79KVeuHM7OzhQvXpw2bdqwYcOGNPtHRUUxefJk6tWrh5eXF87OzlSuXJnPP/+cR48eWR1HQkICc+fO1YdjzZ8/Py4uLpQrV45+/frpibQZiYiIYPr06fTo0UO/f9vb2+Ph4UGtWrUYOnQop5M/30rPtm3b9MelX79+gCHhd8aMGTRu3JgiRYrg6OhIqVKlePPNNzlw4IDV55pyX3j48CErVqywer9spZQyOwFJQGLyz5ycEi3FINOLPdWuXVsJIYQQ/2hbt6okUJtWVlCbt5TVp+Ur6qlJX36lzr09WyU6OCsFKtHPT6nYWH3XpKQk9erKV1XVuVX1aeaxmXl4Mll0eIFS/1dYqS9dn01jiyl143heRyaEEJkW/zRRXbkTrfZfvqtGrTqhyn4aosqMWGsyDZp3QC07+Jc6ff1BXocrhBBCCCGEyAOnT5/O6xBEBh4/fqzc3d0VoNzd3VVcXFyOHevLL79UgAJU3759c+QY69ev149RoUIFs20SExOVm5ub3u7IkSPp9nnnzh2laZoClI2Njbp9+3aW44uLi1M9e/bUj53R9OjRozR9nDhxQuXLl8+q/du2bavu37+fbkwpbcuUKaOio6PVq6++arE/e3t7FRwcrO/7888/KwcHB4vtO3bsqBISEiweu0mTJnrby5cvqxEjRqR7PgEBASoyMtJif3PmzNHbfvnll+me9/Lly1XhwoXTPZ6maeqdd95R8fHxFvv5/ffflYuLi1XX44cffkg3pozcv39f2dnZKUBVq1bNYjvj11pG05w5c0z2NX4+PHnyJMPna/fu3TN1jT/++GP99WQ8pb5e165dM9nX0uTn56fOnj1r8fjXrl1T/v7+Vj0Wlj6vT30OkydPVvb29hb7qVKlirpx44bFmFKMHTs23dcPoDw9PU1ec+aUKVNGb5+e4OBgk3tf6qlIkSJqx44dJs+f1M+PzEr92I0ePVrZ2NhYjGHEiBH6vrt371ZFihSx2LZcuXIqIiIiwxh27NihfHx8Mrz+HTt2NHvPTTFz5kyzz11z941PPvlEJSYmWuxr69atevu+ffuqK1euqFq1aqXb59SpU616zI8dO6bv1759e6v2SY+lv+WAg8pC7osd6dMy2C6EEEII8c/VtCnauHGUCvmOa2+46qvd3G5TuuoGdiR1pWCHL/BYMRKbsDDD8H4TDJWmNE2ja4WufHvgW32/5eeXM6DaAGy09Ip+vmBq9gK3krCgM6jkb0clxMDsVlD9dQh8DwpXytsYhRDCSva2NpTxyE8Zj/zU8S5Er8AyDJh3gL/uPftW3cbTN9l42vBttcYVvJja3Z+C+R3yKmQhhBBCCCHEi0iTj8/SpVSOdr93716ioqIACAwMxMHBgatXr/Ljjz+ydu1arl69ip2dHSVKlKBp06a8++67+nB4L6KIiAh93svLy2ybS5cu6VVcChQokOH5eHh44Ofnx+nTp0lKSuL48eM0b948S/F98sknLFq0CABbW1uaN29OzZo1KVSoEHFxcURGRnL06FH2799vsbpSdHQ0sbGxaJqmD8tUokQJnJ2diYqK4siRI2zZsoWnT5+yfv16unTpwqZNm7Cxyfh91AEDBrB69Wq8vLzo2LEj3t7eREVFsWrVKi5cuEBCQgLdunXjzJkz7N69m8GDB2Nra0u7du2oXbs29vb27N27l3Xr1gEQHBzMN998w2effZbhsX/44QcmT56Mra0tbdq0ISAgAICDBw+yYcMGEhMTOXjwIC1atGDfvn3kz5/f2oc9jenTp/Pee++lFEChatWqNGnShOLFixMfH8+RI0f4448/SEhIYMaMGdy7d48lS5ak6efw4cP07NlTv1YVKlSgefPmlCxZEhsbG+7fv8+ZM2fYtWsX9+/fz3K8KTZu3KhXWGratKnFdq1bt8bFxYWDBw/qVaFatWpF69at07StU6eOxX4GDRrEokWLcHd3p0OHDlSoUIG4uDhCQ0PZvXs3AEFBQVSvXp2RI0dmGP8333zD9OnTsbW1pXXr1vpz5uzZs7i4uOjtLl26ROPGjfXXc8GCBWnTpg0VK1bU71Fr167l+vXrhIWF0bBhQw4dOkTp0qVNjpeUlESnTp04evQoYHi9t23blkqVKpE/f35iYmK4cuUKBw8eNFtNzZxffvmFsWPHYmdnR/v27alVqxb29vYcPXqUVatWkZiYyKlTp+jbt6/ZCkophg8fzqRJk/TlihUr0q5dOzw9Pbl69SrBwcHcvHmTO3fu0LlzZ4KCgujSpYtVMZoTGhpK165dSUhIAAz3tU6dOuHj48O9e/cICQnh7NmzdOrUiY4dO2b5OOn5+eef+fbbb3FycqJ9+/ZUrVqVpKQktm7dys6dOwHDc6RatWrUrl2bNm3a8OjRI2rXrk3z5s1xd3fn/PnzBAUFERsby4ULF+jXr1+61fXWrFlD165diY+PB6Bs2bK0bNmSUqVKkZSURFhYGKtXr+bx48cEBwfTpk0btm3bhr29fZq+7t69i1IKJycn6tevT5UqVfDy8sLe3p5bt26xa9cuDh48iFKK//3vfzg6OlqspGbs0aNHtGvXjtOnT+Pj40O7du0oXrw4d+/eJTg4mIsXL6KUYujQodSuXZuGDRum21+1atXw8PDg7t27hIaGEhcXh6OjY4ZxZCtLGVVAmdyaLMUg04s9ScUpIYQQ/xZP161S+3/2Nqk6tXlLWTVnbnt1ZsRGdb/pYKVAJTk4KHX9ur5f1JMoVWt+LZOqUzuv7czDM3kO+2ebVp1KmcZ4KHVqVV5HJ4QQWRZ+N0bVH785TeWplKnRN6HqXOTDvA5TCCGEEEIIkUusqjhlSA2SydKUw8aPH69XphgyZIj67bffVIECBdKtejFs2LB0K2lYkhsVp9q0aaMf45NPPjHbZtWqVXobf39/q/o1rsL0/fffZym26OhovVKUu7u7Onr0qMW29+7dU99//7168uRJmm2nT59WX3/9tbp586bF/S9evGhSvWT+/PkW26a+xt27d09TdSU+Pl61b99eb9OhQwfl6uqqSpUqZfY8FixYoLd1d3dXsUajCxgzrkajaZry9PRUe/fuTdNu3759ytPTU2/7n//8x2x/1lSc2rNnj14tyMvLS4WEhJhtd+HCBVWtWjW9v19//TVNm969e+vbv/rqK5WUlGS2r6dPn6qNGzeqHTt2mN1urffee8+qa5oiMxW4UqR+PnTs2NFs1bJJkyZl+hoDytvbW504ccLi8ePi4kyeux999JF6/Pix2XYffPCB3q5JkyZp2mzZskXfHhAQoO7cuWPxuBcvXlSzZs2y6hwqVKigwsLC0rTbtWuXSTW43bt3m+3PuDIeoL7++us099RHjx6p119/3eQxvnbtmtn+Mqo4FR0drUqXLq23adu2rbp3755Jm8TERDVq1Cj9tZjSNjsrTgGqatWq6tKlS2naGf8uqlChgqpTp45ydHRUixcvTtP25MmTJpWz9uzZY/bYFy9eVK6urgpQzs7Oat68eWZfo5GRkapp06Z6f1988YXZ/lasWKEWLlyoYmJiLJ7vli1bVKFChRSgbG1t1eXLl822M644ZXwPSV29LT4+XnXp0kVv07p1a4vHNmb8u3DXrl1W7WNJVipOWUzTVUpdza3JUgxCCCGEEC8C25c74t9xMy7hymR9sWLnuWAfTnS9N4j38kWLj4fly/Xtbo5utPFuY7LPpqubciXmbFdnANR9J+36pAQIHgIxd3I/JiGEyAalCjmzeFAgJQvmM7s9/N5jXp66k1en7WLMmlNcuh2dyxEKIYQQQgghhDB2/vx5ff7gwYP07t2bR48eUbRoUd555x3GjRvHsGHD8PPzA0ApxeTJkxk8eHBehWzRxo0b9QovdnZ2vPXWW2bbRUZG6vMlS5a0qu9SpUqZ3T8zzpw5Q2ysoUpzr169qFGjhsW2BQsWZMiQIWarhPj5+fHJJ59QuHBhi/uXLVuWNWvWkC+f4f/zmTNnWhVjnTp1WLhwoUn1HwB7e3t++uknvWrVmjVrePz4MatXrzZ7Hr169dKrckVFRREaGprhsZVSLF26lHr16qXZVrduXZOKT9OnT+f27dtWnVNqH3/8MQkJCdjZ2bFu3TratWtntp2vry9//PGH/liMHz8+TZsjR44A4ObmxsiRI9EsVNCztbWlVatWNGrUKEsxpzh48KA+X61atefqyxo1a9ZkyZIluLu7p9k2bNgw/VpFRUWxZcuWDPtzcHAgJCSEqlWrWmyzYMECDh8+DMAHH3zAxIkT9edx6r6mTJlCp06dANi+fTu7du0yaZNyfcBQ7c3Dw8PiccuWLcvAgQMzPAcXFxfWr19PpUppR45o2LAh//nPf/TlFStWmO3DuArRkCFD+OSTT9JUhHNxcWHRokV6RbCoqCgmT56cYXzmzJs3j/DwcMBwnsuXL6dgwYImbWxsbPjqq6/o2bMnhpyY7Ofq6sq6devw8fFJs23EiBFUqFABgHPnznHgwAEmTZrEG2+8kaZtlSpV+Oijj/RlS4/zl19+ycOHDwFYtGgRffr0MfsaLVKkCKtXr9bv899//z3R0Wnfs3zttdfo2bMnzs7OFs+xefPmzJ49G4DExER++eUXi22Nvf/++4waNQo7O9NB7uzt7Zk5c6b+Gti8eTOPHj3KsD/jSooHDhywKobs9DcaJ0YIIYQQIu/YF/OlZq35EP3szyc7uwRuFdmLQhFboTEAatUqk/3a+7Y3Wd7+13aSVFLOB5wT2v4P2k0Et1Km6+MewNa0/4QLIcTfhbdnfjYPa8KU7v4MbupLtRJuJtufJimOX3vAnD+v0O77naw7cSOPIhVCCCGEEEIIYTx82J49e3j69Cmvv/46Fy5cYPr06YwcOZJJkyZx8uRJxo4dq7edOXMmISEheRGyWZGRkQwYMEBfHjJkCOXLlzfb1vhDZ2uHezP+oNyaD63NMR567/Hjx1nqIzOKFy9O48aG91n3799PXFxchvuY++A+RalSpUw+jO/YsSP+/v4W++rQoYM+b5zAYkmrVq3SHX6uWbNmtGzZEoD4+Hh+//33DPtM7dixY3pyzeuvv64PB2hJiRIl9MSNCxcucPr0aZPtKdc0Pj7e4tCK2encuXP6fJkyZXL8eF988QUODg4Wt3ft2lWft+Yad+vWjcqVK6fbZtq0aQDky5ePMWPGZNjnxx9/rM+vXr3aZFtOvOYGDBhgNvEnRUaPyblz59i7dy8ATk5O6Z6jnZ2dScLe/Pnzs5TUtHDhQn3+s88+SzfxZ9y4cRYTAJ/XwIEDTZJQjdnY2JgkMaYk71qS0f3l7t27+j2iQYMGeoKdJQUKFODdd98FDElqO3bsSLd9el599VX9d4s1/djb2/PFF19Y3F6oUCE9ETUpKYljx45l2Kfx/cE4QTq3SOKUEEIIIYSVHKq/RLHHpt9GKlDsNLe1h8SVqWVYsW0bPHigb69TpA757Z+9mXH3yV1O3TmVG+FmPxsbqDsI/nMUGg033XZoDtw8bX4/IYT4G3Cyt6VTzRKMaFuJ5YMb0D3A/JsiTxKSeG/RYSZuOMvJiAfExuf8m4xCCCGEEEIIIZ5JnQRUtWpVFi5cmCahyMbGhs8++4w+ffro677++utciTEjsbGxdOrUiWvXrgHg7++fbmwpVZ+AdJNCjDk5OenzWU3A8PPzw97eHjAkMvz+++8kJT3fl0ITExM5ceIEQUFBTJ8+nUmTJjFx4kR9unPHUNk+Pj6ey5cvp9uXra0tLVq0SLdN2bJl9fnWrVun29bX11eft6ZK12uvvZZhm86dO+vzu3fvzrB9asZVkdq0aZNOy2eMk8NSV25JqbYVGxvLgAEDTBIRs1tMTAxRUVEAODpmfLFIAAAgAElEQVQ6pqkYlN1SqmSlJ6VCEMCtW7cy7POVV15Jd/vdu3f1pJDAwEDc3NzSbQ/WXR8wJAUeOnQow/4y8vLLL6e7PaPH5M8//9TnW7RokeF1bNGihV4p686dO5w9ezYz4RIXF2dy3hm9zsqUKZNhQmFWZfSaM76/NGvWzGISJ2R8f9m+fTtPnz616rgp0nsupRYTE8PevXtZsGABP/74o8m997vvvtPv9dZcr9q1a6dbQRAy/1orVqyYPv/XX39l2D67Wb5yQgghhBAijdLNRnLjVDd92d09kovOZyhcvBZJ9k7YJDwhaeVKbPr1A8De1p4GxRuYDNG37do2qnnlfFniHGNrB01GwKkVcO+SYZ1Kgg2fQu9VkEPf7hBCiNziYGfD/7pUo2Zpd6Zvv8iVu2nfYJ629QLTtl5A06BkwXyUL1yA2mUK0r+hN84O8q+2EEIIIYQQQuSU1ENgffzxx/oHvuaMHDmS+fPnA4bElfv37+d4Akd64uPj6dKlC/v27QMMQ++tXLnS7BB3KYzPOT4+3qrjPHnyRJ9Pr1pLegoUKMB7773H1KlTiY+P54033mD48OG0bduWl156iXr16ulDImbkwYMHjBs3jnnz5ln1ITqgJ91Y4unpmeG5GQ/hV7p0aavbxsTEZBhfetWrUhhXvMpsAglgUqmlb9++9O3bN1P7px4ecNiwYSxbtoynT5+ycOFCli1bRvPmzWnSpAmBgYHUqVPH7DBzWZEy5Bhk/TmYGZ6enhlWZCtQoIA+b25os9TMDW9n7Pjx43pFpa1bt2a68lHq69OqVStq1qzJkSNHuHr1KgEBAVSvXp1WrVrRoEEDAgMDKV68eKaOkVGlr4weE+PqPzVr1szweJqm4e/vryf9nT9/PsPH0diVK1f0+1zp0qWtul/XqFEjR4Z3y8w943nvL8av9S+//JIvv/zS2jCBtM+lFOfPn2fUqFEEBweb/F6wJKP7LlhXPS6zrzXj125WqyQ+D6k4JYQQQgiRCS5FamF/+9kfcJoGMcX3kWhrS3wJQzLUk4kTTfZpWqqpyfL2v7bneJw5zs4BWo81XXdpGxyelyfhCCFEdtM0jR51S7Pt42Yc+KwloztUxt427ZtfSsFf92IJPXOLCRvO8t6iw1kqQS6EEEIIIYQQwjrGH8YC+nBAllSsWFFPNFBKWTU8V05JSEjg9ddf548//gAMFTa2bNmCt7d3uvsZn7M1CT1gWmUq9WOWGRMmTGDIkCHY2toCEBERwS+//EL//v2pXLkyRYsWZfDgwZw8edJiH1euXKFmzZpMmDDB6qQpIMMP+Y2rallinMiSUXvjttZU1kqpqpMeT09PfT4r1Z3u3r2b6X2MpX6+1KlTh5UrV1K0aFHA8BivW7eOESNG0KRJEwoWLEjbtm0JCgp67upiKdVzgHQr8WSXzD4frDm/jCpIZff1sbGxYd26dfoQj2BIzpo0aRJdunShRIkS+Pn5MXr0aIuJMqk97/Pe+Hlr/HxOj3G7e/fuWbWPueNZ8xrLTFyZlZnH7nkf5+x+LgFs2LCBGjVqEBQUZFXSFGDVEKk58VozvkckJCRk2D67ZesdStO0AkBxwB2wnBadilIq6wMumh6/E/AuUBNwA64D64FJSqmLz9m3PfA+8CZQAbAFLgPLgO+UUhmmvWma5gt8BLTF8Dg9AI4A05VSq6yM47nPUdO0/MAgoDNQEcP1ugVcArYBvyqlrlrTlxBCCPFvVOZpXS6wVV/2LHqe05f+wq1MbZyuHMAxLIzordtwadYUgEYlGmGj2ZCkDH8cnr1/lsiYSIrmL5oX4Wefiu3ApzFcNvpTbt3HULQalKidd3EJIUQ28yrgSL+GPlQq5sq7Cw8R9djyP+/bzt5m4b5wegdm/M0rIYQQQgghhBCZZzycj6ZpVlVfKVmyJNevXwfQh4LLbQkJCXTv3p3g4GAAihYtytatW02GM7IkJckF0If3y4hxuyJFimQy2mfs7e35/vvv+fDDD1m0aBGhoaHs3btXHz7w5s2bTJ8+nRkzZvDpp58ybty4NH307t1bH3avTJkyvP/++zRq1Ahvb2/c3NxwcnLSP2Tv27evXiFMmCYfpSSrZUaDBg3SrGvfvj2XLl1i2bJlhISEsGvXLiIiIgBD0sSGDRvYsGEDkyZNIjg42OQ1lxnGVaasTdp40djYpF+Hxvj6VKtWzWRoUGuYS8wqWrQomzZtYs+ePSxZsoTt27dz/PhxEhMTAThz5gxjxoxh8uTJzJs3z6ohI8WLz/i51KlTJxo2bJip/atWrWqyfPv2bXr06KHfq+vXr8+AAQOoU6cOJUqUwMXFxaTSYZkyZQgPD3+OM3g+xkPSZlQ5Lic8d+KUpmlFMSQUpSThZHZsFvW8cWiG36SzgbdSbfIBBgO9NU3rrpRal8X+CwKbgNSfAFZLnvpomtZKKWVxoF1N09oBQYCL0erCQBugjaZpvwCDlIWvJmfXOWqaVh/4DUj9Ln7J5KkxhoSwuen1I4QQQvybFW/wAefPb0OzM/zazpfvEWGFd1C+rD/u28E2KYmooUPJ9+cubF1cKOhUkBpeNThy69m32bb/tZ3ulbrn1SlkD02DdhNhZlNISP4GW2I8BPWB/iFQ0DsvoxNCiGwXWNaDjUMbs2hfOCcjHnD+VjR/3X9M6v/ixoeE8VI5T3w8c/+ffCGEEEIIIUQukCqzeapKlSr6vKZpVg2Nldnhs7JbStLUypUrAUMiU2hoKBUrVrRqf+NkmUuXLpGUlJRhQseFCxf0eePHLKt8fHz4/PPP+fzzz0lISODQoUNs3ryZxYsXExYWhlKK8ePH4+3tzaBBg/T9Dh8+zK5duwDw9vbmyJEjuLu7WzzOgwcPnjvW3GJNhRjjRL2sDBFpXHGnRYsW9OzZM9N9mJMvXz569+5N7969Abh8+TLbtm1j1apVhISEkJiYyIEDB+jWrZt+/TLL3d0de3t7EhISiI6OJj4+HgcHh2yJ/0VhfH2KFCnC8OHDs63v+vXrU79+fcAw7OHu3btZv349ixcv5vbt2zx69Iju3btz5MiRbHmNW2L8vLW2KpLx875QoUK5ery/K+PnUkBAwHM/lxYsWKAPu9e5c2eWLl2a7u+NvL73Glcm8/LyyvXjP9dQfZqm9QDOAiOBSsn9aUYTqZYtTc/rU54lFC0BamBISuoIXMGQrBSkaVrGKdvmBWFImkoCRmNIVioJDAGeAL7Aak3TzN7pNU2ryLOkqSvJcRVOjnNpcrMByedhyXOfo6ZptYENGJKmLgIDgXJAIQxVtPoAG4HEdOIQQggh/vXsfapRKMz0175P+b3sLPmEREdDjnT+q1eJ+v13fXvjko1N2m+7ti3H48wVXhXh1R9M1z28BlP9YWFXuLjV/H5CCPE3VdjViQ9bVeCXfnXY8d9mnB7TlmXv1sfF8dn3gWITEhny22HO3cywMLEQQgghhBBCiEwKCAjQ55OSkvRKUukxrr5UuHDhHInLkpTh+VKSpgoXLkxoaCh+fn5W9+Hr66tXpnn48CEnTpxIt/29e/c4ffo0YKiYU6NGjSxGb569vT2BgYF8/vnnnDp1iiFDhujbfvzxR5O2e/fu1effeuutdJOmgHSH/HvRHDt2LMM2x48f1+etTZQzZvw8seZ4WeXj40P//v0JDg5m+/bteiWaP//8k6NHj2apT1tbW0qVKgUYhsm05rX6d1OpUiV93vhaZzdXV1fatm3LlClTuHTpEvXq1QMM95dZs2bl2HEBypcvr89bM9SpUsrkuWpNVT1j3t7eeoJdeHi4VUNc5uRrI7dk92vd+N47dOjQdJOmIiIi8jxxKqXqHZDh8LU5IcuJU8lDxi0CCpA2AUolT+aSolK2ZQtN04pgSNwCCAF6KKWOK6VuK6VWA82BGAyJRWlrQ2bcf3ugVfLiJ0qpMUqpK0qpCKXUNKBv8raqGIa/M2dc8vFjgOZKqdXJ8R0HugMpVaJGJp9Ptp9jclLXQgzXaw9QQyn1i1LqolLqvlLqvFJqgVKqjVJqgZUPjxBCCPGvVS6hhSGlOpmTUwya71ZONDD82eD28AHRv/6KSh67uWnJpib777uxj6gnUbkVbs6q1hUC30u1UsGFTbCgE6wcDLH/kHMVQohU8jnYEuBdiC/am5bKPxnxkNbf7WDgvIMcDs/4DR4hhBBCCCGEENapXr06vr6++vKWLVvSbX/u3Dn9A1lbW1tq1aqVo/EZS0hIoFu3bqxatQowVNEIDQ3N9HBrNjY2tG/fXl9eunRpOq1h+fLlpAxy89JLL+Hp6ZnJyK2naRqfffaZvnz27FmT7cZJDxlVnjl69CgXL17M3gBzUEoynLVtzA2bl5FWrVrp80uXLjUZziunNGzYkGbNmunLqa9pZlSvXj1T/djb2+vzKUPTvchKlSqlJ0/dunUrw/tRdnBxceHDDz/Ul5/n+ljDeMi4zZs3Z5hgs3XrVr0ClKenZ6YTpxwdHU3u0yn3T0vCw8M5ePBgpo7xImrRooVeHXH9+vVWJYylJzP33ox+p+SGM2fO6PPZnexrjSwlTmma5gzMwpAYpYBDQGsMSTkbktejlLIBXIEqwDvAfp4lU/0MOCilbJ8jfjBUSUoZ/+Cz1EPdJQ+fl5Jm2VnTtMymkQ9O/nkLmJJ6o1JqCXA0VVtdctJTysCiM1MP55ccb0pSVH6gt5kYsuMcB2GoCvYE6KmUijHTRgghhBBWcm3en5IrTf9BKFkyjD3Ni5Okadgohcfx48QklzH2dfelVIFSetuEpARWXUj/D/6/lVZfQdlm5rcdWww/1YeIw7kbkxBC5KJuASVp6Zf2X7HNYTfp/NNu3pi5l90X/v5lw4UQQgghhBDiRdC/f399fuLEiSQkJFhsO27cs5oDLVu2xNXVNUdjS5GSNBUcHAw8S5rK6pBaKUOqAUyfPp1bt26ZbRcbG8uECRP05T59+mTpeFmVL18+k2Xj4acOHTpkcb+kpCQ++uijHIsrJ2zcuJEdO3ZY3L5jxw42bdoEgIODA927d8/0MerVq0edOnUAuHLlisnzOSMqm4YVTX1NMyOlMhJYV0UnpbIamA7d9SIzrrg2dOhQoqOjrd43O67R81wfa1SoUIHAwEAAnjx5wujRoy22TUxMZOTIkfpy3759szRUqvH9bty4ccTGxlpsO2rUqGx7ruelYsWK0bVrVwAePXrEsGHDrN7X3Plbe++9desWX3/9dSYizRnGle2M7xu5JasVp/oCHhiSpo4DTZRSm80l4yilopVSYUqpWUqpQAzDwyUA7wLZ8Wlhh+Sf55VSlu62y5J/2gDtLbRJIzlBrEXyYrBSytJfXSn9V9E0rWyqba/w7HFehhnJcacMNPyqmSbZcY4p1bDWpE7eEkIIIUQW1KyJ7zY37KKeDc2kaYrCfkc4U8XwLRqXmBhi//e/5G0anct3Nuki6GwQSSqJfwRbe+i5DNp/B8XMfBvg0XX47Q2Il9xtIcQ/k6ZpfNu1BrVKmx9yYM+lu7w5ex+9Zu/j+DWpwieEEEIIIYQQz+PDDz+kRIkSAJw4cYLevXsTE2P6vlNSUhLjx49n/vz5gKFq0xdffJEr8VlKmqpatWqW+2zTpg1NmzYF4O7du3Tp0iVNYklsbCy9evXi/PnzgGEYsb59+6buymqLFi2iR48ebNu2jaQk8+9jxsbGmlS/ady4scn2Ro0a6fPz589n7dq1afqIiorijTfeIDQ0NEtJFnlF0zS6devGgQMH0mw7ePAg3bp105ffeeedLA8T+d133+mVmEaPHs1HH33Ew4cPLbYPDw/n66+/pk2bNmm2Va9endmzZ6dbzWb58uV6wpednR3169fPUtwArVu31ud3JX/JOD3Gwxlu377d4vPuRTJw4ED8/f0Bw1CTTZo0SXc4zdjYWJYvX06TJk04fNj0y8ZDhw5l+PDhnDp1yuL+ERERjB07Vl9O/ZrLCcbJUlOmTGHChAlpknViYmLo3bs3+/btA8Dd3d3k3pAZffr00Yd5vHjxIl27diUqyvT9tKSkJMaMGcP8+fP/VveN9IwfP15P7p07dy69evWymCQLhqSnadOmUbNmzTTbjJ8Xn3zyidlqfufOnaNFixbcunUrTx/D+/fv68O0VqxYkdKlS+d6DHYZNzGrpdH8f5VSj63dUSn1q6ZpMcBvwMuapn2olPoui3EApDwL9qXT5iCQCNgCtYBfrey7MuBoRf/G22oBl1ItAzzFUJkrvT7K8ex8jD3XOWqaVhRI+QRzo/FOmqbZp5MQJoQQQghLNA27YSPxm/JfTox+9iG5e8FI9r76KpVPGnKdXbdsIf5qOA5lStO5fGd+OvoTCUmGX73Xoq+xK2IXjUvm/D82ucLWDgLeMkzh+2DNB3A77Nn26EjYNx0a/b2+OSaEENYqlN+BZe82YOPpm/y87QLHrqUtXb7rwh12TbvDiLaVGNzU10wvQgghhBBCCCEy4uzszG+//Ubr1q158uQJQUFBbN++nddee41SpUpx9+5d1q1bR1jYs/emxowZk+5QaT/++CNbt241WXf69Gl9ftu2bXo1kBSFCxfmp59+StPX+++/rydNAbRr147169ezfv36DM/t7bfftlgV65dffqF+/frcunWLXbt2Ua5cObp27UqZMmWIjIxk+fLl3LhxAzAM57Vw4ULs7LL6cbAhASwoKIigoCC8vLwIDAykUqVKFCxYkJiYGMLDw1mzZo2e0ODg4MCYMWNM+qhSpQodOnRgzZo1JCYm0qFDB5o3b05AQAAFChTg/PnzrFmzhvv371OlShUqVarE8uXLsxxzbvrwww+ZPHky9evXp23btgQEBACG6i5//PGHPtRcpUqVGD9+fJaP07BhQ2bMmMGgQYNITExk8uTJzJ49mxYtWlC5cmUKFCjAo0eP+Ouvvzh8+LCegGCuutmJEycYNGgQ7733HnXq1KFGjRoULVoUGxsbbt68ybZt2/T9AT766CO8vLyyHHvNmjUpXbo04eHh7Nixg4SEBJPh+FIrX7485cuX5/z585w6dYpGjRrx8ssv4+7+7D34li1b6sPjvQgcHBwIDg6mcePGXL16lcOHD1O9enUCAwMJDAykcOHCJCQkcOfOHU6cOMH+/ft5/NiQXpE6+SgqKop58+YxadIkfH19qVu3Lj4+PhQoUIB79+5x5swZ1q9fr1fZ8/X1ZeDAgTl+jm3atOGjjz5i0qRJAPz3v/9lzpw5vPzyy3h4eBAeHk5wcDCRkZGAYVjU2bNn6wmumeXi4sIvv/xCu3btePr0KevWraN8+fK89tpreHt7c+/ePUJCQjhz5gwFCxakU6dOzJkzJ9vON6+UK1eOoKAgOnfuTGxsLIsWLWL58uU0a9YMf39/3NzciImJ4caNGxw5coQjR46QlJRE/vz50/TVp08fxo0bx/Xr17lx4waVK1emU6dOVKpUCaUUR44cYcOGDSQkJNCnTx+2b9/O1atX8+CsDcM7piRJvvqquTpDOS+rvylTEnkeKqU2ZXZnpVSQpmkDMVRz+gjIUuKUpmklAJfkxUuW2iml4jRNuwGUBCpaameGcVuL/QPGFZxS95+yfF0pFWdFHy6appVQSkVAtp1jbaP505qmlQe+BF4GCmma9hg4AMwGFiv1Tyl9IYQQQuSwfv0o/NNPOF6HuOLPvu2gfK9yKaAFZQ9uwTE+nqhx43CYOYNCToVo692WNZfW6G1/P/P7PydxyljpevDOdlgz1DBUX4pdU6F2f3BOf0xtIYT4u7Kx0WhbtShtqhThzwt3+WnbBXZfvJum3Tfrz1CztDuBZT3M9CKEEEIIIYQQIiONGjUiJCSEvn37cu3aNSIjI/n555/TtHNycuJ///sfH3zwQbr9HThwIN2EnatXr6b5ULlMmTJm2547d85ked68eeke21jXrl0tJk6VLVuWTZs20aNHD8LCwrh//z6zZs1K065kyZIsWrSI2rVrm+nFeg4ODvr87du3WbNmDWvWrDHbtlixYixcuJAaNdJWo587dy5t2rTh4MGDAISGhhIaGmrSpmbNmixfvjxN4tWLbMiQIdjY2DBx4kRCQkIICQlJ06ZWrVqsXbsWFxcXMz1Yr3///pQpU4aBAwdy+fJlHj58yMqVK1m5cqXFfcxVOLO3tychIYGEhAR2797N7t27ze5ra2vLsGHDnivhCwxVuXr16sX48eN58OABW7ZsoW3btunuM2XKFDp16mQxxjlz5rxQiVMApUuX5tChQwwaNEi/Jnv37mXv3r0W9ylRogQFCxY0WWf8mrt48aLZKkEp6tSpw7Jly577uWWtiRMn4ubmxtixY4mPjycsLMwkOTWFh4cHv/7663MnwLRq1YolS5bQr18/Hj58yJ07d9Lc77y8vFi2bFma+8nfWdu2bdm9ezd9+/bl+PHjPHnyhD/++IM//vjD4j7VqlVLs87FxYXg4GBeeeUVbt26RXx8PEuWLEnT7o033mDGjBl5+ppasWKFPm88TGNuyupQfSnD9J0xs01PutE0Lb0BNYOSfxbTNM1yenf6PI3mb2fQNqWGWWbelba2f+P6aKn7T+nD2vhS95Ed52hcy6wGcAToCaR8YukMNAEWAMs1TXNACCGEEBmztYXvv8d7qekouIULX+LPFi+TZG/4U0itWU1S8jdIelTqYdJ2V8Qu/nr0V+7Em9vsHKHteHB6Ni49cQ9g12T4G5RYFkKI56FpGi+V92TxoEBWvNeABr5p/xX9ZPlxYuMT8yA6IYQQQgghhPhnaN68OadPn+b777+nWbNmFC9eHHt7ewoVKkRAQAAjR47kwoULGSZN/Z1Ur16dI0eOMGPGDFq2bEnx4sVxcHCgSJEiNGzYkEmTJnHq1KlsGb7rzTff5MyZM0yZMoXXX3+dqlWr4u7ujq2tLfny5aN06dK88sor/Pzzz5w/f57mzZub7adQoUL8+eefTJs2jYYNG+Lm5oaDgwMlSpSgZcuWzJw5k7179+Lj4/PcMee2CRMmEBoaSo8ePfD29sbR0REPDw8aN27MjBkz2LdvH8WKFcuWYzVv3pxz587x22+/0atXL8qXL4+bmxu2tra4urri5+dHly5dmDp1KhcvXuT3339P08ft27dZsmQJ77//PvXr16do0aI4ODhgZ2eHh4cHgYGBjBgxgpMnT/Ltt99iY5PVdIJnBg4ciK2tLQCLFy/OoLWhQtv+/ft56623qFSpEvnz5/9bDMXm4eHBihUrOHr0KMOHD6du3boULlwYe3t78uXLR8mSJWnWrBkjRowgNDSU8PBwfH1Nq5FPnz6dXbt28dVXX9GuXTt8fX1xcXHBxsYGFxcXKlWqRM+ePVm1ahX79u3L9SHNRo0aRVhYGCNGjKBmzZoUKlQIe3t7ihQpQpMmTfj222+5ePFitlUNeu211zh9+jTDhw+nUqVKODs74+bmRrVq1fj88885duxYrgxVmNv8/f05evQoa9euZeDAgVSuXJmCBQtia2uLi4sL5cqVo0OHDnzzzTecOHGCPXv2mO0nICCAEydO8Omnn1KtWjWcnZ1xdnbGx8eH7t27ExISwuLFi3FycsrlM3wmJiaG1atXAxAYGGg2CSw3aKnLv1m1k6bFYxgSbotSqnWqbUFANwyJVaVTKieZ6aMpEJrcrr9San4W4mgA/Jm8OEgpNTudtruAhsB5pVQFK/sfCYxLXiyvlLpgoZ0dkDLc3Syl1NtG284B5YE/lVIvpXOsgUBKimRDpdTu5PXPfY6apn0CfJ28GI8hue0T4HfgAYZkqm8wJE8BTFZKZTiGTkBAgErJDBdCCCH+zRL6d2fHGwdNankeO/wy3VfcpMSeZTxxdOTxzJkU6tMHpRQ9Qnpw+u6zMt/9q/RnWMCwPIg8l+z6DjaPTrVSg8KVocnHUOW1vIhKCCFylVKK9ScjGbzosMn6txuXZWQ7vzyKSgghhBBCCJFaWFgYfn7yN7oQwrymTZuyfft2AC5fvoy3t3feBvQ30a1bN5YtW4aTkxMREREUKiQjEgghDEPQpgw3uXTp0jRD4maFpb/lNE07pJQKMLdPVlNEHyX/dDazLcpo3judPozTQotmMQ5hHePr7AD0VEpNVUrdVEo9UUrtA1oDKe/g/z9N08ymPmua9ramaQc1TTt4+3ZGBbCEEEKIfwf7ISPw2h1jss6r6EX21zaMbuwUF8f9GTNQ8fFomkaPiqZVp1ZcWMGTp09yLd5cV/cdcEn9556CW6dgaT/4c2peRCWEELlK0zRerlaM3oGmwzjM3nmJ/1t7mjvR6Y3sLoQQQgghhBBCCPH3NWrUKDRN48mTJ2aH1BRC/PsopZgyZQpgGFq0c+fOeRZLVhOnrmJIfCpsZpvx8H0N0+nD32g+wWKr9Bl/QplR/bCUYQOjc6B/4yEJU/ef0oe18aXuIzvO0biP40qpFam2o5SK51l1LQfgZXMHUErNVEoFKKUCvLy8MghHCCGE+Jfw96fYHtMqnl5eVwjziCfWxTBGucOVcB6sWQtAW5+2uDq46m0fxD1g/ZX1uRdvbnNwhqafWN6+6QvYOAqyUAlVCCH+bka8XIkS7s/+/UtS8MuuyzT+divvLz7MkoN/cVeSqIQQQgghhBBCCPEPUr16dXr0MHyheOrUqTx+/DiPIxJC5LW1a9dy8uRJAMaNG5ctQ4NmVVaPfCr5p4+maamTefYZzb+VPIydieR9BhutupzFOO4YzWeUxZOy/W4O9G+8LXX/d8y0yUwf2XGOxn3sTGd/422VMziWEEIIIVLY2ODh2gC7/8/efYdHVW19HP+eVEgjoUMSegcp0otIBxUBkaKIFPFiwfcCXhHEggWUK03liihIERABBZWO9K6ASCcEMAlJCAlJSIe08/4RGDLpBkgov8/zzJNz9t5nzTqJjyQza9aOSrEM2dsnUqzU3/zR4QkAEh29CJv7LWZqKkXtivJUNevt6f/waf4AACAASURBVH44nXm/+ftK4yHQdgwU8wb7LJqW7v0C9s4s8LRERAqai6Mdn/R+CMOwHo9PTGHt0Yu8+eNRWk3eyvRNPiQkpmQdRERERERERETkHvPf//4XZ2dnwsLCmDFjRmGnIyKFKDU1lbfffhuArl270qNHj0LNJ7+FUzcKbGyAR9NPmKa5Fwi4flod+NEwDMteBIZh1ATWAtWuD10Dtuczj2BudleqnN0iwzAcgfLXT33+Qfz0a7ONn2EuY/wb5+UNw3DIQ4xY0zSD0o3fjntM3wUsMocc0s+5ZbtKREREMrFp14my26ybPlaoeJSDdSuRYhgUjwjkr6KPcmXlzwD0r9kfI93OxSfCT3As7FhBplywDAM6vAOjj8PbF2HwanBwtV6z5UO4eKRw8hMRKUBta5Tiq+caU65Y1k2FryWn8sXWs3SYtp0xK44wc4svB/0iMNWZT0RERERERETuUd7e3ixZsoQJEybg5JTFh2tF5IERGBhI7969mTBhAl9++WVhp5PvwqlN6Y57ZTH/IVjeCXwSOG8YxiXDMC4BJ4F21+dM4GvTNK/kJwkz7VXjw9dPm+ewtDFge/34z3/wFCdJK+zKLX76uYzxb5zbXc8jtxiH0w/epns8ASRcPy6RQ4z0c1E5rBMREZGMOnTAa1U0pGsO4uQUjVOF85yqWxePqEBii3pxdPYaEv398XbzprWn9a7GP/jc512n0qvcFoasgSLuN8dSk+CnFyFRbZpF5P7XrV5Ztr3Rjve616G0q2OWay5GXWXFoUCm/XaGPrP38criP7msbfxERERERERE5B7Vs2dP3n//fUaPHl3YqYhIIapQoQLvv/8+77//PlWrVi3sdPJXOGWaph+wFYgAuhqG4ZRhfh6wiJvFUwZp28iVSjcGsBcYm58c0ll9/WsNwzAeymZNn+tfU4E1eQ1smmY8sOX6ac+sth3MEP+EaZrnM8ytvf686ddZMQyjPmnduQB+zWLJLd2jaZpXuVnsZtUhLIP0c3/lsE5EREQyqlUL55SSlNsYYzVcseJR9rZ7FBOod/gTgovVIOg/b2AmJvJsrWet1q47v459wfsKMOlCVr4h9PjCeuzyGVj/Jqiriog8AIrY2/JCm8rse6sjq15txciO1SnpknURFcCGEyF0mbGTjSdCCjBLERERERERERERkftXfjtOYZpmJ9M0S5mmWeV6gVFGQ4DRQFgWc/HAp0An0zQT85vDdd9djwcwKeOkYRiVgOHXT1eaphn6D+N/df1rGWBkFvH7AI0yrLUwTfMSsOr66fD02xamcyPvONIKzjK6Hff4v+tf6xiG8VwWMYoC71w/jQHWZRFDREREsmMY0KEDVb6LgOSbv2I5OsZj1A8lwNubpqeOU+3MehKOHSds5v9oXb41ni6elrXJZjKvb3+dM5FnCuMOCkedntDoeeuxw4tg8wQVT4nIA8PWxqBRBQ9Gd67BtjceZXjbKtjbGlmujYhL5KVFh5i/5+8CzlJEREREREREtm/fjmmamKZJpUqVCjsdERG5DfJdOJUbM83nQDmgKWkdkZ4lratRSdM0x5mmect7DFwvTLpRTPSkYRg/GIbxkGEYpQzD6E5aZyxnIBZ4O+P1hmEsMAzDNAwjy3fmTNNcA/x2/fS/hmG8axhGRcMwyhuGMYK0oiZI2w5vTjZpvn39+V2AbYZhdL+e30OGYfwAdL++7uPr93Nb7/F6jM3cLOCaZxjG24ZhVDEMo4RhGB2AbcCNblbvm6YZmc29iIiISHY6dKBIWArlthW1GvaucIw9j3UEoOnxnZSMiCF8wQKIjmFcs3EY6RpyxibFMmLLCMLis6o9v091mwzFq1iP7fkctnwIqalZXyMicp9yLWLP+Mdrs/+tjswf0pQPe9algVexTOs+WH2SaZt8MFVkKiIiIiIiIiIiIpJvxv3wIqthGAYwF3ghmyWxQH/TNDN1UTIMYwEwGMA0zSw/0msYRnHStrprnE38c0Bn0zSz/civYRhPAD+QVjyVlW+Bf5nZ/EBu5R7TxXAmbdu/9tmtAaaYpvlmDvMWTZo0MQ8ePJiXpSIiIg8GPz+oXJmrxYuy5/tKYH+zRjwosBadPr1C+RN7AThXqTIlpnyKe58+LDyxkKkHp1qFaufdjpkdZhZg8oUs5DgseAKuXrEeL1EdWr0G9fuDfdGsrxURuc8lp6Ty9c7zzPjtDMmp1n8yPtmgPJ/0fggXx+x2lhcRERERkX/i1KlT1K5du7DTEBEREZF8yO53OcMwDpmm2SSra+5Yx6mCdL271TCgN7CRtO0BrwF/A7OBhjkVFOUhfgTQCngdOAhEk7at3jFgAtAop6Kp6zHWAg2v5/P39fzCrufb2zTNF7Mrmrpd92iaZhzQCRgG7ADCgUQgiLSirjZ5LZoSERGRLFSqBHXrUiQiAa/fPKymypX3YU//biS7lgagWEw00evS/ukeVGcQ/Wv2t1q//cJ2tgZsLZC07wpl68Ggn8ExQ1eVcF9YPRKm1YL14yDsAdrGUETkOjtbG0a0r8a3Q5pS1N7Wam71kWB6zNzNvnPhpKTe+x+MEhERERERERERESlI+eo4ZRjG48AG0zS1d8oDTB2nREREsrB0KQwYQIq9wY7ltTHdrlqmIsK9aP1NXcpv/ooYZxcCK1Sg+q6d2JUoQXJqMkM2DOFI2BHL+rLOZfml5y842TsVxp0UjsBDsKgXXIvOet6whT7fQt2nCjYvEZG7xOGASIYuOMCV+KRMcx5O9nStW5ZRnWpQtliRQshOREREROTep45TIiIiIveuguw4tQYIMgxjqmEY9fMZQ0REROT+8+yzMGMGtkkmtT/zt5oqXiKQ423S3sguci0RUlKI2bQJADsbO95t8S62xs1OIiFxIcz6a1bB5X438GoML+1I25rPJottp8wU2PAWJCUUfG4iIneBRhU8WPVqa2qVdc00FxmfxA8HLvDk/3ZzOCCyELITERERERERERERubfcylZ9pYHRwGHDMP4yDGOUYRilb1NeIiIiIveuUaNg1y7K7ojDCHC0moqr7EeqQ1HskxOxT0oieu3NnXZrFq/J83Wet1q/+NRigmODCyTtu0bxKtD7Gxh5BFr9HxQtbj0fcxEOLSiU1ERE7gaVSzrz84jW9G/ineV8WMw1+n+zn+UHLpCfLtMiIiIiIiIiIiIiD4pbKZwy0j0eAqYBgYZhrDEMo49hGA63I0ERERGRe1KbNhg1a+K94orVsI1bMNc86wFgn5RC/KFDJF0Ktcy/0uAVyjmXs5ynmCn8eObHgsn5blPMC7pMhP+chocHW8/tmg6J8YWTl4jIXaCIvS3/7VOfBUOb0rNheYoVtbeaT0xO5c2fjtLryz3sPXe5kLIUERERERERERERubvlt3CqMjAB8L1+fqOAyg54DFgGhBiG8ZVhGC1vOUsRERGRe1Hz5nj9Hmo15OQSTlDthwGIdqtHXNEyxGzccHPe3ol/1f+X1TWrzq4iKTXpzud7t7JzhA7vgr3zzbG4UDgwt/ByEhG5S7SrWZrPn2nEoXc68Uq7qpnmjwRGMWDO7wye9wcng6MLIUMRERERERERERGRu1e+CqdM0/Q3TfMj0zRrAq2Ar4HI69M3iqjcgeHAbsMwzhiG8bZhGBVvR9IiIiIi94QmTSgankJKfBHLkI1NKgEN3AHwuBLIwYffIGT9TqvLHq/8OM7pioQuJ1xm+4XtBZLyXculFDQfbj22fTJs+RBiQ7O+RkTkAWJna8PYbrWY0b8BDnaZ/9TfcSaMJ2buYsyKI8RdSy6EDEVERERERERERETuPreyVR8ApmnuN03zFaAs0Af4FbjREuFGEVVV4EPgnGEY2wzDGGwYhnOWAUVERETuF02bAmB3wdZqONIrklQ7R0qH+ZJi68jpuIokBQVZ5p3tnelepbvVNct9lt/5fO92rf4NDq43z5PiYNc0+LwBnFpdeHmJiNxFnmrkxYaRj/BYvbKZ5kwTVhwKpM/sfQRdSSiE7ERERERERERERETuLrdcOHWDaZpJpmmuNE2zF1AeGAkcvD59o4DKBmgLzAMuGYbxnWEYnW9XDiIiIiJ3lQYNwM4Oj6PWWyOlFAsg0bMuDknxuF8JJKJ4baLWb7Ba07dGX6vz/Rf3ExAdcMdTvqs5FYe2b2QeT4qHH18A/30Fn5OIyF2oSikXvhrYmJWvtqJZ5eKZ5k9djKbn/3Yzb/ffXIiIL4QMRURERERERERERO4Ot61wKj3TNMNN05xpmmYzoDYwGbjxTt+NIionYCCw/k7kICIiIlLoihaFevXwPHjZariIWyiXqzUGoHSYD9eKFOfixr1Wa2oWr0n9UvWtxn488+Odzfde0HokdJkERT2sx1MS4YcBEH6ucPISEbkLPVzBg2XDWzB/SFOqlXaxmrscm8iHa07yyKfb6D1rD3vPXc4mioiIiIiIiIiIiMj9644UTqVnmqaPaZrjTdOsBHQCFgKxgHl9iXGncxAREREpNE2b4nHKejskJ6co/GpWAaDcxWMAhETYk+jvb7WuX41+Vuerzq4iMSXxDiZ7DzAMaPUajD4BHd61nkuIgCV9IT6icHITEbkLGYZB+1ql+WVEa7rWLZPlmj8DrjBgzu8Mnf8HPiExBZyhiIiIiIiIiIiISOG544VTGRwBDgN+qGBKREREHgRNmmAfl4oZ7mAZMgyTS5XjiG3Ui3qn12KbGE2ERy2i11s34uxaqSuuDq6W8yvXrvCb/28FlvpdzcE5bdu+dm9Zj0ecS+s8lXytcPISEblLOTva8dVzjfm/DtWwyeav8W0+YTz2+U7GrDjC8aAoQqOvkpSSWrCJioiIiIiIiIiIiBSgO144ZRiGvWEYTxuG8QsQDMwA6nKz45SIiIjI/atpUwCcfZOshuPdzhPW5d/ENuxJt41jiXKrzJW1GzDNm78iFbErQs+qPa2uW+6z/M7nfC95dCzUf8Z6LGAf/DICTP26KSKSno2NwX+61GTHmPa880RtmlUunmlNqgkrDgXSfeZumn28hUYf/sYn606RmKwCKhEREREREREREbn/3LHCKcMwWhmGMRsIAZYD3QF70jpN3XicAd7NNoiIiIjIva5ePXB0pMxfV6yG7d0u8ovDQfy6vUw5w4HW+74h7FIS0atXW63rW6Ov1fmfoX9y7sq5O572PcMwoMcXULGN9fixFTC3I/y1FJKuFk5uIiJ3Ke/iTrz4SBWWv9SSla+2olmlzAVUN8ReS+brned5bu5+wmLUzU9ERERERETkdhoyZAiGYWAYBtu3by/sdEREHki3tXDKMIxKhmG8ZxiGL7AL+Bfgwc1CKYBIYDbQ0jTNWqZpfnw7cxARERG5q9jbw6OPUuJ4rNWwR/Fginr+yWrH/Vxq2pO6p9dhGm6ETPqY5LAwy7oq7lVoXKax1bUrzqwokNTvGXaO8MxiKFHdejzoEPz8MnzVCiLOF05uIiJ3uYcreLDspRbMGdSEaqVdsl13wC+SHv/bzbbToQWYnYiIiIiISN7ExsYyb948evbsSdWqVXFxccHNzY3q1avTuXNnJk6cyP79+7O93s/Pz1K8ktfHmjVr8pzf7t27efHFF6lRowYuLi4UK1aMunXrMmrUKI4ePfqP7zckJIRJkybRvHlzSpcuTZEiRahYsSI9e/bkhx9+IDVVXYNFRETyyu5WAxiG4Qb0AwYBrW8MZ1iWBGwAFgKrTdNMQkRERORBMX48Ll02YySbmHZpvybZ2SVRrfofxHue4o/kp6nwM7hHhZNsxBHy4Ud4fvE5hpG2tl+Nfhy6dMgS7tezvzK4zmDKuZQrlNu5KxX1gOdWwNxOEH/Zei7iHCx4EoashuJVCic/EZG7mGEYdK5ThvY1S/HTn4GsPnKRi1EJhERdJS4xxbLuYtRVhi44QKfapXmhdWUaVfCgqINtIWYuIiIiIiICy5Yt4/XXXyc4ODjTXExMDGfPnmXz5s3MnTsXPz+/As0tMTGRESNGMHfu3ExzJ0+e5OTJk3z55ZeMHz+eDz74IE8xf/rpJ4YPH05ERITVeEBAAAEBAfz666/MmjWLpUuX4unpeVvuQ0RE5H6Wr8IpwzBsgG6kFUs9CRS5MZVh6Z/Ad8D3pmlmeAdLRERE5AHx6KPYTp5Kqd2TCW1n3c3DySmGuGqHSXV0oUTkBVY/9hFVjq7GbctW3Dp1BKBTxU54/OFB5LVIAGKSYhi4fiDfdP6Gqu5VC/x27lrFK8MLG2HDWDi72XouOlDFUyIiubCztaF/0wr0b1oBgMi4RF5b+id7zoZbrdt8KpTNp0KxszFoWbUEbz9Rm1pl3QojZRERERERecB98sknjB8/3nJeq1Yt2rZtS/ny5TFNk4sXL+Ln58fu3bvzHLNKlSq88sorua6rU6dOjvOmaTJkyBCWLl0KpH1opUuXLjRr1ozk5GR27NjB3r17SU5O5sMPPyQlJYWJEyfmGHPt2rX079+flJQUS649e/bEw8MDHx8fVq5cSUJCArt27aJbt27s2rULd3f3PN65iIjIgym/HaeCgNLXjw3A5GbRVDCwBFhomubJW0tPRERE5D4xejR1Bv+O44+/EfRkMVIdb9abOxYLJrpCPUqeO0CynTOnag/G4adDtLleOOVg68CztZ9l1l+zLNeExocyaP0gZnWaRYNSDQr8du5aJavBwJ8g/Bxs+RBO/nxzLjoQ5j0Gg36G0rULL0cRkXuEh7MDC4c2Y8pGH+bsOk+qaT2fnGqyy/cyvb7cwye9H+KpRl6Fk6iIiIiIiDyQFixYYCma8vT0ZO7cuXTr1i3LtdeuXePw4cN5iuvt7c0bb7xxy/ktXrzYUjTl4uLCqlWr6NSpU6Y1Q4YMISUlhUmTJvHEE0/QsmXLLONduXKFQYMGWYqmXn31Vb744gtsbW92Avbz86Nbt274+Phw/Phxxo4dy9dff33L9yIiInI/s8nndWWuf73xjl8C8D1pXagqmKY5VkVTIiIiItZs5y6ixlcRNB8eaDXu4hrO37XrYZuaQumwMwCcjy+Lad58h/rFei/SuWJnq+uiE6P516Z/sTso75+Ye2CUqAp95kH9Z6zHY0Ng/mMQeLBw8hIRucfY2drw1uO1+fW1NjSp6JHlmqtJqYxedoSXFh1k3bGLxCcmF3CWIiIiIiLyoAkMDGTUqFEAlCpVin379mVbNAXg6OhIixYtCio9UlJSeOeddyzn06dPz1Q0BTBw4EDefPNNy/nYsWOzjTllyhTL9nxt2rRh5syZVkVTAJUqVeLHH3/E3t4egG+//RZfX99buhcREZH7XX4Lp27YAQwDypqmOdA0zU2maabehrxERERE7j/29tCuHU6BSaTGOVqGbWxSCarjBEDZS2m15zFFPYk4feHmpbb2TGk7hb41+lqFTEhO4P+2/B9rz68tgBu4x9jYQq9ZmYunEiJhYQ8IOVY4eYmI3IPqeRZjxcst+fr5xvRt7EWlEk6Z1mw8cYlXl/xJ04mb+XyzLwmJKYWQqYiIiIiIPAimT59OVFQUAFOnTsXb27uQM7K2fft2AgICgLQOVi+88EK2a8eMGYOTU9rfWLt27cLPzy/TGtM0WbRokeX83XffxcYm67d569Wrx9NPPw2kFXAtWbIkv7dhcSNO7969qVy5Ms7OztjZ2VGsWDHq1KlDv379mDNnDv7+/tnGCAoKYvbs2TzzzDPUrVsXNzc37O3tKVGiBA8//DCjRo3i5Mnc+3Js374dwzAwDIMhQ4YAEBcXx2effUbLli0pXbo0zs7O1KtXj/HjxxMeHp4pxp49exgwYADVq1enaNGilCpViieffJKtW7fm+vw3nrtSpUoApKamsmTJErp27YqnpyeOjo54eXnRt29fNm3alGu8fyogIID333+f1q1bU7ZsWRwcHChZsiTNmjXjnXfeITg4OE9xDh8+zGuvvUajRo1wd3fHzs4OJycnvL29ad++PR988AF79+61dDgTEbmf5bdw6j2gimma7U3TnG+aZuztTEpERETkvtWqFQCO/tY7Jsd4R2ECZS7dfHHAd+sZqzW2Nra82+JdXm7wstV4spnM+N3jORJ25M7kfC+zsYVeX0HTF63Hk+Jg5XBIvlY4eYmI3IMMw6Br3bJM6duA7WPa82mf+jjaZX5ZIS4xhRmbz9Bh2nbm7jrPmUsxVl0URUREREREbkVCQgLz588HwN3dnWeeeSaXKwreL7/8Yjnu3bt3ps5Q6Xl4eNCxY0fL+apVqzKtOXz4MBcuXLCsz6p7VXp9+9788GVW8f6JoKAgmjRpwsCBA1m1ahV+fn7Ex8eTkpJCdHQ0p06dYsWKFQwfPtxSsJXRnDlz8Pb25pVXXmHZsmWcPHmSmJgYkpOTiYiI4PDhw3z++efUq1ePt956i9TUvPfpOHPmDE2aNGH06NHs37+fsLAw4uPjOXHiBJ988gkNGjTg7NmzACQnJzNs2DDatGnD0qVLOXv2LFevXuXy5cusWbOGjh078umnn+b5uaOionjssccYOHAgmzZtIjg4mMTERIKCgvjxxx/p2rUrQ4cOvS3FR6ZpMmHCBGrUqGEparp06RJJSUmEh4dz4MABJk2aRLVq1fjmm29yjDNmzBgaN27Ml19+yV9//UVUVBQpKSkkJCQQGBjI9u3bLcVZp06duuXcRUTudna5L8nMNM2JtzsRERERkQdCy5YAlPrzMsF1it4cdw8msVgZyoaeBNMEw8DPN4GMDcQNw2BEwxF4OHow+Y/JmKS9EZ1qpvLhvg/5ofsP2NvYF9DN3CNsbODxqVDUA3ZOuTkeehK2fQydPyi83ERE7mH9mnhTp5wbo5b9xdnQzJ+nuhh1lYlrT8HaU3i6F2XsY7Xo0aB8IWQqIiIiIiL3k/3793PlyhUAWrRogYODA/7+/nz55ZesWbMGf39/7Ozs8PT0pF27drz88svUr18/z/F9fX3p2LEjx44d48qVK7i5ueHp6UmbNm0YMGAArVu3zjXGn3/+aTlu06ZNrusfeeQRVq9eDaQVSeUUr1WrVtl2m0of74aTJ0+SmJiIg4NDrnlklJqaSq9evfjrr78AcHV1pVu3btSqVQtnZ2fi4uLw8/Pj4MGDORbYhIeHY5omRYoUoWXLltStW5dSpUphb29PaGgou3fv5uDBg5imyeTJk3F0dOT999/PNb+oqCi6d++Or68vtWrV4rHHHqNkyZIEBASwfPlyIiMjCQoK4sknn+T48eO88sorzJs3Dzc3N3r06EHNmjVJSEhg3bp1lnscN24crVq1ytPPbdiwYWzatAlXV1d69epFjRo1iI2N5bfffrP8zBYsWIBpmixYsCD3b3g2TNNk4MCBfP/99wDY2NjQtm1bmjZtSvHixbly5Qq7du1i7969JCQk8NJLL5GcnMyrr76aKdbMmTOZOnWq5bx169Y0b96ckiVLkpycTFhYGMeOHWPfvn1cu6YPnYrIgyFfhVMiIiIikk8t0kqhSh+OJHjgzcIpZ9fLBNZpStV9a3CNvUSMa1nCrzoTG3kVF48imcIMqD0AN0c33tr1lmXsTOQZFp9czNB6Q+/8fdxrDAM6vANRgXBk6c3xvV9AzcehQvPCy01E5B5Wz7MYm0a15VBAJOuPhfDzX0FExCVmWhd0JYF/Lz3M3rOXeb9HXYrYZ/9paxERERERkZzs37/fcly9enV++OEHhg8fTkxMjNW6G92QZs+ezejRo5kyZUquBUcAwcHBVtudhYeHEx4eztGjR5k1axZdunThu+++o0yZMtnGSL/lXPXq1XN9zmrVqlmOT5w4kWk+/Vhe4pUqVYpixYoRFRVFcnIyPj4+PPTQQ7lel9H27ds5ePAgAE2aNGHDhg2UKFEiy7Xnz5/Pdqu7mjVrsnjxYp566inLtoQZbd26lb59+xIREcHEiRMZMmSIZTu87Pz8888YhsGUKVN4/fXXrX6+EyZMoFWrVvj5+XH69GkGDx7MkiVL6NChA8uWLaNkyZKWtRMnTuSll15izpw5mKbJxIkT2bBhQ47PHRAQgL+/P82bN2flypWUL3/zg0KTJ09m7ty5vPTSS6SmprJw4UJ69epFr169coyZnenTp1uKpho3bszixYupVatWpnWbNm2iX79+REVFMXr0aDp27EjNmjWt1twomrK3t2fdunXZdi+Li4tjxYoVeHh45CtnEZF7iQqnRERERApSyZJQvTrFfM/eaCwFgJNTFH41W1N1H5S++Dsxrj0BOHc4jAYdvLMM1b1Kd/YG7WX1+dWWsVl/zaJzxc54uXrd8Vu5J3WbDH/vhOigtHMzFZY9B/2XqHhKRCSfbGwMmlYqTtNKxRnZqTpfbjvL/D1/k5SSeXu+Hw5c4M+ASCY99RBNKxUvhGxFRERERG6fwHG7CjuFu4rX5EdyX3Qb+Pr6Wo4PHjzIV199RXJyMmXLlqVnz55UqFCB8PBw1q9fz6lTpzBNk+nTpxMbG8vXX3+dY2x7e3tatmxJgwYNKFOmDCkpKQQEBLB582b8/f2BtOKUpk2bsn//fqtimRuuXbtGZGSk5dzLK/fX6by9b77+FxISkmk+/Vhe4t1YFxUVZbk+P4VT6btfjRs3LtuiKYAqVapQpUqVLOeeeuqpXJ+rQ4cOzJ07l969e5OSksK3337LRx99lOt1o0aN4o033sg0Xq5cOSZOnMjAgQMBWLJkCZUqVeKXX37BxcXFaq1hGMyYMYNly5YRHR3Nb7/9RkxMDK6urtk+r2malCxZkjVr1lgVYd3w4osvEhgYyAcfpHW7//DDD/NVOHXlyhVLjIoVK7JlyxaKFSuW5douXbpYirQSExOZMmUKc+fOtcyHh4dbtnzs2rVrjls+Ojs7M2TIkH+cr4jIvSj3smoRERERub1atsQuzsSIuNlxyjAgrHraG8ylL/xKSpIfAOf2Xcgx1BtN36CY480/lK+mXGX87vFcS1Eb5SwVGTxAgQAAIABJREFUdYceM63H4sJgwRNwaEHaNokiIpJvxYraM/7x2mwf0553u9ehfc1SONhav/Rw5lIsfWfv4/Vlf7H/fDjXklMKKVsREREREbkXpS9K2rdvH8nJyfTr14+zZ88ye/Zsxo8fz7Rp0zh+/DgTJ060rP3mm29Yu3ZtljFdXFyYNWsWly9fZseOHXzxxRe8/fbbvPfee8ydO5fz58/z7bff4uzsDMCFCxfo06dPlrEydr66cU1O0ndhynh9xrG8xMtLzLxISbn591p8fHy+YvwTPXr0sNzfzp07c13v4ODA+PHjs51/4oknrM7/85//ZCqausHZ2Zn27dsDaVsUHj16NNfnHz16dJZFUze8+eabuLm5AWlFaMeOHcs1ZkYLFy60/PzefvvtbIumbujZs6elK9mN7R9vKOifp4jIvUKFUyIiIiIFrWVLANzOJFkNXysVRioG5cMjSbl6AICQCwnERWVfBFW8SHH+0/g/VmOHQw/zzu53SDVTb3Pi94lqHaH5K9ZjqUmweiTMbgPHfoTQUxAbqkIqEZF88nQvyrA2lZk/tBmrRrSicsnML+yvPBzEM9/sp/77m3hhwQE2HA8hKUX/domIiIiISM4yFgHVq1ePxYsXZyoosrGx4e2332bQoEGWsU8++STLmCVLluSVV16xFLlkZGNjwwsvvMCqVass28Ht27ePX375JdPahIQEq3MHB4dc76lIkSKW46wKWtLHzEu8vMTMiwYNGliO3333XQ4dOpSvOOnFxcWxf/9+Fi1axJdffsm0adOYOnUqU6dOZcaMGdjb2wPg4+OTa6zGjRvnWLjk7u5O8eI3ux136dIlx3hVq1a1HGfV+Suj3DppOTk50a1bN8v53r17c42Z0ZYtWyzHXbt2zdM1DRs2BCA0NNTSKQ3StnAsW7YsANu2bePzzz8nKSkpyxgiIg8SFU6JiIiIFLTrhVNlDlj/8V3ELZTgBu0oGxlF2ZBjmOY1TAx8D1zKMVyvar1oUa6F1dgGvw18duiz25v3/aTrx/BI5hbeXDoOPw2DWS1ganWY2TitiEpERPKtbvlirP6/NvRpnPV2EteSU9l6OpSXFx+i5SdbWLzfH1OFqyIiIiIiko2iRYtanY8ZM8ZSbJOV9B2J9u7da9Wx6p/q3LkzzzzzjOV8+fLlueaXmJiYa9yrV69ajtN3isoqZl7i5SVmXnTu3JlGjRoB4O/vT5MmTWjQoAFvvPEGK1euJDg4OM+xfH19eeaZZyhZsiQtW7Zk0KBBvPbaa7zxxhuMGTPG8rhy5QqA5WtOKlSokOua9B2mcluffm1cXFyOa4sUKULNmjVzff769etbjvNSDJbRkSNHLMcVK1bEMIxcHytWrLBcExYWZjk2DIOxY8cCaVsNjho1inLlyjFw4EC+/vpr/vrrL1JT9YEmEXnw2BV2AiIiIiIPnHr1wMUF91NXrYZd3S5zssUzeB3ZRsdDR1nmfQ6jSB1O7wuhYafs/6g3DIOpj05l0PpBnI86bxmff2I+Lcu3pGX5lnfsVu5ZNjbQ8V0oUwd+HgHJCVmvizgHS/rBv7aCS6mCzVFE5D7i4mjH1L4N6NvYi/d+OYHPpay3ibgcm8g7Px9nu08on/ZpQHHnvH2SWkRERESkMHhNfqSwU3ggubq6Wp136NAhx/U1a9akfPnyBAcHY5omhw8fzvWanPTr14/vv/8eSOs6lVt+cXFxVt2fspK+I1TG6zOO5VbQk9eYeWFjY8O6det4/vnn2bx5MwBHjx7l6NGjTJs2DYBatWrRv39/RowYQalSWb9+tnHjRp566qlM3bhycu1a9l34b8jt+wppr53mdX36tbkVEHl4eFi6j+UkfUes/BTthYeH/+Nr0sv438uoUaOIjY1l0qRJXL16lfDwcJYsWcKSJUuAtC5dTz75JC+//DKtWrW6pecWEblXqHBKREREpKDZ2kK7drhsWAPJBtilddVwdIzHr2ISSR5elI4M5KETKznRuA7hQbGEXYihlHf2L3AUcyzGrE6zeG7tc4RfvfnH9Pzj81U4lZN6T0OZh2D7J3BiFZBFh5OoAFj+PAz6Fez0Br6IyK1oXqUEa/7dhnXHLrLjTBj7z4UTHHU107rNp0LpMmMHz7eoxLPNvSntmvuL4SIiIiIi8mAoV66c5dgwDMqXL5/rNV5eXpbuSJcvX76l569WrZrl+NKlzJ3iHR0dcXd3t3RMCgwMpESJEjnGDAwMtByXKVMm0/yN7dUyrr2VmHlVtmxZfvvtN/bt28fy5cvZsWMHR48eJSUlBYDTp0/zwQcfMH36dBYuXJhp+7qwsDCeeeYZS9FUy5YtGTZsGE2bNsXT0xMXFxccHR0t6ytWrEhAQEC+873fJCcnW44nTpxo9b3KiypVqmQae+edd3jxxRf5/vvv2bx5M3v27CE6OhpI6/S1aNEiFi1axJAhQ5gzZw52diopEJH7m/4vJyIiIlIYXnkFmzVrcDmdSGy9m63Ebcv9SXizPpTd+Bkt/9pFYBU/ojwqceS7nXQc/7jVp54y8nTxZFq7aQzZMMQytu/iPnwjfanuUf1O3s29rVQN6Dsf2o2D37+GkGMQE5JWMHVDwD5Y/W/o+SXY2BZeriIi9wF7Wxt6NvSkZ0NPTNPkWFAUyw5cYNXhIOITUyzrLscmMmPzGf63zZeXH63K651r5PjvoIiIiIiIPBjq1q1rOb6xNVlubuffEnmJVadOHfbu3QukbVHXoEGDHNefPXvWcpz+/tLHu8HX1zfX5798+TJRUVEA2Nra5mlLudy0bNmSli3TPqAZHR3N3r172bBhA99//z1hYWHExMTQv39/Dh8+bHUPixYtshSR9e7dmxUrVuTYqelG3ne7yMhIUlNTc+06lb5Qz8PD4x8/T4kSJSxFf0OGDMHT0/Mfx8hK2bJlef3113n99ddJTU3lyJEjbN26leXLl/PHH38AsGDBAsqXL8+kSZNuy3OKiNytcu8fKCIiIiK332OPwWOP4b3Ouj1zmbLn8GnQkFQHZxyTk+m+/i2KJERx/lwyYXPm5hq2cZnGNCrdyGps8anFtzX1+1apmtB9Orz4G/z7T6jc1nr+yFJY+ixcy3p7KRER+ecMw6C+lzuTnnqIDSPb0tDbPdOapBSTmVvPMuHXE5hmFp0BRURERETkgdKkSRPLcWpqqqWoJCfpuy+VLl36lp4/fZFTdp2cHn74Ycvxnj17co25a9cuy3GjRo0yzaePt2/fvlz/Nkofr06dOv+4S1Fu3Nzc6NatG5999hnnz5+nefPmACQlJTFnzhyrtfv377ccjxo1KsdCo6CgoHumcOrq1aucOXMm13VHjx61HOengK127dqW4yNHjvzj6/PCxsaGRo0a8Z///Ifff/+dKVOmWOZmz56d67aFIiL3OhVOiYiIiBQGw4CZMymzLxnz6s1fyRwcrhLm+RdhA77gaqWmuMeE8timCaTYOnJ68VaunjqVa+jn6zxvdb7m3Boirkbc9lu4r9naQ9+F4FHZetx3I8x7DKLy1hJdRETyrkIJJ1a83JKRHavj5JC5u993+/z5YPVJUlNVPCUiIiIi8iCrX78+VatWtZxv2bIlx/VnzpwhKCgISOu+lL4IKT9WrFhhOb5RMJRRz549LccrV660bGuXlStXrrB582bLecat7iCtcMrLywuAiIiIXO/5xx9/zDHe7eTi4sLo0aMt5z4+PlbzkZE3PzhavHjxHGOl/97eC1atWpXjfEJCAhs2bLCct2rV6h8/R+fOnS3HS5cu/cfX58frr7+Os7MzkPbfW1hYWIE8r4hIYVHhlIiIiEhhqVoV29fHUWxvstWwTfmDXCtTjcv9pxHR7U3KhRzjsU3v4+/ZiYC33sVMTMwxbAfvDni63GzZnJiayHKf5XfkFu5rTsXhuRXglqH99aVjMKcjBB8unLxERO5j9rY2jO5cg/3jOzLhyTqUcHawml+w14/Hv9jFhuMh6j4lIiIiIvIAGzp0qOV46tSpJCUlZbs2/TZjnTp1ws3NLd/Pu3XrVr7//nvLed++fbNc165dO7y9vQEICAhgwYIF2cacOnUq8fHxALRp04bKlStnWmMYBgMHDrScf/TRR9n+TXTy5ElLAZKtrS3PPfdczjd1mxUtWtTqvESJEpbjQ4cOZXtdaGgon3zyyR3L606YMWMGERHZf2B1ypQpREdHA9CwYUMeeuihf/wcL7zwgqWIaenSpWzdujXP1+b37+aUlBSrzmAZf6YiIvcbFU6JiIiIFKaxY6m+185qqFjxYC4V/RuA+AbdiW3Sl0oBv9Nu1yxOpDQg9MtZOYa0tbHl2VrPWo3NPz6fc1fO3d7cHwQlq8OLW6BcA+vx2JC0zlOn1hROXiIi9zm3IvYMbV2ZpcNbZCqeOh0Sw8uLD9F95m62nLqkAioRERERkQfQ6NGj8fRM+7DbsWPHeP7554mLi7Nak5qayscff8x3330HpG1H9t5772WK5e/vT8eOHVm/fj3JycmZ5m/EWrhwIT179rRsW9asWbNsuznZ2dnx0UcfWeWbVcHL999/z+TJky3n6Y8zevPNN/Hw8ABg586djBw5MlMnK39/f/r06WMpJBs6dCg1atTINmZuRo0axRtvvMGJEyeyXRMUFMTEiRMt523btrWaT38+btw4zp3L/BrlmTNn6NixI6GhoRiGke98C5JhGISFhdG9e3dCQkIyzc+fP58PP/zQcv7uu+/m63lKlSrFhAkTgLSCph49ejBv3rwcu5j9+eefjBgxgrFjx1qN79y5k8cff5y1a9eSmM2Hc5OTkxk/fjwxMTEANGjQ4JaKDUVE7gV2uS/JzDCM89cPt5um+UI+Y3wNdAZM0zSr5rZeRERE5L5UpAjuU34g2XcodqVvvrgT0mA2dodHUuqaJ1HtXsYx8CjeQX+SamPHkfiHaVFzHW6PP55t2N7Ve/PVka+IS0qLGZ8cz8htI1ny+BKKORa747d1X3ErB0PXw8rhcDpdoVRyAiwfBEPWQMV/3mZbRERyV6OMK9//qwUD5uwnPM76Rd0TwdEMW3iQuuXd6FKnLI/UKEl9z2LY2eozYiIiIiIi9zsnJyeWLl1Kly5duHr1KsuWLWPHjh089dRTeHt7Ex4ezrp16zh16pTlmg8++CDLrdJM02Tr1q1s3bqV4sWL06JFC2rXro2HhwepqalcuHCB3377DT8/P8s1Xl5e/PTTTzkW+QwaNIh169axfPlyYmJi6NSpE127dqVZs2YkJyezc+dOdu/ebVk/btw4WrdunW08Dw8P5s+fz9NPP01KSgozZ85k3bp19OzZEw8PD3x8fFi5cqWle1WdOnX49NNP/8m3NZMrV66wcOFCpk2bRtWqVWnWrBmVK1fG1dWViIgITp8+zYYNGyyFWlWrVuXFF1/M9H2YNGkSwcHBXLx4kTp16tCrVy9q1aqFaZocPnyYjRs3kpSUxKBBg9ixYwf+/v63lHdBqFChAo0bN2blypXUrFmTXr16UaNGDWJjY9m8eTMHDx60rB04cCC9e/fO93ONGTOG06dPM2/ePOLi4hg2bBgTJkygU6dOVKpUCQcHB6KiovD19eXAgQNcuHABgBEjRljFSU1NZf369axfv55ixYrRvHlz6tatS8mSJbl27RpBQUGsXbvWUghmGAYff/xxvvMWEblX5KtwCqgEmEDZW3ju0uniiIiIiDy4GjfG3bctsay3DDm5hXKxxSQuHRlE3SvNCe8xgTILXqTihT84V7kNvu9NoYaTE67t2mUZ0tXBldEPj2bi7zc/7eUf7c/YnWP5suOX2NrY3um7ur84OEO/RbB5Auz94ua4mQIrhsLLu8CldOHlJyJyH6tZ1pVfXmvNlI0+/HokmIwNpk4ER3MiOJoZm8/gVsSO1tVK0r5maXo0LE8Re/17JyIiIiJyv3rkkUdYu3YtgwcPJjAwkJCQEL766qtM64oUKcLkyZMZOXJkrjEjIiJYt24d69aty3ZN9+7dmTt3LmXKlMkxlmEYfPfddzg7OzN//nxM02TDhg1s2LDBap2trS3jxo2z6tqUnZ49e7J06VJeeuklIiMjOXfuHNOnT8+0rlWrVixbtszSoSq/HBxudgA+d+5clt2ibmjatCk//vgjLi4uVuMuLi788ssvPPHEE4SGhpKYmMjy5cszXf/ss8/y9ddfU6tWrVvKuSDNmzeP6OhoNm/ebOlsltHzzz/PvHnzbvm5vv32W+rXr897771HdHQ0gYGBOW4B6ejomKnbmL29veU4KiqKTZs2sWnTpiyvd3d356uvvuLxHD68KyJyv8hv4ZSIiIiI3EaNen/K5vW/4+gaYRlzdIwnqdF8dv5u0JomRLcZivvWL2l49Ed2tRqI879HUmHBfJwefjjLmP1q9uNE+AlWnV1lGdsTvIdlPssYUHvAHb+n+46NDXT5CIpXgTWjbo7HhsBPw+D5n0EFaSIid4SXhxOfP9OIEe2r8flmX9Yeu5jluuiryaw/HsL64yF8utGHlx+twoDmFXBy0MsfIiIiIiL3ow4dOnDy5EkWLFjAqlWr8PHxISwsDFdXV6pUqUKXLl149dVXLdv6ZaVChQrs37/f8jhz5gxhYWFcvnyZ1NRU3N3dqVq1Kq1atWLgwIE0aNAgz/k5Ojoyb948hg4dyvz589m1axfBwcHY2tri5eVFp06dGDZs2D+K2bdvXx555BHmzJnDr7/+yt9//01MTAxlypShYcOGPPvss/Tv3x8bm1vvxjt79mwGDx7M1q1b2b9/Pz4+Ply6dIn4+HicnJzw8vKicePG9O3blx49emTbgatJkyYcO3aMzz77jDVr1lgKsMqUKUOzZs0YNGjQPVmgU6xYMTZu3MiiRYtYvHgxJ06cIDw8nJIlS9KiRQuGDx9O165db9vzjRw5ksGDB7Nw4UI2b97M0aNHuXz5MklJSbi6ulKpUiXq169Px44deeKJJzIVzrVu3Rp/f382bNjAnj17OHr0KAEBAURHR2Nra0uJEiWoW7cuXbt2ZciQIZQoUeK25S4icjczzIwf1czLRYaRSlqnqI2maebrXzHDMH4GegCppmnqFcx7UJMmTcz0bSZFRETk1kRHh7B3w9PYlwyxGr8YXIPIMx154kplKv+vH4aZyppuH1Ex4Eecq3hT+ZdfMLJ5ISQxJZGhG4dyNOyoZczD0YN1vdfh4uCS5TWSB5s/gN0ZPs3X/GXoNhlyaNEuIiK3x8nrHaZ+O3kp17VeHkVZMLQp1Uq7FkBmIiIiInKvO3XqFLVr1y7sNETkLnWjOKxixYpW2zeKiMjdIbvf5QzDOGSaZpOsrrn1UuP8K379a2wh5iAiIiJy13BzK0vXPjtw8q9sNV62nC8JLhfY73aZRK+HAKh7ah0hZZpzzfcssTt2ZBvTwdaB6Y9Op6hdUctY5LVI5h2/9fbQD7T2b0OlR6zHfp8Nm94h0x5SIiJy29Up78acQU3YO64Dnz5dn+71y+HuZJ/l2sDIBPrO3sfRwCsFnKWIiIiIiIiIiIjc7QqlcMowDHfgYdK6VmXdX19ERETkAWTY2NF80FocIm+++WsYJlWqHuKcbQhRtR8FoJL/fq4Uq42JQficuTnGLONchqF1h1qNLTq5iND40Nt/Aw8KWzt4+ltwKWs9vu9/sLg3bHoXfNZDamrh5Cci8oAo716Ufk29+d+Ahzn0Tmd+fa01w9tWwcnBeuvUyPgknv1mP0t+9ychMaWQshUREREREREREZG7Ta6FU4ZhtM34SDddPKv5bB6PGobRzTCM/wO2AU7XYxy6EzcmIiIicq+ysXWkVpWxVmMeHhdxK3GBU3UfwsTAwKTa+b2El6hLwp9/En8o51+pBtcdTIkiN/ekv5pylZmHZ96R/B8YrmVg4E9Q1MN6/NxW2PsFLH0GlvSBxPjCyU9E5AFja2NQ38ud8Y/XZteb7enT2MtqPi4xhbdXHafl5C18sPoE+86Fk5yiAlcREREREREREZEHWV46Tm0nrdAp/QPAAJpmMZfdYyuwFvgMqJ8u/pJbvAcRERGR+07JhkPw8C9iNebtfRxf53gSy9UCoN7J1QR4PYFv1acImbMgx3hO9k680uAVq7Gfz/7MklP6VeyWlK0Hg36FIu5Zz5/bAt/3g8S4gs1LROQBV8LFkSl96vNqu6qZ5q7EJzF/jx/PztlPs4+38M3OcySpgEpEREREREREROSBVNBb9RnpHgDfmqa5voBzEBEREbnrGYZB9dKvWY0VKxZGhMvfXK7XHgD75Kt02jaZoPKPsiu2KVEH/soxZu8avankVslq7L9//JeNfhtva+4PnHL1YdAv4FE563m/XTD/MTi9DlK1PZSISEExDIM3u9XinSdqY2djZLkmIi6Rj9ed5smZuznkH1nAGYqIiIiIiIiIiEhhy2vhlEHmoqesxnN6AMQCvsAPQHfTNIffYv4iIiIi9y3XbsNxP209VqacLyfr1sW8cR7mQ/MD84l18WLfjHWkJiZmG8/exp7JbSdT1K6oZczE5K1db3Eg5MAduIMHSPmG8NpBGLoees2GMvWs5y8egR+ehZmN4fz2QklRRORB9eIjVdj5ZntefrQqxYraZ7nmdEgMfWfvZfmBCwWcnYiIiIiIiIiIiBSmXAunTNO0yfi4MQVsyGo+m4etaZpupmnWNE1zgGma6+7srYmIiIjc42xt8XTqYjVUpvR5fN3iSKjV3jL28JFleAUews+pAcGffZVjyLol6jK93XTsDDvLWFJqEv/e+m98Inxub/4PGls7qNgKGj4Lg1dDuQaZ10T+DYufhqMrCj4/EZEHWHn3oox7rBb73+rI7IGN6d3IExdHO6s1qSa8+dNRFu33L6QsRURERERE5G5nmiamaeLn51fYqYiIyG1yK1v1Zd3nXkRERERum1J9P8E2/ua5vcM1Ukud5O8n/k1SiYqW8U7b/ot90jWObAvi8uzZXD11CtM0s4gIbTzb8EHrD6zGYpNieXXzqwTHBt+R+3jgOBWHQb9CjW6Z51KTYeWLsD/nIjcREbn9ijrY0q1eWab3b8j2Me14qpFnpjXv/nycaZt8SEjU9qoiIiIiIiIiIiL3u/wWTg29/ph+G3MRERERkQxsnd0p5/6Y1VjZcr6cLHKZ8KcmkergDIBzfDgddkzlQvm2BP9vDn8/1Rv/Z54lMSAgy7g9qvZg1MOjrMZCE0L599Z/k5KqN4pvi6LuMGAZvLQTGgwg0+cONoyDHVMKJTUREYGSLo7M6N+Q2QMfxt7W+v/RM7eepd3UbSw/cIGU1KwLkUVEREREREREROTel6/CKdM0F15/bL7dCYmIiIiItfINX7M69/C4iL+zD/ElynOl80jLeGX/fdTx2cSRh14hrGR94o8c5e+n+xCzdVuWcV+o9wIDag2wGvOJ9GFLwJbbfxMPsnIN4Kmv4Om5YGNvPbdtImydBNl0BxMRkTuvW71yfPN8ExzsrF8iuRR9jTd/OsoTX+xiu09otp0cRURERERERERE5N51K1v1iYiIiEgBcHWphavLQ1ZjZSsc44xtMPH1unHNu4FlvOXvc0ixdeVYvZc42HgMifGJBL76KlGrV2eKaxgGbzZ9k3be7azGF5xYoDeH74SH+sBzy8He2Xp856fw0zC47Fs4eYmICO1rlWb+kKZ4ONlnmjsdEsOQ+Qfo8b89LNrvT1RCUiFkKCIiIiIiIiIiIneCCqdERERE7gHe3oOtzsuUOYev02lSMYnsPBrTxhYA++SrtPr9GwBiXCsS6PkoAJcmTsJMyvxGr62NbaYt+45dPsbh0MN34jakagd4fiU4uFqPH/8JvmwGi/ukbd/nt1tdqERECljraiXZPqY9L7Wtkqn7FMCxoCje/fk4LT/ZwmebzxCfmFwIWYqIiIiIiIiIiMjtZNyObgKGYXgDrYG6gDvgBBh5vNw0TXPYLSchBa5JkybmwYMHCzsNERGRB0JqajJ793Xg2rUgy1hQUC1Knn6WOilelNg6G9cDyyxzK3t8xsVyD1Hkajgt90/AwKTSihUUfahelvFHbBnBzsCdlvMO3h34vMPnd+6GHnSBB2FRb7gWlf2aCq2g/yJwLllweYmICACBkfFM23SGVYeDsl1T2tWRAc0r8GiNUtT3csfWJq8vg4iIiIjI3ezUqVPUrl27sNMQERERkXzI7nc5wzAOmabZJKtrbqlwyjCMOsAMoCN5L5TKxDRN23wnIYVGhVMiIiIFKyjoB077vG05T0mx5cAfT2EkutI8oQKPfv0mdtGXAAj1KMeKp+eBrQP1j86iZMQJSo8bS4khQ7KM/cfFPxi26WYtu4HB5+0/51HvR7Ex1KT0jrh4FFYOh7BT2a9xrwgDlkPpWgWXl4iIWBwPimLaJh+2nwnLsRFgWbcifPD/7N13fE53/8fx18leJJHYK8RK7FpN0Ls1SkvNKm1Rq3T82uLucHeh5W7varXq1ruqVlFFUVqjqFF7lApiEyFEhixE5vn9kbq4ZIgrJOj7+XjkkXO+53s+53NdUY1zfc7n27k27WqXKbzkREREROSOUOGUiIiIyL3LlsIpmz8FMwzjMeAPoM1fcQwbv0REREQkH8qW7YqDQynLvr19Bv7VdpBml8JGtxPs6PUmppFVj14q7hwBez7ENNOIKNcSgOQ/ducau0mZJgSUuPaLpInJq+tepePijqwNX3uHXtHfXNl68OIW6DEDSgXmPCf+FEx9FPb9qKX7RESKQJ3ynkzv35SNbz7C0DbVKeHulOO8yMQrDJn1Bx+tOEh6RmYhZykiIiIiIiIiIiK2sqnjlGEYpYGjgAdgklUAdQX4EzgDXLqVeKZp9r/lJKTIqeOUiIhI4Tt9eiZHjn5gNZYQX4rQ0IdxSitG/3VHKblxBgBp9nZ83/FVLpbuQNC2kXi4Q/XNmzCMnGvXl59Yzlsb38o27mDnwNLOS6lYvOJtfz2Bai5qAAAgAElEQVTyF9OE8wcgYhfsnQfhW7LPCegEHcaDR8nCz09ERABIvJLG/9YfZ+qmk6Sm51wgVbe8J4Mfqkr7OmVwtFfXRhEREZF7jTpOiYiIiNy7Cm2pPsMwPgLeIqtoKhMYBXxpmmbSLQeTe5YKp0RERApfRsYVtm9/jOQr4VbjycnFOLC/FVUTA3h04w5cj23G8dxBznt7saj7bCqdWY//yV+oumI5zlWq5Bw7M4Ph64ez9nT2DlPdq3dnVPCoO/GS5EYZabBsOOz+LvsxjzLQcxZUbFr4eYmIiEXMxRTWHoxiw5Fofj0QSXpm9nsrZT1dGNSyKs80rYSrk30RZCkiIiIitlDhlIiIiMi9qzCX6mt33fZQ0zTHqmhKRERE5M6zt3ehQYPpuLr6WY27uiZRv8EKzvjsZmvLRzj63OdEPTuRUknJdFw2jGifB0i3dyb5jz9yj21nzxePfMF3j31H28ptrY4tOb6EcxfP3YmXJDeyd4QnvoR2H4H9DUtCXYyE6Y/DrulFk5uIiADg6+HMU00qMunZB5g35EFKF3fONudcwhU+/CWUlp+s5esNx7mYkl4EmYqIiIiIiIiIiEhebC2c8vvrexzw1e1JRURERETyw83NjyaNF+Ll1cxq3NExlTr11nCs7GoWOG9laZVM4pv2oNK5o3RfOoxEj1pc/mN3nrENw6BhqYZ88tAnVCx2bWm+9Mx0ph9QsU6hMQwIegmGbIRyD1gfy0yDX4bCuo+KJjcREbHSqHIJfnmlJW0DS+d4POZiKh+vOESL/6xl/KrDrDsUxanYS9jSAVxERERERERERERuL1sLp1zIWqbvgKk7fSIiIiKFztHRi4YNZlC2VBercTu7TGrW2oSnZyQR9hfYHhSMadhTPOk8jff8zJXft+QrvoOdA4PqDrIaW3hkITHJMbftNUg+lKoFA1dDi2HZj234GLZPLvycREQkm5LFnJnStzFrhj/Es80q4eKY/XZL/OU0vlx7jP4zdvKPcevp8fVWwmMvF0G2IiIiIiIiIiIicpWthVMRf303blciIiIiInJr7OycCKj9KVVdn7lhPJPA2utxc4tnn3scSTVbAuCcdhnX4+dIi4rKV/wnqj5BGfcylv3UzFT6LO/D6lOr1SWjMNk7QJtR0GMGOLpZH1vxJoQsKIKkREQkJ9VKFWNs17pseqsVL/zDH3cn+1zn7joVxzPfbuNsfHIhZigiIiIiIiIiIiLXs7Vw6g+yiqb8b2MuIiIiInKLDMOgStCHBJz4h9W4g0Matev8RqpjEn/+43HLeKnoE1xYsylfsR3tHelfu7/V2JmLZxi+fjhD1w0lLSOt4C9A8q92V+i7NHvx1OIhsO/HoslJRERy5OvhzIjHarHprVa82ro6xVwccpx3Ji6ZZ6ZsI+RMPJmZKkoWEREREREREREpbLYWTs3463sZwzBa3KZcRERERMRG5fpPwX9jSasxF5fLVKy0jz2lIKVkVQDsM9M5MWUZ6XFx+YrbrXo3avvUzja+9vRaRm0dpc5Tha1iE+g5C+wcr42ZGbBwEOyeBfp5iIjcVbzdnRjetgabR7Tiw8616dm4IgFli1vNCYu9TKf/bqbRmNX8a9E+Yi+mFFG2IiIiIiIiUtj69euHYRgYhsH69euLOh0Rkb8lmwqnTNNcCfxCVtepCYZhuN3kFBERERG5k+ztqfzmOsofLG01XLbsES65RBPaqodlzC4pjbP/ejtfRU8uDi5MbjuZXjV7YW9YLze09PhSpuybcnvyl/yr1ga6TQbj+l/lTVj6f/BJFZjREfbOUxGViMhdpLiLI32C/PjPk/X4+f+a83jdMtnmxF1OY+6OcB79/HeW7ztXBFmKiIiIiNx74uPjmTRpEh06dKBixYq4ubnh5OREyZIlad68OW+++Sb79++/pZgpKSlMmTKFRx99lAoVKuDs7EzZsmV56KGH+OKLL0hMTLzlPDdt2sSgQYOoUaMGHh4eeHp6Urt2bYYOHUpISMgtx4uMjGTs2LE0a9aMUqVK4eLiQuXKlencuTM//PADmZmZtxxTRETk78qwtUuAYRglgNVAQ2A70Mc0zWO3MTe5yzVu3NjctWtXUachIiIi18nISGHrT4GkeF8bi4ioyZXDbXj+4xEYGWkcr9KSs2VKUXvIE5R47rl8xz4ef5xX175KeFK41fjYFmPp5N/pdr0Eya99P8KiwVkdp3IS2Bk6TQQXz8LNS0REbiotI5OX5uxmdej5XOdU8XXnwao+dKxXlmB/HwzDKMQMRURERP6+Dh48SEBAQFGnIfmwePFiBg8eTExMTJ7zDMNg8ODBTJw4EUdHxzzn7t+/n169enHgwIFc51SqVIk5c+bQosXNF+VJTU3l5Zdf5ttvv811joODA2+//TajR4++aTyAhQsXMnjwYC5cuJDrnJYtWzJ37lzKly+fr5hSdPr168fMmTMBWLduHQ8//HDRJiQico/L7Xc5wzD+ME2zcU7nONhyIcMw+v61+S0wGmgGHDQM4zdgMxAJ5Lu3vGma39mSh4iIiIhYs7d3xs/tSQ7zo2WsbNmj7DxTm+iaD1IqdCNlzh/gjwadKfXlRLyeego7V9d8xfb38mdS60k8u/xZElOvPVn37qZ3ycjMoGv1rrf99Uge6j4JDi6woB9kpmU/HroEzu2Frt9ApWaFnp6IiOTO0d6Oyb0bsXhPBCsPRLLtRCxJV9Kt5pyMucTJmEvM3RHOs80qMbpTbRzsbWocLiIiIiJy3/n555958sknLZ2V3Nzc6NixI1WrVsXZ2Znw8HBWrFhBZGQkpmkyefJk4uPj+eGHH3KNGRYWRtu2bYmMjATAy8uL7t274+fnx7lz51i0aBGRkZGEh4fz+OOPs2HDBho2bJhrPNM06devH3PnzgWyCrgeffRRmjZtSnp6Ohs2bGDLli2kp6fzwQcfkJGRwZgxY/J83cuWLaNnz55kZGQ9SFe1alU6d+6Mt7c3hw8fZtGiRSQnJ7Nx40bat2/Pxo0b8fLyuqX3VkRE5O/Gpo5ThmFkAjeeaOQwli+madrffJbcbdRxSkRE5O6UGXWOrWuacaXMtSfozp2tTvlVdXlk1qcAzOo5k7qhk/D/8j8Uu8WnmHZG7mTw6sGkZ1p/wPtus3fpWatngfOXWxS+Hdb/G07vhLRLOc9p1A/ajAJX75yPi4hIkUrLyGTyhuNM+O0oaRk531p5pGZJ/vNkPUoVcynk7ERERET+XtRx6u6XmZmJn58fp0+fBqBTp05MnToVX19fq3lXrlxhzJgxjB071jK2cePGXDtFtW7dmrVr1wLQvHlzlixZgo+Pj+V4cnIyzzzzDD/99BMAgYGBhISEYG+f88ecs2bNom/frF4UHh4eLF68mDZt2ljNmT17Nv369bMUQm3ZsoWgoKAc48XHx+Pv72/pNPXSSy/x5ZdfWl0/LCyM9u3bc/jwYQAGDx7M5MmTc4wndwd1nBIRub1s6ThV0EcVr+8Tb143ditfIiIiInIb2ZUqS5XVzlZjpUqf4Eil4pb9MtGHiCzdjEu/b7zl+E3KNOHjlh/jYFg3Lx2zfQw/HfvJtqTFdpWaQd8l8K8zMGQjlKmXfc4fM+CrYIg9XujpiYjIzTna2/F/raqz9P9a0LK6Lw522W+XrDscTdOxv9F4zGpe+2EPpy9cLoJMRURERESK3o4dOyxFUx4eHsyaNStb0RSAi4sLY8aMoXnz5paxFStW5Bhz9erVlqKpEiVKsHDhQquiKQBXV1fmzJlDtWrVAAgNDbUUvNwoIyODd99917I/fvz4bEVTAL179+bNN9+07L/11ls5xgMYN26cpWiqRYsWTJw4MVvRlp+fHz/++KNlScKpU6dy9OjRXGOKiIiI7YVT4X99nbpu+/qxW/kKtz19EREREclJGSMYx+hMy769fQbpZY5xoUKNrOORBzhbNpikDRuwpQNpO792fPbwZzjYWRdPjdoyirXhawuWvNjGzg7K1oOBq6HJoOzHk87C7O5wMbrwcxMRkXwJKFucWQObsXfko0zr15jyXtmX0425mMqSP8/SceIm1h2OKoIsRURERESKVlhYmGW7Tp06FC9ePPfJQMuWLS3bMTExOc757rvvLNtDhgyhdOnSOc5zc3Pj9ddfz/G8661fv57w8KyPQCtWrMiAAQNyze+NN97Azc0NyOqIdf3ru8o0TWbNmmXZf++997Czy/lj3jp16tC9e3cgq4Brzpw5uV47v67G6datG1WqVMHd3R0HBwc8PT0JDAzkqaeeYsqUKZw6dSrXGBEREXz99df06tWL2rVrU7x4cRwdHfHx8eGBBx5g6NChhIaG3jSX9evXYxgGhmHQr18/AC5dusQXX3xBUFAQpUqVwt3dnTp16vD2228TGxubLcbmzZt55plnqF69Oq6urpQsWZInnnjCUjyXl6vX9vPzA7I6oM2ZM4d27dpRvnx5nJ2dqVChAj169GDVqlU3jXerwsPDGTVqFM2bN6dMmTI4OTnh6+tL06ZNeffddzl79my+4uzZs4f/+7//o2HDhnh5eeHg4ICbmxsVK1bkkUceYfTo0WzZssXSDU1E5H5mU+GUaZp+pmlWuV1ft/tFiYiIiPzd2QW1oOzaRKsx31Kn2N/sYQDKRIWS7FaK2ERHUk+etOkarSq14stHvsTR7tqSgBlmBq9veJ0X1rzAZ7s+42DsQZtfg9jI0QU6fAZ9l4JPNetjcSfh+6cgNZcl/URE5K7g7uxAq1qlWfxSMHXK5/whUEJyGgNm7GT4/D9ZFnKOhMtphZyliIiIiEjRcHW99oBBboVQ14uOvvYQWeXKlbMdz8zM5Oeff7bsP/XUU3nGe/LJJzGMrC6xGzduzDGHJUuWWLa7deuW63J+AN7e3rRu3dqyv3jx4mxz9uzZY+my5e3tnWP3quv16NEjz3i3IiIigsaNG9O7d28WL15MWFgYly9fJiMjg8TERA4ePMiCBQsYPHiwpWDrRlOmTKFixYq8+OKLzJs3j9DQUJKSkkhPT+fChQvs2bOHCRMmUKdOHf71r3+RmZmZY5ycHDlyhMaNGzNs2DC2bdtGdHQ0ly9f5sCBA3z00UfUr1+fY8eOAZCens7AgQNp0aIFc+fO5dixY1y5coWYmBh++eUXWrduzSeffJLvayckJPDYY4/Ru3dvVq1axdmzZ0lNTSUiIoIff/yRdu3a0b9//9tSfGSaJiNHjqRGjRqWoqbz58+TlpZGbGwsO3fuZOzYsVSrVo1vvvkmzzhvvPEGjRo1YtKkSfz5558kJCSQkZFBcnIyZ86cYf369ZbirIMHdX9XRO5/DjefIiIiIiL3nKAgSn96kfCeXpahEiUiOFztIR4CfGJP4JiWTFSpRlzc8DvOVavadJmWFVryyUOf8M8N/yTTzLqhkZaZxuaIzWyO2Mycg3OY0X4G9UrmsHyc3FlV/wEvboGlr0DIvGvjZ3fDf5vAgy/CA8+BS95PZYqISNEpVdyFeYOD+Ob3E6w5eJ6jURdJTb/2AYJpwqLdESzaHYGTvR1P1C9H/+Z+1CnvWYRZi4iIiIjcWQ8++CAODg6kp6dz7Ngxli5dSqdOnXKce+LECRYsWACAo6MjvXr1ynFOQkICAMWKFaNevbzvY/n4+BAQEEBoaCiZmZmEhITQqlUrqzm7d++2bLdo0eKmr6lly5aW4q09e/ZkO359vODg4Fy7TV0f76rQ0FBSU1NxcnK6aR43yszMpEuXLvz5559A1vvTvn17atWqhbu7O5cuXSIsLIxdu3blWWATGxuLaZq4uLgQFBRE7dq1KVmyJI6OjkRFRbFp0yZ27dqFaZp8/PHHODs7M2rUqJvml5CQQMeOHTl69Ci1atXisccew9fXl/DwcObPn09cXBwRERE88cQT7N+/nxdffJFp06ZRvHhxOnXqRM2aNUlOTmb58uWW1zhixAiCg4Pz9XMbOHAgq1atolixYnTp0oUaNWpw8eJFVq9ebfmZzZgxA9M0mTFjxs3f8FyYpknv3r35/vvvAbCzs+Ohhx6iSZMmlChRgvj4eDZu3MiWLVtITk5myJAhpKen89JLL2WLNXHiRD799FPLfvPmzWnWrBm+vr6kp6cTHR3Nvn372Lp1KykpKTbnLCJyL1HhlIiIiMj9KDCQYpEuOEYbpJXMWorPzi6T1IqnSPTyoXh8LKXPH+R8qQdI+v0XfPr3s/lSbSq34f0H32fU1lHZjqVlpjF662jmdZyXbVk/KQQOztDpv3AxCk6suzaeGAGr3oVtX0OfxVCyRtHlKCIieXJ3dmBY2xoMa1uD9IxMvt10kk9WHiLzhpV2UzMyWbj7DAt3n6F+BU+eqF+ODvXKUtYz+3J/IiIiIiL3stKlS/Piiy8yceJEIKtD1PPPP0+/fv2oUqUKzs7OhIeHs2TJEsaPH09iYiJOTk588803VM3h4cEDBw5Ytv39/W9alARQrVo1y7JyBw4cyFY4df2Sc9WrV89XvJzyyWksP/FKliyJp6cnCQkJpKenc/jwYerWrXvT8260fv16du3aBUDjxo1ZuXIlPj4+Oc49ceJErkvd1axZk9mzZ9O1a1fLsoQ3Wrt2LT169ODChQuMGTOGfv36WZbDy81PP/2EYRiMGzeO4cOHW/3sRo4cSXBwMGFhYRw6dIjnnnuOOXPm0KpVK+bNm4evr69l7pgxYxgyZAhTpkzBNE3GjBnDypUr87x2eHg4p06dolmzZixatIhy5cpZjn388cd8++23DBkyhMzMTGbOnEmXLl3o0qVLnjFzM378eEvRVKNGjZg9eza1atXKNm/VqlU89dRTJCQkMGzYMFq3bk3NmjWt5lwtmnJ0dGT58uW5di+7dOkSCxYswNvb26acRUTuJfr0SkREROR+ZGeHERRE2d92Et7rWtcp35Kn2B/UmuAV86l+fC1nKjzA2X3xVLx4CXsPd5sv171GdwzD4PM/Pic+Jd7q2JG4I8w5OIfnaj9nc3wpAAcn6DkLpj8GkfusjyWegfl94Pm14GT7z19ERAqHg70dL/zDn3oVPPnn/L2cS7iS47y9ZxLYeyaBscsP0rpWaQY09yPI38eynIiIiIiI3B756Yjzd1KY78f48ePJyMjgq6++IiUlhf/+97/897//zTbPwcGBxx9/nJEjR9K0adMcY0VGRlq2K1SokK/rV6xYMcfzAVJSUoiLi7ulmHnFszXHChUqWDppRUZG2lQ4dX33qxEjRuRaNAVQtWrVHAvTALp27XrTa7Vq1Ypvv/2Wbt26kZGRwdSpU/nwww9vet7QoUN5/fXXs42XLVuWMWPG0Lt3bwDmzJmDn58fS5YswcPDw2quYRh8/vnnzJs3j8TERFavXk1SUhLFihXL9bqmaeLr68svv/xiVYR11aBBgzhz5gyjR48G4IMPPrCpcCo+Pt4So3Llyvz22294eubcZfjRRx+1FGmlpqYybtw4vv32W8vx2NhYy5KP7dq1y3PJR3d3d/r163fL+YqI3ItuXjItIiIiIvem4GBKb7hoNVSiRAQH62TdwKhx9DdckhM479OAS5s2Fvhy3ap347cev7Gw00LaVLL+R/ekPycReSn7TR8pJM7FoN8yaPI8ONzQeST6ECz7Z9Z6TyIick8I9vdl/RsPM3tgM55vWYWKJXLuKmWasObgeZ75djsdJ25iw5FoTP19LyIiIiL3AQcHByZNmsTmzZtp3759rvMqVapE8+bNqVEj927bSUlJlm139/w9WHZ916Trz89pPz8x84p3J3LMr4yMDMv25cuXbYpxKzp16mR5fb///vtN5zs5OfH222/nerxDhw5W+//85z+zFU1d5e7uziOPPAJgWYLxZoYNG5Zj0dRVb775JsWLFweyitD27duX69zczJw50/Lze+edd3Itmrqqc+fOlq5kV5d/vKqwf54iIveK29JxyjAMZ+BpoA3QGCgJeAKYppntGoZhtOBa0dZGU3ftRERERG6/Rx+l2MiROMbYk+ab9Y9iO7tMUiqf5WIxTzySEqh98Bf21u1MxMgPcKpUCZfAwAJd0sneiRreNXjnwXfYHrmdpNSsf9Qnpyfz7+3/ZsIjE9Ttoqi4eEKHT+Hhf8GyYRC65NqxvXOzvld9BEoFgGcFcPUG/axERO5azg72tKjuS4vqvox4LIC1h6KYvvkkW47H5jj/wNlEnpu2g6CqPvxfq2oEqwOViIiIiNzjtm3bxjvvvMOGDRtwd3enQ4cOBAYG4uDgQFhYGMuXL+fEiRO88847TJo0iUWLFtGsWbNscZKTky3bTk5O+bq2i4uLZfvGApTr4+U3Zl7x7kSO+VW/fn3L9nvvvUdgYCCNGjWyKdZVly5dYt++fRw9epTExESuXLli9YCHo6MjAIcPH75prEaNGuVZuOTl5UWJEiW4cOECkNWRKS/+/v6W7Zw6f93oZp203NzcaN++PfPnzwdgy5Ytt9z567fffrNst2vXLl/nNGjQgKNHjxIVFcWpU6eoXLkykLWEY5kyZYiMjGTdunVMmDCBl156yfKei4j8XRW4cMowjAHAR8D1/1e6euctt4Ko14En/tpuD6wuaB4iIiIicoNmzTDq1aPsmgjCe117EsmrxFn2NW9H0Mr51DmwhD31exJjXw77/gOoNGM6LgEBBb60r6svrzV8jTHbx1jG1p1ex9LjS+lcrXOB40sBuPtAl/9B1CGIue4G1N651wqoANxLQdDLEPwq2KlRrYjI3czezqBtYGnaBpbmXEIyy0LOsWh3BKHnErPN3Xoilq0nYqlZuhiDWlah2wMVsLdTAZWIiIiI3FtmzZpF//79ycjIoG3btnz//ffZCmjS0tJ45513GDduHGfPnqV9+/aEhIRYLYsH4Op6rYNrampqvq5/5cq1ZbOv7+x0Y7yrMa8vYrrVeHcix/xq27YtDRs2ZM+ePZw6dYrGjRtTr1492rZtS3BwMA8++CDlypXLV6yjR4/y3nvvsWTJEqvcchMfH3/TOZUqVbrpHA8PD0vh1M3mX9+N6tKlS3nOdXFxoWbNmje9fr169SyFU/kpBrvR3r17LdtXC6BuRXR0tOU8wzB46623GDZsGKZpMnToUD788EPat29Py5YtadasGfXq1cNO9wJF5G+mQIVThmF8DTx/dfcWTp0AdCKrsOoZVDglIiIicvsZBgwdiu/nL1kXTnlFEhoQTNBK8Lgci//J34ko/xC++/5HeL/+t6146skaT7L0+FJCYq61tf5ox0c0LtOY8h7lCxxfCsDJHZ6aCVNaQVouTxxeioI1I+H0Duj6NbgUL9wcRUTEJmU9XRnUsioDW1Rh16k4pm48ycoD2Z+UPnw+iTd+DOG7racY3bk2D1TyLoJsRURERO5to0aNKuoU/pYOHz7M888/T0ZGBlWqVOGnn37KsTDI0dGRTz75hLCwMBYsWEB8fDzvv/8+06dPt5pXrFgxy/bNimWuur6D0/Xn57R/6dKlmxZO5RXvTuSYX3Z2dixfvpw+ffqwZs0aAEJCQggJCeGzzz4DoFatWvTs2ZOXX36ZkiVL5hjn119/pWvXrtm6ceUlJSXlpnNu9r4CVp12bzb/+rmZmZl5zvX29s5XgdH1BX1xcXE3nX+j2Nicuwrn141/XoYOHcrFixcZO3YsV65cITY2ljlz5jBnzhwgq0vXE088wQsvvEBwcHCBri0icq+wuXDKMIx/AYPJKn4ygKPAbGAv8A7QJI/T1wPngdJA3j0RRURERMR2Tz+N5ztvYaSC+VcXb2fny8SUSuJicW88EuN4cPu3zHvyGxKLVaJ4QnhW8dTMGbjUqlWgS9vb2TOmxRie+vkprmRkPUV2Ke0Sb298m2ntpmFvZ1/QVycFUSogqyBq0WBIz+Mpv8PL4Ns20HsheFXMfZ6IiNxVDMOgiV8JmviVYH9EAv9ZeYiNR2OyzdsXkUC3r7ZQrZQHTfxK8FidMjxUI+cPO0RERERE7gYTJ060FNUMGTLkpt2Uhg8fzoIFCwD46aefmDp1qlXBS5kyZSzbZ86cyVcO188rXbq01TFnZ2e8vLwsHZPOnDmDj4+PzfHuRI63okyZMqxevZqtW7cyf/58NmzYQEhICBkZGQAcOnSI0aNHM378eGbOnJlt+bro6Gh69eplKZoKCgpi4MCBNGnShPLly+Ph4YGzs7NlfuXKlQkPD7c53/tNenq6ZXvMmDFW71V+VK1aNdvYu+++y6BBg/j+++9Zs2YNmzdvJjExq2NxfHw8s2bNYtasWfTr148pU6bg4FDgRaxERO5qNv0tZxhGeeDd64Y+At4zTTPzr+Mv5nW+aZqmYRirgD5AGcMw/E3TPG5LLiIiIiKSBxcX7Aa9gFfIt8Q1vtbS29M7kv0tHuPB5d9T/OJ5HtnwKbsadqP+gclkJCQQ3q8/lWfPwrlatQJdvopnFYY3Hs6/t//bMrY7ajc/HP6BZwOeLVBsuQ0CO0OVhyB8O5zZAWf/hITTEHcKMq57qi/mMMzuBgN+BbcSRZeviIjYpE55T2YNbMbOsAtM33ySXw+cJyPTtJpzLOoix6IuMndHOGO71uHZZre+BISIiIiISGHYunWrZbtu3bo3nV+vXj3Ldnx8PDExMZQqVcoyFhgYaNk+ceIEmZmZN+0kdOzYMct27dq1sx0PDAxky5YtQNYSdfXr1y9wvKuOHj2aZyyAmJgYEhISALC3t8/XknI3ExQURFBQEACJiYls2bKFlStX8v333xMdHU1SUhI9e/Zkz549Vq9h1qxZliKybt26sWDBgjzf36t53+3i4uLy9WclJubaAyze3rfe6dfHx4ezZ88C0K9fP8qXvz2d/MuUKcPw4cMZPnw4mZmZ7N27l7Vr1zJ//nx27NgBwIwZMyhXrhxjx469LdcUEblb2bpA6UDAlaxuU9NN03znatHULdh93XbB14IRERERkZy9+CIlQqxbW3t5RhIaEID5V9kFmvkAACAASURBVNenaic3Uib6FIkeWR2FMuLjOfPqa2Tms/V3XnrV7EXzcs2txib9OYkLVy4UOLbcBq7eULM9tH4f+iyC/9sJr/wBZepZz4s5AnOfhrT8t1QXEZG7SxO/Enz1bCPWv/4wHeqVzXXeBz+HcuR8UiFmJiIiIiKSf0lJ135XvX5ptfy6sdDF398fT09PIKsgaN++fXmef+HCBUJDQy2xciqKeuCBByzbmzdvvmlOGzdutGw3bNgwz3hbt27FNM1sc3KLFxgYeMtdim6mePHitG/fni+++IITJ07QrFkzANLS0pgyZYrV3G3btlm2hw4dmmehUURExD1TOHXlyhWOHDly03khISGWbVsK2AICrn2Mvnfv3ls+Pz/s7Oxo2LAh//znP9m+fTvjxo2zHPv6669vumyhiMi9ztbCqavL65lYd566FSeu265kYwwRERERuZmyZfEu8w+rIU+vSE67pxPW5wvSi2e1+m6x5SuiSgVx9bZL6okTnBs9+qY3Ym7GMAw+aP4B7o7ulrGk1CS+3P1lgeLKHeRVMau7VK2O1uOnt8Hkh2D1+3B6R9HkJiIiBVaxhBuTnnmA7wc1o3Flb+xu+KwpJT2TV+fu4UpaRtEkKCIiIiKSB19fX8v29UUpubl+jrOzMyVKWHfTtrOzo2PHa/dAri7rl5uFCxda7pe1aNHCKp+rOnfubNletGiRZVm7nMTHx7NmzRrL/o1L3UFW4VSFChWArMKt3377Lc8cf/zxxzzj3U4eHh4MGzbMsn/48GGr43FxcZbtG9/7G93svb/bLF68OM/jycnJrFy50rIfHBx8y9do27atZXvu3Lm3fL4thg8fjrt71r3cCxcuEB0dXSjXFREpKrYWTvmTVTQVappmpI0x4q/bLmZjDBERERHJh2Kvfob95WsFUE5OKbi6xxFSwYOoflNI9yqPQ0Yq/id3csy/m6V4KnHpz8Rfd6PFVqXcSvFCvResxhYdXcT+mP0Fji13iJMbdJ8KlVtYj8ccgc0TYGpbWNAfLsUWTX4iIlJgwdV8+fHFYPaOfJT3OwZaHTsUmcTjEzYyaOZO3v1pH5PWHWP5vnOkputJYxEREREpWle7GwF88803JCfn3R37s88+s2y3aNEix45Hffr0sWx//fXXREVF5RgrOTnZqhtP3759c5z38MMPU7FiVmf38PBwZsyYkWt+n376KZcvX7bkV6VKlWxzDMOgd+/elv0PP/ww14cdQ0NDLQVI9vb2PPvss7le+05wdXW12vfx8bFs//HHH7meFxUVxUcffXTH8roTPv/8cy5cyL2r/rhx40hMTASgQYMG+Vpa8kYDBgywFDHNnTuXtWvX5vtcWx+IzcjIsPrv5MafqYjI/cbWwqmr5cDnC3Bt++u2dddNRERE5A6yq1QFbwfrD0S9vCI5aB9BqqsH8Y+8BEDNI6tI8AzgpF8Hy7zzY8Zy5YYnxWzxbMCzVPG8duPHxGTUllFcTrtc4Nhyhzi6QK85UDKXlbUPLIKvmsHPr8GaUbB3npbyExG5BxVzcWRAiyp0blDOavxEzCXWHIxi9rZwxv16mJfm7KbN+A2ciL5YRJmKiIiIiEC/fv0sRR0nTpygW7duxMZmf7ArNTWV119/3ar70ksvvZRjzHbt2vHwww8DEBsbS/fu3bMVxCQnJ9O7d2+OHj0KQK1atXjuuedyjOfg4MCHH35o2R82bFiOBS/ff/89H3/8sWX/+u0bvfnmm3h7ewPw+++/89prr2XrZHXq1CmefPJJ0tLSAOjfvz81atTINebNDB06lNdff50DBw7kOiciIoIxY8ZY9h966CGr49fvjxgxguPHj2eLceTIEVq3bk1UVJRNyy8WBcMwiI6OpmPHjkRGZu8zMn36dD744APL/nvvvWfTdUqWLMnIkSOBrIKmTp06MW3atDy7mO3evZuXX36Zt956y2r8999/5/HHH2fZsmWkpqbmeG56ejpvv/22ZUnM+vXrU7x4cZtyFxG5VzjYeF4iWcVTHgW4dpnrtvWYuoiIiMgd5h3YjZhjYy37viVPERdXjuPpkdSs0ZI0n8o4xp6i0e45rHv4DTLtHPE/sQRSUoh4bSh+P/6IvYd7HlfIm6O9IyOajmDI6iGWscNxhxm+YTgTW03E0c6xQK9P7hBXL+izGJYNh8MrgBueVLsUDX/MuLa/+j1oMQweeC6ra5WIiNwzPuhch11hcUTE514EG37hMj2+3srMAU2pU96zELMTEREREclSv3593njjDf7zn/8AsHLlSvz8/OjYsSMBAQE4ODgQFhbGsmXLOHv2rOW8nj170q1bt1zjTp06laCgIKKioti0aRPVqlXjySefpHLlykRGRrJw4ULOnTsHZC1PN3v2bBwccv+otW/fvixfvpz58+eTlJREmzZtaNeuHU2bNiU9PZ3ff/+dTZs2WeaPGDGC5s2b5xrP29ub6dOn0717dzIyMpg4cSLLly+nc+fOeHt7c/jwYRYtWmTpXhUYGMgnn3ySvzc1F/Hx8cycOZPPPvsMf39/mjZtSpUqVShWrBgXLlzg0KFDrFy50lKo5e/vz6BBg7K9D2PHjuXs2bOcO3eOwMBAunTpQq1atTBNkz179vDrr7+SlpZG37592bBhA6dOnSpQ3oWhUqVKNGrUiEWLFlGzZk26dOlCjRo1uHjxImvWrGHXrl2Wub17987zz97NvPHGGxw6dIhp06Zx6dIlBg4cyMiRI2nTpg1+fn44OTmRkJDA0aNH2blzJ6dPnwbg5ZdftoqTmZnJihUrWLFiBZ6enjRr1ozatWvj6+tLSkoKERERLFu2zFIIZhgG//73v23OW0TkXmFr4VQk4AMEGIZhmLb1+Qu6bjvMxjxEREREJJ+8vYOs9j09o2ncZCmXE3aQvvsdkpr2osSK/1DryCr+aPgs4ZXacsXZm8BDs0gNCyPy/fcp99mnBXrqK7hcMI9WfpRVp1ZZxjZHbOat39/iqZpPUde3Lu6OthdnyR1SvCw8PRcuX4AT67KW6ju3N+e5F8/DyhHw2wfg3wpqd4Xa3SCHNvgiInJ38XR1ZHKfRgyZ9UeexVOxl1Lp9c02JvRqQOuA0oWYoYiIiIhIlo8//pjixYszevRoUlNTuXjxIj/88EOOcw3D4JVXXrFaYi8nVatWZfXq1fTq1YuDBw8SFxfHlClTss2rUKECc+bMoVGjRnnGMwyD7777Dnd3d6ZPn45pmqxcuZKVK1dazbO3t2fEiBFWXZty07lzZ+bOncuQIUOIi4vj+PHjjB8/Ptu84OBg5s2bZ+lQZSsnJyfL9vHjx3PsFnVVkyZN+PHHH/HwsO674eHhwZIlS+jQoQNRUVGkpqYyf/78bOc//fTTTJ48mVq1ahUo58I0bdo0EhMTWbNmDd99912Oc/r06cO0adMKfK2pU6dSr1493n//fRITEzlz5kyeS0A6Oztn6zbm6HjtwdWEhARWrVrFqlWrbjwVAC8vL/73v//x+OOPFzh3EZG7na2FU5uB2kAxoB2wMu/p1gzDcAGe/ms3FdhiYx4iIiIikk8eHjVxdPQhLc262aebZyQn/edS/Up/PDdOxf5iDI13z2btI28SVboxKS7e1DnwLYnLl+NQ0pdSr7+O4Wh7d6gPmn/A6aTTHLxw0DK2+tRqVp9ajZOdEy83fJkBdQbYHF/uILcSUKc7BHSCTV/Ahv9AZlrOc9Muw6Ffsr72/gA9Z2ct/SciIne1OuU92fjmI0QmXuFcwhUiE65wLiGZHScvsCr0vGXexZR0Bs7cRb9gP/71eC2cHeyLMGsRERER+Tt6++236du3LzNnzmTdunWEhoYSFxdHRkYGXl5eVK9enZYtWzJgwIB8L1dXr1499uzZw8yZM1mwYAGhoaHExMTg7e1NtWrV6NatG4MGDcr30mXOzs5MmzaN/v37M336dDZu3MjZs2ext7enQoUKtGnThoEDB1K/fv18v+4ePXrQsmVLpkyZwtKlSzl58iRJSUmULl2aBg0a8PTTT9OzZ0/LcoYF8fXXX/Pcc8+xdu1atm3bxuHDhzl//jyXL1/Gzc2NChUq0KhRI3r06EGnTp1yfeCycePG7Nu3jy+++IJffvnFUoBVunRpmjZtSt++fe/JAh1PT09+/fVXZs2axezZszlw4ACxsbH4+vry4IMPMnjwYNq1a3fbrvfaa6/x3HPPMXPmTNasWUNISAgxMTGkpaVRrFgx/Pz8qFevHq1bt6ZDhw7ZCueaN2/OqVOnWLlyJZs3byYkJITw8HASExOxt7fHx8eH2rVr065dO/r164ePj89ty11E5G5m2NIsyjCMx4FfyFqnYx/Q1DTN1OuOryCroMo0TTPbnTPDMD4Dhv11/s+maXaxLX0pSo0bNzavbzMpIiIid7+zZxdw6NA7mGRYjaenO2JuHEGzTdvxXv81GXYOzHx2LsluJQBwSk2k9oGpeCccw7V+fcp/Ph7HcuVsziMmOYY+y/tw5uKZHI/P7zifAJ8Am+NLIUk6D6c2ZXWiijkKe2ZlFUzlxL819PpexVMiIvco0zT5eMUhJv9+ItuxYi4OBPv70KKaLy2ql8TPx61AHSpFREREitLBgwcJCNA9CRHJ2dV/61SuXJmwsLCiTUZERLLJ7Xc5wzD+ME2zcU7n2FRqbJrmcmD3X7t1gZ8Nwyhxs/MMw7A3DOPfZBVNXaWFUUVEREQKSblyPQgKWoNv3KOkpV1rte3gkMaJsmvZ0OwBMp3csM9MJ/DQcsvxVKfi/NngVSLKBpO8dy8nuz/JpR07bM7D19WXyW0nU9a9bI7Hv/rzK5tjSyEqVjqrA1XT5+HxT+C1EGgxDIqXzz73+G8wqyuc/B1sWulbRESKkmEY/OvxAN7tEIC9nXVRVNKVdH49cJ73lhzgkU/X0+I/6/hoxUEiE64UUbYiIiIiIiIiIiL5U5AejS8CV++AtQGOGIYxzjCMdoBl8VrDMOoZhvGoYRgjgaPAW38dMoFJpmna/ombiIiIiNwyV9dK1O86CbcQ65biZcoc5U/nCCKaPgFA/aPLMTKvdaYyDXsO13yWUxXbkhEXR/iAgcTNm29zHpWKV2JJlyWMDh7N41WsW3GvP7OefdH7bI4tRcSjJLQZBcMOwOD1UCrQ+nj4Fpj5BHz1IJzeWfj5iYhIgQ1qWZX5Q4Io7+Wa65yI+GQmbzhBy0/W8toPe5iz/RR7T8eTmp5ZiJmKiIiIiIiIiIjcnM2FU6Zp7gSeAVL+GioBDAeWA8F/jRnAHmAF8D7gd12I5Vh3nhIRERGRwmJnR6OKz1gNeXpF4eqWQEjjYEzANf48bXyOZTv1uH8XDtZ8lmSH4kSOHMmF72bZnIargyvdqnfj45YfU79kfatjk/6cZHNcKWKGAeUawnM/Zy+eAog+BLO6QNShws9NREQKrFFlb5a/1pK+QZXxdnPMdV5ahsmSP8/yzuL9dJ60mUYfrublObtZvOcMKekZuZ4nIiIiIiIiIiJSWArScQrTNJeQVSR19RMP468vyOooZV63f/V7OvAx0Mk0Td0lExERESki7l1fwOtgutVY6TLHOFYshZSKDQCoPu4VHhtcG3sH618bz5UNZluzUYTW7M25LyaSdj6qQLkYhsHLDV62Gtt8djN7ovYUKK4UMXffrOKpSkHZj6VehB+ehuS4ws9LREQKzNPVkQ861+GPd9vyyysteKt9LVpU88XJIfdbTUkp6Szbd45h8/by+ISN/HHqQiFmLCIiIiIiIiIikl2BCqcATNP8E6gDdAOWABe4VkB1fdHUEWACUMM0zbdN0zQLem0RERERKQBnZ8plNrcaKlv2KOmeYYQHdwHAyMig1KOBdPDdgZtxxWquadgTWTaIA1V6Ej3xywKn82DZB2lUupHV2JhtY0jNSC1wbClC7r7QfwU89wsEPGF97MIJmN8XzvwBmVq+SUTkXmRnZ1CnvCcvPuzP7EHN2Pv+o4zpUgc/H7c8zzsefYknv97KqKUHSE7Vc3UiIiIiIiIiIlI0jDtRv2QYRgXAB3AH4oFI0zT1GOF9pnHjxuauXbuKOg0REREpgIywI2wKaUe6x7V6+owMe1L3d+Wx96dhfzHm2ri9PYcadmFz3edIc3K3itNo9zgazPoCl5o1C5TPzsidDPh1gNXY83Wf59UHXi1QXLlLmCYsfQX25LC8Y7Fy8NDr0Kg/2BX4+Q4RESliGZkm207Esic8jgNnE9kZdoGYizkXQ1cr5cGEXg2oXc6zkLMUERERye7gwYMEBAQUdRoicpcyjKy+IZUrVyYsLKxokxERkWxy+13OMIw/TNNsnNM5d6RwSv4eVDglIiJyfwgbE8zx4PNWY6YJfqu74/f1bBwSzlkdSy1bkZ+7fk5khrdlzCf2AI3jf8YlIADnWjUp0bcv9h4eNuXzr43/4pcTv1j27Qw7Zj02i3ol69kUT+4y6SkwowOc2Znz8aoPQ6v3wMkdXLygeNnCzE5ERO6QzEyTfREJzNl+ivm7zmQ77mhvUL1UMcp7uxLs78PTTSvh4mhfBJmKiIjI350Kp0RERETuXSqckkKlwikREZH7g7n6Vw7/2IeInsWsxu2TylFt3QiK7VmKc/genM6EYJeeAkB6uYrM/ce/SSxezjK/0e5xeCaGAeDx8MNU/Pp/NuWTkJJAtyXdiEqOsoz5FfdjUadFONo72hRT7jKJ52BWF4g+dPO5dZ6EzpPA0eXO5yUiIoVi87EYRiwK4fSF5Fzn+Pm48WGXOrSsXrIQMxMRERFR4ZSIiIjIvcyWwimtgSEiIiLyN2e0eZRa+6uT+HsVrq+pzyh2lrhyJ0kK6k1Mz8849/Iikhp1xzTscTh7mm7LhlHiQphl/snKj1u2L65fz6Vt223Kx9PZk9HNR1uNhSWGWXWhkntc8bIweAN0/QYCO4ODa+5z9/8Ic56EK4mFl5+IiNxRzav5suK1h+jRqEKuc8JiL9Nn6g5af7aeEQtDWBN6Hj38JyIiIiIiIiIit5sKp0RERET+7gwDZs2i+maD2JhKVoeOVVlIkpHVDcJ0KUZCm9eI6juZ1JL+uCfG0G3xC1Q+uQ6ACz61iS0RaDk3+ssvbf6As0X5FnSr3s1qbNr+aWRkZtgUT+5Cji5Qvyc89R28vB38WuY+N2wjzHwCLkYXXn4iInJHeTg7MK5Hfb569gEqlsi9gPZ49CV+2HmaQd/t4sXZu0m6klaIWYqIiIiIiIiIyP3utizVZxhGc6AlUBvwAtwAI5+nm6Zpti5wElLotFSfiIjI/SUjIYHvp7xFuQdWW43v29mNlvEPUdr0sowZyYmUnj4Ah6QoTGBT8MuE1O2GY2oSTXd9hHNqAgAVp0zBo2ULm/I5e/EsHRZ1IN1Mt4yNf3g8bSu3tSme3OUyM2HPLNi3AC5fgIvn4XKM9RzPivD0XChTt2hyFBGROyIz0yT6Ygpn4pJZvOcMc7aHk9vtqqol3ZncuxHVSxfLeYKIiIhIAWmpPhEREZF7ly1L9RWocMowjLbARKC6rSHIKpyytzkJKTIqnBIREbn/JCcns25tG5xdIy1j585V58SRIFqmBVA9s6xl3G3fCkos/8iyv6TDOM5UeACv+CM0/PNLDExc6tTBb8F8DCO/NfXW3tn0DkuPL7Xs1/apzdwOc22OJ/eQyxeyluiL+MN63NENAjqBqzcULwe+NaBUAHhXLpo8RUTktvvzdDwfrzjIjpMXyMzhtlUxZwcm921EsL9v4ScnIiIi9z0VTomIiIjcu2wpnLJ5qT7DMAYAK8kqmjJs/BIRERGRu4irqysNGr5lNVa69HGKeZ9lg1MoPzvtItwuBhOTy3XakeZb1TKv0Z7ZAMR71eBI9acwMbiyfz9n/u8VMhISbMpnQJ0BVvsHYg+w4cwGm2LJPcatBPRdCv6trMfTLkPID7D9f7D6PZjbEybUg3m9ISWpaHIVEZHbqkFFL34YHETIqHZ8N6ApgWWLWx1PSkmn37Sd/BJytogyFBERERERERGR+4VNHacMw/AHQgFHwCSrCCoC2AicAS7dSjzTNEffchJS5NRxSkRE5P6UmZnOlq2PkJJy7cPIjAx7Qg88Qnx8VsepShm+tE6ri/uxbfguHGGZN6fnDOK9KgLgE3uA2qHTcMi4gmO5clT43/9wqVnjlvN5de2rrDu9zrLvYDjwcsOX6V+7P/Z2alx638tIg1/fhh3f3Hxu5ebw7I/g5Hbn8xIRkUJzJS2DdxbvZ+HuM9mOta5Vij5BlXmoekns7PSMnoiIiBScOk6JiIiI3LsKbak+wzAmAK+QVTSVDAwBvjcLsu6f3HNUOCUiInL/ioxcwoHQ4VZjGRn2nDzRiHPnqgN21E+vTJP0apT8/hWcT+8FYE+9HmwJesFyjvulszyw53Mc0y/jWK4cVZf9gp2r6y3lsjd6L72X98423rx8c7585Euc7J1u/QXKvWfn1KwCqvQrec/zbw3dv83qWCUiIvcN0zSZ/PsJPl5xKMfjtcsVZ2zXujSo6FXImYmIiMj9RoVTIiIiIveuwlyqr/V12/1M05yjoikRERGR+0eZMp2pXu1tqzF7+wyqVd9B/QYrcXOLY6/9KSKNOOLaDsN0yCpeCji6Cvv0VMs5l9zLcajmM5hA2tmzXJgx45ZzqV+yPi/WfzHb+OaIzXyy85Nbjif3qCYD4Z+HoOcc6PRfaDMaGvWDEv7W847/Bp9Wh1ld4civRZKqiIjcfoZh8MI//PmsR30ccugsdeBsIl2/2sz7S/aTeCWtCDIUEREREREREZF7ka2FUxX/+h5pmuaPtysZEREREbl7VKo0kOrV3sk2Xrx4LPUb/IqrWwLrnUK5XLISCf/I6jLlkpxAg6SdVvOjSzbkXJkHAYiZ8i1p56NuOZeXGrzEhEcm4OVs3UVi3uF5LDm25JbjyT3K1RsCOsIDfaDFUHhiAjz/G5SuYz0vMx2Or4Xvn4LVIyEzo2jyFRGR2657owrMGtiM2uWKZztmmvDd1lO0+WwDy0LOoWf8RERERERERETkZmwtnLIja5m+w7cxFxERERG5y1SqNIBatf6Nvb2b1biDQxqBgRu4bJ/EKqe9xDbuTHLVZgA8sPErSlWwnn+0+lNcdi2Jefky0V98YVMurSq1YmGnhZT3KG81/uG2D5lzcA7xV+Jtiiv3OFdv6LMYfKrnfHzzF/DDs5CSVLh5iYjIHRPk78Mvr7Rg4YvBPFanTLbjUUkpvPz9brr/bwuzt53iwqXUHKKIiIiIiIiIiIiAYcvTd4ZhHARqAFtN02xx27OSe0Ljxo3NXbt2FXUaIiIiUgiuXDnLkaMfEh29ymo8KsqPw4da4J3pwWMJfvhPexH7i7Gcf6Q1PwW+Q3r6td81iyecoNGe8RiYePzjH3g/+wzuLVtiGNmX28nLwdiD9FnRh5SMFKtxRztHBtcbzJB6Q245ptwHUpJg61dwYBFEH8p+vFQgPD0XvP0KPTUREbmzfj8SzXtL9nMq9nKOx+0MqFfBi5bVfXmsTlkCc+hWJSIiInLVwYMHCQgIKOo0RERERMQGuf0uZxjGH6ZpNs7pHFs7Tm0BDKCmjeeLiIiIyD3ExaUcdet8RZkyXazGS5UKo3yFUOLsLrHE6xjhT36I6eBE6XW/0TVietaaOX9J9KxKRLmWAFzcsIHTg4cQOWr0LecS4BPA+0HvZxtPy0xj0p+TmH94/i3HlPuAczF4+C14eTv0Xwkepa2PR4XClFYQtqlo8hMRkTvmoRol+XXoQ7zSqhqO9tmLpzNN+PN0PBPXHuPxLzcyaOZO9p5Wp0oREREREREREbG9cGrqX99LGIbR4XYlIyIiIiJ3L8MwqFVzDB7u1rXzVavupmzZw1wyUlhXIYML7d7ABEr9NIvHD08FM9My93jVTqQ4eVr24+fNI/XMmVvOpZN/J4Y+MBQ7I/uvsxN2TyAmOeaWY8p9pHIQPL8OyjawHr8cCzM6wJynIHxb0eQmIiJ3hIujPf98tCYrXmtJy+q+ec5dczCKzpM28+rcPcReTMlzroiIiIiIiIiI3N9sKpwyTXMLWcVTBjDBMIy870iJiIiIyH3B3t6VunUnYY+L1Xi16jsoXeYo4fYx7Klfh4tNnwagyoa5tNoywVI8leHgyv+zd9/RUVXbA8e/J410kpAEiJAECC2hE3ovoaigSFOaNAWFH8pDEVGR8hAFQfSpKEVAQAUFFaWDdOmdkBBaqAES0nsyc39/TBgypJBGQtmftWZl7rnnnrtvyHrOu7Pv3iFV+5gcG7dxY4FiGVZ7GJt6bmJM/THYWNjcWy8tjpkHZxZoTfEEKf0MDNkAvi9m3XduE/zQ2ZBAdedC8ccmhBDiofFxd2DZsCbsercd73SqRo1yDjnOXXviBh3n7GTloSukpOuKMUohhBBCCCGEEEII8agoaMUpgDHAOqAysF8p1b5oQhJCCCGEEI8yW9tK1Kk3HzOd6UfJqlUPYG9/h/0W57jSbiBJlZsCUPP03zQ9+INxXrhbPW6Ub27cjt24qcCxlLMrx2t1XuP/6v+fyfiG0A38c+WfAq8rnhBWttB7CbSdmP3+c5vgmyaw+SNIji3W0IQQQjxcnmVsGd2+Khvfbs3BiR2Y3bsu9So6ZZkXlZjGe6tP0XzGP3y6IZirkYklEK0QQgghhBBCFI3Q0FCUUiilaNu2bUmHI4QQjwWlaVr+D1JqUsZbc+ANwBXQgHPAXuAmkOda55qmTc13EKLE+fv7a4cPHy7pMIQQQghRQiJu/8PJE6+jmd/7PBkVVY7TpwIor3PmufhqlF32BpZ3LqMpxaoe3xLhVs0wUdNT+/R83O6cAqDKls1YVaxY4FjS9en0W9ePoMgg45iZMmNYrWG8Ue8NLM0sC7y2eEJc+Af+mQ7Xc/j8aucO7T+ECo3AxhkcyoFSxRujEEKIh0rTNPacj2DG+mDOhGWfMKsUtKnmxqvNvSVKxAAAIABJREFUvGlb3Q0l/y0QQgghnjpBQUHUrFmzpMMQeRAREcGRI0eMr8OHD3PlyhXj/u3btxcocUSv17Nq1Sp+/vlnjh8/zq1bt3B0dKRSpUp0796d4cOHU7Zs2XytefLkSRYtWsTWrVu5du0aOp0ODw8P2rRpw+DBg2nRokW+1ouNjeWHH35gzZo1nDt3jsjISNzc3PD19aVPnz4MGjQIKyurfK25fv16li9fzoEDBwgLC8Pa2hpPT0+ee+45hg0bRuXKlfO1nigZoaGhVKpUCYA2bdqwY8eOkg1ICCGKWU6f5ZRSRzRN88/umIImTukxJEqZDGf8zPeCmqaZ5zsIUeIkcUoIIYQQt26s5XTwWJOxUyc7Eh1dni6p9fC6k0TZJa9hlprApUotWd9pinGemS6Veie/xinmAu7vjKPM8OGFiiUwIpB+6/uhz2gLeJdvGV9mtJpB5dJyc+epp2kQutuQQHV1f+5znb2h7ftQuw+YFaZQrxBCiEdNmk7Pwt2XmLs1hJR0fY7zGng6MaFrTRpXcinG6IQQQghR0iRx6vHw3Xff8cYbb+Q6pyCJU9euXePll19m7969Oc5xcXFh4cKF9OjR44HraZrGpEmTmDFjBjpdzu2hX3/9db7++mssLR/88N+uXbsYMGAAV69ezXFOrVq1WLlyJb6+vg9cLzo6mldffZW1a9fmOMfW1pbZs2czcuTIB64nSpYkTgkhnnYFSZwqzDcA6r5XTuMPegkhhBBCiMdUWY/uODs2MRnzrnQM0DhicZF052eIbT4QgEqX9uAaecE4T29uxclaI0i0cSN2w8ZCx+Ln6sfbDd7OMn7mzhn6/tWXn4N/piAPDYgniFJQqTUM3Qg9F4GDR85zo0Lh9xGwoB2E5nyzVAghxOPH0tyMN9pWYcvYNgxu7o2DtUW2845eiabP9/sYu/I4Sak5f8klhBBCCCGKX3JycpYxBweHPCUe5SQqKopOnToZk6ZsbGzo378/U6dOZezYscaKS5GRkfTp04eNGx98P+v999/nv//9rzFpqnnz5rz//vt89NFHdOrUyVjhdP78+QwdOvSB964OHz7Ms88+a0yaKleuHKNGjWLatGkMGzYMJydDe+rTp08TEBBgUoErOykpKbz44ovGpCkLCwt69OjB5MmTeffdd6lduzYAiYmJvPHGGyxcuPCB1yyEEEI8bgpacWoHBagslRNN09oV1Vqi+EjFKSGEEEIAxMSe4PDhl0zGgs60JiLCi4DUOnilOlJufn8s4m4T0+55llczrVBlk3gL/6OfU2PDH4Vq13fX3ut7+WjvR4QnhWfZN6DmAN5r/F6hzyGeEKkJsGcu7P0SdA/oNF6zG3ScAmWqFE9sQgghik1Sqo6/Ttxg+YHLnLwWk+2cWs84Mn+gPx5ONsUcnRBCCCGKm1ScejwsXLiQ5cuX07BhQ+OrWrVqVKpUicuXLwP5rzg1bNgwfvjhBwBq1KjBhg0b8Pb2Nu7X6XSMGTOGb7/9FgA3NzfOnz+Po6Njtuvt3r2b1q1bA2Bubs7SpUvp37+/yZytW7fy4osvkpCQAMBPP/3EK6+8ku166enp1KpVi7NnzwLQo0cPVqxYgY3Nvc+od+7coXv37vz7778AdOrUiU2bNuV4zdOmTWPSpEmAIQlr/fr11K9f32TOp59+yvvvvw9AqVKlCA4ONvm9iEeLVJwSQjztiq1VnxAgiVNCCCGEuOfkqTcJD793E0anM+fs2Rbob/vxUmpj7E6ux2XDZ6AUp/+3np2nrEyOd4oKoWMbKPtm0ZT7jk6OZur+qWy5vCXLvmVdl1HPvV6RnEc8IaIuw76vIewEJEVB5CXQp2WdZ24F7T+EZv8n7fuEEOIJdfJaNF9tO8/WoFtZ9rnal2Lx4EbUrlC6BCITQgghRHGRxKnHm7e3d4ESp4KDg/Hz80Ov12NpacmxY8fw8/PLMk+v19O6dWtjVaqPPvqIqVOnZrtmixYtjAlMEydOZPr06dnOmz9/PiNGjDDGf+HCBcyyue+wYMECXn/9dQB8fHw4ceIEtra2WebdvHkTX19foqKiANi2bRvt27fPMi8yMhIvLy/i4+MB2Lx5MwEBAdnG2K9fP37++WcABg4cyI8//pjtPFHyJHFKCPG0K+5WfUIIIYQQQgBQpfJ/yPzR0txch6/vLuw8D3DJ7DaJtbqQVsYLNA2/b/5DrVrWJsdHO1fjxOZL6FMeUPUnj5ysnZjdZjbTW07HztLOZN9nBz9Dr+mL5DziCeHsBc/OgmGbYfQhGH0QfF/IOk+XClsmwY/dITr3UvdCCCEeT3UqOLHwVX9+HdmMqu72Jvsi4lPot3A/J65Gl1B0QgghhBDiYVmxYgV6veF+Ua9evbJNmgIwMzPjo48+Mm4vW7Ys23kXLlwwJk3Z2tryzjvv5HjuoUOHUqFCBcCQ9LJr165s52VOVnr33XezTZoCQ+Wou4lY9x+X2e+//25MmmrWrFmOSVMAkyZNMrYVXL16NYmJiTnOzatz587x3nvv0aRJE1xcXLC0tMTGxgYPDw9atmzJhAkT2LZtG6mpqdker9Pp2LZtG++99x5t27alfPnylCpVCltbWzw9PXnhhRdYtGhRjsdn1rZtW5RSKKUIDQ0FYP/+/QwZMgQfHx9sbW3x8PCgc+fO2Vbwio6OZs6cOTRp0gQ3NzdsbW3x9fXlww8/JC4uLtdzT5482XjuJUuWAIa/n3HjxuHr64ujoyOlS5emfv36TJ482ZgQV1Q0TWP16tUMGDAAHx8fHB0dsbGxwcvLi759+7JmzZoHtpAESEpK4vvvv+fZZ5+lQoUK2NjYYGlpibOzM3Xq1GHQoEEsW7aMW7eyPqQihBAlTRKnhBBCCCFEodnZ+WQkT5mqVPkoF9x3oZmZEd1+FBqggoJovXwcz3iYfhS9WroB0Wt+L7KYlFJ0r9Kd/7X/n8n46Tun+fvi30V2HvEEcqkMfX6EIRvBo37W/aG74asGsHYMhIeAVPEVQognTiNvF34f1YKONcuajMclpzNg4QH2no/I05cHQgghhBDi8fDnn38a3/fp0yfXuQEBATg5OQGGRKdjx47lul5AQADOzs45rmdhYUGPHj2M27//nvX+WHh4uDERSylFr169co2xd+/eJrHcTQrLKcYHXXONGjWoVasWAImJibm2/8uLuXPn4ufnx8yZMzl48CBRUVGkp6eTnJxMWFgYe/fu5bPPPqNjx45s3rw52zW8vb3p2LEjM2fOZOfOndy8eZPU1FSSkpK4evUqa9euZfjw4fj6+hIYGJiv+KZMmUKLFi1YsmQJFy5cICkpibCwMDZv3kyXLl2YMGGCce6+ffuoUaMG48aN4+DBg0RERJCUlERQUBDTp0+nQYMG3LhxI8/n/u2336hbty5z5swhKCiIuLg4YmNjOX78OFOmTKFmzZrGimeFdebMGerVq0evXr1YsWIFFy5cIC4ujuTkZK5cucKqVavo2bMnLVu2zDXhKTAwEF9fX0aOHMmGDRu4fv06ycnJpKenEx0dzalTp1i2bBmDBg1i1KhRRRK7EEIUJYuSDkAIIYQQQjwZvL3fwNLKheCgD0HduxlT2usgYbc74FG5KfGN+uJwaCXqwH6e9/iGBe4j0Gfk8ifbuHHupxU07t0LZVF0H1MblWtEgFeASdu+uUfm0sGzQ5ZqVEKY8GoGw/+Bkyth4wRIzlRhRJ8GR5caXrau8ExDqPEc1OoJpexzXlMIIcRjw76UBfMHNmTGhiAW7L5kHI9LSaf/wgNUcbPjuToe1K1QGj+P0pR1LGV8Cl8IIYQQQjw+UlJSOHPmjHG7ZcuWuc43MzOjefPmrF+/HoBjx45Rv77pg1dHjx7N83oArVq14n//+59xvfudOHHCmPzk6+uLi4tLruvVq1cPBwcH4uLiiI6OJjQ0lMqVKxc6xlOnThljzJzslR9r165l7NixJrG2atWKcuXKARAREUFgYCD//vuvsSJWdsLDwwGoUqUK/v7+VKlSBQcHB5KTkwkODmbjxo3ExMRw4cIFOnTowIkTJyhbtmyO6901b948Zs6cibW1Nc8//zy1atVCr9ezfft2du/eDcBnn31G7dq1adiwIZ07dyYuLo6GDRvSvn17nJycOHfuHCtXriQpKYnz588zePDgHBPAMjty5Ajz588nNTWVBg0aEBAQgL29PSEhIfzxxx/ExcVx69Ytunbtyt69e6ldu/YD18zJwYMH6dSpEzExMQCUL1+eTp06UblyZczMzDh//jx//fUXkZGR/Pvvv7Rs2ZLDhw9TurRp6/L4+Hi6du3K1atXAXB1daVLly5UqVIFGxsb4uLiuHDhAgcOHODSpUtZ4hBCiEfBQ02cUkopTR6/E0IIIYR4ajzj0RfrUuU5fmKIcax06XDOOu/D485zxLQdgdWNM5S6fgqL33/Df2QLDmp1jHOvWlSlxoYNlO7WrUjj+k/D/7Dz6k5S9YbS3OFJ4by9/W2+7vA1pcxLFem5xBPGzAzqvQKVWsMfI+FSNuXyEyPg3CbDa9MHULsX1OkDFZsajhdCCPHYMjNTTHy2JqUszPl6+3mTfRfCE/hq2znjtqu9Fb4epWns7cyQFpWwKyXPKwohhBBCPA6Cg4PR6XQAODk54erq+sBjfHx8jO+zq2aUeaxq1arFvp6ZmRmVKlXi5MmTxuMzJ07FxMRw/fr1Io0xrz7//HPj+6VLlzJo0KBs56WmpvLXX3/h5eWV7f5Ro0YxbNgwfH19s90fFxfHqFGjjO3hJk6cyKJFix4Y38yZM6lVqxZr166lUqVKxvEpU6YwY8YMJk6cCMDUqVMpXbo0qamp/PTTT7zyyism67zzzju0aNGCmJgYtmzZwv79+2natGmu5/7mm29QSjF//nxee+01k31hYWH06NGDAwcOEBcXx+DBgzl48CDm5uYPvKb7RUVF0bt3b2JiYjA3N+fTTz/l7bffxuK+h1nj4uIYPnw4q1at4vz584wZM4alS5eazFm1apUxaeq5555j1apVObaRPHnyZKH+doQQ4mEpsjs4SqlmQA+gGeADOAOWSqk44DZwGNgJ/KRpWu7NXIUQQgghxGOrTJnW2Op9STS796Seldd+7kS2poyZA3demELZJUMxT4zGa8NcDnReZKzOEO5aj+tzv8TSwwPbhg2LLKYKDhUY5DeIhacWGsf2h+1n7PaxfNnuSyzNLYvsXOIJVfoZGPgnHFsGe+ZAVGj281Lj4Mhiw8vBAxq+Cs3HgFX2N4yEEEI8+pRSjOtUDTMzZZIodb+I+FR2hYSzKySc3eciWD68CZbmkkArhBBCPMm2/VOlpEN4pHRof6GkQyiQmzdvGt9XqFAhT8dUrFgx2+MLumbm9SIjI0lLS8PS8t79qoLGeDdx6v4YM2/b29tnqSL0oBizu+a8ultRq1atWjkmTQFYWVnRs2fPHPfPnj071/M4ODiwZMkSTp8+zbFjx/jpp5/48ssvsbfPvVK4o6Mj69evN7neu9577z2WLFlCSEgIISEhAHz99ddZkqYA/Pz8GDduHJMmTQJgzZo1D0yc0jSNjz/+OEvSFBgqQv3999/UqFGDO3fucPToUdatW0f37t1zXTM7c+bM4cqVK4Ahke3tt9/Odp6DgwMrVqzg4sWLHD58mBUrVjB16lSTZLbMFdKmTJmSY9IUQJ06dahTp06O+4UQoqQU+u6NUqquUuoAsAcYBzQHygJWgAIcMSRS9QW+Ba4ppSYrpfKf/iqEEEIIIR4L1RtMMNkuU+YqhxwPkEAyegdXYlq/DoD75ct43FpjnKc3t+K6VpHL/QcQNulj0m7dKrKYXqv9GjVcapiM7b6+mzHbx5CQllBk5xFPMDMzQyLU6CPw0gLwbgWWuSRExd2AHTPgm8YQ+AdIMV4hhHhsKaX4T0A1lg1rTIBvWSzMcm/Jd+BSJJ9tCC6m6IQQQgghRGHExd2r92BnZ5enYzInh2Q+vqBr3p9scv+aRR3jw7jmvLpb3SspKanAa+SVmZkZffr0ASA5OZlDhw498Jjhw4dnmzR1d71nn33WuF2uXDlGjBiR41rdMlXVz64F4/0cHR0ZP358jvtdXV1N2hzeX/0pL/R6PfPmzQMMSXhjxozJdb6FhYXxnDqdjnXr1pnsv/vvCZCYmJjveIQQ4lFQqMQppdRg4ADgjyFJikw/s0zP+OkAfATsUUo9OH1ZCCGEEEI8dpydm2Npee+pS6XA2nM/v5XaT5D5NRLqdCXVzVAevPOmRZB8r799WPnmaED0qlVc6BhA2OTJpEdGFjomW0tbvg/4Hh8nH5PxPdf3MGjDIMLiwwp9DvGUMLcwtOIb/DdMuAoj90KrcWBfNvv5MVfh11fh26ZwaCGkxBdvvEIIIYpMq6puLBjkz8EPOjKzVx0GNvWivqcT1pZZb7Et3HOJRXsucexKFLfjkksgWiGEEEIIkReZE3isrKzydIy1tbXxfXbJIvldM/N62a1Z1DE+jGvOq7p16wJw4cIFxo8fXyTJNpcuXWLt2rUsWLCAL774gs8//9z4ypywdPbs2Qeu1blz51z3Z2552K5duyzt7TKrUuXe/dG8VOnq0qULNjY2uc556aWXjO///fffB655v+PHj3Pnzh0AAgICMDN7cLpAvXr1jO/vTz67++8J8NZbb3HuXM5VeoUQ4lFV4FZ9SqlngQWAOXD30ekEYCtwEggHUjBUnKqCoRLV3f/lVEBjYK1Sqp2mafqCxiGEEEIIIR49Simq+rzJmaBxxrHy5c8TE12OveE64lUKLdq9iduqd7BLTmHU0uEcbPAKx+v2I87BkwjXOrhFnERLSyP6l5UkHjiI96qVmDs4FCouF2sXFnRawJCNQwiNDTWOh0SF0G99PxZ1WkRlp8o5LyDE/cwtoFwtw6vt+3BuCwSugeD1cH8ls/BgWDcOds6EnougUquSiVkIIUShudhZ0ce/In38DU+ip+v0hNyKZ/jSQ9yIuZckNe3ve62Lfcs7EuBblh71n8HbNW9P9QshhBBCiIcvc6JKampqno5JTr73mS+71mQ2NjYkJCTkec3M62W3ZlHH+DCuOa/Gjx9vTP6ZNWsW3333HZ06daJ169Y0adKEBg0amLQpzIlOp2P+/Pl89dVXBAfnrdprdHT0A+d4enrmuj9zq7/8zL3795CbzAlKOalevTqlSpUiJSWFmzdvEhsbi6Oj4wOPu+vEiRPG94sXL2bx4sV5PhYgPDzcZLtfv37897//5dq1axw7dozq1avTuHFjOnToQLNmzWjWrBllypTJ1zmEEKK4FShxSilVCpjHvaSpeGAy8L2maTmmBSul6gKzgfYYkqdaAiMy1hJCCCGEEE+QsmWf4/yF2aSm3jCOVav+L8kpdpyIBbOq3nSq3ASbiwcAaHz0Z8pEXWNjwMeE+PTGOeosFroUAFIvXeLO99/j/s47hY7L1caVHzr/wKhtowiKDDKORyRF8Oa2N1nx7ArK2Mj/mRcFYG4JNZ41vJJjYedncOA70Kebzou/BT++AAFTodkoQ0k2IYQQjzULczN8PRyZN6Ahvb/bR6ou6zOCZ8JiORMWyzfbzzO6vQ+j2vlgaV6oYvBCCCGEKGEd2l8o6RBEEXDI9KBeXpJbwLTikkM2D/o5ODgY18rLmvdXXbp/zaKO8WFcc1716NGDhQsXMm7cOGJiYoiLi2P16tWsXr0aMLQO7Ny5M8OHD6dr167ZrpGSkkKPHj3YsGFDvs59f4Jadu6v/nU/lek+Tn7m6vUPriOSlwQjMzMznJ2djRWsoqKi8pU4dbfaVEHd//fi4ODA1q1b6devH0ePHkXTNA4cOMCBA4Z7vkop6tevT79+/Xj99dcL9bcjhBAPS0ErTg0AKmJImroDdNQ07eSDDtI07QTQUSk1D0PClAImIIlTQgghhBBPHDMzS2rVmsOxYwPRtLSMMT21av3DjRvVCQxLgJ6v0ulXPTahhhLPVS7txufCDs77tOOKX28qn1xuXC9y6Y849e2LVcWKhY7NzdaNJV2W8MGeD9h6Zatx/Hr8dcZsH8OiTouwtsj9xocQubJ2hM7Tof5A2DEDgv4CTXdvv6aDzR/AxR3w7CxwqVRioQohhCg6dSs6MfUFPyasOZXjnHS9xtyt59h4+ibNqpTBzaEUFZ1tqexmR2VXe2yszIsxYiGEEEIIUa5cOeP7a9eu5emYzPPKli2b7Zp3E1uuXbtGw4YN87yes7NzlopLRR1j5u34+HhiYmIoXbp0gdfLr2HDhtGzZ09++eUXNm7cyN69e4mIiAAMiTlr1qxhzZo1dOnShV9//dWkchPAtGnTjElT9vb2jBgxgs6dO1OtWjXc3NywtrY2tqBbvHgxQ4cOLVS8T5L09HsP+LVu3Zpu3brl6/iK2dybrV69OocPH2br1q2sWbOGXbt2ERQUhKZpaJrG0aNHOXr0KJ9//jm//vorLVu2LPR1CCFEUSpo4tRzmd6PyUvS1H1GAy2AWkAFpVSdAqwhhBBCCCEecc5OjahZYwZngu5VirKwSMPT8zQVKgRy6aI/v/cfRpc99XHeOR8F1A78g/M+7bjs2ozoxhWwi7pIheu7sEu8ye1Zn1Phqy+LJDZbS1tmt53NlH1TWHNujXH8ZPhJ3t31LjNbz8TGwiaXFYTIA/ca0GcpxN6Af7+G/d+Y7j+/Bb5tCs3/Dxq9Bg6Fu/EohBCi5L3c2JPSNpZsDLxJZEIqEfGpBN+MRdNM5wXfjCP4ZpzJmIWZok01N3r7V6B9jbJYWUhFKiGEEEKIh6169eqYmZmh1+uJjo4mIiICV1fXXI85f/688b2fn1+W/b6+vhw/fhyAc+fOPTCGvKx3V17W0+v1XLx4Mcc1nZyc8PDw4MaNG8Y1/f39CxVjfjk5OTFy5EhGjhyJpmkEBwezY8cOVq9ezbZt2wDYuHEjI0aMYMWKFcbj0tPTmTfPUJPDwsKC7du35xp7TExMoWMtLnmpBqXX64mKijJuOzs75+scmataVatWjXeKoMI/GCpLBQQEEBAQABiuZffu3axfv56VK1cSGxvLzZs36datGyEhIbi5uRXJeYUQoigU9O7L3Qard4BV+T1Y0zQdsDCb9YQQQgghxBOmfPkeeHuNzjJuZqZRxecQEWUPsqZVLWLrvQCAx83TuESGoukh2rYi159pw9H6Y0m1dCBu82Zuf/klaRlP7BWWmTLjw6Yf0rR8U5PxHVd38OqGV7mZUDTnEQJHD+jyCbyyEkrd9wRnejLsmgVf+MKvQ+BWYMnEKIQQosh0rV2eL1+uz7JhTdjwVisOfdCR6T1q4Wpvletx6XqNbcG3Gbn8KPWnbmbQDwf5dsd5wmKSiilyIYQQQoinj7W1tUli0t69e3Odr9fr+ffff43b9evXzzKnQYMGeV4PYPfu3bmuV69ePWPbt6CgIJPEmeycOHGCuDhDkn7p0qWpVClrpeuijrEwlFLUrFmTN954g61bt7Jq1Srj9f7yyy9ERkYa54aEhBi3W7du/cCEr9OnTxdprA/TiRMnHjjn7NmzpKSkAIZKZPlp0wdQs2bNfJ2voMqUKcOLL77I/PnzCQkJoXLlygBER0ebJMIJIcSjoKCJU+4Y2vSd1TTtwQ1Zs5f52wBJKRVCCCGEeIJVrvw2PpYvYxGf9aNj9ep7ibC7xJ72HdEw3BDxDfrbZE6apT2XPTOeVpr3Hefbd+D2l1+i3V+6oQAszSyZ3XY2VUpXMRkPigzi5b9fJuhOUKHPIYRR9S7w+nbwbJZ1nz4dAtfAd61g40RIics6RwghxGPJ1b4U/Zt4sXlsG56vUz5PxySk6tgVEs7MjWdpM2sH//37DHfiUx5ypEIIIYQQT6cXXnjB+P7XX3/Nde62bduMiUteXl4mCUjZrbdlyxaio6NzXE+n0/H7778bt3v06JFljpubG82bNwcMiVurV6/ONcbffvvNJJa7betyivFB1xwSEsKpU4Z21DY2NnTu3DnX+YXVu3dvqlevDhiuN3OVrcxJYy4uLrmuk5KSwt9//53rnEfJxo0bSUrK/aGJzH8rd/8m8qNJkyY4ODgAcOTIEUJCQvK9Rn6VLVuW119/3bh99uzZh35OIYTIj4ImTt39hkoV4tyFOVYIIYQQQjxGlFJ4tZpOy+RpVFuaBun3Ep4sLNLw9d1JkGMkiVUaA1AjZBPm6aZfDF73aEWKVUalHr2eO/O+I+YBN4nyytHKkXkd5+Hj5GMyfif5DsM2DyMwQioAiSJUpgoM2QAvzgPbbEr/azpDS7+vG8P1o8UfnxBCiIfGxc6Kr/s1YMvY1szpU5f3u9ZgSAtv2lZ34xmnnFsEp6brWbjnEm1n7WB78O1ijFgIIYQQ4unQv39/Y3LRr7/+SlBQ9g/S6fV6pk2bZtweOHBgtvN8fHxo2tRQ4TwhIYHZs2fneO7Fixdz9epVwJCI1bp162znZT7XrFmzckywuXXrFt9//71xe9CgQdnO69GjB3Z2doCh4tTd9njZmTp1qvEBxp49exqPKy42Nvc+K2duNXf8+HH0+pxrfMyYMYNbt2491NiKUkxMDJ9//nmO+yMjI/niiy+M2zn92+bG0tKSkSNHAoa/51GjRqHT6fJ8fFE8yJr531MIIR4FBU2cuo0h8ammUsq8gGvUvm89IYQQQgjxhDPvM4CK889RNcjPZNzOPhrniscJatkNgFKpiQysdx07p1LGOXpzKy57djI57tZnM0m7XTQfJcvbl2dZ12W0rdDWZDwuNY7XNr/G7+d+50L0BXT6vN9IECJHSkG9fjDmKHT5FMpUzTon7gYs7QaXdhV/fEIIIR6qqmUdeKlBBUa0qcLH3fxYMqQxe95rx5+jWjCwqVeOLf3iUtJ5fdlhNp6WdsJCCCGEEEWpZs2axiSU1NRUevbsyeXLl03m6HQ63nrrLWPLOldXV955550c1/z0009N3v/888+lORPEAAAgAElEQVRZ5mzbto2xY8cat6dPn465efZfvQ4dOpSqVQ33D0JCQhg4cGCW5KnIyEh69erFnTt3AOjYsSMdOnTIdr0yZcrw7rvvGrcHDhyYbeu2mTNnGlurWVlZMXXq1GzXy4vLly/TsmVLVq5cSUJCQrZzNE3jq6++Ijg4GDD8njO3l6tWrRru7u4AnD9/ng8++CBL8pROp+Ozzz5j6tSpxpZ/jwOlFFOmTOGHH37Isu/mzZs8//zzREREAIb2jc8//3yBzvPee+9RsWJFALZu3UrXrl0JDQ3NcX5MTAxLly6lfv36xr+tu15++WWmTp3KpUuXcjz+zJkzfPXVV8btnJIDhRCipKiCZIUqpX4DXsJQeepVTdOW5/N4C+AEUDNjjXqapp3KdyCiRPn7+2uHDx8u6TCEEEII8RjS9HpOz6rG7Ub3PosmJ9txe99rDPzqEyxib5Lo58vFrzey85d7pbjNlEazo9MpFRNmHHPo1IkKX31ZZLHpNT2fH/6cZWeWZbu/cunKTGsxjTpudYrsnEKgaRC8Dja+DzFXTPeZl4IuMwyJVpbyRJ4QQjwNNE3jQngCu0LCWbD7ImExySb7zc0Ub3eoStvq7tQs74CFeUGfjRRCCCHE/YKCgkySNMSjq1evXlnGNmzYQGJiImBIznBzczPZ36dPH/r06ZPtenfu3KFFixbGNmK2tra89NJLVK9enaioKP78808uXLgAgIWFBX/88QfPPfdcrjG+++67JhWEWrZsSZs2bTA3N+fAgQNs3rzZWMHnlVdeYcWKFbkm+hw8eJB27doZr7F8+fL07NmTcuXKERoayurVq42t7MqVK8e+ffvw9vbOcb3k5GQCAgLYs2cPYKhG1L17d+rUqUNCQgKbNm0ySab67rvvGDFiRK7XnJvQ0FAqVaoEGKoONWnShNq1a+Pu7o5erycsLIxNmzaZJOHMmzfPWCHprjlz5jBu3Djjtq+vLx06dKBcuXKEhYWxbt06Ll26hJ2dHSNHjjRW/Pr444+ZPHlylrjatm3Lzp07Abh06VKuv7MlS5YwZMiQXNfL7O6/p5eXV7bJSZMnT2bKlCkAjB49mvnz55OamkrDhg0JCAjA3t6ekJAQ/vjjD2JjYwGwt7dnz5491K1bN8t6mX/Hbdq0YceOHdnGdezYMTp27EhkZCQA5ubmtG7dGn9/f1xcXEhOTubWrVucPHmSw4cPk5qaCkB4eDiurvcqqGf+3fn5+eHv74+npyc2NjZERERw4sQJtm/fbkxua968Obt27coxQVAIIQorp89ySqkjmqb5Z3eMRQHPtQ5D4pQC5iqlTmmaljUFOWffcC9p6ookTQkhhBBCPF2UmRk1rIYQnroIzcpw88DaOoFo5yBuN+mBx5Z52AaeoWrMMY64lCE+0tC2T68pglq+i+/mj7FKiwMgbvNmYrdswTEgoEhiM1NmvOv/LlZmViw6vSjL/osxFxm5ZSRLui6hmnO1IjmnECgFNZ+HKu1h21Q4MO/ePl0KrPuPYbzhq9B6PJSyL7lYhRBCPHRKKXzc7fFxt6dfE08W7bnErE1njft1eo3ZW0KYvSUEJ1tLetR/hpcbeVK9nEMJRi2EEEIIUbxWr16d6/5du7JWcK5Vq1aO88uUKcPmzZt5+eWX2bdvH4mJiSxfnrV2hLOzMwsWLHhg0hQYqjVZWFgwa9YsdDode/bsMSYpZTZs2DC+/fbbB1ZHaty4MevWrWPAgAFcv36dsLAwvv766yzzfH19WblyZa4JQADW1tasXbuWQYMG8ffff5OWlsbq1auz/G5tbGyYNWtWoZKmwJCcY2Zmhl6vJykpiR07duSY2GNtbc0nn3ySJWkKYOzYsQQFBbFw4ULAUNHozJkzJnPc3NxYsWIF169fL1TMxalhw4YsW7aMIUOGcOTIEY4cOZJljru7O7/99lu2SVP5Ub9+fY4cOcKrr77Krl270Ol0bN++ne3bt+d4TNWqVSlVqpTJmJXVvWq5gYGBBAYG5nh8ly5d+OmnnyRpSgjxyCno42grgMsYEp9cgN1KqXFKqVwb2iql6iultgHDMw1/mtN8IYQQQgjx5LIc8Dpu/5qWE3cre4Hj9eqjszc8tZT0f2/i39nTZE5kQimONJ3ItWfaEFa2MfF25bk56eMia9kHhi8r32rwFiPrZr0xAxCXFsfILSO5Hv/43HgRjwkrW+j6KQRMy7ovORr2fgk/dIboK1n3CyGEeCJZW5ozqp0PM3vVIbvv0aIT01i8N5TOc3fR9/t97DkXQUEqzAshhBBCCPD09GTPnj389NNPdOvWjYoVK2JlZUWZMmXw9/dn6tSpnDlzhp49e+ZpPaUUM2bM4MiRI4wePZqaNWvi4OCAra0tPj4+DB06lN27d7Nw4UKTBJTctG3blsDAQGbPnk2LFi0oW7YsVlZWeHh40LFjR77//nuOHj2aa5JYZs7Ozvz111/89ddf9O3bF29vb6ytrXFycqJOnTpMmDCBU6dOMWrUqDytl5uKFSsSFhbG0qVLGT58OI0aNcLNzQ1LS0usrKxwd3endevWTJkyhZCQEJM2hpkppViwYAF//fUX3bp1w93dHUtLS9zc3PD392fatGmcOnWKgCJ60LI49enTh2PHjvHWW29Ro0YN7O3tsbe3p06dOkyaNImgoCBatWpVJOfy9vZm586d7Ny5k9GjR1OvXj1cXV2xsLDAzs4Ob29vOnfuzOTJkzlw4AAhISE4OJg+rLFu3Tq2bt3KxIkT6dixI97e3tjY2GBubk7p0qWpXbs2w4cPZ9u2bWzYsAFnZ+ciiV0IIYpSgVr1ASilugB/YUi+UhiSqBKBnRja8IUDqYADUAVojqHKFBnzyZjbQdM008az4rEgrfqEEEIIUVgR73bhRNd7rfjS0y0J/HcgfS674bHiLczSkjn+2hDOVR7J7dD4HNepFrKS6t7pVFy4AGVWtK1qAiMC2XZlGyfCT3Dw5kGTfd6O3iztuhQXa5ciPacQABxbDn+PBV1q1n12bvDSfKjcjmy/RRdCCPFE+uPYdcavPklqeu630vw8HGnk7YKfhyOtqrpRrrR1MUUohBBCPP6kVZ8QojhlbtW3ePFiBg8eXLIBCSHEY644W/WhadpGpdQwYD5gmTFsB3TNeGXnboIVwH6guyRNCSGEEEI8vVxe+S+Wl3qR5mwoz2xhkYaV6zk26hzp/vxE3H7/GO+ffuHG5Gp4VG3NjXPJ2a5zvkoPyhycht3iJZQZNrRIY/Rz9cPP1Q9N05hxcAY/B/9s3BcaG8qbW99kUedF2FnmWnxViPyrPwC8W8LhH+DoMkiKvLcvIRyW9YDy9aDxa1C5LZSuUFKRCiGEKCYv1n+GxpVc2Hj6JgcvRbLv4h1iktKyzAu8EUvgjVgAzBS0re7OK409aV/DHXMzSbgVQgghhBBCCCGEuKtQj+NrmvYj0AQ4wL0qUirT+8zbd8figI+BVpqmxRXm/EIIIYQQ4vFm1sCfclc9TMbKe4Rww/IWm/xciW3SD6eEJKp9MZdbZ/5HWc9r2bae0Ztbcb5KD27PnUvy2ZCHEqtSigmNJ9DFu4vJeOCdQN7e/jZpuqxfWgpRaM7eEDAVxp6Gmt2y7g87Dn+Ogi/84Ita8M90SE0o9jCFEEIUHw8nG4a2rMR3Axty8IMOfPVKfZpWzrn6pV6Df4Jv89qPh3nuq91sP3tbWvkJIYQQQgghhBBCZCh0HxNN005omtYcaATMAHYA1zC07dMBEcAZYBkwHHhG07RpmqbpCntuIYQQQgjx+Cvf4UOTbSenW/g3+pO48vvY2L4VqS6e+Ny4Rc/V60jcsYCq9UOp38mTyvXdTI4Ld29AlJ03N6dNfWhfBpopM6a3nE7T8k1NxveH7af/+v6cuXPmoZxXCKzsoPeP0Hp8znNirsKumfA/fzj1G+iluK8QQjzpSlmY072uB7+83ozf32xOx5ruuc4PvhnHkMWH6PXdPv46ceOBLf+EEEIIIYQQQgghnnRKnjATBeXv768dPny4pMMQQgghxGNO0zQOrqlLvHPWKjnnzjWhQmA9nvvfBFRGx+eL5dywXLiQCl278dtnh7l9+V4RU7v46zQ68ikVPptB6e7dH1rMCWkJDNs0jMA7gSbj5sqcV/1e5Y26b2BtYf3Qzi+eclf2w94v4ewG7nVCz4azN/gPhXoDwK5McUUnhBCihN2ITuLktRjO3Ihha9BtzoTF5jjXxc4KPw9HKrva0dG3LC19XFFKWvkJIYR4ugUFBVGzZs2SDkMI8ZSYPHkyU6ZMAWDx4sUMHjy4ZAMSQojHXE6f5ZRSRzRN88/umEJXnBJCCCGEEKIwlFJUq/VfLOKzVjzw9j7GMbdodvZ9E02ZA1D5ZjilX+5H/PkQWvWtZjI/wf4Zwso15dbMWejiHl5XaDtLO77t+C3ejt4m4zpNxw+nf6DXX704dPPQQzu/eMp5NoVXfobRh6HVOPBsBuZWWedFhcKWSTCnJqwZAVflb1IIIZ4GHk42dKlVjv90qs66MS1ZO7oFL9TzyHZuZEIqu89FsHTfZQYuOsi4X0+QlCpF4oUQQgghhBBCCPH0kMQpIYQQQghR4pyrd6fZ+SF4ropGpd2roGNpmUqFioHsrO5G0OjlxLQahmZhhWN8Arf69sbdy57qTcuZrBXq1ZW0O9FEfP3NQ43ZxdqFH7v+SFfvrln2XY69zNBNQ1kRtOKhxiCecq4+0GESDN0I4y9Ci7fBzDLrPF0KnPwFFnWEFX3gzoXij1UIIUSJUEpRp4ITX75cn7//ryVtqrnlOn/N0ev0+HYvKw9d4cjlSFLSJYlKCCGEEEIIIYQQTzZp1ScKTFr1CSGEEKJIaRq8+SaXYn/h4jAX47BOZ8Ghgy9SJakKLdNrYndkDc5b56IBp2d/hvfgMSyftA99+r3PtdVCVlIx6hDV9u7BzNb2oYe+8+pOpu2fxq3EWybj5sqcZV2XUdut9kOPQQgAIs7D7s/h9BpDwlR2zK2g2WhoMx4sbYo3PiGEECUu5FYcy/Zd5vdj14lPSc917jNONnzeuy7NqkjLVyGEEE8PadUnhBBCCPH4KtFWfUqpekqpaUqpzUqpUKVUjFIqWSl1Syl1Uim1WCk1WCn18L+5EkIIIYQQjx+l4JtvqGj9HJZR977EMzdPp6Lnac6Z3ySRFBLqdSPdwQ0FVPx4KinxN6nV6hmTpUK9upCekk78jh3FEnqbim3444U/6Fu9r8m4TtPx/p73SUxLLJY4hMDVB3p8B/8JgoCp4OSVdY4uFfbMge9awZX9xR+jEEKIElWtrAPTXqzF0Y8C2Dy2Nd/2b4CPu322c69HJzF0ySEOhUYWc5RCCCGEEEIIIYQQxaPQiVMZCVN7gSPARKAD4Ak4AFaAG+AHDAIWATeUUpOVUtn0kBBCCCGEEE81MzMsvl9CpQumTwOULx+CjUM4Zyyugbkl8Y0MCUpO8Qm4elXCP+EAFhbKOD+1VGmue7QmZt36Ygvd3sqeD5t+yNy2c03GL8deZuKeiWy8tJHzUeeRiq+iWNiVgRZvwZjj0P838GyWdc6dc/BDF1jyPOyfB7FhxR+nEEKIEmNlYUa1sg48W7s8f45qQbe6HtnOS0rTMWTxIY5eiSrmCIUQQgghhBBCCCEevkK16lNKvQnMBcwBBWgZP3OiZZp3CuisadqtXOaLR5i06hNCCCHEw6LXp7DvnxYkm937gi452Y4zR7rTK6EjVmlplJvXG/OkGOP+0Oq+/NViImaW5QGwSomhxZEpVN+zC3NHx2KNf9q+aawKWZXtvgE1BzC+0XiUyu1jsxBFTNPg1G+w5SOIyyFByryUoX1fi7fAXJ5zEUKIp42maRy8FMne8xGcCYtla9Btk/0WZophrSoxpn1V7EpZlFCUQgghxMMnrfqEEEIIIR5fBWnVV+DEKaXUa8D3GZt3E6LigR0YkqLuACmAI1AZaALUum+Zs0AjTdPiCxSEKFGSOCWEEEKIh+nW7Q2cPj3aZCwqsjwRJ1+iVro3fns24Lx7ocn+HXX9ONVoCmbmzgDUOj2fumN749SzZ7HFDZCYlkjvv3pzJe5Ktvvf8X+HV/1eLdaYhAAgORa2TIIji3Oe4+4HlVqBjTNUbAKV2xpaaQohhHiqfLP9PLM2nc0yrhTYWprj7mhNH/+KvN66MuZm8t8JIYQQTw5JnBJCCCGEeHwVJHGqQK36lFKewJyMTQ2IBv4PKKtpWndN0z7QNG2OpmnfaJo2Q9O01zRNqwPUAzZlOq4a8ElBYhBCCCGEEE+2su5dqVDBNLnI2SWMUpV2sdXqJH+0rk14wFukO91rK9P0zFksYw8Yt294tCS2GNv13WVracunrT7FxsIm2/2zD8/mnyv/FHNUQgDWjtBtLgxaC+XrZj/ndiAc+A52zIBlL8LSbnA7qHjjFEIIUeJGtfNhTIeqWcY1DRJSdVyKSOCzjcEMX3qIuOS0EohQCCGEEEIIIYQQovAKlDgFvA7YYUh+CgOaZSRJJeV2kKZpJzVN6wp8gaFClQKGK6XsCxiHCaXUi0qpjUqpW0qpZKXURaXUt0qpKkWwtqVS6m2l1EGlVLRSKk4pdVIpNUkp5ZDHNapkxHMxI75bGfG+mI84ivQalVIfKqW0u6+CrCGEEEII8bBU9ZmAvX09kzFPr1O4uFzjskUkhxr5c3PYUpKqtgTAOi2dxsf/5G5V1UjnGkQcP8e1sWOJ+vln9CkpxRZ7bbfarO62mvGNxtO/Zn/sLe995NXQmLB7AgfCDuSyghAPUeU2MGIXjDkGAdPAtkzOc0N3w3ct4e+xEBVabCEKIYQoef8JqMa3/RtQvrR1jnO2nw3n+f/t4a1fjvHJ+iA2B94kKVVXjFEKIYQQRa+g3VqEEEIIIUTJKXDHvYIcqJQ6DtTBkDjVQ9O0tfk83gw4CDTIWKOnpml/5DuQe+spYCEwNIcp8UBfTdMKVG5AKeUMbAEa5jDlAhCgadqlXNZ4FlgJ5JQktgh4TcvhH+RhXKNSygdDW0Xj3S9N0/JcW11a9QkhhBCiOKSk3GLfv8+i06KNY2lpVhw/9iy6JCf6pDTHNiWVcgsGYp5wB52ZYnnP2cS7GKrpeF3eQJVLfwNQqmZNPH9YhIWzc7Ffx7/X/+XNbW+i0+59kWihLPi4+ce86JPnPHohHo6ECNg4AU79mvs8ZQ51+kCHSeDokftcIYQQT4yElHS+2X6eVYevERH/4ER0G0tzGldywdPFloouNnSoWZYqbkXy3KQQQgjx0IWEhFC5cmUsLCxKOhQhhBBCCJEPOp2O8+fPU7169Sz7irxVH+CV8fN2fpOmADRN02NIFLp/vYJ6n3sJRauAuoA78AIQiiFZaaVSqloB11+JIWlKD0wGKgEVMLQnTAaqAGuVUlbZHayUqs69pKnQjLjcM+K8+83EsIzryMnDuMZ5GJKmckz4EkIIIYQoaaVKlaVuvW9RmT66WlqmUtN3J3qLZI5aXEQrZU90h9EAmOs1mh1caJwbVq45emU4NiUoiCtDhpIeFVW8FwE0f6Y57zc2/biXrqXz0d6P+OTAJ8SlxhV7TEIY2blCz4Xw5gF44RvoNB0qt8s6T9PBiZ/h68ZwcAHopaKIEEI8DexKWTC+Sw0Of9iRc9O7snt8O+pUKJ3j/KQ0HTtDwlm2/zKfrA8mYM5Opq87Q2JqejFGLYQQQhSMjY0N8fHxJR2GEEIIIYTIp4SEBGxsbPJ9XEETp8wxVIo6W8DjAYLvW69AlFJlgYkZm+uAlzNaAoZnJHW1BxIwJBZNL8D6zwMBGZsTNE2bomlaqKZp1zVN+xp4NWNfLeC1HJaZnnH+BKC9pmlrM+I7CfQF7laJmphxPQ/9GpVSA4COGCp/Lc/LMUIIIYQQJcXZuQlVfN4zGbO3j6Km707OWlwhSsWTVLMDyZUaAVDt8hmcIkMBSC1VmkDfoaSbG4pspgQHc2XwEHQlcBO0b42+jGs4Lsv4z8E/0/2P7my4tKHYYxLChHsNqD8Amo+Ggb9Dn2Xg5Jl1XmocrH8HvqoHWyfDzdMgrSyEEOKpYGluRkUXW1a+3oyX6j+DykPtcr0GC3ZfovPcXWw8HSbtj4QQQjzSnJyciI6Olv9eCSGEEEI8ZuLi4nBwcMj3cQVNnLqe8TPbCkt5ZJnp/Y1CrDMIsMt4/8H9re4y2uctyNh8SSnlns/138j4eRuYe/9OTdNWAcfvm2uUkfTUI2Nz/v3t/DLivZsUZQcMzCaGIr3GjNaDszFU0Hoj46cQQgghxCPNs+Iw3N26mow5O4dRtca/7LA8TSrpRAX8B83C8BHV78y9lmPhbvU51HA88XblAUg5e5aIb74tvuAzGVxrMJ+3+RwrM9OP0hFJEYzfNZ65R+bKzVnxaFAKfLvD/x2FF+eBazbFbaOvwJ4v4LsW8G1T2DkLokKLPVQhhBDFz8bKnDl967F7fDsWD2nErF51GNzcG4/S1jkeczUyiZHLj/LCN3vZfva2fOYRQgjxSLK3t0fTNMLCwtDr5esTIYQQQojHQVRUFImJiTg6Oub72IImTu0HFOCbU3u6PMjcO/BAAdcA6Jbx85ymaSdymPNbxk8z4Pm8LqyUsgU6ZGz+qWla2gPW91NKVb5v33Pc+z3/RjYy4j6fsdk9mylFfY0zMbT5m6dp2tEHzBVCCCGEeCQopahZ8zMcHGqbjLu7h+Los5PNVidIcS5Hgl8XAGqc24F5eopxXpJtWY7Uf4fwMobjo375pURa9gF09u7Mos6LeMb+mSz7Fp1exIyDM9BrcnNWPCLMLaFeP3hzP3SdBVY5PLETHgzb/wtf1oUlz8PxnyE9tXhjFUIIUewqONvSrro7vf0rMrm7H3sntGfDW634tn8DJnStkW0i1clrMQxZfIhOX+zipwNXSE6T1q9CCCEeHUopvLy80Ov1hIaGEh4eTlJSEjqdTpJ+hRBCCCEeEZqmodPpiI2N5fr160RERODl5YW5ef4b3qmCfMhTSrUCdmJo1/dWRsu6/BxvDwQCFYDdmqa1zXcQ99aKw9CibrmmadlVa0IpVQpDKztz4BtN00bncW1/4FDG5nBN0xblMK8jsCVjs7emab9l2vc1MApIB+w1TUvJZgmUUsuB/kC8pmkO9+0rsmtUSrUEdmGooFVd07QYpdRk4GMATdPyUGDdwN/fXzt8+HBepwshhBBCFInU1AgOH+lDUtJlk/GLFxtgdrk1z161odzS11DA/pc+4Ihbe9MFND1VLq7F6+oWyowYgfvYt4sv+PskpSex8NRCFp9eTJreNEf/2UrP8nGzj7G1tC2h6ITIQcx12DYVzvwB6cm5zy1dEVr9B+oNAIvCFCwWQgjxuIpPSefzTWdZui80x66uFZxteK9LDZ6vUx6Vl95/QgghRDHQNI3ExEQSEhKIj48nLS1NKlAJIYQQQjxCzMzMsLGxwcHBAUdHx1yTppRSRzRN8892X0Gz45VSC4BhQBLQS9O0DXk8zgZDdaSuQDzQWNO04ALG8AxwLWNzqqZpH+cy9yqGRK2tmqYF5HH9/sDyjM32mqZtz2FeFe5VjPpQ07TpmfZtAToCVzRN88rlXNOADzM2K2iadj1jvMiuUSlliaGtoC8wUNO05Rnjk5HEKSGEEEI8RpKSrnDocC/S0u6YjJ8NboHX9QACfvgEq5vBxFavxpEP/uDM3rAsa/gFLqJ84ll8/tmGeenSxRV6tgIjAhm5dSTRKdEm4z5OPsxpO4dKpSuVUGRC5CI5FoLXwenf4MJ20HKpFlK6IrQaB/X6SwKVEEI8pUJuxTFncwgbA2/mOKeBpxMfPOdLQy/nYoxMCCGEEEIIIYQQT7rcEqcK2qoPYDTwE2AD/8/efUdHXeX/H39+JpPee0ILEELvTYoCYse2Fr42XF3Lrj973aK7rmVdd9fuWhd3UbF3RUVQiqD0XkJNhSQkgSSkJ5OZ+/sjGBhSaJk0Xo9zcsjc+/7ceX/OHtZh5jX3MsuyrP9aljWsiSaCLMu6ntqdps4F8oFfHW9o6oCoQ37PP0Jt3oE/Iz2wft4hvx++/i9rHG1/h6/RnPf4e2pDUz/+EpoSERERaY/8/bsxbOgMvJzebuNJvZewLXwF6eN+BUDItu2MSSpiwpW9sWzu+fC0HhfgLCunYGbrvywaEDWAGefMIMo/ym18Z9FOrvz6ShbtXtRKnYk0wS8Ehl4F0z6F+7fD+c9Al9EN1+7fBV/fDc8NgLcuhC9ug23f0ejWIyIi0uH0jg3mtWtH8NXt47lgcDxetvrf3VuTWcRlry7h9vfW8OP2fEoqHQ2sJCIiIiIiIiLSfOzHc5FlWf878Gs1tWGeaOB64HrLsvKATcC+A/PBQA+gL+ANWNQe8bcOmGZZ1rQmnsoYY25sYj7wkN+PcEYEFQf+DDpC3fGsX3HI74ev/8saR9vf4Ws0yz0e2BXrz4ADuPUI64iIiIi0ecHBAxic9Dzrtt2K8a794M1mMyT1+Zm5JVPp8W0w3pUl7Hvwjwya/yNhcQHMenE9xlUb1CgPiCUvehheb75J2OWX4R0X15q3Q6/wXrx17lvcMf8OUven1o2X15Rz5/w7eWz8Y1yUeFErdijShMAoGHVT7c/eHbBiOqx+E5yHnVRelgdpB77vse4dGHIVXPAcePu3eMsiItI6BncJ46Wrh5NdVMF/FqXyzrIMalzuQdqvN+Tw9YYcbBaMTIjgrjOTGN8rqpEVRURERERERESO3/HuOHU9cN2Bnyhqg1BQG4qKBSYDU4FrgIuAQYAPB0NTUHt83XVH+Ln+OPuT+l4F/IDnjDHJx7uIZVm/tSxrlWVZq/Lzj7QBloiIiIhnRXQ/lwGLk9zGAgL3E9RzCfN/dQ0AcT/+xKKnniAorJLeo2PdajMSzsFZWkrOn//C8R5h3Zy6hXTj/fPf5/ye57uNO42Th356iBmbZrSJPkWaFADgxi0AACAASURBVJUEU/4Fd62D0b8DL9/Ga9e/D/89GwrSWq4/ERFpEzqF+fPIRQOYe88Ezuof22CNy8CK9AKueWM5095YzuqMwhbuUkREREREREQ6uhM5qs9q4Od45xr7OZKyQ373O0LtL19hLj2KdY91/UO/Hn34+r+scbT9Hb7GCd+jZVlXA2cBmcBjR1ijScaY/xhjRhpjRkZHR5/IUiIiIiLNIvasB4mfXew21qVLMltH2Ki227G7XARNf4MZd9+Cf8AWt1eZpUFd2Bc5kLKffqLo449buPOGBXgH8OSpT/LH0X/EOuwl8bOrn+XpVU/jMq5W6k7kGIR0OiRA9VuwN/LPmT0b4JWx8NPz4NSRTCIiJ5ue0UFM//VI3r95DAM6hTRa99POvVz26hKueH0pP27PV5hcRERERERERJrFcR3VB7zVrF0cv72H/H6kFM8v8/s8sP6hc4evv7eBmmNZ44Tu0bIsH+DZAw/vNsaU1btKREREpD2bMIHed0eyb1Q11VG1QSPLgoSkFWw+bQrDFnzF8B3ppMbHsPKLt0kc+wcyNx88ATktYQoRBcnseexxCme+g2+fPkRcdx3+gwa21h1hWRbX9LuGaP9o/rj4jzhcB8Mkbye/zb7KfTw+7nG8vbxbrUeRoxbSCaY8BWc+CgWpUJQBPzwCe7cfrKmpgB/+CmvegoGXQf+LIXZg7V9mERE5KYxNjGTW7acyNzmXH7fnsyq9gB159b//uDytgOVpKzi7fyyP/2ogsSFH+p6hiIiIiIiIiEjjrPb87SzLsiygGAgCZhpjft1InS+1Ozd5AS8bY24/yvVHAisPPLzRGPO/RurOAH448HCqMeaTQ+ZeAm4DaoBAY0x1I2vMBKYBpcaY4Oa6R8uywoDj2cf8R2PMpKYKRo4caVatWnUcS4uIiIg0szffpODft7L2qXi34ewfL+Xax56ue5wbHkLmtOtZUX2xW11CxmwS074+OGC3E/fnhwi/8kqPtn00VuSs4M4Fd1LmcM+/n9fjPP5x2j+wWSeyiaxIK6kshi/+H2z9uvGa8B61Aao+50GnYWBv4sg/ERHpkNbtKuJf321lSUrD34MM9rPzx/P6cuWobnjZFLYVERERERERkYZZlrXaGDOyobl2/SmLqU19rT3w8JQmSkdQGygCWHMMT5EMVB3F+ofOHb7+L4/tB/o40hprDx1sgXsUERERaf+mTSOiKB7/be47MDm6pVKYMKDucWxhMcNeeYlBIbvd6jK6ncO+8H4HB2pq2PPIo+Q88gjG0bpHh42OH82Mc2YQ6RfpNj47bTYvrX2plboSOUF+IXDFO3DRv8E/vOGawjT4+Xn43znwZBf437mw+YuW7VNERFrV0K5hvHfzGN676RRO7RVVb76ksoaHPt/Er17+mQVb89i6p5g9+ysbWElEREREREREpGHtOjh1wKwDf/a2LGtQIzWXH/jTBTTxlWZ3xphyYN6BhxdbltXY0Ya/rL/ZGJN62Nw3B5730Do3lmUNBpIOPPyqgZITuccSYNgRfl4/pP6XsZsaeR4RERGRtsduhz//mW7fZrsNR0ZnsHbyJe6lThcj3n+IgOBDXtpZNpL7XUduzAhch+zgVPTBh2T/4Q8Yp9Oj7R9Jv8h+zJwyk67BXd3Gp2+czpub3qTKWdXIlSJtmGXB8F/D7atg6DSwNXGSvLMaMpfCx9fBpzdBRVHL9SkiIq1uXK8o3rnpFL68bTxDu4bVm9+YtZ/fvLmSc59fzJgn53Hu84uYu3kP7XmnfRERERERERFpGe36qD4Ay7JigVQgAJhljLnosPnuwCYgEPjEGDP1GNe/gIPBpfuNMc8cNn858PGBh7cbY15uYI1PgMuAUmCgMSbjsPlZwAXUHrWXaIzJbeF7fAT4K4Ax5qj3NddRfSIiItKmOBxUj+rL4qdx+3rAzmVXc9maQPx3/ETA5rlYztodpPJefItPkrtw+Mth/8p9JO34iKh9m+rGwqZeTtxjj1F7inLr2VWyi2nfTqOgssBtPMQnhIsSL+KWIbcQ6hvaSt2JnKCKQtg2G5K/hJT5tWGpxgTHw8DLao/xC+8BARHg7d9yvYqISKtxugxvLknn6TnbqHA0HW7vFx/C4M6hdIsMYHLfGPrFh7RQlyIiIiIiIiLSljR1VF+7D04BWJb1IPDEgYcfHvh9D7VH270I9KA2tDTCGLP9sGvfBK6DxkNDlmXNBc4CnMCjwNuAA7gEeArwBzYDw40x9d7dtyyrD7AKCALSgDuB5UAc8BBwxYHSh4wxf2/uezwSBadERESkw5gxgxX7H6ZksE/dUHraUHqnXE0PVwx+2xcT+flDWEBJ7yS2Pfsdy2elN7hUz9SvSMicwy8vjiJuuIHY3z/g8Vs4kg35G7hhzg0N7jLVOagzL05+kd7hvVuhM5FmVFkM2+fA9u9g1wrYn3nkayIS4ZLXoesoz/cnIiKtLquogr9/s4VvNuYc9TVTBsVx39l9SIwO8mBnIiIiIiIiItLWtFhw6sBRdqHU7ox01AEcY8xRvAve5PNawBvADY2UlAJXGGO+beDaNzlycCoCmAuMaGT9FOAsY0xaEz2eD3xAbXiqIf8FbjaN/A9yIvd4JApOiYiISIdRU8Puh8az7Zy9dUOlpeGsXXMBSTXxjK3pTfxnD+O/4ycAit5/n022EaxfsAsaeBUWm7uSvtvewctVA0DnF14g5JyzW+RWmjIvYx6/X/R7ql31d+Txt/vz8NiHmdJjCjarI5zMLQLs2QSf/w5yNzVdFxAF/+9nCI5rmb5ERKTVLUnZy3vLM9lVWEFZVQ0p+aX1dhQ9XHSwL4nRgUwZFM/Vo7th99JrJhEREREREZGOzKPBKcuyxgO/AU4FenEMgakDjDHGfkJNHOzlEuB3wHAgBMgG5gBPG2NSGrnmTY4QnDpQ5wPcBlwN9Aa8qD0+7xPgOWNMyVH0lwjcD5wDdAKKgTXA68aYzz11j0ex5iMoOCUiIiIdRFXeTn7acI7bcX0rV1xMZWUInZ0RnJ8fQ/wb12E5q3F6eWHt20dxpTdr5mawdekejMv99XF4wRYGb3odL5cDr9BQenz1Fd6xMS18V/Wl70/nw20fMit1Fvur9tebTwpP4neDf8fZCWe3+hGDIs2ipgrm/w2Wv9b0MX7dT4Nffwk2r5brTURE2oxte0p4Zu425ibnHlX9qb2ieOnqYYQF+By5WERERERERETaJY8EpyzLCgBmAJcfOnwcSxljjN7RbocUnBIREZG2avWaqykqWl73eP/+GDZuOBNjvJhcPZChC78iZOlMACrjYvF79z04/XR2by/iu/9spKqsxm29sKIdDN74KnZnFYHjxtH1jelYtraxM0GVs4p/rPgHn2z/pMH587qfxxOnPYG3zbuFOxPxkMpiSJkH22bDno1Qmgfle91rhk2DPudD3CAI69o6fYqISKvKKqpg255i0veW89na3WzKKm60tltEAE9eOohxiZEKnIuIiIiIiIh0QM0enDpwbNx8YALHF5Y6lIJT7ZSCUyIiItJWZWd/xJatf3Ib25PTix07xhBk/JlaOpSwVZ8TsPFbvAt3A2CGD8d6/HGKRk7im5c3UJRb7nZ9aNFOhq1/AZtxEXbFFcQ++Cdsvr4tdk9H8tG2j3hyxZPUuGrqzU3qMomnJz2Nr1fb6Vek2bicMPMSSPux4fnEM2Dc7dDzdNCH4SIiJyWXy/DtphymL0plc3YxNa6G3w/tERXI1JFdOH9QPAmRgS3cpYiIiIiIiIh4iieCUzcC0wFDbXAqDfgvsAzIAcobv7o+Y0zGMTchrU7BKREREWmrXK4a1q2/nsLCpW7jKSkjyM7qz0hHIkOd3QEIWv4+oQtfw+LA6+KHH6bi/of48oV17Ntd6nZ97+0f0iV7EQC+/fvR+Zln8O3Rw+P3c7RSilJ4ff3rfJf+HQb31/kjYkfw4CkP0ju8dyt1J+JBJbnw2ngoy2+8JnYgjL0dBl4Gdh3HJCJysnI4XaTtLePBzzayKqOw0boBnUK4flx3LhnWGbtX29hpVERERERERESOjyeCUwuAidQGp74CrjDGVJ9Ql9LuKDglIiIibZnDUcTKVZdQUZHpNr51y6kU5vXisqpTCMYfgMC1XxI299mD4alFi6gcPoZZ/15PXvrBY13sjlLGLn8U75ra7wlYPj5E3HgDUTffjC0goGVu7CikFqVyx/w7yCxxv3cLi3O6n8NlvS9jVOwovGza+FU6kNSF8O5UcB7hn6a+IRAQCX4h0OssOPVu8A1ukRZFRKTtqK5x8devNvP+iswm6xKjA7ljchJn9o8lyNfeQt2JiIiIiIiISHPyRHAqH4gEqoBOxpjGv54lHZaCUyIiItLWlZbtYNWqy3E6D+4c5XJZbN48mZqCnkypHkaIqQ08Ba6fRdh3T2NhMGeeifX995QVVfHOX5dRU+Wsu77L7gX03vmJ2/PY4+KI/f0DBJ93HlYbOQosvzyfm+feTMr+lAbnI/wimNZvGr8Z+BvsNn0IKB1E/nbY/h0UpELOOshee+RrwhLg0v9AtzGe709ERNqcFWkFzFyWwXebcnA4G3+f1MfLxpjESM7sF8MZ/WLpHObfgl2KiIiIiIiIyInwRHCqCrADK4wxY0+wP2mnFJwSERGR9mDfvkWs33AzxtTUjTmdXmzeNBlHUTcmVw8izoQBELJoOiFLZwJQs2wZ9lNOYdXsdJZ/mVp3rYWLPlvfI3rvOrxrKtyeK2DUKGIfehC/vn1b4M6OrLCykHsW3sPq3NWN1lzZ50oeGvNQC3Yl0oJ2rYSl/4Yts8C4Gq+zbBA/BDqPhOg+ENKpNlAV0x9sOp5JRORksK+0iq835PDNxhxWphdwpLdMB3UO5ZpTunHx0M74+2gXTxEREREREZG2zBPBqWwgFvjRGDP5BPuTdkrBKREREWkv9uz5is3J97iNuVw2tmyZQMG+rkS7Qhha050ERzgxM2/BJ3c7mQP6ErNsJXZff957ZDkl+yrdrreMk8i9G+mUs4TIguSDx/xZFqEXXUT0nXfg3blzS91io4wxLNy1kJfWvcT2wu0N1jw89mGm9p7awp2JtKCCNFj2Kqx7F6pLj1z/i7BuMPhKGHYNhHf3WHsiItK27Coo58V5O/h0zW5cR3jrNNTfmxEJ4fSICmRYtzDOGRCHt5dCtyIiIiIiIiJtiSeCU7OA84E0Y0ziCfYn7ZSCUyIiItKe7Nr1Jtt3PO42ZoxFRvoQsrL64XLZOb16AH3yq4h980aMs5rPr7+Kc599mZwUB3Omb2p0bb+KfAZseYvQ4rS6Mcvbm/Crrybylt9hDw/32H0dLZdxsSR7CbPTZjMvcx5ljrK6Obtl56UzXmJ85/Gt2KFIC3DWQFl+bXhqxXRY8frRXWd5wal3w8Q/gN3Xsz2KiEibsTOvlA9WZPL9llwy9pUf1TUDOoXw9NQh9IsP8XB3IiIiIiIiInK0PBGcuhJ4DzDAcGPM+hNrUdojBadERESkvcnInM7Onf+oN15d5U96xhCqsgdzWfVYgld9Sti8F8mJCOOnW2/i0keeZOE729m6dE+ja3vVVDBs/YuElGS6jduCgoi67TYirr8Oy7Ka/Z6Ox7aCbVw7+1oqDjtqcGKXidwx7A76RPRppc5EWtjOeTD3L5C3+ejqo/vBr16BzsM925eIiLQpxhhS8kv5YUsePyTnsjqzsMmj/Ly9LG4Y34NpYxLoGhHQco2KiIiIiIiISIM8EZyygKXAaOAn4AxjjOOEupR2R8EpERERaY+ysz9iy9aHAFe9udTU4QxMvYaurkiiPrwXv/RV7Ogcy76nn2LMldeSv6uElDV5pKzJpyi3/q4D3q4Khq16hqDynHpzoZdeSvxjj2LZ7Z64rWP2Q8YP3LPwnnrjXpYXD415SEf3ycmlNA+y1kDOeijeDft3Q8YSqKmsX6vdp0RETnq7Csp5d3kmH6zMpKi88bdELQtOS4rmxlN7MCEpqs2E6EVERERERERONs0enDqwaGdgMdAdWAD8xhiT2eRF0qEoOCUiIiLtVV7+HLZs+QM1NSVu4y6XRc7a/2PyvvOwleQT97/rsVWWsKNLHP5z5tKl/yCgdteB3LRiNi7czfYVuW5r+Pu4GL71NXwz6+9gEzR5Mp2ffQabn5/nbu4Y/Hfjf3l+zfMNzt0y5BZuHXKrPuCTk1flftj8OSz8B5TUD0MS0RP6XQjdJ0C3MeAb1PI9iohIq6qucbE9t4S0vWV8t2kP32xs4L8XB/SNC+bs/rHEh/nTJy6YYV3D9DpLREREREREpIV4JDh1YOFo4C3gXKAG+J7anaj2ANVHu44x5u3jbkJajYJTIiIi0p45HEVkpL9OZsp/MD4HxysrA+m89K9EOWLwT/6ByFmPAbB8SH+sRx9l+HkXYfc5eMHSL1JY812G29oBId5M7JaO4+2XcBUXu80FjhtLl9dew3bIGq1p5Z6VvLDmBdbn1z99e1KXSdw27Db6RvRthc5E2oiKQvjuQVj/XuM1Njt0HlEboIrqA9F9IH4IeHm3XJ8iItLqvtuUw5+/2Mze0qoj1o7uEcEzU4foKD8RERERERGRFuDJ4JQ/cDvwOOADHNdixhiv425CWo2CUyIiItIR5H/1NzYEzXAbq8ztx5D1fwAg4qtHCdgyD4DPTx1J3qABDJ58DgMmnUlIVDTGGBZ/sJ2NP2a5reEf7M3oCaHYn/8DJivdbS74nHPo/OwzWF5t42WwMYY5GXP4y09/odJZ/2iyM7qdwcNjHybCL6IVuhNpI7bPgVl3Nbz7VEOC4mD0zTDiegiIrD2vSUREOryyqhpmrc/m/RWZrN+9v8naQB8v/nBeX6aO6Iq/T9t4XSgiIiIiIiLSEXnqqL4ewDwg4fCpY1zKKDjVPik4JSIiIh3F0jfOpLxnmttY6NLfE1fSH6uyhNj/XY+9JJ9KbzsfTxpDXngolmVj8FnnMfn632JZNha+t43kn7Lrre3lbdGtYCUJa97CZlx142FTLyfuscfa1BEt6/LWcfv829lfVf9DvsTQRKafPZ3ogOhW6EykjagogrkPwbr34JC/z0fk5QuBUZB0Nkz6EwTHeq5HERFpM9btKmL6olRmb8rB1cRbsMG+di4e1onrx3WnV0xwyzUoIiIiIiIicpJo9uCUZVlhwHqg62FTTqAAKD+W9YwxPY65CWl1Ck6JiIhIR1FTXc53s0/DP7iobiw/qx8jN9+LH974pq8i6sP7sDA4vGzMHTmYrQmdAegzbgJT7rgPCxs/frCdzYuyGnyOTqWb6bPqVaxDNmkNvfwy4h95BMtu9+j9HYu0/Wk8uPhBNu3bVG8uISSBN85+g7jAuFboTKQNKc2D9MWQthjSFkFBytFf6xsKk/5Qe5Sff0TtsX42fZdIRKQjy9xXzuKd+WQXVbAqvZDlaQWN1p7VP5abTu3BqO4R2GxtJ2AvIiIiIiIi0p55Ijj1KPAXao/ms4B3gFeBVcYYxwn0Ku2IglMiIiLSkaxa9R/2F/+z7nFNjTe7ltzE2ZWjsWERsvA1gpe/V7e9anZkGGuSerCtazz9J0zmnFvvxrJsLPkshXXfZzb4HN0LltBzw7tuY8FnnUmnp5/G5uvrqVs7ZsYYFmct5qW1L7GlYIvbXKfATrxy5iskhiW2UncibdD+LMhYAvlbYe822DkfHGVHd21IZzj3Seh/sWd7FBGRNsEYw3srMvnb11uocDgbrYsL8ePcgXFMGRTPyIRwhahEREREREREToAnglPrgUHUBqceMcY8fmItSnuk4JSIiIh0JC6Xg/kLRmNZxXVj27ePIX73WYysqQ0J+WRtImTRG/hlrqmryYiJZPYpQxl49XWceuW1ABRkl7FtxR62LMmhorja7Xl65C6g+5ZP3Xae8h86lM7PPYt3fLwnb/GYVTmruHfhvSzavchtPNg7mGcmPcPYTmNbqTORNq6iCNa8BWvfhcI0cFYf+Zp+F8Kwa2t3ogrWrm4iIh3d7sJyZi7L4NPVu9lb2vR/J2KCfbl4aCduPz2J0ADvFupQREREREREpOPwRHCqDPAHCoEYY0zjX4+SDkvBKREREelodux4isxdr9U9LimJZN3aKZxVPZgEV3TdeNCqTwhd8DKWq/Zl8L6QID466zSmvf42wZFRdXVFeeV89tRqKkrcN2WNLEul37rX8XGU1o15hYURfded2OPj8enaFd/EtrGjk8Pp4IFFDzAvc57buN2yc8uQW7hh0A142/QBnkijjIHqMljzNix4AqpLj3xNRE8YeBkMvBxi+nq+RxERaTXVNS7mJu/h9R9T2Zi1v8na+FA/np46hPG9opqsExERERERERF3nghOFQOBwGJjzKQTa0/aKwWnREREpKOpqNjFkqWnwyG7Qa1ZM4XqkhjOrx5OpAnGOnBYn8+u9UR+8TBe5YUAZEWFs+3RvzD51nvc1szPLOHzZ9bgqHL/roG3s4JOu3+kS9YifKvrf0gWevHFxP/jSSyr9Y9lcbgc/H353/lk+yf15vpG9OXRcY/SP7J/K3Qm0s4UZ8OK6ZCXXLsrVdZqcB3htPt+F8GFL0BARMv0KCIircIYw8879/HBykzmb82jvLrx76leOyaBe8/qTXigTwt2KCIiIiIiItJ+eSI4tQXoDfxsjJlwgv1JO6XglIiIiHREa9ddT0HB4rrH+/Z2ITl5EmBhN150cUUwuiaJEOOPV3EuUR/eh3dBJgCpnWKJXPwzoT3dd4vK3lHI7Nc3UVlaPyBhuWpITP2Kbrvn1Zvr9tZbBJ4yulnv73gZY3hr81s8u/pZDO7/hrCwuDTpUm4fdjtR/toBQeSo5SbDl7dB9pqm64I7wWXTofupLdOXiIi0qopqJz9uz+fbjTnM25JLWQMhqlB/b26ZmMi4xEj6xAXj5+3VCp2KiIiIiIiItA+eCE5NB24E8o0xsSfYn7RTCk6JiIhIR5SXP4eNG291G9u5YzQ5OX3qHvsZb86qHkysCcNWXkTUR/fjk7sdgNK4WIIW/gh9+ritUVpYxff/20z2jqIGnzdpx8d0zVroNhZ87rl0ef65Zrir5rMgcwGPLH2EgsqCenO+Xr6MjB3J2E5jOaf7OcQFxrVChyLtjMsJyV9C+mLIWQ85GxrZhcqCM/8K4++GNrATnYiItIxKh5PnftjOfxal0tjbuN5eFhN7RzNtTAITkqKx2fTfCREREREREZFDeSI4NQZYQu0ZJhcbY74+sRalPVJwSkRERDoiY5ysWnU5xSUb6sZcLhtr10yhvDy8bszL2Jjo6E9PVyxWVRkR3/wd/x21O1U5fHwovecuwv/2d7DbD67jdLFmTibrfsikqrym3nMPs1YSvuDNgwN2O73mz8M7Jqb5b/QEFFYW8uSKJ5mdNrvRGm+bN1f2vZKbB91MuF94o3UicpiKItgyC1b8B/ZsqD8/8HK48HnwDW753kREpNUsT93HA59sILOgvMm6hMgApp2SwNSRXQgL0FF+IiIiIiIiIuCB4NSBRV8CbgV2AeOMMVnH36K0RwpOiYiISEdVXp7OipUX4XSW1Y1VVwWQljaUvLwegK120MBER3+SXPEA+G+dT9j3L+BVXghAaY/uBH3/AyS6H93nqHKydWkOSz5Poabq4NErls1iYP63RG88+L2EqDvvIPpW9x2w2opFuxfx1MqnSC9Ob7QmyDuI24fdzpV9rsTLpiNkRI5aTTUseAJ+fr7+nGWDqD7QcxKceg8EayNoEZGTQaXDyYyf03l5wU5Kq+qH8A/la7dxzSkJ/P7cPjrGT0RERERERE56ngpOeQPTgV8DucD9wAfGGGeTF0qHoeCUiIiIdGR79nzJ5uR7642XloaTmTGYffu6AhaWgUmOgSS6aoMLtpJ8Yt65DXvxHgAcMTF4L1sGPXrUW2vXlgK+fnk9rhr31+Q9U78iIXMOFmCPjaXXvB+wDtm5qi1xuBx8tO0j3tr8FjllOY3WDY4azCPjHiEpPKkFuxPpAHbOg09ugMqGj/nELwzO/QcMuVJH+ImInCTyS6r4bM1u1u0qYsPu/WQVVTRaO6RLKK9dO4L4UP8W7FBERERERESkbfHEUX3/O+ThhUAktcf2FQOrgT1A9VEuZ4wxNx5zE9LqFJwSERGRji45+QFy9nzW4FxZaRgpKaPYvz8Oy1ic6RhEgisaAO8924h59zasmtqXxDVjTsG+ZGmDoYaUNXnMmb6Jw1+Wx+auJGnnJ/g4SgkYM4agiRMJvfAC7FFRzXuTzcQYQ1pxGot3L2Zm8kxyy3Pr1XjbvHlk3CNclHhRK3Qo0o7tS4H3r4K92xqv6TYWxtwKfaaAV9sMWoqISPMzxrAms4iZS9P5duMeqp2uejVRQT48d8VQTkuKbvkGRURERERERNoATwSnXNQGpdyGD/x5zAsaY7RfdDuk4JSIiIh0dC6Xg5TUZ9i16y2Mqf+9AJfLYuPGsyjeH4uv8ebyqjH44wNAwIZvCJ/9z7oXyY7XX8f7t79t8Hl2rs7jhxnJOGvcP+iyO0rplfI58XuWYQG2wECibruNiGnXYPn4NOetNqvKmko+2PoBr294nVJHab353wz4DXcNv0tH94kci8piWPQv2PoNFKQ2XhccD73OhMTJ0OsM8AttuR5FRKRV7S2t4sOVu5i5NIM9xZX15qeO6MKDU/oRHth2X0eKiIiIiIiIeIKnglPNxSg41T4pOCUiIiIni4qK3aSkPkNu7iwO/55AdZU/a9acj8PhT09nDJMdg+rmwr57iqD1s2rX8PfHsXYNIX36Nvgc2TuK+PbVDVSV19Sb65E2ix4Z39U99klMpOvLL+HTvfuJ35wH5Zbl8sTyJ1iwa0G9ueExw3ls/GMkhCS0Qmci7VxFEax5GxY8ATX1PxivY/eDvufDkKsh8XRQWFFE5KSwv8LBPR+uY/7WvHpzlgVJMUGM7B7B9eO6QIWSeQAAIABJREFU0zs2uBU6FBEREREREWlZnghOzTjhrg5hjPlNc64nLUPBKRERETnZlJZuJz39ZXLzvnYb318Uw4YNZwE2zqoeXHdkn+WoJPZ/12MvygZgc99eBLz3Pj2GNfjanIKcMuZM30RBdpn7hHExeONrRBVsrhvySUig+ycf4xXctj/sMsbwderXPLLkEapd7rt2+Xr5clXfqxgZO5LB0YMJ9wtvpS5F2ql9KfDt/ZAy/8i1QXEw+P+g7wUQPwS8/Tzfn4iItBqXy/D8vB38e/6OekdC/8LLZnHtmAT+36REYoJ9sRo4VlpERERERESkI2j24JQIKDglIiIiJ6+UlKdJz3jVbSwvrzvbt43D3+nHr6pPIQBfAHwz1hD1wT1YB3aq+vS0UdjOP59J191MeFynems7nS7W/7CLlV+nUeM4uNGrvaaCEWueJrB8T91Y8Fln0fnFF9rFh1wb8zdy14K7yK/Ib3Debtm5ou8V3DviXny8dHyMyDHJ3QzLX4eNH4Oj/Mj1Nm/oNAwGXQ6DpkJAhOd7FBGRVrEms5A/fLKBHXn1j08+lJ+3jR5RQVwyrBNXn5JAkK+9hToUERERERER8TwFp8QjFJwSERGRk5UxTtauu57CwiVu48XFUSQnTySkMobzq0fgQ+0HTmFzniFo3ZcAlPn68PbZp+EIC+PSBx+lS98BDT7H7q0FfPXCuno7BHhXFxO9dwM902bh4ygl+u67iPztb7Fstua/0WaWV57Hw0se5uesnxutGRw1mGcmPUNcYFwLdibSQTgqIXMppMyDzV/C/swjX+PlCz1Oqw1SdR4JiZPBrvCiiEhHUlXj5I3FaXy+NoudRwhQAYT42TmzfywxwX7EhfhyalIUvWLa9i6nIiIiIiIiIk1RcEo8QsEpEREROZlVV+9lxcqLqara4zZeWRnI2jXnE1Udy7nVQ7HjhVVVTuz/rsNenAtAemwUn04YjX9IKNf8/VlCYxoOCa2Zm8HSz1IanAssy2H42ufwrinDp2dPIm++mdCLL2rzASpjDLNSZ/HPFf+kuLq4wRpvmze9w3szKGoQ5/c8n6ExQ1u4S5EOwOWCjJ9h/QeQ/AVUH/mDcgBCOsO4O2H4r8EnwLM9iohIiyuudPDjtnz++d1WdhdWHPV1PaMDuXhIZ26e0IMAH+1GJSIiIiIiIu2LglPiEQpOiYiIyMmuvDyN9Rtuprw8zW08a3dfUlNH0dMZy+mOAVhY+KatJOqj+/jlUL3VST1YOLQfUd26c+VjT+EbUD+gYIxhzvRNpKxp+Hi7kOJ0hq5/EbuzCoDAiRPo/MwzeAUFNet9ekJxdTELdy1kQ/4GFu5aSG55bqO1g6MGM63/NM5MOBNvm3cLdinSQVSXwZavYccc2L0Sio5iJyrfUOg7BfpfDL3OBC/93RMR6UgqHU5m/JzOrPXZZBaUU1pVc1TX9YoJ4qWrh9E3LsTDHYqIiIiIiIg0nxYPTlmW5QuEA35AkTGmqNmfRFqdglMiIiIi4HAUs2nznRQULK4bc7lsrFr5K6qqAplY3Z8kVzwA4bP/SeCGb9yuXzyoDzldO+N/1tn0GTOeXqPHYrN51c3XOJys/DqNzOQCCnPKcda43K4PK9rOoE1v4F1TBoBPYiJdX3kZn4QET91ys9tftZ8/Lf4Ti7MWN1kXFxjHVX2v4oo+VxDoHdhC3Yl0QEW7YMMHsPYdKEw/cn1YAkz8Awy+Ary0y4iISEdjjCG/pIr3VmTy5pJ0isodTdb72m1cOyaBiX2iGdU9Aj9vrybrRURERERERFqbx4NTlmV5Af8HXAKMBTodVlINrAV+BKYbY1JP+Eml1Sk4JSIiIlLL6axi6bIzqKrKqRvbsyeRHdvH4W28uLTqFILxx6oqJfa/12Evqb+D1LYuccwZNYSgbt0YddHl9J9wOl529x1eahxOvn5pA1nbCt3G/Sr3MXDTdEJKdwFgCwoi5r57CbviijZ/dN8vXMbFzOSZvL/1fbJKs5qs7Rbcjf+e81/iAhs+4lBEjpLLBflbIWcdZC6DDR9BTRPHNgVGQ9xgiB8MQ66C6D4t16uIiLSI8uoalqcWkLO/kvySKlZlFLA0ZR81robfQw708eLCIZ24cnQ3hnQJxbKsButEREREREREWpNHg1OWZU0BXudgWKqxfx2bQ/58B7jTGFN8Qk8urUrBKREREZGDsrM/YsvWP9U9NsZi9aoLqagIJcYVwnhHXyJNMF5FOYQufgP/5B+wcH8tvic8lM9OG0WFny9BkVGMuuASBk0+B28/v7qa6soavnxuLXkZJW7X2lwO+ie/SczedXVj/sOGEf/Yo/gmJXnorj1jb8Ve1uev59Ptnza6C1W34G7MOHcGMQExLdydSAdWmg/LXoY1M6F8b9O1Njucei9MuB/svi3Tn4iItIr95Q4e/yaZT1bvbrIuItCHgZ1DGZkQztSRXYgP9W+hDkVERERERESa5rHglGVZfwYepfGw1OHMgVoDpAETjTFNf51c2iwFp0REREQOcrlqWL7iXMrL0+rGKisDycgYQl5uD8BGtCuE8Y4+RJkQ7PsyCFz7BYGb5mCrKq27pjAogE8mnEJxUAAAPv7+dB86kl6jxtD7lPF42e1UlFbz7Ssb2JPq/j0Ey1XDkI2vEFG47eCgtzeRN91I1C23YPNtf+GG1P2pvJv8Ll+lfEWls9JtrntId64fcD2j4kYR5R+Fv91fuxyINAdnDWQuqd2Bav0H4GriyKaoPjDx99D/YvDybrxORETavc/X7ubhLzZTUlVzxFq7zeL8wfHcMjGRfvEhLdCdiIiIiIiISOM8EpyyLOs6YMaBh78EolKBr4ANQD5QBYQAicA44DzA55D6ZGCkMcb9ExBpFxScEhEREXGXm/sNmzbfWW+8tDScLckTqKwMwdt4cX71cKLMgQ+QHFX47l6PX/oq/LfMw16Sz/5Af94981QqfH3c1olO6MHlDz1OQGgYzhoXP3+6k40L3L/57+WsZNi6FwgpyXQb903qRdc3/ot3bPvcoamosojHlj3G9xnfN1pjYdEztCePjn+UIdFDWrA7kQ6sMAMWPw0bPm76GL+QLjDkCkg6G7qMAptXy/UoIiItprjSwaLt+fy0Yy/zt+aRV1LVZL2XzeK2SYnccUYS3l7t4whpERERERER6XiaPThlWVYosBOIpDYElU3t0XufH+G6KOCfwG84eHTfw8aYJ465CWl1Ck6JiIiIuDPGxdq111JYtKzenMPhw7atp1JY2Bk/480F1SMIM4FuNVZVGZFfPoxf2koyYiL5dMJojM39A6aobt2Z+pcnCAgJBSD552wWzNzqVuNDFcOX/4OAijy3cd++fUl4ZyZeQUHNcbstzuFycN/C+1iwa0GTdaG+oXx4wYd0DurcQp2JnAScDti3E3atgAVPQGlu47U+wRA7oPYnogeEdoW4QRCZ2HL9ioiIx9U4XSzcls8HK3fx8869VDicjdYO6BTCNackML5XJN0iArRLqIiIiIiIiLQoTwSn7gSepzb8lAFMMMY0fci9+/UPAn878HCvMaZ9fu39JKfglIiIiEh9NTVlpKQ+RVbWBxjjfryVMZCyczQ5OX3wNz4Mq+lBb2c8dg7uzGJVlhD75k3Y9+cAMGfkYAqDAykKCqDM3w+A6O49mfqXJ/APCgZg3Q+Z/PzJTrfnCvQ3DF/3DN45aW7jAWPH0O3117F83Hezai+qndU8+NODzEmf02Rd/8j+vH3e2/h6tb/jCUXavIpCmPNnWPfOsV2XdDac/QRE9/ZMXyIi0mqcLkNqfilLU/fx5pJ0UvPLGq09pUcEz10xlE5h/i3YoYiIiIiIiJzMPBGcmg2cQ21waooxpulPLRpe42dg7IE1xhljlh9zI9KqFJwSERERaVxFxW527HyS/Pzv6s1t2zaOvNzanVf8jDf9a7rQ39kFP2rDTN57thHzzm1Yzmq36/aGBLG8fy+2dutMbM8kLv/z4/gF1u4etfTznayZ4348X0ScP8OzP8C1aK7beMiFF9LpX/9s19/035i/kSXZS1i+ZzkpRSmUOcqocrofFXN+z/P5y5i/EOgd2MgqInJC8rfD8ldh3ftNH+N3KMsLRt8Mpz8IfqGe7U9ERFqFy2WYm7yHv3y5mfxGjvKLD/XjrRtG0zs2uIW7ExERERERkZORJ4JT6UA3INsY0+U4m/ot8Bq1wambjDEzjmcdaT0KTomIiIg0zRhD5q432LnzX4DrkHGLLckT2LevW92Yl7HR19mZETU98cFO4PpZhH33FA1Fm+YP7c/a3j2IT+rDZQ8+jm9AAMYYFszcypYlOW61lg2iK9MJ2r0eb0cZQWXZhBSnEXP33UTd8jsP3XnLM8Zw94K7mb9rvtt4sE8wU3tPZVyncQyKGkSAd0ArdSjSgVUUwo7vYcdc2DkPKgqOfE1wPJz3T+h3EbTjEKeIiDSusKyaP3+5iW825DQ4H+Jn5/5z+nDuwDhigv1auDsRERERERE5mXgiOFUO+AKLjTGTjrOpScB8aoNTfzLG/Ot41pHWo+CUiIiIyNHZu3cBGzbeijEHd5AyBgoKOpOT3YfCwk5wICIVZPyY4OhPJ1c4wcveJeTH1+uFp1wWfDxxDLtjIolP6sNF9z5IUEQkLqeL2a9vIn3D3ib76Zy1iD47PqTziy8QcvbZzXy3raekuoSrvrmKjOKMBudtlo2x8WP5zcDfMDpudLvecUukzTIG9u+G3E2QvxWKdkHWashZ13B9eA/ofzEM+BXED1WISkSkA9qcvZ+F2/KZm5zL+l1F9eYtC4Z2DeO0XlGM7B5BoK8XPl5edI8KINjPuxU6FhERERERkY7GE8GpIiAYWGmMGXOcTZ0DzKY2OHWfMeb541lHWo+CUyIiIiJHLy9vDhs33c6hO0/9oqIimJzs3uTmJlJT4wvAKEciQ5zdCV76DoHrvsSrOLdegOqTCaPJiI3CPzSMKbffR/chw6mpdjLr3+vJ3lH/Q6lDjVn2VwJdxYRdfhkR112HT0JCM91p69pZuJObv7+ZvRVNh8f6RvQlMSyRGP8Yeob1ZHD0YLqHdMdm2VqoU5GTiDGQ/AV8/zAUZTZeF5ZQG6A65RYI6dRy/YmISItwugx//WoT7yxr4r8Fh/DxsnFW/1guHd6Zkd0jCPVXiEpERERERESOjyeCU9uAJKAUiDHGVB7HGg8Bj1MbnLrWGPPeMTcirUrBKREREZFjk539MVu2/rHR+epqX5I3n05JSTQAF1aNJNaEAmArKyRozWcEL30HyzjrrikMCmBZ/ySSu3eh/4TJjP+/aQRGRJG8OJvNi7PYl1XW4HN1T/+Wnunf1D6wLCJ/91ui77qrQ+zCVFRZxHtb3+O9re+xv2r/UV8X4RfBjQNvZFr/aQpQiXiCowIWPQU/vwCumsbrfEPhgmdh0OUt15uIiLQIYwyvLEzh2e+343Qd2/vSnUL9GJ4QzmUjujAhKRovW/t/3SoiIiIiIiItwxPBqZnANdSGnu41xrxwjNcHApuBbgfW6GOM2XnMjUirUnBKRERE5Njt3buA1LTnKCnZ3OC8w+HDhg1nU14WTowrlAurR2AdsteUz+6NRHz1KPaSPLfrtneOY87owTj9/Rl18VTGTb0agLz0ErJ2FJKXXkzKmvy6et/KAsYtexiLg/8eiLjhBmIeuL9DhKcAyh3lzEmfw+rc1azPX096cfpRXXda59N44tQnCPcL92yDIiervC2w4AnYPhecVY3X9bsQBl4GPSZCQETL9SciIh6Xsa+Mrzfk8N2mPWzMOvqg+y/iQ/24ZWIi145JwKYAlYiIiIiIiByBJ4JTU4EPDzysAC4xxsw9ymt9gI+BC6kNTW0xxgw85iak1Sk4JSIiInJ8jDEUF69j9+53yM37FmOq3earq/xZv/5sKitDOKN6ED1cMW7zVkUxkV/+Fb+M1W7jBUGBzB01mKzoCC66/yGSRo09uGZFDTN+/xM1joNHBQ5d9yIRRdvc1gifNo2wyy7Ft1cvLO+OdRzKurx1vLHxDX7c/eMRa6P9o7lj2B1cmHghdpu9BboTOQlVFsP272DzF7Dzh8ZDVJYNhl4N5/wd/EJbtkcREfG4Pfsr+WnnXpbs3MvuwgocLhd5xVVkFVUc8drxvSJ5euoQ4kP9W6BTERERERERaa88EZyyAeuB/oAFOIHXgGeNMWmNXOMFXAQ8AfQ5cJ0BrjTGfHzMTUirU3BKRERE5MRVV+8lLf0Vdu9+y23c6fRiT04S+1MHc27JOPy9w9wvdNYQ8e2TBCR/X2/NlE4xbL/8Us574VW38e9nbGb78ty6x9071ZD07V9xFhXVW8MWEED4NVcTddtt2Pz8TuAO256c0hxS9qeQX55PVmkWm/ZuYk3eGipq6n841zO0J3cOv5PJXSd3mJ24RNqkqhJYNQPmPw7O6oZrQrrAxS9Bz0mgv48iIh2aMYbVGYV8uiaL1RkFpOaXUdPI0X7BfnYuG96FS4Z1ZnCXUL1mExERERERkXqaPTh1YNFRwHwggIMhKIAt1Iaq8oFqIBhIBEYCoYfUWsBHxpgrj6sBaXUKTomIiIg0D2MM23c8Xi88BVBT482W5ImY3E708EqgX00XAvGtmw9c8zkBW+bhk7UZyzjrxh1eXlS+9SbB10yrG9u1tYCvnl9X99jubeOqG6LIueUmXPsbPiLFJyGB+L8/QcCIEc1xq21WTmkODyx6gPX56xucHxw1mLtH3M2ouFEt3JnISSZ3M3x6M+Q1fJwpAFF9YOClkHgGxA8Bu0/L9SciIq2iqsbJuswiPlm9m6835FDhcDZY1zM6kEuGduZXwzrTNSKghbsUERERERGRtsojwakDC58FvA9EcDAM1diCh3/V5xNgmjn8XBJpNxScEhEREWk+xrhI3vJ79uz5vN6cw+HDurVTqKwMxjIWia5YRjt6EXBIgMpr/x4ivnkC310Hgz/VIcH4pGdAeHjtc7gMM/+8lJKCyrqa7oOjGD/aIve2mxsNT2Gz0eWlfxM8eXIz3W3b5HA5eHXdq7y5+U0cLkeDNQ+MfIBfD/h1C3cmcpJxOSF1IaQugC1fQ2GDG1vXsvtD19HQ57zan/DuLdWliIi0kpz9Fdz30XqWpOxrsm5C72iuHZPA6X2isXvZWqg7ERERERERaYs8Fpw6sHgn4GngMsD7KC5JAR4zxsw8oSeWVqfglIiIiEjzMsZFVvYHpKb+G4cjz22urCyMdWvPxeWqfcntb3yYXD2QeBNeV2NVVxD14T34ZifXjTmffBKvP/6x7vHyWams+ibdbe2gcF/iugVAVhpR+zYRtHY2rsOO77PHxpL43Wxs/v7NdbttVnZpNq+se4VZqbNwGVe9+cfGPcYlSZe0QmciJyFHJSz4Gyx5ica/p3WImAHQdwr0OgviB4N3x///LBGRk5HLZZixJJ0XfthOcWVNk7XBfnbG9IxkfGIk43tF0SsmSMf5iYiIiIiInGQ8Gpw65EnigAuBsUAvIBzwBYqAPGA18KMxZn6zPKG0OgWnRERERDzD5apic/K/yMt70208Py+BrVtP45fNXC0DQ509GFKTgB0vAGwV+4l+93a892UA4IiJwTsrC+x2ACpKq/nwbyspK6pq9Pl7j4ikX9aXlHzwvtt49L33EvXbm5vpLtu+nYU7eXHtiyzYtcBt3GbZeOiUhzi/5/kEege2UnciJ5nMZbD4WUiZB66mPyCvY3lBVG9InAyD/6/2WD99UC4i0qFUOpws2JrHZ2uzWLgtD4fzyO91xwT7MmVQPP9vUiKxIX4t0KWIiIiIiIi0thYJTsnJR8EpEREREc8xxrBp813k5X3jNp6ycyTZ2f3cxoKMH6McifRwxWDDhldJHjEzbsSrovbovXU3/Jpujz9BRKcuABTvrWDO9E3kZZQ0+vydksIYWb2Q0rem143ZgoNJnDsHe3h4o9d1RIt3L+auBXfVO77Px+bDxK4TuX/k/XQK6tRK3YmcZMoLYMus2qP8MpdCSc7RXxvZCzqPgLhBkHQ2RPfxWJsiItLyCsuq+WZjDh+v3s36XUVHrPe127h2TAKXDO9Mv7gQbDaFa0VERERERDoqBafEIxScEhEREfEsp7OcVasup7Rs28FB48XadWdTWhJVr97X2ElwRjPQ2Y1uy74ibOFrAGRHhvHRuZO46L4H6TlsVO3aNS6WfLaTjQt209g/CYLCfOi94mXCstfVjYX/+lriHnyw+W6ynfgh4wfu+/G+Bo/ui/KP4uUzXqZ/ZP9W6EzkJGYMFKTCttmw7dvaIFUDf0cbNeBSOP1BiEryXI8iItIqNu7ezzvLMpibvIfCcscR6yMDfZjYJ5opA+M5rXcUvnavFuhSREREREREWoqCU+IRCk6JiIiIeF55eQYrVl6E01laN+blFcOmTePZmx/IL8f2HcrL2Li0dDD9Xvk1tsraXaXePWMc+XEx/OqBv9B9yPC62rKiKvIyiqkqr2HV7HT251XUW6/L7oUkpn6Jl6sagKDTTyfmgQfw7dmjme+2bft8x+c8uvRRnMZZb87f7s+9I+7l/7N33/F113X//x9n5ORk7500o0napG26d+kCWsbFEgUUFQEVEVAvF/7U61IvvPyKC0UvFScogrJKAUtbKLRQuneSps1o9t57nPH5/ZESCJkdJ03p83679YbnPT7ndVqI5/TzPO/XophFJAcmY1I7MJGJ19UE+VugYAtUHYbmkrH3mMyQeSMsu7//NCoREflQcbsN8mraeKewgXcKG9lX3ES3Y+h7uffz97ayJCWM5alhrJsRTVywzwRVKyIiIiIiIp5yzsEpk8mUBASefugwDCPvLAsJBeLfN3TSMIzes7mWXHgKTomIiIhMjLq6zWTn3Ddk3HBHUFg0lZrqVD4YoJrhTGDd9ncIeuevAFSHBvGvNUsx2X24/uvfIXnO0IBAT4eDTb8/RnVh65A5n646Mk78neC2U/0DFguBV11F2N13Yc+8dE5aKmguYGPhRraVbaOio2LYNUHeQWSFZzEncg5rEtaQFqLTbEQuiO4WKNoGx56BwtfB7Rx9fVgqhE+DyAzIukWt/EREPoR6nS6eO1jBr7cVUtPWM+Z6m8XM967P5PbFiRNQnYiIiIiIiHjKOQWnTCZTBFAI+J8e+oZhGL84y0JCgYPAlNND/2MYxg/O5lpy4Sk4JSIiIjJx8vMforzi8WHnnM4ZZO+eTofhOzDmY9j4REsWcb+/BXNf/ylShbFRbFyxAEwmFt94C8s+9gnMlsFtSFwON7s3FnF0Wzl88KOC4SapdDPJJf8eFNMKvOYaYv73h5h9Lp1v47sNN48cfITHcx8fc+2CqAXcnH4z00OmkxCYgLfF2/MFishgPa1Qkw3Vx+DIU1CbPcYGE2RcBws/CzFZ4BMyIWWKiMjE6HG42HC4kjdO1LG7qJGO3tHDtV+7Mp3716bqVFEREREREZGL1LkGpx4Bvkz/bZONhmF85ByLWQjsAixAB5BsGEbjuVxTLgwFp0REREQmjtvdx7Fj99DY9Naw8zZTKIf2zKO5N2Zg7Kq+OWS+8RyBe/8xMNZrtbJz1jSyUxKInpHFjd/4L+z+/kOuV1XQwrYnjtPWMPSb+FOLNpBY/vqgMZ+5c0n4/e+wBAWd7Uu8KD2V9xQP738Yt+Ee13qzycyViVfy7cXfJtQe6uHqRGRYbjfkbYTtD0P9OA/UDpoCcz7R39LPO8Cz9YmIyIRyuNzsL25iU041m3NqaegYvkHCwqQQlk4NZ9nUMBYlhWI2K0QlIiIiIiJysTjr4JTJZLIBNUAw4ACmG4ZRfB4K+gvwGfrDWF8zDOOX53pNmXgKTomIiIhMLMNwU1e/hdral2ho2I5h9A2ed1jIPn45ra1RAKS5YljVnUr489/CXjL4fVttSCDPrlpC6MxZfOw7P8TLbh/yfH09TnZvKCJnR+WQuRm5fyaq/tCgMe+0VMLvux+/FSuw+Pud68u9aJxqPcWW4i0cqT/CsfpjdDg6xtyTGJjI76/4PfEB8WOuFREPMYz+Fn67fg3FbzH0mL1h+Ib3h6eSV0LULLDaPF6miIhMHLfb4ERNOzvy6/nl6/n0OocPx8cG2blpXhy3LZxCQqjvsGtERERERERk8jiX4NQNwAb6//bwr4ZhfPY8FZQIFAEm4PBIxcnkpuCUiIiIyIXT3V1OTu6XaWs7Omjc5bKQd3wVzc1xeBkWbu+9DK++PsKf+RrelTmD1p6KjmDDZQtJnD2Pmx78byxWr2Gfqzyvic2PZdPX4xoYM5shq+HfhBzbxAe/a2/y8sJ/zRpCPn4bvkuWXFItTdyGm6KWIo7UH2HTqU0cqB35/XKYPYxH1z5KVkTWBFYoIsPqaYXGQqjNhX1/6G/rNxaLN0xdAzNugqmXg184XEI/70REPuz2lzRx9+P7aesZuY2f1WziloUJ3LtqqgJUIiIiIiIik9i5BKfe36bvasMwtp7HonYBSwA3EGoYRtv5urZMDAWnRERERC4st9tBYdFPKC//ywfGzRw5fDWdnaGs7ZtJijsKU28H4c98A++q3EFrd2RN58D0qaQvvYxrv/R1zGbLsM9VfqKJVx49its9+PNDlLOMpENP4NtVMyRABWBLSSH6+9/Db9Gic3qtF6v85nw2Fm4kvzmfUy2nqOuuGzRvNpn5xPRP8MDcB/D10s02kUnh3ZOosp/tD1A15IN75JvmA8xeEBgLGdfByq+DT4jnaxUREY86UdPG1589Sk7l2H91HRHgzfToANZOj+Qj8+IJ8hn+SwkiIiIiIiIy8c4lOLUTWAZ0AyHGB3uBnFtR/wX8gP5Q1pWGYbxxvq4tE0PBKREREZHJobT0MQqLfjJorK0tnKNHriLGFcLVjrmYMWPq6yLs+W9jL3uvxZ7LZOJfa5dSHRZC1hVXccVn7xvxhKgTu6vZ9kTesHPePU2tUnAwAAAgAElEQVRE1h8mqXQzXs6uwZNWKzEPPUTwTTee2wu9yDlcDr77znfZVLxpyFyMXwyPrH6EGeEzLkBlIjKqnjbY/RvY9RtwdI5vj08orPomxC2A4CngH6nTqERELlKGYVDW1MX+kmbeyq9n6/EaehzDt/B7l93LzA2z47h/bapOohIREREREZkEziU4VQbEA/mGYUw/z0XdBjxFf3Dqc4Zh/GWMLTLJKDglIiIiMnlUVDzJyfzvDRoryF9CTU0aya5I1jhmYMYMzl7CNv4An8KdA+u6bV5sXD6fyogwZq+7lrSFSwmJjSMwPGLI8xx7s4J3nivA7Rr+c4RfXwNzDvwc776h38oP+8I9RNx/Pyar9Rxf7cXLbbj5xYFf8MTxJ4bM2S12HlrxEFclXXUBKhORMbXX9p9CVb4XKg5Ae9X491rtEJQA0TNh6QMQP99zdYqIiEd19Dp55WgVv91eRFlT16hrva1m7luTyudXpmD3Gv5kVxEREREREfG8cwlOtQO+wNuGYaw+z0WtAbbRH5z6pmEYPz+f1xfPU3BKREREZHI5ln0v9fXvddd2OGwcPHADDoedRFcEaxwzsGIBw03Q9sfw3/f0QHs9l9nEloVZ5CXGD+zPXLmW9V/4MmbL4Js8TVWdvPlkHjWnhm9ZEhhoYmnfazg2bxgyZ8/MJOZ/f4g9I+PcX/BFbGflTn6454dUdlQOmZsXOY9Z4bPIisgiKyKLKN+oEU8BE5ELxDD62/jlboD8LdBSBn3t49trMsPie2Htd8Dm59k6RUTEYxwuNy8cquCpfeXkVbXR5xr5FCo/m4V5iSEsSQljUXIoWfFBeFsVpBIREREREZko5xKc6gZswE7DMFad56LeH5z6tmEYD5/P64vnKTglIiIiMrn09FSxe8863O7ugbHGhnjy8lZiGBZC3P5c4ZhFkNHfLsQ3+1VCNv8Ek9s1sH7XjDR2Z6YNtJSauWYd6+55YEhwx+02yN9bQ8GBWirzW3B9oF2JT4AX6fHdBD7xfby6mgcXarEQ+Z9fIfTuuy/pQFCXo4tfHfoVT514atR1Ub5R3Db9Nu7IvAMvi9cEVSciZ6ynDfY9Bm//Ahyjn0ACgM0f4hdA4nKYeTOETfV8jSIi4hFOl5vihk625Nbw1N4yqlp7Rl3vbTWzMj2CTy1JZEVqOGbzpfueWEREREREZCKcS3CqAogBThqGkXmei7oF+Cf9wal7DMP40/m8vnieglMiIiIik09p6WMUFv1k0FhzUwzHj6/C7fbCy7Aw3RVHsiuSCCMQ35M7CH3pB4PCU8cT49g+J5NubxsAC6+/mcs+8ZkRQ06OXhdb/5xLybGGIXMWKyRU7WDKyZewugbfQAq64QaiH/ofzDbbub7si9oLBS/w0J6HcLqdo65LCUrh6wu+zvyo+fh6+U5QdSJyxlor4eDjUJvbfxJVSyn0Dn9C3yBJl8G8OyDjOvCye7xMERHxDJfb4PmDFfx48wmaOvvGXJ8c7sf1s2O5elY006ICLukvFoiIiIiIiHjKuQSnjgBZQA8QYhhG73ks6nvA9+gPTt1sGMaL5+vaMjEUnBIRERGZfNzuPvbvv5GOzpODxtvbw8g/uZSurpCBsVC3P1f1zSEs7x1CX34Ik/FeeMphMZObFE9hXDQVEaHEzZ7LZR//DNGp6cM+r8vp5rU/51J0uH7YeRu9JOVvILb6HczGe6dT+cybR/xvfo01NPRcXvZF72DtQX6454cUthSOudaEianBU7kp9SY+kfEJrGbrBFQoIuekuwVKd8GrD0Jr2ehrfUJOn0CVCr7hEDUDIjMGTgIUEZGLQ2uXg0ffKGDjkUoaOsYOUAHEBNmZkxDMvCkh3DA3lsgABWlFRERERETOh3MJTv0duJ3+cNN6wzBeP49FvQMsPX3taYZhjH2HQCYVBadEREREJqeenioOH/k0XV3Fg8YNw0RVVTqlJXNxufpbviW7IrncMQtrQwm+OZvxy9mMpbNp0L4+q4WyyHCKoyPwvu02Vnz1W5gtliHP63a52fdKMcfeqMDR6xoyD+DbU0dqwfOENebwbgTAKy6OhN//Du+0tHN/8RcxwzCo6azhWMMxjtUfI7shm+ONx+l1jfz9lYzQDH6w7AdkhGVMYKUictZ6O+Ctn8Dhf0DX0FP6RhQ6FTJvgBk3QnSWQlQiIhcRwzAoqu9kX3ET+4ob2VvcRPUYrfwAfLwsfPayZD6/MoUAu9o1i4iIiIiInItzCU7dAfyV/nDTS4Zh3HSeCpoLvJu4KTMMI/l8XFcmloJTIiIiIpNXX18DR47eRXt77pC59vZQso9dicvV3yLv6r65xLn7T3wy9XYR+vIP8CnaPex1nWYzpcuXkPTaNizew38DvrfbyfGdVRx5rYyutuG/XZ9Q/jppRRsGHpv9/Ij75SP4X3bZGb3OD7uWnhYeOfQILxS8MOIai8nCHTPu4N7Z92K36lQCkYuCYUDTKSh+C44+DeV7x783JBmmXwtJK2DKkv4TqkRE5KJhGAaHylp4YlcJm7KrcbpH/vt5gAC7lWtmxnDD3FgWJ4dhMSs8KyIiIiIicqbOJTgVDZQBVvrDU1cYhvHmORZjBl4HVp++5u8Mw7j/XK4pF4aCUyIiIiKTm9PZTu7xr9HQsG3IXEtLFLk5a3G7rQS7/fhI3yLMmPsnXQ7CNvwXPkW7Rrx24bLFJL65Ay+b94hr+nqcHH6tjCNby3A63EPms479lvCm9wW7rFbifvZTAq+6avwv8hJxuO4w/zr5L3IacihtKx12zZSAKdw7516WxS4j1H5ptz4UuejU5cGhv/WHqLqbz2xvYByEp0HCElh8D/jqv38RkYtFU2cfrx2v4dWcGnYVNdLnHPqe+f2Cfb1YlR7BlZlRrJ8RjZfFPEGVioiIiIiIXNzOOjh1evMfgbtPP2wGVhiGkXcOxfwOuOf0Qwf9bfpKzvZ6cuEoOCUiIiIy+RmGQUPDNvILfkhPT/mgucbGeE7krcDt9mKBYyqzXYmY3m2g53IQsOdJ7Kf2Yas+gckY2npv06duYfnPHiUoMmrUGjqae9n78ilO7K7u/+rEaXZzLwvf+g5ezu73Bs1mYh76H4JvvvmsX/OHXUN3Az/Z9xNeLXl1xDXTQ6ezNGYpS2KWEB8QT5B3EAG2AMwm3VwTmdQcPVCwBWpzoasRmor7T6VyO8a3PyAGbvwdTF3j2TpFROS863O6yatuY/epRv709ikaOoY/ufVdMUF27lqezMcXT8Hf2zpBVYqIiIiIiFyczjU4NQXIA+yACWgHvmwYxuNnWEQs/W3/rjh9HQN4zDCML57JdWTyUHBKRERE5OLhcnVx+PCnaW07PGi8p8ePwoLFNDfHEesKYZEzlXAjcNAac3crPifexDf3NWyV2e9Gq6gMC+HF69ex5s57SFu0FK8RWve9q6qgmRcfOYLxvnYkyRGdJD7/HcwfCAX4zJ9P2N134796FSazwj7D2V6+nYf2PERdV9241sf6xXLf3Pu4fur1Hq5MRM6r7hbI3wzHN0Lh6+Aa/UY6AMmrIDwdojIhbR0ExXu+ThEROW86e5386e1i/ra7hMbO0X/uxwbZ+e0n5zMnIXhiihMREREREbkInVNw6vQFbgGefvch/aGnfOAPwGtArjHMhUwmUwiwBPgE8FHA9r79h+k/varnTF+QTA4KTomIiIhcXByOFg4e+jidnflD5ioqMig+NR8wEeEOJN0VQ4IrHH8Gh6G8Sw4Q+tIPsHS3ArBp8WzyEuPxsvuQvng5y2/9JAFh4SPWsHtDEYe2DG41ZzEbBDbmE1W7n8j6Q1hdvQNz/qtWEfforzB7j9wS8FLW0dfBLw/9kn+d/Ne493xu1ud4YO4DmEymsReLyOTS0wZF26B0F5S8A/V5YIze1gmA6FmQeQNk3QrBUzxfp4iInBcOl5udhQ28dKSKN07U0do9/AmENouZ/74uk9sXT9F7PBERERERkWGcc3Dq9EUeBH707sPT/3x3cxdQBbQAvUAQEArEvv8Sp9ebgFPAKsMwKsf/MmSyUXBKRERE5OLT21vLocOfpKvr1JC5kpLZlJdlDRrzN+wkuMLIciUSYPgAYGmpJvz5b+HVUAzAxuXzKYyLBsDu58+6L3yJtEXLhn1+p8PFM/+7n+aarmHnLa5eomr3kVL8CjZHBwABV15B3COPYLKqBclI8hrz2FKyhd3Vu8lrzMNg9M95S2KWsCh6Eekh6aSHpBPtF62bbCIXI2dvfzu/Y/+Enb+EMf7bByBmNviEgs0PIjMgZTXELwKrzcPFiojIuXC63Bwpb+HFI5U8d7CCHsfQ4Gx6lD+fWpLIjXPjCLB7XYAqRUREREREJqfzEpw6faHrgSfoD0a9u/H9f7s+3Ni74++OvQJ8yjCM1nE/sUxKCk6JiIiIXJyczk5OFf+S8vLHgcE3XPLzl1BbkzZkj8kwMc0Vw1xnCn54Y+rtIvTl/8GnaBcAxdER7J6RRnVYCABz1l/Lms98HrPZMuRaNada2fDzQ7hdI38WsTo6SCt8gejavZiAoBtvJOIrX8YrOvqsX/elormnmb01e9lTtYfjjcdp7W2lrqsOp+EccU+AVwAr4lfwpblfIj5ALb1ELkqlu+ClB6Cx8Mz32vwh9QrIuA7S14N3wPmvT0REzpumzj4e3VbA47tKhp33s1m4aV4cty9OZHp0gALyIiIiIiJyyTtvwanTF4sBvg58DvB/39RwF3r/J7IDwI8Nw3jhjJ5QJi0Fp0REREQubq2tRzhy9C6czsHfaejsCKahcQr1dcl0dwcOmrMbXqzvm0OEEQiGm6Dtj+G/7+mBN/4lUeHsnpFGVXgoC6+/mZW33znsc1cXtpDzdiWVJ1vobOkddg1AZN0hMvP+ivl0KyqvhAR8FyzAd+FC/JYvxysq8ux/Ay4hR+uP8sC2B2jubR51nd1i557Z93BH5h14WXRKgchFx+2G+hP94an6E1C4Dcr3Mq6TqN7lHQjLvgRL7gVv/7HXi4jIBfPKsSq++dwxuvpcI66JDrSzbGoYy1LDWTY1jNhgnwmsUEREREREZHI4r8Gp9100CLgSWA0sBCLpb89nB5qBJqAI2AG8YRjGobN6Ipm0FJwSERERufi1tBzg8JFP43YPH15qbY2gqmo6DfWJvPu9CKth4QrHLOLdYQD45mwmZPPPMLn6BvaVRoWzI2s687/zfWasunzE5zcMg5baLk7ureHE7pphQ1SxVTuZlv/0kGNtsVgIu+tOwu+/H7O39xm97ktRWVsZX9n+FQqaC8ZcOzVoKt9d8l0WRA/7OVJELiadDXD8RTj6T6jYP/59fhH9Aar5nwF74JjLRUTkwiis6+DnW0+y9XgtLvfYf9efEu7HrQsTuG3hFIJ8FZQXEREREZFLg0eCUyIKTomIiIh8ONTVbyE7+z5GO5GkvGwGJSXzBh6bDROXO2aR6I4AwFaZQ9iG72LpbBpY4zKb2LZwNgk/e4RpSy/DbBnatu/9XC43R14rY/+/S3A5BrcQTCrZRELFdqzOziEBKtvUqYTddRf2jOl4p6ZistnG98IvQW7DzbH6Y5xsOkl+cz75zfkUtBTQ6egcdv11Kddxz+x7SAxMnOBKRcQjWiugpQwcXdBeCyVvQ9Gb0FEz8h7vIJj7SUhdC1OWgs1v4uoVEZFxq2nt4al9ZTy9r4z69pFPdH2Xj5eFOQnBBPl4kRjmyy0LE5gaoZMGRURERETkw0nBKfEIBadEREREPjyam/dwqvhRWlr2A+5h15w4sZz6upSBx16GhRv7FhFk+AJgaa/D79CL+BS+g7WhGBP9UazNi2ZTsXA+i2/6GLPWrsdkGnJ21CAttV289KsjtDf1DJnz6msnqm4/SaWbsQ0T9jEHBhL74x8TsHbNuF/7pc5tuNlYuJFfHPwFLb0tQ+ZNmLgi8Qrunnk3M8JnXIAKRcSj3G6oOgTHN8Lhv0P3KC09zV4wdS3M+iikrQOf4ImrU0RExsXhcrMlt4ZnDlSwr7iRHsfw7+0/yGYxc//aVL6waio2q9nDVYqIiIiIiEwsBafEIxScEhEREfnw6etroqHhdaprNtDSsm/wpNvC4SPr6egIGxgKc/tzXd8CrAw+TcpWcYyQVx/Gq6kctwleXTSHE4lxpC9Zwfp7v4zN7jNqHU3Vnbzw04P0djmHnbe6ekgs2UxCxZuYjcFrTL6+JD/3LN4pKcPuleE19zTzyMFH2FC4YcQ1i6MX89H0j5IclEx8QDx+Xjp5RuRDpacVdv0adv9f/6lUY/ENh/A0mHN7/6lUYwRjRURkYvU6XRwua2FXUSO7ixo4XNaCc4x2fuH+NlIi/Jka4ceq9AhWT4vE7jX6ybEiIiIiIiKTnYJT4hEKTomIiIh8uLW0HODwkU/hdvcNjJmMIA4eWkFnZ+jAWKormuWO6Xh9IDxlcvQQtP33+B3agAmD3MQ4ds6ajnd6OpfffS/xGTNHPX2qqqCFjb86jNs58mcWv84qpp/4B0HtJYPGvdPSSHrmX5h9Rg9oyVCHag/x0J6HKGwpHHWdCRPLYpdx58w7WRS9aMyTxETkItLZCPv/CHsfg+6msdcDpF4JN/4W/CM9W5uIiJy1ps4+nt5Xxt92l1DbNnY7PwBfm4WrZkTzxTVTSY0M8GyBIiIiIiIiHqLglHiEglMiIiIiH37V1S9wPO8bg8bcbm9yc1bQ0hI7MOZj2JjrTCbNFTMkQOVz/HVC//0jTO7+k6HqggPJmxJL+crlZN34MWatuRKTefh2IFWFLRx7o5zmmi5a67txDdtqxCDNnUv8W7/j/dEdv1UrCb7pI/jMm4tXpG7knwmn28nWkq38JecvnGw+Oeb6pMAkUoJSSAhIYG7kXJbELtFpVCIfBn2dkL8FTm3v/9VSOvp670CImgGhKZC0AqZdDT4hE1GpiIicAafLTX5tB42dvZQ0dvHL1/Jp7OwbdY/ZBDfOieOjC+KZmxCCj02nUImIiIiIyMVDwSnxCAWnRERERC4N+QX/S3n5XwaNGYaJ5qZY6uqSaWiYgmH03zjxckOyO4YsVyLBxnvBGXvRbkJf/G/Mzve+2d4Y6M8/1ywlauFirr7vq/gFj35z3elwkf1mJQc3lwzbwi/Tlk/01l8N3Wg2E3LbbUR+7auY/RTmOROGYfBO1Tv8Neev7KvZN/aG06xmK1nhWaSHpJManMrsyNmkh6RjNg0fkBORi4BhQE025DwHJzdDUxG4h2+nOsBshZTVsOjz/SdSjRCSFRGRC6u5s48fv3qCDUcq6XMO90WFwbwsJuYnhvCpJUmsnxGF1aKf7yIiIiIiMrkpOCUeoeCUiIiIyKXBMNwUFPwv5RWPDzvf3R3AibzL6OgIGxizGmau7ptLlBE8MGYrO0L4c9/E7OgZGCuKieTFFQvwCQrmP778TabMnD1mPT0dDt55oZATu6qHzM2tf5GQ3NeG3eeVkEDMD76P79Klait3FrLrs9lUvIni1mJK20qp6Kg4o/1B3kEsil7EwuiFLI5eTHJQsv4cRC5mLic05MMr/wnle8ZeHzEdpl0DwQkQmQnxixSkEhGZZPqcbipbuilu6OCt/AZezakes6VfXLAPH1+UwE3z4okLVptsERERERGZnBScEo9QcEpERETk0lJW9hcKCn8EDP0M4XabKSvNoq0tgr4+H7q7A/F1WbnBsQQ/7APr7AU7CdvwXUzGe99kf3H5fIriorHavPn4Qz8lMillfPUcb2Trn3Pp7XzvxBOrl4mE8jcIrM0lpKUAszH0NBTvtDSCb72VgLVr8IqNHTIv43O47jB/yfkLO8p3YAzz78RYkgKTuGXaLdyQegOBtkAPVCgiE8LlhJ2PwK5fQ2/r+PfFzIb1/w+SlnuuNhEROSdut8GW3Bp+8Vo+BXUdo641mWBxcihXZESxZnokKeF+CsmLiIiIiMikoeCUeISCUyIiIiKXnoaGNyksepjOzoJR17W3h5Kbs5aQjiBWswB/w46Z/hsn/vv+RfCb/zewttXXh8evWoXTaiEwIpLbf/QIvoFB46qn4kQTLz16FMM99HONj6WP6eUvEpK/Y8T9tqQkAq5aT9hdd2EJVHjnbLT0tFDSVkJFRwU5DTnsrNxJaVvpuPf7WH34ZMYn+eysz+Lr5evBSkXEo1wOaCmD5mIo2wPHN/afSDWWkCSw2sE3HNKuhJkfgeApHi9XRETGz+U22JxTwxsn6thf0kRZU9eYe9Kj/Ll14RTWz4jC22rB28tMoN1rAqoVEREREREZSsEp8QgFp0REREQuTYZh0NGRR3nF36iufnbEdR0dIRw7ug6Xy4bFMJPsjmSFYzpWLARv+Rn+R14aWFsaFc7zly3EMJuJnZbJwus+QkzaNPyCQ8asJ2dHBTueHvnmfLy9gaRtP8XmGPlb8paQEMIfuJ+QW27BZLWO+Zwyuor2Ck42n6SopYjshmwO1hyk3dE+6p4o3yhunXYrUX5RxPvHkxWRhdWsPwuRi1rlIdj9f5C7AQzX+PeFTu0PVIUkQnBi//+OXwBB8Z6qVEREzkB+bTt/faeEFw5V0Ot0j73htPmJIfzg+hnMjBvflyRERERERETOFwWnxCMUnBIRERGR2rpXycv7Fi7X8KGkttYIsrMvx+3u/3Z5ujOWlc4McDmJePrLeFdmD6ytDg1i64IsGoL7T34ymc3Mu+YGVt1+JyazedQ6DmwqZv8rJbiHOXkKwMfXxLzet/De/iy4Rr55b5s6lagHv4nfZZeptch55HK7ONF8gn3V+9hbs5e91Xtxuoe2UXy/5KBkHlz4IMvj1MZL5KLXWgFFb/afSFV9FAq2nPk1TGaY/XFY/S2dSCUiMkk0d/bx8rEqnj9YwdGK8bVrtZpN3LcmlfvWpGKzjv4eX0RERERE5HxRcEo8QsEpEREREQHo6amisvJpOrsK6ewsoKureNB8c3M0uTlrMQwLAKv6Mklzx2DuaCTqic9i6WgcWOs2mTicmsTuGWn02vrDVvOvvYHVn/7cmHW0N/VQld9MxYlmTu6rHdK+z2SC2cvDSG7ZR9+eHXQfOQrO4cM7vkuWEHrHp/FfuRKTxXJGvx8ytobuBp7Pf56nTzxNY0/jqGtXxa/i6wu+TlJQ0sQUJyKeV7YHtv4XVOw7871mr/7glD0IomfCkvsgcvr5r1FERM5IcUMnb56o482TdewqasQ1whca3hUX7MMXVqXwsQUJ2L30fltERERERDxLwSnxCAWnREREROSDXK4uDh+5k9bWwe8TGxriOZG3CsMwYzUs3Ni3kGDDD2tjKd6lh/CqK8L3+FbMjp7+65hNVISHUhAfQ25SPIs/cQfTl6/CLzgEL7t9zDrqy9p588kT1JcNbQ/n5W1hxso4Zi8Pp2fD0zT88U8YXV3DXscrLo7Aa64h4PK12LOyxjz5Ss5Mp6OTx449xt+P/33UE6isZiu3T7+dq5KvIjEwkQBbwARWKSIe01EPPa3g7IHSXZDzHJTvPbNrmMyQdRssvgeis0A/p0VELri6th6eP1TJK8eqqG3rxW0YNHX2Dbs23N/GzfPiuXVhAikR/hNcqYiIiIiIXCoUnBKPUHBKRERERIbjdLZz6PDttLfnDhqvr0ukqGghDocPQW5frutbgB2vgXlLSxUR//oq1paqQfvafO1sXjSb8shwMJlIyJjJjNVXkL54+aghKrfLzb6Xizm4pRSG+djj7Wtl6U1TSUu10vCbR2l9YQOM8vnIEhFOwOo1+F++Fv9lyzDZbOP8HZGxVLRXsK1sGzWdNVR0VLCjfAfGcH9opyUEJLAmYQ1rp6wlIzQDXy/fCaxWRDyqpw2aS/p/tZRCcymc2g6NBWPv9Q2HtCth6f39p1GJiMiksTW3hm9vyKGho3fENSkRfqxIDWdRciiz4oKYEuqr9tkiIiIiInJeKDglHqHglIiIiIiMpK+viYOHPk5XV+GgcZfLQk11GiUlcwh3hnF13zy8eK81h7mjkfBnvoat/tSgfQZwYFoK78xMx3W6dZ63nx/LPnY7c9Zdi3mUdnplxxt5/a/H6W53DDsfnRLEus/OwKu2mNqHf0LXnj1jvj5LeDght3yM4FtuwSs6esz1cmZyG3N5eN/DHK47PK71ofZQMsMyuXPGnSyKWeTh6kRkwrmccOyf8NZP+wNV45F5I1z21f5TqHTTXURkUmjq7ONXr+fz9P5y+pzuMdeH+HrxqSWJfHFNqtr5iYiIiIjIOVFwSjxCwSkRERERGU1Pbw0HD95GT0/5kLnW1giOHV1HgiuCyx2zsL4vPGXqaSd426/xzdnMB291V4SH8uKKBfTa3jupKiIphXWfu5/o1PQRa+ntcpDzViVH36igu21omxCfAC+u/kIWMVOD6M7Opvmpp2nbtAmjd+RvxPcXa8Jn7lwCrrgCvyWL8U5Lw+TlNfoeGRfDMNhcspmfH/g5tV214953Wdxl3Dv7XmaGz9QJBSIfNoYBHXXQ0wK1ObD9YWg4OfqeyEzIuA6C4sEvEmLnQkDUxNQrIiLDqmvr4bG3TvHM/nLae0du1/yupDBfvnV1BrPig4gJtGM26z2eiIiIiIicGQWnxCMUnBIRERGRsXR3l3H4yB10d5cNmSssWER19TQiumCNZSmBxuB2a7byo4Rs+RlejaWDxuuDAnh+5SI6fd5r02e2WLnqi18hY8XqUetxOlwce6OC/f8uxtk3+FvuZquJFR9NY+bKOExmE662Njp2vEX7G9vofOtt3J2dY75ek7c3fkuXEvnNb+Kdkjzmehlbt7ObZ08+y/7a/ZS0llDRXoHTGPsG29SgqVyTcg0LoxeSGZaJt8V7AqoVkQnldkHO83B8IxS/Bb1t49hkgviFMO0qiJ0HMbPBN9TjpYqIyFDdfS42ZVfzzIFyDpQ243KPfa/C22pmQVIIK9MiWDM9kvSogAmoVERERERELnYKTolHKJsD00gAACAASURBVDglIiIiIuPhcnVTWfVPysr+RG9vzcC4w2HjwP4bcDrt2JwGs41U0lwx+PJewMXk6CFo26/xO/ryoNOn2vx8eWbVIlr9/QY91/JbP8WC/7gJq802ak3tTT3seOokpTmNQ+ZiUoNYfft0QmPeu7a7r4+uvXtpf+112v797zFDVJbQUBKffFLhKQ/odHSys3In28q2kV2fTU1nzZhBKqvZyrXJ1/LgogcJsOnmmsiHkssJBVth+/+DmmNntjduAaz+FqReobZ+IiIXSHuPg33FTew51Uh2ZSvZFa109rnG3Dc9OoAb58Zx87x4IgIUlBcRERERkeEpOCUeoeCUiIiIiJyJ3t5adu+5EpfrvdBRdXUahQVLBh6bDJjiDmemcwrRRjCm03Ep+8m3CNrxe7yaKwbWdgcH8+TyubT5DT6pymK1Ep2aTsaKNcxauw6zxcJwDLfB3pdOcXBz6bDzMVODmDovkqAIH3wCbIRE+2LzseLq6KT1pY20Pv8CPbm5I75ea3Q0iU8+iS0+buzfHDlrTreTY/XH+NWhX3Go7tCoa9ND0vm/y/+PaL/oCapORCacYcDJTXDwcSjcBsbYN90HJCzuP40qMBbiF0H8AgWpREQukLYeBz/ZfIIn9ww9uXY4di8zn16axD0rUwjzV4BKREREREQGU3BKPELBKRERERE5U6Wlj1FY9JOBx4YBxcXzqKrMwDDMg9aGuQNY5Ewlzn26hZLhxp6/k6C3/zjQvs8VEMDGeTMojgwd9uZ2+JQk1t55DwmZs0asKX9/DW8+eRJn7+g3181WE8mzwklfHE3SrDDMFjOOykrat22jc98+eo4ew1lfP2iPV0ICU/74B2xJSaNeW86dYRi8Xfk2z+Y/y86KnSOeQhXpG8kvV/+SWREj/zshIh8SHXVw4hVoOgWdDVCXB9VHxr8/di4suQ9SL1c7PxGRC+RQWTNP7y2joK6DksZOWroco663mE0khvqSGunPNbNiuH52LGazQrAiIiIiIpc6BafEIxScEhEREZEz5Xb3sXffNXR1FQ8a7+wMIv/kMjo6wgeNmwxY5Exjpith4PQpU18X4f/8T7yr8wbWNQcG0BDgS4u/Hx12bzp97NQHB9IU6A/A4ptuZfmtn8Q0wskhbY3dvPV0/rCt+4YTMSWAq78wi4BQ+8CYYRjU/Pf3aHn22UFrzUFBxD/yC/yWLRvXteXcNXY38nrp6xyqO8SB2gPUddUNmjdh4pZpt/CleV8i0BZ4gaoUkQuitQLyN0PFwf6WfrU549sXlAChyeAXAQEx/WGq5FVgHv5UQxEROf8Mw6C0sYu3Cup5Pa+OnQX1uMe4vTE/MYQf3jiTjBi95xMRERERuZQpOCUeoeCUiIiIiJyNxqadHDlyx5Bxt9tKTvYaWluHtlFLc8aQ6Yon3AjAhAlzdysRTz2AV0PJqM9VGhXOa/Nn0ervy4rbPs3im24Zca1hGBQdqufI62XUFreN+Tp8A21c88UsopLeuwljuFxUfeMbtG16dfBisxnvadOwT5+O39IlBFx+OWY/vzGfQ85dt7Obb731Ld4of2PInM1sY27UXOZHzSfSJ5JgezBpwWkkBCSMGLITkQ+Z6qOw7SEofO3M9wbEwJzbYfmXwa4b8iIiE62uvYeNh6v449unqGvvHXGdxWzi44sS+NLlaUQG2EdcJyIiIiIiH14KTolHKDglIiIiImerpmYjJ/O/j9M5OKBkMnnT1PRxcrKHb5tnN7yY4UxgtisRa3c71oYSzH1d2CpzsRftxquugA/GXfqsFt6cM4Oc5Hguv/uLzFl/7Zj1tTV0U3iojqbKTrra+2ip7aK9sWfIOpPZRGiML+EJAaQtjGJKZig4nVR95zu0vfTyiNc3+fgQcPnlhN19F/aMjDHrkXPjcrv42YGf8WTek+NaH+sXy9LYpXw0/aPMDJ/p4epEZFKoPQ5Vh6G9Csr3Q8GW8e8NTYFb/gbRagEqInIh9DhcPLmnlCf3lFLS2DXiOl+bhVsXJrB+RjQLEkOwWswjrhURERERkQ8XBafEIxScEhEREZFz0dfXQGHhw1TXvDBo3GSy4ee3jrff9qWj3XvYvZHuQFY7ZhJo+Awat7RWE7Tjj/jkvT4kQHUyIYbNC7NIXr6S1Z/6LIERkeOu1TAMaovbOPBqCaXZI7fzi5sWzJIbpxI5JYCmP/+Z+kcegTE+cwVedx0RX3oAW0LCuOuRs7Ozcic/2vsjytvLx71nZfxKPjfrc8yOmK1TqEQuJQ0FsO+PULoL6vPA7Rx9vcUbUlaB2Qr+kZCwGKYsgZBk0M8OEZEJ09HrJL+2nd++WcjreXUjrgu0W1mQFMqCpBCWTw1nVlwQZrN+XouIiIiIfFgpOCUeoeCUiIiIiJwPpWV/pLDwx8PMmOjr86ery5eWlmgqKzJwu70GZr0MC8sc00h1R2P6QEzK+9ReQrb+Amtr9aDxuuBAXly+gO7gIOIzZxKfOYuM5avGHaIy3Aa7Xyzi8NayUdfZ7BYiEgOI82sl6JVHceWfGP3CJhO+CxcSdP11BF5zDWZf33HVI2eu19XLE7lP8ELBC1R2VI57X4xfDGsS1jAzfCYpQSmkhaRhs9g8WKmITBrO3v4gVUcNdNRD8VtwfCM4OsfeGzoVZtwEM2+GqEzP1yoiIgNeO17LQ68cp6xp5FOo3hUdaOfKzCjWzYhicXIYNqtOoxIRERER+TBRcEo8QsEpERERETlfysr/SkHBD0dd09MdyPG8FXR2hA0an+qKYokjHR8Gh1hMvR2EP/MNvKtyB413edvYvDCL4tgoAKw2b6554GukLVo27npP7q3hwKYSWmrHvglj9/Mic1EowTRjO3UE19YXcFVXj7jeEhJC6Gc+Q+C112IJ8Mfs54fJah13bTI+hmFQ3l7Onuo9lLeX09TTRHVnNUfrjtLn7htzf7B3MF+d/1VuTL1RJ1GJXIp6O2Drd+Dg4+PfEzsP5n+mP0Tl7e+pykRE5H36nG6e3lfGo9sKaOwc+z0eQIDdypUZUXx0QTxLksN0EpWIiIiIyIeAglPiEQpOiYiIiMj5VFP7MoWFD9PbO3KoyDDMnDo1j6rK6fCBU6aCXb7EG+HMdiYOhKhMvZ2EP/M1vKuOD7lWTlI8b87JpM/mhcVq5SP/3/8wZWbWGdXc0+mgvqydw1tLKc9rHteeqORAlmW20fOHX9JbUDDmepPdTsDllxP2+c9hnzbtjOqTM9fj7GFv9V7+lP0njtQfGXP9usR1fHvxtwnzCRtzrYh8CB17Bv79NehtG/8eqx2mXg4Z/9Hf0i80Re38REQ8rKvPyfaT9bx+vJY3T9bR3OUY1774EB8uS4tgfmIIy1PDiAnyGXuTiIiIiIhMOgpOiUcoOCUiIiIi55vb7aC29iXKyh+no2No2OldzU3xnDy5FIfDPmTO17Cxpm8mMUYI0H/yVMimh/HJ38EHb0t32L3ZPieTkwkxePn4cuVnv0jS3AX4+Aecce1luY0cfaOC2uJWeruco671D/Hmhq/Mhl2v0/z00/QcOzau5/BfvZrIB7+Jd3LyGdcnZ8YwDHZX7eaZ/Gd4p/Idelw9I641YSI9JJ0Z4TMI8g4izB7GkpglTAtV0E3kkuDohvK94OgBVx/U5kDpLijbA+5x3Ji3B0Hs3P5fcQsg+bL+MRER8Qi326CgroMDpU3sLGhgR349XX2uMfdZzCY+tSSR/7wynSAfrzHXi4iIiIjI5KHglHiEglMiIiIi4kkuVy89PeWUlf+Vqqp/DjPvTWtrGB0dodTVTqW7O3BgzmSYWOicyizXFEyn41JetfkEvv1n7EW7hwSoSqLCeXNOJk1BAWAykTJ3AVd89j4CwsLPuG7DMGit7+bE7mqyt1fS1z18iMo/xJvrvzyHkGg/eouLaX1hA81PP427o2PU65u8vAi75x5CP3MHFn+1epoI3c5udlXt4lj9MU61nmJP1Z5Rg1TvWhyzmDsy72B53HLMJvMEVCoik0p3C5zc1H8q1antwDj/Ds5shcRlkH41TLuq/0QqERHxmB6Hi11FDWzJqeX1vNoxW/qF+dn4zLIk1s2IJj3KX22bRUREREQuAgpOiUcoOCUiIiIiE6W2bhMnTnwbp7N92Hm320xR0UJqqtN4fwu/ZY50Ml0Jg9bai/YQtO1RvJorBl/DZOJYSgIHpk2l1d+XwIhIPvrdHxISHXvWdfd2OynYX0tjRQd1pW3UlQ6u32wxMWtVPPOuSsQ30IarrY2mJ5+k/bXXcTU14W5vx93VNfzFTSZsycn4LV9O+D2fxxp+5iEvOTunWk/x4FsPcqLpxLjWx/nH8ZG0jzAvch6hPqFE+EQQYDvzU81E5CLWXAIHn4Ds56C17Mz2hqdDwiKImQPxCyA6C8wWj5QpInKpc7kNdhU18OyBCjbn1tDndI+6PiXCjy+tTeP62bGYzQpQiYiIiIhMVgpOiUcoOCUiIiIiE6m7u4Lc3K/Q2nZ4xDW1tSkUFizG7bYC/SdPXe2YQ6w7dPBCl4OAPf8gcPffMbmGtlEqjQxjb0YqjempXP+17xA3LeOc63e7DbY9fpz8fbXDzgdH+RKdEkjm8lhiUoMBMNxuOrZvp+Gxx+g5OnI7P0tEOHE//Sl+S5acc50yPn2uPv52/G9sKdnCyaaTGOM9Sea0IO8g4v3jyQzLZEHUAhZELyDSN9JD1YrIpGEYUH0UTrzS396v6gj0tp3ZNbwDYcpSmHs7ZFwPOulERMQj2nscHCxt5lBZCxsOV1De1D3i2syYQD6+eAqz44OYFh2At1UBVxERERGRyUTBKfEIBadEREREZKK53Q5KSn5LWflfcLmGb2nX0RFBTvYqHA4fAOxOuN61jEDDZ8haa0MJIa8+jHdV7rDXOpSaxPY5mUSkpDJr7TrSl67ANzDoHOo3eOOJPE7urRl1Xdy0EOZfnUh8eggmswnDMGh75d/U/vjHuBobh99kMhGwbh32jAzss2bit2gRJi+vs65Vxq+1t5XDdYep66qjtbeVd6re4WDtwTO+TlJgEguiF7AmYQ2XxV2mti8ilwK3G5pOQdUhqDwIhdugsWD8+2PnwcpvQEwWBMSCWW1BRUQ8ocfh4rEdp/jt9kJ6xziFymYxMz0mgFlxQdw8P555U0ImqEoRERERERmJglPiEQpOiYiIiMiF4nY76Oo6RXPLXoqKforLNbidXU+PH7k5a+nq6j+5KaLXyQ1lkZAwd9jr+eZsIfCtP2JtrxsydyIhhk2L52CYzZgtFqbMmkNcegZhUxIJT0gkKDIK8xm0TDIMg/y9NezZeIqO5t5R1waE2klfHMWs1fH4BXnjam2l4Q9/oGP7DvpOneo/uWQElpAQAq++muDbbsWenj7u+uT8yG3I5cm8J9laspU+d98Z758XOY8HFz1IZlimB6oTkUmtsQjyN8PJV6FsN7id49tntUPySpj1MZh2DXj7e7ZOEZFLUENHL1tza9l6vIadBQ043WPfX/nqlek8sDZVoXgRERERkQtIwSnxCAWnRERERGQy6OgsIDv7Prq6igaNu91mqqvSKS+ficPhwzR/f65/bhetCz6N2z9s6IUcvfgefw2/7E3YKnN4/20Nl8nEvoxUjkydQpePfdA2q82bsPgpZF2xnqzLrxp33c4+F9nbKzm5r4amyo7RMlDYfKysvDWN9MXRAzdcXB0dNP75zzT+/rFRA1SYzYTddSfh99+P2W4feZ14RGtvK/8+9W/21eyjobuBxu5GartqcbiHtoj8IBMm0kLSmBU+i9TgVCJ9I4kPiGd66HTMJp0qI3JJ6GntP4mq6kj/P8t2Q9cIJw++n9UOKath2tWQdBmEpqiln4jIeVba2MnPtubz8tGqMddeMyuaG+fEERvsQ0qEH7426wRUKCIiIiIi71JwSjxCwSkRERERmSycznaycx6gqentIXMul4WC/KXU1yezaPZs5m/bgfWUne6sa0e8nrWhmKAdf8ReuHNQgKrXauXtrOkcTU0cdt/ld93LnPUjX3ckfT1OqotaOby1jMqTzSOuS5oVxqzV8cRND8Fi6Q/OdO7aRdW3v4OzZvT2f7akJELvupPAq67CEhh4xjXK+eM23NR11VHYUsiBmgMcqD1AbkMuTmN8p8pMDZrKNxd+k2VxyzxcqYhMOm431ByDt38GeS+Pf589COIXwZxPQMZ1YFErVxGR8+VETRvb8urIrmjlWEULVa09o643mSAx1JcZcUGsnRbJFRlRBPnq57KIiIiIiCcpOCUeoeCUiIiIiEwmbreT/PzvU1n19JA5wzBxPHc1TU3xANitVpJrmoklmVj/TLwZ/kaFrfwowdt+ja02f9D4rsw0ds9IG3J6h8ls5qYHv0fynPln/TqqC1vI3l7BqaMNuBzuYdfY/b2YuTKOueumYLNbMRwOuo8dozc/n+5j2bRv24a7rW3YvSabjYD16wm/5/N4p6aedZ1yfnU5ujhcd5h/5P2DtyuHBgCHszx2OeuT1rM8bjmRvpEerlBEJp2KA3Dwr1CX19/er6dlfPsCYiB5FQREQVACxC+AqFlg0eknIiLnQ317L3tONfLfG3No7hr7lFGr2cTa6ZF86+rppESozaqIiIiIiCcoOCUeoeCUiIiIiEw2hmFQU/MCRad+QW/v4BOYXC4L2dlX0N42OGBidblJcYQyzZRKpBGIiQ+0MnI7Cdj7TwLfeRyTq29guDUinHdmZ1DsZ6fH2zYwbvPxYdWn7iZt0TJ8As7+ZKe+bie5b1ex9+VTIwaofAJtLPqPZNIXRmHzee+Gt7uvj47XX6f2Jz8d+SQqk4mAdevwW74Me0YG9unTMXnpm+6Twc7Knfzm8G/Ibcwd955Z4bNYn7SeVfGriPOPw0unyYhcWgwDanMg+znIeQFay85sv5dvf0u/rFtg+rXg5eOZOkVELiFljV187m8HOFnbPq71XhYTd69I4baFCSSG+Q606BYRERERkXOn4JR4hIJTIiIiIjJZuVy9VFY+SUHhj4HBoaOurkBaW6KorMyguzto0Jx/HySYYkk0Iol1h2DGPDBnaanGJ/8t7MV78S49hMl477otfr5URISSnZJAVXgo0H/61JSZs0lfspzUhUvxDRz8XOPVXNPJtifyqC0e/gQpAIvVzJQZoUxbEk1yVjjm0238XB0d1P30Z7Q880z/TfVRWCLCibjvfoI/ejMmq04dmQxaelrIbczleONxqjurqWivYE/1HgxG/7M0YSLCJ4L50fNZn7SeFXEr8LZ4T1DVInLBGQbU5sLJTVD8FlQfhd6R/z9kCJs/TFkKUxZD0JT+k6i8g/ofewd4rm4RkQ+h7j4XLx6p5Gh5fwu/8qYuSho7x3prTri/jYyY/5+9O4+P8rrvPf55ZteMltG+7xsCgQQCsRswYLzvSZM4SVOnSdMmTXtvmtt70/RmadP2ps3edEvj1o3rxq6TOHa8sBnbGLMvQgitCO37PqORZj33D8kxoBlphCUHxO/9eullnnnOOXMeLGBGz3d+v2jS7RFkxVvZWpBIaXq0hKmEEEIIIYS4ThKcEotCglNCCCGEEOJG19H5NPX1fx70XCCgo61tJR3tK1BKP+N8hDKR709hhS+DKK6uvGHobybupb+a0cIPoD0xjuMlBbQmJ/y6ld97DVGpgKKjfpjGU700n+3H7fKFHGuzmylcm0RUfASRdjOphTHoB7sZfeFFRl94AW97+6zPZcrPJ/ZDHyJq5+0Y09LmtU+x+GoGa/jmiW9ypu9M2HNsRhvbM7ezJ3uqrZ9Jb5p7khBi6QgEpqpRnf53qPopeMevbx2DBQrvgBUPQcFOsFxfIFgIIW51Lo+P2u4xDtX188qFbi71h/f3ckZsBPeXpfHp2/KwW+X1nBBCCCGEEPMhwSmxKCQ4JYQQQgghbgbNzd/lcssPQp53jcfQ0lLO4GAmXNumD9ArHeW+HFb5s9FfUYEKv4+ok89gbjmFceAy+vGhq+ZdTknk0OrlDEdFXvW4ptORuWIVxRu3UrJ1O0bT/CoBeSZ9nN3Xxrn9bfhCtPC7av9GHSWbUinflUV0vBnHgQMM/MM/4q6rm3NuRHk5CX/w+9i2bpVPt99AlFLUDNZwuPMwb3W8xfmB82HPTbYm83/W/x92Zu1cxB0KIW5Yk2PQfgLGOsHRA73V0HYcxvvmt47OAJkbIHsjpK+F+Pypdn+WaKlKJYQQ86CU4lfnu/nGS7X0jE2GNcduNfKFO4r5SGUWep28RhdCCCGEECIcEpwSi0KCU0IIIYQQ4maglKK7+2e0d/wbTmc9hGhz5nQk0NpWytBgOlwZkJoWHYhgk6+YjEB80Pnm5mPEvvp3GBzv3nz26zROFudxbHkhfv3MqlYxScns+uQfkFNeMe/rcg5PUv16J02nexkbmPsmi6ZBRkkcxZXJZJTEomrOMHHuHO7aWpyH30JNhl4jYvVqIrdtw5STQ8TKUozp6fPer1g8PeM97G3Zy6H2Q7SNtTEwMTBnO78dmTvYk7OH4thicmNy0etmfn8KIW4RSkHPeah6Bqr/e/4hqmtlbYRtfwp5239deVEIIcTsxt0+njrWypuN/ZxtG8Hl8c85Jy3GwkNr0tmzIoXMWCt2q1E+7CCEEEIIIUQIEpwSi0KCU0IIIYQQ4mbj8zno799PY9Nf4/UOBR0TCMTT2rKMjo5cglWgyvEnstFbhA3LjHPapIPY/d8l4uL+q2b2x0TxSmUZ/bHB2xot27yN7R//XWz22Hlfk1KK/jYHF9/qov5ELz733DdZAMw2A8nZ0VTcnUNi5CT93/8Bo7/4xdQN9DlErK3A/uCDWFatwpSRgc5qnfe+xeLx+r2cHzjPvpZ97Gvdx8DEwKzj4yxx7MzayZ6cPaxLWYdOmxkcFELcIgIBGKiHtmPQfQ484+D3QtcZGGmb31rZm2HHlyBny+LsVQghliifP0BTv5P2oQk6hl28fWmQNxr68fhmrzZrM+nZWZLM72/PpyQ1+n3arRBCCCGEEDcHCU6JRSHBKSGEEEIIcbPyeodpbPoburt/RqgKVAbDWk6eWIXT6Z1xzhzQs8tbRqoKHnQy9tQTeeq/sda+hhbwARDQ6zm3oYLXU+NRupnBFIstkq2P/Q4rd+xGC3I+HO4JHy1V/Yz0T+Aa9dBWM4hz2D3rHE2ncduHiii9LR1PWxuO/ftxHHyNiTNnwn5ec1ERiX/0eaJ2Svu3G40/4Ods31leuvwSv2j8BX41e7BuWdwy/nD1H7I1XdozCiGuoBR0nIKLz0Pj/qlwVbhytkL5Y5BQBIlF0spPCCGug9Pt48m3W/jhoaawqlHdviyJO0tT2FqYQEq0RV7XCSGEEEKIW54Ep8SikOCUEEIIIYS42Tmd9TRf/i79/fuCnrdaixkeup0zZwbx+cxXndMFAuxo9VNgKMSfmB90vrG3gYRnv4jeNfzrx3xlqzi/azuH2i8FnVOwbgP3/vGfojcYr/Oq3uX3B2g82UvVwXYG2p2zjl11ewabHilAr58KbU3U1DDw/R/gfOONsJ8v6o47SP6zL2FMTn5P+xaLo36onq8d/RrVA9Vzjk2zpZFkTSIzKpNHix5lTfKa92GHQoibxnALtB6FztNTlalcQ+B1gaN79nmaHrI3wbJ7oPhuiM1+X7YrhBBLRc/oJN/Z38ALVV1MeMOrNGvUa0RZjOQl2Hh8Sy53laZIkEoIIYQQQtxyJDglFoUEp4QQQgghxFLhcNTS3v4EPb0votTMClMAbncibW159PXmEgi8G2qKGxykaNBPdvrdROlntuIzt5wi4dk/QVNXt9bwJyVSm53Bm6nxTFiuDmUVbdzKPZ//E3Q6/Xu/uGmDnU4aTvTQdnGIkR4XPu/MVh9JOdHsfnw59qR3W+9N1tfjOnUKT0srk9XVTJw7N/sTGQxE7diB/YMfxLZls9yUucH4A37e6nyL032naRhq4Hz/eRxex5zzPr7843x+zecx681zjhVC3MI6TsPrfwVNB8Ibn1z6bogqtQzk3wwhhAiL0+3j5epuXr3QQ8vgON0jk2EHqbYXJ/L1+0vJipd220IIIYQQ4tYhwSmxKCQ4JYQQQgghlpqJiU7OV38Gp/NiyDFer4mOjuV0dqxAqXdb6un8AVaMGFhp3YBVi7hqTvThHxP99pNB1/NFRfJiZRnN8farHi/ZuoMND/8WsanpCx4+UgFF87l+Dvz7RXyeqwNUBrOeonXJpBXaySyJwxptuuq8p6WFkV/+kolz5/C2d+Dt7Jxq4RSEuaiI+E99iui77kQzGBb0GsTC8Pg9HOs+xvNNz7O/df+sY5OsSRTYC0iLTKM0vpTVyavJjc6VcJwQYqa241MBqubXw58Tkwn5t0NmJWRUQnwBXGfrWiGEuNUopThY28cPDjVR1T4y53iTXsdHN2Tz2R35xEdKMF4IIYQQQix9EpwSi0KCU0IIIYQQYiny+13UXPxCyPZ973A44mio34TLFXvV40avly1DseTHrH/3QRXAfuD7WC+8is7jmrGW0uk4vX4NR1IT8BmurjIVFZ9I2R13U3H3AxhMphlz34v+Ngcv/cN5xkfcQc9rGmStiKd4QwpZK+IxR8wMP03W1dH95T9n8sKFkM+ji4nBtnEjkVu3ErVnD/pI24Jdg1g4dUN1/ODsDzjccRhFeD8riDXHUp5UzpqkNWxJ30K+PV+CVEKId7Udh4ZXYKAR+i7CUHP4cy12yFgH6RWQugpSVkFMhlSlEkKIWSilqOoY5fX6Pt5s6OdC5xge/8xKs++wmvRsyk9gfW4cO5YlUpAU9T7uVgghhBBCiPePBKfEopDglBBCCCGEWKqUCtDfv5+BwddwjFXjHG8EZt5wCAQ0hgYz6e4uZGQkFXj3Zu6qiSTWaqXornhM80wQUf86tvMvY+qo4tpbv5NmMzVZqVxOTaIzIe6qEFVMcgrbPvZJGPYuMAAAIABJREFUCtZuWNBgyoTTw6Gf1HG5amDWcZoGCZlRZJbEsmxjKrEp74aflN/PyLPPMvSTp/A0z35TXGezEfPAA8R+9KOY83IX5BrEwnJ6nPS5+mgebeabJ79J93h32HNzonPYmLaRWEvsr0NVxbHFEqYSQkwZaoa6l6H+ZWg7Cir0zfygImKnAlQZ66D4LkhbI1WphBBiFkop3L4Azf3jfPXFGk5cHpp1/LqcWD66IZvdy5OxmqRirBBCCCGEWDokOCUWhQSnhBBCCCHErWJysouOzqfp7Hwan2806BiXK5qOjuX09eah1FTgKcMfxybfMqJVxIzx+uFOLC2nMLdXYW45iX7i6nV9Oh2NGSmcWJbPgD36149nlZax4xOfJiEze8GuTynFxbe6ePvnl/BM+MKak15kZ+3dOWQsi7tqnYkzZxh66ikce/dBYJYb4jodMQ8+SOLnPosxLe29XoJYJGOeMb554pu81PwSPhXe98a10iPTuT3rdjambqQiuQKr0brAuxRC3JTGB6Dh1akg1aXXwDcx/zUikyFnC2RumGrxl1wKernRL4QQwSil+PmZTr61r56u0clZx5oNOrYUJLB7eTK3lySRFGV5n3YphBBCCCHE4pDglFgUEpwSQgghhBC3Go9nkPqGr9LX93LIMW53BA31m6crUIFOaZT4M0gNxGJXVmKUFe3aWlM+N7aql4g6/jQGR9+MNRvTkzlSWsxgzFTrDE2nI6u0jLSiEnLKVpNauGxBKvp43X66L43Q1TBCS/Ugg53OOedU3pfL2rty0HRXP7+npYXBJ/6Nsb17CYwGD5sBaEYjMQ8+QNzHP465sPA9X4NYHA6Pg05nJ93ObhpHGjnTd4aqviqc3rm/R65k0AwUxRVRElfCioQVbEzdSEZUxiLtWghx0/C4oPVt6DgJHSeg4xS4x+a/jtEGGRWQtQmyN01VpjJJWFMIIa406fXzn8fb+Kc3LtHvCN6y+0qaBuWZdj5QkcnDa9KxGPVzzhFCCCGEEOJGI8EpsSgkOCWEEEIIIW5VvX2v0Nz8HVyuS0HPBwI6ai/extBQ5oxzsYFI7vSUYSPIp7b9Xqy1r2E783NM3bVXxasCGlzIyeTt0iLGI66eW7BuAzsf/30i4+Lfy2XN0N/uoP5oD221Qwx3j4ccl7MqgbKdmaTmxaA3Xt0ySfn9TF64gOO1Q4z87Gf4B0K3BDRlZ6OPj8eQnIRtw0Yid2zHmJS0YNcjFpY/4KdppInTvac53HmYY13HrqsqVU50DlvSt7A5fTNrk9diMUhFAyFueYEADNRPBal6qqH7PPReAM/8wproDFPt/LI3QVo5JC6D+ALQGxdn30IIcRMJBBR1PQ6OXx7k1Qs9HJ+jjR9ArNXII2syqMiOpSzTTpp9ZmVdIYQQQgghbkQSnBKLQoJTQgghhBDiVqaUYmT0FJ2dT9PX9zLqmsBIIKBRX7eVgYGZLfXi/Dbu9a7FROh2QqaOamJf/muMwx1XPe7V6zm5LI9TRXl4je/ON1ttbPrgR1l5+26M5oUPnkw4PLReGOTiW110XwpeQcpg0pGYFUViZhQpeTHklidguOIT6crjYWzvPgb+8R/xNDeH9bzmwgJMBQVYioqI3LkTS1HRglyPWHij7lGOdh+ld7yXEfcITcNNvN31Np6AJ+w1zHoza5PXsiV9C6UJpSRZk0i0JmLUSchBiFteIABDzdB5CupfgaYD8w9SwVRVqvIPw8bPQVzuwu9TCCFuUk19Dv7rRDuvXuihcyS89qklqdE8WpHBA+VpJESaF3mHQgghhBBCXD8JTolFIcEpIYQQQgghpkxOdtHa9iM6Ov5jxrn+vmwuX67A7bZd9XhO1wD3N3hxL9+NPzo56LraxBjxz/9fLG1nZpxzWsy8XVrEhZxM1BVt8iKiolmxfRcxicnY7LGkL1uONcb+Hq/wah11Q+z91xomnd5Zx1mjTay6PYPSbRmYI94NeSmfj9FfvsDAP/wD3s7OeT23pWwV9oceJmr3LgzxC1thSyy8ce84b3e9zbGuY5zoOUHLWMu81zDpTNyRcwefKfsM2dEzg4hCiFuUzw1d56D9+Ltf4/3hz9d0kFgClmiISoUVD0Lx3VKNSghxy1NKUdvt4EBtL/sv9lLdGbrt9pWWpUSxPjeOu1amsj43bkFaiQshhBBCCLFQJDglFoUEp4QQQgghhLhaZ9cz1NX9GXD1+yyljDjG8mlrT2VkOA2lptrZWV0uslvbyJ4wk5Z2Bzp71sxF/T6sda9h7K7F3FGNsbfhqhZ+/TFRHF1RyOWUJHwG/Yzpmk5H3pp1lO64g/w169B0uhljrsfY4ASv/vMF+tscc4612IxsfDifko2paFeEvJTPh+PAQYaefJKJs2fntwGdDmtFBVG7dxO1exfG1NT5XoL4DRicGKR2qJaagRqO9xznbO/ZsNv76TU99+Tdw8OFD7MmaY3cjBNCXE2pqYpU7ceh5Qi0HoHhy/NbIyoVCnZN/TcmAwrvgGj590UIcWvrGHbxk2OtPH28DcdkeK/bSlKjeWx9FmuyYslPsmEO8j5FCCGEEEKI95MEp8SikOCUEEIIIYQQM3X3PM/Fi18EAkHPT0xEUXvxNsbH46563OR2s7y1lwzLMhKSKjEQ/OaC3tGHpfEIUSefwTDS9evHvXodrcmJnC3MoS05Iejc1IJidn3qsyTl5F3fxV3D7w9w+dwArTWDtF8cYnzEPev4lLxotn2kmISMqBnnfMPD+AcG8A0OMXHuLI6DrzFZXR32XiLKyoj/zO8RuX27BGpuIk6Pk+M9xznSeYS3Ot+ie7w7rHnpkelsy9hGZUola1PWEmOOWeSdCiFuSmNd0Po2dJ6GvlroOQ+uwfDnazrI3wkrHoK01ZBQBPrQbXaFEGIpG3f7OFjXx7m2Eao6RjjbNkwgjNtLBp3GXStT+cp9y6WdnxBCCCGE+I2R4JRYFBKcEkIIIYQQIrjR0TPUN3wNh+NC0PN+v57Gho309+cGPa8PKJJVHOmBeDICccSrmUEjzeMi4dkvYu6cGS5qTYrnrZXF9MTHzpyn07H6zvtY/9AHsUYvXNhEKYVjaJKBNicdDcPUvt2Nz+0P8vwaq7ZnsO6+3Kva9wXjHx3FfekS7oYGxvbuxXX02Jz7iFi9mvhPf4rILVvQjNJu6WailOLy2GWOdB7hVM8pelw9dDu7GXYPzzpPQ2NZ3DLWpayjNKGU4thisqKzMOgk3CCEuIbfC9XPwZHvQX/t/OcbrVC0B1Z/DPJ2wAJVcRRCiJtR79gkvzjbyYtVXVzsHmOuW03J0WZ+8OE1VObGzT5QCCGEEEKIRSDBKbEoJDglhBBCCCFEaEoF6O7+GZcvf59Jd1fQMW1tpbS2lAOzV0jK9Sexzbt8RhUqze0i4dkvYO6qCTpvMCmBc+nJXMxJx3NNiMhotrDm7vspu+NuouKCV6h6LybHvZw/1MHZva34vDOrb2k6jbhUG8l50RSuTSa9yD5npShPezujL7yA48BB3LWz3/DWx8QQddedJPze70kbv5uYP+Bnb8te/rHqH2kZawl7nllvJt+eT3FsMVvSt7AjcwdGvQTphBDTlIKxzqnqU65BuPgCnH8WvOPhr2GJgbg8sGdBRBxE2CE6HTLWQnIpyN85QohbyKjLy4mWIZ473c7+i72zVqKyW43E20yUZdq5Z2UqWwoTpJWfEEIIIYRYdBKcEotCglNCCCGEEELMTakAIyMn6ez6Kb29LwQ5X0nVuXIcjolZ18kd1bhdW49msl31uOYeJ/rwj7FVv4zO4wo6122z8sayfC7kZqJ014STNI3sleUs37qDgsqNmCwR87vAOYwNTHD42UZazg/MOi4mMYKCiiSS82JIyo7CFjN7Gw9PezuO/Qdw7N/PxNmzIcfpIiNJ/t9/Sswjj0gLv5uYL+DjSOcRXmx+kUNth/AEPPOaH2eJ44GCB7gt/TbKEsskRCWEmGlyFFqOTAWqxrqgcR/0Bq8cOSeDBVY+Crv/AqxSWUUIcWtpH3LxszMdVHeMcqFrlN6x2dt5R1sMfLgyi8e35JIcbXmfdimEEEIIIW41EpwSi0KCU0IIIYQQQsxPV9dz1NX/OUpdHfqw2YqBIoaGomhsiGF42Bl0/soLNezstuHc+skZ5zS3C8ulI5jbzmJuO4dhuGNGHatxawQNaUm0J8VzOSUJ3zWf7DaaLRRWbqRk6w6ySsvQ6Rfuk9+Xq/o5/EwjjqHJsMZHxplJzo4mJT+G9KJY4jMi0V0b+po2WV9P/3e+i/P110OuZ123jrjHf4fIbdvQpLXSTc3pcXKy5yQnek5woucEDcMN85pv0VuIs8Rh0BmIs8Rxe9bt3Jd/HwkRC195TQhxk+s+D7UvQtfZqS/X7CHgGSKT4f6/h6I7Fmd/Qghxg/P5A3x7fwP/8PqlOcea9DruLUvlvrI0NucnYDLIa3YhhBBCCLFwJDglFoUEp4QQQgghhJi/0dFzVJ3/NF7vYNDzERFZZGf9HZ2dfo4fP87g4NXjltXXs7vDzMTmmeGpK2kTY5h66rE0H8Nasw/9xOhV5ydMRqpzMzlXkIPDNrPKlDXGTsnWHZTfcQ/25JR5XmVwXo+fs/vaqD/ew1j/7BW2rmW2Gihen0L57iyi4oJ/En3i3DlGfv4LHHv34h8dDTrGkJyMKScHY0oyEeXlRN15J4bY2Hlfi7hxDE8Oc7LnJNUD1dQP1VM/XM/Q5NC81tBrejambeSO7DvYkbkDu8W+SLsVQty0AgFoPQJnfwK1v5pfW78VD8HOr0Bc7uLtTwghbmCH6vr41v56arrGCOeWVJTFwMr0GEpSo6e/oihMipIwlRBCCCGEuG4SnBKLQoJTQgghhBBCXB+Xq5VzVY8zMdES9LzBEEXpiu9jNJbzxBNPMDIyctX5lMlJ7jvaiVr3CTCY5n5Cv4+IpiNEv/HPGIc7rjoV0DQa01M4U5RDV3wsXNvOTtMoWLueFdt2kV22GqNp9hZ64Zoc99LTPEr98R6az/UT8IX33lSn08gpSyAu1YY92UpmSRzW6Kt/D5TXy/BPn6Hv299GTcwR0DIaibztNqL33EHktm3oY2Ku95LEDWRgYoD6oXoOtR/ipeaXcHqDV3ELRkMjPTKdfHs+RbFFlCeVsyphlYSphBDvCvjB0Q3DrVOt/SZHwTUEvdXQfgKcvTPn6E2QvRlsCRCVCqllkL4GYnNn/tsrhBBLlD+gGHZ5aOhx8FJ1Ny9XdzPs8oY112TQ8fDqdP5kTzEJkQvznkQIIYQQQtw6JDglFoUEp4QQQgghhLh+Hs8gNRe/wNDQ4ZBjEhJ2ERf7YZ599jQOh+Oqc3qdjlLNQFGLG71tORZrMgZmb62nuZ3EvfB1IpqPBT3fa4+mKj+buqw0vEbDjPNGs4XcNesoWr+Z3NUVmCwzK1Vdjwmnh7YLg/S2OOhtGWOgwxF2kErTaWQtj6OoMpnM5XFERL4bovK0tdH9la/gOhr8emfQ64lYtYqI8nIiysuxbdyAPjr6ei5J3EBcXhcH2w5ytOsox7uP0zfRd13rrEpcxe6s3WxJ30J2TDZGnXGBdyqEWBJ8Hnjzb+Hwt0D55x5vtEFCISQWQ0LR1H/T1kBM+uLvVQghfsMmvX6eO93Bv7zZTNuQK6w5URYDf7SzkIfXZBBnC+NDJEIIIYQQQiDBKbFIJDglhBBCCCHEe+dyteAcr6ev71V6e18IOiY2dg/Hjy2nt3cg5Dq6gKK4x8lmZzpacgnKHBl8oAoQ9faTRJ57Ab0zeLtAj9HAxaw0qvKzGbAHDw4ZjCYSs3NJzM4lvWQFxRu3oDcsTJDE7w0w0Omk59IoXY0jdDYM43b55p6oQWJmFMs2plJ6Wxo6/VQrj4nqCww/9RRjL7+M8ob3iXYAjEZsGzYQc+89RN97L5p+9mCauPEppRicHMTtdzPpm+Stzrd4vul5mkaa5rWOQWcgJzqHiuQKtqZvpTypnGhTNJpUjRFCvKPjNPzqj6Hn/PXNT1oBhbsgcwOkV0BU8sLuTwghbiA+f4CjzYO8XN3N3ppehsY9c87R6zQqc+J4aHU695WlEWGS1+pCCCGEECI0CU6JRSHBKSGEEEIIIRaOUoq29h/T1PQ3wMz3aXGxO6iv305d3ewBjwSvlw8/+R9ET+iYLNjM+Kq78cVnB3nCAKaOaqx1h4iofwP9ePAQVV9MFE3pKTRlpNAfExWynVBceiY7H/8MWaVlc17rfPm9AepP9HDm1VZG++dovTctPj2SbR8pJjX/3dZ7AZcLT3s7vt5eJi5cYOyFF/G0tIS1nmXlSlK/9lUsy5dfzyWIG5hSisaRRg60HmB/634ujVxCBfkzOBeDZsBusZMZlUlOdA4F9gIqUyspii1Cp+kWYedCiBteIADVz8LBr0+19Hsv4vKg5D4oeWCqxZ8ENYUQS5Q/oGgdHKe228HF7lFqux2c7xhlwOkOOSfaYuADazP5vW15JEVZ3sfdCiGEEEKIm4UEp8SikOCUEEIIIYQQC29o6AhNl/4Wh6N6xrn4uO1MTt7H8eOtDA8Ph1zDYjazbHycrFdfpai2FrX8HkZ3/AHoQnwKWwWwXDqGff93MYz1hFx3IDqS9qR4Rm1WPAYDfbHR9MbGXHXzNjmvgJT8QpLzCknOKyA+Iwu9YWbbv+sRCCh6m0cZ6h5npG+CtppBhrrGZ50Tm2Ile2UCaYV2krKisMaYfl0VSCnF5IUaHAcO4Dh4AE/Tpdk3oNNh27IZ67p1WJYvx5icjCExEV20VBpaSiZ8E7SMttAw3ED1QDXn+s5RP1x/3evFmGPYlLaJXVm72JK+BavRuoC7FULcFPw+6K0GZz+4BqC/DjrPQHcVuMfmv15M5lSIavkDkFEJOglnCiGWNq8/wJNvt/DdA4043aEr0dpMej6zLZ9Pbs3FalqY9yBCCCGEEGJpkOCUWBQSnBJCCCGEEGJxKKUYHjlGff2f43JdnnHeai3AoN9MS0s6w8N+RkZGcLlcQdfSK0VFVRVrG4fw7vpTVETw1nsAmnsc+4HvYb3wKuHGgFqSE3i1sozxiOCf7DYYTRRu2My2jz6OzR4b5qrhUUox0OGk6VQvbReHGGh3zjnHbDNgjTZjjTaRnBtNQUUSCRmRaJqGt7ubiarzTJw9i/ONN8KuRqWZzRiSkjDl5hC5bRtRO3ZgTEt7bxcnbig94z0cbDvI4Y7DNA430jfRd13rmPXmqRBV9i62Z24n2hT6z6MQ4hagFDh6YKBh6qu/fipM1XkKVCC8NSJToOReSC6dClQllUBM+uLuWwghfkP6HJP857E29tb0UNfjCDnOZtKze3kyO0uSyYiNIM0eQVKUWT7sIIQQQghxC5PglFgUEpwSQgghhBBicbndfZw5+5Gg4SkATTMSH38bNtsKamrGOF81id9vDLmeDY2YMTf57kQKoyrQhYhHmVvPEHXsKcwtp8IKUDktZp7ZsZGRKFvIMRZbJFsf+x0ySkqJjI3FFLHwVXecw26O/qKJhhO985pnT7ZStjOTks2p6PVTVTuUUniamuj/+x/i2Lt33nsx5eVhXbsW28YNRN5+Ozqzed5riBvXmGeMs71nOdx5mBM9J+gd78XlCx5eDCXCEMGDBQ/yoeIPkWhNxKK3YNSH/vMrhLiFuIbg0mvQdgy6zkD3eQh4w59fsAvW/z7k3y7VqIQQS1Zzv5NnTrXz36c6GBr3zDk+K87Kg6vTeXh1OjkJod+3CCGEEEKIpUmCU2JRSHBKCCGEEEKIxed293H23McZH28MY7SFnp4cOjsKcbnss45cNjDCntP9eJbtxJtcGHSMztGPYawX/WgPpp46TJ01mHob0Pyhb952JMRypjCXxoyUq1r4XStz+Up2fvIPiM/IDOO65qejbohTr7TS1TiCCoT/njcmKYJ1d+eQtzoJo/ndtoaOQ4fo+5v/h6e19br2o7fbsT/6CFF33YWlqAjNKOGYpWjSN0m/q5+WsRaaR5s53XuaUz2ncHhDV0O4Vl5MHnfn3s09efeQEZWxiLsVQtxUJsegcR9cfB4aD4BvIrx55mhIWQVp5ZCzBbI2QsTsrw+EEOJmM+n189MTbXzvYCPDrvBCpmuy7Dy0JoP7V6URY5XX5kIIIYQQt4JbJjiladqDwGeA1UAM0AW8CnxLKXXpPa5tBD4LfAQoAvTAZeA54DtKqTl/EqppWj7wBeBOIA0YBc4C/6SUej7MfVzXNWqalgU8AOwAyqafH6AbeBv4F6XUm+Hs4R0SnBJCCCGEEOL94fe76en5OX19rzI8chSl/GHMup3zVYWMjoaugpMVH89D589jPD/K6JZPoYzB2+1dSZt0YK3ZT+S5FzAONIcc11Vawr7VKxh0h765azCZ2f7xT7Jq112L0jbD7fLSdnGIrsYR+tscDHY48Xnnbn1kMOnIWZlAWqGd5NzoqVZ+Og3PpUu4Tp7EdfYsvq5uvP19+Pr6URNh3sBmqq2fpbSU6D13EHXnnRiTkt7LJYobnD/g51z/OQ62HeRg60G6xrvCnrsxdSOPlTzGlvQt6HX6uScIIW4NnnFo3A+1L0DDXvDM3ab2XRrYsyAuFxKKoGgP5G4DqXYnhFgCRie8/NMbl3judAf9DndYc6LMBv7H7iI+vjEbg14q9AkhhBBCLGVLPjilTf2E/V+Bx0MMcQK/pZR6+TrXjwX2AxUhhlwCdiulgvfPmFrjbuAZIDLEkB8Dn1Ih/oe8l2vUNO1R4FmYs8vGj4DfV+HdhZHglBBCCCGEEL8BHs8QPT3P09n1dMgWfu+wWYvQdI9z9swgfX19BALBQ0PJCQlkjk5g6dNjtxaSrGLQwmjSZ7l0FPv+72IY7Q45Znj9Ok7j5UJGCn598PBHcl4BFXc/QNHGregNhjmf93oFAooJhwfXmIehTidNZ/ppqxkk4J/9fbE1xsSmh/IpWp8yI+CllCLgdOLt7GT8yBEcB19joqoK/GG8rdLpsFZUELl9O5E7tmPOy3svlyducEopaodqOdB6gF82/ZK+ib6w5tnNdgrsBRTYCyiMLaTAXkBRbBGRplA/XhBC3DK8k1Mt/TpPwWgn9NVAT/X81rDYYdm9sPwByNsOBtNi7FQIId43/oDiZMsQ+2p6uTzgpHfMTVO/E48v9AcoSlKj+eiGLG4rTCQzbuFbigshhBBCiN+8WyE49SXgG9OHz07/uhvYCHwPyGEqWFShlGq4jvX3AbuBAPB14EnACzwE/C1gAS5Mrz+jmbamacXAKaZCUy3AHwFHgVTgy8AHpof+mVLqrxb6GjVN+wTwb0DH9N73AY2AH6gEvgasmR7+LaXUn4Tx2yLBKSGEEEIIIX6DlFI4nDU4xi7gcNbS378Xj6c/6Fh7zDoSEu9kYkJx4vhZOjoseDyhbwhkeSPY4a3AqDPPuQ/NM0H0kX/DdvZ5dN7JkOMm4mI5uud2mmKjcAwE32dUQiLbPvpJijZsXpQKVME4h92cfOkytW93z9nWL704lvX355GSG42mC70/v3OcibNncB4+zOjzvyQwNhbWXiLKy4l97DGi99yBZpIb10uZ1+/llZZX+FnDz2gZa8Htd+PyulCE9zMavaZnRfwK1qWsozShlOLYYtKj0tFpUilBiFte+0k48c9Trf0mR+c312iDuLypqlSJxZC2GtIrICZ9cfYqhBDvk9EJL69Ud/PzM52caBmadWxBUiQPlKVxX1kaWXFWdLO87hdCCCGEEDePJR2c0jQtmamKTzbgJeC+K6s2aZqWC1RPn39OKfWBoAuFXv9e4MXpw/+llPrba85/kKlKUgCfU0r9MMgazwGPAOPAyisrU01XkvoVcPf0+XylVO9CXqOmaXuYas33H8GqSWmaFgEcYar9nw/IUUp1zvb7AhKcEkIIIYQQ4kYSCHjo79/HpUvfYmKybY6xRi7WbGV4OPSN0PzcXD5oT0PtO4yvqhl3XD7u7AoCttig4zW3E2vNfiKajmDsrkM/GSQsZDCg/vmfuZifzcEn/gnvZPAWdxklpSTnFWA0m7HZ47AnpxCXkUl0wuK1tRvpdVFzuJOm0304h2dv7WGzmymoSKJsZyZRcbO3NwxMTDD28ss4Dh1isuo8vv7gobEr6WNiiNy5k6jdu7BVVqKz2eZ1LeLmNDI5wr7Wffzy0i85339+3vNjzbFsz9zOzqydJFgT0KEjISKBRGviIuxWCHHDUwpGWqHrLLQehZa3pipSXY+C3XDHX0LSsoXdoxBC/Aa0D7l47nQHP37rMk63b9axJr2O5Bgzq9LtfGR9Fpvy49+3D3gIIYQQQoiFtdSDU18Evjl9WK6Uqgoy5jvAHzNVMSpVKRVePfypuS8xFWrqAzKUUt4gY84C5UCNUqr0mnPJQBegA76jlPqfQeaXAeemD7+olPq79/Map+c/BPx8+vATSqkn55ojwSkhhBBCCCFuPD6fg/qGr9LT8/wcI/X09T1IQ72NUO8LS0pKeOCBB7AAHDiAOn2WiQPVOHN24EkvDTrnHYaBy0Se/jm26lfQ/NcU5n30UUY/91kOnTjMpVPHw7629GUr2Prh3yZ92fKw58yXCih6W8boahyh9/IYrRcG8Ydo66HTa5RsTiO3LIGYxAii4y3o9LNX/PF0dOLYu5fRX/0Kd23t3BsyGLCsWI6tshLrunVErFmDPlJatC11NYM1PF37NPtb9zPhCx4wDNeK+BXszt7NlvQtFNgL0OuCt8wUQtwCPOMw0gYDjdC0H2p/BROzV175NU0PKx6ChEKIyYSUlZC0HPSL12JXCCEWU9/YJN94uZZfnusKe05BUiTrcuLIjrdSkR3L2uxYCVIJIYQQQtwklnpw6k1gK9ColCoKMWYz8Nb04SeVUk+EubYVGALMwI+UUp8OMe7PgL+cPsxXSjVfce5x4MfTh5uVUm+HWKMRKAAOK6Vuu+bcol3jFfNBtB0dAAAgAElEQVSLgbrpwy8ppf56rjkSnBJCCCGEEOLG1d9/gLb2JxgZCR1M0jQ9CQn34/XkMT6eS3V1M/3XVEQymUysXr2a8vJyUlJS0DQNtXcfri//EyObfxdliZp1HzrnIFHH/pPIs79AC1xTALesjMnKSurMeo70tDKpC6/NWF5FJVs+9HESs3LCGv9ejPS5ePO/6mmvHZ5zrMGkI63ATnpxLAmZkdiTrETFWUK29fO0t+N8/Q0cBw/iOnYsvA3p9URu3Urshz+EbcsWNL2EYJYyf8BPp7OTxpFGmoabaBppom6ojpaxlutaz2qwsipxFWWJZZQnlbMqcRXRpuiF3bQQ4ubh90HrW3Dxl1D7IozPXRXxKkYrZKyForug+C6Iy12cfQohxCKq73FwoLaXw439nGoZxjdH++4rbS1M4Kv3ryA/UT7YIIQQQghxo1vqwSkHEAk8pZT6WIgxZqba4OmBHyqlPhfm2muBk9OHv6uU+nGIcbuA/dOHH1BKPXfFub8HPstUC7xIpVTQng+apj0FPAY4lVJR15xbtGu8Yv5twBvTh0FbDl5LglNCCCGEEELc+MbHm+ntfZFJdzd+/zh9fS8HHafTRZCa+gkO7NcxMBCkzR4QGxtLaWkplZWVRA0O4v/qX+McimE8axOByPhZ92Hob8Z+4HuY284SLEak9HoG01M5mRJPbVY6KkTY6Nc0jZIt29n8wceISUqZfex7pJSipXqQhuM9tFwYxOee0QE9JJNFT3pxLJklceSVJ2Kzm4OOczdfZvjppxl78UX8o6NhrW1MT8f+wQ9if+RhDAkJYe9J3Pz6Xf2c6DlB9UA19UP11A3V4fQ6r2utAnsBKxNWUmAvIN+eT2lCKTHmmAXesRDihqcUOPumKlINNUP3uan2fj3zaB2aXgEVn4DlD4JFQplCiJvP0LiHl6q7ebGqi4tdY3O28gMw6jU+uDaTh9dksCbLLhWohBBCCCFuUEs2OKVpWjrQMX34daXUV2YZ2w5kAAeUUrvDXP8x4Knpw9uVUodCjMsHmqYPv6yU+sYV5/YDu4A2pVT2LM/1F8CXpw8zlFKd048v6jVeMfd7wOenD9cqpU7PNUeCU0IIIYQQQtx8urqeo7bufwPB3wsajcl0tOfQ2ZnA+HgsBIk56fV6ysvLqaysJDk5GeUPMPnkq0y+cBSPPQdvUh7ogrfu0Y90Y249TUTTESyXjqGpmSGkidwc2j/2EYZzsxkedzLQ0U5vc2PQ9XR6A6t23cmGh38Lmz023N+G6+bz+Gk40cupV1pwDE7Oa67OoLFiSzoVd2VjiwkeoFJeL65Tp3Ds38/420fxtLTMvbDRiLmwAHNOLubCAizLl2NZvhx9QoLcuLlFeANeTnafZH/bfuoG6/ArPx6/h+bRZlSIP+uhmHQm7sm7h8dKHqMotki+h4S4lSk1VYlq35dhpHV+c3VGsMRAahkU7ISCXZBYvDj7FEKIReJ0+6juGOWpY628WtODf45qVOn2CDblx7M+L55VGTHkJtgwztHKWwghhBBCvD+WcnCqDDg3ffiHSqm/n2XsaWANcFYptSbM9f8I+O704Uql1IUQ46KAdz6S/R2l1P+84txZoBwI+T9hetwfAt+fPixTSp2ffnxRr3F6XgFwgamWhCeVUpXhzJPglBBCCCGEEDen3r6Xqa//v3i9s7efc09G09ZeQm9PPkoFbwmXmJhIXl4eJpOJCKUoOnaM2J+9hCO2gvHy+1GmiJDr6xz92KpfIaLxMMaeBrRgAY+kJNizh947dnGwroruxvqgaxmMJnLXrKVowxbyKyoxmi2zXtt75fcHaDrZS0fdMKMDEwz3uJh0esOaqzfqWLktnTV7somIMs061tvXh+vkyamvY8fDC1JN04xG9PHxmHJysD/yCNF37kEzGsOeL25+/a5+DrQd4O3Ot6nqr2LYPXfLyStFGiPJjcllWdwy1iavpSK5gmRb8iLtVghxw/J5oOVNGGyGsU7or4fOU/Nv7Ze0HFY+Cjm3QXw+WOMWZ79CCLEI+hyTVLWP0jo4zsHaPo42D845x6jXKEyKojI3jo358WwtTMBqCv4BEyGEEEIIsbiWcnBqE3Bk+vBTSql/nWXsW8BmoFEpVRTm+l8C3qkeVaiUagoxzgC88xPyHymlPn3FuQagEDiilNoyy3P9LvCj6cPNSqm3px9f7Gu0TK+/BvADW5VSR2cZ/2ng0wBZWVkVra3z/LSZEEIIIYQQ4obg908wMnqa4eGjdHU9i9c7NMvYSC43l9HdnUuwClRX0jSNyspKtsfHY/rtTzOadxeulXfPuR+da4SI2oPEHP4xOnfwlmOqtJTB27fz2sQo7aOh92uzx7L5Qx9jxbad6HTBA18LTSnFSK+Ljrph+lrHGOl1Mdzjwu0K3d7DYNaTX56IPdmKPdlKSl40kbGhA19KKSbPn2f4v37K2CuvoNxBO8GHfr60VGwbNqKPisKQkoJt0ybMRYVSUegWoZSizdFGVX8V5/rOca7/HE3DTfOuSBVniaMotoiyxDLuy7+P7OiQxbWFEEuZUlMt/Rr2Qt1L0PrW/NewJkDOZsjdBnnbIS4P5N8kIcRNQCnFi+e7+cZLF+kdC/81eazVyP+6cxm/tTYT3VytyYUQQgghxIKS4BQSnJplzn8AH5s+/HOl1F+GMw+k4pQQQgghhBBLhc/n4HLLD2lvfxKlPCHHGQxbOHe2lOHh8TnXtNls3LVtGyu++lU859sZ2/TbuLPKwRC8Rd079I4+Yl/6KyytZ0KOUZrG+JrVHE2yU20zo3TB218kZuVQdsc9FG3cQkRk1Jx7XmgqoBjodNJWM8iFNztxDs19UyUyzkxCRhQxCRHYU6zklSdijZ5Zlco/MsLI888z8syzeC5fvu49GtJSsVasxVxYiLmgAHNhAcb0dLQQv6diaXF4HFT3V9M40silkUsc7z5O13jXvNZYm7yWHZk7qEipoDi2GEOINp1CiCVu6DKceRIu/AzGuiAQOjgcUnQG5GyZClDZMyEmA2IyITodDLNXaBRCiN8Et8/PG/X9PH+ukwO1fXh8gbDmrUyPoTI3jtQYC6sy7KzJsmOQln5CCCGEEItqKQenpFXf1WvM6xo1Tfsr4P9MH/67Uup35ppzJQlOCSGEEEIIsbR4PAMMDByif+AAg4NvoNTM1nNWaz4Gw/3U10Vy6VIrc72nXLZsGbd7PCR8+9toNbW4M1YxUbwd1/JdKJM15DxzyykszcewNB/HMNgass6VJz6e2qxUzifY6bNHB61UodMbSCkoIiknl/j0LGxxcUTa40jIyl70ln7v8HsDXDzSxelXWhgfDR1Ou5bBpKP0tnSK1qdgNOkxWvRYo02/rhKllMI/MID78mU8zZeZrK1lsqYGd3MzyuW6rr1qERHY1q8n8fN/iGX58utaQ9yc/AE/r7e/zjP1z1DVX4XLN7/vIavByuqk1VQkV1CRXEFpQikmvYQdhLjlKAU+N4y0wqXXoHEfNL8Byn996+mMkL8DVv0WFN8FJtvC7lcIIRbAhMfP2bZhjl0e4mzbMA29jrCrUcVEGLmtKJGdy5LYVpRIrE1ePwkhhBBCLLSlHJxKBzqmD7+ulPrKLGPbgEzggFJqd5jrPwY8NX14u1LqUIhxecCl6cMvK6W+ccW5/cAuoE0pFbJ+vaZpXwf+fPowQynVOf34olyjpml/DHxn+vB54FGl5vfTCwlOCSGEEEIIsXRNuntob3uCjs7/JBCYnHHeaIzDZlvF5GQMfl86fn8pVVW1jIyMBF1Pr9eTZrWypaaG4uefJzA+yUTxdibzNjCZsxZlCV0RSj/SjaX5GBF1hzC3V6GFaC3myMpkX2E2LfExYV2j0RJByeZtrNy5h5T8wrDmvFc+j58Lb3ZyZm8rE46ZwbRwRCdYyF4RT1pRLNEJFqITIrDYjDPGBVwuPO3tDD/9X4z+4hcoT/iBLQA0jZgHHsCyshRdhBVzYSGW0hXS2u8WoZSi19VLw3ADZ3rPcKr3FHVDdbj94bejMelMrExcSWVKJetS1rEqcRVm/exV54QQS5SzHy4+D82vw+AlGL4MvpmvL+ak6SFxGaSsfLcyVXLp1LH8+ySEuMEMjXs42TLE200DPHuqgwnv3LdgdBqszY7jvrJU7l6ZSnykvHYSQgghhFgISzk4pTFV6SkS+IlS6uMhxpmBcUAP/FAp9bkw118LnJw+/KRS6okQ43YCB6YPP6CUeu6Kc38PfBbwATYVou+Fpmk/AT4KOJVSUVc8vuDXqGnaJ4AnAA04CNyjlAr/J5/TJDglhBBCCCHE0jc+3kT1hc8xPt446zi93kp8/G76+1Zy5EgHfn/omwLLS0rYlZZG7PHjaK+8gnrjMGNbHsex/sOgzd6iQj/WR0Tda1iaj2HuqEbzzwwfda8q5c24SLrj7fj1+rCuM7VoGevue5iCtRvelzZ1Po+f7qZRRvpcjPS56G910Ns6RsB3fe/R04tjWX9/Hqn5wUNjvuFhXKdO4R8exj8yysSZM4wfPYpyz++toLmwEPsHP0jM/fehjwkvoCaWDl/AR5ujjXN953i+6XnO9p2d13yTzkR5UjlrU9ZSkTRVkcpqDF15TgixhAX80H1uqhLV5Teg7dj1BanekVAM5R+BojshoQik5awQ4gbTOTLBX7x4kVdresKeo9dpbC5I4L5VqWwvTiIh0iQfYhBCCCGEuE5LNjgFoGnam8BWoEEpVRxizCbgyPRhyABUkHlWYAgwA/+ilPq9EOO+BLxTZSpfKdV8xbnHgR9PH25SSh0NsUYDUAgcVkrdds25BbtGTdMeAv6bqYDVcWCXUsoZbOxcJDglhBBCCCHErcHvd1Hf8DW6u5+bezA6EhMe4/jxZDo7e2cdabFYSE1NpTIpiWVf/jKePh8ju/8Yb1JBWPvSPBNEnn6O6MNPoAUpoBvQ63FG2hiymOiOt1OXlc5QdOSsaxrMZqLjE7GnprFi204KKze9bzcnfF4/g53jjPVPMNQzzsW3unDNo60fQNbyOLJXJpBWaCc+zYamC733wMQEE1XncTc14W5qxN3UhKexCf/o6JzPo5nNRN95JzGPPIx19Wo048yKV2Lpaxlt4UjXEU73nuZ072mGJofmNd+gGVidvJp78+5lV/Yuok3Ri7RTIcQNzzsJHSehvw5G2mC0A0bbp37tnP31xAzmaEivgIx1U19ZG8Aif78IIW4Mjb0OLnSN0jUySUOvgzcb+hl2hVeJNsKoJzveyp4VKXx8Y7ZUoxJCCCGEmIelHpz6IvDN6cNVSqnqIGO+DfwPIACkKqX65rH+S8DdQC9TLfR8QcacAVYDNUqp0mvOJQNdgA74tlLqC0HmrwKqpg+/qJT6u8W4xunKWC8xFQSrBrYppYZnufxZSXBKCCGEEEKIW8v4+CU6O5+mu+dn+HyOWcfabMUEAnfR2GClr2+I8fHxWcfnZGez1eUidf9+jN1jTBrTmEwrx51VDobZbwhE1L9B3It/geafPWSkNI3udWuo3rqJy45hxkfmfjuUkl/Ihkc+RObylZgi3t/KOD6vn4tvdXPpTB8TTi8BfwDnkBu/LxDW/OgECyWb0ihan0xUrGXWENU7lFKMHz5M7//7Jp5Ll+YcD6CzWomoqEBvt6Pp9ehjYzEXFWEpLsJcXIwWZtUvcXNTSnF57DJnes9wuvc0p3pP0TMefkUFnaYj2ZpMqi2VwthCKpIrWJ20miRrEro5KtEJIZYwpaD3AlT9FOp+BcMt819DZ4DszZCzFSLsYImB2BxIKgFz6FbBQgjxfvAHFOfah3mtro/X6vqp7R4La57ZoOPRigx+d2seuQm2Rd6lEEIIIcTNb6kHp5KBZsAKvKiUuv+a8znABcAGPKeU+sA8178XeHH68E+UUt+65vyjTFVwAvicUuqHQdZ4DngEcAKlSqnWa86/CNzLVKu9fKVU7zXn3/M1appWyVRbvkjgErBFKRX+TzCDkOCUEEIIIYQQt6ZAwI3TWY/LdRmHo4be3l/h9gSvBmE0xpKcdC96fSUHD7bS3T131YiYmBjWrl3LhogI9D96AvfRBiayNjBRdBvKFBF0jrn1DJEn/gtzZw069xxFdQ0GAl/4/+zdeXCk933f+Xffd6PvBtCN+xrcc3J4DSWKlEiakizJsZXYiu0ka6cqW5WtSrJJpVK162xqs6naJLvZJLvOxk4cO+sjom5KIimKFDkzGnLuGQzuG2ig0Q2gD/R9PvsHSJqk5ujGDOb8vqq6MFN8ft/n9wxxP5/n+/37zP/yy1x9+ycsXbl4yz2pVGq87R0MfuY5hp97AZ3+3jzdXSpUCE3HCU3GSG7mSG7mSESyt1yn1qqwNBjQG7Vo9WpsLiMDTzfT0u+67vFKqUTqJz8hN3aNai5LKRwmc+o03GQE4/XoAgHcf/t3cXzlK6j0+rrWigffWnqNcxvnPnqFM+G6a2jVWvxmP42WRhotjQSsAU4ETjDqHZVRNUI8inJx2BiDzendblTRSVh4G6q/8KxrbRyt4BsE/wC0HIeOZ0B3/e81hBDibljZzvKDq+v84Mo6Uxs3f1gFQKWCFwYa+Z1nOjnS5rwLOxRCCCGEeDA91MEp+IVReX/xwZ83gOPA/wV0sBtaOqIoysyn1v4R8FsAiqJc9zduKpXqDeDzQAX4p8AfAyXgq8D/DpiAceCwoii/8IizSqXqA86zG1paBP4uu2PyGoF/Anz9g0P/iaIo/3wfrvEAcApwA1HgOWDpeuf5QPF61/FpEpwSQgghhBBCAChKha2tt5ie+T0KhRs/n6HR2FAUJ+mUjrW1FjY2gsCNgw8NDQ08//zzDHR1ofnxj6n+yZ+Rn46R73iMfPdTVM2O62ymii48hWnu55hmT6LbWrzxxgMB+Ef/iFhfD2enxpi9eJZiLnfL67U4XYw89wINvkasLje+ji5M1nvXsWJtJs57311gY+HWI/Y+LXjASd/jjeiNWsx2PZ4WK1rd9TtElSJRkt/+FvFvfpPyen0BGK3Ph/nYMYzDQ5iPHsM40I9KLV2EHiWKohBKhzi/cZ6L0Ytcil5ieWf51gtvoN3ezvNtzxO0Bmm2NtPZ0InP7JMwlRCPovQmjH0T5n8KofOQT+y9ls4Mnc9C52eh/Snw9oN8vRJC3CMzkRTfv7zOW1NRlrczZIo3f4jhaJuT332mk+f7/ahr6DYrhBBCCPEoeRSCUyrgD4C/eYND0sDXFUX50XXW/hG3Dk65gDeAIzeoPw98XlGUG/5GXqVSvQz8Obvhqev5Q+B3lBv8D7nNa/w94H++0d6u458qivJ7tzpIglNCCCGEEEKIjyuVkszM/C9sRL5b0/EOx5eYGD/E/PxNwk2A3W7n6NGjjIyM4NjZgd//fcqvvMrWZ/4hZXfbTdcaFt6j4eQfot+YvvlmzGaUJ56gfOwYO+2tnFtbZnz6Wk3XAeBqDtIyNMrhl76MqzlQ87o7RVEUNldSrE0nWJ+NszoZr3mk38eptSr87Xa8LTbsHhMNPhPBPida/V+GqZRKhczp0yS//wMyZ85Q2d6u+zwahwPTkSNoXS40jgZ0zc3oOzowdHWh9XrrriceTEvJJV5deJXXll67rRDVh2x6G+329o+6U414R3ii6QkaDA13YLdCiAdCtQqxeQid230tvgvbc3uvZ/VD/5eg/8vQ+gRopXuiEOLeUBSF7UyR715a4z+dWmQ9mb/hsUMBO//gC318ptcroXIhhBBCiA889MGpD6lUqq8Cfxs4DNiBdeB14F8qijJ/gzV/xC2CUx8cpwf+e+DXgV5Aw+74vFeA/0NRlFv2TFWpVF3APwBeAJqBHeAi8B8URfnOPl7j7yHBKSGEEEIIIcRdkkpPsb7+F2xsfI9y+eZdkJoafwWd7m8xNjZOJBJhc3OTavXGgZ+mpiaGhoY4cugQujMX2P7+OkVT8y33pN1eRpMMo42voQ9Pod+YQpPeRlUpQrl43b5X5fY2lgf6uOxxsJTP3PIcACq1moETn+PAkydoaGzC7vGh0WprWnsn5TMlpt/fYOZshMRGhmK+vhF7H2e06hh6JsDQZwJYGj45olBRFAqzsxTn5lDKZZRSiWIoRGFyiszp0yilUt3nM42O0vDVr2L7wufRuq4/SlA8fPLlPOFMmOWdZS5FL3EhcoGF5AKp4q1H1NyMRqVhxDvCicAJng48TbezG51ad4d2LYR4IGzN7XajSq5CIQXZbYhO7QaslDpCxjoztD4O/iEwOcHsBlcneHrB6tudlyWEEHdBqVLlR2Nh/sM7C0yEd254nEGrpsGkI+g08fyAn5eHm2hzW+7iToUQQggh7h+PTHBK3F0SnBJCCCGEEELcTKVSIBY7STT6Iza3fkqlkr7ucQ7Hcbq7/xEN9lFyuRzvvPMOZ8+evWmAymg08sQTTxBobKb6k/NY3plEa+uk5Ouqe5/qTAzL5e9jf++/oipff2p5pa+PtZ4uzhZSrNnMlGsMQ6nUauweLw3+JgJ9/XQfewJvW8ddf/K7mC+TTRYpFSvkdopc+skKoal4XTU0WjVDnwlw5MU2TLZbd9wobWyw/R//gMQrr6AUCnvat9bnw9jfj/X557C/9BIa642aOIuHVaaUIZKJsJHZIJwJc2rtFD9b/RllpbyneipUuE1umi3N9Ln66Hf3M+IZocfZg1ol47iEeKSUcrA5DdGJ3e5U069Ban1vtewBGPk6HPoGuOv/XkQIIfZCURROz23zH96d5+TsVk1rjrQ5+Z0TnXx+wI9GxvkJIYQQ4hEiwSmxLyQ4JYQQQgghhKiVolQoFrfIZBeYGP/7FIqRXzjGYulBq23AoPei148yPWPm6pVFyuXaAhJDTidPhzaxLuXImnsoNg3WtUdNPITjZ7+PYfEc6lLuxteiVpMOBtjsaGPR1cB8uUBGr6OqqS100eBv5NALX2TkuRfRGY117fFOCk3HWby8SS5dopgvE1vPkNq+8ciPD+kMGg483kjPY400dtpvGQKr5nLkJybIjY2Ru3CRzHvvUU3V30VIZTRi+/zncXz1K5gffxyVWkIuj6pYPsY7q++wklphPb3OamqV+cQ82XJ2zzUbDA0c8h2io6GDVlvr7sveis/sk0CVEI8KRYHwFVh8B5ZOw/JpKF4/9H1Tri5oHP7gNbL71tYoHamEEPtqMrzDv31rlh+NbdR0fLvbzC8fDPCFQT8DTbf+nl4IIYQQ4kEnwSmxLyQ4JYQQQgghhNiLbHaJi5e+QaEQvsWRKuz2oxTyx5ietrK6eqvjd7W0tBAMBAiULXjOZynnzfVtsFJGH57ANHsK0+RbaFPRmpalbFbmfS4u9nQQt9+6M5LRZmfgxLM0dffS2NVLg7/xnt+wSMXybCwk2dnKkYjmWLi0STF34+Ca3qjB3GDAZNNh95iwe0y4miwEDzgxWq4/Dk0pl8mPj1MMhaju7FCOxSguL1Ocmyc/MVHTPrVNTVg/+xksx49jGh5G6/ejugcjEcX9o6pU2chssJ5eZyO7wXRsmlNrp5hLzN1WXb1aT9AWpNXWyoB7gOfanqPH0XPPP1aFEHdBKQ8Lb8PE92H+LUjXFka4LrNnN0DVfAj6vwjNhyVIJYTYF2OhJP/mpzO8O7tFsVzbONKmBiNPdXs40ePhhcFGjDrNPu9SCCGEEOLuk+CU2BcSnBJCCCGEEELsVT6/zuTkPyYWP1XT8TqdE7vtceJxL5cuFdnZuX4o59Oam5v5pc99Ad8rP6b8J69QcrVTbOqn5O1E0RlRdCbQ3Dxwo1+9gvXidzDNvIOqWrnlORWViqXhfq61NDNv1FLR1HbjwWix4u/qobGrZ/dtZw9Wl/ueBjSK+TJTZ8JcemOFdLz2cXsqFfja7fja7biaLFidBjRaNVqdGnfAit50/X/zYihE8rvfI/XTn1KYm4NSqbYTqtVoPR60TY3oGpvQt7VhPnYU06HDaKyWmvctHj7hdJiTayc5tXaKq5tX2c5v33bNdns7TzY/ySH/IUY8IzRZmiRIJcTDTlFgew5W3oN0BPIJSG3A1szuuL/yrTs2foKzHYZ/DY78FjQE92XLQohHm6IoZIsVttNF3pmJ8oOrYc4uxm65rsNj4V/+6ghH2lx3YZdCCCGEEHePBKfEvpDglBBCCCGEEOJ2xWKnmV/41+zsXK5jlQqN+lkikScoFLQkEglisRvfBFCpVAwODtKj09H1L/4F1vfe++i/VfUWks/8DpnDX4FbjONSpzYxrlxCF51Hvz6OPjSGipv/TK2YTBSfforIY0e4YtAwPz1BpdYwEKA3mXA2BWjs7qP/qc/Q3Nd/TwIa5VKF8XfXufDaErlU7fu/Ho1OTedBLwceb8TfYcdgvkFnqlKJwvw8qTfeIPHd71Jer63j2CdPpkHf1oahqxNDTw/GkRFMo6Nonc7bugbx4CpVSkRzUeYT80xuTzK2NcbFyEVSpfrHR37IrDXT5eiiy9FFt6ObHmcPg+5BGgwNd3DnQoj7ViENE9+Fi38Cq+/DLb43+ASVGjqeAbMbNAbwHYD+L4Grc9+2K4R4dE1vpPh/313g+1fWKFVu/LlKrYLffKKdXzvaQn+TTQLiQgghhHgoSHBK7AsJTgkhhBBCCCHulEIhQrG4Ram8QzJxgc2tN0ilxm+6Rqt10BL8TTyeF1hdrXDy5Ek2Nm4+RkelUnHA7+eJSISWpSVUU1Nw4QJFVweZ0S9SaD1M2d1a05418TUs136MPnQNbWIdTSqKSrnJOAydjsrgIFGPk/cpM++01T2mp8Hnp6nnAK5AkKbuPlqHR1Gr794ojXKpwsp4jNlzEZaubVMu3LoD161YXQZsLiMmmx6by0jvY358bfZPHKNUq2TPniX5ne+w8/obKPk6O3t8irapCUNXF/r2djQuJ1qnE/PRoxh6em6rrngwVaoVZuIzzCXmWEmtsLKzwmpqldXUKjv/NkUAACAASURBVIlCYs91g9Ygg55BhtxDjPpGGfWOor5FQFMI8YArZiA6CRtXYWNs9xUZh1K2vjqNIzDwyzD4VXB37c9ehRCPrFimyJuTEd4Y3+Dk7BaFm4z0a3WZeWHQzwuDjRxudaJWS4hKCCGEEA8mCU6JfSHBKSGEEEIIIcR+SmdmWV/7c8Ib36FcTt70WLO5i5aW38Zifp719U2uXbvG5OTkTdc4HA4aGxtp8nho29khODOD9uJFyufHybkGyPV/jmJgqOb9qlObNLz7HzFfe41abifk+3qZ+tWvMqNVEVmco5jL1XyuDzX4Gzn4hZfpPvo4Df7Gu/o0uFJVyGdKZFNFMvECO9t5EhtZQtNxttfSt1W7dcBF/1PN2D1G7B4TRstfdqWqpDPkLpwn8/5ZshfOUwqtUdm+/fFrALaXXsT39/4e+paWO1JPPPiShSShVIip2BQ/XfkpZ8JnKFfLe6oVtAb5Ws/XONZ4DI/Jg8/sQ6/R3+EdCyHuO9UKxBZg7SJMfh9mfwKV2sff4uqC5kPQNLI71s/auBumsjXu356FEI+MfKnCxZU437u0zl+cX73psR6rgecO+Hiu38fxTjcNptrGpwshhBBC3A8kOCX2hQSnhBBCCCGEEHdDtVpkZ+cqicRZ1sOvkMst3/BYnc5Nc/Ov4fe9RDis48c//jHxeLym8+h0Orq6ujh25AidS0uo/vzPKZ28RLr9s2SHXkDRm2uqYx5/A8cb/xp1scbuEi4XyvAwJZWKQqlI0qBjyWFjQq8mVa29o5PBbKGpp4/Ow8foOnocu8dX89o7LZMosLGQJL6RIRbOUsiUqFQUkptZ0rE6bhZ/wOE309zdgLPJgt6oxWDR4m9vwOo0AFAtFilHIpQ3NiiurZG7fJns2XMUFxbq37xWi6GzE31HB1q/D01DA1qPF+vTT6ELBOqvJx4qO8UdLkYucjF6kcvRy8zF5/Y85k+r0nLQd5CnAk8x4hmh1d6Kz+yTrlRCPOzySRh7Bc7/J4hc23sdewACRyB4FILHoOkg1Pi9ihBCXM/J2U3+4StXCSdr6+7a47PyWIeLl0eaON7hRiPdqIQQQghxH5PglNgXEpwSQgghhBBC3G3VaoGVlf/M4tK/o1q9eYcmk6kVj+cFlOphQiGYmpplc3OzpvN4PB4OHz7M8MAAtokJqj96g9J4iFI0R8HTS67nKdAabrheVUhjmvs5hsWzaHciaFJbaJLhm4/y+xRFraZ65AiJQ6NMmPRc2FyjUq690425wYGzKYCzqRlHYzOupgCB/kHM9oaaa9xpSlVhbSbO9NkI0aUd4htZlOrefy/hbLIQ6HHgDlpxB6zY3UZMNh1qzW7wpJJKUVxYoDA3T378GtnLlylMz0BlbyMGzUePYv/iF7E++yw6/70Lpon7h6IoRLIR5hPzzCXmmEvMMbk9yVxijopS//uZUWOkxd5Cm62NVnsrbfY2Ohs6GfIMoVVr9+EKhBD3jKLsBqe256BShkwUpn4Ey6eBPXxtVKnBN7DbnSpwGJoPg38QNNIRRghRu2yxzKtXwrw+vsHJuS2KNxnj93E+m4GXR5r48mgzB1scd7UTrhBCCCFELSQ4JfaFBKeEEEIIIYQQ90qpFGdz8ydEN18nFjuNopRusUKNXu9GhZt4wkI4rCYRbySbddx0lUqloru7m8cee4yuri7UAFevUn3jbbLXYhSqDVRUFor+npsGqQDUqS3ME29gHv8Juq3FukJUAEpbGztf/hJrjx1hKbHNzJmTdQWpADQ6Hf1PP8uhF7+Ip7UNtVpT1/o7rVKqktjMktspkk4UmDi1Tnju5mMZb0WlApvbiL+jgcbOBho77biDVjQfhKmqxSLFpSWKc3OUIlEq8TiZU6fIT0zUdR7DQD+mkREMvb3oGhtRaTSozWaMg4OozdLx41GXK+eYjk0zvj3OxchFfrb6M4rV4p7r+c1+vt73db7S/RW8Zu8d3KkQ4r6TisDUqzDxXVg6BXV+v/AJGj14+sA/sBui8g3ujvyzSvhXCHFr6UKZd6Y3eW18g7enoqQLtf3s0eoy85VDAb52KEC7x7LPuxRCCCGEqI0Ep8S+kOCUEEIIIYQQ4n6QL2ywuvqfWVv7cyqVdF1rNZpu0qkRZmedJJM3DzW4XC4CgQA2mw2fz0dvby9msxkUhdKfvcr26SxlW3NN51WV8mg3F9HFV9Ekw2hjIYwL76HJ1RgaammhfOQIy8EmrlqNrG2sUchmalv7AY1Wi93rx9fRRevgCC1DIzj8Tff86fD12ThzFzZJbuZIxfIkIrfXlQpAq1fT2NlA72N+uo/40Rk+GRhTqlV2fvhDtv7v/4fi4uJtnUttteL4la/h+PpfRd/Rfs//PcX9IVlI8urCq7wXfo/N7CbRbJTNXG0d8D6tydJEn6sPu96OQWOg3d7Oy50v4za57/CuhRD3XCENG2Owfmm3M1U6AjtrEJmASv2jbz/S8Qwc/Ab0f0nG+wkhalIsVzm7GOPNyQjvLWwzHUlRy+3Fbp+VQy0Ojne6+eJIE0bdvX1wQwghhBCPLglOiX0hwSkhhBBCCCHE/aRcTrG5+SbRzR+zvX0SRam9u4tabcBiPsHGhp3V0DaFgoHUjgdFufEv9lUqFe3t7bS0tODz+Wj2+tH8aI7MTJaqoq//AqplDEsXMC5fQJPcQLe9gnZrgVvGbnQ6lM98hnx3F+sWE5fUVVZDS1T3MI7O6vbQOjBMy9AorYMj2L33viNFMV8msrDDxmKSfLpEsVAhsZEhspTaU6BKZ9TQfdhH91EfwT7nR2P9PlSOxykuLlJcWqYSj1NJJsm+/z65K1fqPpfG7cY0NIT52FEsJ05g6O2VIJX4yFp6jdNrp7kYvchycpnlnWVSpdSeaunUOl7qeInnWp9jyDOEz3zvP3aFEPuoXITIGIQuQOgcrJ2H2EL9dQx2GPoVGP1ru52odKY7v1chxENpJ1/i3GKMV6+GeWN8g0zx1j97tLnN/POvDvNUt+cu7FAIIYQQ4pMkOCX2hQSnhBBCCCGEEPercjnF1tZbRKI/Ipm8SKkUq7tGpWIkGmkhEukilaptNFZTUxNDQ0N0WYMYZ1KUxxepbqUo6T0o+vpvRurXruF87V+i26rjZqjRSPXv/B12fudvEc9liYfXiG+ss3DxPDubkbrOb/f68bZ14Glpo7n3AG0jh9BotXVexf4o5MqEZxNshdJsr6WJb2TJJArkM7ca2/iXDGYtriYLDX4zTr8Zh99Mg8+EpcGAwaz9RMipuLTEzmuvkX77Z+SuXqWmR+w/RW2zoXW70TidGHp7MR89ivnYUXSNjXXXEg8fRVGIF+Ks7KywvLMbpFraWeJk6CT5Sr6uWj6Tj0HPIEOeIdrt7QSsAVrtrdj0tn3avRDinsvFdztTrV2AtUuwfhFS4ToKqKChBdqegMd+F4LXvZ8ghBC/IFes8PZ0lO9fXuet6SjF8s1HjH55tJnffqqdQy0OeahACCGEEHeNBKfEvpDglBBCCCGEEOJBUa0WKBQ2yWYXSKcn2Y6dIh7/ec3rE4lGlpdG2Nnx17zG6XTS3d3NgQMHaGsMUPjue+ROL1LUeqiaHbVvvlLGeum7GBbPot+YRp2N37oLFYBaDS+8AEeOwLPPUn3qKeYunePKm6+xubRALrVT+x4+YLI3MHDiswx+5nm8bR11r78bSsUKmyspNhaSRBZ2CC8kye3U3n3sQxqtGnODHkuDHpvbRNdhLx2jXtRqFeXtbXJXr1KYmaUwN0c1nUYpl8mPj1OJ1R/S0wWDuyGqo0cwHz2Krq1NbiKJjyQLSb439z1+uPhDZmIzlJXynuqoVWqeaHqClztfZtgzTIOhAbvejkYtI3OEeGhlYxAZ331Fx2H9MmxcrW1t8yHwHgCzG+zN4OoCdxc42kC7h86aQohHQjJX4kdjYb5zcY1zy7GbPmvQ5bXQ5bXitxsZbLbzuQM+fHbj3dusEEIIIR4pEpwS+0KCU0IIIYQQQogHWS4XIrzxbcLhV8jn12pao9UeoFz6LNPTJqLRrZrPZTKZ6OzspCUYJLi2hu9br1KdWKWsMlN2BMl3PU7Z21lbsUoZdS6JNraCaf4MxtlTaOOhW4epvF54/nnw+8HtpmSzklKqhLNp5pMxFkPLlMu1d2vydXTR98QJmrp78XV0YTBbal57NymKQiKSZerMBlNnwmT3EKL6kMNvZuiZAP5OO56AFa3+k4GTaqHAzo9/TPJb3yY3NoaSr69L0Ic0Xs8HQaqjmEZGMHR2orbcn/++4u4qVArMxmcJpULkK3k2s5t8e/bbhNKhPdXTqrW029vpdnQz7Bnm8ebH6XH0SHBPiIfZ5jRc+q9w5c8gs1n/epUGHK0QOAKP/x0IHrnzexRCPBRS+RJjoSSvjoX5s7MrNTVsHW1x8KtHgnztcACz/v7odCuEEEKIh4MEp8S+kOCUEEIIIYQQ4mGgKFXi8TPEYqcolmKUyzskEucoleI3XGM0NGNveIF8boRYzMDa2horKys1n1Or1dLU1ESb30+HRkOLSoUqBfn5JOWFDUo5HcXAcM31VLkddFuL6LaW0G0tot1aQr8+jrpcqLmG4nSSPfE0848fY7KYITwzRaVce2ebpp4+eo4/RcfoYexeH3qTuea1d0u1UiU0HWfufJSFy5sUsnvr3AOgUqvwt9sIHnDR3O3A2WTG4jB8FDhRymUK8/Nkz58nc+o0mfffR8lm93w+XSCAcWQY88GDmB9/HGNf355riYdLpVrh9PppToZOMrE9wVRsimL1NgKCBgd+sx+X0YXT6MRldOEz+zjkO8SwZ1g6VAnxsKiUYPYnuwGq8GVIrAJ7uFfQ9dzueD+jA6y+3VBVQyuYHCCfL4QQH7iwHOMff3uMmUi6puNtRi0vDjZyoMlOf6ONo+0u9Fr1Pu9SCCGEEA8zCU6JfSHBKSGEEEIIIcTDqlotsh07yerqH91ypJ/NNkij/yuYTE8wM7PN7OwcKysrVKvVms+n0WgYGhriySefxO/3Q6FA7ts/J365RFVl2tM1qIo5jAtnMM6e3g1TxUOoSzV2QPrSlyj/xq8T97iJKBXWF2aZOXOKQjZT8/kNZgttwwc5+MLLBAeG77sONtWqQjqWJx7JktjIkohmSUSypLbzZHaKlAuVumvqjBo6Rj0c+nwbnqD1E/9NqVSoxGJUEglK6+tkL14ie/48+atXUUq1d/r6kHF0BOdf/WsYOtpRGQxoGxvROp111xEPn1KlxGxilvHtcWZiM6xn1lneWWZ5Z/m2a9v0NroautCqtRi0BoLWIB0NHfS7+hn1jkqoSogHWSkPS6fg/d+HuZ/cmZpaEzQEoOcLcOCL4OoEnRH0NtBIJxkhHjWVqsI7M1H+9P0V3pqKUq3j9qTbouevHAny9WMtdHqtt14ghBBCCPEpEpwS+0KCU0IIIYQQQohHQTx+lqWlf0csfvqWx6pUWozGZuz2x6iUD7O4qGNqaoZ8HSPbOjs7OXToEAcOHEBTVZO7skHx5DWKaxnKKhuKzri3C1GqGJYu4Hjr36PbWqh9nVYLXV1UBwaIdnVwTlNlZmmOmmZtfMDT0sZjX/lV+p48gfoBCVYU82UyiQLpeIHp9zeYPRuhWsfdndZBFz1H/bQNuTHZ9Dc8rprPk7t6lez58+TOnyd76TJKLrenPRuHhrA+8wzmY0cxDg6isdv3VEc8nGbiM/xw4Yecj5wnno+TKCRIFVN3rL7H5OHzbZ/neNNxBt2D+M3++y4wKYSoUXwZItcgG9sd5xdfgu15iM1DKnz79dU6aByC5kPQfmI3WGWQIIQQj5LtdIH5zQzRVJ65aJq3p6JcCSVrWtvrt/KFgUa+fLCZXr9tn3cqhBBCiIeFBKfEvpDglBBCCCGEEOJRkkpPsbr6R0Qi36darW0Enl7vwet5EbX6OFtbDYRCa6yurpJK3TqsYDQa6evro7+/n87OTvT63fCNElqn/L03yJ+eIa/4KDYNoOjr6EpVLWM9/wq2s3+BJrNd+7oPqVSUjz/G2vFjTAcbWQ+vsR2qbUyhK9Cy24GqfwhPsBWV+sEZt5GK5Zk9FyG6vMPmSoqdrdrCcCoVOBoteAIW3EErjR0N+Nrt6AzXD5AppRL5iQmy5y+QvXSR4uwcxdVVqKOD2Yf0nZ1YTzyN5cQzmI8cRm3aW/cy8fBKFpLMJ+YZ3x7nvfB7nNs4R668t+Dep1l0FrwmL26Tm15nLyPeEQ77DtNsbb4j9YUQ90gxA8tn4OS/gpWbd+WsmdYEPc/D6K/vhqikG5UQj6S1RI4/fX+ZPzu7SixT29jhgy0O/tpjLXztcBCd5sH52UIIIYQQd58Ep8S+kOCUEEIIIYQQ4lFULqeIbr7Oxsb3iMfPALX9XG0wNOH3v4zX+wXKZTdroSTLy8vMz8+TTN766Wqn04nP5yMQCNDS0kIgEECfz6NcuULltXcpvX6aktZJ2dNOofUQFbv/5gWVKvrVK5gn38I08w6abKKm6/gEiwVefJHckSMsWY1MbkeJxTZJb29RKZdvulSt0aI3GtGZTDR19TL8/Iu0DY0+MGGqdLxAaDrG2nScWDhLYiNDMV/beD+VWkVjp53uIz46D/qwOg03Pb6az1OYmiJ7+TKZd0+S+fkeblRrNBj7+jAODaFva0PX2oLW7UFjt6Fxu2XMnwCgVC0RzUaJ5+PE8jFi+RjbuW2mYlOcCZ8hWaitE8TNHG86zjf6v8EzwWdQqx6Mj3chxA2snoPl05BPQC4OO+u73ap21mGvHe1sTdD7Iri7wN0NLcfB7Lqz+xZC3NfypQrvL8aY3thhMpzizckIqfzNf7bo9Vv5Z788xPFO913apRBCCCEeNBKcEvtCglNCCCGEEEKIR12+sEEk8iqbm6+TzS5SKsVrXqvRmHE4jhMM/BbRqJszZ86wurpa83qVSkVjYyMtLS0MDAzQ5naj+rf/Fv7Lf0GZmaXYPECu5wRlbyclVwsVZ+DGxaoV9KGr6LZX0OxE0IcnMCxfQlVjKOxjFwUHDqCMjpJs9HEtn+bc5gZVVW11bG4vRqsVtUaDK9BC97HH6Th4BJ1hj+MJ7yKlqrB4dYuLry8TWdypa63RosPhN+Pwm3D4zTgbLQQPONEbr99xo7i0RPyb3yR/dYxqoUA1naa4UMf4xevQtbRgOngQy/HHsH7uc2hdcpNafFKlWmE+OU+6mKZcLbNT3GFpZ4np2DQn106SKWXqqtdgaGDIM8SwZ5heZy9dji7cRjd6jR6DxiChKiEedNXqbqBq6SRMvgpr53e7VZVyUKjj66RK/Zcj/QKHd/9sD8IDErQWQty+XLHCq1fX+dbFEOeW4lRuMj57tMXBQJON4YCDFwb9uK03f0BBCCGEEI8OCU6JfSHBKSGEEEIIIYT4pHI5TTJ5gUjkVaKbb1CppGtaZ7UOEAz8OnCMsbE5rl69SjabrevcjY2NHD9+nJ6eHqz5PIyNwVtvwTe/iTI9Tb7naRLP/w+37kT1AU1yA/O11zAuvId+YwZV9eZPed9IJRBg7vAob6vLZAy6utdrdXo8rW14Wjto8Pkx2WyY7A24A604m5tRq68/8u5eURSFzZUUi1e3WLq6xdZqbe8Dn6bRqmkddNE66MYTtOJqttwwSAVQ3twk/e5JshcukB8bozA/v6fxfgCo1ZiPHMFy4gSWJ57A2H8AlVbGJokby5fznF47zdmNs0zGJpmKTd3WyD+tWku3o5sDrgMfvfqcfVj11ju4ayHEPZPehPVLsPgOTHwfkrWN/P2IxgCOVvD2QfAoBB/bDVTpzfuzXyHEfSORLfLmZJTvXApxeu7mY8c1ahUnejw83+/nWLuLHp8VtVp1l3YqhBBCiPuNBKfEvpDglBBCCCGEEELcWKVSIBZ7h43Iq2xt/ZRqNX/LNWq1Eb/vlwgG/zu2tnRMTU0xNzdHLBar69w+n4+Ojg46Oztpa2vDGArB+DjV6DaZdR3ZrIOSylF7wVJhtwtVaAxD6Cr6tXHUxfq6yygqFZnebkKBJtaKeba0ajYddgr6+sNUH9Lq9DT4G7E4HFgcLlqHD9L7+FPojaY917zTCtkS2+sZtkNpoks7hBeSJKP1B0pUKmjsaqDrkI+2YTcNXhMq1Y1v/FTSaTJnzpB5910y75+ltFLnTemP02jQer3o/H60jY3oGv3ogi0YurswdHej9Xr3Xls8lKpKlWQhyXZum9XUKle3rnI2fJarW1dvq26rrZU+Vx9t9jacBiduk5thzzAttpabfjwIIe5jigKh83Dpj2HsW1Bn97qPqDTQOASNw2BrBlsjeHrBPyij/oR4SK3Gsvybn87yyoVQTce7LHq+fqyF336yHb/9/u9oK4QQQog7S4JTYl9IcEoIIYQQQgghalMuZ9jafoto9DUymTny+TWq1ZuFZ1T4fC8RDP4mjoYjlEpltra2CIfDrK6usrq6yvb2zZ+w/pBaraazs5OBgQG8Xi96vR673Y4uA9mxTXJXNilt1NfdCqWKLjqPPnQVQ2gM/do1NKko9cYWFJWKUm8P6z4P45Uiq+4GMqbbu4mhM5roPf4kLYMjNPf14/A33XeBip2tHHMXosxf2mQ7lKZSrr8zlMGsxRO0YrTo0Bk0OBrN9B1vwuq8/jiScixG7upViguLFFdXKK2tUUkmqSZ3KIZCUN5bRzEA0+gort/6TWxf+IJ0phI3Nb49zp9O/ilvrbxFurS3bmzX02RpYtgzjN/ix2/209HQQbejmybL/ffxL4S4iUIKFk/C9hzE5mH1HETHb7+uswOO/2048jdAJ2EJIR4255Zi/LNXJ7gaStZ0vE6j4kSPl6FmO0OBBp7ocmMz7v1hDiGEEEI8GCQ4JfaFBKeEEEIIIYQQYm8URSG5c5GVlT9kc/MN4MY/mxuNQdzuz2IyBjCaWnA6HkOvd5PJZFhdXeXSpUtMT0/XdX6VSkV/fz+f/exn8fl8lLZylENJyueuUZrZIKdqRlHXefOgXEST3kYbW8E0fwbj7Cm0qWh9NYByawv5gwcJuRqY2omxqpQp6vZ+I8Pu9dF5+Bitg6OYHU5MNjsOfyNqzf0x4q9aVUjH8iQiWRLRLPFwlpWJbXa2bt2h7NPUahXdR300dTswWnSYrDqMNh0mqx6TTXfDAEk1nyc/Pk7mzHuk3nyTwtTUnq5F43Bg6OlB39Hxwasd44ED6Bob91RPPLwq1QqLyUXGtsaYic8wm5hlKblEtpylUC5QrBbvyHmcBicvdrzIV7q/wgHXAdQq9R2pK4S4i1Ibu2Gq9YuwdhE2JyFfWzjiF9ia4fBf3x3r5x/c/btGAr9CPCzCyRxTGymurib54dg6M5HaQto6jYrHOlw82+fjuX4/HR7LPu9UCCGEEPeCBKfEvpDglBBCCCGEEELcvlxulXD4W4TD3yJfWK9hhRqn4zGcricxGpoxGgOUywGuXJlkYWGB9fVaavyl1tZW3G43brebpqYmmpqaMKr15K5ukZ+LU5iPU81U9nRtqnwKTSaGZieKNh5CG1tFGw+hi62iSW6gUmqrW2ptJdndRayjlY22ViKqKpvLi+R29nbj1Gix0nnkMbqPPU7r0CgG8/11c0RRFLZW0yxf22IrlGF7LU0iUmdXsE8xWnT42u34220fvLVjsumve2xxdZXM6dNkfn6G7IULVGrsbnYj5uPHcX791zCOjKA2mdDYbKj01z+3EACxfIzp2DRTsSkmY5NMx6ZZ2lmiqtTfne3jTFoTbqObYe8wh3yHOOQ7RI+jB436/ghSCiFqlEtAbGE3TLV6DkJnd/9eL5UarI0QOAz9X4a+F8HYcOf3K4S4JybDO7w9HeXCUpyzizFShdo6rHZ4LDzT4+FEj5cnutxYDBKwFEIIIR4GEpwS+0KCU0IIIYQQQghx5yhKlejm6ywt/XvS6cm61mo0Vny+F/F4PodStRKN5lhdzTM/v1jzSL+P83g8dHV10dnZSUtLC/q8msLyDsXpKIVrYcrl2x9zoyrmMM6fwTzxJsbF91FVSrUv7u1Fefppih3tZFtbSPb0sLo4y/i7b5GJx+rbh1pNY1cPzb0HcAVacTUFMNkbMNlsmOwN982Yr52tHAuXN1ka22ZzeYdifm9hto+zuY342+14WqxYHQbMdgPOJssvjPur5vOUo1FKGxuUIxFK62GKi4sUZmbIT0zUf2K1Gn1bG4bubjQuF2qjAW1jE/Zfegmd33/b1yUeTrlyjtn4LDPxGTZzmyTyCeaT81yOXqZQKey5rkVnYcQzwkHfQQ76DjLqHcWiu7/ClEKIGmS2YO0CJFYgHdl9G5mAzSmo1vg9hkoDrk7w9oH3wO7L0w0WH5jdMuZPiAdYrljhlYsh/vDkAkvbtT+QYNZr+CtHgvz2k+10eq37uEMhhBBC7DcJTol9IcEpIYQQQgghhLjzFEVhO/YO4fC32dp6k2p1b4EAo7GFttbfRat9hqmpOVZXV8nn86TTaZLJ+jo1ud1uAoEAwWCQYDCIv8FDcSxE8b0ZCms5SooVRXsbNxPLBfSRWfShMUzzP0cfGkNVT2cZqxV+4zeo/tqvsV4ts7wVYX12kvXpKcqlvY/8sjhdHHjyBAee+izetg402vvjaXOlqpDczJGIZikVKqTjBSZOrd92V6oP2b0mmrsb8LXZ8QStuJotGMzXH5dYmJ8n9sd/QvIHP0DJ3t75VUYj7r/5N3H81a+jNplQG42obmNMo3g0FCoFrm1dYy29RjQbJZQKMZ+YZyY+Q7Zc//ukWqWm19nLgHsAs9aMXqPHY/LQamulxd5C0BpEr5GOaUI8MNKbcPr/hHN/AOX6x+B+gsW7O+LPNwC2xt2/u3t2O1ZJ5zohHgjVqsJ0JMW1tSTX1pKcnN1iYStT09pev5XDrU6e6fXywmAjGvX98YCFEEIIIWojwSmxLyQ4JYQQQgghhBD7q1xOADXLRwAAIABJREFUEYv/nFxuhXx+jUTiHOn0VF01dDoXNms/ZksnFnM3JlMH4bCKkyevEIlE9rQvq9XKgQMHGBgYoK2tDY1GQzVfojK+SP79RXLLeYqKHdR7CxqpM3EMKxfRbS2i21zAsHwJdbG2GxoAGAxw+DCVJx5ny+1iJZ1kU6kQVykkIhvk06m696RSq2nw+nG3tNLY1Utjdy/NvQfQG01119oPSlVhdTLG+myCXKpILl0inymRS5VIJwqUC7fXocpg0eLwmWnpd9F9xIer2fKJblxKuUwpFKKwuEhxcYni4iL5yUny167t/aRqNYaeHkyjo5hGRzCNjqLv7ESlVt/WtYhHQ7FS5O3Vt/ne3Pe4GL1IplTH55CbUKGiydJEh6ODAdcA/e5++l39BKyB+6ZDnRDiOtJRmHkdwpchfAXiS5DZvDO1TS7ofh4ah8DR+pfdquRzghAPhMWtDG9NRXlrKsLZxRilyq3vmx5scfC/fW2Y/ib7XdihEEIIIe4ECU6JfSHBKSGEEEIIIYS4+7LZJbZj75LPhcgXwiQSZykWt+quY7MOYrE8iaKMkEo5iUajhMNhIpEI9fyuwGw209fXR2dnJ8FgEIfDgUqlQsnlqX7zu1R+/DMq4wuUzF7KziBlVwtldxtVs6P2zVZKGJYvYFw4iz46iy46j7qQrvua8XhQjhwh1dxEuFxgKbPDjFKiuMeuRmqNlsCBAVqHRmnq7sPf1Y3Rcv+N8KhWFeIbGaJLO0SXUkSWdtgOpalW9/47IbvXRGu/i5YBF4E+JwbT9UNy+ZkZEv/tm2TPnqWSTqFkslTq7Hj2cWqLBUN3N/quLgxdnbtvu7vRBSS0Im6uUq2QLWeZS8xxOXqZS9FLXI5eJl6I35H6dr2dbkc3QVuQoDVIwBYgaA0StAXxmrzy/inE/aiUh+gETL0KE9+H7dk7V9vRBv1f2u1OZfGCtxec7XeuvhBiX6TyJd5biHFqdpPXxjeI7Ny4+69GraLLa8Gs19LmNvPycBOf7fOh10rIXwghhLgfSXBK7AsJTgkhhBBCCCHEvVetlonHTxPdfINCIUyplCSVmkBRah9RZzA04fU8j9f7eUymUZaXQ8zPz7OyskI0Gq0rSGW1WgkGgwQCAVwuFzabDZfVivXKFbhyBZaXUWZmKC7EybY8Tr77SSp2f93Xrd1awrB6BUPoKvr1CTSJNfYSS1D0elKfeYbVx4+xatASy2XIp1OktrcpF+sfk+hr76J99BAtQ6N4W9sxNzjuy8BEuVRhazVNdHmH5GaO3E6Rne08myspqjU8Zf9xKrUKf7uNpi4HNrdx9+Xafas3/mKgqpLOUJyfo7i0RDWbpRyLEf/TP6Oyvb3n69E4HJgOHcJ89AjWZz+HobNjz7XEo0NRFJZ3lrkUvcSVzStcil5iIblwx89j1BhpsbfQ5+xjxDvCiHeEXmcvOrWMohTivpLfga1Z2JqGzSnYnIbECmS3d1/V8u3V7/sleOGfg0u+RgnxIChVqvxoLMx/+fkSl1YT1PIjkdOs4+keL6PBBg61OhkJNqDTSJBKCCGEuB9IcErsCwlOCSGEEEIIIcT9KV/YYGXlD1hf/29UKvWNp9LpnHi9X6C56a9gtx+iWCwSDocJhUKEQiEWFhYoFmsPZX2opaWFoaEh+vv7sdvtUK3C+DicOkXl5xcpLMTJO/vIdT+FYrTVXV+dTaAPT6EPT6Bfn0AXnkKT36m7DhYLtLdTbW0l7nZyrcHCZClHJrG3rjRGixWL04XRasXq8hA8MEjL4AiuQPC+DFSVihU2FpJsLqfYWk2xFUqT3MpRLe/t90cGi3Y3ROUy4muzEeh14mu3o/nUk/iVdJrtP/gDUq+9TiWRQCkWqWaze74OfWcnpoMHd7tSdXZi6Ora7Uql0ey5png0JPIJrmxeYT2zTrFSJF/OE86EWU2tspJaYSOzcUfOY9AYGHQPMuwZZsQ7wqh3FL+l/hCpEOIuqZQhtgCRa7tvM1uwE4LFk5BP1F5HY4Cjf2M3RNX6BGj1+7dnIcQds5MvcXklwf/3/jKvj9c+7txq0HK8w8VLw018abQJg1a+FxVCCCHuFQlOiX0hwSkhhBBCCCGEuL9Vq0VyuRUy2XmymXky2XkymVlSqQng1r8PMJu78Pu/hN/3EhZLNwClUomFhQUmJiaYnp4mn8/Xva/GxkZ6enoIBoM0NTVhs9l2u0UtL6O8c5LilWVKG2lKGQ0F/yBlV0vd5wDQxNcwzf8c64Vvo02s7akGAMePU/q7f5fYoVEi66uEZ2cITY6R2AjvuaTBbMHb3oG/o5u24YMEB4bQGYx73+M+UqoK6USB0FSc+UtRVididXel+jitXk1Tt4NArwNfux1XkwWzXf8LQbJKIkFubIzc5Svkrl4ld/Uq1dsY86cyGNC3t2Po6kQXbEFtsaC2WNB3tGMaHUVjvf/GLIr7T76cZyW1wnRsmsnYJBPbE0zFpsiU6gupXk+/q58X2l9g2DOMRWfBrDNj0Vmw6qyYtKb7MmwpxCOvUobQWQidh+QqbM/B0mmo1NC1Uq0FkwtMTvD0QPAYBI+C9wCY3SAf80Lcl94Y3+B//dEky9v1hfw9Vj3feLyN3zjehtdm2KfdCSGEEOJGJDgl9oUEp4QQQgghhBDiwVQsbrG19TabW28Si52iWr11+Mls7sDhOI6j4QharR212oDJ1M36eobFxUVCoRDr6+uUSqW696PVarFYLNhsNpxOJy6Xi7a2Njra22F5mfJPz5K/FKIULVC0Byi720Bdx9PaShXD0nl0mwtokxtotxbRR2ZRF9L1bdRuh5deguFh6Ogg1WBnNbvD6tYmG/MzbIVWqGmGx3VodDpcgRasThdWpwuL043N5cbVHMTf3YNOf//cXCnmy6zPJlidjLE6GScevv3AiEarRqNTo9GqsDqNeFtteFttBHodOPxmVCoViqJQDocpzC9QXJinMDdPYWGBwtQU1cxt7kGlwtDdjengwd1OVQf60AeDaBoabvvaxMOvqlQJpUKspFZYS60RSodYS68RSoVYTa2SLtX5ueY6VKgw68w06Bvoc/Ux6h1lxDvCoHsQs858B65CCHHHFFIw9yasnoPMJkQnITJWXw2jAxqCYPGAxfvBywP+Yej6HGh+cRSuEOLuURSFtUSOdKHMVqrIj6+F+cGVdXbytx7pqdeo+eWDzfz1J9oYDjRIMFoIIYS4SyQ4JfaFBKeEEEIIIYQQ4sFXqeSJxU+zGX2dza03KZfr6eijIhD4dbq7/ke0WhuVSoVoNEooFCISiZBKpYjH40Sj0T3tLRAI8Oyzz9LV1bV7Q0FRYHKS6pVxihNhCpMRilovxaYDKAZL3fU1yQ208TW0yXX0q1cwT/0MVaX+MYSYzdDVRbmtjbjXzUKDlTmNwlZkg3Kxho4Tt6DWaPF3dtE2cojOQ8do7OpBpVbfeuFdko4XWJuJk4hmSW/nScV2X+l44bY6U33I4jDgbDSj1qjQG7U0djbQNuSmwbfbgUepVCjMzZE9e47022+TOXsWyre+aVULtd2OPhhE19KC1udD09CA1u3CODiI8cABVHoZsSRuTlEUEoUEc4k5xrbGGNsc48rmFTZzm3ekvkalodfZ+9G4v15nL06jE4fBgV4j759C3BeqVbj6F/CT/wkye/ue6BPsgd1xfwe/Afam268nhLgjCuUKY6EkV0JJLq7EeX9hm630zX+2aHWZeWHQz0CznQ6PlT6/DZNexvkJIYQQ+0GCU2JfSHBKCCGEEEIIIR4u1WqJ7di7hMOvsLX1FopSW/jEYGjE630Brdb20UunbcBs7sRi6SKR2OHatWtMTU2xtlb/yDybzUZHRwctLS14vV48Hg8Wi2V3vN+ZMyjf+Q7l2Q2KeSNFjYeir5uSt3N3BE4d1NkElis/wDR7Ct3GDCqlUvdeP2IyoRw6ROlAH/mBAZLHjhCOb7M6Mcb69CTFXH2jPT7OaLXR1NNHc28/rUMjNHb1otbcfzdYqlWFbLJIKpYn9v+zd2dBct3Znd+/efMuue9rZe0FFDYCBPe1SfU6ktye0YQnJFszksPhmJd5smPe/GA/+d0xfnCEwrJmIuyZkKXWhEetUUd3S91NNsEm2SCxEigAtVflvu+ZN/NePxQJkq0mCVRmsbGcT8SNm8VA/c8/GVXIi7y/PCfbZv9Wnf1bNbqNQ4TTfg2XT8MXNvCFDLyfOjz6GLWwhau8gbmxwWBjneH6BuNabSp1P+YwDPT5eZRgAGcwhD43h760hJbJ4AyFcIZCaDPpByrkJh4Mtm1T6Ba4UrrCldIVPih9wNXSVex7GKF6rxw4OB09zbcWvsU35r7BYnARxSE/i0L8Rg07cPuHcPvHBx2p2vkJF3TA4quw+o8OwlSBGUg/CZp7KtsVQkzGtm1u5lv85cU9/vy9XdqDL/+3leZ08NRcmBdXory8EuWp+RCG+uBd5wshhBAPIwlOiSMhwSkhhBBCCCGEeHQNh1VKpR9SLP4ttfrb2IcMESmKm2DgSTKz/4JE/B/R6XRZX1+/O9qvUCgwOkR3IJfLRTQaJRaL3T1mZ2fxu1zwwQdYP3+b3kaPtrKM6bn/bgyOQRs9fwu1toda3cHYuYRWuI3jsMEGpxO+/nV47jns2Vk6AT8lLLZqJe6s3aBZKhxuXcDwepk5fpJgMkUgniQ6O0d8YQlfOPrAjf6wbZt6ocv+rTr59Qa1fIdqvstoMEFI7XN4gjqrz6dYOhdFM1TotTFqe4y3NxlVytjdLqNKld7VKwzvrE+9PoDi9eI6exb3uXO4nzyH+9w51Hj8SGqJh1upW+LHOz/mndw71Ad1umaXjtmhbbbpml364y8fqfpFvJqX1fAqc/45kp4kKW+KlDdF0pMk6UkSNGRUkBBfObMHvRo0c7B/EfbeheJNqNyBUe9wa2oeOP7tg3F+gVnwJyF6HDTXdPcuhLgvrb7JX/xyjz+7sMlu9d5/vw1V4dxskFPpAGdmAvzu2TR+l3aEOxVCCCEeXRKcEkdCglNCCCGEEEII8XgYjdo0Ghep1d+l293CsgZ0Orfo9++ve5THc4xY7LdQ1QCGniQSeRnDSDMYDOh0OjQaDarVKrdv32Ztbe1Qe43H48zNzRGNRolEIkQiEXwDHfaajG9sMco2GXacjGwPOO7v09tKt45WuI3Sb+Ls1DC2folr8x0c1mShH3t1FfPll+mcf5L6wix1l0GnXqNRLJC7s0ajcLiOFC5/gPj84sGxsER8YYnI7Byabky032mzbZvR0MIaW5gDi2q2TXGnRe52neztOiPTmloth+IgkvYSm/Phj7rwR1zE5/yEAxb9a9foXbpE/9o1hru7mLu72MPpdMf6NOPUKcJ/8PsEvvtf4vTd/4hJ8XgaWSM6Zof99v7dTlWXS5fZae1MZX3DaZDxZXgu9RyvzLzCufg5Iq6IhKmE+E2wLGjlDsb6dcofHSUo3YRrf3X/oSqnAZmnYf6lg2PueXCHjmbvQogvNLZsfnyjwF9e3ONnt0oMR/d3nRvz6fzv/83TvLQSPaIdCiGEEI8uCU6JIyHBKSGEEEIIIYR4fI3HfTY3/w07u//nobtRAXi9q/h8J9G0IIaRJhb7Bj7vcfb393nzzTdZX1/HNM2J9xsKhZibm2N+fp7jx48T9AYYvXOF0fd/wiA3pBM9j6177ntdpVPFtfkeSr91t0uVsXsJZdCeZLOwuAipFCwu0j91kj2/lxvVItvXLzPodA69tMOhEJ7JEJ9fJJSawR+NEogliC8s4Q0/eCGJsWlR3msz7I8YjyzqhS471ytkbzcY3+eNpi9ieFUyq2HSK0FSy0Ficz6cTgejUhlzbxdzb49Rtca4Xme4tUXv0iVGhcN3CQNwaBrqTBotmUJNJdFS6Y/OqYNjbg6n3z+lZygeVbV+7W6I6mr5KsVukfqgTrVfnXhtt+pmzj/Hs8lneTXzKs+mnsWtyggwIX6jejW49O/hyp9D7vIhF3FA8gmYfxEWX4HV35bxfkL8BrT6Jj9dK3Et22Cj1OFmvnlP3agUB/zr75zgj19akO5TQgghxH2Q4JQ4EhKcEkIIIYQQQgjR72ep1i4wMpuMRi1G4xajUYvBoECrdR3TvP+b937/E8Ri38TrWcZwLVGrutnZ2aVcLt89Jg1Tra6u8vzzz7O4uIiqqliDMb1LBfpX8wy2Wlgj5fCLW2O0wm2Mnfcxdj5Are3j7NRwDDtMFEuKxbD/yT+h+fXX2QkF2L6zxvbVS/RbzUlWvcsTDBHJzBKMJwkl06RWjpM6fgKX1zeV9afJGlt0m0PatQGd+oB2/aPzR1+XdlqYE4z/U5wOYnN+4nM+VM2JQ4FgwsPSuRje0EHHLrNQZFwpM262GJXLDLe2GG5uMqpUGNfrmLkcVqMx0fN0xmMYyyvoy0sYS8voK8sYy8uoqdQDF3ITD5Zit8jf7fwdP9n5Cdcr12kOJ/97wulwshJa4WTkJHF3nLArTNAIEjbChF1h5v3zhFzSxUaIr0z5Nqz9LdS3oZWH7AfQvL9uoAC4w/DUH8GJ3wVfAvwp0KUjohC/Cfv1Hm+vV7iwXubt9Qq5xueP6tWcDl5cjvL6apyXV2KcTPlRFLk+FEIIIT6PBKfEkZDglBBCCCGEEEKIL2LbNp3OLbZ3/oRC4a8P3ZnKMFLE498hHvsWweBTOBwuWq3WZ4JU+/v75HI57vd9DlVVmZ2dZWFhgYWFBWZnZ9E0jVG5x+jGDqO/f5fhTot+YAnbNVn3H8egjZ69gb5/DWe3BpaFMmijZ6+jNu+ze5Gqwvnz2E8+SScWpenz0B4OafS7bNoj8oUc5uDzb7Tc+6YdRDNzzKyeJH38JOHUDIFEAn8khkOZIFx2xMzhmI0PSqy/X6RTHzAe2wy6Ju3qYOK1k0sBZo6FiM/7CSU9GB4Vl09DM5yfCTPZto25s0PvyhV6l6/Qu3KF/rVrByOYJuQwDBSPB4fLhTYzg/eFF/C+9CJqOo3i9eIMBHA4728UpXh02bZNvpPndv02hW6BQqdAoVsg38nfPffud/TX54i4Isx4Z/DpPkJGiOdSz/Hd5e/i0e6/o58Q4j5Z1kF46tYPoLYJ7QJUNqC5d/9rxVZh5umDEX8zT0PqLGiu6e9ZCPG5bNtmr9bjRq7JhfUK//bC1hf+ed2pEPRoRL06rx6L8ccvLTIflddfIYQQ4mMSnBJHQoJTQgghhBBCCCHuVa+3R612gaFZY2TWaTQ+oNF8/77DVA6His93Co9nEZcxg9s9j9d7DK93lfFYZ2dnh3K5TLVavXvU6/V7Xl9RFGZnZ1lZWSGdTuP3+/H7/XjKFUZvXGK8W8QuVBn03HT9Jw413u/XcTYL6LtXMPYuo2c/xNmtofRaOMbD+19MUbC/8x26v/s7FDMpyvk8uUaVYnaXRnGy8XIfc/sDnHzldc781rdILC4/NN2P+h2T0k6LRqlHq9Knlu+QvV1n0B1NvLaiODC8Kv6Ii5njITInwkRmvPhCBorzIGRmZrPU//Ivqf/Vf2SUz09c8/M4PB68zz2H95VX8Dz7DMbx4zg0GeUifj3btmkOm1wuXeat/be4WLjIbmuX7qg7lfV9mo/vLH6HWd8sUXeUE+ETnIicQFXUqawvhPgS9V3Yefvg2H4bSjfufw1FheSZgxDVzHlInIHEKTAevK6UQjyqfrJW5H/880vUu/fWedfhgG+eTPBPn5rlGycTuHUJ1QshhHi8SXBKHAkJTgkhhBBCCCGEmIRpNmg2LzEcVhiaVaqVN6jWLgCHe6/C6z1OOPwSkcirRMKv4nR+NFLNNMnlcmxvb3P9+nXyhwiseDweUqkUyWTy7jnkC2DvdLF2i1h7ecYbOQZNDdObPtT+fx1nI4dr65cY2xdRK7uozTyOfuv+R/4pCiwvM15dpX1ylcLqcUohP61Kher+LqXtTUbmIUJagGa4CKXShFMzhFJpQukZfOEonmAIbzCEOxDEqT64AQnLsinvtsitNyhsNMhvNGlVp9Ct6yMOxYEvZOCPughEXfiiLvwRFy5tjKNVh2YVb7+Io1zALOQZ5fKY2SzD3V0YTR7oAnC4XBgrK6ixGM5oFM/TT+H/7d/B6ZNRTOLXs22b2qDGB8UPeGv/LX6R+wW7rd2pre/TfJyNnSXtSxN3x0l4Ep+cPXEirogEq4Q4Kt0q7L4DGz+Dy/8B+vceMP8sx0EnqqXXYPFVSJ+HwPSugYQQ/1Ch2ef/emuTH14vsFnu3PP3eXQnv/dUhv/hW8dJ+KV7nBBCiMeTBKfEkZDglBBCCCGEEEKIaev3c1QqP6XTXafbWafe+CXj8f13PXE6fcTj3yLgP4fLlcbtXsTrPQ7A7u4uFy9eZGNjg1arNdF+3W43wWCQUChEKBRiZWWFxXAK8+01BlezDPM9LFPB8oSwpzTixjHo4mwVUBt5tMJt9Oz1gy5Vvcb9LeT3QzIJyST24iK9RJx2PEY5k2a/1yF7+yblvR2YwntHbn+AxNIKc6fPkjl1huTiCprrwb1p02kMKHwUoLJtm2FvxPb1KsWt5pHUU3WF06/M8OS35ghE3QDYpslwb4/h5iaD9XWGG5sMNzYYbGxgTfhzCwddqfxf/zrOSATFZeCMRtFSabRMBmP1OIphTFxDPFoagwYfVj5kp7lDfVC/e9QGNYrdItuNbYbW4QKYv0pxKERdUeKeODPeGb42+zW+tfAtAnpgKusLIT4y7MLVv4DbP4RmFjolaOxx2BA73gTET0BkCSLLnxzxk+CUzodCTItt26yX2rxxq8yF9QrvblZo9r88cO8zVP7V11f4/WfniPnkWk8IIcTjRYJT4khIcEoIIYQQQgghxFEbj/tUq29QKv8d9fp79Hrbh17LMFJEo68TDr2A338Gt3uRer3Jzs4O29vbbG1tUavVJt6z3+/n3LlznDhxgkwmg7PVwn77F4xu7THM9TGbYHd60GxhuuMMZ06BOvmNC2dtHz33IXr2Bnr2Olp5E4fZv//uVHAQqFpdZZxM0gr4KYT87LoNCuMh1dw+w15vss06HETSGRJLKySXVkgsrZBYXMHle7BH/rRrfXLrDUo7Lcq7LbpNk0HXpN8xGQ2tidd3KA7i835mjocIJdzobhWXR8MfdeGPunCqCrZtY3W62IM+VqtF9/0P6Fy4wODWLax2m3GjgdW59w4Ev5aqYhw7hrGygjaTRpuZQU2n0dIz6PNzKG73xM9VPHrG1phsO0ulX6Fttnm/8D7fu/09qv3qVNbXFZ0nYk8Q0AOEXCHORM/wTPIZVkIrKA5lKjWEEMCgBbnLsP8+ZN8/ONcPf/0FgOaFhZdh/kUIzIAvCTNPgScynT0L8ZizbZu+aVHrDnl7vcKfXdjk2v4XB/7PzAQ4PxdiKeZlLuIh6tUJe3UWIh5Up7yuCiGEePRIcEocCQlOCSGEEEIIIYT4qg0GJTqdW/T7WXr9PbrdDTqd23Q668D9BVcURcflmsXtnsPvf4JY9LewrAU2NrbY2dmh2WzSbrep1WqMDjkyzeVyEQwGMQwDv9/P/Pw8i4uLxGIxnIoCN29i//jvGV7eYlAaM9RTjEIzWC4/ljsAk46qssY4Bh3UehatvIVWWMNz/Uc4+4fsnBSNYj31FLVknL1GjWyrRkNx0HG5aLtdjFTnRNsNxJOE0zP4IlF84ehH5wjxhUWCidREax+1kTmm1zIpbDbZv1WjuN2iVenRa5lTWd/hAF/YRSDuIhB14wnqeAIGwbib1HIAw3PQycO2bQa3b9N56wLd996jd/UK41J5KnsAQFEwVlZwnTmDcWwFfXERfXERbX4eRdenV0c8EobjIW/tv8V2c5tqv8pua5eLhYvUBpOHVD/m1bwsB5dZDi6zElphObjMfGCehCeBV5NxlEJMRadyEKLKfgCFa1C4DpU7k62paHDid+D8P4fl10GTUK4Q02LbNpf3Gvz15Szfv5Kl0Bzc8/eGPRp/9OICf/zyonSlEkII8UiR4JQ4EhKcEkIIIYQQQgjxoBiNWtRq71Cpvkmp9AOGw8MFRTQtTDz2bZLJ7xIMPoOiGNi2TbVaJZ/PUygUyOfzlMtlGo0GlnW4LkMOhwO/3080GuXUqVOcPXsWt9sN/T5ks5DPY6/dYfD+Fv3cENMZZhxIMg4kJx755xh08F38Hu7bb+Iw+yi9Js7u5CEGW1ForSyzd+YkGysLlG2LbqNOrzWd8XbR2XmWn3kefzSG4fYQTKRIHVvFqU4YLjti5nBMq9L/6OjRqg5oVfv0OyZj06JW6NJrTjjezAHRGS/eoIHmUtHdTnS3iuFWCae9xPxD9HaJcbVK7+pVGn/1HxkVi9N5gh9TFLRMBn1pEWN5BX15CWN5GX15GWc4jMNxqN5n4hFk2zYbjQ22m9uUuiWKveJnzqVuaWrBKrfqJmyECRpBAkaAoB4kZIQ4nzjPN+e/iUfzTKWOEI+lTgW23jw4spcOAlWj/uHWcuow9wIsvQaLX4PMM6BKGFeIaTDHFv/3L7b53358m0bv3gP9uqrwXz09y7/82hLL8Qe7K6wQQghxLyQ4JY6EBKeEEEIIIYQQQjyIbHtMrf4ujfov6Q9y9Hv71BsXsaz7Hy/ncGhoWphA4Byh0HOEQ8/j851GUVQsy6LdblOv16nX62xubnLt2jVM8/47DKmqyuzsLMFgkEAgcPeIRCJEIhGca2vwve9h//SnWFduMnb6MGOLDNOnGc6cxkwcA+fhA0TOZvFgvF9xHbWeRa3tohXu4LDHh16TEyfg9dexTpygEwlRaNTJ7e+SL+bJN6sMVfWgjdIENJeb2VNniM0tEEwkCcaTBBIpAvEEqqZNtPZXZWxarL2b58rf71HZbx9ZHX/UxfyZKItPREkt+RhffZ/hzg72YIDV7WIWi4xyeQZ37mDu7U21tsMwUGMx1HQKfWHhoENVegY1HkfLZNCOWnTNAAAgAElEQVQyMxKsEp8xHA8p98oUugUuZC/w/fXvs9ee7s+lV/PyzflvkvFlCBkhMr4My8FlZnwzOJXJuucJ8Vgam1DdhNomVDc+OfJXoV24v7VUF4QWILwI4YWPHi9AcA5C8+AOT3wNIcTjptYZ8u/e3uLvbxa5ut/gXm8POxzw1FyIdMhNOuDi+aUIrx6P4dEf7A8vCCGEEL9KglPiSEhwSgghhBBCCCHEw2I8HlCv/4Ja7R1a7Q9pta5jmtVDreV0eggGniYUeo5Q6Hl8vuMoigtFMRgOTdbW1rh16xbr6+v0evcf1vqH9ZwkEgmWlpZYXV1lJplEu30bx82bcPs2rK9jN1oM9zsMrQDDmVMM06cYeyOgHn68hqPfwrX1HsbOZdTyJlp1B6XXwGFNEKb6FFvXMYMBem4XTVVlx2OwPpOgFPRPfjPU4cAXjhBMJAmlZkguHyO1cpzIzCyG58Ed3dVpDMjdaVDcatLvmAz7I7rNIc1Sj05jwq5Uv8IXMYikfQRiB6P//FHXweOYG3XYZrC2hrmfxcxmMXM5zFwWc3dv6qEqAHUmjffll/GcP4++vIK+tIgzFJIwlbjLtm02G5uUe2VawxbbrW0uFi7yQeEDWmZrqrU0RSPhSZD0JEl6k6Q8KVLeFCciJzgZOSnj/4S4X7YNpTXYfANqWwchqtylyUb9BWbh7D+D838I8RNT26oQj4tqZ8jF7Rqb5TYbpQ75Zp9a12Sj2KY1+PIR5bqq8OqxGH/04gKvr8ZRFLlmE0II8eCT4JQ4EhKcEkIIIYQQQgjxMDPNBr3+Lp32GpXKG1SqbzIaNQ69nsPhxOs9QSj0LKHgswQCz9Dr6fT7ffr9Pvl8nq2tLfb39+l0OhPvX9O0u4fH4yEQCBC0LBavXuX4W2+h7e9j48AagKmFGWbO0H7mn2F5QpMVNgeozTx67gZ69gZ67kO04joO68tvstzT8skk3eVFWok4pVSC9ZCfne0N7EOORfxVhtdLMJEiNjtPdG6B2PwCsdkF/LH4Ax3UGQ3HNCt9mqUerWqfbmtIpzagsNWkmp385+nTggk36ZUgqeUg6ZUQ4ZQHx0c3xMbNJv0PP2SwtsZwe5vB5ibDrW1GudxU94CmoUYi6EtLuM+exXXuLPr8Alomg9MnwRVxwLZtCt0CG40NNuobB+fGBvlOnmK3iGndfwfAL+LAwYxvhln/LIuBRV6ffZ1XMq+gOJSp1hHikWfbsPsuXP73sP4TqG8ffq3QPGSehYWX4dQ/Bn9yevsU4jHTGYz48/d2+dOfb7Jfv7cPgCzHvPzBc3P8F+fSzIZlBK4QQogHlwSnxJGQ4JQQQgghhBBCiEeJZZnUahcoFP6GavXnDM0qtj3ZTXe3ax63ZwFDj+NyzxEOPU8w+BTjsUK9Xuf69etcunSJer0+pWdxQNd1Tpw4wfz8PJlMhqhtY1y5gvWDH9FZH9H3L2MZfmzNYBRMTdSZCoDRAK20gVrbQ63toWdvYOxdRhlO3nELVcU6e5auptLDZmjo9BUHxX6XXZdOPhLC1CYfFeLUNAyPF93tJhCLE07PEp2dY2b1FPHFJZQHeHRXv2NSy3cZ9kYM+6ODc29Mu96nsNmktNvCGh3+PUDDoxJKegglPAQT7s+cdffB/3ur12O4vc1wY4PB+gbDzY/O29vY/f60nioAajKJ+/x53E8+iTabQY3HUcNhFK8Xxe9HcbmmWk88nGzbpjls0hw0aQwbNAYNmsMmN6o3+E93/hOVfmUqdeb983x35bvM+mZJeBIE9AA+3Ydf8+PVvWjKwzE2VIjfqNoWbL4JW28edKZqHTKM61Bg8WsHI/6cOngikDwDqbMQWgRFQo5C3IvR2OJvrub4kzc2uJ5t3vP3nc0EeX4pwrMLYZ5ZDJPwyzWZEEKIB4cEp8SRkOCUEEIIIYQQQohH3Xg8oNvdoF5/l3rjl9Tr7zIclidaU1FchELPEQm/RCj0PLqeptWCRqNFs9m8e9TrdUqlEu12eyrPxeVyEYvFeOqppzh35gxaowGFAvbmNuZajuFmjVGxzQgPw8wTk3emskao1V0cwx7KsIda3UHP30QrruPsVFA6dRz25GP/bEWhn4jTCQZoeNxUNCclh03T66bp8dB2GxOP/jM8XgLxBA6HgqrrJFeOMXf6LMnlY3hDYZzqgx2MGA3H7K3V2L5WYf9WnXqhi21N5z1Bt1+7G6QKJg7CVaHkwdea7sS2bax2m1GphLm3x3Bri+HOLqNiEbOQZ3BzDXswmMpePuYMhdAyB4Eqh9uF4vHgWl3F/eyzuE6exOF8cENw4qthWibv5N5hs7FJrV+j2q+y2dg8+HpQm2ott+rmVOQUL8+8zCuZVzgdPS0dqoT4IrYNvdpBF6raFtQ+Otd3oLF38Hh8iNcN3fdJiCr5BKTOHXytSbBDiM9j2zbblS57tR7FVp8rew3+7maB3eq9fThiLuLmuYUIrx6P8bXjceL+CT+sIYQQQkxAglPiSEhwSgghhBBCCCHE48a2bXq9Ler196jV36XReB/TrGNZPSxreOh1HQ4VXY9hGCkMI/nRcfDYtoIUS2M21htsbW3T7XYZjSYbi+f1ejl27NjdEX8LCwukUikURYF6HXtjE/NWnv56g1Ghi2kajPQQtuGFaXVesi2cjQJaeRO1tovSa6L0mgcBq+yHKKPphGksTaM2O8NuPMK+7qSnKPR0nbrfw1CbTuDJ5Q8Qn1sguXKcaGYOTzCEJxgiOjuHZjx4N2THpkWt0KFR7NGs9GmVezSrfZrl/lRDVb6w8ZlOVf6IC9VwohlOfCEDX8QFwwG999+n+8uLDDY2GK7fwdzPYnW7U9nDr3LoOs5YFDUaQ41GccaiaIkkxokTuE6eQJubwyEdSR5rHbNDoVug0ClQ6BbId/JsNbf4sPIhW40tbCb7/QgZIV5Kv8SJyAkSngQpb4qEJ0HCk8Ctuqf0LIR4hA07cOOv4dL/A9tvwyQjORUNZs7D3AufHDLqT4gvZNs2V/Ya/Nlbm3z/So7RfVw3ZkJuVhI+TqcD/OHz88xHZbSfEEKIr44Ep8SRkOCUEEIIIYQQQgjxieGwSqNx8aPOVBdpta5i25MFnD7N5coQi32LaORreL2nUZQQpmkyHA5pt9s0m012d3e5fv36obpUud1uMpkMiUSCeDxOPB4nFovh+njsWauF/cEl7KsfMsx1GTYcDMd+hnoCyzVhd6pfNTbR82sH4/+qO6iVHbTKNs5mAYdtTa1MLxKmHgxQ0ZzUDI1y0E8+HKTrnk7YSXGqJFeOMXvqCWZPnSFz4jSGxzuVtY/KsD+iuN0iv14nt94gv9Fk2Jvez/GnOVWFQNxN6KNuVf6IgSdg4A3quA0LrV9jdPMGvcuXGdy5g5nNYuZyYE42QvOLKB4PxsmTuE6exDj10Xl1FcWQDgkCeqMe+619dlo7/Gj7R/xg6weMrOn9fvh1P3F3nLg7TswTI+6Osxpe5bXZ1wgawanVEeKRYfYhfwW2fg7X/wryVydf0xuH0AJElmD2eVh4GRKnphccF+IRUmz2+f6VHH9zNcfF7fvr2Kg7Ff67Vxb5V18/RtD9YHdvFUII8WiQ4JQ4EhKcEkIIIYQQQgghPt943KPTuc1gWGIwKNBsfEC1doHBID+V9XU9Tjz+HeZm/xiv99jd/25ZFjs7O+zu7rK/v08+n6fZbGJZhwscaZqGrusYhkEwGCQcDhMOhwmFQncfG60ho//8BqO3r2CWhgziJxhFF6byPD/DHKBVttHKG2ilTw6lXWayYXyfNUrEaS4uUAgHuWOP2HVp9FxTCM44HPjCEXyRKIFonPjCEomlFeKLS/jCURwTjhQ8CrZl06r2aRR71Ivdg3Pp4Nws9bCm1J3q83iDOrE5P5G0F5dPQ1NBa5cwcrfQ9tawy0VGxSLjVgur02HcbMKEHdl+lcPlwvvii3hffRV9YR41FkONxXBGIjL27zFX7pX50faP2GnuUOgWqPQqtMwWnWHn4Gx2sKYQ9lQdKk8nnybjyxAyQqR9aU5GTrIaXsWrPdhhTCG+UqU12H8fRj0YDQ/G+uWvQuEq9BsTLOwAVxB8SVh4CVZ/G9LnQTVA88i4PyGAYqvPxa0av9yucXG7xvVsA3P85deJquLgiUyQF5Yj/P6zc6zEfV/BboUQQjyOJDgljoQEp4QQQgghhBBCiPtj2zbd7ia12gWqtbfpdjcYDAqMRpPczIOA/xy6kUDTQrhdc3i8y/i8q3g8KzgcDizLol6v895773Hx4kWGw8OPFfx1NE27G6IKh0IkLIvkTp7IfhklV8Sq9zC1KEN3mpERwtL9WJ7pdaly9Jpo5c3PhKm04m0Usz+1GuNMBvPsE7SXl8ipCtvtBvmxSbPfw55CMMIdCBKfX8ATDOMOBIjMzJE5eZrY7PwDOzrOGlu0qgMaxS71u8GqLvVCl1alz1G/7ehwgD/qIpT0EEl7SSwGSMz7cI8ajPb3D8JUvR6jYonuxV/S++VFxvX69DagKDjD4btBKn1hHs9LL+F98UWcfv/06oiHlm3b5Do5LmQvcCF7gV9kf0HLbE21RtQVJePLkPAkCBpBQkaIs/GzvJh+UUJVQnzMtqGxC/lrULh2EKbKXoLGzuRrO5yw8g341v8CqbOTryfEI6Jvjrm0W+etO2XeuFXi6n6DL8vbKw747rkZ/vtXlzgzE0B1PpjXwEIIIR5OEpwSR0KCU0IIIYQQQgghxHSMxz0Gg8KnjvxnHrfaH2JZg/teV9PCBIPP4HJl0NQAupHAZZyiXDbodvt0Oh2y2Sybm5v0+9MLGX1SX2N5eZnjx48zPz9PNBrF6XSCbWNX6ph3cozWsowur2Hd2caydAaZJxiHM5MXt0ZohTvoxdsonRpKv4nSbaD0Gjh7DZR2BWengsMaT1TGjkYZz87SjUZoeFw0PG5qboP8eMRer4014Q0fzeXGF4niCQTxBIN4AiG84TCp5ePMnDj1wI7+G5sWjXKPeqF7EKgqdOm1TUamxaA7olnq0e8czcg9zeUknPISSXsIp71EUl7CaS++iAG9HuNKmVGlwqhcZlypMNzaon/jJv21NazGZCFGAJxO3OfP43v1FdxPPoni9eJwudGSCZRg8IHsLCa+GiNrxLXyNS6XLpPv5Cl0CxS6BYrdIqVuibE92d9Hn6YqKifDJ4m4IwT1IEEjSMAIkPameWXmFeKe+NRqCfHQauZg9x3YfffgnLsM1mFfmxxw7g/gqX8O8y+DU53qVoV42PXNMVuVDu9v1/k3f3ebfPOL/+3h0Z2cmw2yFPMyG/bwWyfinJmRsbVCCCEOT4JT4khIcEoIIYQQQgghhPhqjMddqtWfU6m8Qat1nXZn7VBBqo85nR48niUMI43bNYvbvcRwGKXdiVIptymVSpRKJarV6qFH/P36uk7i8TgLCwssLi6SSCQIBAJomnbQDaJYhBs3GP/yGsP31hjt1hgFZzAj84yiC1PtUgWAbaGWt3BtvYexdRG9eGeqY/9sVWU4O0s9GqaMRWFs0vK4aHnctNwuui7joG3SITkcCpHMLOH0DOF0hpnVU8ydOfvAhql+Vb9jfjICsNSj0xjQbQzpNgZ06gO6LRN7iqMAnZpCMO7GG9TxBI2Dc8DAE9TxBnXcAR33sI55e43+jRsMbt6kd+Uqo0JhantQfD602Vm02Qx6ZvbgcSaDvjCPvrgoo/8eY2NrTG1Qo9wrU+qWKPfKbDW3+OnuT9lobEy1lgMHT8af5JnkMywEFlgILDAfmCfqejBHhgrxlRmPoLkP9e2DjlTbb8Hee9Ct3N867gisfB0WXobZ5yF6DHTP0exZiIdQdzjiT9/c5C8u7rFT7d7z9/3Lry3xP/3uKXmtEkIIcSgSnBJHQoJTQgghhBBCCCHEb4ZlmRRLP2B399/RbH4wtXWdTg+p1O8xm/kXeL2r2LbNcDjENE263S61Wo16vU6tVvvMY9OcrHOQx+MhEAgQDAYJBAIEAgFCoRCpaJRopYJSq0GzybjaxqyYmOUBZrHHaOTGDM9hT/FmpGPQxtkqofQOOlRp1R3UyjZaZRu1uo0y7E2tluV00vX7aOgqTZdB0+OmHPKTjYZpetyHClU5HAqx+QUC8ST+aOzgiMUJROP4YzF84SjKQxLOGY8savkulb0WzUqfYX/MsGvSrPSpF7q0a4cPD34eRXEQSnmIZnxEM14iM15crSKjy+/AnRtY1TKjcolxqcx4Gt2pPl3b68V19ixaZgbF68UZCuF56incTz2F4nJNtZZ4uGw2Nrldu01j2KDaq7JeX+dm7SbbzW2sKYwK/ZhP8zEfmL8bploILLDgPwhVBQ3p8iEeY+MR9GoHHalu/QA2f3bw9WgIg3t8LQhkILIM0RWIrHxyDs2B/nAEnoU4CoVmn5/fLvMnb2ywVvjycbb/9XNz/K//9CxORcJTQggh7o8Ep8SRkOCUEEIIIYQQQgjxm9fr7dDvZzHNBoNhkW53k25nnUbzEuNx+9DrOp1e3O4FdC2C4jRwOr34vMfx+U/j865iGCkcDgXbtu+Gqmq1GuVymVwux/7+Pp1OZ+Lnp+s6kUgEr9eLz+cjGo0Si8WIxWJEIhGc1SrjDzcxbxcwsy3Mpo1p+RkZkYlr/zpKq4wyaOMYdnG2y2jlTbTSJlp5A7W6O/Hov4/1fT6ykSD7QR/FUICa30fT48ae8CaRw6HgjUQ+ClXFCcTinwlXBRMpXD7fVJ7DUTOHYxrFHrV8h+J2i+JWk9JuC7M/vXFnn+GAUMJDfN5PKOnB7VEwHAN0s4PerWBff4/+hbcYrq9Pt6ymYZw+hXHsGMbKMYxjKxjHjqEmk9Kh6jFnWiaFToFsO0t1UKU5aLLR2OCt/bfYam5NtVbYCDPnnyPkChHUg8TcMdK+NBlfhvOJ8wT0wFTrCfFQsG24/UP40f8MpZuHX8cIQHAWYqsQPwmZpw+6VRn+6e1ViAecZdn88MM833t/n/e3a1Q6w8/9sy5NIejWWIh4+capBN8+nWQl/nBcvwohhPjNkeCUOBISnBJCCCGEEEIIIR5ctj2m3b5Jq32DkdnEHDXotNeoNy5imtWJ11cUHZdrHr//FAH/WfyBc/h9p1FV70f1bQqFArdu3WJ7e5tisUir9eWfIr8fDoeDUCiEy+VCVVX8fj+pVIp0Ok0iEEXPDxlfvY11exur2mY8UrBsFcvSGBuBg9F/DmV6GxqbOJtFlEEH5aPOVc5mAbWRw9ks4GzkUetZHIfsEGMrCiOfj4HXQ9XjYt/QqAa89DWNoaYyVFUGmkrPMBiphw/UBOIJEosrhFJpPIEg3nCE+MIS0czcA9+tyrZtOvUBtVyXaq5DLd85OOe69DuTdUb7MoriIJLxEouruFv7aDs30etZnP02zlYF9jdgMN0uWQ7DOBj/l06jzc2ipWdQoxGc4cjBORJFm0mjRqNTrSsefLl2jlwnR2PQoDFs0Bg0qPQrvJt7l+uV61OtpSoqL6Rf4LXMa5yInOBY6Jh0qBKPl/EI7vwIPvz/YO0/Q38KHQkVFTLPQHgJAmmIHofZ5w7G/ilTvHYR4gFk2zY71S5r+RY71S7/x0/XvzBIBbAc9/Lt00m+cSLBmUwQn6F+RbsVQgjxsJDglDgSEpwSQgghhBBCCCEePrZtMxjk6Pez9PtZer1tOt0N6vV3GQzyE66u4PWu4HYv4HJlMPQETtWL6vTi9R7D4Zhnfz/P1tYWe3t7NJtNWq0WR/X+lM/nI5lMEolECIfDpFIpMpkMhmFAtYp1bY3BjSL9vQHDloORM4ituY9kLx9TOlXcaz/Dc/Pv0feuHjpE9UVsoBT0s5OMsRePUg76aXgPN/rv01TdIJRM4fYHcPsD+KKxTzpWReME4gk8wRCOCesclV5rSKvap9sY0mkM6DaHdBpDuh89blf7dBpffFNuEp6gTmrOTcw/RO/X0VpFnOV9lPw21o3LWFMe/fdp6kwa97knUaNRHC4Dpz+ANpNGy2TQZmZQEwnpXvUYybVzvJt/l+3m9t1jp7VDbzS9UaRxd5yV0ArHQsc4FjrGSmiFmDuGX/fj03w4Ffl5E4+osQnZD2D7Ldh++6ATVWMXpvV6bwTAlwR3GMKLMPvswZE6B05tOjWEeMDcKbb5oz99h1yjf8/fMx/xcDod4FQ6wLm5IK+sxNBVCR0KIcTjTIJT4khIcEoIIYQQQgghhHh0WNaIcvnH7O//h4nH/H0eh0PH611GVYOoqh+f7yTh8GsojiVarQ6NRoNms0mz2aRUKpHNZun1pncj/2APDuLxOMFgkGAwSCAQIBAI3H3sq/dwXL6Bde0W4/Uso+oAUwszii4wCmcOOkBMidKu4F77KVppA4c1wjHsotZzqLV9lOHkYw4/baSpVIMBSl43XZfBWHFgqipVv49SKDCVYBWAPxpn/oknmT39BMmlFSKZOZzqw/OJ/37HpJptU9nvUNlvU8116LVM+h2TfvvoOlZphpNUxiDhaRF1tfDTwtq6TfcX72Du7R1Z3btUFS2VQpuZuRum0mZm0NIpFJ8PxetFm5lBcR9tsFD85ti2TbFbZKe1w1Zzi53mzt1Q1W5rF9Oa7s+/T/Ph1/2shlf5WuZrvDr7KjPemQc2eCnEREYDqG1DdR0qd6CyfvC4ugmtPEzj90v3w9LXYPm3Do7Y6lRe14V4UOzVuvzr//cy721VsQ5xazvi1fm98xn+8fkZzmaCOCccfy2EEOLhI8EpcSQkOCWEEEIIIYQQQjyabNtmaFbodbcYj7tY1oDBoEirfZ12+ybd7jajUX1q9VTVj8s1h8uVxutdJRR8mkDgPJoWvtuVqtM5CFaVy+W7R7PZnNoePi0UCjEzM8PMzAyxWIywZRFaX0f/4DLjzSx2tohVqDAauzDjK5jxJczYEpY/PrU9KN06an0ftbaPs7Z/97Fa20PpNTiKWz2mptHVVfLhILfm0mykkxON/ANQnCounw/N5cLwePGFI/jCUUKpNNG5eSIzc/jCEVRdn9KzODrD/ojyXpvKXptO/aBLVbc1pPdR56pOfbpj+HwRg0jaSzDgwDWs46gVUcpZ1P07qBtXUGrFqdb7Mg5dx/PSi/i//g3cTz+FsbyM4yEKxYnDG1tjcp0c+U6e5rBJY9Ag382Ta+f4oPgBW82tqdQJ6AFWw6ssBBZIe9MkvUkCegC/7mfeP0/Sm5xKHSEeKJYF3QpUNw66U+Uuw8ZPD4JVk/CnIbIMnugnhzcGseOQehJ807tmEeKrZFk2neGIcnvIm7dL/OjDAm+vVxjdR5oq7NF4bTXOHzw3x0vLUQntCiHEY0KCU+JISHBKCCGEEEIIIYR4fJlmk07nFs3WVVrNqzRbV+h2N6daQ9OieD3LGEYSVQugaWGCgfOEQs+hqn4GgwGNRgPTNDFNk3K5TC6XI5fLUSgUGI/HU92PYRh3O1QFAgGCXi/h0YhIq0WqVMK5tc94r4idK2MVq4xVP6NgmnEwxSiQxEwcwza8E+/DMeji7FRRulWUTh1nt4rSreHs1FC6NdTaPlrxzsThKkvT6IfDdHweagrUnQpNr4diKEAp5Gc0xdCMy+fHGwrji0TxR2Mkl4+TPn6CaGbuoQhVAfTaQ4pbLSr7bZqVPs1yj37bZNA16TaGjMzpjmX0hnRmlgOkMxpeq47WKKC3SlCvMKpWGVcqjMplBpubYE6/W5ZD19GXl9HnZtFmMjhjUZyhEFoigb64iJbJSLDqMWDbNuv1dX629zPWamvcqd9hs7HJyBpNvdacf46nE08zH5gn4UkQNsJ4NA9+3c+cfw6vNvnfr0I8MOo7UFqDZvbgcfZ92LsIgymNdfUlIXoMIksw+xyc/O5BsEqIh1CjZ/LTtSI/uVnkWrbJRql9z12pTqcD/LcvL/DbT6QJumXcpRBCPMokOCWOhASnhBBCCCGEEEII8Wmm2aTTvU2/t0+/n8Uc1RmPuwyHJZrNKwwG+anUcTic+Lwn8fpW8XmP4/Wu4vWu4nJ9MuZpPB5TKpWoVqvUajVKpRJ7e3uUy+Wp7OFXOZ1OZmdnWVxcZGlpidlMBjWXgxs3YGcHdnexd/fpNw16xiK91Dls/ehu8iutEu47b2Fsv4+eu4mzmZ9qlypbURjEovRCIVo+DzVDp2iPaGkqPV2jZ+j0dJ2hpk48KkhzufGGQiQWV0gdWyU6O4c3GMYdCKDqBqqmoRkuHIoypWc3feOxRWm7RfZOnWa5T685POhY1TzoXDUaTi9U5fJqeEMGLq+K4dHw+FVCziaBXha33cE56mFVq5jZLOb+PmY2y7hWm1r9jzk0Df34MdxnzqAvr6D4vDi9XvSVYxjHVnA4J+tmJh5cpmWy29zlTv3O3WOnuUNz2KQ1bNE2pz8KFiDtTbMcWuZY8BgroRWSniRRd5SoO0rICKFOcdSqEL8RlgWdInSr0ClB/grsvgvbF6A74fWNwwkLL0PyDERWDrpVRZYgNA9OCZOIh0tvOGat0OJGrsmlnTp/ey1Hs//FgV7N6eC143G+fTrJ108mSAZcX9FuhRBCfFUkOCWOhASnhBBCCCGEEEIIcT8GgyKDQZ7RqEW/n6NSfYNq9U1Go+mM3HM6fQT8TxAInCMUep5w+AWcTs9n/ky326VardJsNmk0GjSbzc88brVaTOP9MlVVicViRKNRgsEguq6j6zqGYaDrOm7NwJPt49rq4Gh0sVttrGqbkakxckdBnW6XJcegg7NdQelUUWt7aOVNtNIGWnkLpVM5ktF/AGOHg56h09c12m4X2ViYtdk01aB/qnUcioI3GMIbjpI+vsrik08zc+I0Lq/vgR+/Yts21VyHvRs1srfrVHMdGqUe9n2MnLkfDsWBN6iTORFm/nSEYMKD0xpCrQyVApSyWPmDUNWoVMbqdBhVKowKhantQfH5cD3xBPrcLGo6jeLx4FA1nAE/nhdeQESDL8wAACAASURBVEvKSLZH2dga0xl1yLaz/Hz/5/x8/+d8WPmQ3qh3ZDUdOAi7wjwRe4LXZ1/ntdnXSHlTR1ZPiK+UZUHxQ9j4ycGYv+0LYHans7aiQmz1IFA1+zyc+T3wJaazthBfkb455ocfFvjBtRw/v13+0hAVwPGEjycyQZ7IBPntJ1JkQu6vYKdCCCGOkgSnxJGQ4JQQQgghhBBCCCEmZdvjjwJVObq9HZqNS9QbF+l0bmPbk40Xczh0/P7TaFoITQ3i8SwRCJzD611F04IoivsfhGpM06RQKLC3t0epVKJWq90NWlnWdEetASiKQjweZ3Z2lkwmQyKRIIoD7d0rjD5YY5RrMmqNGVtuRr4Eo3AGW/d8+cL3s4deA2c9h7Ndxtkq3T0r/TaOUR+l30YrbeAYD6dWc2QY9NwuhopCw9BoeN10XAYDTaNvaNS9XioBH6Y2WYcYh0PB8HpxeX0YXh/+aIzlZ57j2LMv4vYHpvRspm9sWtSLXaq5DrV8l37HZNgb0WsOD8YAVnpYo6N7X9cT0InP+4nP+wklPQQTbrzdHIM3f0r3/fcZ3LjJqFQ6svqus2fxPP0UaiKJlk6hHzuGsbSEQ5OuJ48qy7bYb+1zp36HbCdLrp2j3C/THrap9CrcrN2c+vi/U5FTvDb7Gi+mX+RU9JSM+hOPjtEAKncOulJ1K9CpHJybe5C/CsUbcNjXdIcTVr4OS6/DzPmDcX+uEGjuiTtMCvFVGI0t3tuq8W8vbPLDDwvcy21yxQHfPp3kD19Y4KXlKLr64HY5FUII8fkkOCWOhASnhBBCCCGEEEIIcVQsa0S/v0+vt4Vp1jFHDbqdDaq1t+l270ylhsOh4nT6UFU/mhZA12PoehyPe4lA4Cw+3ylU1Y+iaFiWRbfbvduhqtlsUq/XqVar5PN56vX6VPb0MZ/PRzweJxKJYBgGmqYR8ftZ8ftxb+xhXbnJeCuH1RtjmQpjS8XCYOTwMEydmnq4itEQPXcDvXAbpVPB2a3DaPj/s3dnP5KdeXrfv2df4sQeuVYutbO493Sz2T2aUau1WYKgMWQLI8M2bECCYcM3vrAB/wu+9o0vDMOQ72zNaINsja3RbBpppqeb5JBsFslibcnKPWOPOHH2xRdRrGa3SDZZFZEskr8P8OJEFZnxvsnKigzkefj8UMocdTbC6N1HDYYLb64aV1yO2g0OOi369SoT12bm2BRPOJZP1TSqnRVMx8VyXEzXxXIrtDYusPXsC6xfvY5uLrb1a5HyrOB0b8LhrSHdB1Nmo5jZaD72b1k/7lU1hY0rdbZuNPFaNkYeoU56aKNT1P4pmj+gHA1IDvZJ7u+R9/uLPYBhYO7sYGxdwLxwAePCBYwLW/Pr1gW0RuOpbxcTjy/MQt48e5Pbw9ucBWecBWdM0ylBGjCIBuxP98nL/LGfX0Fht7bLbm2X7eo2dauOpVk4usOqu8paZY01d42W3UJV5Ia5+IrLEhg9gOF9OHwD3v3ncHbzyZ5Td2DtOdj6Lmw8DFS1r4DbWsyZhViCD/sz/vHrB/yLt4+535t9ro+pmBq/drXDX7mxyg+fWWW9LiP9hBDiq0KCU2IpJDglhBBCCCGEEEKIL0OS9PD9D5jNPsCf3Z5f/Q/Ic38p+ymKjm1tUq29QK36Apa9iWWuYlmrmOYKuu4xHA7Z29tjb2+P+/fvM5ksZvzgJ9nc3KTZbFKpVKjX66yvr7O2tkalUkEpS8rX3iD6V28QH8UkaYW0uviWqk+iBiOM7j303n2Mwf68vWraRfO7qLMhSrmYxq5CVRm3GvTrNXzHItRUJobBwUqLUXVBjTGKguW6WK43b6xyK9helWpnhfrqGq3NLVYvXcGt1Rez34IUeUEwSQkmMXGQEc1ShicBZx9OGBzNiPyUNH78cMkvY9galbpFa7NCo6HiRD3M7oe4sxPMeEzW6xK99Tb5eLzwvVXXfRii2kJrNVE0HcU0sa5fo/Lqqxi7uxKs+hpL8oT74/vcG9/jzugODyYP6Ed9+mGfftRnHC/ma05XddbddV7ovMC3177N1cZVHN3BNVzW3XVcY/mvtUIsRf8unLwNg3sP1/357/knT/a8zYtw8ddh+/vQuQatK1DpSDuVeKqUZcm7xxN+770zfu/9M94+GH3uIPrllQpXVjyurHj81WdXeWW3Ke83hBDiKSXBKbEUEpwSQgghhBBCCCHE06IsS8LwAZPp24xGP2HQ/2PC6MG57K1pFSruFSreM3jeM1Qqz6BwgcmkZDAYEAQBSZIQxzFJkpAkCdPplMFggO8vLuylaRqVSgXP8x6t1dVVNlfXaA+m6O/fpzgckEU6aWKRhhqZWqfUrYWd4VMVGdps8ChMZZzcwr73Y4yzOygs7ueTyeXL9DbWGE/HhGlKQkmqaUw8h8NOi6nrLGwvAK/Zwm00sb0qzfUNrn73V9l+/iU0/clGDC5TluSc7k3Yf3fAyf0JSZiRxjlZkpPGOWmUUxSL/5nxxtU6z3xvnc52FaV/gnJ6AN0jyu4JRZJAlhHevEn01tsL3xtAazbRN9YxVlaxbtzAfeUVnJdeRK3V5AbnN0Cap9wb3+PfHPwb/ujgj3i7+zblAl97PtKwGnScDlWzSs2scbF2kRvtG9xo3uBi/SK6+vS+NgjxicIRnL0LD34EP/2t+eMnZdWgdXneSrV6A1afg8YOeGvgtkHVnnwPIZ7AJEp592jC2wcj/skbh7x/Mv3cH/v8Zo2//2uX+I2XN7B0+VoWQoiniQSnxFJIcEoIIYQQQgghhBBPszA8IIqPybIJSXzGZPoO0+lPiaIT8nxKUSRL3V/TXCxrDdu6QKVy9eG6RqVyFcNoPDxjyOHhIfv7+5ydndHtdhkMBhTFYtqZfpFhGKysrLC9vc3GxgYVt4KV66izjPLgDPWdOzjv71P6OaVmURo2WXOTvL6xlPMosY8aTlDjGUo8Q01mqMEI+8M3sO/9CDX6/DeqPo+43SKgJM1zfNuiV6/Sa1QJLIvINJg6NoFtPVEThu1V6ezsUmm08JpNKo0WlWaLxtoGrc0tbM9b4Ge0eEVePGypmjI8njE6C+gf+kx60VL20wwV09GxHB3L1XHsEjMYYiZjzHCI3j9E3XsP/eQ+RuovfBwkqorqeZg7OzgvvYj9wos4L76AefkyiiY3PL+u+mGfPz78Y350/CPe7b/L3nhvKUGqj7M0i6uNq9TMGpqqUTWrvNB+gZdXX+a51nMYmrHU/YV4YmUJpzdh79/C8Ztw8lPwzyAaQb6g91SGC8/+Brz6X8OF70gzlfjSlWXJT/aG/Pbr+/zBrS7dafy5Pq7jmfxn39vlN7+zxXZL2giFEOJpIMEpsRQSnBJCCCGEEEIIIcRXWVHEZJlPlk1J0yFJ0iOKjpj67zKZvE0UHZLnIbD4EJNprvwsTOVee/TYNNvkec5gMKDX6zGZTEjTlCAIuH//PsfHxws/yy/SNI1ms0nb82hpGu00pTEKqZ5GOAcjimFIoZigapSaQVbfIO1cAmPBzVVFhtG9jzY5RZucoj+8auMT9MkZ6myw0Laqj0SWRbdW4bRZ56jT5KTVwLctSlVdyPO79QatzS2amxdwqjV000Q3LXTTxDAt6mvrrF26guk8XTfZxt2Q/fcG85F/s5Q4SIlmGXGQEj+8LvtHzZalsNrK6egjTP8MdXCCdrqH8eA9lGCxozpV18XY3kar1dAaddRaDa1WR6vX0eo1tHodtTZ/rLdaaCsrqKa50DOI8zNLZ+xN9tif7HPgHxCkAUmeME2nnAannM7ma5ouNsz5EUd3eGXtFb638T2uN69zqX6JVXcVVVnM644QS1WW4J/CwWtw+Br0bs/H/fVuQ5E+/vM2duatVM1L0Lo0v66/CM3dxZ1diC+gKOYj/f7g/TP+4NYZf77/+Ub6Xe5U+MH1Ff7TV3d4Zr26/IMKIYT4RBKcEkshwSkhhBBCCCGEEEJ83ZVlSVGE+P4tJpO3CYL7xMkZSXxGnHRJkrOFNlcZRuthgGoFXaugag665qJpFUyzQ1m2mExM4rjKbDaj2+1yenpKr9cjTZ/g5uTnpOs6rVaLdrVKS1VpRxHV4RDz9BS9N6PqK5B75KpLrnnklRZ5dYXCqS/+MFmMefw+1v5bmKcfoM4GaLMhajBAScKFNhOVikLebJBaNqmmElISZhmxrjKpuHTrVQY1j8AyiUyTVNeerCVDUWiub+DWmzjVKl6rTX1ljfraOvXV+bLcpytYVRYlcZgxPgvpH/kMTwKm/WjeWHWw2FDTL1JUhWrDwNBytDzFVDMcM8cupnj7b2G/8bso4WypZ4CH4wBXV9FXVzEvXqT6l3+I+93vohjSJPR1MUtn3Bnd4Y3TN3i7+zbDeEiYhYzjMafBKVmRLWwvTdFo221W3VVeWnmJV9df5Vur36LttBe2hxBLlQRw8BP48N9B933o34PBXUiDJ3velWfhmb8JO78KGy9DdX0x5xXiC5pGKfe6M+52fX7nnRP+9XunvzRI9Revdfgvvr/LD66vYBvSbCmEEOdJglNiKSQ4JYQQQgghhBBCiG+6sixJki6+fwt/dgvff5+Z/wGz4C5FsZzRZgCOs8va6t+i1fqLGGYLw2hS5DZhmOD7Pr7vMxqNODo64ujoCN/3SZLljiYEUBSFdrtNu93GsixsTeNCtcozswj9X/wu+Y/+nFSrE118lfjidyitynIOksZowRB1NkQLBujDQ4zeffTBAWo4mo8HDEZLaawCyFWFyDSZWSbdRo2TVoNevUpgW8xsi9jQn3j8kO1V5yGqhw1Vm9dusHb5KoZtL+izWJzRWcAHPz7l6PaIaJaShNmjdR4/ntZNldVNG1vPMFIftXcE+3dR+0cYwQgj9bGjPkYWLnxvtV7HefklrMtXMLa30BoNtHpj3lzVqKN6HqrjoFgWioyk+krLi5xu2GUUj5gmU3phj1uDW7w/eJ/3Bu8xiAYL2WfVWeVq8yqe4WHrNp7h0bAbNK3mo+uKu8J2dRtDldCeeMqUJUxP5gGq7i04ew96t2B6CtNjiCdf/DntOlQ35gGqlRuw/hJsvDR/LCMwxTn6sD/j//iTD/mt1/aZxp8dpPUsnR8+s8K3d5o8v1njxa06rqmf00mFEOKbSYJTYikkOCWEEEIIIYQQQgjxycqyJMvGRNExQbjHbHaH2ew2wewOs+A+ZbmcEJOmeRhG4+FqUqlcpVZ9kWr1BWx7lyAIOTw8ZH9/n9FoRBiGBEFAURQURUEQBATBEzZBfAJd17l48SKe5+EAtqpiKwqWH2H3x5jDMc4sxfETmGhEzkWy5s7Cz/FxShxg9O+j9x+g+b2HjVUDNH+AOuujzfoLb676SKaqBLbF1LUZehVGnsvYcx8+rhCbj3ejV1FVVnYusXHtOpVmC8txMR0X051frYePK/Umtuct+LP64sqyJI1zkjAnCTOiWcJsnDAbxQTjhNk4ZjZOCMYx02FMFudLPY+tp3hpH6d3D3ewhx0NMNMpRjpDLRLUIkPL46V8TaAomLu7uK++ivPtX8FY30Bvt9DabbR6HUWTVoqvum7QZW+yR5In5GXOh5MPeav7Fm+cvkE37C58P13R2apuseltsuquslnZ5HLjMlcbV9mp7UioSjx9igLu/h78+H+FO/8ayicclayZsPocXPg2bH/vYTvVxjxoJUFVsUR+nPHbr+3zL9854Y0Ph2TFL78Xb2gK395p8utXO/z6tQ4vXqijazKuVQghFkmCU2IpJDglhBBCCCGEEEII8cUVRUYYPmAW3H4YqJqvILhLUcRL21fTPKrV56m4l7HtLRxnG8+7geteRFF+FsoIw5B+v89gMPi5a7/fJ46Xd76PWJbF5uYmW26NjdMJ63dPMIYxWaSSlxZ5pUNWW6O0q0s/i5KE6IN9rIO3MY9uok1O5+GqaRclX95oxNA0GHkVfMcisOYBq0HVY1DzGHku+QJCNK0L22w/9wJrl6/R3NiktrKG5boYlo36FIZ0iqKkf+BzcGvI8HhGHGSEfsKkFzEbLf/r8iO6mtPQplTzAW7cw5keow+PoN9FyyLMZLL4JjNVRWu1MHd2MHd3MS9enK/dHbRma95cZVmL3VOcm7IsuTu6y58e/ynvD95nb7zH3mSPSfIYzTufk67qXKxd5FL9EuuVddbcNdbctXnAyttkzV2TBjTx5UpmMLgPw/vz6+DefNzf/o+hfMIQrW6DtzZvqKpvw873YffXoH0VdHMx5xfiIT/O+MNbZ/zDf7fHax8OP/fHVW2dv/7cGv/9X7/OVvPpGs8shBBfVRKcEkshwSkhhBBCCCGEEEKIxSnLnDA8IAjukWVT8jwgL0LybEaW+8TxCWF4wHR6c6GNVapq43nP4Hk38CrXMa01TKONaXYwzTa6XkNRFMqyJAiCRyGqwWDAYDAgDEPSNMX3fYbDz39D6ItotVq4rotpmtQ1jQtJwvo4whhrqP0SpReQ6xWKSpO80gR9ySGSPMXo3sM8uYU2Pkab9lDDMWoSoiQz9ME+aracME8JjD2XseuQ6jqJoZPoGqmuExkGE89hVHEZV1xCy3ysVg3dMDFsG6tSobG+SWtzi9bmBVqbWzQ3t6g0mk9VqCKJMvxBTJbmpHFOOE3xhxH9Q5/9dwfMxssfU/kRRYWKXWIkE8rRACWJsOMRTnhGJTjF8/exo8HCW6sU2344/q+BdeUy1o1nsS5fQmu10ZoN9GYTtVZDUaW94qsizuNH4/5+cvITXj99nTujO6TF8kKbH2laTZ7vPM/15nW2qltseVtsV7dZr6yjqzJKSnyJgsG8jerBj+D4LTh9B7IFjkbWbXBa0L4CnevQ2PlZwGrrleW/vxBfa2/uj/jHrx/w/948oTv9fO8TbUPlv/ur1/gvf/UiniWvv0II8SQkOCWWQoJTQgghhBBCCCGEEOcvTSf0er9Lr/cHRPEJaToky8ak6Rh4wrE2n0BRjEej/z5aptl61Frl2Fs4zg66XieOY05PT5nNZiRJQrfb5Z133mE8Hi/8XB9XqVS4UKmwlec0i5JaVlJNS5wIyqMR6eGYzGyRex0Kp05eaVFaleUdqMgxenvo/T3UcIIaTecNVUWOksVoswHqbIgWzK9quISWIiDRNcYVF9+xmdkWvmMxs22mrk23UWPiOo8drKqtrM5bq55/ie3nX6S+uoZh2U9VoArmbT7D44BJPySepYR+SjRLiT52DSYJ425IkZ/Pz8qNMqaWnFKdHVAZ76OHI/Roip4F6FmIkQaoZbb4jTUNvdPBunIF69pV9I0N9FYLfXUN+8YzaI3G4vcUC5UWKffH9zmcHhLnMVEeMU2mDKMhw3jIKBoxiAYc+AecBWcL319TNDYqG2xVt9ip7nCjfYMXOy9ypXFFRv+JL0eRQ9CH6QkM9+DkbTh+e36dHi92L7cDv/Kfwwt/F1pXwPryR96Kr6a8KPnzB0Pe3B/xzuGYP98f8WH/s0dlqwo8u1HjxQt1Lq9UuLLi8d1LLWq2vPYKIcTnJcEpsRQSnBJCCCGEEEIIIYR4epRlQZZNSdMhaTYmjo6ZTN9hOn2HyeSnZNloqfvrepVK5RqedwPH3kJRTVTFRFENJuMZYaiS5+tEkUscx0RRRBiGj66z2Qzf98nzJxzB8zGKolCtVvE8D1fXsQFdVdGTlNpwQuPUpz7NqQUqpCp5rlO4TfJKm9xrnV+zRBajDw8xBg9QgxFKGqNGE8zDm1hH76Bky2lM8m2LkVch11RSTcN3bCYVh4nrMKk4jF2HwLY+d7hKMwycau3nV+0Xf13/2e97NXTz6RiLlOcFk27I4GjG4HjG8CQgmCSE04R4lpJlBVlckGeLDyf+IoWCet6jNb1LtX8bq/8AJ+qjFcttzjK2trCuXMHY3sbc2cF5+SXsZ59FeUr+jMQX4yc+D6YPOAvOOJ2dsjfZ4+7oLndGd+iG3YXupSoqHafDemWddXed9co6u7VdXl55mauNq2jq0zf+U3wD+F04egMOfjJfwz2YnkIWLub5K6tw/W/Ad/8r2PzWYp5TfGPtDwL+3Z0ef3ynx5/c6TEMfnm7oKmp/OB6h7/14gZ/9dk16o6EqIQQ4rNIcEoshQSnhBBCCCGEEEIIIb4ayrIkig7w/fcJowPCcJ9gdoep/x5pOjjXs+h6g6p3A6/6LK5zCVW1UFXjYZPVGlHkcHQ0ZH9/n/39fU5PT5d+JlVVaTab2KaJGkWYvk/79JSVDw8xY4PMW0eprFDVmrjOGmV1delneuRhqEqNZ6jxDCWZX7VpF73/IUZ/D31wgFIsoaEIiA2dfs1j6FUeNVfNHGt+tee/To3HHx1j2M6jUJVbq+G1O1RbHepr67QvbNPa3MKw7QV+Ro+vLEum/Yjevs/g2GfcDRl3Q5IwI00KkjAj8pc3Rk3TwNRyjCLCSHyMcITrH+L17uD6R+hZiJ4FqOXiwl2KZWHubKPW6mi1GlqthlqvoX3063oNtVZDq9cxtrYwVs/x74Z4bON4zN3RXQ79Q06DU05np5wFZ5wEJ9wf3ydcVLAEqBgVnmk+w9XGVS7WL7LirtCxO3ScDivuCq7uPnVNdeJrrCwhnswDVNNjOH4T9v4tHL4O4RAe9/Vz9XlYuQ7NS9C69PB6GWqbj9XsKL7ZiqLkt18/4H/6nfc+V4AKwNAU/uK1Ff7Or1zgbzy/hqVLYFUIIX6RBKfEUkhwSgghhBBCCCGEEOKrrSxLkuSM6fTdh6GqfZKkT5L0SZM+Sdojzz97dMgyWNYGnvcMjr2NotbIUpsSjyxzGA0NDg8D+v0+YRgShiHn+TNOQ9NYcVxaik0zVLAnCUZYYqcalczA1huUja1zOw8ARYY+PESbnKEmAUoSoCTh/HEaoiQBahKgTXtokxP0yelCW6wSXXsUpPKdeYvVyHMZeRWGnvuFWqs+iW6Y2J6H22hS66xSX12lvbXLys5F2ts7GNbTEawCSKKMaT8iiXKKvCCN83nA6jSgd+jT2/dJ48W1qn2SqpPRKPpUolPUYILmD9GHJxjTU6x4jJ4FLOs2vvXMM3g/+AH62hqKaaBVq+hr6+irq6iug6LrqI6DYkgrxtMqL3Luje/x3uA99qf7HEwPHl37UX/h+zm6Q9tu03E6XG1e5dX1V3ll7RU6TkcCVeJ8lSUks3mgqvcB9G7PRwBOj+DuH0L8GGOHjQp0rsL6S7D9Kmy9Cp3roKoLP774+hnOEv6XP7zD779/xt3u7HN/XNM1+Du/coG/cKXDd3abtCrSHCmEECDBKbEkEpwSQgghhBBCCCGE+PrL83A+/i8dPbwOiZMuYbhPFO4TRvuE4QOKIj63M1nWOvX6t+djAZ3LBDOTbrdPvz9mMlEZjRImkylBcP6hL1VVqVU8qppJNSqoTSKq04SGn9AcR9hBQenUyd0mRaVFXmlRWpXzP6ffR5ucovk9tNkQdTZAn56hTc7QHl7VdDGtM4muPQpTDT8Wqhp5FXznyUJVqqaxevEym9efpb29Q3N9E6/VRrcsDMvGcitPVfiiLEpGZwHd/SndBz7+ICIOM+IgIwkz4iAlnC6vtQpAU0tsPcVTZtTyHk7vPsXxAUqW4PmHOPGSW+gUBX1lBWNzE3N3B/PiRcxLl+ZrZwfVcZa7v3hsQRpw6B+yP93nzugO7/Te4Wb/JmfB2cL3sjWb9co6F2sXea79HNea13ANF0M1MDUTUzWxdZuNyga2/vSEJ8XXVBLAzX86X/3bMD6Ax216tOtw4RXoXIPqxryZ6upfA9Nd7JnF18pglvDW/oi7XZ+73Rl/erfHXv/zvc+9slLhuxdbvLTVYL1usVq1ubrqYRvSSiWE+GaR4JRYCglOCSGEEEIIIYQQQgiYN1fF8TG+fwvfv0WaDSmKlLJIKIqEoogJo0Nms1vn0mClqg6Os4XjXEHTtiiLKmlmkeculG3S1GM4HNPr9ej1ekyn06Wf6SO2bdNpNumYJs04pj4cUj3uUjme4PZC1ElIqduk7R3i3e+Q19fP7Wy/SIl91HCKGk/nwarxCdr4BH18jD4+QR/so8b+E+2Raiq+YxOZJpFpPFq+Y3PSanDcajzRKEDdMPHabartFaqtNtXOCvXVdZrrm9TX13FrdTT96Wo/mo1iDm4NOb4zejQOcDaMKYrz+Vn+qheyGd9Cufsu5bCHmUxxwi5asdxA10f0lRX0zQ2MtXX0Thut2UJrt9BbbfSVDtYzN9C88w8bik+X5Amns1NOghNOZicc+ofc7N/krbO3GMbDpe+/5q6xW9tlu7rNbm2XneoOO7UdtqpbOLoE8cQS5Bnc/v/gJ/8b3P39J38+tw3f+2/hmb8Jmgl2A6prT/684murLEvePZ7wL396zP/z9vHnDlF9xNJVXr3U4gfXVvjbL2+wUZfXSiHE158Ep8RSSHBKCCGEEEIIIYQQQnwRZVkQhh/i+7eY+u+RJF3KIqMoYuKkSxwfE0VHlOVjtjh8ToqiYVkbOPYWjrODZV8hzzfQ1FUUpUYY5nS7XXq9HmmaUhQFYRjS7XaJomipZ2s2Gqx7Hmuqih2GmCMf83SIedrHOulRG0UYukvWvEDa3iVr75LXvrybq3r3HtbRTdRpDzWafmxN0PsP0KLJE++RKwqlopAY+sORgBbjijtvsKpWGHoVxp5Lrj1ec4JVqeDWGrj1OpVGi87OLqsXr1Btd9BNaz4msFZ/4s/jSZRlSRrnRH5KHGREfsqkH9Lb9+nuTwmnCXGQEYcZLOlH/q5T4tkZnh5hFQFqEqJFPtXwGK9/m/TWe1AUy9n841QV68YzOM+/MG+punjxYcCqidZooHreU9Uy9k1WliWH/iF3R3e5PbrNsX9ML+zRi3r0wz7doEtSLG5s6CdZdVfZqe7QtJt4hodneniGR9Wscrl+mZdXXsYzvaWeQXzN+d35aL/hfRjc/9m1fwfiJ/geuPlteOUfwAv/MZgSwg2u7wAAIABJREFUFhWfrixLbh5N+O3XD/gnbxwwib7Y+2hVgb90fYX/5Lvb/JUba5i6jJIUQnw9SXBKLIUEp4QQQgghhBBCCCHEohVFzCy4z2x2myTpkSZ9knRAmgyIkzN8/z2KJd9oV1UH02xhGC0q7mXq9e9Qq72EpnkEQcJoFNPrzRiNRkRRRBiGTKdTRqMRYbiY8XafxTEMaoZBRVWplCVuXmLHJd4kotWb0DwdYgxnlJpFaTgUpktpe2S1NfL6OrnXAfV8xrNo0zOM0zsYZ3cwunfRh4do0zPUYIyywIRPCQS2xcwyCWxrvizzUdDqo9/76J9/0fGAjfUNLr78bTrbu6iajqbrWJUKVsXD/mh5VXTTXNjn9DiSKKP7YEr3wZRgnJDEOUmQEkwS/FHMbBSTJYsPN+mGSueCg5uNsP0zrDLALAKsWR/79A50jymThDLLKGYzWOZ9CV1HazTQmw20egOt08HY2MDYWEdrtdHqdbRmE2NzA63ZlJDVl6gsS/zUpxf2OJge8Nrpa/z4+MfcHd8lzJb/WgqgKiqXapfoOB0adoMtb4trzWtcb17nYv0ihvp0NdKJr5CyBP8MTt+Bg9fg4Mdw8BOIxl/seRQVmpdg9VlYuTG/tq9CfWveVCWvYeJjojTn998/48/u9XntwyHvHU/4IoWV7YrJ3/3OFn/vlW2urkqoVAjx9SLBKbEUEpwSQgghhBBCCCGEEOetKBKm03eZTm8yC24zm90lz2eUZUaeh0TRMUWx/BvuqmpjmitYZgfTWsGy1nGdXQzjAkniEAQG0ylMJj7D4ZBer0e/3ydNz2ncma5jGwYVXaepKLTSlOZ0SvP0lMafv4X74Qma0yKvtCjcJrnXmQeraqvk1VXy6gpojz8i75cqC5Q0Qklj1GCI5vfQ/P7PtVYp0RQtHGF076H5/YVtnejaozGAI6/C1LUJLJPE0El0nVTXyTT1sW5GVxpNGuub1FZWcao1nGqNzvYum9dv4NYbC/scHldZlqRRzqQf0T/06e1PmY0TiqxgOog4+3A5YyurbRvL1dENFVVT0Ip0/ucfziCYok371E7epXr/xxjpk41//CIUy8JYX5+PBlxdQ61WUase1qVLuN//Psbq6rmdRfxMWZZMkgmH/iG3Bre42b/JkX9EUiSkeUpapCR5wjSZcjw7plxSzZqu6lyqX+J68zrXGtceBarW3DUJ3InHUxTQvw3Hb8PkEIZ78M4/fvxmKsOFznVYewE2Xoad78Pa8+cWjhZPv2mU8ub+iNf2huwPAs6mMfe6PkfjX96g+spuk7/33W3+9ksbuOYS3xMKIcQ5keCUWAoJTgkhhBBCCCGEEEKIp01ZlmTZiFlwj9nsDmGwR5qOSLMRcXxGGO6TposL4XwWVTWpVV+mXv82prWCqlgkicIs0JhOFfypzmiUMh6PGY/H+P75BUYADE3DM4z5Kgq8MMQbjaidndHc+5Da/Qc4cYlmVMirK2SNDfLaOll9g6x5gay9M2/COAeq30ebdueBqyxBH5+gDw9QwxGUJUqRo8766JMu2uQYNXmy8FyhKCS69ihMNXNsfNvCd+yHyyLVdXJVJdNUck0j1TSmrv2pIwOr7RVqKytU2ytUOytU2x0qjSaabqAZBl6jSX1tHcOyn+jsT2JwNOPWj08YHs/Is5I8zZkOIqb9aKklUY8oYFkqqlJiajlr1YALxgmN4IB8OCC5d4/k/v1zOMicsb09H/1nGOjtNtaVyxi7u6i2jaJpaK0W5s4O+vo6iiqjjb4MSZ5w4B/wYPJgvqY/ux7PjinKxTesVc0q65V1TNXE0R2uNq7yQucFrjau0rJbNO0mtv7l/T0WXzHRGF773+HW70A0gSKF/l0ee+6qVYPmLnjr4K1BdQ2qG3Dh27DxKyCvVd94ZVlyvzfjD291+e3XD3j3+LODe56l8xsvb/D3f+0S19eq53RKIYRYPAlOiaWQ4JQQQgghhBBCCCGE+CrK84AwOiQKD5jNbuP7tx6NBkzSAWV5Pq1QALpew7G3sZ0tTHOTNK0znVoEM4skKYjinCTOiaIU308ZDn3yPD+38wEYqooDuHmOG8e4sxnuZEJlMKISqlTUOh4WbumCXaW0q+TVDml7F7QvZ8yVNjrCOLuDPjhAHx2iTbuosY8az1D9Pmo0YRl9MbmqcNJqcNRuElomsa4TOBYT18G3LXJNm4et9E9vA6k0mri1Ona1htdqU19do9ZZxfY8LLfyaJmui+VW0PTlt0DkWcGkFzLuzlcSZmTJvKXq6IMhs/Fyx2dqhopbM6nUTRxHwUwmmMEQY3yCPjxGn55iDI9RBl3KMEApS9QyW+qZPk4xTbR2G63ZwFhdw7x0CfPSRYyNTfTVVfR2C7VSQbFtaSo6R0mecOgfcuQfMU2m+KmPn/hM0ym9sMdbZ29xd3x3KXs7ukPLbrHirHCxfpFL9Utcql3iYv0iW9UtGQEoPtvgPrz+D+HdfzZvpVoUbw2u/nXYegU2vwWdZ8B0F/f84ivpncMx/+dPHvDP3zxiGn36905Fgf/w5U3+mx9c4dqah6FJCE8I8dUiwSmxFBKcEkIIIYQQQgghhBBfN2VZkuc+SdInjk+ZTN5kNH6dIPiQskwoioQ0HVIU8ZdyPtvewrauoGqbFEWdLPNI4iZB4DEYTOn1egyHQ4pi8S0rv4wCVFWVRhxTn0ywBkP0IMVUK7h6E8deRXdaqJUOhlHDwkBZSnzpc5w1jdAmZ2jTh2t8ij4+Rh8do42P0fweyhKaaj4SmgZnjRrdRo2pYxPaJlPHYVCtENjWFxoTqJsWTq2G12xRabTwWi28Zhu33sCuVnG8Ku2tHZxqbSmfS1mWTPsRo9OASX/eThVOE4Jpwug0YNwNH7s45Uk4rkqtChU9xkyn6MEIOx5izc6w+g9Q9u9QBsH5HkrTUD0PteKiNRqYW9sY21vorTaq56E1G9g3bmBsb0vA6pyM4zEH/gGjaEQ37HJvdI8PRh9we3Cbs/BsKXvqis52bZuLtYeBqofrYu0idau+lD3FV1jsQ+8WnL0P3fegewtGD2C0D+nsyZ/fW4PW5Yfj/l6C+ta8tcppQmPnSwtAi/MXJjm/884x/9dP9vmz+4PP/Hd1VWGn7XK5U+FSp8Lzm3X+8o1V6o58vQghnl4SnBJLIcEpIYQQQgghhBBCCPFN9FG4Ko67JEmXODkjCg8IwweE0T5J0idJuqTp8BxPpWJZa5hmC8Noo2kNVKVGlrvEkcFspjCdKoxGGcNhwXQan3tz1S/S04za1MdJUsxcwS4UvBS8VKOZGqxmDmptk2TlKhjW+R4uS9BmA9RwjBoMMXp7GGd30UdHqNEENRihhuOlxL4iQ8d3bGa2NV8PH09ch7HnElomhaKQqyqRaXzukFVjbYPVy1epr6xS7axQ68zHBnqtNnbFQ/2UEYNPKktyJr2ILM3J04IsK8jT+coeXgfHMw5uDekfnN+4Ss1QqTZMKm6Jq8W4SohFiBkOyd9/h+zOLbQ0wEgD9CxAOcf0l1qrYT/3HPbzz2HfeBat1USr1eftVSsdGQt4TkbRiNuj23ww/IDbw9vcHt3m9vA2YfZko0A/S8tuseVtsequ/txar6w/euzoztL2F18hZQn+GZzdhJOfwoM/gwd/AuEC33uoBrSvwPqLsPN92PlVWHlWxv19A9zvzfhHr+3z268f0J1+vv9ZwNAUfv1qhx8+s8orF5vcWK+hqRICFkI8PSQ4JZZCglNCCCGEEEIIIYQQQny6KDpiNHoNf3aLPA8piogsmz4KVkXR4ZfWXGUYbSzrAuBQ5Ap5YZDndZK4iu9bjEYaw6GC76dfSnsVgFIUrHS7WEmChoYTZ9T9gHqU4ZUuFaOJV5gYBZS6Re51yGtrZI0NUJcTAvq588Uz9OEB2vgULZwHqbTxCfroCH10hDY5QymXG05LdI1+rUq/5jF1HaauTWiaJIZObOik+vwaWibFL7nRbdgOXrNJtbNKtdXBqsxHAtqVClbFw/Y86itr1NfWMSx7KZ9PluZk8TxQdbY34c7rp3x4c0ASnt/YvU9j6iWGkmAUESYJRhFjB2c0Dl6nevRT1CX/WX9EMU2MjY356D/XwVhdw37hBewXnsfY3ERvtVBdGb21LEVZcDw7xk98kjyhF/a42b/Jzf5NzoIzhtGQYTQkW+KoyKpZZc1dY6u6xY3WDW60bvCtlW/RdtpL21N8RRQFTI9gegr+CUxPwD+Fs3fh7h9AsoBwqlWH7Vfhwnegcw0616F9VUb+fU1lecHvvnvK//x7t3n/ZPqFPrbuGPzGyxv85ne2eWmrLk2KQogvnQSnxFJIcEoIIYQQQgghhBBCiMdXlgVJ0iUM9wmjA8Jwn+jh4yTpUZYpRZFSlhlFkZLnU8pzCmd8RFUdDL2Bbqyh69sorJFlBkmiEYYqk4nKaFQyHIbMZstrYfksZpJQnUxoDoc0h0O8IKS06+A0sbUKFaOJq9VwVQ/FqpFXO5TncYM3z9AmJ6jxDCWLUaPpfBTg6AgtHKPEM9Roiub30Pw+Sp4s7SiFojB1bCYVh3HFZVJxGHkuQ89jXHHIVZVCVcg07XM1WHmtNo31DRprmzTWN2iub9BY36Sxto7pLPa/bVmWpFFOMEmYjWOC8c+uj37v4TVP5iG/PC8pi/O796EbKm5Vw9QLLBLsdIw162L5p5iDA8zBAcboBJLzCUqq1SrmpUuYu7totRqqY6M1W9jPP4/9wvNonncu5/imKsuSaTplEA449A+5P74/X5P77I336Ibdpex7tXGVb61+i53qDlvVLS54F9iqblEzlzOmU3zFZDF8+Cdw+BocvTlvqRofwKLeV9S350Gq9rX5tbE7H/vX3AWzspg9xJemKEr+758e849+ss+t0+nnbqH6yPU1j9/8zjZ/51cusFI95xZRIYR4SIJTYikkOCWEEEIIIYQQQgghxPnJ85hZcJuZf4soOiZOTonCA2bBXaLo8Ms+HopiYuhtdOMalLsURZMscwhDg/G4YDLJSZKUNE0JgoAkWV5Q6BOVJd5sRm08pubPcNMSVbXQdBtdq2AaVQyriemuYJgN7NLAwkBn+e1VAGowmoeopj00v4v60eNpF202QElDlDSePy6W02aTqwoz28Z3LHzbZuZYBJZFZBrEpk5kGMSm8egaGwaZpv5c2Mqp1bFcF8O0MN0KlWYLr9Gk0mxRaTSptjs0Ny7gNVtLGzlX5AWTfsToNGA2igmnKcEkYTqImPYjpv2QJDrnEKKmUGmYOK6GbYOlZhjJFD0cUcknVNIe5uEHJO/epJjNlnoWxTBA01ArFcyLF7EuX0ZfW0NrNtBXV3FfeQW92VzqGb7JpsmUvfEee5O9R6GqvckeH04+JC3She/n6i41q0bdrHO5cZmXV17mufZztO02DbtB1ahKE8w3VZ7CeB/O3oPjt+fNVNEI4ilMjuZtVU9K1eHyD+H5/wgu/aV5mEq+3r7yplHKXi/gXs/nveMp/+rdE+51f/n3Ll1V+OEzq/zmK1v88JkVLP183mMJIQRIcEosiQSnhBBCCCGEEEIIIYR4OuR5QBx3SdMBSTogTfokyeDhr/ukyfyaJAOS5Ozcm6vmVAyjiWm2Mc02mtagLKto6g6a9hJx7DIejxkOhxwcHNDv97+EM/77jDRjZZazkjp0Co+62sCz1jDMKgpfws3fLMY8ehfr4Kc/C1QlIUoaosYB+vgI1e+f68kyVSXVNSLTILRMhl6Fw06Lw06TseeSa//+jVHdsmiub9Jc36S2uoZh2eimie1VcWt13Hodp1bHrdUxHXfhwY44SJn0PwpSRcxGMbNJTDhJSOOcNClIo4w4mK/zoukKmqZgGxluPsGJ+zjRAHt2itI9An+CUmQYWYCRztDyaPF/1oqC89JLWNevo9g2asXFunwZ6/p1zJ0dGQW4JFmRcTw75nR2ymlwyllwxllw9nOPu0F34WMAXd1lq7rFRmUDV3exdZvt6jYvrrzIC+0X8ExpKPvGCkfzUNX+n8GDH8GDP50Hq56EWYW152Hrlfna/TXwVhdzXvGlKcuS90+m/PHtLj/ZG/Lj+wPG4WcHQXVV4eqqx7MbNZ7dqPLsRo2XLjSou8Y5nVoI8U0jwSmxFBKcEkIIIYQQQgghhBDiq6coMuL4hCg6pChiijIlTYZE0SFRdEgYHRBFh8TxKWW5+PaTT2PbW2iag4KKYbYw9A2KogmKQ1nYJImL79cYj0tGozGj0YjpdEpRFOd2xo9TyhI7K7DyEisvMZMCtzCwNQ/baOAYTRxM3NLELS1M9HMLWinxDG16hpJEKFmENhuizfpo0x7qrI/m99DHp2iT06W1V33czDIJLZPE0El0/dF1ZluMPJeRV2HsuUwd+xObSDRdfxiiauDUarj1Bm6thlOt49Rqj0JXXrNNZ/cihrnYMUBFUZIEGdEsfbSCScLR7RH77w4IJufcnvYxqlJikGCkPpXgBG9wj8pkHzseYEdD9Dxa+J6K66J3OujtNnqng9ZuoTUa6M0mWrOJ1migtdsY6+torZa0GS1QURYMogEnsxNuD2/z3uA93uq+xXv99yhZzv2+ptVkvbLOirtC3axTt+pseptc8C6wVlmjZbVo2k1s3V7K/uIpUhTQ+2AepOp98HDdhtGHUD7B9+LNb8PVvwbrL8xH/bWvgC7j3L7Kkqzg998/5bdeO+APP+iSf87xuYoCL2zW+f7lFldWPLZbLi9t1anaEqYSQjw5CU6JpZDglBBCCCGEEEIIIYQQX19lWZLnPknSIwj2mAV3iKIj8mxGlvskSZ84PiVN++R5CEu6af+LdL2Kaa5gGE0Mo4Wq1ihylzgxCQONLLMoCocsM5hOC0ajhMkkwPf9cznfp9Hygkpa4KYKbq7OQ1aKjW5U0Y0qVaVCu6hic443B4scdTZACyco0QQ1nKJGk/l6+Fjz++jjk3nIKpktNfqVqSrjisPIqzCpOCS6TqZpxIZOYFvMbItJxWHq2JSfMuZP1TTa27u0NrdorK3jNduYjoNh2xi2g2nbWG6FSqOFVak8cainLEvCaUocpMRBxmwU/2wk4OBnK56dX2vVxxlaQcVIsbMx5vAQ82wPKxpgRwPMdIJSlihlgZH6qEtoolMMA9V1UWwbrV7H3N3FvHQJ8+JFzEsXMTYvoLoOqmWBYUjI6jGN4zFvnr3J3mSPg+kBB/4BB9MDDv3DpYz/+yRXG1f5ztp3eL79PHVrHrDare3ScTrnsr/4EmUxDO79LEg1uDcfATi4P79+UYoKjV3oXIPO9fl1/UXY+BaoMtrtq+ZsGvFP3zjkt14/4M7ZF38v5hga/8N/cJ1/8GuXUFX5HiGEeHwSnBJLIcEpIYQQQgghhBBCCCEEfBSyCpjNbjOZvMVsdvvhaMD5StM+WTb90s6n6zUc5zKmsU1R1ElSkyyzKQqXIneIY5Mw1AjDnDCMCMOQMAwJguDcG628IKIe5lRTBUuxUHUHXXNwsHBUD91qoKKioeKWJg7m+Y0MzFPUYIw27WIM99FGRyh5BmWBGo4wT29jdO+h5MsNauSKwtR1GHsu44pDbBhkqkqmaeSaSqppTCoOZ40agfPpLTiaYVBptKg0m3jNFrXOCtX2Kk6thum4mLaD5bqYjoNbbzzRyMAkmoeqwmlK6CeE05TIT5iNE4YnAYPjGeGX2FylUOJpAc7sFKN/iJFO0fIEhQI1T6jMjqn6B0tpsHpE01AtC7VaxbpyGevatUfLvHIVzassb++vqaIs8FOfSTzhNDjlp92f8nbvbY78I0bxiEE0IMzCpZ6hZbe41rjGteZ8te02ruFSt+pseVu4hox+/NoqSzh7F27+M7j/R/Oxf/Hk8Z/PbsDuXwDTm4ernAY0dqB5ETZehvrWwo4uFq8sS946GPNbr+3zB++fcTT+Yt9Pvnepxf/4N5/hpa0GhvbJ4WkhhPgsEpwSSyHBKSGEEEIIIYQQQgghxOdVFDFJOiR9GKZK0gFh+IDB4N8ymbxJuYS2my9KUTQUxUBVDUyzg2PvoqorBCH40wTfT5k+vMaxTpZZpJlJllrkuQHnFWD6GLUocXIFs1AwSwNTczFUC6c0qZcOtdKlXrpUShv1PM6XZ2izAepsgBpNUdIQNY1Qfm6FqEmINjrEPLmFFoyWdpzI0MlVlVJRCGyLccVh6jrEhk6qfzQ6UCM2DEYVl7Hnkmuf3GhiWDZeu0O11aba7uC1OnitNl6rjV2pYDoubq1OpdFE+ZRGrM9SFiVZVpDFOf4wZtwNmfQerv7/z96dxUaW5Xd+/959iZVkcCeTlZmVWdVV1aWqbk2rW1KrNYs0HmFsGQLGD2MIfhzMo2H4zYCXl3meBy+A/WLDNjDAwIYwHowHWqa1tKZbsnqprq4tq3Ijk0wusUfc7dx7jx9uJDOzuqpzY+RS9f8AB+dGkLxxgszkC3/4/xLyrKg+R5Ukk6oyMM+ebrDPURPMIsPOY4L4mFp0iJ/2sFWEnUc4eYSdx3jpEKs82yCYvbaGe/4lvPPncV86j3v+JazFRex2G7PVxqw9frDty0prTTfpsjfeoxt3iYuYUTri/d77/PT4p1wfXaeY8+/m5WCZ7cY2241tNuubNL0mTbfJueY5Xll4RSoAv0i0riZQ7f8I9v4arv9FdX1Wmpuw/Q3Y/hXY+kY1qcpvnt39xZkaRBnvH4x5/2DE+wcjfnpryAe3Hxyyr7kWv7Td5vJqg8urDb51cYnzHQnWCiEeTIJTYi4kOCWEEEIIIYQQQgghhDgLeT4hTW+jdUGpFWl6SBLvkmbHFPkUlQ+JomtMpx9TlvOdjvL4TAyjjtbhrCrQJctcptMag0HIZBxSFC557jyTkJVVltRTjaMtHMMhMEIadpua9vG1g4dT7bNrG/OpTbIypz3MNMLIE8x4hBn1sab92T4LYKUTzGSCmU5n12MMffahIQ1EnluFqhybSeAxCgPGQcC45ld76DP1fXL7swNWtuPSWF7Br9dx/Wpa1crOeVbOX6S5vErYauF4/pmEfPKsIJkqxr2Uk90xJ3sThscxk17CuJ9Q5s/ob0BaU4tv0xxexU/6OGqKk0+x1RRXTfHSHo464+pHx8Fqt7BaLax2G6tWx/A8DN/D3drGu3wJZ3sbMwwxwxr24gKG8xSrMV9ARVlwHB9zMD2gn/QZpkO6SZdbk1vsT/Y5iU/oJ31O4hP0HOpaLcPifOs8y8Eybb/Ngrfwc/tGfYOt+paE5l5U40P4+A/h4B3oXqmq/h6n3u/z+C1YugSX/z68+g9h+VV4jGCreDpOJin//pMuHx2O2e1F/MkHR4ySB1fdXlqp8/deW+W3Xlvlra22VPoJIT6TBKfEXEhwSgghhBBCCCGEEEII8TRpXZKpHirroVRvNsHqzvXs+XxIrobVno/I89FzMc3qXoZRwzA2KMsORV4jUx7DQUGvp0hTD6U8lPIpS4tnMcUKwCo1fg6etvDw8MwA1/DxcQi1R3s2ySrQLjafHSCaq7LAmnYxx13MdIyZTqoawdER9vgIa3SINTrCmpxglA/+o+vjyGwLZVko20LZNrllkdkWqeuQOA7jMGDQCBnUakx9l9jzTsNWtuMStFqEzTbhfXuLoNkibLUJmy3CdptaewHTfPTvsS410Thj3EsYdxPGvYRJN2HcTxl3E9KoqlQs8pJ4PN96xc9ilwl+OsAoC4xC4SddGuObNCZ7OGqKnUfYeYJVxJhzCMlhmthrqzgbG7ibm9gbG9idDlarXQWvWi2shTbOygqG657963+BjLIRPz76MT88/CGH0SGjbMRxdMzV4VXSIp3767e9Nm903uDNzpu80XmDVxdfZSlYwjQkIPNCyqbQ/eRukOrw3Wo6Vdx/8nsbZhWmam7Chd+Ey/9BVfPnNUDCd8+d28OE//Jf/oQ/v3Ly0F+z3PD4va9t8k9+4yKLNfndLYS4S4JTYi4kOCWEEEIIIYQQQgghhHjeaV2SpreZTj8hiq/PwlV9VNZHqX4VvlI9lOpTlvP/A/+js9DaoSxbKNUgz0OK3EEpmyiGNDFIs4AoapEmdZ5F0MoqNLXcoEmdptUm0C4+Dr528bWDj3s61eqp1AV+ihkNMKc9rEm3WtNu9XjaxVAZ6BKjyKppV/EIMxliZPFcTprZFrHnEnnubPeIPJdJ4BP5XhXCsiwi36PfqFGaJqZlzaoBl04DVsFsd/0AwzAwbZv6wiLNzgq1hUUs236kc6VxTv9gyriXEI8z4rGiUCWl1sSjjOPdCYPbU57Vn5SsIsXKY5w8Pt3tPCKIjwmjQ7xsiKFLzFIRRofYZxjWMXyf4O23CN9+G7PRxHAd7KUl3HPncM7tYNWlIurzFGXBzfFNrvSvcGVwhRvDG4zVmEhFHMfH7E/251YF6Jouq7VVWm6Lmluj7bVZC9dYr69zvnmey4uXWfKXZFLVi6Is4OAnVaBKF9Xj6REMbsLhe1Xl35P8v7c8aK5XNX8v/Trs/BosXpAw1XNAa82//ukB/++7t/n+1R4nk4f7Oddci9//1kv86sUlXtto0ql7cz6pEOJ5J8EpMRcSnBJCCCGEEEIIIYQQQnxRaK3RWqF1TlEkJOk+cXSDNDuiKKL7Vp5PyPMhSg3J1QCVDymK6bN+CxiGh2k2gZCy8MmUQ5KYRFNNkpjkufu566lMt9KaMCtpJQUNZWK7TYygjW241LRLTfvUtEeoPQLcp1YV+JnyKkhlRX3MaIA9PMA+uYZzfA3n5CpWNJj7EQrToNuoMw18EtchdRwSt1qjWsCgFjKshWSOfd8f9w3DpLawQLOzwvLOS6y9/ApLW9uYlo1pWdTaCwSN5iMHRoq8JItzVFoQjxX9wymD2xHxOCONcpIoJ40UyVQx6T27EKKhC+rjXZrjm7jZEDeb4KoxbjbCzUZ4af9MJ1hZnQ7uzg7uzg7exQu45y9gd5aAQQaHAAAgAElEQVSwWi3MZhOr2cSwnsFUtheAKhUHkwN2x7vcGN3gOD5mlI7oJT0+6H3A3mRvrq/fcBss+Uu0vfbPVwF6bbYb27y29BqhE871HOIM5Bnc/ins/qBat9+B4R4U2ePfs7EO574Fi+erCVXLr8DmL4Pjn925xSPRWnPtZMpHh2M+Opzw/atdfnCtR1E+OO+w0vB4baPJm5st/u5XVnlzqyXBSSG+ZCQ4JeZCglNCCCGEEEIIIYQQQghRKcsMlY9Qql9VBaoBaXbEdHqF6eQj0uyEopig1ICyTJ71cX+O1hZF4ZHnLlnqMpm2mU4WiZM6ufJOA1ZF4fA0ploZWuPlGrcw8EoTV1t4OPiGh2eE+HadQLt4OFjaxMLExMDEwMaipv25Trcyp33s4X41oSoaYg/3sXt7WMMDrGmvmnKl4rm9/r2UZTL1PSLfY3q6/GoP7j43CfzTgJXtetQXF/FrdbzZ8sMafr1ObWGR+sIitYWlam8vYD9iVV0aKY6uj+nuT4gnVZgqnSiSSBGNFKOTmELNoX7vIRi6wM8GBNNDgvgEL+3NJlkluGqMlw7wkz5W+QSBi08xGw2sZrOq/+ss4b18Ce/SJezOEmYYYjYaOBubMr3qUwbJgN3xLoN0QD/t00/61fVsP4lPuNK/QpRHczuDaZjsNHdYCVdY9BdPVyfo8NrSa1xqX8J6jCpN8RSUJYz34eM/gvf/Fez+FaSjJ7un5cLG29BYqyr/Fi/Apd+GlddkOtUzMowU/+7DI/7wvUO+++ER0+zhpthttgP+wRtr/IOvrvP2dhvTlJ+fEF90EpwScyHBKSGEEEIIIYQQQgghhHg0d6sDr5AkByjVI8u6ZKqHynpkqjvbe2itnvVxP4NJWQYUuUumHNLUJcs8lPJQyp8t7+6e+ZSlzdOuEPQKg428yZqxQpOQuvap6wCHpxdwMLIYMxpgRT3M6QAzHmBmMZQ5RhZjxUPMaICRZ6ALjDzFjIZYUfW5Rnm2FWbKMunXa4zDgMR1iD2X2HVJPOf+3XWJPYfinilJfr0xC1Mtnu619iL1xdnjdvWc7TgPdRZdaqbDlHii0KVGpQXdWxOObowZdxPSOCeLcrIkJ41zeAZ/yqrlfRqTXbzhAVaR4OQRjfFN6pO9M51YdS+r1cK7fJnwG98gePttrHYbMwwwg2oZYYjhODIl5R5FWXB1eJV3T97lpyc/5d2Td9kb7zFW46fy+jWnxlvLb/H2ytu8tfIWq+EqdbdOw23gWVIN9tzJM4h7cPP78NG/hRvfg8kh5E8YaG6dg51vwdqbVZjK8cEOoLlRTauyHq0+VTyeOCv4P35wg//xu5/QnT58+LVT97i0UufcYsgbm02+fWmZnaVQftcK8QUjwSkxFxKcEkIIIYQQQgghhBBCiPnRukTrnDyfkKT7JMktcjWcVQWOyYsxuRoSxTeYTq+Q5084SWNOytKiKFzy3KYobIrCocgd4qTBZLzIdLqAyj2K3KUo5huyClNFmGlMw8IwrGpKlTawMLFNF9v0CMwadaNGTfu42sbBItDuU68PNOIRVjzEyCKMLMYeH+EcfoRz9DHWdICRTjDTMUYWz+VUhWlQmCbKthmFAb1GjWEtJPJdYs8j8lwizyX2qrCVNg1sx8UJArwgrPYwZHFji7WXL9PZ3sEL63hhiBuG2I77UH+UvhOsSuOcLM5PQ1XRKKN/GDE4jMjiHF1qolHG8Hi+k75sIycsx5ClkCbYeYSdx7MVYecRzunjGFtVz3nZELs4gwpDy8IMAuylJZyXdnA3tzA8D8O2sFot3IsX8S5dwtnYwDDNJ3+9F9Qkm3AUHTFWYybZhG7S5WBywN5kjyv9K3w8+Jj0LH4ev4BrujTcBpuNTc43z7PV2KLhNqg5NdZqa+w0dlitrWIaX96f03NBa8gmVdXf9e/B9T+vplPlZ/S7xLShtQXtHVh4CRZm+/JXYOUrMqlqDqZpzr/6yT4/ujngvYMRHx6OyfJHC7xuLQT8rZcW+dq5Nr9+aZnzHZkIKMSLToJTYi4kOCWEEEIIIYQQQgghhBDPB601eT4iz0eofDgLWI2r63xU1QfOPl5dj8nzIUpVH39epltpbZzWAlbLuee6mmCVZQFK3d3L0kRrk7K0mGfoyiw19cKmZtSpGyGBdvG1U1UIagdPO/hUu4eNyVMKQ5QFRhZhZhGGSjCTMeakhzXtYg8PqgrB0e3q+WRSBbHOeIRTaUDi3g1SRZ43293ToNXUdxnVQsazykDTsvFqNYJGk6DRmO1N/Nl+d935WAsvDB8YBpoOU25fHTLuJsRjRTzOiMYZ8Shj3Kuee1ZsNcVPevhpHz/p4ajxLGQVYasIZxa8svMYR0WYOn/s1zKCAO/CBdydc5jNJlajidVqYjaaWAttnNVV7NVVrGYTIwi+dJNVirJgkA7uq/7rp32G6ZB+0uc4Oub93vtcH12f6zk8y2O7sc1Oc4dzzXPsNHbYbmzT8lq0vBZLwRKO+XCT3MQZyjPY/yEcvQ+jW9C/Drs/gMHNs32d7V+B3/rv4Nw3z/a+4j6qKLl6POWdvQF//P4R/+7DI9JHDFL97lsb/Be/9QrnlsI5nVIIMW8SnBJzIcEpIYQQQgghhBBCCCGEePFprSnLpApdqSFxsstk/B6TyYdkqjcLWA3I8xFFET3r434urU3yPCRLfVRuURQ2ee6RJHWSuEGmfHLlkecuSnkUhcM8g1autvG1g4uNjYWjLWwsbG3h4dDSAe2yRg0PX7s4WE9nopUuMdIp1rSP3dvF7t7ATMYYZV7VCBY5RpljTvvYg1tYo0MMlZzZyXLTZBp4JI5D4jokrkviOmSOTWbbKNs63SPfo9usM/U9MAwMw8S/J2QVNluErRZBs03YahE2Wzi+j+sFBM0mrdX1n6sPzJKc0UnC6DhmeBwTjTOypJpiNR2mTHop437yTOoBP80ssmpaVTogjI8J4mPC+IggOsZP+9h5hFWeQRDMNLGaTZyNDZytLazFBax6HbPewF7uYC8vny5rcfFLNclqlI3YHe/ST/r0kh79pE836XJteI0fH/2YQTqY6+ubhsl6bZ3N+iZbjS226lv37W2v/aULvT1Tg104+RCSIUyO4Op3q/WkVX+rX4XWJtRXobEOjdVqItXm18F2z+Lk4h7TNOe7Hx7zb9494E8+OCLKHq4a17EM3tpuc3m1wRubLb59qcPWggSphHhRSHBKzIUEp4QQQgghhBBCCCGEEOLLpSyzanKVGqDUAKV6ZFmv2lUPld27d1GqR1lmz/rYn6mablVNtCoK575JVyrzyVRAFLWIpm2yLGCeIavqQNUrGBi42PjaJdAOPm5VFahdfJzZ81V14J1g1twDV7rEUAnWpItz/An2yXXMdIpRKIw8hTzDyDOs8RH28AAzGpzpidJZqKowzdMKwcIyiTyPSeAT+S6J45C6DqnjkLo2sesybNQJ19fxwjqW6+AFIWGzRdBqU2u1Ce9ZtVaboNnCsm2yJOdkb0J3b0IaKVRaMDiKOfh48EwnVn2WO+EqR01x1BQvG+Jmw1lVYIKbjWhM9gji47OZNGZZWO021kIbe2ERa3ERa3EBd2sLZ3sbd2cHd3sbM/zihwm01lwbXeNHhz/ih0c/5Er/CuNszERNmGQT8ieYGPawak6NrfoWK+EKTa9Jy22x1dhip7nDVn2LTtih4TQkXDVP2RRu/RBuv1PV/UW9KkiVjqsJVdHJ49/bqcHW18Fvg+1Voaq1N2Htq7D0Mlj22b2PL6ksL7nZm3KzF/Hh7Qnf+/iEv7ree+hqv5dX6vzOV9f5R1/fYnvxi/97T4gXmQSnxFxIcEoIIYQQQgghhBBCCCHEL6K1pigiimJKUUzJ8wlFMSVTfSbj9xiP3yVO9k9rBsvyCad2zElZmqeTqvLcQ6mqOjBXHir3SNOQNKkRJw3U0whZ3cPUBj5uVRV4X13g3QrBGh5LZQOfp1T5VRYYKsVQMdbkBHt4G2t0G2t4G3t4iN3fxe7vYZQPN+XjSYwDn16jRr9RY1QLUZZFYZkkrkPkeUS+yygMKCwLAL/euBukui9g1SJsttGEWE4Nv9bEMBzSOCeLc9Ior65nexrlZLEijXKSqWLSTymLZ/c3OSuPcbMxVplh5QleOsDLBlhFiqFLDF1gltVuFemsLnBCLTrEUeNH/hdtLS1hLbSxanWsdhtncwNnYwNrcQmr3cJqNrFaLcxmC3tpEcP+YgVAtNbEeUw/7XNjeIOrw6v0kh4TNWGQDtgb73FjdINRNpr7WVzTZbuxzfnWeTbqG3iWh2u57DR3eKPzBlv1LQlWzVM6gcEN6N+oKv8GN6qA1Y3vPdl9bR9WXoO1N6rpVMuvwNYvg986k2N/mcVZwTt7A354c8Af/PgWH9weP/BrDAO+8dIiX91s8ep6k9+43GGl4T+F0wohHpYEp8RcSHBKCCGEEEIIIYQQQgghxFkqy5Q8H6PU6DRMpfLh7Lk+WXZSrfSYNDtGqT5a52itnpvJVkr5TCftqg6wtCkKm7Kwf+66LGyKwiHLApKkRlnOP9RULz0aOphNq7p/clU1vcrBwsTSJi72fOsDixx7eBsjHWOmEUY2vWefYmQRZjrFzCKMdHL3Y8kYMx5iqrML2ZUGjMOAqe+hbJvMtlCWhbJtUtch8lymvkfke0SeS+K6KNvCqNdprK3TXtugtbrGwtoGrZU1/Hodx/er5fm4foBhmESjjHEvYdxLmPRSkqgKVqWRIotyktl19VyOLp+Pv+E52ZhadEBtWq0qdDXEzUa42QhTP9xkls9l2zibG7hb2zjntnG3tnEvXsB/7TWclZWzeRPPqUEy4Mb4BjdG1bo5uslhdMgoHdFPq3rAeWu4DTZqG6zWVln0F2m4DRb9Rc41znG+dZ7N+iahI5N0ztz178Ef/7ew+4Ozu6dhVeGp7V+B5kZV/XdnNdfBrZ3da31JlKXmD35yi3/+R1e43n34umLXNvlPf+Uc//Q3L0qASojnhASnxFxIcEoIIYQQQgghhBBCCCHE86IoYrLsmCzrzqZcxaTZEXF8kyS5hVIDcjVE5QOUGlIUk2d95PvkuYMuTTQGWptobVCWFnHcII5apGkNpbzZ8lGziVdlOb9JPZY2ZuEq756glUOg3dOpVp62Z7uDh42JObfz3MtQSRWgioaYUR8r6mNO+9iDW9i9XezBPlbUx8jnG6jLbIvIc4k9b7ZXK/JcUteZ1QuaJPWQcadDudyZBa3WqbXb+LU6tfYCK+dfprWyejr5R2uNSguSiWLUTRgeRQyOYoZHEcPjmHickUb5M51idYeTjXHUBFdNcNMhYXyMn5zgqsmsMvDusor0kSoDrcVF7NVV7KUl7E4Hu7OEvbxc1QKeO4e9vIwRBBiO84WcmpTkCfuTffYme+yOd9kb77E32WNvvMetyS3iPH4q56g7dVbCFXaaO1xoXWC9tk7drdN0m2zWN9lsbOJZ3lM5yxfOaB+GezC+Xa3J7Woy1fXvVddnxTBh9XXY/iac+2YVrmpvn939v+C01uz1Yz46HPOz/RF/ceWEv7nZp3hAwNV3TH7/mzv8k+9cpFOX/yNCPEsSnBJzIcEpIYQQQgghhBBCCCGEEC+qslTk+fh0slWej1H5CKX6qKxHnOwxnX7EdPoxRTF91sf9XEVhVUEqVQWp8twlLxyK02VXz90JXM3CV3nuwlmHnDR42sbHxcfB19UMK1tbeNjUtE9Ne7Pl4+PMb6LVjJHFUOagNWYWVaGq3k2seFjVCeazpRKs8Ql2fw9z2p3bqXLTpLDM00BVYZqoWfgqrdfJFxfImg3yhQWsrS3cl17C2tpGd5Zx6nWanWVaK2t4YXgarrpTBxiPM6aDjGiUkiUFKs7pH0Yc3xyTRvmc3tEj0iV2nuCoMbXosJpglQ2x1RQnj7BVhJNPcVSEnUcPH7IyTUzfxwgCzHoNu72AtbCA1W5Xe6uJGQQYYYizuloFrzY3MVx3vu93jrTWdJMue+M9+kmfUTaim3S5ObrJ9dF1jqIjTuKTpxKuMjBYra1yrnGO7cY2W40tzjXOsV5bp+W1aHktmm7zCxlumxut4eQK9D6BPIEsgpOPqpq/2+/A9PjJXyNYrKZQ2R6EHWhtQnsHdn4Ndn4VXJk09osMY8W/fueAf/HXN/nJ3vAXfm7gWPzOV9d5c6vFG5stXltvErjWUzqpEAIkOCXmRIJTQgghhBBCCCGEEEIIIb4MiiKZTaoaoFS/mlyl+ig1JFMnJMk+SbLHdPoJZXl2FXLzpDXkeRWiiqIWo9Eyk/ESee5SzmoFi8KmLG20ns8UKVMbhNqjhoerHWxMbEwsbc2uLSxt4mBT11XN4GkYC3N+063yDKNQGIXCnPZwutexe7tYky5mNMBMJxgqwchirGiAGQ0wdDGfs8xoIL5TGei5xGFIUgtJm3VYWMTsLGEtLWMuLWIudTDX13FWVvDCGm5YQxcOpuVjWD4qhUk/ZTpMKfOSstSUhT7dVVJVBU76Kf2DKbl6wiq+J2DfE6by0gG16W3C6JBaVO128QT/30wTZ20N59w5vJdfxn/tNbzLlzFrIabvYy0uYnov/oSYUTbi2vAaVwdX6ad9siJjnI15v/c+Pzv5GVH+8PVjT8K3fNbr62zUNu7bN+ubbNW3WA6Xn8o5vjDGh1WI6ug9OP4Q9v6qCladFcutJlS1d2DxPLz0bXjp16uQlfg510+mvLs/5P2DEf/3D2+xP/zFv5tMA15eqfN3v7LKP/3NizT9+df1CvFlJ8EpMRcSnBJCCCGEEEIIIYQQQggh7tK6IIpuEMXXKPIpRRlTFBFlEZMX0el1UUQUZUyeT0iSfdJ0Hz3n4M2TKEuDsrQpS2sWprIoC5uitMmVR5LUSZL63clXuYvWJmVpVdOuchfmMMPJ1Ta+dvBx8LR7eu1rF3c26crCpKkD2rqGzZyme+gSMxpgTXuY097pbsZjjCKbTbXKqusswUxGmNEAe3gbo5zfJKjUtpmEPuPAZxLM9tAnaTZx1jfwN7dw19ZwVlZwV1bwGy2CRoOg0cRvNAjqTUzbYXQS09uf0tufMDyKiUYZ01FGNEyJJ4pHaN47c042xsuGuOkQLxvhZgPcbIxzGrbq4yc97CJ9rPvby8s4m5s/vzbWq0lWzSaG9eJOjSl1STfucjA94DA6ZJgOGWdjbk9vc310nevD6xzFR+Rz/Hd6x0qwwpvLb/KVpa9wsX2R863zrIVrhI5MPXpow1tw7c9gcAMmRzA5rPbxbRjefPL7OzXY/lvQPgetc7D8Cqy8Bgs7YEnw5440L/gXf73Lf//vPuZw9ODfPSsNj//6P3ydX3+5QzOwZTKbEHMiwSkxFxKcEkIIIYQQQgghhBBCCCGeXFnmFMUYrQu0LtE6R+sSpfpE0TWi6BqZ6p7WCCrVJ1N9lOqjtXrWx38grQ2UcsmVj5pNucpnlYEqv3t9ZwLWXKoENdTxcbWNi33fbmNhaxMXB187eLPdx8HRNi7WfKZbqRT34D3cgw+qMFUWY6RTzCzCSMbYg1tY4+M5lxlWSgMy2yZ1HSaBz3GryVG7ybTdIu8sYSwuYbfbuAuLeIsLpyErr9bAsgMwAtA+Weow6ZdM+ilplJPFijQuyCJFGufk2bOZXmWrKa6a4KgJTjY+vXbVBCeb4Kh7nssmmPohg0KGgVmrYYbh3f3Oda2G2ajjntvBe+Uy3sWL2J0Ohm3P982esVKXDNMhtya3uDa8xrXhNfppn3E2ppf02B3vcjg9RM8pQVdzaiwHyyyHy9V+7/VsXwlXJGD1IFEPdn8AN79frf0fQpGd3f3tAII2LL8KG2/P1lvQ2oYvaRAoUQX/5w9u8j989xNOJg8X3rRNg9c3mvze17b43bc2aIcvbp2oEM8bCU6JuZDglBBCCCGEEEIIIYQQQgjx7GitKYrJ3SBV1iPPx+TFhKKYUuRT8mJCrkb3hK16KFV93vOsqhJ0UcqvglWzUFVZWmhtoEuLNA1JkjppFpLPgldlac6qBc/2D/WmNnCwcbAItUerDGnpEO+eEJajq4/fe21iYDzBWYwsxpp0MdIxZjrBTCZVVeBsN5MJZjLEjEfVigaYyaiqEjzD9/9pyjLJHIep5xL5Hsq2yK3ZcmwIQ/TqKualS9iXX8HqdDA7HczWAoblkacW0UgzGZTkyiGLNWmUz5YimeZk8fynHH0eK49Pg1VuNj6dXHW60j52HmGW6tG+z4aB1VmqJlktr2B1lrDqDcx6HbNRx6rXMVst3HM7uDvnMH1/Xm/xTKVFyq3xLXbHu+yOd7k5vsnueJdu3GWUjeglPeI8nusZQjuk7bUJ7IDQCTnXPMflhcts1bewDAvHcjjfOs9WfUsm+gDkGUTdKjyVJzA+gOEe7P1/8MmfVFOrzkK4dDdItf5WtTc3vlRhqkQV/M2NPj+9NeTd2brefXBFpmubfOvCEt+5vMyvX+pwcbmOZX55vm9CnDUJTom5kOCUEEIIIYQQQgghhBBCCPFiKkuFUgPS9IDh6McMhz8iiXdP6wWLIp6tCHg2U4KeRJ47ZFlAlgWUhU2pq7pBlflkykdlAUr5ZJk/2wO0nk/lmqENQlzq2qemPVzt3Be4Op16NZt8ZWPhYFPTHtbjTrrSZRWeUgmGSjFUjKESTJVgpBOsSXe2TrAmJ5jTfjXpKosw4yGGns/PPDdNYs8l8l2mnkfke9XjwCev1zBdD8v1cJY7BC9fxrv4KsbaNtpvE41LRicpo5OMcc9kdJKiy2f7d06jLLCKGDtPsPMYLxvipYNZ0KqPlw2w8hSrzKqPpwOMh53MZBhVHeDCAvbiIvbaGs76Os76WnW9toa1uIjVaj33ASutNaNsxK3JLQ4mB+xP99mf7HMwPWB/ss/V4VXSx6xTfFSr4SpvLr/Jor9I023S8lq0vBZL/hKXFy6zEq5IsApgtA+9a1WA6ub34aN/C5PbZ3Pv2srdiVR3QlWNtbO59wtiGCv+5z+7yv/0p5+QP+TvsZpr8fpGi5dX61zo1Hh1rcnXdxYI3Be3LlSIp0mCU2IuJDglhBBCCCGEEEIIIYQQQnyxaa3RWlEUCWUZz/bkNFSVZkck8S5JeoDKemSqR1FElGVGWcSofEhRTJ/123goee7cF6ZSmU9R2qANytIizULSpEaWBeR5VSdYTbgyONNawXsEugpcVaErH187uNh4s9CVN3vsahtvNuPqiRUKe3CANTzAivqY8RAzGmLGQ6zT60H1fDzG0MWTv+YDpLbN1PeI/GrCVeT7qIU2xeISxeIK+eIKaWuZuLZMYTfQpYtSLvHYIB6ZlNrFMObzM3oURqkIki62qqZV2UWCm43w0iFuNsTLRrjZCKtIsYr0oWsDDd/HarWw2u1qtVrYa6sEr7+O/8YbOGtrGGH43AaCVKH4qP8R7568y8eDj/lk+Am3xrc4jo9R5dOtI130F7nQusBWY4vtxjavLr7KG503WPQXn+o5njtlCccfQP86DHeh+wkcvw9HH0B0Ak8atqyvQX0ZTBu8Jlz4Drz2H8PSxTM5/vPqo8Mx//yPr/CT3QH9acY0e7Tfp45l8Pa5Bf6TX97m997exJSJVEJ8LglOibmQ4JQQQgghhBBCCCGEEEIIIR6kLFOUGqDUgEz1Ztf9z1gDVNZH5f3nvkrw0/LcIYpaxHGTXLkUpU1Z2BSFTVHap3WDuaoqB/Pcm1UKni1Lm7NpVlWg6t7gla8dPJxZyOpu6MrmyaaVGMkY674w1S8IWkXDqmpwThOtoApZ3QlYxa5L4jqkjgOui+F5ZIsrxFsXibcuE4fLFKVHoWxUZpPFFmlsobXzfISMdImXDat6wLhLkJzgqAlWkWEVKX7ax0+6OGqCoTWgP7860LKqKsBmE6vRqKZZLS1iLyxiLS1hLy5gLc72hQXMRgOrXsdw3af4hu+ntWaYDjmKjziJTqo9PuEoOuI4OuY4Pj7d5x2wWg1XudC6wE5zh4bbILAD1mprfG31a2zWN+f62s89rSGbVFOqDn4C+z+q1sFPQD24ku4Xau9A5zIsngcnAMurplNtvAUrr4PzfE9be1T7g5j/64d7/Mu/2XuoOr97fe1cm//mP3qdNzZaEqAS4jNIcErMhQSnhBBCCCGEEEIIIYQQQggxD2WpUPkQlc2CVnkflfUpdYbWBUURkSS3SOI9MtWdhbGGaK3QDzGh53lQFBZlOQtXzVZZOBSlTZE7VaXgbPJVlgWo3KOcfU1ZWpSlRVHYT1wxaGnznilWzqf2KmB1t1qwev5O6MrBwvj8qM5n0yVGFle7LjHSCDMZVSuerWR893Eynu13r43ybH7GpQGJ6zLxPQb1GqNaQObY5LYNYQ1qDQjqaK9O7jRQZo2UOnFZJ6NBZrUpnAaF7aHN56AuS5f4SY8gPsbLRhg6xyxz/KRHLbpNEJ/gqDGOih66MtBsNnFmNYH2xjrO2jrOxjrO2hr2+jpWu41Zqz3ToNmdgNVYjUnyhH7S58rgClf6VxikA0pdMspGvHvy7lwqAVfCFVpeC9uwaXpNzjXOca5xju3mNuca51gJVwjsAMd8TgJ5T0tZwMmVe4JUP4aDdyCPz+b+pg0rX4H1t+DcN+G13wWvcTb3fsa01nxyPOG7Hx7z51dOeGdvQD96uHCga5tsLQR8++UOv/+tHV5e+WJ8T4R4UhKcEnMhwSkhhBBCCCGEEEIIIYQQQjxvtC5RakCaHpJlJ2itKLWiyCdkWZcsOyFT3dl1F5V1yVT3hQlcfZpSHmkakucuWhtobZJlAWlaQ2U+eeHMpl85FIWNUj5JUuMs6gUNbXxmdeC94as7U67u/3i1m48aurrzull0T6Bq/KnQ1afCVvH4NJhl5NkTv+fPk1sWk1aLk+VlekvLFHZIaXpkXoPUXyAym0zNNom/hArW0FYwt7M8kC5x1BRHTXDyCEMXGE8PQyYAACAASURBVGWBnw6oTfepTQ/wsgFeOsTOowf/lEwTq9HAbLWwmk2shQXsxQXMegPDtsC2sZeXcTY2cNY3cDY3sBYWnnqIKCsyftb9GfuTfYbpsFrZkEE6YHe8y0e9j0iKZG6vbxkWm/VNLi1c4qXmS7S8Fi2vRSfosBquslHfoOF+wUMuRQ4nH87CVD+u9ts/hbMItHlNeOsfw6Xfhs4laG6B+ewrOs+C1pq9fsxHh2OunUz56HDM96/2uNl78FSqX3+5w3/2qy/xd15dwZJJVOJLTIJTYi4kOCWEEEIIIYQQQgghhBBCiC8CrUvyfFSFqmZBqizrUpYp6IK8mJIk+yTJ/mmtYJ6P0bpAawUPOb3neVGWJnHcRCnvdHrVnaWUT5rUyLKgmoJV2hSldVo9mGUBZxG6AnC0VU2u0hYuDqF2CbWHPwtWVR+zT8NYvnbxcR6/XlCl2KPb2P1bWOMjDJVi5GlVKzjtYcZDjFxhFFlVQTjtYmTxY8a7frHMtsmCgCwIUUEd5fjkpk1mOcRBm8hrM/RWGLUvMmhdRHl1eAbTiqw8JowOCeMjvHSAm41wVIRVpHdXmd3/uMgeONHKCAKc9fVqbVRhqtPrjQ3s1VUM235K77KSlzk3xzfZG++xN97j48HHvHvyLlf6V8ifUrByu7HN60uv81LrJZb8JTpBh6VgiSV/idAJsQwLz/IInfCpnOepKBT0roKKqylVBz+C9/4Arn8PdPH49/WacOE78PLfg82vw+IFcGtnd+7nwNXjCf/s33zAH753+MDP3VoI+LWLHRbrLlsLAb/92hrLDe8pnFKI54MEp8RcSHBKCCGEEEIIIYQQQgghhBBfdlpr0vSAaXSVJN6lKKJ7VkxRTKvaQdU/DV0pNQTKZ330x3IndJVlwadCVyZ57pKlIWlaoyic0zrB6uP2aT1hWVrwBHEkS5v4OATapa79e1aArx1MDCxMAu3i4z72ZCsA8hQzizFUXIWoVDJ7nGCoCDOuAlbWpIuRTjFVVH1eFmGmEVbUO5NJV8qySIKA1PfJbadalk9m+ijbJ7d8ctsnDhYZ11eY1tcZN7aIa6vPpEbQLFLsPMHJp9gqOp1u5agpdj7FUVOsUmGWOVaeECRd/KSLeU9QxvB9zDC8u2o1rHYba2EBa6GNvbCAtbCI+9IO3sWLWO32XN6LKhQ3Rje4OrzKwfSAJE+YqAnvnrzLO8fvkJXzm2T2edZqa7y68CoX2hdYq62xGq6yWltlNVxl0V/ENL4Ak5ayCHqfVHV/o30oMlARHH8A+z+B4c1Hv2fYATcEtw6dy7Dza7Dzq7Dy2gs9neqP3jvkf/mLq7x/MGYYP1yln2MZ/P3X1/idr65zaaXOzlIN135xvwdCPIgEp8RcSHBKCCGEEEIIIYQQQgghhBDi0WmtKcuEopjOwlX3hq2mqHxUVQjeqRbMTlD5gKJIKctktlKKIkI/yUSWZ6QsTZKkTpLUyXOXsrDJC4c0DUmTOmlaI01DlPJ5koAVVHWCPg62NrGxsKh2W5tYWNiYeNoh1B4B7ukULF87BNojwMF8wglbZjTAGh1i927idG9iTvuY6QQznVRhq3uuDZWc6YSr0jBIXZfM9Ugdn8z1SZ2Q1K2RuQ1Sr8m0tsKkvkYSdMjtOsqrMQ2Xnn7gSpe4aoKTjXHUpLpWE9xsgqPGuNmYMD4iiI+wyp+fAGWEIabvY/o+VqeDs7qCvbKKvbqKvbKMs3rnehWrfjaTh9Ii5dbkFqpQqFJxHB2zO97l5vgmu+NdboxuMEyHJEVC/hlnngfbtKsgVbjKen2djdoGm/VNNurV3gk6X4yJVdMuHPwYrv85/Oh/h+nx49/Lb8O5b8HyKxAuQn0VNn8Zli4+k0lvT2IYK7774RH/27+/wd/c6D/01zmWwdd3FvjO5RV+43KH19abT71OU4h5kuCUmAsJTgkhhBBCCCGEEEIIIYQQQjw7Whek2TFpckBRRACUZUqS3j6tFbwTxiry6WnloFLdZ3zyh1OW5t26wOLO1KrZBKvCpigc8sIhz12K3CXPHYrSRpcmpbbIlYtSPkr55LnL44awHG3hYOPOagPdn3tc7YF2qWkPHxdbWzhUy3iU1y1yzGyKkUwwZ6Gqu+GqKUZ67/N3rqcYybj6nGj4wJq8h5FbFr1mi2GtRW57KMerdtsjc+sk/iJxuETitYmDNom/iPKXMUz/iV/7gXSJlw6qlQ3x0iFuNqimWBUKq0zxkx5BfIxdpJ95CzMMqxDV6irO6grWwiKG44BtYTVb2J0O9nKn2jsdzFbriUMkkYq4OrzKlf4Vbke3GaUjhumQo/iIw+khu+NdiqcUhPQtn07Q4UL7AhfbF9mqb7EULLEcLJ/WA3rWC1TjlqdVvd/V71YTqo4/hHT45PcNO7D+JrS2ob0NrXPQ2qquGxtgPd06yUf17q0h/+tfXucPfrJPlj/alMPlhse3L3X4zuVlvn1pmcWaO6dTCvF0SHBKzIUEp4QQQgghhBBCCCGEEEIIIV48Sg2I4hsURURZJJRlNpuAFZFmx1W4KutSlAllEVOUKWUZk2V98nzwrI//WLQ2UJmPUh6Z8ilyF60NSl1VDKosQCmPonAoCpuitE/DWUVRBbaq8NWjTZ+ytEmoXTwcLEwsbVY7Jo62aemQlg6paQ8PB087eNiPFra6V55hj44wp92qUjCLqtrALMJQMWY6e5xOMJNxFbiaLaPIMIoCCvXY4avUtskcl9T1yByf1A3I3IDMrZO6TTK/TRysEoerxOEicdAmChYo7PmEdNx0SBAfE8bHOGqCVaSzlWAVKfbssZ3HeOkQR00++707zmmI6nQtd7A6HeylT4Wswseb5pTkCR/0PuCD3gccRUf0kh4n8QnduEs36ZIWKYUumGZTcj3/6VUtr8VquMpysEzNqVFzaqyEK1xsX+RC6wIr4Qotr/V81gKWJdz+CVz5I9j9AXQ/hsEN0GdYkWqYVXiqvV0Fq5YuwsbbsPE1qC+f3eucgf4046+u9zgepxyOEv6fdw64djJ96K83DHhzs8VvzEJUL3VClmoelikTqcSLQ4JTYi4kOCWEEEIIIYQQQgghhBBCCPHlolSfKLpOno8py/R0FWWKyrok6W2y7JiiiO8LXVWVhAllGVOWnz0F6HmnNacTrMrCotQmRe6SKR+V+bNpVxYqd0niBnHcQCkfrU0eadqVBg8bX7uzCkGnKhnUBhYmJgYmJhYGpjbxsGnogIYO8LWDi/1k9YKFwjn8GPfgPez+3t2pVum0moY1e2ymU4wie/zXucckrNNtdoiDBmBRmhaZWydzG2Rek8xtzfYGmdtEuTUyNyRzQjK3dmZ1akZZ4GbD+6ZZVdcD3HSIlw1x1BQ7jzE/ZzqUGYZYyx3szjJ2p4O10MZqNDDrDezOEvbKrEJwZRmr3X7kSVaqUHw8+JgPeh9wMD3gKDridnSbw+khh9Eh42x8Ft+Kh2IaJsvBMudb5znfOs8rC6/weud1LrQu4FrP2YSiPIV4AGoK0xO4+X248Zdw8y8hOYPpVPcKFqsg1err8Ev/GLa/8VxV/pWl5i8/6fJH7x/y8dGEj48m3B4lj3QP04A3Nlv85791mb/9ysqcTirE2ZHglJgLCU4JIYQQQgghhBBCCCGEEEKIR5XnY+L4JnGyR5FHlGWCUgOSdJ8kubuKYvKsj3omqspBp6oSLJy7U6zyu9d57qGUh8o9clVdV8+5lKXNo9YM2tq8p0bQ+blaQU/bOLPd/bnaQQcb8+GmXuUpZjI5nWBlJhOMtNrNO/WByXhWPTjGjEdYky5mNDiTSkEAZdmM6g0mQYPcqaGcOtNah0Frk2FzizRYQblNMrdG5tbQpnUmr2sWGXYe4eQxjprgqOk9+xQ7n+LkEbaKqj2PMMscQxdYhcLUOYbjYC0uYrVaWO326XK2tvC/8hW8y5ewFxYw3IcPIUUq4jA65GB6wMHkgFuTW9ya3GJ/ss/+dJ9+0keV6ky+B7+IbdrUnBqhHVJzaiz5S7zeeZ03l9/kfOs8q+EqNac293M8UFnC0Xtw629gegxRF44/gN2/guyMfgetfRVe+jZ4TQiX7tb9LV0C5ynUWz6Em92IP71yzJ99dMxffnzCNHv42sh/9PUt/qt/+BqtwJnjCYV4MhKcEnMhwSkhhBBCCCGEEEIIIYQQQggxL0Vxd1rVnSrBoohnFYIReT4hz8fk+Wi2jynKBF0qyjIlU31U1iVTvRc6hFWWVZ3gafgqd8lzlzQLSNMaSvlVCKu0Z7WCzqxmcHZdWjxq8MrQxkMErGzc2YQr91Ofcyd69flvKsdIZxWCd6oEsxhrcozdv4U9vI2RTqt6QZXMKgdjzGSEoZLHLTIEqqBVMVuxV2catpmGC6Rem8xfrHavTubWSN06qVefVQ1WU644o2o6Jxvjp/1qolXax0961Ce3aEx2cdX9/16NIMD0fQzbxvC8qhZwdRWr1cIMfIwgwFnfwN3ewtnexllbw3A+O8SitWaqpuxN9rjSv8K14TVO4pPTdacasPiciVpnKbADQjskdEI2ahtcWrjE+dZ5lvwl2n6blXCFtdoajvkMAjlFDsfvQ/8GDHdhuAeDm9U+3K1CVk/KcmHzl+HcN2H9l2D1DVh4CSz7ye/9BLK85Ic3+/zpR1WQ6mf7owd+zWrT45/93lf5O6+uPoUTCvHoJDgl5kKCU0IIIYQQQgghhBBCCCGEEOJFUBQpSnXJsi5K9cjzCVoXaK3IVJ8sO0GpwSycde+KKYopRTElzx8cHngeaW3MQlT26YSr8p7r072cXX8qhPXpMFaeu2j94KlNjrZOg1TmrGKwmoTl4OmqXrCta7R1SE37uDxkWCRPq8lV8QgzHmImI8x4tpLZc/Gn9mSCcQZBII1B6ganIarUrZF5dVKvSeo2q2t3Frqaha8Sv8mkvkLq1h+trk2XGLrAzhOcPMJNhwTJCUF8MtuP8dIBjppg6vL+r7UsnLU1rM5SNc2qNZtmdWeyVauFvdzBe+UV7IWFn3vpoizoJT0Oo0O6cZepmjJRE26MbvDJ8BP2xnv04h5jNf9aQMuw/n/27jxOjqu89//nqd5nk0bSSLYsWd4x2MYba8JiIOy2Iaz5kUACIb4hIZBAgBtIwE4CNyQEcoGEhEAg8AthMWE1OwFCEgIYbDA2tmVb3rR4JI1m7a2W5/5RNZp2u3sWabT0zPf9etWrqrpOnT7V0091T/VT53BC/wmcNHASWwa3pPOBLZw0mM7XldctebjDZRHWYGInTNydJlTt/ins+jHcdyMczhCWloPBE9Kp2A/FAdhwJjz4cjjp4mMy5N/eqQbfzXqjumn3JKNTDcarnXste86FJ/HqXzqTbeuPg97ERFoocUqOCCVOiYiIiIiIiIiIiIiIyGqRJGGWYHWAxEOSuEEUjdNo7iNs7idJmiRJg0bjPqq1u6jXdxJFk7hHx7rpyy4MizSbFcKwTLNZIQpLnZOw4jxJXKDRqNBs9mXDDnZW8BwlCuQ8IE+OAjnyHlCiQJ+X6PMSBXIUPNey/f7LBXLkugwzaPWpg8lUnZOuJuaWs3IW1g6rd6tWzXyJ6YF1TPVvYLp/hEZ5iGZxMEu4GqRRGmCmf4TJwRNolgaWVHc+nKYYTlNoTpOPagQeESQR+aiWTdX7LafDC05Rrh+geNJm8hs2YKUSViymU6mYJVeNkN+4kfzICIWNGyls2UJuaOjg8zbiBvdO3cudE3dy6/it3LTvJm7af9NR67EK0l6r1pXXUQgKFHIF1pfXM1IZYcvgFs4fOZ/zR85noLi01/OwJDFM7oQ9P4PrPgq3fBmWaVhK1mxNe6Zad1qaTHXCeTDy4GMy3N9P7hnndVf/hFvv69yb3y+cvp4Ltq5luK/I1nV9XPKgEcqF5RkmU+RQKHFKjgglTomIiIiIiIiIiIiIiIh05+4kSZM4njo4tGAczxDFM8RR1pNVPE0YThCGBwjD8Ww+uzyO+2H0XnOciaI8YLgbUVQkDEtEYZkwKhE2s3lYIgpLJEmOxAPiqNAyVOEiertyyJMjT0DJC/R7iT5KlLJhBVt7wkrX8xTJHRxisEBuLvEqaqaJVtUxclN7yU3vxxoz6dCCYS0dZrAxQ25iD/kDO9OhBJfhdQpzeerFEvVSH/VS2ntVvTxEvbSGRnk4nUrDNMpraZQGqZcGaZQGCQuVJfVIlIsb9M/spticIBc3yUc1yvUxyvX9FMIZckmDXNSg1BwnH6VJZPnNJ1I+8yzyGzeSGx7OprXk1607uB6sXUtUzlONqlTDKjPhDHdM3MFP9/6Um/bfxH3V+xitjhImnXstWk6G0V/op5KvpEMDFvroy/exvrKeTX2b2NS3iY19G9nUP7dczBWXrwHjd8OO70JtDOoTMH0fjN8D+29Lh/w7bAblNVBZC2u3wZlPhgc9A9afvgx1z68Rxbznm7fxvu/cTpzMn3cyVM7znIu28MKHb+XsEwaPTS9hsqopcUqOCCVOiYiIiIiIiIiIiIiIiBw5aeJVLUu6miaKp4ijaZrhGI36buqN3UThZDacYJUorh5cnh1iMElWTuIVQBznHjjkYJIjiko0mxWazTJhs3KwR6woKmaJV3ncA1ggtanoedZ6H0PeRylLpppLssq1JFu1rJMnwCBsEDRnCBpVrDlD0Jg5mFxlzWqacDWbeNWYIWjOYI1qNp8hVx3HGtOHnHwVW0BYKBIHeZJcgXppkGplDbXKMFFhgKjQR5gvE+XLhIVs3rI8+3iYL9MoDdIs9h9MxMpF9TR5yiNySUiltpf+mT2U62Pk4ga5uE4xnKbYnKQQTlMIkjSRat26NLFqeJjc2mFya9di5TLkAqJygWTbZqpbN7CDvWw/sJ2d0zuZaExwoH6AXTO72Ffbd4ivxqFbV16XJlVlyVQn9J9wMMlqU3+6XsqVDv+Jxu+Bu/4bdl8Pe26A0Z9DdZmOd+02OOWxsO3RaS9VGx4E+WVMCGtxw70TvO7qn3DznsUN3Xj6SD+XPnQzv/aobYwMLsPrKLIISpySI0KJUyIiIiIiIiIiIiIiIiLHtyQJiePa/RKqotnlqPWxlqSrrDesNBlrpmXfKmE4zrINPXYMJEmQ9mbVMsVx/mCyVRznSTzAPcCzXq+iqEiz0UezWZ7bz3N4EqTlkwJ5z1Ek15JUdf+erB64LU/Rc5Qp0u8l8mQ9acUhQXWcXPVAOmTgwSSsLvMsCSs3c4CgegDzZNleqzBfZrp/AzOzU9866uUhGqUh6qWhtBes8txykisc3DeIGxSbU1lSVYNcEpKLGwRxk0p9L4PTO+mb2UM+rqXbAydfKhAMDFDcupXiKadQOPEEkrWDTPTBaKnJ7uIMd+XGuSsaZefMLu6dupdqVF22412KTX2b2Dq49eA00jdCOV+mkqtQzpcp58uMVEbYPLB5aRWHNZjcBTP7IJyBqfvgli/B9q9BVD/0BgeFtBeqdafD+tNg/RnpcmUt5ErQtx761x9y9c0o4bPX7+TjP7ibH989vqh9Bkp5fu+JZ/DSXzyVYj445OcWWQwlTskRocQpERERERERERERERERkdUlSSLC8ADN5r5s2psNQdghASueIQonqTf20GyO4h4f6+YfEY1GhZmZYeq1QeIkTxLnSJI8cZL1jpUNNzjX+1WBOC5kPWCl8h6QIyDIhhjs8xIVCgQY5kaeHCUKlDx/cNjBNCkrlw4x6DnyCRQbdYI4wqImQWOaoD6F1acJGlME9WksamBxiDWr5CZHyU/sJjd5H0Ft4rCHGayW1zA1uJFqZT1JrkAS5EiCPEmQJ8yXqFXWUqsM0yz0EeVLxLkiUb6UTrkicZDDg4AoXwRzclHak1Uhqh7s4arYnCSXg8JQHwMbhyhuGcZPGCYZqBD2l5goxuwr1Lm5eQ8/rt7CTY0dJMGxGxbupIGTePTmR3PG2jMODgW4sW8j6yvrKQSFhSuY1ZyB+26EsR3pMH+jN8Gen6ZDAS6XrY+Ei34dHnwZlIcOuZrt903xPzvGGJtusmeyzldv3MPYTPee79b1F7lw61ou2jbM0889gdNGBg75uUW6UeKUHBFKnBIRERERERERERERERGRxUiSiCSp4e64h0TRJM3mfsLwQJaINUYYjtEMx4iiKZKkQZI0ieNponCKKJ4iiiZXVPJVkgQHhx2cTbCKk3w6n32sbR7FBer1gTRJK+489FreA/JZD1cFctlyjkLWA1axZfjBohcokacURvTNVBkMoRglBLVxcpOj5Kb3Yc06FjXIVQ+QP3Av+fFdWH0aO4I9j4X5Eo3SYNab1eDBXq6qfevYt/409m04g3ppCId0+EAPyUe1dEjBuJ7Na+TjOoW+AoX1AxTWlekbqGKVJjO5JuNBnf1Bld2lGncVp7itcIDR5n78KPSoZhjrK+vTRKrKxoMJVe3TUHEIs3kSv+IQ6hMwsxfu+A7ccg3c9T1IwsNr4OBmGD4Fiv1QKKc9Ug1uhjUnwYazYOTsRSdXNaKYr/xsD5+5bif/uX0fUTL/63vxtmEef9YII4MlNgyUWD9QZGSgxKahsnqmkkOmxCk5IpQ4JSIiIiIiIiIiIiIiIiJHi7sfHDKwdfjAOJ4hDMdpNEdpNvbSbO6j0RwlDMeJwgnCaJIkaeLevdebXhRFBaIo670qyeFYOuxgWCIKy4RhKZvKD5i757rW2+8l+rx0MLmq5HmKFNrW85SaEeVGk1KjQaVep1CvEjRmsGaVIKxjzSoW1rGwRlCfIj9xX9q7VWMai5oQNw+7l6tZtfIQtfJawkKFKF8myheJcmlvVo3SIPXyGmqVNdTLawjzRZIgTc6K83nMQ3JRg7w3KfYXyQ+W8GJCVAiJi1M0yqOMFavc3V/ntr5pbs/to55L8KPQk1U5V2akb4SRyggn9J/AQ9Y/hIeOPJQz1p7BQGGgc1JVswr3/hDu+m/YfT3suQEmdy5/44a2wMaz0ySqTefCCefChgdBvnNCH8B4tcnVP7qXd39zO5P1aElPFxicvK6P00YGOH2kn9NGBjh38xrOPWmB5DIRlDglR4gSp0RERERERERERERERESkV7gnJEmY9WaV9miVJI2s96tRGs19JHGdxEM8aZJ4SJI0CZtjaSJWYz9JVEvLxOn+ETXceq8XrCQJcDfAcJ+dAqKwRBgVs3mJKCwRx3mibHjBgz1j3a83rDSBq5L0sTbpZ9DLB3u6yns2J8iWA3LkyHtAgTx9IfRFTq4+Q1AdJ1ebIKiNE9QmCKoT6bw+iYV1gmYdi+pZMlY2RQ0sbBxW71eNYj/1LPGqXh6iXh6iURykWeynURqgWagQeBNLmlgSgzlJAJ43orIRF0PCckyjbNQqTr00yUxhijtsH7vXJIyugYl+iHPLm9yTD/KsK61j25ptnLbmNE5fezqnrzmdU9ecSn+hn1yQoxgU06Si2gHYfweM3Q77b0+H+xu/K02yimowdsfyNMqCNKFqeFs69N+ZT4EtD4Pg/ol6YzNN/uYbt/LpH93LTPPw4mfLcIVnPvREnnvRFs7aNHhYdcnKpcQpOSKUOCUiIiIiIiIiIiIiIiIiq1mShFSrdzA9fQthOEYc10mSOnFSI45rxPEMUThJVN1PVB8jjCaJqBEHIdjK+q0+HXrw/slUDxiKMJ57LMoe87hIPuqjGPVRjAbIxRXyUYk8+Zbkq3T4wblerwoYhgF5cpSbMaVmSPHAvRRGbyc/vguSCItDclP7yE/sIje17+BjJPGy9XbVKPZnQwqmU7PQT5QvAA7EBEmIEeI0CQsxM6WE8UrE/qGYfWsC9q4JGBsyDgzA2KAxNgC1ErAMvSiVc2VOX3s6Z6w9g8FimlRUzpdZV17HhsoGThk6hTPWnkFh/G748Ufg5mvSJKrlHBKztAY2nw8nng8nXpBO606DICCKE7aPTnPtXQf4wk928YMdY4f1VI85YwMvfPhWTl7Xx6ahMpuGSuqNSgAlTskRosQpEREREREREREREREREZGlc/c0wSqeIYpm5oYfDKeJZvYRT+4lntpHXB0jqk8QNyeIw2maPkWtPEltoMY8o+31PHdakq+KB5Owoqh4/6Ss6P7bLCqTi/rIR33kw35KXqbkeUoUKHmBUpZ0VfI8pdgohhHF6gSF6XHKUwfIz4yRm95PMDNGbmY/uekxgpn9BLXJw+rVat5jxYhyBZJcnihfIMyXaBaKNIp5aqUcUxVnz7qYezYWmBjIE+eMsQHj5q3G3SMc9pCB+SDPqWtOZV15HWuKa9jav5lzShs4OzfASFCiHDdhZm863N+BO2H05rTHqsNJrsoVoTQE5aF0qL/TnwinXcJdvolv3bqf3ZN19k012TfdYP9Mg9HJBqNTjSU/zWkj/bz0F07huRdvoa+YP/T2Ss9T4pQcEUqcEhERERERERERERERERE5+txjomiaKJokiqZxj/DaNHH1AM3GPsLaKM3J3YTV+wjjcZo+TRjMEAY1wkIdD1ZHnkAc5wjDMo1GH2FYxpOAxHPpUIVJjjjJEzbLNJsVwmYZmoPkmgMESZGcF8jHxbTnKw/IxwnF2OmvNVk/Psn6ffso1qvkwgbleo1Cs46FDYLGFEFtiqA+lQ4z2JjBPFmW43GMenmQRnGAKF8kyheIckYcxNQLzr41RXZvKDBdceqFkIlKxK6RHPdsyDO2xhg/hCEDK/kKw6VhhsvDrC2vZV1pHWuLg6yLE4YbMwzP7Oek8d1sHb2dvsl7D+8Ag0I6zN+GB8Gmc+CEc2HTuTB8KjNhwo59M9y+d5rb985w065Jvrt9L41o4de2XAjYvLbCiWvKPOKU9bzw4Vs5YU358NoqPUWJU3JEKHFKRERERERERERERERERKS3uDvuzWweAwnuCUlSJwzHCcMDhI0xwgP3Eh24l2hilKi6n7g5RRxPE3mN2BpEQZO4EBMVE+KK4fmVOSSau5EkuIaXZwAAIABJREFUuZaerVp6u8qGG4ziIkFUphD1E4R9BFGFIOwjF/WTj/oo1AsUohzFKKYYxhTCkGIzohQ2KTUbFBsNivU6ubCBhTUsbGBRnSCsE0zvJ3/gXvITu7Hk0Hp5cixLsipmvVrlaRbzNPM5wnyORsGYKTuTfc7+wSZjg8Z9wwH3bMyzZ32RscE805Vgwd6tBguDDObLDBFwWjPivLGdnFmdYChJGEwSNsQJ5UPJUSn0w6aHpMlUm85Ne6nacBbThXV84+ej/Mv37+KHdx5YdHW5wHjqOZv4/V86i7M2DS69PdJzVk3ilJk9G/ht4EJgDbAL+Arw1+5++2HWXQB+F3gRcBaQA3YAVwPvcvepRdRxOvBa4GnAZmACuA74e3f/7CLbcVjHaGaDwB8AzwNOBWLgVuBjwN+6e7iYdoASp0REREREREREREREREREBLxWI7n7duJ7thPPjBHF00RJlThJhyCM6uPE1QNEzQli6mnSVRAS50OahZiwBFHJiUsJScmheKyPaPklSXC/oQeTJE8Sp71eJUmOJM5jSYFcXCIXl7GwDwv7CbIpH/aRrxYp1HKUmiHFRoNSo87wVJX+6WmC5gxBfZqgMY01pgka6frsMkmcDjcYNQmipQ97B9DM52kWcjQLRq1kjPfnGBvKsW8oYP9Qjqn+HFOVHNN9AVN96fJUX8B0X46pSkCtFDCcOCdGIWc0Q04PQ7aGERvjmBOjmJE4Zknpd5V1cNLFcNLF3GMn8rWdeX46s45bqwNsH50mSubPhynmAl77lLN4+WNPI3eYQx7K8W3FJ06ZmQEfAF7Wpcg08EJ3/9Ih1j8MfB24uEuR24Enu/uOeep4BvAJYKBLkQ8Cv+Vd/iDLcYxmdirwDeC0LkV+RHoci0rFVOKUiIiIiIiIiIiIiIiIiIgsqyQhmTxAvPdeogM7icb3EE3eR3xgF9HO7UR77iQKJ4nKTlROk62i/oCwLyAczBMNBER9AUnF0u5QVhh3I4qKhGGRKCoRRUXiME20IqpgzT4s6ptLuIoq5KM+inGafFWiSLEZUp6ZYmBqkr6pcfIzB7BmNevtqk7QrKXLzRpBWEuHHqyOEdQmD2vYwdigWg6YruSYrgQHl2fKaaLV9GAOG4BSGfpyTl8e+vphYMAZySesTxIKi3mivg00Rs7h2vgsPrj7FL4zczLxPG+Gk9ZW2La+j42DJTYNldk4VD64fOKaMluGK6QpG9KrVkPi1BuBt2arn8yWdwOPBv4vcAppYtHF7n7rIdT/NeDJQAL8KfDPQAj8MvBXQBn4WVZ/s8P+DwKuJU2auhN4NfA94ETgj4HnZ0Xf5O5vOxLHaGZF4MfAOUANeD3wGaAA/DrwZiAAvu7uT1nM66LEKREREREREREREREREREROaYaDdi7F/bvh1otnapVvFYlnhmjMXk3jdpuoup+kplxvDpFUp8iqU8TWZ3mcI7muhyN4Tz19XmiwQAvGJ4HL6y8ZJk4Tnu3au3pirgASRHiAh6XsKiERWUsKhPEFYLmALnGGvKNQQr1iHKtQaERUmw6pQaUqkYpisjFMcQhFofkZsbITY4SVA9gcYhFIbmJ3eSmRpfWq1QmzBkz5YBaOSAsGVHJiMsBXjGsD8olGCw7QyUI+gwqlvZcVjS80kd95Ex2Vk7hm2Mb+N7UCLcmW9jFelhEa07b0M/lF2zmly88iW3r+w+h9XKsrejEKTPbRNrjUz9wDXBZa69NWS9LN2Tbr3b353esqHv9lwJfyFZf7+5/1bb9BaQ9SQG80t3/tkMdVwPPBWaA81p7psp6kvoi8Ixs++nuft9yH6OZvRJ4T7b6Anf/VNv21wNvz1YvdfdrOr8ic5Q4JSIiIiIiIiIiIiIiIiIiPSuKYGwsTbzaty+dHzgAExMwPo5PjOOT4yT1KaJ8SBQ0iJsTRI0JomiKyKvEfQHNgRzV4TK1tSWigYC4z4j7DO8DLzteTrDgWB/skZMkAc1mmSgs43EBj4t4XIS4CFEJiyoQ9lGI+inWypQnYvLTCbnpmMqBJv3j0/RPHqBvYh/lqTGC6ng6HeKQgt24gReBgkHRSIZyTAwNMtE3QD1fYrLQzz35jdya38L2/q3cOrKNXYMjkPU2FRhc8bjTec2Tz6KYX8F/0BVopSdOvQ74y2z1Anf/SYcy7wJ+n7THqBPdfXQJ9V9DmtQ0Cmxx97BDmeuAC4Ab3f3ctm2bgF2kvTm9y91f02H/84Hrs9XXufs7lvsYzexG4CHAde5+UYf9C8BOYAS4xt0vbS/TTolTIiIiIiIiIiIiIiIiIiKyakVRmmi1f3+aeDU2BjMzMD2dTtmyz0yTVCeIpvcRTe4hro4RJzWSpEEcRMTlgLgUUB0qUxsqUx8qEg0GxANGPGAkfY73OVQSrHjoQ+Udr+I4RxQV02EHoxIeF7G4gMV5gqRAEOexRhmv90OtQrmao1xzKlMRpekm5ak6lckqpakpyhOT5GemyNWnCLLJkvjQ21YKqPelSVUThQEm8/0kQ2s585zTWLdtM7ZmDRQK6bR+PZxwAmzalE7r10NuBY4X2YPmS5zKH+3GHAGXZfPtnRKKMleTJhUFwKXAPy2mYjPrA56UrX6uU9JUS/0XAOeY2WnufkfLtmdmzztb7gHc/SdmdhtwBnA58I62Iod1jGZ2GmnS1HxtCM3sc8DLgSeZWZ+7V7s8l4iIiIiIiIiIiIiIiIiIyOqWz8PISDrNw4BcNpXaN0YRVKswNTXX69XstHs3/Nd2uOUWuOcemJggyUM4mCMaDAgHA5pDOaY39lEdLtFckyccyhEO5tKkqz7LerwCigkUk9nOk44ruVxMLlejVKotep9GNnXiDp6UiaK1JM0KSVjG4jwWBVgUEIQBuWZArpojP20UpxKKExHlsSaV/TP03zdJZd8UlZkJco0q/Y0a/dQ4kX1zT3LDfy3cyCCAjRvhYx+DJzxh0ccmR9dKSJy6MJt/f54y1wIx6XnoIhaZOEWabDR73pqv/tZtFwF3tK0DRMCPFqjjDOaOp9XhHmNrD1MLHcfLgTLpsas7KRERERERERERERERERERkSMln4ehoXQ66aT5y9ZqBKOjlCYmKE1Pp8lWU1NsnJiAu+6C226Dn+yGZjOdJiZgdDSdkw5VF5eMpGzEpYC4bNQGS1SHKjQHCjT6C4QD+XTqD4j6c8T9RjLo+FCCVxLIGR6QdukSOBbE5PKH3qPTkWAGlosp5magNNO1nANhNrWXci8RhluIoyJ4gGF4VCBplqFRhnqRoF4k18iRa0C+DoV6TLEaUpxuUpxucNaX/pvCnj1QqRzBo5XD1dOJU2Z2EjCQrd7RrZy7N8xsN7AFeNASnqK1bNf6gR1d9mld3+Xu8w3AOVvHgJmd5O47YdmO8VCPQ4lTIiIiIiIiIiIiIiIiIiIix4NKBbZtW/p+YQjT09jUFPmpqXQYwSzpamB2vXWamoLb9sHOnbBrF4yPp8MOdhGVjca6HPW1ReoDRRpDRZoDBZr9ecLBPM3BHNFgjuZQjmgoj/eBlSKsGBEUQyzww3hRjgwzp1hsQHG+NI85DjSzadbJ/zlAYW8jHbZPjls9nTgFbGhZ3rtA2VHSpKL1R6D+0Zbl9vpn61hM+1rr2LnENszW0ekYl+M4REREREREREREREREREREpNcUCjA8nE6HKgxhcjLtvap1Gh8nn039bY9z7+zygXTebD6gWgfiihENBjQHctSGi9SHytT6SzQGKzQGyzT6i8RDRrImxgedqBSQlIBCAoUYy8VY1vtVECSYHR+JWJWx8XRBiVPHtV5PnOpvWa4vUHZ2MMyBeUsdWv2tA2221z9bx2Lb117HchzjchwHAGZ2BXBFtjptZrcs0CY5+jZA6+CqIrIKKO5FVh/Fvcjqo7gXWX0U9yKrj+JeZPVR3IusPop7kU5qDrUYRmPSPpumj3WLltMG+vsV98de167aej1xSo4yd38/8P5j3Q7pzsyudfeHHet2iMjRo7gXWX0U9yKrj+JeZPVR3IusPop7kdVHcS+y+ijuRVYfxf3xLzjWDThMrYNolhcoW8nmS0lNXGz9lZbl9vpn61hs+9rrWI5jXI7jEBERERERERERERERERERERFZMXo9caq1O7ORBcrObt9/BOpv3dZe/74OZZZSx3Ic43Ich4iIiIiIiIiIiIiIiIiIiIjIitHriVO7mOsZ6dRuhcysBGzOVm9ZQv2tZbvW37atvf7Z9c1mVlxEHdPuvrPl8eU4xuU4DukdGkpRZPVR3IusPop7kdVHcS+y+ijuRVYfxb3I6qO4F1l9FPciq4/i/jjX04lT7u7AddnqI+cpejGQy5Z/vISnuAloLKL+1m3t9c+u57N2LFTHda0PLtMxtq4v5jjqpMcuPcjddeIVWWUU9yKrj+JeZPVR3IusPop7kdVHcS+y+ijuRVYfxb3I6qO4P/71dOJU5gvZ/CwzO69Lmedl8wT44mIrdvcq8M1s9Vlmll+g/hvd/Y62bddkz9ta7n7M7KHAmdnq5zsUOaxjzNp0U1u59jbkgWdlq9/Mjl1EREREREREREREREREREREZEVaCYlTHwFmk3ze2r7RzE4BrshW/83dR5dY//uy+Sbg1R3qfx5wYVvZg9z9PuAz2eoVZratw3PMtnsG+GiH7ctxjLNtu8jMntth++8DG9vKioiIiIiIiIiIiIiIiIiIiIisSD2fOJUlJs0mE11mZh83s/PMbMTMLgX+HegHpoE3te9vZh82Mzcz71L/F4GvZ6tvN7M/MbNtZrbZzH6XNKkJ4EbgH7s0803Z8w8A3zKzS7P2nWdmHwcuzcq9LTueZT3GzPuzNgJ81Mx+JzuGbWb2ZuAvsm1fd/drutQhxykze7aZfcXM7jOzupndYWZ/Z2anH+u2icgcSz3YzH7dzP7WzH5oZo3sc6i+hHo2mdlfmtnNZlY1s31m9h0ze6mZ2SLruMTMPm1mu7Lzxt1m9hEzu3DhvUVkscysYma/bGZ/b2Y/MrNxMwvNbK+ZfTP7TlZZRD2Ke5EeYGZbzeyVZvbPZvZjM9uZfdZPmdkNZvZuMzt7kXUNmtmbzeyn2f7jZvYDM/t9Myssso4Lszi/O4v7Xdl54JLDOlARWZCZnWFmtdlrTmb2GwuUV8yL9AgzO6UltuebpheoR3Ev0sPM7Klm9jEz25F95u/P4vn9Zva0efZT7Iv0ADO7c5Gf9/N+31fMi/Se7Pv+O1vitmlme8zsq5Zej88tsL+u5fcgc++YL9RTsjfYB4CXdSkyDbzQ3b/UYd8PA78O4O4d36hmtg74GnBxl/pvB57s7jvmaeMzgY+TJk918kHgt7zLH+RwjrGljlOBbwCndSnyI9LjONCtDjm+LMf7QkSOHkt7COz2WdFw9/Ii6ngY6TCwG7sU+QrwbHdvzFPHW4C3AJ0+90LgFe7+wYXaIiILM7NJYHCBYjcDl7v79i51KO5FeoSZvRJ4zwLFQuA17v7eeeo57P/dzOw3SXsT7nQh1oGr3P2qBdoqIofIzL4O/FLLQy919w93KauYF+khC/xv32rG3TteC1bci/QuM+snvaH+OfMU+467X9JhX8W+SI8wszuBTqMIdfMwd/9RWx2KeZEeY2bPBv5/0k5ruvk+8PROsatr+b2r53ucAvDUb5J+Uf0qsBdokP4D+/fABYeTOOLuY8AvAK8BrgUmSYfVu4H0TXvhfElTWR3XABdk7dmRtW9v1t7nuPvLuyVNLdcxZm28IGvzDdkxTGbH9Brg0Uqa6jl/xFzS1CeB80lPxM8C7iRN1PuEmZ11TFonIvO5l3Qo1+8udgcz2wB8njTO9wO/BpwInA38bVbsaczzg62Z/SpwJekXrn8HHpXV9yTgetJ/wP7BzB63pKMRkW4GSb+z/SvwK8DpwDrS72TvI73AcTbwNTN7wI8qinuRnlMjvTjyWuCJpLG6ATgHeDlwG2nMvSe7ueYBzKwIfIH0wmoN+D1gC3AqaSwnpDf1fKJbI7J4/ofsua4njfeNwKNJzwMGXGlmLzqcgxWRzszs10iTphZMrFDMi/S8Z5B+5+80beq0g+JepHdl8ftF0t9pmsA7gEcAI8Bm0s//95H+/95pX8W+SO94CN0/4weBIWBnVvbnHZKmFPMiPSZLdvxX0qSpUeAVpNf2NgG/CHwqK/pI0ths31/X8nvYiuhxSmQ1MrNNpL2d9ZP+OHNZa/JddnK/Idt+tbs//5g0VEQOMrNB0h9Rv+/ue7LHriRNaF2wxykzewfpD7EJ8Ivu/j9t2/+O9ItcQppQe0Pb9jKwnfQftOuBR7h72LJ9LemwrpuBH7r7Iw79aEUEwMzeC/xZp+GYs+1vYG7I5De4+1+2bVfci6wgbTHX7S701l6rXuDun2rb/nrg7dnqpZ2GWjezHwIPA3YB57j7eMu2IvAD0psu7gXOdPdFDxksIvMzs2HS3iTXA88FPptt6tjjlGJepPe09Tj1BHf/9hL3V9yL9CgzezNwFVAFnuru/7mEfRX7IiuImT0e+Ha2+kZ3/z9t2xXzIj3GzN5G2mlJAjzK3X/YocynSROoE2CTu+9r2aZr+T1sRfQ4JbJKvYS5bgLf1N5jWdbD2D9mq88xs25dAorIUeLuU+7+udmkqaWwdLzzl2ern2v/wpV5C2k3nQHwvzpsv4z0CxfAW1q/cGXtGwdmkzYennUpKiKHwd1f2S1pKvPXzN2J+vTWDYp7kZUni7lPZ6vdhoJ/RTa/rv3CauZdpD0Qt5Y9yMweTnphFeDtrRdWszY0Sc8dkJ4fLl1c60Vkkf6K9G7Q9wA/WUR5xbzI6qO4F+lBZrae9MdUSG+QWnTSVEaxL7KyvDibO+mwXu0U8yK95/xsvr1T0lRmNt4D0tElAF3LXwmUOCXSuy7L5tvdvdvF2KuzeYC+NIn0uscCa7LlqzsVcPe9wHey1cs7FJk9b1SBbsO7ttbdqQ4RWUbuHpHeRQLpnSKtFPciK9PsRY9G+wYzO410OADoHvch8Lls9Ulm1tdW5LKW5Y51kJ4Pqtmy4l5kmZjZY4CXAbuZ+xFjvvKKeZFVRnEv0tNeDJRJh+j7+6XsqNgXWVmyXmGel61+293vaduumBfpTbO9tiXzlGndtrdlWdfye5wSp0R614XZ/PvzlLkWiLPli45sc0TkCGuN4fnifnbb1mw85U51/DhL1ngAd9/J3NjsOm+IHB2bsvlk2+OKe5EVJru4OntRo9Oda0uN+zJzF2Pb67jX3Xd12jm7QHtdh+cUkUOU3V36D4ABr3H39s/1ThTzIitENlzOYijuRXrX07L5D9uGy8qZmS2wr2JfZGW5nLkEiY902K6YF+lNP87mZ5nZQ7uUeUE23w7c2fK4ruX3OCVOifQgMzsJGMhW7+hWzt0bpHe6AjzoSLdLRI6o2RhOgLvmKbejwz6YWQCcma12PW+01aHzhsgRZmYXAqdmq+3d9yruRVYAMwvM7EQzuxz4D+AM0rvUO/VG0xqD88Vtx7hvW19s3J+RnS9E5PC8nvTHjm+4+8cXuY9iXqT3vdfMpoGGmdXN7Doz+zMz29ilvOJepHfNDrV9k5kVzeyNZnYLaU+yoZndamZv7/AjKCj2RVaa2WH6asCnO2xXzIv0pr8D9gE54Atm9qLsml7FzM41s38EXkQa+69w99bep3Qtv8fpBCrSm1r/+drbtVRqNJuvP0JtEZGjYzbuD3TLNM+Mtiy3xv0gMHsHrM4bIsePv8rmDry/bZviXqSHmdlXzMxJe4DdRdoF/8OBW4CnuPsPOuy22O/53eK+tY7Fxn2JuZsyROQQmNnpwB+TJkW+cgm7KuZFet85QH+2XAIuID0f3GxmT+1QXnEv0oPMrMJc7DWB7wJvBc4i/XE1R/pj5+uBn5rZ+W1VKPZFVggzG2GuB7rPuvtUh2KKeZEe5O4HgMcDNwMnA/9Cek2vCtwAvAz4DPAYd/9m2+66lt/jlDgl0pv6W5brXUulatlcX5hEetts3C825uH+ca/zhshxxsxeBzwpW32fu9/QVkRxL7Ly7AX+BvhRl+2Ljdtucd9ax6GeO0Rk6d5HOrzGO9z9liXsp5gX6U0J8FXg14HzgLWksXgR8G7SpOlh4DNm1j58huJepDetaVn+LeARpL3MPJQ0WeFk4E9Jzw8nAp8zs8GWfRT7IivHrwD5bLnTMH2gmBfpWe5+E/BsHjg6BKS5NVuAUzps07X8HqfEKRERERGRoyy7+/z/ZKs3AH94DJsjIkfGs0nvFlsDnAa8hLS77/cB3zezU+fZV0R6hJm9CHgycCfw58e2NSJyNLj73e7+NHf/iLv/zN0n3L3q7te5+6uB55H2KFsB3nlsWysiy6T1t7Qi8Hng+e5+g7s33f0ed38LaY9TANuAK452I0XkqPi1bL4H+PqxbIiILD8zewvwc9JreVeQfqavBx4NfIq0N/lPZzdFywqixCmR3jTTslxeoGwlm08fobaIyNExG/eLjXm4f9zrvCFynDCzi0n/ycoB9wDPdPdah6KKe5Ee5u51d59290l33+HuHwUuBr4PPIT0LvT2/8kXG7fd4r61jkM9d4jIIpnZMHNJEa/q8nk+H8W8yArk7p8FPpmtPt7MNrdsVtyL9KaZtvUr3d07lHsPsD9bflaX/RX7Ij3KzM4i7XEO4GPuHncpqpgX6UFm9r+BK0l7dHqcu/9jdtPEmLv/j7u/APhQVvwvzOyClt11Lb/HKXFKpDfta1keWaDs7Pb985YSkePdbNyvNbP8POVazwmtcT8FNDuUma8OnTdElll2geXLpL3Q7AWe4u73dCmuuBdZYbKkiv+drZ4HPLGtyGK/53eL+9Y6Fhv3TXShReRQvRnYBHze3b9wCPsr5kVWrtZzQusPKop7kd7U+v/1NHB9p0Lu3iS9UQLSmyVmKfZFVoYXtyx/dJ5yinmRHmNmReAN2erH3P2WLkXfnM0D0t7lZ+lafo9T4pRIb9rF3BegrkN8mFkJmL2rrdsJXkR6w2wM54CT5ynXek44GPfungDbO5SZrw6dN0SWkZltJe3CewSYBJ7m7jfPs4viXmRl+n7L8oVt21pjcL647Rj3beuLjfvt2flCRJZuNo4uNzNvn4AdLWU/1LLtlOwxxbzIyjXasry2ZVlxL9KDshi6NVsd79Lb1KwD2Xyo5THFvkiPMzNjbpi+G9y9YwJlRjEv0nsewtz39h93K+Tu9zL3Xf/BLZt0Lb/HKXFKpAdl/5hdl60+cp6iF5OeoGGek7yI9ITWGJ4v7me33ePu+9q2zdZxUbeM92wIgS0dnlNEDoOZjZAmTZ1M2tXvZe6+UIwp7kVWptZYbP/BZalxXwdu6lLHVjM7sdPO2fngog7PKSJHl2JeZOU6oWV5vGVZcS/Su67N5sNZAkU367P5RMtjin2R3vcY4JRseb7epkAxL9KLKgsXOWj2e0BrsqKu5fc4JU6J9K7ZLr/PMrPzupR5XjZPgC8e+SaJyBH0XeYuuDyvUwEz2wA8Plv9fIcis+eNfuDpXZ6nte5OdYjIEpnZEPBV4EFACDzP3f9jEbsq7kVWpse1LN/RusHd72DuYmm3uM8Dz8pWv+nu1bYirUMDdawDeAbQly0r7kUO3R+Q9hzXbXpmS9m3tDy+CxTzIivcs1qWZ29+VNyL9LbPZfN+4GGdCmQjQMz+IHqwNxrFvsiKMDtMXwL8y3wFFfMiPWlPy/JF3Qplo0rMDpV3d8smXcvvcUqcEuldHwFmv0i9tX1j1vX/Fdnqv7n7aHsZEekd7h4CH8hWn2Vmj+hQ7EqgSNp7xT902P4FYGe2fJWZFVo3mtka4PXZ6rXufi0icljMrEwaexeSXlh5sbt/aTH7Ku5Feo+Znb3A9mHg7dnqFPCNDsXel80vMrPndtj++8DGtrIHufsPmbsb/vVZnLe2oUB67gC4F91gIXLI3H2Hu1/fbeL+d43f3bKt2fK4Yl6kx5jZSQtsfwHwnGz1W+6+u62I4l6kN32JuWF4/8zMOv2+9jpgOFv+eNs2xb5Ij8qSIp+frX7T3XctYjfFvEgPcfcdzH3Ov8jMzuxS9KqW5a+27K9r+T1OiVMiPcrd72MuYeoyM/u4mZ1nZiNmdinw76QZqdPAm45VO0Xk/szsIWb2qNmJuS41rfXxbCq17f4XwG7SITivMbMXmdkmMzvTzN4N/G5W7gPufkP7c7t7HXhDtnoh8GUze4SZbTCzJwDfAk4CYuC1y3rgIquQmeWATzDXu8wfksbuQJepr0M1inuR3vIzM/uMmb3EzM7JYm2dmZ1rZq8CfgKck5X9I3ef7FDH+4Ebs+WPmtnvmNlmM9tmZm8mPS8AfN3dr+nSjteSxvUW4FtmdknWlkcAXyY9HwC8ITtPiMixo5gX6T3Xm9knzexXs//x12fX4x5jZu8nTZYwYIa0Z7p2inuRHpQlPv8B6Y+dTwW+mF2/Gzazs83sHcCfZsV/RHrjcyvFvkjvugxYmy0vNEzfLMW8SO/582zeB/yHmf2mmW3NPusfaWafBF6albmOB/b4pGv5Pczc/Vi3QUQOkZkZafbqy7oUmQZeuNieLUTkyDOzbzPXFedCTnX3O9v2fxhwDXN3o7T7CvBsd2/M04YrgTczNw5zqxB4hbt/cJFtFJEuLO39cccCxVrd5e6ndKhHcS/SI8xsMf9g14E3uvu75qnnVNLeqE7rUuRHwJPd/cA8dbwc+Dug0GGzA1e5+1UdtonIMmn7LvBSd/9wl3KKeZEeYmbjwJoFiu0CXuTu3+lSh+JepEdlN0T8NZDvUuR64FJ339m+QbEv0pvM7HPA5aRJ0ZvcfWaR+ynmRXqMmf058EY6X0efdSPwDHe/u32DruX3LiVOiawAZvbLwP8iHXN1iPTizFeBd7j77ceybSJyf4ebOJXVsYm055rLga1AjfSL2oeAD/siPtzN7BLgVcCjgXVvLJeVAAAgAElEQVTAKPBt4J3uft0i2yci81iuxKmsLsW9SA8ws8cCTyTtaW4bsIm0C+4J4Oekd4b9U6cLKx3qGiS9o/15pBdZY+BW4GPAe7MuwBeq40LgNcAlpBdsxoDvAe92928v7ehEZKkWmziVlVXMi/QIM3sO8FjgkaR3fG8gTaAYI+1d8ovAP7v71AL1KO5FepSZXQS8mjT2TgCqwA2kPc59oG1Y3vZ9FfsiPcTM1pP2IFMAPuruL1ni/op5kR6TJT/9NvAY0h7fSsAB4KfA1aTX47v28qZr+b1JiVMiIiIiIiIiIiIiIiIiIiIiIrLqBMe6ASIiIiIiIiIiIiIiIiIiIiIiIkebEqdERERERERERERERERERERERGTVUeKUiIiIiIiIiIiIiIiIiIiIiIisOkqcEhERERERERERERERERERERGRVUeJUyIiIiIiIiIiIiIiIiIiIiIisuoocUpERERERERERERERERERERERFYdJU6JiIiIiIiIiIiIiIiIiIiIiMiqo8QpERERERERERERERERERERERFZdZQ4JSIiIiIiIiIiIiIiIiIiIiIiq44Sp0REREREREQOgZl928w8m6481u3pFWb2Gy2v253Huj2S0vtZRI4kM7uy5Rzz7WPdnsVa7LnRzO5sKfcbR6+FIiIiIiIicrjyx7oBIiIiIiIiIkeDma0BfgV4InABMAIMAQ1gArgL2A78GPgecK27x8emtSIiIiIiIiIiIiJypClxSkRERERERFY0M8sBrwXeAvR1KNKXTScCjwJenD0+bmZPc/fvH5WGioiIHGVmdgqwo+WhU939zmPSGBEREREREZFjQIlTIiIiIiIismKZWQH4JPDstk1N4FZgH2DAeuBMoNRSZi0wfBSaKSIiIiIiIiIiIiLHgBKnREREREREZCX7U+6fNLUd+BPg8+5eay2YJVldCFwOPB84a76K3f2SZW2piIjICuXuVwJXHuNmHDHufsqxboOIiIiIiIgcGiVOiYiIiIiIyIpkZptIh+ib9VPgce4+0am8u4fAD4AfmNmfAL8E3HXEGyoiIiIiIiIiIiIix4QSp0RERERERGSlugwotKy/rlvSVDt3d+DrR6RVIiIiIiIiIiIiInJcCI51A0RERERERESOkLPb1v9rOSs3s2+bmWfTlfOUu7Ol3G+0PP50M/uEmd1mZjUzO2Bm15nZX5jZCYfQnl82s6vN7C4zq5vZfWb2QzP7YzPb3FLOW6ZLutR1ZUuZby/y+S9prXup7Z+n3oeZ2RvM7LNmdouZTZhZaGZjZnaTmX0oO/ZFXePodmxmdoGZvcPMrjezUTNLDuU4zOzk2X2z6fIl7v+tln2v7lKmz8yeZWbvzN6HO7P3UN3MdpvZf2Xvowcttf0LtO2UtvfPKYvcr2MMLLBP3sxeaGYfMbObs793IzvWb5rZ68xs3WEczqKY2SYz+wMz+6KZ3WFmU2bWNLO9ZvY9M/u/ZvY0M8stoq6Smb3MzD6d1TVtZjNmtsPMPmNmLzez8iLb1fH8Y2ZPNbN/NbPtZlbN2vtDM/tDM6t0adMVZvaN7JjC7NzxZTN73qG2xVLPNLNPWXqOq5rZPjP7gZm90cw2LKbutucZMrNXmtmXLD3PVc1sMjvWj5nZryzm75DVdbTOy8v2PrYO5+6s/ueb2Rey91E9e53/x9Jz/5p56rvS0nPcjrZNO9qea0mfBQs930J1mdmHW8p9uOXxh5rZu83sRks/B2ayv/0HzOzCQ2jPuVn8/jyLk/Gs7vea2QWHUN+Sz3PZfk8xs/dk77M9lp5fprNj+4yZvdrMtiyyroql55jZuJvI3sd3m9k1ZvY7Zta3hLatMbNXZO+vO7N2RdnrtcPM/t3Sz81nWDrcsYiIiIiISE9Sj1MiIiIiIiKyUg21rdsxaUUbM1sPfIi0R6xWZeCCbPpdM3uhu39pEfVtBD4OPKFt08Zsehjwh2b2m+7+6cNt/9FiZluB7wCndikynE0PBn4DuNHMnu/uP1/i8+SBtwJ/yDLcYObud5vZd4BLsodeAnx+kW05GXh8y0P/3KHMFcC7gG4/fp+QTb8AvM7MPgC8yt0bizqA44CZPRV4D3Bmh82bs+mJwBvN7LXu/k9HoA0F4Crg1XR+rTdk06OAV5G+Vy+Zp76nAX8PbOuw+ZRsejbwZjN7hbtfs8T2rgE+AHRKdnpYNr3YzJ7o7vuzfc4FrgbaE+w2Ak8DnmZmnwR+1d2jJbRlGPgIcGnbpgqwHng48AfZOWmxsfFi4J2kr3m7QeAM4P8D/sTMXubu319se7P6l/W8nNV5RN/HZrYN+Ffg0W2bSqSv8yOB3zOzZ7r7tUup+3hiaTLcVcAf8cBz9BnZ9DIzu8rdr1pknVcBb+SB18bXAA8BXmFmbwPecjhtX6ANjwD+ljQ22xWYO7ZnA39tZk9192/OU9+vAn9J+r5qtzWbngG8ycyuWOgcY2nS7weAkQ6bB7LpFNLvHq8F/gp4/Xx1ioiIiIiIHK+UOCUiIiIiIiIr1b629acA/3YsGtKiD/gacFG2vge4HXDgHNJEIEh/kPyMmV3s7j/rVln2Y/+3SH/oneXATcAo6Q+eDyH9MfhTZvb05TuUI24N90+aagC3AWNASJpAcTZQzLafA/yPmT3C3W9ZwvO8E/i9lue4EZgETuSBCSWL9c/MJdFcambD7n5gEfu9mLkEv73AlzuUOYv7J/LsJ+0xZpL0x/aTmUvOCYArgJPN7BnZEJTHNTN7BWmySWvPQfuB7UAN2MJcIspa4INmdqK7v3UZ27AG+Bz3T2KbbcftwDRprJ5Nmgw025Zu9b0E+Cfuf0zjwM9J4/VBpIkukCY3fM7MfsvdP7TIJudIz21PzNZ3kcZKATifuffLQ4Evm9kjSV/D7wCzvR3dCuzMjuOhLW19AXA38LoltOVzwGOz9bHsOAPS12v2HLcB+HSW7PjZ+So0szeSJje2Gs3aXCA9xw1mjz8E+Hcze467f3WRbV7W83LW5iP9Pt5Iep45OVu/G7iT9PV4KNDfUu6rZnaOu+9pq+M24Kuk7+HHtTz+H1kb2/10kW1bbu8FfjtbniY9R9dIPx9mz3UGXGlmu939/fNVZmZ/Q5oQ2eoe4A7S1+080uSzP+YIjdZgZi8EPkyamDcrAW4mfW8XSM8Fs3/fHHPv8U71vY00sazVbtLPhpA0wWn2tdpMeo55mbt/pEt9TwA+zf1/Oxgjff9Okb5nNgGnMfcaaWQLERERERHpWfqHRkRERERERFaq77Wtv8fMHn5MWjLnKtIf538CXOLuJ7r7Y9z9saRJTq8C4qxskbRnofn8HfdPmvoEcLK7n+vuT3T380h/fP0X0h+WP7p8h3JU7AL+nLTnlIHsuB7n7k9y9/NJExp+i7kkuSHgY0uo/yLSpKna/2vvzqPlqqo8jn83JDKpYBJAmYIiyCiIzIOMIi0CImmhmcTWbga1UdtuW5fYIopDKwo4gIgyiYBTS9NqiwIxsRFEBEVE0AjITCtCSJgSfv3HOUWduq+GW+/Ve6+S/D5rZa1bp849de6tc28l3M3ewLuB6ZJeKWkPSRvTPlNMHd8EFubtFYBDau53ZLF9UYcsPyIFvBxD+q5nSNo2n5NXSVof2AAogwf2pRkcNrRyYN/naQabzCUFdKwuace8pjciBY9dXux6ckTsM6A5NK6TMmhqbn69hqTt87nemrTediNlZXmiw3hbAmcXx/QwKUPaGpJ2krQzKUPY4aTAGnLfs/ooP3YcKWjqFmAPSWtL2k3STqTAmbOKvtsCh5HW6DTgv4ANJb0sn9+tSeunvH++MyI6ZX6rOoYUNPUwKdvamvketxMp0OItpCA/SEEZ53crQ5bXRBlMdDdwIPAiSbtK2iEf4ztoXnMrAxfXLW/GgO/LE7SOP08KqpkNbC1pZvGdz6D1nE0DTq4OIOlCSfsCb6q89SZJ+7b5MxnZhPYjBU39mXTdTJe0Q75Hrw/sTQo0avhkRKwyYpQsIg6mNWjqd6TvfD1Ju0valrROP0a6174P2HyAx0NE7Ei6xzSCphaQgrTWlLRZPrZdJM0kBfC+DegWQH0srUFTlwGvkLSWpJ3zca0PvJLmdd24x2zRYdhTaQZN3Q7sBczI5/7VeX4bkoK59idlPnu6j9NgZmZmZmY2VBw4ZWZmZmZmZkur/wHuLF6vBVwbET+OiLdHxJa5BNBEmgH8HNhF0uzyDUmLJZ0BfKho3iuXYxohInYlZYNpOEfSoZLurox7r6QjSMET7UruDKvbgfUlnSjpunZBRJIWSvoysDPNYIytI+LVNT/jeaQsH/tL+oykBZXxfz+aiUt6jNbsZkf12idnASozXLXNBAKclB+Ef0nSnzp8/jxJx9D6MP2fJ2G91xYRzyVl0Glk3DqfFNAwp5opS9LtwAGkgEDyPqcOaCpvprVc21fzPH4i6ZnKPBbl9n8gBXC080WaWdEWAHtLOk/Ss0EGeZyLSMEJ83PzVFqD37qZTsrqtLOkqytzXCDpWFLwTsNXSFl1LgIOrK5zSXeSgpPKAKcyqK+b1UmBiPtIuqC8biU9rVSObj+aQRbPI5X4GiGX0TyzaLof2FXSZeV3IekJSZ8jlTRrBDitRu/A04ZB3pcnah3PIAW97S3pl5Vxn5D0AeCcovnQiFiJJc8MUna2nfN181T5plLpuoOLplWBN7QbKJffPL1omkdaT9Xv/BFJ7wfeRfpOpjMgeU1fSLq+IQUY7ibpo5KqWTKRdL+kL5CyiF3RZryZtK7zj0o6UNKNbca6gZQJ8erctCLw8TZjrkMqTQkpeOx1kq6srt885kJJl0s6jBT8ZWZmZmZmtkRy4JSZmZmZmZktlfID1iNJ5dcagpSZ5QzgRmB+RPwsIk6LiFm5RNd4egY4MgfWdHI6zew1QQoKaue4YvsB4J09PvufSRmclgiSniyDS3r0vY1Uzqmh7YPzDr6UH74PWhn4tGNEvLRH/zK46ub8kHuEHmun6pOkDD2QstNs08e+E+2tNAP7/gD8o6TFnTrnh/jHk4IqADaLiD079a8jIpYD/q1ougk4pts8ivmM+F4iYhtgx6Lpw52+1zzGTbQG6GwTEZ2u/6pjJf21y/tfLLafQzpvx7ULhshzeQi4tGjapeY8AD4p6fpOb0qaS2sAy8ERsWabrgfRLFUGcIKkO7qMewUpC9+z+0fEep36FwZ5X56odTwfOLpdQGnhk8X2c4G6GcyGzb+qS/nVvJ7KDGm7duj6elIAdcPb8jrvNO5ptAYcDsLfkcrbNRwr6Re9dlKyoM1b76KZuWpODpjrNs5TwN8DjXXzNxGxQaXbusX2g/n3tac690kzMzMzM7Nh5cApMzMzMzMzW2pJmkN6wP2bDl1WIpWB+yfgG8D9EXFhRGw0TlP6cbcHwACSHiUFdTVsVu2Ty4m9tmi6oFdATX7o+tU+5rqkKR+cb9fHfmf17jIqPwbuKV53zDoVEc+htZzfeYOYQM7Kc23R1M95mWhHF9unS3qyU8eGfK18p2jqlPWpru1oLc/4kbrBex2UAXwLaQ1e6uQsoLyWD6qxz62SftKjz88qry/O56/uPpt27NVqMa3BS52cQcpmAyn7zgFt+pTHfhfpHt3LqcW4y3cYt2og9+Xs6GJ7PNfxxZL+0mPc20hZuho6zXmYPUbn7HulMmtUp+Msr8fbJf2gxrhn1OjTj8OL7ZslXdqxZw850LP8XflUnf0k/RGY0xiGlOmu9HixvUZErD3aOZqZmZmZmS0pHDhlZmZmZmZmS7WczeHlwCxSaaMnunRfkfRg8zcRccI4TOenNfuV5fZWa/P+xqSSRA11MyZdWbPfUImIFSPidRFxYkScGxHfjojvR8QPGn+ADxa7rFNz6EdJWYUGLgctXVg0HZED3trZj2Y5qMU0S3d1FRHrRcTREXFqRHwtIi4rz0k+L2XGo7rnZUJFxGqk0nENI0pSdVF+f2PNqLVbsf0kcNkYxyvP/WxJ8zv2zHKA4486jNHJNb27tATQ1N3nvmL7BTX6A9wg6cFenXI5wDKgdfs23cpj/+9O2bEq495B65qoc/4Gcl+e4HU8qN+SYXd9neAz6h1nucbqBE0BfJ9mIN6Y5DJ9ZaayOoGA3WxB87oU9f8eAN3X229JZUUhBVZdHhHbjmqGZmZmZmZmS4gpkz0BMzMzMzMzs/GWg1i+BXwrIlYAtiVll9mK9DC1mmFqCvDZiHhG0iAzTlSDFzopS/Ks3Ob9mZXXv6057i01+w2FiFgFOJFUlvD5fexaN0Dgj3WCMcbgfOC9efvFpBJS7TIDlVlDrpB0X5s+z4qIzUmZdfYmPdiua1gDJ7ag9X/uOz0i6pZ9KrOhrN6xVz2bFNu/ymWtxqIsz9hPgN6vSGXFqmN00vO+ImlhJW6vzr1oYbHd7j7Uzq9r9mv03Txvt9yDc5DJ+kVTv+dvq7w9kPOX9bovT+Q6HtSch91AjjOvpxcXTbXWqaT5EXFHZd/RWodUMrGhYznLml5ebC8i/f2m7r7lddGy3iQ9GRGnAe/PTVsB10XEbcD/kIL2rpF016hmbWZmZmZmNoQcOGVmZmZmZmbLlJy9Ym7+A6TMPaTglXfTmlnlPyLiO5LuZjDqZM6oavcktBoA89eaYz08is+fFBExg5R5Z8tR7P6cmv16lSobE0m3RMT1NDN6HEUlcCoiptNadrFrWaqI2I8UBLjCKKY0mn0mwvTK69GW3Fu1d5euphXbPbMm1VDeSx7qY7+yb51MT6MJ8BprUFgnfx5l3+pxVu9x43n+BnVfnsh1PKg5D7tBHWd1HfS7TgcRODWt8nqs95hyvU0FXjPKcdqtt38nBfO9qWjbKP95B0BE/IFUYvLLvUpdmpmZmZmZDTuX6jMzMzMzM7NlnqS7JH2ElDGkfAC4AvCWyZnVMu9sWoOmrgaOIQUhrUnKKrKcpJAUwB6j+IxnxjrJGspAqFkRsWLl/UNpBno9Cvxnp4EiYm3gEpoBUAuBM4GDSNmSVgNWaJyTfF7OG/shjLtVBjTOWP87V/nddCvpWVcZqNZPoFIZLDI1IpYfwFwmymiPsxrUV3092nGr19t4GpZ1bCNVg2lHu57GoroWx3qPGbf1JmmRpKOBPYHv0v4cbAC8B7glIj6fs3mamZmZmZktkZxxyszMzMzMzCyTdE9EHAtcVTTvOlnz6aKaYWo14JEa+9XJvjJaAwvuyKXoXl80vV/Sx3rs9rxBff6AfR34NCkjyKrAgaTgp4Yji+1LJT3eZax30XxY/giwk6Re5ReH4bz0WhvV9TxN0mRkRys/c6zZqyAd14y83c/3UJalnC+pbrm3YTDa46zev6prYrTj1s3GNwjDso5tpGp2wdGup7GoroWx3mPK9faopEHcs1pIugq4KiJWAnYEdgZeBexCMxBsOeB40r3ukEHPwczMzMzMbCL4/2AyMzMzMzMzazUbeKx4vdZkTaSLOyuvN6m536Y1+5XZOKbW3GeQQVn7Ftt3AB+vsc+6A/z8gZH0f8D3iqajGhsRsRGwffFe1zJ9tJ6X02oETcFgz0s1S8ug1sb9lddr1hx30O4rtl82gPHKUlwb9LFf2XcQJQMnUj8lzV5SbD9QviFpASmjWsOScP6GZR1bhaT5tK6nWus0IgJYf0DTqK6Psd5jyvGen4ObxoWkxyVdKelkSa8mBUm9GSjLGL8xInYarzmYmZmZmZmNJwdOmZmZmZmZmRUkidbAqUWTNZcubqU1Q8teNffbs2a/MjvHtJr7bFGzXx0zi+3r83fSyy4D/PxBKwOi9omIRkDFUUX7PGBuj3HK83Jdrw+NiOfSWu5wrKpZW3qujYh4Mb1LSv0KWFC83rHPeQ3KNcX2uhHxko496/lFsd1PQEHZ9/oxzmGibRsRPf97Y0RMAbYumn7Rplvf5y+Pu13RNJHnb1jWcb+qJUtjUmYx/m4otrfv2KvVpgwoa1/OPnZr0bT7GIe8pvJ6hzGOV5ukBZLOBfYBni7ees1EzcHMzMzMzGyQHDhlZmZmZmZmVoiIacAaRdO9kzWXTnIgUZnF6MgcJNNRRKxCyhBRR5nR6qURsXKNfQ6qOXYddTMZARAR02kt7TdsLgf+krenAIflTCZHFH0uqBEg1td5IZUBfE6f+3Qk6TGaxwHw8hq7vaHGuE8DPyqa3trn1AblSlqDAI4b43izi+1NIuKVvXaIiC1pDXab3anvkHoh9QJCXktrJrJ2x1m27R0RL6wx7n7A9B7jjoshWsf9WlB5PW6ZiyZZuRZek3/rezl8wHP4QbE9KyJmdOzZg6R7gZuKpglfb5J+C/y2aKpzjZqZmZmZmQ0dB06ZmZmZmZnZUikidsvZbvr1T7T+e/lHnTpOsi8W22sCn+nR/9PULztYZnqZQo/gl4g4gsFmnCqD1XbMWWS6+QxD/LBf0lPAxUXTUcBuNDNIid5l+qD1vLyqW8ec1erDfUyzrjKDzyE95jADeE/Ncf+j2N4pIo7td2JjJekh4GtF0wl1gp26uITWLF2fygFzbeX3Pl00PQZcNIbPnyynRMTynd6MiKnAR4qmecBVbbqeQzMb0lTgE90+NCJWAD5WNN0J/LDOhAdo0tfxKPwVeKJ4veFkTWScnUu61wKsAJzUrXNErAO8Y8BzOANYnLdXAs7sdk+ooVxvh0bEa8cwFvDsfagfZdD2Xzr2MjMzMzMzG2IOnDIzMzMzM7Ol1auB2yLivIh4Va+HgRGxfES8BzixaJ5PayDF0JA0B7i0aHprRHw9P+x9VkSsFREXAMcAD9Uc+17gf4umUyJi7XZ984PaM/uafG9XFttr0xpkUX72lIj4FCmz0rArA6O2Ak4pXs+VNK/GGOV5eVtEbNOuU0SsB1wBjDqbSRffLLb3ioi25z4i1iBl2qqVgUTST2kNLvtcRLy3V9BcREyNiAMi4qqImNmtb00fplkGcyrww4jYu8cc1o2It1fbc4auMhBqd+CsHDhUHWMK8AVay25+VtIj1b5LgO2BsyNiRLaziFgRuIDWQMtT2mVbk3QHcF7RdFREnNjuXp4z6l0CbFI0nyxpcbXveBqidVxbPkc3Fk3H5+9pqSLp96Q10vD2iGgbGJWzm/03rUFBg5jDPNJ13nAwcH5EdCwHGBHLRcSsDkGcXwd+mreXA74REW+u8fedlSPi8IhoVyLz8Ii4OCJ6lpqMiOOBsqRpuwBIMzMzMzOzodfr/9g0MzMzMzMzW5JNIWX3OQr4U0TMBq4D7iJlRlielK1pa9IDzA0q+79L0n0TN92+HQ9sDmyaXx8KHBIRvwEeJAXObE56oCpSgFFZKujJLmN/DPivvL0u8MuIOB24llTO7MWkTFSvy33OBY4e09FkkuZGxHXAdrnpvRGxPSmIYh4pU8eWpNKDG+c+ZwJDm91F0rUR8TvgZbmpfChdJ9sUwGdJ53h5YBVgTkR8mRQk9RdSicm9cp+VgT8BvyaVRRuUi4APAOvl1+dFxD7Ad0iBedOBXYG3AKuSMrZtDKwzcqgR3gJsRLoelwc+TgriuIR03T4EBLBa7rcNsE/+HPJ7YyLpjxHxZuAbeQ7TgCsi4sfAd4HbgIWkMnObk8737qTz/Lk2Q54C/A2wQ379D8Au+Xv7Nem63IxUZmvzYr+fMz4Zw8bbfwL7kq7NHSLibNJxBqm04zG0ZjT6oaRzuoz3TlJ2tkZwxoeB10XEucDvSMFtWwP/CKxfzqPHuONp0tfxKFxIc43uA9wXETeSMqY1gtpulvSBSZjbIJ0A7EH63Qc4PSIOIh3/PNJ9dRfSeppGut7nA2PJPFf1HmBbmuf7CGDfiPgaMJf02z2V9Lu7PakM7QtJ5XBbAp0kPRMRB5N+l2eS7vtfAf4lIr4J3AD8OY/3AlJg4Xak+1anErxTSNkED4mIO0l/Z7iB9HvyKOn3d6M8nzKo9H8Z3gydZmZmZmZmXTlwyszMzMzMzJZW1Uwj65IeUB5RY9/HgBMkfWXgsxogSX+OiD1JGU52z81BawAGpIedfw/MrrR3zGYj6fKI+BzQyKSzOnByh+4fymMfXXPqdRxOehC7en69O81jLIlUcmk2Qxw4lZ0PfLTS9jitmcM6knRzRLwbOC03rUj6fkZkOyIFZxzEgEtNSVqQs0x9n/TgPeh8Xd0AvBH4Zc2xF0bEbqQgvINz83rAv4xx2n2R9J2IOIB0XTUywexFazaoumMtioh9gctollfchNZMVFU/BfaX9HS/nzcEbgK+TQre2AQ4tUvfa4BZ3QaT9GheEz8gBZhBCvzYrvNefBs4rO6EB21Y1nGfzgL2B16TX6/GyPvtahM5ofEg6cGcQe4qmhn59sh/qh4C/hY4fcBzeCrP4SLggNw8gxTUdcIoxnsgBxZ/gxS0CunaO7HzXrXNJAU79nITMEvSMz17mpmZmZmZDSGX6jMzMzMzM7Ol1UmkQIVPkQI46pRsuof0oH/jYQ+aapD0gKQ9SA/ov03KCvEk6aHv9cAHgU0lfYtmlo2GrqX7JL2DlPHlrx263AYcIOmk0R9Bx8/+PSkTy/e6dPs1sN94fP44uQCoPlj+rqRH6w4g6XRSsMkdHbo8RXqA/nJJ7cowjZmkn5CyAP28Q5f5pMCgnSQ93OfYj0maRcrSdDW9r9s7gC8Cu+TSbgMh6Xuk7GCfJx1PJ4uBOYwMiCvHeoQUdHU8KdtdJ3eTAt127/e8DRNJF5ACUW7s0OUxUhDmHpK6ndvGeHeTMvR8gO73rNtIAZezJHXLpjfuhmUd1yVpESkz3WGk7HF/BBbQzDa11JB0Myn72aW0/14Wk8qMvkLSr8ZpDgskHUj63b6hR/cHSdnsru0y3gOkQLdDSb/7vb63W0n36K3avHclKUvaTYz8vaq6C3gfsP2QZ+c0MzMzMzPrKqSl7t+/ZmZmZmZmZiNExCqkknYvJZU0ey6wiBQUcR8pCGJiN3EAAAK5SURBVOcPWor/oRwRbwQuyS/vkVSnfBoRsQIpUOZlpPP2AKls03XjMtGRn78+KQjuRaTv7D7gRkm3TMTnD6OIWJ5U6mkrUiaYh0mBf7MldQp0G495bJ7nsTrpWroTuFLSggGNvyqwM6nU33RSQMAjpECTWyTdOYjP6TGHqaRj3JB0nMuRggl/D1zfb5BTRGxJ+t7WyE0PkdZzp0CjoRYRV5PuDwAnSfpQ8d4WpGNdi5Rd7Q+k9fH4KD9rOVIQ1Wak72IRKbDk55JuHeUhjLthWMc2UkSsAexJ+l4Wk+6hcyY6CCgi1gZ2IpXkW5V0rdwD/Ib0W9vX30siYnXSensRqUTfItI9a14e7/6a4zyPdP2+hHS9rUQqVfoAKbCq77mZmZmZmZkNIwdOmZmZmZmZmS0jIuIKYO/88hJJh07mfMxsydctcMrMzMzMzMzMbNi5VJ+ZmZmZmZnZEiwioma/42gGTQGcMz4zMjMzMzMzMzMzM1syOHDKzMzMzMzMbMn2y4j414jYqN2bEbFRRJwNfKFo/gnwowmZnZmZmZmZmZmZmdmQmjLZEzAzMzMzMzOzMXkp8AngExHxMHA78CiwMjATWLvS/x7gSEma0FmamZmZmZmZmZmZDRkHTpmZmZmZmZkt2Z4ptl8AbNel71XAEZLuHd8pmZmZmZmZmZmZmQ0/B06ZmZmZmZmZLdk2BPYHdgW2ANYFng8E8DDwJ2Au8C1JcyZrkmZmZmZmZmZmZmbDJpyZ38zMzMzMzMzMzMzMzMzMzMzMljXLTfYEzMzMzMzMzMzMzMzMzMzMzMzMJpoDp8zMzMzMzMzMzMzMzMzMzMzMbJnjwCkzMzMzMzMzMzMzMzMzMzMzM1vmOHDKzMzMzMzMzMzMzMzMzMzMzMyWOQ6cMjMzMzMzMzMzMzMzMzMzMzOzZc7/A6ycedrsZ/HMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 2880x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2880x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 2880x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_and_save(\"all\", SVs_all, True)\n",
    "display_and_save(\"start\", SVs_start, False)\n",
    "display_and_save(\"end\", SVs_end, False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Zone reconstruction (structure components vs noise components)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def reconstruct_zone(interval, zone):\n",
    "    \n",
    "    output_images = []\n",
    "    begin, end = interval\n",
    "    lab_img = transform.get_LAB_L(zone)\n",
    "    lab_img = np.array(lab_img, 'uint8')\n",
    "\n",
    "    U, s, V = svd(lab_img)\n",
    "\n",
    "    smat = np.zeros((end-begin, end-begin))\n",
    "    smat[:, :] = np.diag(s[begin:end])\n",
    "    output_img = np.dot(U[:, begin:end],  np.dot(smat, V[begin:end, :]))\n",
    "\n",
    "    output_img = np.array(output_img, 'uint8')\n",
    "        \n",
    "    return output_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "p3d_living-room-3-view0_00500.png\n"
     ]
    }
   ],
   "source": [
    "most_noisy_image = pil_images[24]\n",
    "print(images[24])\n",
    "blocks = segmentation.divide_in_blocks(most_noisy_image, (200, 200))\n",
    "selected_block = blocks[10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "l_selected_block = transform.get_LAB_L(selected_block)\n",
    "Image.fromarray(np.array(l_selected_block, 'uint8')).save('tmp_images/original_0_200_' + scene_name +'.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "structural_zone = reconstruct_zone((0, 50), selected_block)\n",
    "Image.fromarray(structural_zone).save('tmp_images/reconstructed_0_50_' + scene_name +'.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "noisy_zone = reconstruct_zone((50, 200), selected_block)\n",
    "Image.fromarray(noisy_zone).save('tmp_images/noisy_50_200_' + scene_name + '.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### SVD entropy other scene"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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    },
    {
     "name": "stdout",
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    }
   ],
   "source": [
    "entropies = []\n",
    "for index, img in enumerate(pil_images):\n",
    "    \n",
    "        \n",
    "    # then compute SVD and add it into SVDs array\n",
    "    sv = transform.get_LAB_L_SVD_s(np.array(img))\n",
    "    svd_entropy = utils.get_entropy(sv)\n",
    "    print(\"Extraction for {}\".format(images_indices[index]))\n",
    "    entropies.append(svd_entropy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def display_sv_entropy_and_save(name, h_svd_data):\n",
    "    # display all data using matplotlib (configure plt)\n",
    "    fig, ax = plt.subplots(figsize=(25, 20))\n",
    "    p_ylim = 0, 0.001\n",
    "\n",
    "    ax.set_facecolor('#FFFFFF')\n",
    "    #fig.patch.set_facecolor('#F9F9F9')\n",
    "\n",
    "    ax.tick_params(labelsize=34)\n",
    "    ax.set_xticks(np.arange(0, 600, step=100))\n",
    "    #print([ 20 * i + 20 for i in list(range(500)) ])\n",
    "    ax.set_xticklabels([0, 2000, 4000, 6000, 8000, 10000])\n",
    "    #plt.rc('xtick', labelsize=22)\n",
    "    #plt.rc('ytick', labelsize=22)\n",
    "\n",
    "    #plt.title(p_scene + ' scene interval information SVD['+ str(begin_data) +', '+ str(end_data) +'], from scenes indices [' + str(begin_index) + ', '+ str(end_index) + '], ' + p_feature + ' feature, ' + p_mode + ', with step of ' + str(p_step) + ', svd norm ' + str(p_norm), fontsize=24)\n",
    "    ax.set_ylabel('SVD-Entropy values', fontsize=40)\n",
    "    ax.set_xlabel('Number of samples', fontsize=40)\n",
    "\n",
    "    threshold_id = list(images_indices).index(mean_thresholds)\n",
    "\n",
    "    ax.plot(h_svd_data, label='SVD-Entropy', lw=6)\n",
    "    ax.plot([threshold_id, threshold_id], [np.min(entropies), np.max(entropies)], 'k-', lw=10, color='red', label='Human threshold')\n",
    "\n",
    "    plt.legend(loc=1, borderaxespad=0.2, fontsize=40)\n",
    "\n",
    "    start_ylim, end_ylim = p_ylim\n",
    "    #ax.set_ylim(start_ylim, end_ylim)\n",
    "\n",
    "    #plot_name = scene_name + '_' + p_feature + '_' + str(p_step) + '_' + p_mode + '_' + str(p_norm) + '.png'\n",
    "    #plt.title('SVD-Entropy at different samples of ' + scene_name + ' scene', fontsize=40)\n",
    "    plt.savefig(\"tmp_images/svd_entropy_{0}.png\".format(scene_name) , transparent=True)\n",
    "    plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gQ2M9K3StAAAAAAB6JKyADo32rFjd3X0AAAAAACyCsAI6tDISVjSVFQAAAABAh4QV0KEa6VqhZwUAAAAA0CNhBXRo9BioJq0AAAAAAPojrIAOjTbYllUAAAAAAB0SVkCHVFYAAAAAAMtEWAEdGqusEFUAAAAAAD0SVkCHxisrdncfAAAAAACLIKyADtVYZYVjoAAAAACADgkroEMjhRWRVQAAAAAAPRJWQIfGe1ZIKwAAAACA/ggroEOjPStWd3cfAAAAAACLIKyADq2MhBUqKwAAAACAHgkroEubpxWrsgoAAAAAoEPCCujQaGWFsAIAAAAA6NCeCCuqaqWq7lNVr62qz1bV96rq7Kr6aFU9r6pueojXv1lVPX++3tnz9T9TVa+Z72vkq+eLzPOwqmoH+Xr/Nuatqrp1VT21qv66qj5dVd+uqvOr6syq+qeqemFV/fhB/Dcfu4O9tqq6zHbX2MvG/i/TpBUAAAAAQIf2XdwbONSq6pgkL0/ykxveOiLJ0UlukeQJVfWcJM9qrS2sRXFVrSR5ZpKn5qKf9Q3mr/sleVdVndha+8Ki1t6uqnpckl9Pcq2RIVeZv45P8tiqenOSX2mtfXmXtsgmxntWAAAAAAD0Z6nDiqq6apKTkxw3uP3hJB9LclSSn0pytcw+h/+W5PJJnrjALfxBkl8b/H5Gkncn+U5mIckt5/fvkOQdVXXb1trZ25z7S0lO2sa4Uw7w/l2yPqi4ILPP6JQk30xyjSS3zyzYSZKfSfK+qvrJgwxX/uc2x11wEHPuWWO1OKsqKwAAAACADi11WJHkZdkfVHwzyQNaa29de7OqLp3kd5M8bn7rCVX1ntba66cuXFUPyPqg4oVJfqO1dt5gzN2TvDLJFZLcKMlLktxrm0t8urX2mKn7HHh7kj9N8sbW2neHb1TVEUmeklmgs5LkmCR/kVnYsy0L3uueN34M1C5vBAAAAABgAZa2Z0VV3TnJ3Qe3HjwMKpKktXZea+3xSYbhxHOralKIU1WHJ3nO4NZrW2uPHwYV8/XfkuTEwa2fq6ptBwALcnKSH2+t3bW19sqNQUWStNbOaa09K7PjrNb8ZFXdZdd2yTpjTU5UVgAAAAAAPVrasCLrqxpObq29aYuxT06y1qvixknuNnHte2bWjyLzeZ8yNrC19sYk7xzc+rWxsYdCa+0FrbUPbnP4C5J8ZfD7zx6CLbENKyorAAAAAIAlspRhRVVdNusDhz/danxr7ZSsDwzuO3EL9xlcn9xaO/UA44f7u8f82KVLnNbaBUneP7h1/YtrL3vdaFihxTYAAAAA0KGlDCuS3DbJ8Av/d44NHBlzwsT17zxh7SOT3Gbi+ofS6uB6Wf//c4k32mB7dfP7AAAAAACXZMvaYPtmg+uvtta+tI1nPjy4vl5VHdVa+87BLlxVl09ynZF5N9Va+2JVnZHkavNbN8uBQ44jqurnkvxwkqOTfC/JGUn+KckHW2vnH+zet+kWg+svbPeheS+OWyW5epILk5yd5ONJ/v/W2rcWusM9YCysUFkBAAAAAPRoWcOKHxhcn7rNZ07b8PtNkmy3l8PY2ge7/lpYcZNtjL9VkjeMvHdWVf1Rkue11s7Z5voHNA8cbji49baDePxdI/fPq6o/T/Ks1trnd7y5PaZGWmyvyioAAAAAgA4t6zE+Vx5cf3Wbz3xlw+9HL2Dtna6/07XXXCXJM5N8oKqOmzhXkqSq9iV54eDWKUnevICpL53kl5J8pKruvoD59oSVkcoKhRUAAAAAQI+WNaw4anC93cqCjeMut4C1d7r+VmufluT5Se6e5LqZ9eY4IrOKh0dk/bFTN0/y1qraGKDsxP+T5EcGvz+ltfYfB3jmW5k1D79/khtn9tlcKsm1ktwryUmDsVdK8vqquvV2NlNVj6yqD1bVB88888xt/icsjxo5B2q1SSsAAAAAgP4s6zFQw+baB/pCfc15W8yx07V3uv7Y2n+V5GWttc3aKH82yWer6qVJnp3kqfP7N0zynCSP2uY+LqKq/nOSpwxu/X+ttdcd4LEvJ7n2SN+PLyd5Y5I3VtV/SvLKzCosjkjyp1V1i9bahVtN3lp7cZIXJ8nxxx+/576hH6us2HMfBAAAAACwFJa1smJYpXCpbT5z6S3m2OnaO11/07Vba98YCSqGY1Zba0/LLABY80tVddVt7mOdqvrpzKoj1rwvyWMP9Fxr7bztNChvrf1VkscNbt00s6oLtjDWYFtlBQAAAADQo2UNK4Zfkm+3QmLjuG8vYO2drr/TtYeePrjel+SuBztBVd0us2qOtcDln5Pcs7X2venbW+dPkgyba99zwfMvnbFjoGQVAAAAAECPljWsOHtwffVtPnONDb9/bQFr73T9na79fa21zyQ5dXDrpgfzfFUdn+Rvkxw5v/WJJHdprX1j6t42mleLnDy4dVB73YtG+2tLKwAAAACADi1rWPGpwfWx23zmelvMsdO1d7r+v+1w7Y2+PLi+ynYfqqofTfK2JJef3/pUkp9urW0MYhZpR3vdq1bGKit2eR8AAAAAAIuwrGHFJwfXV6+qa23jmR8bXH++tbajo5haa99Kcvrg1i0P9ExVXTvrKzA+OTb2IB05uP7udh6oqh9K8vYkV5rf+mySE1prX13QnsYc9F73Mj0rAAAAAIBlsqxhxfuyvkn1HbfxzHDMOyauPzzS6GDX/m6S909cP1V12SQ/MLj1pW0884NJ/i7Jlee3Tkty59baF6fuZxuGoc4B97rXjVZWyCoAAAAAgA4tZVgxbwD91sGtR2w1vqqOSXLnwa3XT9zC8PkT5vNvZbi/t7TWzhkduX0nJrn04Pd3bjW4qm6cWchytfmt0zMLKj4//tRiVNVNk9x2cGvLvTJuVVgBAAAAAHRoKcOKuT8cXJ9QVffYYuzzs/+z+HSSt0xc+2+SfG5+vZLkeWMDq+pnsj4o+cORcUdtd/H5l//PHdz6eJIPbzH+uMyCirUm31/OLKj43NgzB1j/MlW1b5tjj0rysiSHzW+dm+RVO1l3LxmvrJBWAAAAAAD9WdqworV2ctaHDn9ZVXcdjqmqS1fVC5L8wuD2U1trF2w2Z1X9fVW1+evvt1j7/CRPG9y6f1W9oKqGlQ6Z7+fPB7fe1Fp718i0v1xV762qB1fVFUb2d3hVPSLJe7O/58Rqkie2kW+xq+q6mR17de35rTMy61Hx6bH/vm24SZJPV9WTqmpj4/Lh2ndK8oGs7xfy/Nba6SOPMDfWs0JWAQAAAAD0aFv/+r1jD82sf8VxSa6Y5K1V9aHMKg2OTHKH7D/2KEn+oLX2ukUs3Fp7VVXdPslj5reekORBVfXuzPpS/FDWf0n/mSQPP8C0t5u/Lqiqf0vyqSRfT1JJrpnZUUpXGoxvSR7bWvu7LeZ8XZJjB79/PMl/rbFvw9c7u7X230beOzbJ7yX5vao6NcknkpyV5LwkV0ny40k2BhmvSvLM7Sy8141VVmiwDQAAAAD0aKnDitbaGVV1QpKXJ7n9/PaPZX1IkCQXZHZs0jMXvIXHJflmkt/M7Jijq2d9Fceadyc5sbV21jbn3Zfk5vPXmFOSPPIAQUWyPqxJkhPmr+04LclYWDF0bNYHIht9K8kzkvy/YxUgrLcyVlmxu9sAAAAAAFiIpQ4rkqS1dmpV3SHJvZM8KMmPZlaFcG6SLyR5W5KXtNY+eQjWXk3yW1X1isyaaN81yXWSXCazvhAfTvKKJCfNx27lRUk+lOQ289dxSa48f+3LLBQ5PbNjld6c5M3bmPNQ+ViSH8n+vd4s+/d6ZJJvZ3bc1Icz65Xxytbady6erfZprPBFZQUAAAAA0KOlDyuS74cGr5u/psxzxx0+98kkT5q49rlJ/mH+WpjW2rGLnG8+52qSj85f/3vR85OMHtMlqwAAAAAAOrS0DbZhmY11FFFZAQAAAAD0SFgBHRprsC2qAAAAAAB6JKyADulZAQAAAAAsE2EFdGi0skJWAQAAAAB0SFgBS0RYAQAAAAD0SFgBHVpZGauskFYAAAAAAP0RVkCHRlpWZFVWAQAAAAB0SFgBHRrtWRFpBQAAAADQH2EFdGgkq1BZAQAAAAB0SVgBHRoLK7SsAAAAAAB6JKyADtVI1woNtgEAAACAHgkroEMro8dACSsAAAAAgP4IK6BD4w22AQAAAAD6I6yADo022NZhGwAAAADokLACOlQqKwAAAACAJSKsgA6NVVZoWQEAAAAA9EhYAR0a7VkhrQAAAAAAOiSsgA6NFFZEywoAAAAAoEfCCujQaGWFrhUAAAAAQIeEFdChsZ4VKisAAAAAgB4JK6BDY2GFwgoAAAAAoEfCCuhQjXStWNVgGwAAAADokLACOrQyUlkhqgAAAAAAeiSsgA7VyDlQKisAAAAAgB4JK6BDo5UVsgoAAAAAoEPCCujQWGVFkjSJBQAAAADQGWEFdGosr5BVAAAAAAC9EVZAp8ZqK/StAAAAAAB6I6yATq2MNtne5Y0AAAAAAEwkrIBOjYUVLdIKAAAAAKAvwgrolZ4VAAAAAMCSEFZAp1aEFQAAAADAkhBWQKdqpLRCg20AAAAAoDfCCujUaGXF7m4DAAAAAGAyYQV0qkYabKusAAAAAAB6I6yATo1kFXpWAAAAAADdEVZAp0ayijRpBQAAAADQGWEFdGplpGmFrAIAAAAA6I2wAjo1VlmhZwUAAAAA0BthBXRqZaRphagCAAAAAOiNsAI6NdZgW2UFAAAAANAbYQV0qsbSClkFAAAAANAZYQV0arxnxa5uAwAAAABgMmEFdGqsZ4VjoAAAAACA3ggroFMrToECAAAAAJaEsAI6NdazYtU5UAAAAABAZ4QV0Kmx/toAAAAAAL0RVkCnxsIKPSsAAAAAgN4IK6BTYw22ZRUAAAAAQG+EFdCpsVOgVFYAAAAAAL0RVkCnRisrdnkfAAAAAABTCSugVyOlFU1lBQAAAADQGWEFdErPCgAAAABgWQgroFPjPSt2dRsAAAAAAJMJK6BT4z0rpBUAAAAAQF+EFdCpkawiq6u7uw8AAAAAgKmEFdCpUlkBAAAAACwJYQV0aqxnhQbbAAAAAEBvhBXQqZWRv15hBQAAAADQG2EFdKpGaitWpRUAAAAAQGeEFdCplbEG28IKAAAAAKAzwgro1HiDbQAAAACAvggroFMjWUWaygoAAAAAoDPCCujUylhlhawCAAAAAOiMsAI6NVJYkVVhBQAAAADQGWEFdGq8skJaAQAAAAD0RVgBvRoprVBZAQAAAAD0RlgBnVoZa7AdaQUAAAAA0BdhBXSqRkornAIFAAAAAPRGWAGdWhn56xVWAAAAAAC92bfbC1bVlZKckOTYJP+R5FNJ/q61duFu7wV6NlZZsSqtAAAAAAA6MymsqKprJLnV4NZbWmv/scX4X0/y9CSX3fDWV6rqUa21N07ZD+wlNdqzAgAAAACgL1OPgXpykpPmr98+QFDx9CTPTXJksu6fhFeSayY5qaoeOHE/sGfUSFqhsgIAAAAA6M3UsOJe2R88vHhsUFXdKMkz5r+ufZNag2fbfC9/UlXXnrgn2BNWRiorlFYAAAAAAL3ZcVhRVVdNcsPBrTdtMfwpSQ5bezTJ25KcmOTnk7xmfq9ldjzU03a6J9hLxrIKlRUAAAAAQG+m9Ky4+eD6K621L2w2qKoOT3K/7P/33m9Icu/Wvv+N6hur6ptJfnn++wOq6rEabsPWVkaPgdrljQAAAAAATDTlGKhj5z9bkn/ZYtxtk1wx+/8h+LMGQcWapydZnV9fKckPTdgX7AmjDbZVVgAAAAAAnZkSVlxpcP21LcbdYXD9udbahzcOaK19NcnHBrduvnEMsN54g+1d3ggAAAAAwERTwoojBtfnbjHuJ+Y/W5K3bjHus4Prq+x0U7BXjDbY1mEbAAAAAOjMlLBiGFBcfrMBVXVYZsdArXn3FvOdM7i+7IR9wZ5QIy22VVYAAAAAAL2ZElZ8fXB9g5Ext01yucHv791ivuG483a6KdgrVkb+erWsAAAAAAB6MyWs+Nf5z0py06q61iZj7j+4PrW19sUt5rv64HqrHhhAtqqskFYAAAAAAH2ZElZ8JMl3Mzsgv5I8Z/hmVV0/ycPm77ckbxmbqKpWktxicOuUCfuCPWGkv7aOFQAAAABAd/bt9MHW2jlV9fokJ2b2/ehDquraSU5KctUkj0py1NrwJC/dYrofzvo+Ff+y033BXlEjaUVTWQEAAAAAdGbHYcXcM5LcL8llMquuOGH+yvz3tW9N39Ja+8AW89x3cH1Ka+2MifuCpbcyVlkhqwAAAAAAOjPlGKi01k5L8otJzt/s7cwCi9OSPGJsjvkRUA/K/uOiTp6yJ9grRrIKPSsAAAAAgO5MCiuSpLX2hiQ/muR1Sc7J7DvUyqxJ9v9KcqvW2le3mOI+SY4dPPfGqXuCvWBl9BioXd4IAAAAAMBEU4+BSpK01v41yS/U7BD9K8/vnbXNxz+W5E6D39+3iD3B0hsprVBZAQAAAAD0ZiFhxZo26+y73ZBi7Zl/T/Lvi9wH7AWjlRW7vA8AAAAAgKkmHwMFXDzGelY0lRUAAAAAQGeEFdApPSsAAAAAgGWx0GOg1lTVZZLcOrPG2UcnOSpJtdaedSjWg71oJKvIqrACAAAAAOjMQsOKqrpHksdl1jB7s7kvElbMnzlx/uvXWmuPWeSeYFnVSFqhwTYAAAAA0JuFhBVVdbUkL01y17Vbmwwb+wb1n5OclOTw+Vwvb6394yL2BctsZaSyQlQBAAAAAPRmcs+KqrpOkn/KLKg4mJBi9mZrX0ny14NnHzR1T7AXjB0DpcE2AAAAANCbSWFFVR2e5G+TXHdw+4tJnpHZUVB3yeYBxkavHVzfdXQU8H0abAMAAAAAy2LqMVCPSXKz7K+eeEmSR7fWzkuSqjpmm/O8bf6zkty4qq7aWjtz4t5gqY2lgHpWAAAAAAC9mXoM1BOzP6h4Q2vtl9aCioPRWvtmklMHt246cV+w9MYabMsqAAAAAIDe7DisqKpbJLl2Zv/AuyV5/MS9fHpwfYOJc8HSG+tZobICAAAAAOjNlMqKW8x/tiQfaa2dNnEv3xhcX3HiXLD0xnpWAAAAAAD0ZkpYcbXB9WembiTJ+YPrSy9gPlhqelYAAAAAAMtiSlgxtd/FRlcaXH9jdBSQJFlZ0bMCAAAAAFgOUwKHMwbX15q6kSQ3GVyftYD5YKmNV1bs6jYAAAAAACabElacOv9ZSW5ZVZfa6URVdVyS6w9ufXTCvmBPqJGeFS3SCgAAAACgL1PCivcl+U5mDbaPSPLQCXM9bnD9xdbav0+YC/aEsf7ajoECAAAAAHqz47CitXZ+kjdlVllRSZ5bVdc92Hmq6qeSPDqz0KMlecVO9wR7yUjLijRpBQAAAADQmalNsp+Z5ILMQoajk7ynqn58uw9X1X2TvHG+j0pyTpLfm7gn2BNqpGuFnhUAAAAAQG/2TXm4tfbvVfU7SX4rs8DiukneV1VvTvLaJGcPx1fVjZNcNcmtk9w/yY9nf5/gluQprbUzp+wJ9oqxyopVlRUAAAAAQGcmhRVJ0lp7RlUdm+TBmQUOK0l+dv4aqiT/uuH3zJ+pJC9urf2vqfuBPWOswbasAgAAAADozNRjoJIkrbWHJHlakgsHt9d6WbTBa+1e5r+v/Xxaa+2/LGIvm6mqlaq6T1W9tqo+W1Xfq6qzq+qjVfW8qrrpoVp7vv7Nqur58/XOnq//map6zXxfI/9G/iLzPKyq2kG+3n+Qe71aVT25qt5bVV+qqvOq6gtV9Y6q+i9Vdbkdfga3rqo/rqpPVtU3quo7VfWpqnppVf30Tubc6/SsAAAAAACWxeTKijWttd+pqjck+Y0kD0xy+Pytzb5SXQsxTkryrNbaRxe1j4ssVHVMkpcn+ckNbx2RWZ+NWyR5QlU9Z76X1QWuvZJZX4+n5qKf9Q3mr/sleVdVndha+8Ki1t6JqrpfkhclufKGt64zf905yW9U1UNaa+/e5pxHJPk0tCBfAAAgAElEQVQfSX51k7dvPH89pKpel+RXWmtf3+n+95qVscqKXd4HAAAAAMBUCwsrkqS19i9JHlpVj03yE/PXdTILBQ5P8rUkZyR5f5KTW2tnLHL9jarqqklOTnLc4PaHk3wsyVFJfirJ1TL7HP5bkssneeICt/AHSX5t8PsZSd6d5DuZhSS3nN+/Q5J3VNVtW2tnZ3u+lFnYcyCnbGeyeVDx6uwPl85N8o4kX0lybJI7JjksyTFJ3lJVd2qt/eMB5lxJ8ookPz+4fVqS9yU5P7OeJTeZ379vkmtW1QmttXO3s+e9bqwcR88KAAAAAKA3Cw0r1rTWvpnkb+avi9PLsj+o+GaSB7TW3rr2ZlVdOsnvJnnc/NYTquo9rbXXT124qh6Q9UHFC5P8RmvtvMGYuyd5ZZIrJLlRkpckudc2l/h0a+0xU/c538da9cna99/vTnL/1tpXB2NumOSvktwss6qUk6rqRq21724x9VOyP6hoSX4zye+31r5/XFhVPSTJnyS5VJLbJXlekscu4r9r2a2MnAMlqwAAAAAAerOQnhWXRFV15yR3H9x68DCoSJLW2nmttccnGYYTz62qSSFOVR2e5DmDW69trT1+GFTM139LkhMHt36uqn5qyto79N+TXGZ+fWqSnxkGFUnSWvtMZp/nN+e3rpnkSWMTVtXRmR1/teb3W2vPGwYV83lfluTJg1uPqqob7OQ/gplVYQUAAAAA0JmlDSuyvqrh5Nbam7YY++Qka70qbpzkbhPXvmdm/Sgyn/cpYwNba29M8s7BrV8bG3soVNWVk/zi4NYzWmvf2Wxsa+30JC8Y3Hr0/KinzZyYWcVIknwryW9vsY0/SvK5+fXhSR51oH2zVc8KaQUAAAAA0JelDCuq6rJZHzj86VbjW2unZH1gcN+JW7jP4Prk1tqpBxg/3N895k2pd8u9sv84sO8kec0Bxr9kcH31JLcfGTf8DF49FoAkSWutbZh36ue/J4xkFY6BAgAAAAC6s5RhRZLbZtZXYc07xwaOjDlh4vp3nrD2kUluM3H9gzHc6/sO1Ny6tfaFJJ8Z3LrIZzXvBfITg1sH+xlcv6quv41n9rSRlhVp0goAAAAAoDNTezM8ZFEbGZr3MZjiZoPrr7bWvrSNZz48uL5eVR21VTXAmKq6fJLrjMy7qdbaF6vqjCRXm9+6WQ78Bf8RVfVzSX44ydFJvpfkjCT/lOSDrbXzt7nl4Wd1wL0Oxt1wk+fX/ECSww5y3o1jbpbklG3uZ0+qbJ5W6FkBAAAAAPRmUliR5M+SQ3JA/tSw4gcG16du85nTNvx+kyQfnLj2wa6/FlbcZBvjb5XkDSPvnVVVf5Tkea21cw4wz9TParO9bvwMNn62F9FaO6eqzkxy1cG8W/UZ2fMcAwUAAAAALItFHQNVC3hl8HOqKw+uv7rNZ76y4fejF7D2Ttff6dprrpLkmUk+UFXHjQ2qqsskuezg1qL2OvwMvrWNwGS78zJQI2nFqrQCAAAAAOjMIsKKKQFDy/7KjEUFFUly1OB6u1+Ubxx3uQWsvdP1t1r7tCTPT3L3JNfNrDfHEZkdy/SIrD9O6eZJ3lpVGwOUQ73XnXz+25mXgbGeFQAAAAAAvZl6DNSdDnL8SpIrJrlpkrsluf38/teTPDHbP4boQIbNtf9jm8+ct8UcO117p+uPrf1XSV7WWlvd5L3PJvlsVb00ybOTPHV+/4ZJnpPkUbu41518/tuZ9/uq6pFJHpkk17ve9Q5iieUxllWorAAAAAAAejMprGitvWuHj56U5DlV9ROZ9ae4fpLnJblLa+1jU/Y0N/wX+pfa5jOX3mKOna69tv65B7n+pmu31r5xoEnmQcbTqur6SR44v/1LVfX01tqZ29jrdhxorzv5/Lcz7/e11l6c5MVJcvzxx+/Jb+dXRkorZBUAAAAAQG8W1bNiR1pr703yk0m+kFlj5b+pqqssYOrvDK63WyGxcdy3F7D2Ttff6dpDTx9c70ty103GHKq97uTz3868DKisAAAAAACWxcUaViRJa+1LSZ4w//WaSZ61gGnPHlxffZvPXGPD719bwNo7XX+na39fa+0zWX+s1k03GXNuku8Nbi1qr8PP4PJVtd3AYqGfwbIbb7C9yxsBAAAAAJjoYg8r5k5KcmZm/1j8P1fVZSfO96nB9bHbfGZj44NPbTrq4Nbe6fr/tsO1N/ry4HqsYmXqZ7XZXjd+BsccaMJ5oHHVA8zLwMpIWLG/Zz0AAAAAQB8uEWFFa60l+eD816OS3GHilJ8cXF+9qq61jWd+bHD9+dbajo4haq19K8npg1u3PNAzVXXtrK9q+OTY2IN05OD6uyNjhmsdcK9zw89qs71+KsmFBznvxjGL+gyW1lhWsbpZ+3UAAAAAgEuwS0RYMff1wfXGKoeD9b6sb9B8x208Mxzzjonrnzxh7e8mef/E9TOvTvmBwa0vjQwd7vU2VbWx0fjGea+T5IaDWxf5rFpr5yV57+DWHbfc7EXHnNJaO2Ubz+xpI/2101RWAAAAAACduSSFFUcPrq84ZaLW2veSvHVw6xFbja+qY5LceXDr9VPW3/D8CfP5tzLc31taa+eMjty+E5MMg4d3jox7Q/ZXQVwuyS8cYN6HD67PSPKekXHDz+ABVXXkyLjUrPnCw0aeZUSNtNjWswIAAAAA6M0lIqyoqsskud3g1iKaK//h4PqEqrrHFmOfn/2fxaeTvGXi2n+T5HPz65UkzxsbWFU/k/VByR+OjDtqu4tX1U2TPHdw6+NJPrzZ2Nba2Un+cnDrt8eChflxVU8c3Prj1trYoUMvT/LN+fXlkzxjiy0/OvurNc5P8qItxjI3dgxUE1YAAAAAAJ25RIQVSZ6d2Rfaa/5l6oSttZOzPnT4y6q663BMVV26ql6Q9dUET22tXbDZnFX191XV5q+/32Lt85M8bXDr/lX1go1HLM338+eDW29qrb1rZNpfrqr3VtWDq+oKI/s7vKoekdkRTFea315N8sR5X5Axz0hy7vz6uCRvrKqrbZj7Bkn+NvurXr6S5PfHJmytfS3rA5MnV9WTq+qwDfM+eMM8/7u19pkt9spcjaQVW/9PDQAAAABwybPv4lx8/gX40zM7sqglqSRnZdZzYhEeOp/ruMy+ZH9rVX0os0qDIzNr5D38Uv4PWmuvW8TCrbVXVdXtkzxmfusJSR5UVe/OrC/FD2V9o+rPZP0RS5u53fx1QVX9W2aNrL+e2ed2zSS3zf6QIpl9po9trf3dAfZ6alU9JMmr5nPdKclpVfV3Sb6aWQ+ROydZCxrOSXLv1tp3DrDf58/3e6/MgrHnJ/mvVfW+JBckOT7JDw7Gvy/JUw4wJ3PjPSsAAAAAAPoyKayoqj/d4ZpXTHKTJDdYm2r+syV59hZHCx2U1toZVXVCZkcS3X5++8eyPiRIZl+cPzfJMxex7sDjMjsK6Tcz+6L/6tm8J8S7k5zYWjtrm/PuS3Lz+WvMKUkeeaCgYk1r7TXzf6n/osz6h1wmyc9uMvS0JA9trR2wCXhrbbWqHpjkhUl+ZX772Plro9cn+ZXW2rmbvMcmxo6BWlVZAQAAAAB0ZmplxcOy83/IPQwo1qoqXt1a27Rnw07NqwbukOTeSR6U5Eczq0I4N8kXkrwtyUtaa59c5LrztVeT/FZVvSKzJtp3TXKdzIKAL2fWR+IVSU7aRkDzoiQfSnKb+eu4JFeev/ZlFoqcnuQDSd6c5M0HG/rMA4t3Zfa/63+ar3GlzKpdPpXktUle3lr79kHMeU6SR86DrYdlVs1y7cwqLb6cWTXFy1trbz+YvZKsjB4DtcsbAQAAAACY6OI8BmotoKjMjhV6drZoRD1podmX9q+bv6bMc8cdPvfJJE+auPa5Sf5h/jpkWmtnZPa/w0L/t5hXYhywGoPpVFYAAAAAAL1ZRFgxchjNqAuTfCvJmUk+muSdSV7ZWvvGAvYCe8ZoZcUu7wMAAAAAYKpJYUVrbWVRGwEOzljPiqayAgAAAADojLABOqVnBQAAAACwLIQV0Kmx89f0rAAAAAAAeiOsgE7VSGXFqqwCAAAAAOiMsAI6Nd6zYnf3AQAAAAAwlbACOjXes0JaAQAAAAD0RVgBnVoZq6zY3W0AAAAAAEy2b+yNqvrcbm5koLXWbnAxrQ3dGDsGSoNtAAAAAKA3o2FFkmMz+0faI1+JHjK+aYVtGGuwLasAAAAAAHrjGCjo1FiKqLICAAAAAOjNVpUV744qB7jEGmuwDQAAAADQm9GworV2x13cB3CQ9KwAAAAAAJaFY6CgU2OVFbIKAAAAAKA3wgrolJ4VAAAAAMCyEFZAp0plBQAAAACwJIQV0KmxnhXCCgAAAACgN8IK6NRoz4pIKwAAAACAvggroFNjlRWrsgoAAAAAoDP7FjlZVV0xyb2S3DrJTZJcKcnlc3ChSGut3WCR+4JltDJ6DJS0AgAAAADoy0LCiqq6bJLfTfLwJEcM39rBdL5phW3Z/M9LZQUAAAAA0JvJYUVVXS/J25LcKLNvT1vWf4u69tVpbfh93TRT9wF7jcoKAAAAAGBZTAorquoySf46yY2Ht5OckuTsJMdnf4DxriSXS3KNJNeaj137VvWsJJ+cshfYa2q0wTYAAAAAQF+mNtj+1SQ/nNn3oy3J+5P88LznxP2HA1trd2qtHd9au06S6yV5WpIzMwszjk7ygfmYO03cE+wJY5UVqyorAAAAAIDOTA0rHp/9/5D7E0lOaK19fP776DemrbXTW2u/k+TmSd4538eTq+qPJ+4H9oyVscoKWQUAAAAA0JkdhxVVdVySY7K/38STW2vnHMwcrbWzkvxsko/M5/nVqvr5ne4J0GAbAAAAAOjPlMqK4wfXZ7XW3r6TSeYBx+MGt548YU+wZ4xXVkgrAAAAAIC+TAkrrjr/2TKrjNho3Tem82bcm2qt/UOSz2dWXXG7qjpmwr5gTxjJKhwDBQAAAAB0Z0pYcYXB9VmbvL/xSKijDjDfRwfXt9zRjmAPGa2sGG8XAwAAAABwiTQlrBiGEZt9a/qtDb9f6wDzDcdfc0c7gj1krLJCzwoAAAAAoDdTwophNcUVN77ZWjsvydcGt25+gPmuPri+/IR9wZ6wMnoMlLQCAAAAAOjLlLDiU4PrG42M+fjg+i5jE1XVUUluM7j19Qn7gj1irMH2Lm8DAAAAAGCiKWHFJ5Kcn9k3ptevqsttMuad85+V5P5VdcORuX4763tafGzCvmBPGK2s2N1tAAAAAABMtuOworX2vSQfmP9aSe62ybC/zOy705bkiCTvrKoHVtXRVbWvqm5aVf8nyeOz/zvWrwzmBUbUSNOKVaUVAAAAAEBnplRWJMkbB9f32/hma+0zSV6SWZjRklw7yV8kOTPJeZkdE/Xw+ftrY57bWrtw4r5g6Y33rNjdfQAAAAAATDU1rHjl/GcluXdVXWeTMU9K8pHsDyNqwyvZX1Xx2tbaH03cE+wJNdKzQmUFAAAAANCbSWFFa+3zSfYlOTzJZVtrp28y5ptJ7pzkpSPTVJJzkvz3JL84ZT+wl4ycAqWyAgAAAADozr6pE7TWVrcx5htJHl5VT09yzyQ3THKFJN/I7Ciov22tnT11L7CXjIcV0goAAAAAoC+Tw4qDMa+8ePFurgnLamW0wfYubwQAAAAAYKKpPSuAi8lYWNEirQAAAAAA+iKsgE6NHQOlsgIAAAAA6M2ksKKqXl1V96gqoQfsMg22AQAAAIBlMTVkuF+SNyU5vaqeV1U3X8CegG2ojBwDJa0AAAAAADqzqIqIayR5UpKPVtUHq+oxVXX0guYGNrEyVlmxu9sAAAAAAJhsEWFFZf/3o5XklklemORLVfX6qrpXVR22gHWAgRo5B2pVZQUAAAAA0JmpYcWNkjw7yWnJ98+kafPrSyX5+SQnZRZc/I+q+pGJ6wFzo5UVsgoAAAAAoDOTworW2mdba89orR2X5I5J/izJdzYMqyRXTfLYJB+qqo9U1eOr6mpT1oa9bqxnhcoKAAAAAKA3i+pZkdbau1trj8isf8WJSd6e/cdDDY+JukWS30/yhap6Q1Xdt6oOX9Q+YK+osb9eWQUAAAAA0JmFhRVrWmvntNb+orV2tyTXS/LUJP+W9cdEJcnhSX4myauTfLmq/rCqjl/0fmBZjZwCpbICAAAAAOjOwsOKodbal1prv9tau1mSWyX5n0m+lvXfs1aSo5M8Osk/VtUnDuWeYFmsjDTYFlUAAAAAAL05pGHFUGvtg621X0tyrST3SfLXSS4YDKn56wd3a0/Qs5GsQmUFAAAAANCdXQsr1rTWzm+t/VVr7d5JrplZ4+2z4h+Ew0EZrazwlwQAAAAAdGbfxbVwVV03s0bcD0ly5YtrH7BshBUAAAAAQG92NayoqssmuV+Shya5Q8Z7BAMHMFZZ4RgoAAAAAKA3uxJWVNWdMgso7pPkyLXb2X/009q3rh9M8tLd2BP0bqxnhagCAAAAAOjNIQsrqupGmR3xdGKS667dnv8chhRfTvLnSV7aWvuXQ7UfWDYqKwAAAACAZbHQsKKqrpDkgZlVUdx67fb85/Ab1P9I8tdJ/izJ21prq4vcB+wFK2OVFbIKAAAAAKAzk8OKqlpJcvfMAoqfS3LptbcyCyja/LqSvD+zY55e2Vr75tS1YS+rsXOgkrTWtnwfAAAAAOCSZFJYUVW/n+RBSa62dmv+c3jM0+lJXp7kz1prn56yHrBe1eaVFK2N97QAAAAAALikmVpZ8YTsr5wYfmV6TpKTMquieEdrDqaBQ2HjH96a1dayEmkFAAAAANCHRfasqCTvyawPxWtaa99e4NzAJlaqNm2oLR0EAAAAAHqyiLDi80leluSlrbXPLWA+YJvGjnq6cLXl8MN2dy8AAAAAADs1Nay4U2vtXQvZCXDQDlupnH/hResoNqu2AAAAAAC4pFqZ8rCgAi5e+1Y2/xO+YFVYAQAAAAD0Y1JYAVy8DlvZ/ByoCzeptgAAAAAAuKQSVkDH9o2EFSorAAAAAICeCCugY6OVFcIKAAAAAKAjwgro2Hhlxeou7wQAAAAAYOeEFdCxww5TWQEAAAAA9E9YAR3bt7L5n7CeFQAAAABAT4QV0DE9KwAAAACAZSCsgI6N9qy4UFgBAAAAAPRDWAEdU1kBAAAAACwDYQV0bLSyYnV1l3cCAAAAALBzwgromMoKAAAAAGAZCCugY/tWNv8TvkBYAQAAAAB0RFgBHVNZAQAAAAAsg0lhRVX9xKI2Ahy8fYeN9awQVgAAAAAA/ZhaWfEPVfXJqnpiVV1lITsCtm28skKDbQAAAACgH4s4BuomSZ6f5PSqelVV3XUBcwLbsG8krLjgQpUVAAAAAEA/Ftmz4lJJ7pfkb6vqlKr6raq69gLnBzbQswIAAAAAWAZTw4o/SHJ2kuE3ppXkmCS/neTUqnpzVf18VR02cS1gg30rm/8J61kBAAAAAPRkUljRWntikmsneWCStydZ+4Z07edhSe6e5PVJvlBVz62qG05ZE9hPZQUAAAAAsAwmHwPVWju/tfbq1trdkhyX5NlJTs9Fqy2ukeTXk3yqqt5ZVQ+qqktPXR/2stGeFcIKAAAAAKAji+xZkdba51trz0hybJJ7JjkpyQVrb89/VpKfSvLyJF+qqhdW1S0WuQ/YK8YrK1Z3eScAAAAAADu30LBiTZt5S2vtvkmuk+Q3kvx7LlptcaUkj0nyz1X1gar6lao66lDsCZbRvsNUVgAAAAAA/TskYcVQa+3M1trzW2s/mFlFxcuSnDMYUvPX8UlelOTLVfV/quq2h3pv0Ds9KwAAAACAZXDIw4qh1tp7WmsPS3LNJI9O8qG1t+Y/K8mRSR6e5D1V9YmqenRVXW439wm92Ley+Z/wBRcKKwAAAAD4v+zdeZhsV1kv/u97unNOkhNihEwIkgAqSIAfAjIoc67KoCiDoAjOoKKIKCjci1dEgXtBQRS4gooGUEFmAQWVAJFBZVBQhsgUAiEQjCQhBE5yzlm/P6qa3t3p3V3VVd2pqvP5PM9+eteuvddaXUn/U9/zrhfmx66GFStaa1/KoMLi/yX5dAYhRescGV67WZI/SPKpqvr1qjr6GlguzCyVFQAAAADAItj1sKKqbldVL0hyYZI/yqCnRTegWDkyvF5JTkjypCQfqKqb7+qCYYYt94QVelYAAAAAAPNkV8KKqvr6qnp0VX0gybuS/FSSa2VtOPHVDKotvjPJzZM8M8l/DYdYCS2+Kcmbq+qU3Vg3zLr+yorDu7wSAAAAAIDt29Gwoqr+R1W9NMlnMwgfbp7VqokVH0zy6CTf0Fr78dbau1prH2qtPTaDqoufTnJB5/4Tkzx2J9cN80JlBQAAAACwCKYeVlTV9Yb9JT6R5E1JfjDJvuHbK9+gHkjy4iR3aq3dorX2B621S9eP1Vq7qrX2wiS3zCDUSAZhx32mvW6YR0s9Dbb1rAAAAAAA5snyNAapqqUk359BFcR3ZRCCdPtOZPj6Q0lekORFrbVLRh2/tXZJVf1WkpcOL50+hWXD3FteUlkBAAAAAMy/icKKqrpJBgHFw5KctHI5g4Bipc/EgSSvSPL81to7JpjuA53zfb13wRGkv2eFsAIAAAAAmB+TVlZ8OKuhRLK2iuLDWa2i+OKE8yTJV6YwBiyU3p4Vh4QVAAAAAMD8mMo2UFlbRfHKDKoo3j6lsVccTHJ+VgMROOL1V1Yc3uWVAAAAAABs3zTCikrykQyqKM6aUhXF1bTWLoheFbBGb2WFbaAAAAAAgDkyaVjxFxlUUfzjNBYDjGdpz54Nr+tZAQAAAADMk4nCitbaQ6e1EGB8KisAAAAAgEWw8T/LBuZCf88KYQUAAAAAMD+EFTDHlpdUVgAAAAAA828aDbavpqpunOSOSW6T5OQkJwzfuiTJRUnem+RdrbWP78T8cKTor6w4vMsrAQAAAADYvqmGFVX1sCQ/n+TbR7z/3Ume01p7yTTXAUeK3p4Vh1RWAAAAAADzYyrbQFXVjavqH5P8WQZBRQ2P3keGx+2SnFVV5wyrMYAxLO3Z+E9YzwoAAAAAYJ5MHFZU1S2TvCPJd2Q1oFj5prR6jpV72vD1nZK8vapuPul64EjSW1khrAAAAAAA5shE20BV1QlJ3phBX4pu+PCvSV6W5N1JPpbk0uEjX5fkmzKovnhwkm/LarBxSpI3VdUZrbVLJlkXHCn6e1YIKwAAAACA+TFpz4r/m+TUrIYUn0nyc621N/Tcf1mSTyd5S5KnV9X3JnlekusN3z81yf9J8rMTrguOCP2VFRpsAwAAAADzY9vbQFXV/iQPzWpQcV6S79gkqLia1trrM9g+6vzOOA+tqmO3uy44kqisAAAAAAAWwSQ9K+6e5JgMAoaW5Gdaa58Zd5DhMz+T1V4WxyS5xwTrupqq2lNV96+qV1TVx6vqiqq6uKreX1VPr6qbTXO+DeY/o6qeMZzv4uH8H6uqlw/XtVkz8nHmeWBVtXXH3bZ45s82eGac48d7xj19m+MdPY3P4kixvKRnBQAAAAAw/ybZBuoGw58tyXmttb/f7kCttb+rqk8mueHw0mkTrGuNqjotyYuT3HndW8ckuXaSWyZ5TFU9JcmTW2tT2z+nqvYkeVKSJ+Tqn/WNh8cDk7ytqh7WWvv0BHNdO8lztvv8BC68BuZkaGnPxnmjygoAAAAAYJ5MElbs75x/YNKFDMdYCSumsg1UVZ2U5OwkN+pcft9wruOS3CWD5uDLSX4jyfFJfnkacw/9XpJHdV5flOScJJdnEJLcenj9rkneXFV3bK1dvM25np1Bk/Jx/cNwPaO6X5JvGJ5fOHx+FM8d8b6DY6zliNfbs+KQsAIAAAAAmB+ThBWf7ZwfmHQh68b4bO9d43lRVoOKS5M8uLX2ppU3q2pfBk3CHz289Jiqentr7VWTTlxVD87aoOLZSX6ttXagc889k7w0ydcl+eYkf5rkvtuY694Z9A9Jkpd0zrfUWnvJ8JlR5jk+yU92Lr2otXZoxHl+YdQ1MTo9KwAAAACARTBJz4r/7JzfqPeu0XXH+M/eu0ZUVfdIcs/OpYd2g4okaa0daK39UpJuOPG0qpokxElVHZXkKZ1Lr2it/VI3qBjO/8YkD+tc+r6qusuYcx2f5PnDl+cm+e1tLHlUP5zB9lkr/nQH52IEvZUVh6e2mxkAAAAAwI7bdljRWnt3ko9m0Bj71lV1+nbHqqobJblNBv0vPj4ce1LdqoazW2uv3+TexyZZ+Xb3W5J8z4Rz3zuDfhQZjvu4vhtba69L8pbOpUf13dvjGUmun8Fn94hMp8qlz090zt/ZWjt3B+diBCorAAAAAIBFMEllRTLoyZAMAos/rKqNvzndxLAJ9fOGYyTJ70+4plTVsVkbOLxws/tba5/M2sDgARMu4f6d87Nba+dtcX93ffeqqmN67+wYVo88fPjyj1tr54y+xPFU1bcmuX3nkqqKGbDc02D7oLACAAAAAJgjk4YVf5jkrzMIGr4rySur6oRRHx7e+8ok3z289IbW2nMmXFOS3DFrtyt6S9+NPfecOeH895hg7v1J7rDVA8NA5o8y+OwvTPKr4yxwG7pVFVckedkOz8cIlpZUVgAAAAAA82+i3gyttVZVP5jkuUl+Osn3J/loVT03yctbax/c6LmqOiPJg5I8Msm1M9jC6IXD19NwRuf88621URp2v69zfoOqOq61dvm4Ew97SFy/Z9wNtdYuqKqLkpw8vHRGtg45nprVPh+Paq1dMu5aR1VVS1nbW+MVrbUvjTnGXZLcLskpSQ4luTjJv2ewndRl01rrkaa/Z4WwAgAAAACYH5M2kj678/KSJCckuU6SX0/y61V1RZLzkqx8GX18ktOTHLsyxPDnFzPo8fCmEXeSaq21zaofbtI5P2+UAZN8at3rmyZ5z4jP9s097vwrYcVNN7uxqu6Y1d4Wr22tvXLk1W3PvZKc2nm96bZaPV3vzw8AACAASURBVN7Wc/1AVb0kyZNba+dvY9wjmp4VAAAAAMAimCisSHK3DKoiVqycr3yDuj+DKoH119fff0KSu444Z62bcyPX6Zx/fsRxP7fu9bVHfG6zubc7f+/cVbUvyZ9ksIXXZUl+fqzVbU93C6iPJ5lmb4x9SX4qyf2r6iGttTdOceyF11tZcejwhtcBAAAAAGbRpD0rVmwUQnSPra5vNMYkjuucf2XEZ9bfd60pzL3d+Teb+zeSfOvw/PGttQtGXdh2VNWJSb6vc+nPWmuj/rP9yzKownhQkm/J4LPZm+Qbktw3yas79359kldV1e3XD0I/lRUAAAAAwCKYtLLi/Gxd5XBN6DbXvnLEZw5sMsZ2597u/BvOXVXfluRxw5fvyKDB+U77kSRHDc8PJzlrxOcuTHK9nr4fFyZ5XZLXVdUPJHlpBhUWxyR5YVXdsrV2aLPBq+oRSR6RJDe4wQ1GXNLiWd6zcd6oZwUAAAAAME8mbbB9+pTWMW3dKoW9Iz6zb5Mxtjv3yvxfHXP+q81dVcsZVCksZxCAPGKMCodJdLeA+ofW2qdHeai1diBXD4A2uu81VfXorAYvN8vVqy42eu4FSV6QJLe97W2P2G/mVVYAAAAAAItgWttAzZruv+YftUJi/X1fmsLc251/o7kfn+RWw/OntdY+NO7CxjWs5Pj/Ope201h7FH+UQZXOinvv0DwLp7dnxeGW3cmyAAAAAAAmt6hhxcWd81NGfObUda//ewpzb3f+NXNX1Tcn+fXhyw8neer2lja2blXFF5O8Zicmaa0dTnJ259LNdmKeRbRnT6V6ur0orgAAAAAA5sWkPStm1bmd89NHfGZ944NzN7xrvLlX5v/ImPOvv/+MrG5ndVySc6rvG+qrb2f1vKq6bHj+vtbaI0dYS6pqb5KHdC79xXBrp51yYef8xB2cZ+Es76lcdejqycTBw4eztGfpGlgRAAAAAMB4FjWs+GDn/JSq+obW2me3eOY2nfPzW2vb2gaqtXZZVX0myfWHl26d5I2bPVNV18vaCowP9t2b5BuHx6i+tXM+Su+MFfdNcp3O6z8d49nt2N85//IOz7VQlnrCCn0rAAAAAIB5saPbQFXV9arqVlV19+Fxq+EX8zvtXVnbpPpuIzzTvefNE87f3dJo3Lm/nOSfJpx/GrpbQH2gtfbeHZ7v1p3zrYIlOpb3bPxnfFBYAQAAAADMiamGFVW1p6ruX1WvqqrPZdA0+b1J/mF4vDfJ+VX1uap69fDeqQcmrbUrkrypc+knt1j3aUnu0bn0qgmX0H3+zOH4m+mu742ttW7Qktbaa1prNcqR5Ibrxr575/27jbL4qrpuku/pXNrRqoqqulmSO3YuvWUn51s0Sz1Ntg9tUG0BAAAAADCLphYUVNV3J/l4kpcn+f4kJyepnuPkDLYZenmSj1fV92w05oT+oHN+ZlXda5N7n5HVz+Kj2WLbphH8TZJPDM/3JHl6341VdZ+sDUr+oO/eXfSjSVaaHVyV5CXjPFxVR1fVSFuMVdVxSV7Ume+rSV42znxHuuWesEJlBQAAAAAwL6YSVlTVk5P8bZLTMggjkmSzb0pX3qvhM39TVU+Zxlq+NkFrZ2dt6PAXw0Dla6pqX1U9M8kPdi4/obV2cKMxq+qtVdWGx1s3mfuqJP+zc+lBVfXMqlrT/Hq4nm4Q8PrW2ts2/cV2x493zl/XWvuvMZ+/aZKPVtWvVNX6xuVfU1V3T/IvWdsv5Bmttc+MOd8RrbeyQlgBAAAAAMyJiRtsV9Vjkzxx+LIbQlyS5H1Jzk1y6fD61yX5lgy+nD5h3f2Pr6pLW2u9VQjb8GMZ9K+40XC+N1XVe5P8ewYNne+aQZXHit9rrb1yGhO31l5WVXdK8gvDS49J8pCqOieDvhS3yNov6T+WtX0irhFVdccMwoYVL9zmUKcn+Z0kv1NV5yX5jyT/leRAkhOTfHuS9UHGy5I8aZvzHbH6KysO7/JKAAAAAAC2Z6KwoqpumuSpWRs6/FsGXzj/zSYVCktJ7pPkf2fQWLkNn/3tqnpda+3Dk6xrRWvtoqo6M8mLk9xpePk2WRsSJMnBJE/L9L8of3QGQc3jM9jm6JSsreJYcU6Sh22jgmEndAOTCzP5lljJILg4fZP3L8vg/4Xfb60pBxjT0pLKCgAAAABgvk1aWfHbnTFakt9N8muttU3/SXdr7VCSv66q1yX5P0keN3x+KclvJXnghOvqznVeVd01yf2SPCTJtyW5bga9ET6d5O+S/Glr7YPTmrMz9+EkT6yqv8ygifZ3J7l+kqMzCALel+Qvk7x6q89sN1TVMUke3Ln0ouF/q3F9IMmtktxheJyR5DrDY3+SLyW5KIPf/+wkL22tXT7B0o9oy3s23s1NzwoAAAAAYF5sO6wYfrF976xWVby4tfa4ccYY/iv6X6uqkzPYsilJ7l1Vx7TWvrLdtW0wz+Ekrxwek4xzt20+98EkvzLJ3GPMdV5W+4aM++xXMtiqa9I1HE7y/uHx/EnHY3N6VgAAAAAA826SBtt3zqBCoJIcyqA6Yrt+NYOtmJJk33BsYAS9PSsOCSsAAAAAgPkwSVjxjcOfLck/t9a+sN2Bhs/+c+fS+sbLQA+VFQAAAADAvJskrDixc/7pSReybozrTGE8OCL0VlYcvsbboAAAAAAAjGSSsKLbU+Jaky4kyXE9YwObUFkBAAAAAMy7ScKKzw9/VpJvm8JaumN8vvcuYI3lPRv/GR8UVgAAAAAAc2KSsOK9w58tyXWr6n7bHaiqfiDJ9TqX3jfBuuCIorICAAAAAJh32w4rWmsfS/Kx4ctK8tyquvG441TVDZM8J4PQI0k+3lr76HbXBUea5aW+nhXCCgAAAABgPkxSWZEkz8wgqGhJTk3yjqp64KgPV9X3J3l7kut2xnnWhGuCI0p/ZYUG2wAAAADAfFie8PkXJPmZJLfMIGg4OcnLqupDSV6a5J+TfDTJZcP7j0/yTUlun+TBSW6e1ZCiJfn3JM+fcE1wRFnuCSsOHlJZAQAAAADMh4nCitba4aq6T5J3JrlBBoFDJTkjyZO3eHzlG9aVZ85Pcp/Wmn8ODmPQswIAAAAAmHeTbgOV1tpnk3xnkrdkbZVEhq83OrLunrcluXNr7YJJ1wNHmuU9G/8Z61kBAAAAAMyLicOKJGmtXdBaOzPJjyZ5T9aGEhtZef+9SX4syT1aa5+exlrgSKOyAgAAAACYd5P2rFijtfaSJC+pqm9O8h1JbpPkpCQnDG+5JMkXMggp3tla++g054cjUW/PCmEFAAAAADAnphpWrBiGEB9NctZOjA+s6q+s0P4FAAAAAJgP294GqqruU1Xv6xw3mObCgNEsL6msAAAAAADm2ySVFTdPcqsMGmV/uLV2/nSWBIxDzwoAAAAAYN5N0mD7qs653hNwDVnes/Gf8cFDwgoAAAAAYD5MElZ8tnP+1UkXAmyPygoAAAAAYN5NElZ8rHP+jZMuBNie5Z6wQs8KAAAAAGBebDusaK29J8knk1SSb6+qE6a2KmBk/ZUVh3d5JQAAAAAA2zNJZUWS/L/hz+Uk/2vCsYBtUFkBAAAAAMy7ScOK303ytgyqKx5TVT89+ZKAcSz1NNjWswIAAAAAmBcThRWttZbkfkn+ZjjW86vq1VV1p2ksDtja8pLKCgAAAABgvi1P8nBVvXB4+oUklyc5Lsl9k9y3qi5N8v7Oe6NqrbWfmmRdcCTp71khrAAAAAAA5sNEYUWSH0/S/Ua0ZbAlVJKckOQuY45XwzGEFTCi3p4Vh4QVAAAAAMB8mDSs2IhvSGEX9VdWHN7llQAAAAAAbM80woqNvykFdkVvZYVtoAAAAACAOTFRWNFam6hBNzC5pT0b/xnqWQEAAAAAzAthA8w5lRUAAAAAwLwTVsCc6+9ZIawAAAAAAOaDsALm3PKSygoAAAAAYL5N1LOiqn608/IVrbUrtjnO/iQPWHndWnvRJOuCI0l/ZcXhXV4JAAAAAMD2TBRWJPmzJCv/fPutSc7f5jgnrhtLWAEj6u1ZcUhlBQAAAAAwH6axDdTG35Re82PBEWFpz8Z/xnpWAAAAAADzQs8KmHO9lRXCCgAAAABgTsxKWNFdh432YQz9PSuEFQAAAADAfJiVsOLrO+eXX2OrgDnUX1kh9wMAAAAA5sOshBXfOfzZknz+mlwIzBuVFQAAAADAvFue4lhjfTNaVctJTk1y9yS/0XnrA1NcEyy85SU9KwAAAACA+bZlWFFVh0YYp5KcV7Xxl6YjPr/ir7c7CByJlvZsXCClsgIAAAAAmBejVFaMmkBsO6nIoCqjkvxHkpdNMA4ccXp7VhwSVgAAAAAA82HUnhU7/a1nJXljknu21q7a4blgoehZAQAAAADMu1EqK87a5L0fG/5sSV6V5PIR521JDiS5NMm5Sf6xtfaxEZ8FOnorKw4f3uWVAAAAAABsz5ZhRWvtJ/req6ofy2rVxa+01s6f1sKA0aisAAAAAADm3ajbQG1mkl4VwISWexpsHxRWAAAAAABzYpRtoDZz98755yYcC9iGpSWVFQAAAADAfJsorGitvW1aCwG2p79nhbACAAAAAJgP09gGCrgG6VkBAAAAAMw7YQXMud7KikOHd3klAAAAAADbM2nPig1V1clJTkpyfJKjxn2+tXbO1BcFC0plBQAAAAAw76YWVlTV9yT5iSR3SXLKBEO17FCIAotoec/GBVJ6VgAAAAAA82LiUKCqTk1yVpL/sXJp0jGB0amsAAAAAADm3URhRVV9fZI3J7lpBiFFGx4CC9glvT0rDre01lLlzxEAAAAAmG2TVlb8VpJvzdqQ4oIkb0zykSSXJrlqwjmATezZU6lK2gaFFIdbsiSrAAAAAABm3LbDiqo6LsnDsxpSXJnkUUn+uLWNvjYFdsrynspVh67+Z3fw8OEs7Vm6BlYEAAAAADC6SSor7prkqOF5S/IzrbWzJl8SMK6lnrBC3woAAAAAYB7smeDZ0zvnFwgq4JqzvGfjP+WDwgoAAAAAYA5MElYcN/zZkrxnCmsBtmmpp8n2oQ2qLQAAAAAAZs0kYcWFnfOvTLoQYPuWe8IKlRUAAAAAwDyYJKz4WOf81EkXAmxfb2WFsAIAAAAAmAOThBXvSnJ+kkpy+6raN50lAePqr6w4vMsrAQAAAAAY37bDitZaS/Ls4ctjkjxyKisCxra0pLICAAAAAJhfk1RWpLX2rCR/l0F1xW9X1R2nsipgLMt7Nv5T1rMCAAAAAJgHE4UVQw9K8qYMqiveXFW/WlXHTWFcYER6VgAAAAAA82x5koer6n8PT9+d5LZJrpPkaUmeWFXvTPLhJJcmGWvj/NbakydZFxxpentWHBJWAAAAAACzb6KwIsmTknS/DW0ZbAl1XJLvGh7bIayAMaisAAAAAADm2TS2gVqvZW2AMY6Nv3EFNtVbWXF4rKImAAAAAIBrxKSVFYmAAa5xKisAAAAAgHk2aVhxw6msApjI8p6Ni6QOCisAAAAAgDkwUVjRWvvUtBYCbJ/KCgAAAABgnu1Ezwpgly0v9fWsEFYAAAAAALNPWAELoL+yQoNtAAAAAGD2CStgASz3hBUHD6msAAAAAABmn7ACFoCeFQAAAADAPNu0wXZV3bfz8u9aa1/diUVU1UlJnj982VprD9iJeWBRLe/ZOHfUswIAAAAAmAebhhVJXpNk5dvOGyY5f7ObJwgdjk3yA525gDGorAAAAAAA5tlWYUWSVEYPESYNHcaZCxjq7VkhrAAAAAAA5sAoPSu2823nxt+cAjuiv7Li8C6vBAAAAABgfKOEFYIHmHHLSyorAAAAAID5NUpYAcw4PSsAAAAAgHkmrIAFsLxn4z/lg4eEFQAAAADA7BNWwAJQWQEAAAAAzDNhBSyA5Z6wQs8KAAAAAGAeCCtgAfRXVhze5ZUAAAAAAIxPWAELQGUFAAAAADDPhBWwAJZ6GmzrWQEAAAAAzANhBSyA5SWVFQAAAADA/BJWwALo71khrAAAAAAAZt84YYVvPWFG9fWsuOqQBtsAAAAAwOxbHuGelZDiHVV1cJzxquoTU1wH0KO3wfYhGSMAAAAAMPtGDQkqyfXHHLuSnD7G/W34DDCmvctLG16/8qDKCgAAAABg9o0aVvjn2TDD9i5vvKPblbaBAgAAAADmwChhhWoHmHH7+sIKlRUAAAAAwBzYKqy44a6sAphIX2XFgYOHdnklAAAAAADj2zSsaK19arcWAmxff1ihsgIAAAAAmH0bf8MJzJV9S7aBAgAAAADml7ACFsC+ozTYBgAAAADml7ACFsDepaUNrx+4SlgBAAAAAMw+YQUsgL6eFSorAAAAAIB5sKNhRVWdVlWHhsfBnZwLjmS9YYWeFQAAAADAHFjehTlqF+aAI9o+YQUAAAAAMMdsAwULoK+y4sDBQ7u8EgAAAACA8QkrYAHYBgoAAAAAmGfCClgAe5c02AYAAAAA5pewAhZAX8+Kqw61HD7cdnk1AAAAAADjEVbAAqgq1RUAAAAAwNwSVsCC6G+yLawAAAAAAGabsAIWhCbbAAAAAMC8ElbAgujrW2EbKAAAAABg1i3v8PiXJPnNHZ4DiMoKAAAAAGB+7WhlRWvt0tbab64cOznXZqpqT1Xdv6peUVUfr6orquriqnp/VT29qm62w/OfUVXPGM538XD+j1XVy4frqinN88CqauuOu43w3Fs3eG6r42fHXNvtq+p5VfXBqrqkqi6vqnOr6qyq+h/b/qX5mr4G2wcOHtrllQAAAAAAjGenKyuucVV1WpIXJ7nzureOSXLtJLdM8piqekqSJ7fWpvbP0KtqT5InJXlCrv5Z33h4PDDJ26rqYa21T08w17WTPGe7z++UqjomybOS/MwGb3/L8PjRqnplkoe31r64m+tbJCorAAAAAIB5tdBhRVWdlOTsJDfqXH5fkg8kOS7JXZKcnMHn8BtJjk/yy1Ncwu8leVTn9UVJzklyeQYhya2H1++a5M1VdcfW2sXbnOvZSU7Z7kI73pzkIyPc9x9b3TAMa/4yyfd3Ln8qybuSXJXk25PcdHj9AUmuW1Vntta+OtaKSbJJzwphBQAAAAAw46YeVlTVCRlULSTJV1prl0x7jjG8KKtBxaVJHtxae9PKm1W1L8n/TfLo4aXHVNXbW2uvmnTiqnpw1gYVz07ya621A5177pnkpUm+Lsk3J/nTJPfdxlz3TvLQ4cuXdM634yWttT+b4Pmux2U1qGhJHp/kd1trX9uXqKp+NMkfJdmb5DuSPD3JL05p/iOKygoAAAAAYF5N1LOiqm5ZVY+vqr+uqk9W1YEkFyf5zPC4uKoOVNUnquo1VfVrVXXzaSx8hLXdI8k9O5ce2g0qkqS1dqC19ktJuuHE06pqohCnqo5K8pTOpVe01n6pG1QM539jkod1Ln1fVd1lzLmOT/L84ctzk/z2NpY8dcNtqZ7QufS7rbWnd4OKJGmtvSjJYzuXfraqbrwba1w0e5eXNrx+QFgBAAAAAMy4bYUVVXW/qnp3kn/N4Ev5+yQ5LclRSWrdcVSS05N8X5KnJnl/Vf1zVf3AxKvfXLeq4ezW2us3ufexSVa+0f2WJN8z4dz3zqAfRYbjPq7vxtba65K8pXPpUX339nhGkutnULnwiCQHNr991zwsg4qRJLksyWYN1p+T5BPD86OSjNW8m4H+BtvCCgAAAABgto0VVlTVSVX1t0lekUG/hZVAIhl8Wb7Zkc79357klVX1hqo6cdJfYoN1Hpu1gcMLN7u/tfbJrA0MHjDhEu7fOT+7tXbeFvd313evYVPqLQ2rRx4+fPnHrbVzRl/ijut+Bn/VWru878bWWstgC6wVk37+R6R9R/VsA3VIWAEAAAAAzLaRw4qqOi3JO5N8d9YGFMnVqyn6jpVn2vD1PZO8q6q+caLf4urumNW+GcnaIKJP954zJ5z/HhPMvT/JHbZ6YBjI/FEGn+OFSX51nAXupGEvkO/sXBr3M7hhVd1wuqtafPt6Kiv0rAAAAAAAZt1IvRmqan+SN2R1a6OVsCFJ/inJ2Un+OYOeCZcMjz0ZbAN0QpKbJrl9Bl/i327dGDdO8oaqukNr7YoJf58VZ3TOP99a++wIz7yvc36Dqjpus2qAPsMeEtfvGXdDrbULquqiJCcPL52Rrb/gf2pWm4c/aoqNzE+rqp9KcsMkxyb5YpJPJXl7a+0Tmz656iZJug0UtvwMNrjnjCSfHHE+0t9g+8DBQxteBwAAAACYFaM2kn5akptlbSXFq5P8dmvtXzd57qtJPp9BiPHaJKmq2yR5YpLvz2pgccZwjkePuf4+N+mcnzfiM59a9/qmSd4z4dzjzr8SVtx0sxur6o5Z7W3x2tbaK0de3daetMm8/5zkt1prb9hijPWfwfrP9mpaa1+pqi8kOWl46aZJNuszwjp9YYXKCgAAAABg1m25DVRV3TjJI7MaLBxM8sjW2gO2CCo21Fp7b2vtfkl+Icmhzrg/V1U32vTh0V2nc/75EZ/53LrX157C3Nudv3fu4RZLf5LBf7vLkvz8WKubzO2TvL6qnlNVm/2/0/0MLmutfWXE8Uf6DNjYPmEFAAAAADCnRulZ8UvD+yqDYOFxrbU/nHTi1trzkjy2M+7ScK5pOK5zPuoX5evvu9YU5t7u/JvN/RtJvnV4/vjW2gWjLmwThzPYdurRGQQS10lyVJKvH75+SgbbQa34+SS/s8l42/n819+76edfVY+oqvdU1Xu+8IUvjDHF4lJZAQAAAADMq03DiqpaSvLgrDbFfmNr7fenNflwrL/NagPuB2/xL/ZH1W2ufeWIzxzYZIztzr3d+Tecu6q+Lcnjhi/fkWTi0GjoB1tr92it/X5r7V9aa//dWjvYWrtk+PqJSW6RtX0lHlNVfY3At/P5JyN8Bitaay9ord22tXbbk046abNbjxh7l5Y2vH5AWAEAAAAAzLitgoHbJTkxq820/88OrKE75olZbcA9ie6/0N874jP7Nhlju3Nvd/6rzV1Vy0lemEGfkSuTPKK11tbftx2ttYtHuOeCJPfJoHn6iif03L6dzz/Z4jNgc72VFYeEFQAAAADAbNsqrLjT8GdL8uHW2j9OewHDMT/UuXTnKQx7eed81AqJ9fd9aQpzb3f+jeZ+fJJbDc+f1lr70Ab37KjW2ueSPLdz6cyq2iiM2M7nv/7e7X7+RyzbQAEAAAAA82qrsOLmnfOpBxUd53TObzGF8bqVAqeM+Myp617/9xTm3u78a+auqm9O8uvDlx9O8tTtLW0q/r5zvj/JaRvc0/0Mjq+qUQOL3s+ArfU12LYNFAAAAAAw65a3eP+bO+fv2sF1/FOSn91gzu06t3N++ojP3GCTMbY798r8Hxlz/vX3n5HV7ZSOS3JOVaXH+u2snldVlw3P39dae+QIa9nMheten5jko+uurf8MTssWn8Ew0Og2nxjlM6Ojr7LiwMFDu7wSAAAAAIDxbBVWdP+l+6d3cB3dsddXOGzHBzvnp1TVN7TWPrvFM7fpnJ/fWtvWNkSttcuq6jNJrj+8dOskb9zsmaq6XtZWYHyw794k3zg8RvWtnfOvjvFcn/3rXn95g3vOTXIoyUrH51tn6/Dh1uteb/YZsIG+ygrbQAEAAAAAs26rbaCu0zm/pPeuya2MXUmuPYXx3pW1DZrvNsIz3XvePOH8Z08w95czqDSZVetDhauFQK21A0ne0bl0txHG7d7zydbaJ8de2RFu75KwAgAAAACYT1uFFUd3zncyrLi0Z85taa1dkeRNnUs/udn9VXVaknt0Lr1qwiV0nz9zOP5muut7Y2utG7Sktfaa1lqNciS54bqx7955/27b/5W+5qc65//RWvuvnvu6n8GDq2p9RcbX1GBPqx/veZYR7TuqJ6w4JKwAAAAAAGbbVmHFUZ3zndz4vjv2VltTjeoPOudnVtW9Nrn3GVn9LD6aLbZtGsHfJPnE8HxPkqf33VhV98naoOQP+u7dCVV13Bj3Pj7JHTuXztrk9hdnNYQ6Psn/3uTeRyb5puH5VUn+cNQ1sWrv0tKG1w9cJawAAAAAAGbbVmHF3GqtnZ21ocNfVNV3d++pqn1V9cwkP9i5/ITW2sGNxqyqt1ZVGx5v3WTuq5L8z86lB1XVM6tqTfPr4Xpe0rn0+tba2zb9xabvH6rq+VV1p6ra8P+HqrpeVf1xkqd1Ln80mwQrrbX/Xnf/Y6vqsVW15hv1qnpokt/tXHp+a+1jY/8W9DbYVlkBAAAAAMy6aVUxzKofy6B/xY2SnJDkTVX13iT/nkGj6LsmOblz/++11l45jYlbay+rqjsl+YXhpcckeUhVnZNBX4pbZG1T748l+YlpzD2mo5M8YnhcWlXvz6Dh+Zcy+IxukkGfiu7/KxcmudewN8VmnpHkO5LcN4Ng7BlJfr6q3pXkYJLbZm0D8Hcledykv9CRqjes0LMCAAAAAJhxCx1WtNYuqqozM9iS6E7Dy7fJ2pAgGXxx/rQkT5ryEh6dwVZIj0+ylOSUrK3iWHFOkodt0v9ht3xdkrts8n5L8uokP9dau2irwVprh6vqh5I8O8nDh5dPHx7rvSrJw1trXx1nwazaJ6wAAAAAAObUKGFFG/78naq6fIfWMXLfhHG11s6rqrsmuV+ShyT5tiTXTfLVDCoI/i7Jn7bWPrgDcx9O8sSq+ssMmmh/d5LrZ1DNcGGS9yX5yySvHt57TbhXBn0o7pBBpcOpSa6T5OuTXJnki0k+kuSdSf68tfaf4ww+bBb+iKp6YQZNtO+a5HoZVFpcmEE1xYtba38/jV/mSGYbKAAAAABgXo1aWVFJHrCTC8kgFKkdGXgQBLxyeEwyzt22+dwHk/zKJHOPMdd5GeNzbK1dmEFVw6t2ak3Def4pyT/t5BxHur1LG4cVB646tOF1AAAAAIBZMWqD7bb1LcA1qXcbKJUVAAAAAMCMG6WyYkeqHYDp2re8RrogSAAAIABJREFUtOH1A3pWAAAAAAAzbquw4id2ZRXAxHp7VggrAAAAAIAZt2lY0Vo7a7cWAkymL6w4cPBwWmupUiQFAAAAAMymUXtWADNuaU9lac/GgcRVh7SdAQAAAABml7ACFogm2wAAAADAPNo0rKiq2+3WQoDJ6VsBAAAAAMyjrSor/qmqPlRVv1ZV19uVFQHbtnepr2/FoV1eCQAAAADA6EbZBuomSZ6a5Lyq+vuq+pGqOmaH1wVsg8oKAAAAAGAejdqzopIsJblHkhcl+VxV/UlV3XXHVgaMrbdnhbACAAAAAJhhW4UVn8wgqEiSNvxZSa6V5MeTnF1Vn6yq36yqb9qZJQKj2ru8tOH1A8IKAAAAAGCGbRpWtNZunOQuSf4kyWXZOLg4LckTk5xbVW+vqp+uquN3aL3AJvq2gRJWAAAAAACzbMttoFprb2+tPTzJqUl+OMnfJDmUQVDRhkcNjzsmeX4G20T9ZVXdq6pG3WoKmNC+ngbbtoECAAAAAGbZyEFCa+1Aa+1lrbXvTXL9JL+S5N+ycbXF0UkelOT1ST5TVU+vqltMb9nARvYd1RNWHBJWAAAAAACza1tVD621i1prz2qt3SbJzZP8TpILs3FwcWqGwUZVva+qfrGqTpxw3cAG9qqsAAAAAADm0MRbNLXWPtRa+9Uk35jke5L8RZKvZOPg4lZJnpXkgqp6bVU9oKqOmnQNwEB/z4pDu7wSAAAAAIDRTa2fRBv4+9baQ5OckuQnk7xl+Pb6/hZHJfneJH+V5MKqek5V3W5aa4EjVV9YobICAAAAAJhlO9L8urX25dban7XWzkxyWpL/leQj2bja4tpJfi7Ju6rqw1X1+J1YExwJ9gkrAAAAAIA5tCNhRVdr7TOttae11s5Icrskz01ycdYGFzU8bpLkKTu9JlhUvZUVGmwDAAAAADNsx8OKrtbae1prj0ryDUl+IMmrkhzM6hZRwAT2Li1teP3AVcIKAAAAAGB27WpY0XFskpMz6G2hwTZMicoKAAAAAGAeLe/WRFW1lOSeSX40yfcl2Td8S0UFTElfz4oDelYAAAAAADNsx8OKqrpNkocl+aEkJ61cHv7sNto+nOTNSc7a6TXBouqtrBBWAAAAAAAzbEfCiqq6XgYBxcOS3HTl8vDnSn+Klaba52YQULy4tXbBTqwHjhT9lRWHdnklAAAAAACjm1pYUVX7kzwwg4DiblkNI5KrBxRfTPLSJGe11v5lWmuAI53KCgAAAABgHk0UVlRVJfmuDPpQ/ECSY1beGv7sbvN0MMkbM6iieF1r7cpJ5gaurq+yQlgBAAAAAMyybYUVVXWLDAKKhyQ5deXy8Of6Kor3ZxBQ/Hlr7QsTrRbYVG9lxSFhBQAAAAAwu0YOK6rqlCQ/ksE2T7dcuTz8uT6guCjJn2ewzdMHprZaYFN7l5Y2vK6yAgAAAACYZZuGFVV1dJL7ZxBQnJlkKasBRbI2oLgyyesyqKL429aajr6wy/oqKw4IKwAAAACAGbZVZcVFSfYPzzfqQ1FJ/iWDgOKlrbUvTn2FwMj0rAAAAAAA5tFWYcVxWQ0nulUUFyR5cQbbPJ27c8sDxtHbs0JYAQAAAADMsFF7VlSSK5K8OoMqije31trmjwC7rXcbKA22AQAAAIAZNkpY8Y8ZBBQvb61dvsPrASawd6knrLhKCxkAAAAAYHZtFVbcqLV23m4sBJhcb88KlRUAAAAAwAzb+JvNIUEFzJd9y0sbXtezAgAAAACYZZuGFdNWVfuq6tSqOnY354UjhQbbAAAAAMA82vGwoqpuVVUvrKrzM2jSfUGSL1XVpVX12qr64Z1eAxwpehtsCysAAAAAgBm2ac+KqtqX5AGdS59rrZ09ysBVtZzkWUkeuXJp3S3XSvK9Sb63qh6T5EG2nYLJqKwAAAAAAObRVg22z0zykiRt+PqXk4wUVgyf+8GshhSt575Kctskb62qu7TWzh9xfGAdDbYBAAAAgHm01TZQ9xn+rCSXJfnjUQatqp9L8qDhyzY8qudYCTFukOQFoy4cuLrlPZVaX8OU5NDhloMCCwAAAABgRm0VVtx5+LMleXVr7ctbDVhV10ry5KyGECuhxMuS3CmD7Z/2J7l1kucmOdy597uq6p7j/ALAqqrK3iXVFQAAAADAfOkNK6pqf5KbZTVIePmIY/5wkuusDDN8/jdbaz/cWntna+3LrbWvtNb+rbX2qCQ/lNXqiyT5qXF/CWCVvhUAAAAAwLzZrLLipsP3K4Pqh7eNOOZD173+QGvtN/tubq29MskLs1qBce+q2qriA+ixb3lpw+sHhBUAAAAAwIzaLBS44fBnS/Lh1toVWw1WVccmuX1We1S0JM8aYR3P7JwfnUFFB7ANx+zd+M/6K1ce2uWVAAAAAACMZrOw4tTO+fkjjvcdSY7qvD6c5DVbPdRa+0iST3cunTHifMA6+/cub3j9y1ce3OWVAAAAAACMZrOwYn/n/IsjjneHda//rbV22YjPfqhzfu0RnwHWOXbvxttAXaGyAgAAAACYUZuFFdU53zfieCthxcoWUO8eYy3dQOT4MZ4DOvbv66msOKCyAgAAAACYTZuFFZd0zk/tvWutO2QQUqx4z5TWAoxIZQUAAAAAMG82Cwg+P/xZSW5RVZuGCVV181x9+6Z3jrGWEzvnXxrjOaCjt2eFygoAAAAAYEZtFkC8d/izZbAt0722GOv+615fNGycPaobdJ8d4zmg49h9KisAAAAAgPnSG1a01s5P8qnhy0ry1KrasHdFVe1P8jMZBBsr/SpeN+oiqurEJN/UufSfoz4LrNVbWXGlygoAAAAAYDZt1Sfij7MaPtw8yWur6pTuDVV1fJI/T3Lddc+eNcY67tI5PxRhBWzbsT1hxRUHVFYAAAAAALNp4281Vz0vyS8kOXn4+ruSfKqq3pnkggx6VNwpyXFZW1Xx9tbaO8ZYx0OHP1uSf22tfXWMZ4GO/T3bQKmsAAAAAABm1aZhRWvti1X18CSvySCISJK9Se7auW3lehv+/GqSXxx1AVV1UpL7dJ4/Z9RngatTWQEAAAAAzJuttoFKa+31SR6S5MqsVk6suSWrVRUHkvxYa+39Y6zhl5Mc1Xn9+jGeBdZRWQEAAAAAzJstw4okaa39VZIzkvxVBpUTte44nOQNSe7QWnvFqJNX1clJHrXyMsl/RWUFTKS3suJKlRUAAAAAwGzaqmfF17TWPpHkh6rq6CS3TnJqBhURFyV5b2vtsm2u4T6d8/9ura2v3ADGsH9vT2XFAZUVAAAAAMBsGjmsWDFsfv3OaUzeWrsog7ADmJJj96msAAAAAADmy0jbQAHzo7eyQs8KAAAAAGBGCStgwfRWVhxQWQEAAAAAzCZhBSwYlRUAAAAAwLwRVsCCOXZvf88K/esBAAAAgFkkrIAFs3d5T45aqqtdP3S45cDBw9fAigAAAAAANiesgAW0WXUFAAAAAMCsEVbAAurtW3FA3woAAAAAYPYIK2AB7d+nsgIAAAAAmB/CClhAx/aEFV++UmUFAAAAADB7hBWwgPq2gbrigMoKAAAAAGD2CCtgAfU12FZZAQAAAADMImEFLKD9+3oqK4QVAAAAAMAMElbAAuqtrLANFAAAAAAwg4QVsIB6e1aorAAAAAAAZpCwAhbQsftUVgAAAAAA80NYAQtIZQUAAAAAME+EFbCAeisrrlRZAQAAAADMHmEFLKDeyooDKisAAAAAgNkjrIAFdOxelRUAAAAAwPwQVsAC2r9PzwoAAAAAYH4IK2AB9VZWHFBZAQAAAADMHmEFLCCVFQAAAADAPBFWwALar7ICAAAAAJgjwgpYQMfuVVkBAAAAAMwPYQUsoP37eiorrlRZAQAAAADMHmEFLKB9y3uyp65+/cqDh3PVocO7vyAAAAAAgE0IK2ABVVVv34orVFcAAAAAADNGWAEL6th9+lYAAAAAAPNBWAELqq+y4ssHVFYAAAAAALNFWAELSmUFAAAAADAvhBWwoI5VWQEAAAAAzAlhBSyo/XtVVgAAAAAA80FYAQvq2H09lRVXqqwAAAAAAGaLsAIWVG9lxQGVFQAAAADAbBFWwILq7VmhsgIAAAAAmDHCClhQ+/dtXFnxZZUVAAAAAMCMEVbAguqvrBBWAAAAAACzRVgBC6q/Z4VtoAAAAACA2SKsgAV17L6eygrbQAEAAAAAM0ZYAQvqWj1hxZeEFQAAAADAjBFWwII6/pijNrx+6Veu2uWVAAAAAABsTlgBC+rresKKy4QVAAAAAMCMEVbAgjr+aGEFAAAAADAfhBWwoHorK76qZwUAAAAAMFuEFbCgrnX0cqqufv3yAwdz8NDh3V8QAAAAAEAPYQUsqD17KsftW97wPdUVAAAAAMAsEVbAAtNkGwAAAACYB8IKWGB9TbYvFVYAAAAAADNEWAELrL/JtrACAAAAAJgdwgpYYMcfs3HPCpUVAAAAAMAsEVbAAuurrBBWAAAAAACz5IgIK6pqT1Xdv6peUVUfr6orquriqnp/VT29qm62w/OfUVXPGM538XD+j1XVy4frqinN88CqauuOu43wXFXV7avqCVX12qr6aFV9qaquqqovVNW7q+rZVfXtY6zl9A3WMspx9EQfAmv0N9g+uMsrAQAAAADot/EeMQukqk5L8uIkd1731jH5/9m78zhLr7pO/J9zq6q3dHc6SXf2fSGByBYCAqJsoixuCIo6IOLMMDMqIioq8xuXcUb8KQ4/GRV3cNSfogKKooLKFkEkhAACAUL2Pemk96W6aznzx7236qmqe6urq2vrqvf79brWc89znud879NNxa5PnXOS05M8LsnrSim/kOTna63jCzh2K8nPJXlDZj7ryzqvlyb5SCnlFbXWu09grNOT/Po8rnttkp9Icm6fLts7r2uT/HAp5W+T/Mda6/3zrZWlY4NtAAAAAOBksKrDilLKjiQfTHJpo/nGJP+WZHOSr0tyZtrP4WeTbE3yowtYwq8meU3j/UNJrktyIO2Q5JpO+zOTfKCU8rRa6yPzHOstSc6ax3XPy9SgYjTtZ3R7kr1Jzk7yjLSDnSR5UZKPl1K+9jjDld+YYz+/8r+ATt1kg20AAAAAYOVb1WFFkj/MZFCxN8nLaq3v754spaxP8ktJXttpel0p5aO11nef6MCllJdlalDxliQ/WWs90ujz/CTvSHJqkiuSvD3Jt8xjrBcmeXnn7R83jo/HPyZ5W5K/qbUenHb/jUlen3ag00pyUZL/P+2wZ05qrT80j5o4QWZWAAAAAAAng1W7Z0Up5TlJnt9oenkzqEiSWuuRWuuPJGmGE79YSjmhEKeUMpTkFxpN76y1/kgzqOiM/74kr2g0fXMpZc4BQGesrUl+u/P2y0n+53GW+8EkT661fkOt9R3Tg4pOnYdrrT+f9nJWXV9bSnnecY7FEuu/Z4WwAgAAAABYOVZtWJGpsxo+WGt97yx9fzxJd6+KRyX5xhMc+4Vp70eRzn1f369jrfVvknyo0fSafn37eFOS85PUJK9OcmT27jPGf3Ot9YY5dn9zkgca77/peMZi6W3d2Dt3E1YAAAAAACvJqgwrSimbMjVweNts/Wutt2dqYPCSEyzh2xvHH6y13nGM/s36XtBZdumYOrNH/mPn7e/VWq+be4nHr9Y6muRfG02XLOZ4nLh+MyssAwUAAAAArCSrMqxI8rQkzR/4f6hfxz59nnuC4z/nBMY+JclTj3VBJ5D53SQlyf1JfuJ4CjwB443j1fr3Z9XY2m8ZqGH7mAMAAAAAK8dq3WD76sbxg7XW++ZwzY2N4wtLKZtrrQeOd+DOHhLn97lvT7XWe0spDyU5s9N0dY4dcrwxk5uHv6bWuud4a52nxzWO757rRZ29OJ6S5KwkY0keSfK5JP9Sa923oBUyYbYNtmutKaUscUUAAAAAADOt1rDiysbxHXO85s5p769KMte9HPqNfbzjd8OKq2brWEp5Wib3tnhPrfVdc67uBHQCh8sbTf9wHJd/pE/7kVLKHyf5+VrrXfMujp42DA1k/WArR0bHp7SPjdccPDqWzetX67cAAAAAAOBkslqX8TmjcfzgHK95YNr70xdg7PmO33fsUsr6JL+f9p/dviQ/eFzVzVMpZTDJWxpNtyf52wW49fok/z7JZ0opz1+A+zFN36Wg7FsBAAAAAKwQqzWs2Nw4PjzHa6b327IAY893/NnG/tkkj+4c/1St9d65FnaC3pjkCY33r6+1Hj3GNfvS3jz8O5M8Ku1nsy7JuUm+JclfNvqeluTdpZSvnksxpZRXl1JuKKXcsHPnzjl+hLXJJtsAAAAAwEq3WteAaW6ufawfqHcdmeUe8x17vuP3HLuU8sQkr++8/ViS3zq+0uanlPLvGuMmye/PYemp+5Oc12ffj/uT/E2SvymlfFuSd6Q9w2JjkreVUh5Xax2b7ea11t9J8jtJcu2119a5fZK1aeuG3v8zN7MCAAAAAFgpVuvMiuYshXVzvGb9LPeY79jzHX/G2J1lmN6WdsB0NMmra62L/kP6UsrXd8bt+niSHz7WdbXWI3PZoLzW+ldJXttoekzasy5YIGZWAAAAAAAr3WoNK5o/JJ/rDInp/fYvwNjzHb/X2D+VyWWYfrHWetPxFna8SilPT/JXmQxcPp3khbXWQws81O8maW6u/cIFvv+aJqwAAAAAAFa61RpWPNI4PmuO15w97f2uBRh7vuNPGbuUckWSn+68/WLa+0csqlLKtUn+PskpnabPJ3lerXXPQo9Vax1P8sFG02MWeoy1rO8G28OjS1wJAAAAAEBvq3XPii83ji+e4zUXznKP+Y7dHf9Lxzn+9P5XZ3J2w+Yk15VS+t1n+nJWby2l7Osc31hr/YFjFdLZG+MfkmztNH05ydfXWqcHMQvp/sbx9kUcZ80xswIAAAAAWOlWa1jxhcbxWaWUc2ut9x3jmic1ju+qtc5rGaha675Syj1Jzu80XZPkfbNdU0o5L1NnYHyhX98kF3Rec/XoxvHwsTqXUh6b5B+TnNZpujXJc2utDx7HmPNxSuP44CKPtaZs3dBnZoWwAgAAAABYIVbrMlAfz9RNqp81h2uafT5wguM3lzQ63rEPJvnXExx/Xkopj07yT0nO6DTdmeQ5tdZ7l2D4axrHxwqWOA79ZlYIKwAAAACAlWJVhhWdDaDf32j6/tn6l1IuSvKcRtO7T7CE5vXP7dx/Ns363ldrbQYtqbX+Va21zOWV5JJp93524/yz+hVQSnlU2iHLmZ2me9IOKu7qd81CKaU8JsnTGk0fWuwx15KtG3tPoLIMFAAAAACwUqzKsKLj1xrHzy2lvGCWvm/K5LP4So6xbNMc/F2S2zrHrSS/3K9jKeVFmRqU/Fq/voullHJp2kFFd5Pv+9MOKm7rf9Ws99tQSpnTEmOllM1J/jDJQKdpOMmfzWdceuu/wbawAgAAAABYGVZtWFFr/WCmhg5/Ukr5hmafUsr6Usqbk3xHo/kNtdbRXvcspXy4lFI7rw/PMvZIkv/aaPrOUsqbSylTNr/u1PPHjab31lo/MusHW2CllAvSXvbqvE7TQ2nvUfGVE7jtVUm+Ukr5sVLK9I3Lm2M/O8n1mbpfyJtqrfecwNhMY4NtAAAAAGClW60bbHe9Mu39Ky5Nsi3J+0spn0ryubQ3dH5mJpc9SpJfrbW+ayEGrrX+WSnlGUl+qNP0uiTfU0q5Lu19KR6bqT+kvyXJqxZi7OP0riQXN95/LskPllLmcu0jtdaf7XPu4iS/kuRXSil3JPl8koeTHEmyPcmTk0wPMv4syc/NrWzmqv8G2z0zOQAAAACAJbeqw4pa60OllOcm+aMkz+g0PylTQ4IkGU3yi1n4H5S/NsneJD+V9jJHZ2XqLI6u65K8otb68AKPPxdnTnv/3M5rLu5M0i+saLo4UwOR6fYl+Zkk/7vWWuc4NnN06iYzKwAAAACAlW1VhxVJUmu9o5TyzCQvTvI9SZ6Y5Jy090a4O8k/JHl7rfULizD2eJL/Vkr507Q30f6GJOcn2ZD2vhA3JvnTJH/Z6bta/FuSJyR5aud1dZIzOq9TkuxPe7mpG9PeK+MdtdYDy1Pq6rd53WBKSabHQIdHxnJ0dDzrBlftanAAAAAAwEli1YcVyURo8K7O60Tu86x5XveFJD92ImMfx1h3JJnTGk6d/hcvQg3jST7bef32Qt+f49NqlWzdMNRzJsW+4ZFs37y+x1UAAAAAAEvHr1TDGrB1Y+9c0lJQAAAAAMBKIKyANWDbxnU923cfPLrElQAAAAAAzCSsgDVg++beYcXO/UeWuBIAAAAAgJmEFbAG7NjSe1+KnQeEFQAAAADA8hNWwBrQL6x42MwKAAAAAGAFEFbAGrBjs5kVAAAAAMDKJayANWDHlg092+1ZAQAAAACsBMIKWAP67lkhrAAAAAAAVgBhBawB2zev69n+8IGjS1wJAAAAAMBMwgpYA2abWVFrXeJqAAAAAACmElbAGrB5/WA2DM38n/vRsfHsOzy6DBUBAAAAAEwSVsAaUErpP7viwPASVwMAAAAAMJWwAtaIHZt7hxUP2WQbAAAAAFhmwgpYI7b3CStssg0AAAAALDdhBawRs22yDQAAAACwnIQVsEYIKwAAAACAlUpYAWuEsAIAAAAAWKmEFbBG9Ntg++EDwgoAAAAAYHkJK2CNMLMCAAAAAFiphBWwRmzvM7Nip5kVAAAAAMAyE1bAGtFvZsUjB45kbLwucTUAAAAAAJOEFbBGbBgayJYNgzPax2uy6+DRZagIAAAAAKBNWAFrSL/ZFTbZBgAAAACWk7AC1pAd/fatsMk2AAAAALCMhBWwhmzvM7NCWAEAAAAALCdhBawhfWdWWAYKAAAAAFhGwgpYQ/ruWWFmBQAAAACwjIQVsIb0CyvMrAAAAAAAlpOwAtaQfmHFA3uHl7gSAAAAAIBJwgpYQ845dUPP9vv2Hl7iSgAAAAAAJgkrYA05d9vGnu0P7B3O2Hhd4moAAAAAANqEFbCGbN0wlC0bBme0j4zV7LTJNgAAAACwTIQVsMac12d2xb17LAUFAAAAACwPYQWsMcIKAAAAAGClEVbAGtNv34r7hBUAAAAAwDIRVsAac95pfWZW7BZWAAAAAADLQ1gBa4yZFQAAAADASiOsgDXGnhUAAAAAwEojrIA1RlgBAAAAAKw0wgpYY87csj5DA2VG+/7h0ewbHlmGigAAAACAtU5YAWtMq1Vy9qkbep6zbwUAAAAAsByEFbAG9V0KarewAgAAAABYesIKWIPO7RNWmFkBAAAAACwHYQWsQef3CSvuEVYAAAAAAMtAWAFrUP+ZFcNLXAkAAAAAgLAC1qTzTuu3Z8WhJa4EAAAAAEBYAWuSmRUAAAAAwEoirIA16Lw+YcWD+4dzdHR8iasBAAAAANY6YQWsQRuGBnLGKetmtNeaPLjP7AoAAAAAYGkJK2CN6rdvxd32rQAAAAAAlpiwAtaoC07b1LP99ocPLnElAAAAAMBaJ6yANeqS7af0bL9tp7ACAAAAAFhawgpYoy7d0S+sOLDElQAAAAAAa52wAtaovjMrLAMFAAAAACwxYQWsUZfu2Nyz/e5dh3JkdGyJqwEAAAAA1jJhBaxRp24cyvbN62a0j9d2YAEAAAAAsFSEFbCGXbq99+yKW22yDQAAAAAsIWEFrGH9N9kWVgAAAAAAS0dYAWtY/7DiwBJXAgAAAACsZcIKWMMu6bMM1G0Pm1kBAAAAACwdYQWsYWZWAAAAAAArgbAC1rALT9+UwVaZ0b770Eh2Hzy6DBUBAAAAAGuRsALWsKGBVi48fVPPc5aCAgAAAACWirAC1jhLQQEAAAAAy01YAWvcJdv7hBVmVgAAAAAAS0RYAWvcpTs292w3swIAAAAAWCrCCljjLu0zs+KWh4QVAAAAAMDSEFbAGnf5mb1nVtzxyKEMj4wtcTUAAAAAwFokrIA17ozN67Njy/oZ7WPj1ewKAAAAAGBJCCuAXHX2lp7tX3pg/xJXAgAAAACsRcIKIFee1Tus+PID+5a4EgAAAABgLRJWALnSzAoAAAAAYBkJK4A8+pytPdu/LKwAAAAAAJaAsALI5WduTqvMbH9o/5HsPnh06QsCAAAAANYUYQWQDUMDuXj7KT3PWQoKAAAAAFhswgogSXJV330rbLINAAAAACwuYQWQJLnyLPtWAAAAAADLQ1gBJEmuOqffzAphBQAAAACwuIQVQJL+y0Dd/OD+jI/XJa4GAAAAAFhLhBVAkuSC0zZl07qBGe2Hjo7lnt2Hl6EiAAAAAGCtEFYASZJWq+SKs3rPrrjp/r1LXA0AAAAAsJYIK4AJj+mzb8Wn7ty9xJUAAAAAAGuJsAKY8MQLT+vZ/sk7hBUAAAAAwOIRVgATrr2od1jxhfv25vDRsSWuBgAAAABYK4QVwIRLtp+SM05ZN6N9ZKzms/fsWYaKAAAAAIC1QFgBTCil5NqLe8+uuOGOXUtcDQAAAACwVggrgCmuvej0nu032GQbAAAAAFgkwgpgin4zKz515+6MjdclrgYAAAAAWAuEFcAUV597ajYMzfzWsH94NDc/uH8ZKgIAAAAAVjthBTDFusFWHn/+tp7nLAUFAAAAACwGYQUww5Mv7rNvhU22AQAAAIBFIKwAZui3b8UnbtuVWu1bAQAAAAAsLGEFMMM1F52WVpnZ/sC+4dz28MGlLwgAAAAAWNWEFcAMWzcM5bHnndrz3MdueXiJqwEAAAAAVjthBdDT11y+vWf7R78irAAAAAAAFpawAujpGX3Cio/f9khGx8aXuBoAAAAAYDUTVgA9XXPRaVk/OPNbxP7h0fzbvXuXoSIAAAAAYLUSVgA9bRgayFMuOb3nuY9ZCgoAAAAAWEDCCqCvfktBfdQm2wAAAADAAhJWAH3122T7xrt259DR0SWuBgAAAABYrYQVQF+POWdrTts0NKN9ZKzmE7fvWoYEjwNPAAAgAElEQVSKAAAAAIDVSFgB9NVqlTy9z+yKD33poSWuBgAAAABYrYQVwKy+7oreYcU/3fRgaq1LXA0AAAAAsBoJK4BZPeeqs1LKzPb79g7npvv3LX1BAAAAAMCqI6wAZrVjy/o84YJtPc/9002WggIAAAAATpywAjimr3/0WT3b/+mLDy5xJQAAAADAaiSsAI7peY/pHVZ87t69uX/v4SWuBgAAAABYbYQVwDFdcebmXHj6pp7nPvBFS0EBAAAAACdGWAEcUyml71JQ/3iTpaAAAAAAgBOzJsKKUkqrlPLtpZR3llJuLaUcKqU8Ukr5bCnll0spj1nk8a8upbypM94jnfFvKaX8RaeuskDjvLSUUqe9nnWc9zizlPLjpZSPlVLuK6UcKaXcXUr5QCnlv5RStsyztq8upby1lPKFUsqeUsqBUsqXSyn/p5Ty9fO5J0vr6x9zZs/2j93ycHYfPLrE1QAAAAAAq8mqDytKKRcl+XCSdyV5SZJLk2xMcnqSxyV5fZLPllJ+rpSyoM+jE5L8fJLPJPnxznind8a/LMlLO3V9qJRywQmOdXqSXz/Be7w0yU1J3pTk6UnOSbIuyflJnpPkrUk+V0r5uuO458ZSym8l+dck/yXJY5KcmuSUJI9K8r1J/rETJJ12IvWzuJ588enZumFwRvvoeM3ffu7+ZagIAAAAAFgtVnVYUUrZkeSDSb620Xxjkj9I8s4k3cX2B5P8bJJfWeASfjXJT3fun8547+yMf2Oj3zOTfKCUcsYJjPWWJL3X6ZmDTlDx50m6NQwn+dskv5/kA0nGOu0XJXlfKeWr53DPVpI/TfKfGs13JnlHkj9K8qVG+0uSvLeUsmG+n4HFNTTQygu+6pye597zmXuXuBoAAAAAYDVZ1WFFkj9MeyZFkuxN8vxa65Nqra+qtX5HkgvT/iF/1+tKKd++EAOXUl6W5DWNprckubDW+h2d8Z+U5AWdupLkiiRvn+dYL0zy8s7bP57H9RelHR50l6O6LsnFtdZvqrX+h1rr1ye5KskXOuc3JvnLUsopx7j165N8a+e4JvnJJJfVWr+71vq9tdZHJ3llku4aQk9P8svHWz9L51ufeG7P9k/esTv37D60xNUAAAAAAKvFqg0rSinPSfL8RtPLa63vb/aptR6ptf5Iknc3mn+xlDJzrZvjG3soyS80mt5Za/2RWuuRaeO/L8krGk3ffDxLLHXG2prktztvv5zkf86j5P+RpDuj4Y4kL6q1Ttk1udZ6S9rPsxuunJPkx2ap6/Qkb2g0/a9a6y/XWsea/Wqtf5j2Elld/7mUctk8PgNL4KmXnJGzt/ae/PKez9y3xNUAAAAAAKvFqg0rMnVWwwdrre+dpe+PJxnvHD8qyTee4NgvTHtPinTu+/p+HWutf5PkQ42m1/Tr28eb0t5ToiZ5dZIjs3efqrP01Hc3mn6m1nqgV99a6z1J3txo+oFZ9vl4Rdp7UyTJviT/fZYyfj3JbZ3joST/+Vh1szxarZJveULv2RXv+cy9qbUucUUAAAAAwGqwKsOKUsqmTA0c3jZb/1rr7ZkaGLzkBEtoLiX1wVrrHcfo36zvBaWUjXMZpDN75D923v5erfW6uZc44VsyuafGgSR/cYz+zaWqzkryjD79ms/gz/sFIElS2z/hbt73RJ8/i+hb+4QVNz94IF+8f/8SVwMAAAAArAarMqxI8rS091Xo+lC/jn36PPcEx3/OCYx9SpKnHuuCTiDzu2nvM3F/kp84ngIbmrV+vNY6PFvnWuvdSW5pNM14VqWU9Um+ptF0vM/gklLKJXO4hmXwmHO25oozN/c89xefunuJqwEAAAAAVoPVGlZc3Th+sNY6l8X0b2wcX1hK6f3T2GPo7CFxfp/79lRrvTfJQ42mq/v1bXhjJjcPf02tdc+ci5yqOdYxa+3Rr1etVyYZOM77Tu8zl2fAMiil5NueeF7Pc+++8d4Mj4z1PAcAAAAA0M9qDSuubBzfMcdr7pz2/qoFGHu+4886dinlaZnc2+I9tdZ3zXGMXk70WfWqdfozmP5sZ6i1Hk6y8xj3ZYV48RPPS6vMbN97eCTv+/wDS18QAAAAAHBSW61hxRmN4wfneM30n7CevgBjz3f8vmN3llj6/bT/7PYl+cHjqm7qvTYk2dRoWqham89gXyeIWIj7skKcu21jnnXlmT3P/cn1dy1xNQAAAADAyW61hhXNJZzm+oPy6f22LMDY8x1/trF/NsmjO8c/1VlCar4Wq9b5PP+53JcV5LuefEHP9utv35Vbd/bdTx0AAAAAYIbVGlY0N9c+Osdrjsxyj/mOPd/xe45dSnliktd33n4syW8dX2kzLFat83n+c7nvhFLKq0spN5RSbti5c+dsXVkkz7nqzJy5ZX3Pc+8wuwIAAAAAOA6rNaxo/ob+ujleM/2nrsczI2C26+Yz/oyxSymDSd6WZDDtAODVtdY6rwr7j7MgtWZ+z38u951Qa/2dWuu1tdZrd+zYcRxDsFAGB1r5zmt7z674i0/dk8NHbbQNAAAAAMzNag0rmmvQzHWGxPR++xdg7PmO32vsn0ryhM7xL9ZabzrewnpYrFrn8/zncl9WmJc9+YKUHhtt7zk0kr/89ImsUAYAAAAArCWrNax4pHF81hyvOXva+10LMPZ8x58ydinliiQ/3Xn7xSRvnF9pU9Vah5McajSdcK0dzWewtZQy18DiWPdlhbng9E35uit6z2x528duz4lP/gEAAAAA1oLB5S5gkXy5cXzxHK+5cJZ7zHfs7vhfOs7xp/e/OpPLKW1Ocl3p9evsbdOXs3prKWVf5/jGWusPTDv/5SRPbNQ6F7PV2r1n00V9+k3oBBrNn3rP5ZmxArzqay7OR26euW/ILQ8dyEdu3plnXXnmMlQFAAAAAJxMVmtY8YXG8VmllHNrrfcd45onNY7vqrXOaxmiWuu+Uso9Sc7vNF2T5H2zXVNKOS9TZzV8oV/fJBd0XnP16MbxcI/zX8hkWHHNHO/ZfFa9av1ykrEkA437Hit8mD72bM+AFeSZj9qRy8/cnFsemr6qWPL7H71dWAEAAAAAHNNqXQbq45m6QfOz5nBNs88HTnD8D57A2AeT/OsJjn88mrU+tZQyfWbGFKWU85Nc3mia8axqrUeSfKzR9Kw51NHsc3ut9fY5XMMKUErJ93/NJT3P/fNXHs7ND9p+BAAAAACY3aoMK2qth5K8v9H0/bP1L6VclOQ5jaZ3n2AJzeuf27n/bJr1va/W2gxaUmv9q1prmcsryfSfGj+7cf5ZPcb+67RnQSTJliTfcYxaX9U4fijJR/v0az6Dl5VSTul3w9Je0+r7+lzLSeDbrzkvp20a6nnuNz986xJXAwAAAACcbFZlWNHxa43j55ZSXjBL3zdl8ll8JcdYtmkO/i7JbZ3jVpJf7texlPKiTA1Kfq1f38VQa30kyZ80mv57v2Chs1zVjzaa3lprHe9z6z9KsrdzvDXJz8xSxg9kcrbGSJLfOlbdrCwbhgby7766dyb3ns/cm9sfPrjEFQEAAAAAJ5NVG1bUWj+YqaHDn5RSvqHZp5SyvpTy5kydTfCGWutor3uWUj5cSqmd14dnGXskyX9tNH1nKeXN05dY6tTzx42m99ZaPzLrB1scP5PJ/SwuTfI3pZQpGw2UUi5L8vdJtnWaHkjyv/rdsNa6K8kvNpp+vJTy46WUgWa/UsrLp93nt2utt8zrU7CsvvdpF2Xd4MxvKeM1eeuH/JECAAAAAP2t2rCi45WZnOGwLcn7Syk3lFLeXkr58yR3JXldo/+v1lrftRAD11r/LMmvN5pel+TOUsqfd8a/Ie2lqro//L8lU5dYWjK11juSfG+S2ml6dtq1/k0p5fdKKf+Q9qbZj+2cP5zkxbXWmTsqT/WmtJeZStp/196U5JZSyp+UUv6wlHJT2jMwuiHOx5O8fiE+E0vvzK0b8t1P7r33+7s/fW/u3nVoiSsCAAAAAE4WqzqsqLU+lOS5mbqvwpPS3h/hO5J0Zw+MJvkfSX5sgUt4bZJfyOSeEGd1xv2+Th1d1yV5bq314QUef85qrX+R5GVJdnWaNiT5piT/PsnzknRnRNyZ5AW11mNuAt5ZIuq7kvxuo/niJN+d5BVJHt1of3eSb6q1DoeT1n9+1mVZNzDz28rYeM1bP2x2BQAAAADQ26oOK5KJWQPPTPLStH8gfnvaSx7tSfK5tJcgekKt9Wdm2X9hvmOP11r/W5LHJ3lzks93xh3u1PGuTl3PrrXetZBjz0cnsHh0kp9Me5bDg0mOJrkvyYeS/GCSxx7PUlW11sO11lcneVqS307ypST7kxxMezbJHyX5hlrrSzpLR3ESO+fUjXnptef3PPfOT92Te3abXQEAAAAAzFRqrcfuBSvYtddeW2+44YblLoOOu3cdyrN/5cMZHZ/5veXlT70w//PbHtvjKgAA4LiUMrd+/s0PAKwgpZRP1Vqv7XVu1c+sAJbWBadvykuu6T274s8/eU8e2GulLwAAAABgKmEFsOB+4NmXZaA18ze9jo6N57c+cusyVAQAAAAArGTCCmDBXXTGKfnWJ5zb89yfXn9XHtpndgUAAAAAMElYASyKH3z25ekxuSJHRsfzxr/74tIXBAAAAACsWMIKYFFctmNzvvnxvWdX/NVn7ss/3vTgElcEAAAAAKxUwgpg0fzQsy9P6TG7Ikn+n7/8XPYeGlnaggAAAACAFUlYASyaK87aku996kU9zz20/0h+/r03LXFFAAAAAMBKJKwAFtVPPP+qXHD6xp7n3nXjPfnQlx5a4ooAAAAAgJVGWAEsqlPWD+aXXvK4vuff8O7PZd+w5aAAAAAAYC0TVgCL7umXbc/Ln3phz3MP7BvOL7z3i0tcEQAAAACwkggrgCXxUy94dM7b1ns5qD+74e687/P3L3FFAAAAAMBKIawAlsTmYywH9dp3fCafvmv3ElYEAAAAAKwUwgpgyTzjiu357qdc0PPckdHx/If/c0PueuTQElcFAAAAACw3YQWwpP7rCx+dc0/d0PPcIweP5pVvvz479x9Z4qoAAAAAgOUkrACW1JYNQ3nry5+UDUO9v/3c/vDBvPJt12ff8MgSVwYAAAAALBdhBbDknnDBtrzlu56YUnqfv+n+ffkPf3BDDh8dW9rCAAAAAIBlIawAlsU3Xn12fvpFj+l7/vo7duX7/+CTOXR0dAmrAgAAAACWg7ACWDbf/4xL8uqvu7Tv+Y/f9khe9fZP5uARgQUAAAAArGbCCmBZveEFV+Vl117Q9/wnbt+VV739kzkgsAAAAACAVUtYASyrUkre+O2PzQu+6uy+fa6/Y1e+723XZ79NtwEAAABgVRJWAMtuoFXylu96Yp73mLP69rnhzt155duuzz6BBQAAAACsOsIKYEVYN9jKb3zPNfnGq/sHFjfetSff+/sCCwAAAABYbYQVwIqxbrCVX/+ea/LCx/ZfEuozd+/JK37vE9l7WGABAAAAAKuFsAJYUYYGWnnLdz0xL3rcOX37fPaevfmu3/nXPLhveAkrAwAAAAAWi7ACWHGGBlp5y8uekG95/Ll9+3zx/n158W98LF9+YP8SVgYAAAAALAZhBbAiDQ608ubvfHxe/MTz+va5b+9wXvqb/5KP3fLwElYGAAAAACw0YQWwYg0OtPIr3/H4vOSa8/v22X9kNK982/V516fuWcLKAAAAAICFJKwAVrSBVskvv/Rx+e6nXNC3z+h4zY/9xWfzi3//xRwZHVvC6gAAAACAhSCsAFa8gVbJG1/82Pzo8x41a7/f/sht+eZf+2g+e/eeJaoMAAAAAFgIwgrgpFBKyQ8/94r8r+94fAZbpW+/mx88kBe/9WP5f//+SxkeMcsCAAAAAE4GwgrgpPKSJ52f//P9T8mW9YN9+4zX5Lc+cmte9L//OZ+6c/cSVgcAAAAAzIewAjjpfM3l2/PO//L0nHvqhln73brzYF76W/+SX/jbm8yyAAAAAIAVTFgBnJSuPHtL3vNDz8jXP/qsWfvVmvzuP9+e5//qdfnQlx5aouoAAAAAgOMhrABOWju2rM/vfu+T8pbvekK2bRqate8djxzKq/7gk3nl267Plx/Yv0QVAgAAAABzIawATmqllHzrE87LP7zu6/L8q88+Zv+P3Lwzz3/LdfnhP/10bt15YAkqBAAAAACORVgBrApnbtmQ33z5Nfn173liTj9l3ax9a03++rP35Xlv/kh+7M8/mzsfObhEVQIAAAAAvZRa63LXACfk2muvrTfccMNyl8EK8siBI/mZv/5C/vbf7p9T/8FWyYsed05e8dSL8qSLTkspZZErBACAEzTX/5/Vv/kBgBWklPKpWuu1Pc8JKzjZCSvo532ffyD/47035d49h+d8zWPO2ZrXPOfyfOPVZ6fVEloAALBCCSsAgJOQsIJVTVjBbIZHxvK7192Wt3741hweGZvzdVedvSWvfe4VQgsAAFYmYQUAcBISVrCqCSuYi537j+Q3P3xr/vgTd+bo6Picr7vyrC35oedcnm+4+qysHxxYxAoBAOA4CCsAgJOQsIJVTVjB8Xhg73B+40O35B2fvCsjY3P//rdlw2Be8FVn51ufcF6eeukZGTDbAgCA5SSsAABOQsIKVjVhBfNx757D+Y0P3ZJ333hPhkfmPtMiSXZsWZ9vefy5eflTL8ol209ZpAoBAGAWwgoA4CQkrGBVE1ZwIvYeGsm7brwnb/+X23P3rrlvxN317Ct35FVfc0m+9ortKXP9ByMAAJwoYQUAcBISVrCqCStYCCNj4/nLG+/Nr33oK/MKLS7bcUpe+fSL802POzenn7JuESoEAIAGYQUAcBISVrCqCStYSCcaWgy0Sr7m8u35pseek2+8+uycumloEaoEAGDNE1YAACchYQWrmrCCxTAyNp6///wDec+n781Hbt6Z0fHj/145NFDyjMu35zmPPivPvnJHzj9t0yJUCgDAmiSsAABOQsIKVjVhBYtt98Gj7eDiM/fm+jt2zfvfe+dt25jHX3BqnnjBafnaR23PlWdtsc8FAADzI6wAAE5CwgpWNWEFS+nuXYfyx5+4M++4/u7sPTxyQvc6a+v6POeqs/LCx56dp156RoYGWgtUJQAAq56wAgA4CQkrWNWEFSyHw0fH8pefvjd/8C+35+YHD5zw/U7dOJQnX3x6nnzxaXn6ZdvzVedtNesCAID+hBUAwElIWMGqJqxgOdVa86+37cpff/be/P3nH8ieQyc226Lr7K0b8uyrzszjzj81V569JY8+e2s2rhtYkHsDALAKCCsAgJOQsIJVTVjBSjEyNp6P3fJw3vtv9+f9X3gg+4dHF+zeg62Sq8/dmmsvPj3PuHx7nnrpGcILAIC1TFgBAJyEhBWsasIKVqKjo+O54Y5d+dCXH8pHbt6Zrzx0YEH/nbhusJWnXHx6nvmoHfnaR23PZTs22/MCAGAtEVYAACchYQWrmrCCk8H+4ZF87t69uf72Xbnu5p35zN17Mr6A334HWiXnbduYR521JU+55LQ85ZIzcvW5WwUYAACrlbACADgJCStY1YQVnIx2HTyaf7zpgfzd5x7Ix299JEfHxhd8jE3rBnLNhaflmgu35bIzN+fyMzfnUWdtEWAAAKwGwgoA4CQkrGBVE1ZwshseGZuYdfHBLz2UG+/avWj/pty8fjBPu+yMPOPy7Xnihdty1dlbs25QeAEAcNIRVgAAJyFhBauasILVZuf+I/n4bY/kS/fvy5ce2J/P3r0njxw8uihjrRto5cIzNuXC09uvCzpfH3Pu1py3beOijAkAwAIQVgAAJyFhBauasILVrtaaOx85lE/c/kiuu/nh/PNXdmbf8Oiij3veto158sWn5fIzN+eS7Ztz8fZNuWT7Kdm0bnDRxwYA4BiEFQDASUhYwaomrGCtGR0bz2fv2Zvrbt6Zf7n14dy682B2LdLMi17O2ro+l2w/pfHanIvP2JTzTtsoyAAAWCrCCgDgJCSsYFUTVkCyb3gkX7xvXz55x65cf8fufOqOXTl4dGzJ6zht01DO3bYx527bmPO2bcy52zZMeb9j8/q0WnP8hzUAAP0JKwCAk9BsYYVfgQVYBbZuGMpXX3pGvvrSM5K0Z1/cdP++fObuPblt58Hc/OD+3HjX7gyPjC9qHbsPjWT3oZF84b59Pc8PDZScfeqGnHvqxlxwentZqct2nJJLd2zORWdsyvrBgUWtDwAAAICVSVgBsAoNDrTyuPO35XHnb5toGx4Zy4137s7Hb3skn71nb/7tnj3Zc2hkSesaGau5e9fh3L3rcD5x+64p51olOf+0doBx6Y5Tsn3z+mxeP5htm4Zy/mkbc8Fpm7Jjy/qUuf4WIQAAAAAnDctAcdKzDBTMT601jxw8mrt2HcrdndedjxzK5+7dmy8/uH9FrhiwfrCV8zrBxQWnb8z5p23K+ae1v563bWPOOGWdZaYAgLXBMlAAwEnIMlAAzFBKyfbN67N98/pcc+FpU87tOXQ0n+4sIXX7wwdyx8OHcvvDB3PvnsPLVG3bkdHx3LbzYG7bebDn+XUDrZy5dX3OOXVDzj51Y845dUPO2rqh8779dcfm9RkcaC1x5QAAAADMRlgBwAzbNq3Ls688M8++cmr78MhY7nzkUG5/+EBuf7j79WDu3X04D+wbzvgy/+Le0bHx3LP7cO7ZfTjJ7p59Smnv8bFt01BO3Tj52rZpKNs2rmu/3zSUbRPt6ybObxiypwYAAADAYhBWADBnG4YGcuXZW3Ll2VtmnBsdG8+D+4/kvj2Hc9+ew7m38/W+PcMT7/cPjy5D1VPVmuw9PJK9h49/v471g62cccq6bN+yvjMrZV12bFmfHZvXZ8eWDTlza/v4zK3rs2md/8QCAAAAzJWfpACwIAYHWjlv28act21j3z77hkdy/57h3LO7vazUrTsP5radB3Lbwwezc/+RJax2fo6Mjue+vcO5b+/wMftuGGq1Z2Q0Zmu030/O5Ng6ffbGxnbbgH03AAAAgDVGWAHAktm6YShbzx7qOTNj3/BIbt95MLc9fCD37RnO/uHR7BseyYN7h3P37kO5e9fhHB4ZW4aq52d4ZDzDI0fy4L7jD2G2rB/M5g2D2bJhMFs2DGXz+u5x+/3k+fa5rd3jTp/N6wctWQUAAACcVIQVAKwIWzcM5fEXbMvjL9jW83ytNbsOHs3duw/nnt2Hcm9nb4p7dh/K3bsP5/49h3Pw6MkTZsxm/5HR7D8ymvv3zv8e6wZa7eCiG3KsH2oczww32l8ng5FT1rfb1w3ajBwAAABYfMIKAE4KpZScsXl9zti8Pk/oE2jsHx7JA3uHc//e4TywdzgP7OseH25/3TecPYeOf6+Kk9HRsfE8cvBoHjl49ITus26wlc2d4GJzZ0ZH83jL+slgo3tu47qBdBeyWjfQyoZ1A9m0biCbhgazYV0rm9YNZuPQgOWuAAAAgAnCCgBWjS0bhrJlw1CuOGvmMlNdI2PjExts7zk0kr2HjzaOJ7+2j49mz+GR7Ou0j47XJfw0K8PR0fHsGj2aXScYevSybrCVTesGsnFoIBs7gUb7eDCbOm0b1w1MOd44NJANQwPZMNTKhsHucfvchqFW+/qhgWzo9B0aMDMEAAAATgbCCgDWlKGBVrZvXp/tm9cf13W11hw4MpqHDxzNwweO5OH9R7LzwJHs3D/5eqjz9eEDR9ZksHG8jo6O5+joePZk8Wa7DLZKI9BohBndtomgo3vcDkGmtrW/ru+EIZvXD+asUzdky/rBlGJ2CAAAACwEYQUAzEEpZWLmxiXbT5m1bzfY6M7U2Hd4JHsOT5+5cXTGTI69h0ay/8joEn2itWF0vP1ncWARnusp6waybdO69iyPRrCxvht2DLYmQo/mbJChwVYGWyUDrZKhgZKB1uT7dQOtrO/crz1zZPLeG4YGsn6wlZblswAAAFiFhBUAsMCawcb5px3ftaNj4zlwZDT7h7uvkcb7dpixf3g0B7rvh0cn2pp9x8zsWHQHj47l4NHDSz7uusFW1g+0Q4tWSVqlpNUqGSglQ4PtwGNooJX1g62s674GWhkcaGVooGSw1crgQMlQq5WBgZKhVsngQLttsNU+PzTQaWu129YNdmemDLb3H1k3GZ6sHxyYGKc75mCrmHUCAADAcRFWAMAKMjjQyrZN67Jt07p536PWmuGR8ewfHsm+4dFOgDEyEXLs6xwfPDI6GYR0+hw8MpqDR8Ymgg+Zx8rTXT5rJSulvbl6O7zohhqtGaFGu8/MsKMbyKwfGsi6gR7nutd0ZqKsG2hlw1C7vRugrB9q71cyXmtqbYc89jABAABYuYQVALDKlFImNqQ+c+v87zMRehwZyYFO6HHgyOjE8cEj7ZDjwPDU48MjYymlpNaao6PjGR4Zy6Gj7Vf3+PDI2MJ9YFacWpMjo+M5MjqeZOUsbTbQKtkw2Jq6NNdQO/gY6MxQ6S7J1SqTX9cNdmectLJusGRooNV+35jJMtSZudL3uDvDpTV53Ow32J310ioZGJisY6hl6S8AAGBtEFYAAD1NCT22LOy9u0HIoaPtcOPw0ckQY+rx6JT2wyPtwGN4pB2CDI+OZ/joWIZHm+e7AYmZIUw1Nl47y3edXGFZKWkv29Uq7SW8BlqdIKN0lvLqnpvc/6T7mvK+E8AMDrRDmPa5boAyuQTYUHfZsE6wMtiaDFSGGsuJTXwdbM1YTqxVOq9WMlDay4K1SiYCoNJZwmyg1TjuXFM613Sv754rJZYXAwCAVUxYAQAsuWYQslhqrRkZqzk8MpYjI53AoxF6HBkZ7xGCdPuM92hrf9196Gge2DuckTFJCEuj1uTo2HgylmRkuatZXhP7tPQIMrpByJT9XBqBSa9zA533ZdpxSTskKumGJJPHk0FPmTojpvN+oNVrlkw70Gk1QqTu+M0wqX1+MsiZaOvWN9GWKW29nsNAq/O5GqHQxCpcSv4AACAASURBVDNqhEfdz97do6bbBgAAS01YAQCsSqWzfM+6wVaycWhB7z0+XrPr0NEpQcfho+2ZHoePTg05hjuhyJFO2+h4zehYzeh4zdj4eOdrO1g5OtaeFXKkO0NkdOpMkiMrfK8KWGzjtb0PSVLb4Q2LYnp40Z210w1gurN5+gU23ffNpdV6zfYZbLXa4c+U2T79+jbv15oIdbqzdibDpCSNYKkkabXa59Noa56f2t4NrdonmgFWd1ZQksmvmWxrlcn+zVCsG3g1g6IZfVqZGKM5+6jbx8wiAGAtEFYAABynVqtk++b1Sz5urXViL4haa8Zre2mjWtvhx8hYe/Pto92vjeORsZrR8fGJYGR0bDwj4+2vs7aNt68/NLE8V2dprqNjM8Y5MtL+Omb9LTipjXVC1CPLXQhTtGf4TAYaN8/xuqe+8QMTAUl39k93xk33NTU86R24TJ+N1Ov8ZLjSON+Y5TN5bed86xjXdsOi5kynZOaYrWbY1AiVGs+u/X7qicnzZeJ9M1zKtLGagdb0peymP7tm8DU98Jqoo6Nmbv/dnH5d87PNel3JxD5KzaX9msvvCcsAWAmEFQAAJ4lSysTm0CvZ6NjUwKQbsEyGGpNBx0T76HiOjLZnjzSDj+a56aFI875HRttLex1pHNfU9g+SUnJkdMweJsBJrdakpjG7aI4e2De8aDWxtnTDounL5aVkyvupIdNkmNQNo7qzoKb3nRkMTW1LZgZVmZhdNTVYmbh/q7mkXyOASWbW0poZLPWaddUcZzLkmRmsJc0AbHImVzd0mnyeU8O47sle5ybu2wz9+gaKM893l1DszmZrLjXYfTWXKZwe/HXHbrbNCAMbbdPfT/nsfT5bprSVKeM0n+2U+zaeV3ecKbX3eO79rpsIMxs1NP8sZ9y/8XdZuAcnTlgBAMCCGuxs0Lxp3XJXMqm7h0l3aa3uniXDI+0QZGy8ZqzWjI+n87X9m+WTy3S1A5KRsfGMjjXej7aPR8Ybx51z3X7t952ZK53jkdHOvcZrZ+bLeMY7NbbHHZ9YLgwAVoJuYJba/G+T/05BL9PDixlBWZJMD06mhFwzQ5Jkep/+IczEFaV/iNMMg2bU0ri+MfqMtuZ4va7pd4+Z7VPv1wyLuoFit8bmEovNMHLymTSXbpwaSk6En4371873tDrxf6bOeGvOyms+t17BVzMY66VXjvX480/NK552cd9r1hphBQAAq15zD5OtGxZ2D5PF1F3uqxtsjI3VjEws5zW5XFfz/eh4zXht740yXif3Rxkbz8TX7pJgk3uotJcKa4cxjePxycClHb5MBilHO327fbrhTDf0Ga+18+ocj/c5rpN928uaZcrxWOdc9fMwAOAkMbnPViLUYzaHj44JKxqEFQAAsEK113lPBlore+mvpdDcp6UbXnSDjG740d3DZawbgoxPBiZTzo1PDUjGa/v+E8dp//pwTfc3ieuUJXjGuqFNdwZONzDqhkDN92OTM3SmB0kTbRMze9pfu5+xvXdEGnXWif0kmrVPOe6e6z6j8WnPqNYpn3W8O4OocW8AAFgOwgoAAGDFmwxurAO9mJqBSXO2zrHed2foNMOabr/2/cYnQpqRsanBy5S+PYKdsfHxiZpGx9r3696ru2RDN8Cq6YZP7QCqHTh1Q6hOWyOAmryuea5fezvomvg92cZ0n+bY3WsnZheNT9bSDc+6NXWDpMn+zc8w9X4AAKudsAIAAIAk7Y1wWykZGkg2DJnRs1LUOjPQyC/N7dqPv+E5E7NomsFQN1yact9pS7M1Z+c0+413ZuiMz7h2cubSlNlP3fPjvQKd/vfrPdtpMpCafl1N+3O2n1nn2WX6+/Q837x/d1bVeK1TAqtedff67M2wa+K4EVjV2mNN91nWOJ9S55S/Fz369WjrLgnYXOZvYtZVr4Ct8XfBbCsAlpKwAgAAAFaw7majrWP8QLuXc07duAgVsdZMCWwydYm8THs/pU+PoK3WqWFQd3bR9FlF6TFbqXvt9JlMtXmvTO07MU4nQZoeyCRTA7DuPgOT4069dnoINT3om3xmU5cR7L7vnms+117na+eg17nms+zOiOsZOI1P/bzdWWq1dvevmlxKcOLVCRZHu8Hf1L8IU9pmhH5TPlum9Z3t2TTuOy04nN6/ee80+jVraY5d68SdJ59rr+sa46VHXdPvP+U+08JJYP6EFQAAAAD0dSKBGawl08OL6cFZM8xL34Cld0iSaSHMjHCrMf5kPVPHmB7WTPbpda/GfWYEbb3bZz6PmfeY2d7sP3VGW/ezNpd7zLTAbmr/mUFl9/NNLBPZCEa7Sme6W8nkzLeSMuMZT/zZTH/+0873fBZ92s8/zS8VNAkrAAAAAABOUDfYS5IB4R4cN2EFAAAAnGysNQIArDKt5S4AAAAAAABY24QVAAAAAADAshJWAAAAAAAAy0pYAQAAAAAALCthBQAAAAAAsKyEFQAAAAAAwLISVgAAAAAAAMtKWAEAAAAAACwrYQUAAAAAALCshBUAAAAAAMCyElYAAAAAAADLSlgBAAAAAAAsK2EFAAAAAACwrIQVAAAAAADAshJWAAAAAAAAy0pYAQAAAAAALCthBQAAAAAAsKyEFQAAAAAAwLISVgAAAAAAAMtKWAEAAAAAACyrNRFWlFJapZRvL6W8s5RyaynlUCnlkVLKZ0spv1xKecwij391KeVNnfEe6Yx/SynlLzp1lTneZ1sp5QWllJ/tfJZPl1J2llKOdF4PlVI+Xkr5/0opT57jPf+glFJP4PV9fe578Tzvt+E4Hi0AAAAAAKvA4HIXsNhKKRcl+aMkXzvt1MYkpyd5XJLXlVJ+IcnP11rHF3DsVpKfS/KGzHzWl3VeL03ykVLKK2qtdx/jlr+a5JWznN/ReT01yY+UUt6b5D/VWu+bR/lzdf8i3hsAAAAAgDVgVYcVpZQdST6Y5NJG841J/i3J5iRfl+TMtJ/DzybZmuRHF7CEX03ymsb7h5Jcl+RA2iHJNZ32Zyb5QCnlabXWR+Z4711JvpjkziT7kwwluSjtoOKUTp9vSvLRUsozZgks/qlTz1y9OMm5neP7O9fPxW/Msd/ocdQCAAAAAMAqsKrDiiR/mMmgYm+Sl9Va3989WUpZn+SXkry20/S6UspHa63vPtGBSykvy9Sg4i1JfrLWeqTR5/lJ3pHk1CRXJHl7km+Z5bafSHJDkn9McnOttfYY95Qkr0/yM0lKkkuSvDXJt/W6Ya3/t737jrOsKBM+/nsYMgNIRkmjKCqgomQVHMTVNWFOqCjGXV1fMbuuAcOu75rDuiqriGEVfYliVhAxgCKCAiKikhSUIBmJ87x/1Gmn+szN3TP3dvfv+/nUh3PqVtWp232fO82pU1X5BeALA76nDYAXVFmfy8w7B6mbmf8ySDlJkiRJkiRJ0sIzb/esiIiHA/9YZT2nHqgAyMxbM/MQoB6ceHdEzGgQJyLWAP69yjoqMw+pByqa638LeG6V9fiI2Ldbu5n58cz8r8w8v9NARVPmpsw8tHX9AyJiq6HfyIqeRVk+a8pnZqFNSZIkSZIkSdICN28HK5g+q+GkzPxaj7KvBab2qtgBeNQMr/0Yyn4UNO2+rlvBzDwB+H6V9YpuZYd0WHUcwANnoc2Dq+OfZOb5s9CmJEmSJEmSJGmBm5eDFRGxLtMHHA7vVT4zL2T6gMFTZtiFJ1fHJ2XmRX3K1/17dESs07Xk4K5ona8/k8Yi4r7AnlWWsyokSZIkSZIkSbNiXg5WAHszfbmi73cr2KXM/jO8/sNncO31KJtkz9SOrfOLZthePaviZuDLM2xPkiRJkiRJkiRg/m6wvVN1/JfMvGyAOr+ojreNiMWZeeOwF242od66S7sdZeafIuIKYPMmaycGG+To1oc1gfdUWRcDP5tBe4uYvrfGUZl5w5Bt7AvsAWwB3AlcDZxNWU7q+lH7JkmSJEmSJEma++brYMW9q+OLBqxzcev8PsDPZ3jtYa8/NVhxn2EvGhFrAXcD9gVeA9yveek24KWZeeewbVYeDWxZnfdcVquLH3TJvzUivgC8IzMvGaFdSZIkSZIkSdIcN18HKzapjv8yYJ0/t843noVrj3r9vteOiC2By/sUuwR4Vmb+ZMA+dFMvAfV74JQZtldbC3gh8OSIODAzvzWLbUuSJEmSJEmS5oD5umfF4ur4bwPWaZcbdUPqxa3zUa4/o82wgWXAh4AdZjpQERGbAo+vso7IzByw+vWUWRhPB3ag/GzWpMwAOQA4tiq7EXBMROzZbkSSJEmSJEmSNL/N15kV9ebatw1Y59YebYx67VGvP8i1bwI+Vp2vD9wd2B1YGziEMlvhVZl5zIB96OTZwBrN8TLgswPWuxzYqsu+H5cDJwAnRMQTgSMpMyzWAQ6PiPv3W7YqIl4CvARg2223HbBLkiRJkiRJkqRJNF9nVtSzFNYcsM5aPdoY9dqjXr/vtTPzhsz8lyo9LzP3BbaibK6dwLbA0RHxsgH70Em9BNT3MvPSQSpl5q2DbFCemccBr6yydqTMuuhX77DM3C0zd9tss80G6ZIkSZIkSZIkaULN18GK+ib5oDMk2uVumIVrj3r9Ua9NZv41M99A2WR7ygcjYodh24qIBwIPqLJG2Vh7EP9D2V9jymNW0nUkSZIkSZIkSRNovg5WXF0dbzFgnS1b53+dhWuPev1Rr137MHBBc7wm8E8jtFHPqrgGOG6mneokM5cBJ1VZO66M60iSJEmSJEmSJtN8Haw4vzpeMmCd9sYH53csNdy1R73+b0a89t81AwAnVlkPHqZ+RKwJHFhlfTEz2/t6zKbLq+NNV+J1JEmSJEmSJEkTZr4OVpxbHW8REXcboM6u1fElmTnSUkyZeT3wxyrrQf3qRMRWTJ+BcW63skO6pjreeMi6BwCbVOefmXl3elqvOr5pJV9LkiRJkiRJkjRB5utgxalM36R66QB16jIndis0oHpJo2GvfRNw2gyvP+Wu1fGwS0vVS0D9KjPPmIX+9FIP6ly2kq8lSZIkSZIkSZog83KwIjNvBr5dZb2gV/mI2A54eJV1zAy7UNffv2m/l7p/38rMv3UtOaBmGadHVlm/HqLuXYFHVVkrdVZFROwI7F1lfX9lXk+SJEmSJEmSNFnm5WBF46PV8f4R8egeZd/L8p/FBcC3ZnjtbwB/aI5XA97TrWBEPJbpAyUf7VJuo4iIIfrwTqBe/uqoIeoeBCxqjm8HvjBEXSJi7YhYfcCyi4HPVde7BfjyMNeTJEmSJEmSJM1t83awIjNPYvqgwxcjop5pQESsFREfAJ5WZf9rZt7Rqc2IODkiskkn97j27cCbqqynR8QHImKtVnuPZPpAwNcy8wddmn0C8KuIeHFEdN1/IiK2j4gvAK+vsr+fmd/oVqeD51fHJ2TmVUPUBbgPcEFEvCYi2huX/11E7Af8jOn7hbw3M//YpYokSZIkSZIkaR4a6On3Oex5lP0r7gHcBfh2RJwBnE3Z0PlhwOZV+Q9l5tGzceHM/HJEPBT4lybrVcCBEXEKZV+K+zH9Jv3vmL5PRCc7A4cBn4iI3wLnUfaiuBPYCNgJ2LFV5xzgmYP2OyL2pgw2TDl80LotS4D3Ae+LiIuaflwF3ApsCuwOtAcyvgwcOuL1JEmSJEmSJElz1LwerMjMKyJif+DzwEOb7F2ZPkgAcAfwbmb/RvkrgeuAN1KWOdqC6bM4ppwCPLfPDIZbq+PVKAMK9+lSFsp7+iTwpsy8fog+1wMmlzPzJbGgDFws6fH69cBbgY9kZs7C9SRJkiRJkiRJc0gshHvDEbEa8CTgQOCBwF0peyNcCnwH+ExmnjtAOydTZmMA/CAzlw54/Z0om2g/EtgaWJsyEPAL4EvAsZm5bIB2lgD/AOxFmUWxhDJjZBFwA3Al8CvgR8CRmfmXQfpXtb8O8GdggybrPzPzjcO00bSzGmXmyF5VXzdp0npNX6+gvP+Tmr7eOOx1qutdCVw8av05blPKjBVJC4uxLy08xr208Bj30sJj3EsLz0KM++0yc7NOLyyIwQppvoqIn2fmbuPuh6RVy9iXFh7jXlp4jHtp4THupYXHuJ9u3m6wLUmSJEmSJEmS5gYHKyRJkiRJkiRJ0lg5WCHNbYeNuwOSxsLYlxYe415aeIx7aeEx7qWFx7ivuGeFJEmSJEmSJEkaK2dWSJIkSZIkSZKksXKwQpIkSZIkSZIkjZWDFdIcEhGrRcSTI+KoiPh9RNwcEVdHxC8j4j0RseO4+yjNFxGxdUQcHBGfiYifN7F2e0RcFxG/i4gjI+I5EbHWCG1vHhGvjYgfR8RlEXFrRFwaESdGxD9HxPoj9nnPiPjviDg3Iq6NiBsj4vyI+GxEPGLENteMiIMi4usRcVFE3BIRV0TE6RHxtojYbpR2pbkmIp4aEdlKS4eob9xLc0BE3Dsi3tLE6qXN5//KiDgnIo6LiFdFxP0HbMu4lyZYRDw4Iv6r+Zxf1fytf2NEXNzEwqsiYrMh2zTupVUoih0i4lkR8f6IODkirm/9zb5kxLYXfDxHxJKm/ulNe7c07X+9ud6ao7TbU2aaTKY5kIDtgFOA7JFuBw4FVht3f02muZqA+wOnAsv6xNtU+iPw6CHafypwVZ82LwL2HaLNdYBPDNDXo4CNhvxZnN2nzZuAfx73781kWpkJ2Bj4c4fP/9IB6xv3JtOEJ+AuwMeAOwf5t3+A9ox7k2lCE7Al8PUBYimBG4BXDNiucW8yrcIE7AZcO0B8LBmh7QUfz8DLm3q92v0VsPNs/l7dYFuaA5qnOU4D7lFl/4LypbAY2BfYvHrtg5n56lXXQ2n+iIinAv+vlX0R8EvgSmBtYFfgvtXrCRycmZ8doO2vANFk3QKcSLkJugRYCixqXvsbsF9m/rRPm6sBxwBPqLIvpgy43A7sDtyneu0nwP6ZeUufdndoym5SZf8I+C3lxu3DgQ2q116ZmR/p1aY0V0XE54HndHhpv8w8uU9d416acBGxBSUud6qyLwNOB64A1gDuBjwA2AL4U2Zu3aM9416aUBGxCeUzv0OVfQ1wJiWmNgTuBdyvVfUdmfm2Hu0a99IqFmWW8/cHKHr3zLxoiHYXfDxHxGuA91VZ1wMnAX8F7g08pHrtSmDvzPx9v3YHMu5RMJPJ1D8B32T5qOW1wKNar68FfIjpo5tPHne/Taa5mChPUCRwIfAWyh82ncrtD1xSxdxtwH17tLsd5Q+ZqfI/ALZolbkncE5V5jJgvT79fUNVfhnwemBRq8xBwK1VuY/0aXMR05/MuBTYrVVmfcofcFNl7gR2H/fvz2Sa7QQ8pvqcf771b+3SPnWNe5NpwhOwLnBu9bk+B/iHHuUfALy+x+vGvck0wQk4rBVLbwcWdyi3D/Dr1mf/AV3aNO5NpjEkyqBBUgYcTwT+E3ga8Nzq85sMMbPCeE6AvZm+0sRXgPVbZXajrDIxVeYsZmmVl7F/sEwmU+9EGQWtv2Qf16Ps0VW584HVx91/k2mupeZ/TF40SPwA21Omhk/F3f/2KPu5qtyFdPifoqbc1kyfyvrWHm1u3Cr73h5lX1GVuw3YvkfZF7TK7tKl3CLgp1XZk8b9+zOZZjNRnkK6tPl8/4byFFH9b/LSPvWNe5NpwhPwkerz/BNggxm2Z9ybTBOaKEuw3Fh9lvvdCNyW6TctO8aecW8yjScBG1FmQkUrf2n12U2GG6xY8PHM9CXoT6M1qFKVeyBlVshU2YNm5fc67g+WyWTqnYBjq8A/sU/ZuzN9nd3Hjrv/JtN8T8B7q5i7tkuZTVr/iD+3T5tvrcr+mS5PKACvrMpd1+0PqaZsAL8f8A+kM6tyn+7T131bfwjuNO7fick0Wwn4JMufftqXMu27/rwv7VHXuDeZJjwBO7L8ycGbGGFN61Z7xr3JNMGJsq57/Tnec4A636rKn9DhdePeZJqwxIiDFcZzQplBWpfbp0+7h1dlT5+N399qSJpYEbEu8Kgq6/Be5TPzQqav1/eUldEvSdP8qDreMCI27lDmAGD15vhGVtwTo+0z1fEWwEO7lHtydfyVzLyxW4NZ/pKo2+34/RARdwd2qbL6fe+cQvljqme70lwTEQ8HXtycfqr5rA/DuJcm3z+zfD3qL+YQ61l3YdxLk21x6/yaAerUZaLD68a9NH8Yz9P7+rvM/GGvdlvX3S0itutTvi8HK6TJtjdlquqU73cr2KXM/rPbHUkdLGudd/q39eHV8anZZ5OszLwU+F2VtUIsR8RaTN/Uatjvh7s3f+D06uvNlOmiw7Tr947mvOZhgf+h3JS4nLKm7LCMe2mCNRtdPqfK+sosNGvcS5Pt4tZ5exPtTuoyZ3V43biX5g/jeXq7g/T1p5Tl8jrVH4mDFdJk26k6/ktmXjZAnV9Ux9tGRPvpEUmz6/7V8c3A1R3K1LH8iw6vd1KX26nD6/emrD05TLvtMp3arfPOzsw7hmx3xwHKS5PuP4B7NMevyMxrR2jDuJcm207AXarzMwAi4oCIODYiLomIWyPiiog4LSLeGRFbDdDmFONemjCZ+Sfg9Crrrb3+fzkiXsjyWPkb8KkOxYx7af4wnqfn9+1rZt5O2eS7U79G4mCFNNnuXR1fNGCd9tMi95mdrkhqi4hFwPOqrO810zbbZhrLneL43q3zduyvIDP/Blw5RLsX9Wuzw7U3jYhNB6wnTZyI2JuysR3A8Zl59IhNGffSZNujOr4JuDMivgocDzwR2AZYE9gM2BN4M/C7iHhVjzaNe2nyvYqyES2Uh47OiYiXRMR9ImLdiNgyIvaJiCMpsyyhPJD03C5LxRn30vyxoOM5IjajbAY+k3ZnfA/SwQppsm1SHf9lwDp/bp13Wj9f0uw4BLhXdf7RdoGIWBtYt8oaJZY7xXH9/XB98wfNbLfr944WlGaa9qcpfyNfD7x8xHaMe2nybVMd3wwcDTy+Of8jcCTl++BkYOppxbWBD0TE29uNGffS3JCZP6YsU3JFk7Ud8EngPMrA5eXAKcAzKLF/PLBXp4cXjHtp/jCeV2hz1HZn/B3hYIU02eopqYN+obXLrT9LfZFUiYhdgXdWWV/LzO91KNqeWj5KLHeK41G+H1ZWu37vaL54G3Df5viNzXIRozDupclXLwG1GWXt5mXAa4ElmfmszHxRZu5HWRLhzKr8WyLiYa32jHtpjmgGLO5O2ZOq15r0p1MGLn/d5XXjXpo/jOeV9zMYioMV0mSrN9e+rWup6W7t0YakWRARWwLHsTy+Lgde0KV4OwZHieVOcTzK98PKatfvHc15EfFA4HXN6Y+BT8ygOeNemnyd1ql/c2a+PzPvrDMz8wLgHyj/3gMEZXCzZtxLc0Sz/8yngXdTZkxdC3wNOAz4PPDLpuiDgS8Bp0bENh2aMu6l+cN4Xnk/g6E4WCFNtnp0cs0B66zVow1JMxQRGwLfALZusm4GnpqZV3ap0o7BUWK5UxyP8v2wstr1e0dzWkSsDhwOrE75o/wlXfafGZRxL02+9tPUfwbe161wZl4N/EeVtV9EbFGdG/fSHBARO1NmSj2Tck/sHcBWmfn4zHxpZh6UmbtQ9rU5v6m2O3BSRGzQas64l+YP43nl/QyG4mCFNNlurI4HHZ1sl7thlvoiLXgRsR7wdeCBTdatwBMz8yc9qt3YOh8lljvF8SjfDyurXb93NNe9EdilOX53ZnZb7mFQxr00+dqf2RMy8/Y+dY5tnT+kOjbupQkXEWtS9qfZrMl6R2a+LTNvbpfNzNOB/Vi+ye09KQMbNeNemj+M55X3MxiKgxXSZLu6Ot6ia6nptmyd/3WW+iItaM2GW19l+Y2J24GnZeZ3e9XLzFsosy+mjBLLneK4/n7YICIG/UNimHb93tG8FxH3At7SnJ7H9CenR2LcS3PC1a3zvoOUzT4211dZW1WvGffS5HsasENzfB3wn70KZ+blwIerrIMjYlH1unEvzRPG8wptjtrujL8jHKyQJtv51fGSAets26MNSSOIiLUoe1Q8vMm6EzgwM08YsImZxvJv+rQJsF2/Bps/jDarsvq1u6Rfm426r1dn5lUD1pMmwU4sn+K8GDglIk7rlFjxqer/rl7/79Zrxr002c5rnbefJuymfmKwvYmkcS9NtkdUx6dm5iDLlZxYHW8A3Lv1unEvzR8LOp6bpa3rwYZR2u3U16E4WCFNtnOr4y0i4m4D1Nm1Or4kM52mKc1AM138KOBRTdYy4KDMPGqIZupYftCAdepYPrfD6+dTBk2GabddplO7dd79mrX8++nXV2mu2AbYs0fapVX+vtVrO7ZeM+6lyXZ267zThtud1AMU17VeM+6lybZVddx+gribdrm7tM6Ne2n+MJ6nzzTt29eIWAO43wDtDszBCmmyncr0zWmWDlCnLnNit0KS+mv+wf8y8LgmK4EXZuYXh2zqpOp4r2amRq/rbk1ZF3fKCrGcmbcCP66ylg7Qj7rMhZl5YYcydV/XpWwuOEy7fu9IhXEvTbDMvAS4oMpqDziuICK2ojxZPeXiVhHjXpps9RIvmwxYp13u2ta5cS/NH8bz9HaXdilT26O5fqf6I3GwQppgzUZf366yXtCrfERsx/JlagCOWRn9khaCZj3aLwJPbLIS+KfMPGKE5r7K8qcp1qesl9vLwdXxFcCPupSrY/wZzQbgHUVEAM/vUvfvmj+Ezqqy+n3v7MP0P9D83tGckpnHZWYMkoC7t6rvV72+tPWacS9NvnqW5OMGeCrxSdXxMlaMU+Nemmz1AOPeA64dv391fDsrDlIa99L8YTxPz79XRDy0V7ut656Rme3vyKE5WCFNvo9Wx/tHxKN7lH0vy+P6AuBbK61X0jwWEasBRzD9j5P/k5mHjdJeZl5NGfiY8vZuf6A0T22+usr678xc1qXpz7N8CYoNgLf26MbLWP7Hye3AJ3qUrb93DoqIB3Tp6yLgPVXWyZl5To92pQXDuJfmMJcULgAAGVdJREFUhI8DtzTHd2V6HE4TERsB/1plHZOZ056wNu6lifed6nhD4PW9CkfEXYFXVlmnZOZNdRnjXpo/jGfIzF8CP6yy3tPcH+nU7i7Ac7v0Z3SZaTKZJjwB36Q81Z3ANcAjW6+vBXygKpPAU8bdb5NpLiYggE+14unVs9DuEsqyblNtngRs3iqzPfCrqszlwOI+7b6hKn8n8FpgUavMcyg3Y6bKfbRPm4uAc6rylwC7tsqsDxzZuvbu4/79mUwrMzVxXH83LB2gvHFvMk1wAt7V+ky/ElitVWZ74OdVuZuBHbu0Z9ybTBOams/82dXneRnwdmDdDmV3p2wUW/+7v3+Xdo17k2mCEmX5ojp2lwxRd8HHM7B38/04VedIYP1WmV2b602VOYvW30+jpmguIGmCRcTmlP0r7lFln0H5Q2s94GHA5tVrH8rMV626HkrzR0S8DPhYlXUZcOwQTXw4My/o9EJEPI2yB0Y0WbcA3wP+AmxLWcZtUfPa34CHZ+Zpffq7WtO/A6rsiyjfGXcAu1E2AZ5yatPuLfQQETs0ZTduspIyrfUCYCPKlPh63e5DMvPDvdqU5rqIWAJcWGXtl5kn96lj3EsTrFn66XjgMVX2pZTP/k2UGxL7AFNLRC0DDsrM/+3RpnEvTajmSeCTKTMrplxL+dxfBqwD3B9oP6H8/sx8bY92jXtpDCLiU5RYqC2m/Ps95TzgtlaZT2Rmx1kLxjNExGuA91VZ11EGbq4BdgAewvKfz1XAXpn5+37tDmTco10mk2mwRBnd/SHTR4fb6XbgHczSaKbJtBATcGifOOuXlvZp/2nA1X3auAh42BB9Xgc4bIC+HQ1sPES7D2D6kxqd0k3Ay8b9ezOZVkViyJkVVT3j3mSa4ETZGPLjTH+KsFP6C/DYAds07k2mCU3A/YAzB4ilpMykehWUh337tGvcm0yrOFEGHweJ5XY6tE+7Cz6egVc034G92v0VcL/Z/J06s0KaQ5qR2CcBBwIPpKytewvl6a/vAJ/JzHPH10Np7ouIQ4G3zaCJQZ603pyyadYTKTOmNqI8jXA+ZbPPz2fmDcNeOCL2atp9GLAVZQ+byylPWnw+M787QptrAc8EngHsTJnFdQNlyufXgMNzFjbRkuaCUWZWVHWNe2nCRcSulLWX96fE03qUGxVnA18HPp2t9er7tGfcSxOq+X/rRwJPoSz5tA3l6eNbWR73JwGfzbKO/aDtGvfSKhQRJ1PiYlhvz8xD+7S94OO5+f+fg4HHUWaVrE/ZTPwcyvJQR2Zme9bKjDhYIUmSJEmSJEmSxqrjbt6SJEmSJEmSJEmrioMVkiRJkiRJkiRprByskCRJkiRJkiRJY+VghSRJkiRJkiRJGisHKyRJkiRJkiRJ0lg5WCFJkiRJkiRJksbKwQpJkiRJkiRJkjRWDlZIkiRJkiRJkqSxcrBCkiRJkiRJkiSNlYMVkiRJkiRJkiRprByskCRJkvR3EbE0IrJKzx93n9RdROwXEUdExHkRcW1ELKt+d2eNu39a9ZrPw99jeNz9kSRJGpSDFZIkSZpIEbGkddN8Kr1shLYuqupftTL6K61KEbF2RHwZOAl4HnAfYEMgxtoxSZIkaUQOVkiSJGmu+beIWHvcnZDG7H3A08fdCUmSJGm2rD7uDkiSJElDuhvwMuAD4+6INA4RsTXwT1XWX4G3AT8CrgOmlv65bRV3TZIkSRqZgxWSJEmai94YEYdl5o3j7og0BgcAi6rzF2Tm8ePqjCRJkjQbXAZKkiRJc9FmwCvH3QlpTHatjm8HvjGujkiSJEmzxcEKSZIkzRUnAzdU56+JiA3H1BdpnDavjq/MzNvH1hNJkiRpljhYIUmSpLniauCD1flGwGvH1BdpnBZXxw5USJIkaV5wzwpJkiTNJR8AXkEZqAA4JCI+nJlXjbFPsy4i1gD2BZZQnqK/ATgDOC0zs0e91YG9gfsDdwGuAX4DnJKZd8xS3xYD+wDbABsDfwF+DfysV9+GaH8LynvYsmn/OuBy4IeZeeVM26+us6i5zhLgrk32zzLzB7N1jepa61B+ZtsCmwJ/A64AfpGZ54/S5Cx2b7ALRqwG7Azcj/KZXI+ygff1wCXA+Zn5+xHa3axp916Uz+wiyuf2MuDU2fydN9dbsLE1ZF/uAjwEuBvlM3sT8GfK7+TSGbS7KfAgYHtgQ8rv+yZKPFwI/Cozb5pZ7yVJ0lzlYIUkSZLmjMy8LiLeC/xHk7UYeCOzOMMiIk4GHtacXpyZS4aoW99Q/GxmPr9LuSWUG3NT3p6Zh0bEesCbgRdS9uVo+21EvCwzT2y1t4iyh8cbmL5E0JQrIuJ1mfm5Qd9Lhz5vAbwTeBbTn+yfcnFEvD0zPzNC2wE8nfJ73JXON+OXRcSPgX/LzB8O0OYSOv+M1wbeChxMGRCpHQ/M2mBFROwAvAt4HLBOlzJ/oMwY+kS3m94d3kttu9bnbspQn91umhvobwBeQLlx3avslcC3gY9m5s96lNuN8jn6R2DHPm3+DPi/mXnsgP1dwoTGVkQsBb5fZR2cmUeszNgaVkQ8EngT8FCmb+JelzkLeFtmfnWIdvel/Pz3p/cKD3dGxC+AY4D3zdZAkCRJmhtcBkqSJElzzUcoT+FOeVlE3LVb4bmieQ+nUQZfOt1MBdgB+HZEPLuqtxj4DvB+Ot9Mpcn/bES8dcS+3R84C3gxnW+mAmwHHB4Rx0XEmkO0vSXwY+BIYDe6zxpYjfLU+SkR8cFmgGMoEbEd8FPgX1lxoGJWRcQhwDnA0+gyUNG4B/BR4MyI2HZl9mlYEXFP4GzKTeaeAxWNzYDnAAf2aPPhwOnAq+kzUNHYAzgmIr7YzFAZ2kKNrSH7sX5EHE8ZbHoYXQYqGrsAx0fEVyJirQHafhdlEPAf6H8PYhGwO/Buuv88JEnSPOXMCkmSJM0pmXlTRLyb5ftXrEO5mfry8fVqxtYCvk5ZDgfKEjM/bf67BfBgYO3mtUXApyPi58AFwNHAw5vXbqLclL2CslTWQ4D1q+u8PSJOycyTh+jbZsA3WX5z/0bgVOAqyo3avYF1q/JPAL4cEU/ut3RNRGwPnEi5GVu7nHID9xpgA8psi3pA6hDK+3rREO9jbeBYyjI+ALdQfsaXN20NcuN8IBHxZsqT8rU7KTfpL6bchN0F2Kp6fWfgxxGxT2ZeNFt9GVUzA+WblOWSapdQlib6K+WzuCFlCad7MNjyVO2b1bcB5wF/pCz5tSZlYGQXpn+untW0/6wh3gYs0NgaRrM003cpP/Pa1cAvmv6sR1kC7O7V608DNoyIR2fmsi5tvwj4t1b2rZT4vpQSh4spv4udKPEuSZIWqsw0mUwmk8lkMpkmLlFukmaVjqpeW5tyc3PqtVuB7Xq0dVFV9qo+1z25KnvRkH2u+3vEEO/tmua/11KWqVnUKj91U7OucyTw+ur9vw5Yu1VvMfC5Vr2f9XkPS7v07TbK8jDrtMqvB7wduKNV76V9rrMW5YZlXeeHwEO6lD+g9TtP4MAhfsY3VD+rNwHrdajT9TM0xGdgP2BZ69pfBO7aKhfAEyl7M9Rlf9Th9796836m0mlV+T+2XptKW8/wfby8/bkBdu9R/i7AMykDAx/oUe4Rzef8I5SBgDW6lFsXeAnlRnndj6f16Xf7974QY+uIunyfstHh/Z8NPAaIDuX3Bc5tlX9Tl7YXUfa5mCp3G2V2y+IefXkQ8A7KIOJdZhqPJpPJZDKZ5laKzFl7IEOSJEmaNR3Wnj86M59avf5PwMer1w/PzBd2aesilj+9f3Vmbtrjuiez6vesALgZ2Cczf9GlzjqUJ9Cn3sftlJt/6wCPycxvd6m3GuVp7T2q7B0z87wu5ZcyfV19KDcan5mZX+lUp6l3MHB4lXUdsG1mXt+l/LspNy6nHAG8KDPv7HGNrShPxU/NSLgMWJKZt3cou4QVf8bLgMdn5je6XWMmmp/1bygzDaZ8JDNf2aPOPSkDFFtU2S/JzP/pUedkRvyMDioivknZUwLKE/b3zMxrB6y7dmbe0uW1jYHbMvPGAdvaAfgJsEmT9bPM3LNH+SUYW0cAz/v7BTK7zniJiJcCn6iyvgM8MTP/1qPOhsApTJ+ltE1mXtUqtydlYG3KWzLzXd3abdVdE7gju8zYkCRJ85N7VkiSJGmu+jTTb0oeFBH36lZ4DnhLt5upAM3Nw3pwZg3Kk9cf6XYztam3jOVLZk1ZOmTfPtfrZmpznc9Qls2ZsiFl/4IVRMQGwMuqrLOBF/caqGiu8SfgpVXW3ShL0QzqYytroKLxaKYPVJwDvKZXhcz8HSsuYfZ/Zrlfo6j3z/j+oAMVAN0GKprX/jroQEVT/reU2QVT9mgGJIaxYGJrGM3m4a+vsv5CmbnSdaCi6c91zfWnBmfXpsyCaWvvwTLQJunNNW5zoEKSpIXHwQpJkiTNSc3T9PVNzNVb53PJjcBhA5Q7qXWerHizdJB6DxikU5X2/gvdvKN1/uyOpcqNznpt+rdn5h2DXCAzvw78ocp63IB9S+ADA5YdVfv9vnOQ95WZR1OWxJqyc0S09w8Yp26bUq8qx7fOu86s6GChxdYwHkXZa2TKe7vN1mjLzLOZPktkkDgc9+dIkiRNOAcrJEmSNJd9gbLszpRnRMTO3QpPsJ8M+LT571vnv83MS/pVyswrKHs2TBnmpuEvMrN93W7X+RXTfx+7Nsu5tO1XHd9C2edgGD+sjh8yYJ2zc+VvXP3g6vhm4KtD1P1ij7bG4fzq+KERccDKvFgU60XEXSNiSZ0oMx1q9xmi6YUWW8PYr3V+1JD16zjcNSLWar1+fuv8Hc2SW5IkSR2tPu4OSJIkSaPKzDsj4m3Al5us1ShPID95fL0ayW/6FwGg/dRz+2Zgv7rrN8cb9CrYcvoQZafKT91MXgvYCTizVaYeYLgY2DKi67L6ndTL1GwTEasNsGTMWX1en5GI2ITlex4A/LLXckgdnNY633XmvZqRI4EnNceLgOMi4ljg88D3hlnKqZuIeAhlU+69KJ+TQW9kbzTEZRZabA2jjsMbKWNGS4aoX+8VsyZlWbZ6ab6zgV8DOzbn+wDnR8RhlD2IOu7tIUmSFi4HKyRJkjTX/T/gTSxffuVJEbFrZp4xxj4N67pBCmXmHa2b+gPVa9TLEbWfVO9loCe/K79rnW9enzTr5G9ZZd2bFTdEHkZQbl5f3afclTO4xiDaT9RfMGT99s3xcS+ZcxTwNZYv7xOUQcAnA3dExBnAjykbLf9gmD0tIuK+wCcpN69HMcyAwIKJrRFsXR0vZmZxCLBx3UZmZrOB94mUwQyAbShLX70zIv5M2Vz+h8DJzewRSZK0gLkMlCRJkua0zEzgra3sd42jLzMw6kayq2ID2oHWsK+0b/LepXW+EeXG92xaPECZGc8E6KP9Pmf6cxtm9sCsa2aqPAX4ENNvxkN56G1P4NXAccAVEXFCRDyiX7sR8SDKIMeoAxUw3P/HLqTYGtbGM6zftkIcZuaPKJuOd5rhsiXwVODDwC8j4sKIODQixvrZlyRJ4+NghSRJkua8zPwq8LMq6x+bJWY0eYZ58nxQsz34ISAzb8vMVwE7UJ6GP4vON/HXoMzA+G5EHB0R63coQ7PHwpeYPhBzBfB+4AmUZY02BtbJzKjTrL0p1WY7Fjv+njLzVGBnyuDXUcBfu9RfArwN+H1EPH6W+yZJkuYAl4GSJEnSfPFm4DvV+btYcQPZlSYi5uuDQMMsuQOwYeu8vTxQ+0blzzJzzyGvMYna73OmP7drZtCXWZWZF1JmL721eep9L2BfYH9gN6bfpH4ysB7wjx2aejpl4GPKycATMrPnDINugx/zwGzH1rD+yvIl2a7IzC1m2F5XmXkncAxwTJT1tnambCL/MOBRTJ/lsRFwdETsn5k/XKExSZI0b83X/6GSJEnSApOZ36Wsnz9l6SDL0nRQL3kzzMM9M12SZVJtP2T5e7bOr6hPMvNWpi9/s+konZpA7T0x2j+HfnZona/sPTZGkpnXZOY3M/NfM3MPyqbi7wfurIo9KiIe3aH6Y6vjZcDz+g1UNLbsX2ROmtXYGkFdf+NVNeCaxdmZ+cnMPJCy98YTgHOrYmsA71sV/ZEkSZPDwQpJkiTNJ29unb9zhDbqm6ftJ5l72XGEa80Fu8+g/K1MvwE55bTq+O4RMe7NpGcsM68GLq6yHhARaw3RxF6t8zmxQXxmXpqZr6Us31PrtIxPfbP9vMy8ZMDLtH8288XKiK1h1HG4OvCgGbY3ksy8s1nKbz/g8uqlPSJipc32kCRJk8fBCkmSJM0bzZIh366y9oqIxw3ZTP1E++KI2HrAeo8a8jpzxYMiYqBZAhFxf+A+VdYZmXlbh6Lfq6sBT5tB/ybJT6rj9Sj7OAzqwNb5qTPvzir12db5kg5l6sG/YTaXfvbQvZkbVkZsDeN7rfOnz7C9GcnMK4FvtLK3G0dfJEnSeDhYIUmSpPmm0+yKYTbo/WXrvNPa+9M06/i/dIhrzDXtn2k3b22d/2+Xcp8D/lad/2tEbNyl7Fzyxdb5vw2ytE5EPBF4YJV1bmaeOas9W/nagw+dbqTXeyzcc8CfzcOAR86kYxNutmNrGCcwfSbDyyLi7rPQ7kwM8jmSJEnzlIMVkiRJmlcy8+fA8VXWLsC2QzTx/db56yNi7W6FI2JNylPlc34pox4Oioiesx8i4vnAU6qs64AvdCqbmX8BPlFlbQ0cO+yARUTsGxHtvR7G6RvA76vzBwL/t1eFiLgH8PFW9kdnuV9Di4hXD7mxdXv2w/kdypxdHW8GPKdPH+5J+QwNM9g418xqbA0jM29h+udzPeBrETHM9yURsUtE7NYh/1ERMfASXhGxLvDEKut24A/D9EWSJM1tDlZIkiRpPnoLkKNUzMzzmL6W+72AEyJiq3bZiHgQcBJlff5r26/PE9dSbhb/b0S8KSLWqV+MiPUi4lDgU616b+izefKbgbOq832BsyLixc1Ny44iYoeIeF1EnAH8ALjHEO9lpcrMZZQZNvVn73UR8dn22vtRPAH4IdM3kD6VFX+W4/B+4NKIOCwiHtn+vU+JiHUi4hDgg1V2suIsE4CjWuefiIiDI2JRq801IuIg4MeUgayrRn4Xk21lxdYw/gv4ZnW+I3BmRLymmTHWUURsGxEvj4gfAGcCKwxWAHsDp0bEaRFxSK9ZG80yV98G6jInzOL7lCRJc8Dq4+6AJEmSNNsy8+yI+DLwzBGbeB1wCsuf6H4EcGFEnAb8EViXclPvXs3ry4DnA8eN2ucJ9m7gEOCuwL8Db4yIU4GrKU/H7015Irt2HHBYr0Yz8+Zm+aPvsXzj5W2aeh+LiLOAPwE3Aus319qJ4TY9X+Uy88SIeAfTN5w+CHh2RPwUuITy83og5UZ87TLgOZl55yrpbH8bAi9u0h0RcR5wKXANsIjS/12B9kDGhzOzvZwamfnNiDiFMjBFU+9w4D8i4nTgBmBTYA/gLk2ZZcALgK/O4vuaFCsltoaRmcsi4kDKQMEeTfbGwPuA90TE2ZSN469v+rIJ5btv0yEus2eTPhgRVwHnUN7j3yifsZ1YcdDxWuDVo7wnSZI0dzlYIUmSpPnqbZSNmxf1K9iWmT9qnhb/EMsHLNYA9ulQ/HbgRZl5fMS8XK3mCuAxwHcoN1DXp/ceAl8FnpGZfWe2ZObFEbE7ZRmtA6qX1gB2b1Ivd1AGMyZKZh4aETdQltiZ+n+uRcCDm9TJr4HHZuZFK7+HI1kduF+Tukngw8BrepR5OnAy0zeL3pIyO6ntduAlmXmCsQUMEVvDyMxrI2JfyiyLF7L8O2814AFN6tkEZWmqQWwKLO1T5hLggMy8eMA2JUnSPOEyUJIkSZqXMvO3lI2cR63/EeCxwLldiiyj7FGwZ2aOfJ25IDPPouz98Rng5i7FLgZemJlPyMyBN8XNzGsz8wmUp+2/xvSNtzu5jXKz+3XANpn5o0GvtSpl5vspN/aPAm7pUfRCytP1u0zYQMVDgfdSlurqN9PjNsqN9Idk5qua5bA6avYr2YOyL0e33/VtwLHA7pl5xJD9nlNWZmwN2Y9bM/PFTV++xIobXbfdCfyUMii8fWZ+qUOZ/wJeRPldDrKU1x8oy8Pdt9PMHEmSNP/FLD+UIUmSJM07EbET5Qbr5sCtlKVwTsvMP421Y2PQbLq8L2XJpo0oT4efC/x0Np74joi1gL2AJZSnsNemzJ64EvgNcF5m9hvQmCjNHhz7UDZ635Ryk/4K4Mxmj5SJ1vzOdwa2p8TAupQ4uJaykfaZmXnDiO3uQ1kGbDHlhvafgJ9k5jWz0/vJERFLge9XWQfXgzErO7aGERGrU/ahuBdl6af1gJuAv1J+578e9nfebJh+b0ocbEiZbXQDZfmzX2bmBbP2BiRJ0pzkYIUkSZIkSStZv8EKSZKkhc5loCRJkiRJkiRJ0lg5WCFJkiRJkiRJksbKwQpJkiRJkiRJkjRWDlZIkiRJkiRJkqSxcrBCkiRJkiRJkiSNlYMVkiRJkiRJkiRprByskCRJkiRJkiRJYxWZOe4+SJIkSZIkSZKkBcyZFZIkSZIkSZIkaawcrJAkSZIkSZIkSWPlYIUkSZIkSZIkSRorByskSZIkSZIkSdJYOVghSZIkSZIkSZLGysEKSZIkSZIkSZI0Vv8fM5nl8FfZH3MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_sv_entropy_and_save(scene_name, entropies)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### SVD-Entropy for each zone"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extraction for 20\n",
      "Extraction for 40\n",
      "Extraction for 60\n",
      "Extraction for 80\n",
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      "Extraction for 5760\n",
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      "Extraction for 5860\n",
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      "Extraction for 5980\n",
      "Extraction for 6000\n",
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      "Extraction for 6080\n",
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      "Extraction for 6280\n",
      "Extraction for 6300\n",
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      "Extraction for 6560\n",
      "Extraction for 6580\n",
      "Extraction for 6600\n",
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      "Extraction for 6640\n",
      "Extraction for 6660\n",
      "Extraction for 6680\n",
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      "Extraction for 6840\n",
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      "Extraction for 7000\n",
      "Extraction for 7020\n",
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      "Extraction for 7060\n",
      "Extraction for 7080\n",
      "Extraction for 7100\n",
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      "Extraction for 7140\n",
      "Extraction for 7160\n",
      "Extraction for 7180\n",
      "Extraction for 7200\n",
      "Extraction for 7220\n",
      "Extraction for 7240\n",
      "Extraction for 7260\n",
      "Extraction for 7280\n",
      "Extraction for 7300\n",
      "Extraction for 7320\n",
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      "Extraction for 7380\n",
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      "Extraction for 7440\n",
      "Extraction for 7460\n",
      "Extraction for 7480\n",
      "Extraction for 7500\n",
      "Extraction for 7520\n",
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      "Extraction for 7560\n",
      "Extraction for 7580\n",
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      "Extraction for 7660\n",
      "Extraction for 7680\n",
      "Extraction for 7700\n",
      "Extraction for 7720\n",
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      "Extraction for 7760\n",
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      "Extraction for 7800\n",
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      "Extraction for 7840\n",
      "Extraction for 7860\n",
      "Extraction for 7880\n",
      "Extraction for 7900\n",
      "Extraction for 7920\n",
      "Extraction for 7940\n",
      "Extraction for 7960\n",
      "Extraction for 7980\n",
      "Extraction for 8000\n",
      "Extraction for 8020\n",
      "Extraction for 8040\n",
      "Extraction for 8060\n",
      "Extraction for 8080\n",
      "Extraction for 8100\n",
      "Extraction for 8120\n",
      "Extraction for 8140\n",
      "Extraction for 8160\n",
      "Extraction for 8180\n",
      "Extraction for 8200\n",
      "Extraction for 8220\n",
      "Extraction for 8240\n",
      "Extraction for 8260\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extraction for 8280\n",
      "Extraction for 8300\n",
      "Extraction for 8320\n",
      "Extraction for 8340\n",
      "Extraction for 8360\n",
      "Extraction for 8380\n",
      "Extraction for 8400\n",
      "Extraction for 8420\n",
      "Extraction for 8440\n",
      "Extraction for 8460\n",
      "Extraction for 8480\n",
      "Extraction for 8500\n",
      "Extraction for 8520\n",
      "Extraction for 8540\n",
      "Extraction for 8560\n",
      "Extraction for 8580\n",
      "Extraction for 8600\n",
      "Extraction for 8620\n",
      "Extraction for 8640\n",
      "Extraction for 8660\n",
      "Extraction for 8680\n",
      "Extraction for 8700\n",
      "Extraction for 8720\n",
      "Extraction for 8740\n",
      "Extraction for 8760\n",
      "Extraction for 8780\n",
      "Extraction for 8800\n",
      "Extraction for 8820\n",
      "Extraction for 8840\n",
      "Extraction for 8860\n",
      "Extraction for 8880\n",
      "Extraction for 8900\n",
      "Extraction for 8920\n",
      "Extraction for 8940\n",
      "Extraction for 8960\n",
      "Extraction for 8980\n",
      "Extraction for 9000\n",
      "Extraction for 9020\n",
      "Extraction for 9040\n",
      "Extraction for 9060\n",
      "Extraction for 9080\n",
      "Extraction for 9100\n",
      "Extraction for 9120\n",
      "Extraction for 9140\n",
      "Extraction for 9160\n",
      "Extraction for 9180\n",
      "Extraction for 9200\n",
      "Extraction for 9220\n",
      "Extraction for 9240\n",
      "Extraction for 9260\n",
      "Extraction for 9280\n",
      "Extraction for 9300\n",
      "Extraction for 9320\n",
      "Extraction for 9340\n",
      "Extraction for 9360\n",
      "Extraction for 9380\n",
      "Extraction for 9400\n",
      "Extraction for 9420\n",
      "Extraction for 9440\n",
      "Extraction for 9460\n",
      "Extraction for 9480\n",
      "Extraction for 9500\n",
      "Extraction for 9520\n",
      "Extraction for 9540\n",
      "Extraction for 9560\n",
      "Extraction for 9580\n",
      "Extraction for 9600\n",
      "Extraction for 9620\n",
      "Extraction for 9640\n",
      "Extraction for 9660\n",
      "Extraction for 9680\n",
      "Extraction for 9700\n",
      "Extraction for 9720\n",
      "Extraction for 9740\n",
      "Extraction for 9760\n",
      "Extraction for 9780\n",
      "Extraction for 9800\n",
      "Extraction for 9820\n",
      "Extraction for 9840\n",
      "Extraction for 9860\n",
      "Extraction for 9880\n",
      "Extraction for 9900\n",
      "Extraction for 9920\n",
      "Extraction for 9940\n",
      "Extraction for 9960\n",
      "Extraction for 9980\n",
      "Extraction for 10000\n"
     ]
    }
   ],
   "source": [
    "zones_entropies = {}\n",
    "\n",
    "n_zones = 16\n",
    "zones_indices = np.arange(n_zones)\n",
    "zones_names = [ \"block \" + str(i + 1) for i in zones_indices ]\n",
    "\n",
    "for i in zones_indices:\n",
    "    zones_entropies[i] = []\n",
    "\n",
    "for index, img in enumerate(pil_images):\n",
    "    \n",
    "        \n",
    "    # then compute SVD and add it into SVDs array\n",
    "    l_img = transform.get_LAB_L(np.array(img))\n",
    "    \n",
    "    blocks = segmentation.divide_in_blocks(l_img, (200, 200))\n",
    "    \n",
    "    for b_index, b in enumerate(blocks):\n",
    "        \n",
    "        sv = compression.get_SVD_s(b)\n",
    "        svd_entropy = utils.get_entropy(sv)\n",
    "        zones_entropies[b_index].append(svd_entropy)\n",
    "    print(\"Extraction for {}\".format(images_indices[index]))\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 2520x1584 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure(figsize=(35, 22))\n",
    "#fig.suptitle(\"Detection simulation for Kitchen scene\", fontsize=20)\n",
    "\n",
    "step_value = 20\n",
    "label_freq = 50\n",
    "max_value = 0\n",
    "min_value = 100000\n",
    "\n",
    "for index, row in zones_entropies.items():\n",
    "    if np.max(row) > max_value:\n",
    "        max_value = np.max(row)\n",
    "    if np.min(row) < min_value:\n",
    "        min_value = np.min(row)\n",
    "\n",
    "for index, row in zones_entropies.items():\n",
    "\n",
    "    row = np.asarray(row)\n",
    "\n",
    "    fig.add_subplot(4, 4, (index + 1))\n",
    "    plt.plot(row)\n",
    "    \n",
    "    threshold_value = thresholds_scene[index] - (thresholds_scene[index] % step_value) + step_value\n",
    "    threshold_id = list(images_indices).index(threshold_value)\n",
    "    \n",
    "    # draw vertical line from (70,100) to (70, 250)\n",
    "    plt.plot([threshold_id, threshold_id], [min_value, max_value], 'k-', lw=4, color='red')\n",
    "\n",
    "    if index % 4 == 0:\n",
    "        plt.ylabel('Not noisy / Noisy', fontsize=20)\n",
    "\n",
    "    if index >= 12:\n",
    "        plt.xlabel('Samples per pixel', fontsize=20)\n",
    "\n",
    "    #x_labels = [id * step_value + start_index for id, val in enumerate(row[5:]) if id % label_freq == 0]\n",
    "\n",
    "    #x = [v for v in np.arange(0, len(row[5:])+1) if v % label_freq == 0]\n",
    "\n",
    "    #plt.xticks(x, x_labels, rotation=45)\n",
    "    plt.ylim(min_value, max_value)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "step_value = 20\n",
    "label_freq = 50\n",
    "max_value = 0\n",
    "min_value = 100000\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(25, 20))\n",
    "zones_names = [ \"block \" + str(i + 1) for i in zones_indices ]\n",
    "#p_ylim = 0, 0.001\n",
    "\n",
    "colors=['tab:blue', 'tab:orange', 'tab:green', 'tab:red']\n",
    "ax.set_facecolor('#FFFFFF')\n",
    "#fig.patch.set_facecolor('#F9F9F9')\n",
    "\n",
    "ax.tick_params(labelsize=34)\n",
    "ax.set_xticks(np.arange(0, 600, step=100))\n",
    "#print([ 20 * i + 20 for i in list(range(500)) ])\n",
    "ax.set_xticklabels([0, 2000, 4000, 6000, 8000, 10000])\n",
    "\n",
    "ax.set_ylabel('SVD-Entropy values', fontsize=40)\n",
    "ax.set_xlabel('Number of samples', fontsize=40)\n",
    "\n",
    "for index, row in zones_entropies.items():\n",
    "    \n",
    "    if index < 4:\n",
    "        row = np.asarray(row)\n",
    "\n",
    "        plt.plot(row, label=zones_names[index], color=colors[index], lw=6)\n",
    "        \n",
    "        if np.max(row) > max_value:\n",
    "            max_value = np.max(row)\n",
    "        if np.min(row) < min_value:\n",
    "            min_value = np.min(row)\n",
    "            \n",
    "        threshold_id = int(thresholds_scene[index] / 20)\n",
    "        value = row[threshold_id]\n",
    "        plt.plot([threshold_id, threshold_id], [value - 0.002, value + 0.002], linestyle='--', lw=4, color=colors[index])\n",
    "\n",
    "# draw vertical line from (70,100) to (70, 250)\n",
    "\n",
    "#x_labels = [id * step_value + start_index for id, val in enumerate(row[5:]) if id % label_freq == 0]\n",
    "\n",
    "#x = [v for v in np.arange(0, len(row[5:])+1) if v % label_freq == 0]\n",
    "\n",
    "plt.legend(loc=1, borderaxespad=0.2, fontsize=40)\n",
    "\n",
    "#plt.xticks(x, x_labels, rotation=45)\n",
    "plt.ylim(0, max_value)\n",
    "\n",
    "plt.savefig(\"tmp_images/\"+scene_name+\"_svd_entropy_blocks.png\" , transparent=True)\n",
    "plt.plot()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model comparisons and k param selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# SVD-Entropy\n",
    "auc_roc = [0.8453289102036013, 0.8571528199630755, 0.8596871835061489, 0.8632081126706536, 0.8630899506801999, 0.8638, 0.8593764622664589, 0.8663927206714245]\n",
    "label_title = \"RNN with SVD-Entropy\"\n",
    "output_image_name = \"tmp_images/k_param_curve_svd-entropy.png\"\n",
    "index_auc = 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 26 attributes\n",
    "auc_roc = [0.7692, 0.7882, 0.7940, 0.7857, 0.7976, 0.7692, 0.7910, 0.7806]\n",
    "label_title = \"RNN with Constantin attributes\"\n",
    "output_image_name = \"tmp_images/k_param_curve_26-attributes.png\"\n",
    "index_auc = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(30, 20))\n",
    "\n",
    "ax.set_facecolor('#FFFFFF')\n",
    "#fig.patch.set_facecolor('#F9F9F9')\n",
    "\n",
    "ax.tick_params(labelsize=34)\n",
    "ax.set_xticks(range(len(auc_roc)))\n",
    "#print([ 20 * i + 20 for i in list(range(500)) ])\n",
    "ax.set_xticklabels(range(3, 11))\n",
    "\n",
    "#means = auc_roc\n",
    "#confidences = (1.9 * np.std(auc_roc)) / np.sqrt(len(auc_roc))\n",
    "\n",
    "from scipy.interpolate import make_interp_spline, BSpline\n",
    "\n",
    "# 300 represents number of points to make between T.min and T.max\n",
    "xnew = np.linspace(3, 11, 300) \n",
    "\n",
    "spl = make_interp_spline(range(3,11), auc_roc, k=3)  # type: BSpline\n",
    "power_smooth = spl(xnew)\n",
    "\n",
    "        \n",
    "ax.set_ylabel('AUC ROC tes score', fontsize=40)\n",
    "ax.set_xlabel('k parameter', fontsize=40)\n",
    "\n",
    "plt.plot(auc_roc, label=label_title, lw=6)\n",
    "plt.plot([0, 8], [auc_roc[index_auc], auc_roc[index_auc]], label=\"Compromise\", lw=6, color='red', linestyle=\"--\")\n",
    "#plt.plot(xnew, power_smooth, label=zones_names[index], lw=6)\n",
    "#plt.fill_between(range(len(auc_roc)), means-confidences, means+confidences, alpha=.25)\n",
    "\n",
    "plt.legend(loc=2, borderaxespad=0.2, fontsize=40)\n",
    "\n",
    "#plt.xticks(x, x_labels, rotation=45)\n",
    "#plt.ylim(min_value, max_value)\n",
    "\n",
    "plt.savefig(output_image_name , transparent=True)\n",
    "plt.plot()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "thesis-venv",
   "language": "python",
   "name": "thesis-venv"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}