{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "AnomalySeparation_1D_FFT_notebook.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyPinlg+QCVhVJkZ8AgWxMam",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"
"
]
},
{
"cell_type": "code",
"metadata": {
"id": "cXyr02u421He"
},
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"import scipy\n",
"from scipy.interpolate import griddata\n",
"from scipy.optimize import curve_fit"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "jmKm5uODtifB",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "f5f3e9f6-d050-4769-a495-1ff335d09f92"
},
"source": [
"!git clone https://www.github.com/yohanesnuwara/computational-geophysics"
],
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": [
"Cloning into 'computational-geophysics'...\n",
"warning: redirecting to https://github.com/yohanesnuwara/computational-geophysics.git/\n",
"remote: Enumerating objects: 544, done.\u001b[K\n",
"remote: Counting objects: 100% (307/307), done.\u001b[K\n",
"remote: Compressing objects: 100% (305/305), done.\u001b[K\n",
"remote: Total 544 (delta 196), reused 0 (delta 0), pack-reused 237\u001b[K\n",
"Receiving objects: 100% (544/544), 42.21 MiB | 21.42 MiB/s, done.\n",
"Resolving deltas: 100% (317/317), done.\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Xolpsn0F3LJd"
},
"source": [
"Data from Roosevelt Hot Springs, USA. Source: Geothermal Data Repository OpenEi"
]
},
{
"cell_type": "code",
"metadata": {
"id": "SSlqbe8E3GP7"
},
"source": [
"data = np.loadtxt('/content/computational-geophysics/gravity/data/Gravity_UTM.txt')\n",
"utm_x = np.array(data[:,0])\n",
"utm_y = np.array(data[:,1])\n",
"CBA = np.array(data[:,2])"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "HMNB7fV9C2uR"
},
"source": [
"Grid map with no interpolation."
]
},
{
"cell_type": "code",
"metadata": {
"id": "2ruhK22PCsIM"
},
"source": [
"xi = np.linspace(min(utm_x), max(utm_x), 50)\n",
"yi = np.linspace(min(utm_y), max(utm_y), 50)\n",
"xi, yi = np.meshgrid(xi, yi)\n",
"\n",
"# Interpolation\n",
"zi = griddata((utm_x,utm_y),CBA,(xi,yi))"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 467
},
"id": "jizYYGfjBUxt",
"outputId": "8d48b780-84b1-4a75-a3f9-2a8a9f41884a"
},
"source": [
"# Min max coordinates\n",
"xmin, xmax = min(utm_x), max(utm_x)\n",
"ymin, ymax = min(utm_y), max(utm_y)\n",
"\n",
"plt.figure(figsize=(8,7))\n",
"\n",
"plt.imshow(zi, aspect='auto', extent=(xmin,xmax,ymax,ymin), cmap='jet')\n",
"plt.title(\"Complete Bouguer Anomaly\", size=20, pad=10)\n",
"plt.xlabel(\"UTM X\"); plt.ylabel(\"UTM Y\")\n",
"plt.colorbar()\n",
"\n",
"plt.show()"
],
"execution_count": 5,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "jEHse0ZaEOxV"
},
"source": [
"Contour map with cubic interpolation."
]
},
{
"cell_type": "code",
"metadata": {
"id": "6Q_-So4KCk0M"
},
"source": [
"xi = np.linspace(min(utm_x), max(utm_x), 50)\n",
"yi = np.linspace(min(utm_y), max(utm_y), 50)\n",
"xi, yi = np.meshgrid(xi, yi)\n",
"\n",
"# Interpolation\n",
"zi = griddata((utm_x,utm_y),CBA,(xi,yi), method='cubic')"
],
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 467
},
"id": "Mf_BvnEJC0od",
"outputId": "380523ab-1b4e-4c3e-b169-6f17963ab93b"
},
"source": [
"plt.figure(figsize=(8,7))\n",
"\n",
"# Plot CBA contours\n",
"plt.contourf(xi, yi, zi, levels=50, cmap=\"jet\")\n",
"plt.colorbar()\n",
"plt.title('Complete Bouguer Anomaly', size=20, pad=10)\n",
"plt.xlabel('UTM X'); plt.ylabel('UTM Y')\n",
"\n",
"# Plot stations\n",
"plt.scatter(utm_x, utm_y, s=3, color='black', alpha=0.5)\n",
"\n",
"plt.show()"
],
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "bkUwgG_6oGKP"
},
"source": [
"Create 2D slices."
]
},
{
"cell_type": "code",
"metadata": {
"id": "PWCtr3XGEh2V"
},
"source": [
"def makeSlice(xi, yi, zi, orientation='EW', loc=10):\n",
" if orientation=='EW':\n",
" # E-W slice\n",
" x_slice = xi[loc]\n",
" y_slice = yi[loc]\n",
" g_slice = zi[loc]\n",
"\n",
" if orientation=='NS':\n",
" x_slice = []\n",
" for k in range(len(xi)):\n",
" xslice = xi[k][loc]\n",
" x_slice.append(float(xslice))\n",
" x_slice = np.array(x_slice)\n",
"\n",
" y_slice = []\n",
" for k in range(len(xi)):\n",
" yslice = yi[k][k]\n",
" y_slice.append(float(yslice))\n",
" y_slice = np.array(y_slice)\n",
"\n",
" g_slice = []\n",
" for k in range(len(xi)):\n",
" gslice = zi[k][loc]\n",
" g_slice.append(float(gslice))\n",
" g_slice = np.array(g_slice)\n",
"\n",
" if orientation=='SWNE':\n",
" # SW-NE slice\n",
" x_slice = np.array(xi[0])\n",
"\n",
" y_slice = []\n",
" for k in range(len(x_slice)):\n",
" yslice = yi[k][k]\n",
" y_slice.append(float(yslice))\n",
" y_slice = np.array(y_slice)\n",
"\n",
" g_slice = []\n",
" for k in range(len(x_slice)):\n",
" gslice = zi[k][k]\n",
" g_slice.append(float(gslice))\n",
" g_slice = np.array(g_slice) \n",
"\n",
" if orientation=='SENW':\n",
" # SE-NW slice\n",
" x_slice = np.array(xi[0])\n",
"\n",
" y_slice = []\n",
" for k, j in zip(reversed(range(len(x_slice))), (range(len(x_slice)))):\n",
" yslice = yi[k][j]\n",
" y_slice.append(float(yslice))\n",
" y_slice = np.array(y_slice)\n",
"\n",
" g_slice = []\n",
" for k, j in zip(reversed(range(len(x_slice))), (range(len(x_slice)))):\n",
" gslice = zi[k][j]\n",
" g_slice.append(float(gslice))\n",
" g_slice = np.array(g_slice)\n",
"\n",
" return x_slice, y_slice, g_slice"
],
"execution_count": 8,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "YRURM9ZSFBjn"
},
"source": [
"# Make 2D slices\n",
"SWNE = makeSlice(xi, yi, zi, orientation='SWNE')\n",
"SENW = makeSlice(xi, yi, zi, orientation='SENW')\n",
"EW1 = makeSlice(xi, yi, zi, orientation='EW', loc=10)\n",
"EW2 = makeSlice(xi, yi, zi, orientation='EW', loc=zi.shape[0]//2) # Centre\n",
"EW3 = makeSlice(xi, yi, zi, orientation='EW', loc=40)"
],
"execution_count": 9,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 585
},
"id": "5YNXuoF6HNzx",
"outputId": "528a031d-7b87-486b-f548-b2020a13ada5"
},
"source": [
"# Plot lines on grid map\n",
"data = [SWNE, SENW, EW1, EW2, EW3]\n",
"\n",
"plt.figure(figsize=(15,8))\n",
"\n",
"for i in range(5):\n",
" plt.subplot(2,3,i+1)\n",
" plt.contourf(xi, yi, zi, levels=50, cmap=\"jet\")\n",
" plt.plot(data[i][0], data[i][1], color='black')\n",
" plt.xlabel(\"UTM X\"); plt.ylabel(\"UTM Y\")\n",
" plt.colorbar()\n",
"\n",
"plt.tight_layout(1.1)\n",
"plt.show()"
],
"execution_count": 10,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 441
},
"id": "bZ_IptdUvP3t",
"outputId": "0354ee49-062b-4d19-b586-36ca9a643e2b"
},
"source": [
"# Plot CBA over UTM X\n",
"data = [SWNE, SENW, EW1, EW2, EW3]\n",
"\n",
"plt.figure(figsize=(15,6))\n",
"\n",
"for i in range(5):\n",
" plt.subplot(2,3,i+1)\n",
" plt.plot(data[i][0], data[i][2], color='black')\n",
" plt.xlabel(\"UTM X\"); plt.ylabel(\"CBA [mgal]\")\n",
"\n",
"plt.tight_layout(1.1)\n",
"plt.show()"
],
"execution_count": 11,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "A2WPYejb5CJ2"
},
"source": [
"Transform (UTM X, UTM Y) of slice to Distances, so we have CBA profile over Distance."
]
},
{
"cell_type": "code",
"metadata": {
"id": "5PNwAyXWw_d9"
},
"source": [
"def distanceAxis(slice):\n",
" x_slice, y_slice, g_slice = slice\n",
" xd, yd = np.diff(x_slice)**2, np.diff(y_slice)**2\n",
" d = np.sqrt(xd + yd)\n",
" d = np.append(0, np.cumsum(d))\n",
" return d, g_slice"
],
"execution_count": 12,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "49zUjakb4D3i"
},
"source": [
"# Transform (x,y,slice) to (distance,slice)\n",
"SWNE_t = distanceAxis(SWNE)\n",
"SENW_t = distanceAxis(SENW)\n",
"EW1_t = distanceAxis(EW1)\n",
"EW2_t = distanceAxis(EW2)\n",
"EW3_t = distanceAxis(EW3)"
],
"execution_count": 13,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 441
},
"id": "EWqJ2QzB4YL1",
"outputId": "db86a27f-ea3a-464c-cdc9-e62d01a13648"
},
"source": [
"# Plot CBA over Distance\n",
"data = [SWNE_t, SENW_t, EW1_t, EW2_t, EW3_t]\n",
"\n",
"plt.figure(figsize=(15,6))\n",
"\n",
"for i in range(5):\n",
" plt.subplot(2,3,i+1)\n",
" plt.plot(data[i][0], data[i][1], color='black')\n",
" plt.xlabel(\"Distance [m]\"); plt.ylabel(\"CBA [mgal]\")\n",
"\n",
"plt.tight_layout(1.1)\n",
"plt.show()"
],
"execution_count": 14,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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8Dg4ODB061IqRCSMZsgpJIirei1RuzZo1+Pr68u2331K4cGGjw0mxfH196dmzJw8ePACgZMmSdO3alffee4933303zirZZcuWlQRGMqW1XgusjWF/MJGJ5Ziu2QJssXBoyVJKKuCZGO+99x7du3dnxowZdO/eneLFixsdkhAiFbh48SKHDx8mMDCQx48fExgYSGBgIEFBQbi4uJArVy5y5cpFzpw5yZUrF87Ozpw7d44TJ0683AICAnBycmLkyJH0798fR0dHs8Y4bNgwHBwcGDlypFnvGx92dnaMGzeO4sWL06lTJ8aOHWvTUy+01qxevZoPPviATJkyxXpenjx5GDBgAN988w39+/fHy8vLilEKQ2itDduAXUDFaN87AsuBe0RWvu8a7dgl4G/gSPT9sdy3K+AH+OXPn1+L5K9WrVoa0GnTptUTJ07UoaGhRoeU4kREROgiRYroEiVK6CVLluibN28m6PoRI0ZoOzs7/fTpUwtFmDIBftrAftiaW4UKFcz1v82m+fj46AIFChgdhqHu3LmjM2bMqBs1amR0KELEm/THyVNERISeO3euTps2rSbyZagGtFJKZ8qUSefNm1dnzJjxP8dePa9w4cK6WbNmesSIEbpp06Ya0KVKldL79u0zW5xHjhzRgB46dKjZ7plYLVq00JkzZ9ZBQUFGhxKrqP9f8+fPf+O5jx8/1jlz5tQ1a9bUERERVohOWFpc/bHFppBYoOJ9da31W0B9oJdS6p3YbqJTadG4lOr58+ccOHCAjz/+mDp16vDFF19QuXJledtvZkeOHMHf359+/frRpk0bcufOnaDry5YtS0REBCdPnrRQhEIkD0eOHEmV00eiy5kzJ0OHDmXTpk389ttvRocjhEihgoKCaNu2LV26dKF69er8888/XLt2jcePHxMWFsajR4+4fv06gYGBhISEcOXKFQ4dOsSmTZtYtmwZhw8fJigoCH9/f9asWcPXX3/N2rVrWb9+PYGBgVSrVo1u3brx8OHDJMc6btw4smTJwhdffGGGnzxp+vfvz6NHj1i4cKHRocRq9erV2Nvb07hx4zee6+LiwqhRo/jzzz/ZtGmTFaIThoots2GNjddHYMwE2kX7fgHQMobrRgED49NGSsowp1Z79+7VgF6zZo2OiIjQvr6+OmfOnNrBwUEPGzZMP3v2zOgQU4R+/fppR0dH/eDBg0RdHxAQoAE9d+5cM0eWsiFv/FKUBw8eaECPGTPG6FAMFxISogsWLKjLlCmjw8LCjA5HiDeS/jh5OXr0qC5atKi2s7PT33zzjdn7maCgIN2/f39tb2+vc+bMqbds2ZLoe927d087Ojrqvn37mjHCpKlSpYouVKiQTfbPERERulixYrp27drxvubFixe6aNGi2tPTU0ZqpwBx9ce2toxqjBXvlVIZlFIu0fbXIbIQqEgFdu+OrPVavXp1lFK0bNmS06dP07p1a0aPHk3t2rWjElsikcLDw/H19aVBgwZkyZIlUfdwd3fH2dlZRsaIVC01F/B8Vdq0aRk/fjzHjx+36bd8QojkRWvN7NmzefvttwkODmbnzp0MGzYszjpdieHs7MzkyZPx8/MjR44ctG/fnsDAwETd6+effyY0NJROnTqZNcakGDBgABcvXmTDBttbROz06dOcO3cu1tVHYuLo6Mi4ceM4c+YMCxYssGB0wmhGLaOaoIr3QC5gr1LqGHAI2Ky13mZE7ML6du/eTYkSJYg+HShbtmwsWrSIiRMnsn//fo4ePWpghMnf7t27uXnzJq1bt070Pezs7ChTpowkMESqltoLeL7K29ubKlWqMGzYMIKCgowORwiRjGmt+fXXX6lVqxY9evSgVq1aHD16lJo1a1q03XLlyrFo0SLu37/PhAkTEny91pr58+fz9ttvU6pUKQtEmDhNmzbF3d2dyZMnGx3Ka9asWYNSimbNmiXouqZNm1KtWjVGjhxp0dVkhLEMSWBorddqrd201k5a61xa67qm/cFaa2+tdUmtdQmt9UTT/ota67KmraTW+lsj4hbWFxYWxr59+2L95fTJJ59gb2+Pr6+vlSNLWZYtW4azs3Ocy1TFR9myZTl+/LiMiBGplp+fH4UKFSJr1qxGh2ITlFJMmTKF27dvJ+rBXwghIiIiWLt2LZUqVaJu3bpcuHCB77//ni1btmCtWncVKlSgdevWTJ06lRs3biTo2kOHDnHq1CmbGn0BYG9vT9++fdm3bx8HDx40OpyXgoODWbJkCVWrVk1wPTalFBMnTuT27dtMmTLlteOXL19m9uzZ/PXXX+YKVxjA1qaQCPEfx44dIygoiHfeiblma/bs2Xn//ffx9fWVD82J9Pz5c1avXk3Tpk1Jnz59ku5VtmxZAgMDuXLlipmiEyJ58fPzk+kjr6hcuTIff/wxkyZN4tq1a0aHI4RIJp4+fcrPP/9M6dKl+eijj3j48CFz587lwoULfPbZZ9jZWfdjzOjRowkPD0/wEqjz588nffr0+Pj4WCiyxOvYsSOZMmWK8cO+EYKDg2nYsCEBAQF8+eWXibpHlSpVaNGiBRMmTOD27ducP3+esWPHUrFiRdzd3enRowdVq1bFx8eHy5cvm/cHEFYhCQxh0/78808AatSoEes5UR3Q4cOHrRVWirJ9+3YePnyYpOkjUcqWLQsg00hEqvTvv/9y+fJlSWDEYOzYsWitGTJkiNGhCCFs2L1791iwYAFNmjQhW7ZstG/fHjs7O5YtW8bZs2fp3LkzTk5OhsTm7u5Or169+Omnnzh16lS8rgkODuaXX36hZcuWZMyY0cIRJpyLiwvdunVj1apVhn+Yj0pe7N27l6VLl/Lhhx8m+l5jxozh+fPnlChRgmLFijFkyBDs7e0ZP348J06cYOTIkWzcuJHixYszdOhQmeKYzEgCQ9i03bt34+HhQd68eWM9p2nTpjg6Oso0kkRatmzZy5EsSVW6dGmUUpLAEFb34MEDfvrpJ7y9vRk6dCgBAQFWj+HIkSOAFPCMSYECBejfvz9Llizh0KFDRocjhLAhYWFh/PDDD9SoUQNXV1c6derE0aNH6dKlC7///jvHjh3j448/xsHBwehQGTp0KC4uLnz11VfxOn/lypUEBwfTuXNnC0eWeL1798bOzo7p06cbFsOTJ0/+k7xo1apVku5XpEgRvvnmG8qVK8e0adO4evUqBw8eZNCgQZQqVYpRo0Zx/vx5vL29GTNmDEWLFmXBggUymju5iG15kpSypYRlolKr8PBwnTVrVt2xY8c3ntuoUSPt5uamw8PDrRBZyhEUFKTTpUune/ToYbZ7FilSRH/00Udmu19Khyzbl2h3797VP/74o65Tp452cHDQgM6dO7e2s7PTgH7nnXf0woULdXBwsFnbjc23336rAf3o0SOrtJfcPH78WOfMmVNXqlRJv3jxwuhwhHiN9MfWd+bMGe3l5aUBXaZMGT1y5Ej9999/64iICKNDi9W4ceM0oHft2vXGc6tVq6aLFStm0z+P1lq3adNGu7i4GPL7Kzg4WL/zzjvazs5O//LLL1Zv/+DBg7pKlSoa0BMmTLB6+yJmcfXHMgJD2KzTp0/z4MGDWOtfROfj48P169c5cOCAFSJLOdavX09ISIhZpo9EKVu2rIzAEBZ19OhR6tati6urK127duXChQsMHDgQPz8/bty4wdWrVxk7diy3bt3ik08+wdXVlc6dO+Pv72/RuPz8/ChSpAiZMmWyaDvJlYuLC99//z2HDh1K8BxyIUTKEhERwbRp0yhfvjwXLlzA19eXY8eOMWrUKMqXL49SyugQY/X555/j5ubGF198QeTnrJidPXuWffv20alTJ5v+eQD69+9PUFAQ8+bNs2q75h55kRiVKlVi3759NGvWjGHDhnHy5Mk3XjNv3jxmzpxphehEjGLLbKSUzVYyzCLhZs6cqQF98eLFN54bGBionZyc9Oeff26FyFKOBg0a6Pz585t15Mo333yjAf348WOz3TMlQ974xVtwcLAeMGCAtre31zlz5tRDhw7VR48ejfXNVkREhN6zZ4/u2LGjTp8+vS5QoIB+8OBBkmKIS758+fTHH39ssfunFF26dNFKKf3rr78aHYoQ/yH9sXVcvHhR16xZUwO6UaNG+tatW4bFklg//fSTBrSvr2+s5wwcOFA7ODjo27dvWzGyxKtVq5bOly+f/vfff63S3uPHjw0defGqu3fv6hw5cujy5cvr58+fx3qer6+vBrS9vb2+cOGCFSNMXeLqjw3vQC29SQIj+fLx8dFubm7xHnbXrFkznTt3bh0WFmbhyFKGe/fuaQcHB/3ll1+a9b4bNmzQgN6/f79Z75tSyQNz/GzatEnnz59fA7pLly4JTkQcOHBAOzg46ObNm1tkKO+dO3c0oCdPnmz2e6c0T5480SVKlNC5cuVKNg/2InWQ/tjyVq5cqZ2dnbWLi4tesGCBzU+tiE1YWJguXbq09vDwiPHD7osXL3TOnDl1s2bNDIgucX7//Xft4OCgc+XKpdeuXWvRth49eqSrVKmi7e3t9fLlyy3aVkKsXbtWA3r48OExHj906JBOmzat9vLy0k5OTrpz585WjjD1iKs/likkwiZprdm9ezfvvPNOvIfd+fj4cOvWLfbu3Wvh6FKGVatWERYWxscff2zW+8pKJMKcbt68ibe3N40aNcLZ2Zk9e/bw448/kiVLlgTd5+2332bMmDGsXr2a2bNnmz3OPXv2AFChQgWz3zulSZ8+Pb6+vgQGBtKhQwciIiKMDkkIYQVPnjyha9euFCtWjBMnTtCxY0ebn1oRG3t7eyZMmMCFCxd47733WLduHeHh4S+Pb9q0ibt379KpUycDo0yY2rVrc/jwYVxdXWnWrBmtW7fm/v37Zm/nwYMHvP/++/j5+bFixQqbWl62adOmtG/fnjFjxry2uuGNGzdo0qQJrq6ubN68mc6dO7Nw4UKuXLliULSpWGyZjZSyyQiM5Mnf318Devbs2fG+Jjg4WKdPn96sBSlTsho1augSJUqY/e1HRESEzpw5s+7evbtZ75tSYQNv/ABv4BQQAVSMtj8N8BNwAjgG1Ip2rIJpfwAwHVBvaieh/fHvv/+uM2bMqJ2cnPS3334b55DO+AgPD9f169fXTk5O+ujRo0m6V3QRERHay8tLFyhQIMkxpiazZ8+WomnCpthIfzwROAscB9YCmaMdG2zqc88BdaPtr2faFwB8FZ92jHg+njFjhgb03r17rd62JUREROjvv/9e58uXTwO6YMGCetKkSfrhw4e6YcOGOk+ePDo0NNToMBPsxYsX+uuvv9aOjo46Z86cevXq1Wa79927d3W5cuV0mjRp9MaNG812X3N6+PChdnNz08WLF9dPnz7VWkeOHKxQoYJ2dnbWJ06c0FprffXqVe3o6CifOywkrv7Y8ASDpTdJYCRP8+fP14A+ffp0gq5r2bKlzpEjR7L8hWFNV69e1YAePXq0Re7/zjvv6CpVqljk3imNjTwwewLFgF2vJDB6AT+Zvs4JHAHsTN8fAioDCtgK1H9TOwntj+/du6e9vb21v79/gq6Ly507d3Tu3Ll1sWLFzLY6yebNmzWg586da5b7pRYRERG6efPm2sHBQR88eNDocISwlf64DuBg+no8MN70dQlTItkJcAcuAPam7QJQyJR0PgaUeFM71n4+DgsL04UKFdKVK1dOttNGYhMaGqpXrVql33nnHQ3o9OnTazs7Oz1kyBCjQ0uSY8eO6bfeeksDunPnzkn+c7t165YuWbKkTps2rd6+fbuZorSMHTt2aED37dtXh4eHa29vb62Uei3p0rVrV50mTRp97do1gyJNueLqj2UKibBJu3fvJnv27BQvXjxB1/n4+HDv3j127dplmcBSiOXLlwNYrNpzmTJlOHnyZNTDmLBxWuszWutzMRwqAew0nXMXeARUVErlBjJqrQ+YfsksBpqaO67s2bOzYsUKChcubLZ75syZkyVLlnD+/Hk+++yzJN9Pa83IkSMpWLAgHTp0MEOEqYdSirlz55I3b15atWpFYGCg0SEJYTit9a9a6zDTtwcAN9PXTYDlWuvnWutLRI62qGTaArTWF7XWL4DlpnNtyrp167h48SIDBw5MttNGYuPg4HdFp1cAACAASURBVEDz5s35888/+fvvv/Hx8aFQoUJ07drV6NCSpEyZMhw4cID+/fszb948fH19E32vW7duUatWLS5dusTmzZupU6eOGSM1v/fff59evXoxbdo0fHx8WLlyJePHj6dRo0b/OW/w4MFEREQwYcIEgyJNnSSBIWzSn3/+maD6F1Hq16+Ps7NzkjrZ1OCvv/6iWLFieHh4WOT+np6eBAUFcfPmTYvcX1jNMaCxUspBKeVO5LSRfEBe4Hq0866b9iULtWvXZtiwYSxcuJAlS5Yk6V5btmzBz8+PYcOG4ejoaKYIU48sWbLwyy+/cPXqVXr27Gl0OELYmk+JHOEGkX3stWjHovrd2PbblEmTJlGoUCGaNjV7rtumlC9fngULFuDv70+BAgWMDifJHB0dmTBhApUqVaJ3796Jqonx7NkzmjVrxvXr19m2bRu1a9e2QKTmN378eAoXLsyqVavo0KEDAwcOfO2cggUL0r59e+bOncutW7cMiDJ1kgSGsDlXr17l8uXL1KxZM8HXpkuXjiZNmrBmzRpCQ0MtEF3K4O/vT7FixSx2/6iRM2fPnrVYGyJhlFK/KaVOxrDF9aZuAZEPw37ANGA/EB7H+TG121Up5aeU8rt3717ifwAzGzFiBDVq1KB79+6cP38+UffQWjNq1Cjc3d1p3769mSNMPapUqcKAAQP45ZdfsKW/I0JYSnz6Y6XUUCAMWGrGdg3pj/fv38+BAwfo168f9vb2VmtXmIe9vT3z588nMDCQvn37JuharTXdu3fn4MGDLF68mBo1algoSvPLkCEDa9asYfDgwcyZMyfWl6pDhgwhNDSUSZMmWTnC1EsSGMLmRFXzf+eddxJ1fcuWLXnw4AG//fabOcNKMSIiIggICKBIkSIWa8PT0xOAM2fOWKwNkTBa6/e11qVi2NbHcU2Y1rqf1rqc1roJkBk4D9zgf8OaMX19I5Z7/Ki1rqi1rpgjRw5z/khJ4uDgwLJly3BycuKjjz7i4cOHCb7Hpk2bZPSFmfj4+KC1ZuvWrW8+WYhk7k39sVLqE6AR0Eb/by7mDSJHwEWJ6ndj2x9Tu4b0x5MmTSJLlix07NjRam0K8ypVqhSDBw9m6dKlbNmyJd7XTZ8+nUWLFjFy5Eg++ugjC0ZoGaVLl2bMmDE4OTnFeo6HhwetW7dm1qxZ3L1714rRpV6SwBA2Z/fu3WTKlInSpUsn6vq6deuSKVMmmUYSixs3bvDs2TOz1hV4laurKxkzZpQRGMmcUiq9UiqD6esPgDCt9Wmt9S3gsVKqsop8JdEeiDURYqvc3NxYuXIl/v7+NG7cmJCQkHhfGzX6olChQrRr186CUaYO5cuXJ0+ePGzatMnoUIQwlFKqHjAIaKy1fhrt0AaglVLKyTSlrwiRxZQPA0WUUu5KqTRAK9O5NsHf359169bRs2dPMmTIYHQ4IgmGDBlCiRIl6N69O0FBQW88/7fffmPAgAE0bdqUESNGWCFC4wwdOpRnz54xZcoUo0NJFQxJYCilvJVSp5RSEUqpitH2p1FK/aSUOqGUOqaUqhXtWAXT/gCl1HSV0ioAiZd2795N9erVEz3M0MnJCW9vbxYvXkzfvn0JDg42c4TJm7+/P4BFR2AopfD09JQRGMmEUqqZUuo6UAXYrJTabjqUE/hbKXUG+BKI/km9JzCPyEJyF/jfPO1kpXbt2ixZsoR9+/bh4+NDWFjYmy8CNm7cyN9//y2jL8xEKUWDBg3Yvn27TP8Tqd0MwAXYoZQ6qpSaDaC1PgWsAE4D24BeWutwU8HPz4DtwBlghelcmzB16lQcHR3NUjRZGMvJyYl58+Zx/fp1Bg8eHOe5Fy5coGXLlhQvXpzFixdjZ5ey35kXK1aMVq1aMWPGjETVCREJY9TfppPAR8DuV/Z3AdBalwY+ACYrpaJinGU6XsS01bNOqMKa7t69y9mzZxM9fSTKlClT6NmzJ9999x2lSpVi27ZtZoow+bNGAgMi62DICIzkQWu9VmvtprV20lrn0lrXNe2/rLUuprX2NA15vhLtGj/TkGcPrfVn0YY5Jzve3t7MmDGDjRs30q1btzeunhM1+sLDw0NGX5hRo0aNePz4MXv37jU6FCEMo7UurLXOZ5q6V05r3T3asW9NfW4xrfXWaPu3aK2Lmo59a0zkr7t//z4LFy6kbdu2uLq6Gh2OMIMqVarw+eefM3PmzJdTvl8VFBREkyZNUEqxYcMGXFxcrBylMYYOHcrTp0+lFoYVGJLAsNUl+4Txklr/IoqLiwszZsxg7969pEuXjvr169OuXTvJihKZwEibNi1ubm5vPjkJPD09uXnzpiyNKJKFnj17MmLECBYsWMCQIUPiPHfDhg38888/DB8+HAcHBytFmPK99957pEmThs2bNxsdihDCDGbNmkVISAj9+/c3OhRhRqNHj6ZgwYJ07tyZZ8+e8fTpUy5evMi+fftYtWoVPj4+nD17lhUrVlCoUCGjw7WakiVL0qZNG6ZNm8aVK1fefIFINFsbz5Mil+wT8XPz5k3Gjx9PhgwZqFChglnuWa1aNY4ePcqIESPw9fXF09OT9euT3VR9swoICMDDw8Piw/miViI5dy6mXKUQtmfUqFF069aNcePGMW3atBjPiRp9UbhwYdq0aWPlCFM2Z2dn3n33XamDIUQK8OzZM2bMmEGDBg0oWbKk0eEIM3J2dmbOnDmcP3+eLFmykCFDBjw8PKhevTre3t5s27aNqVOn8t577xkdqtWNGTMGpdQbp9iIpLHYqyOl1G9ATOPFhsZR9X4B4Enkkn1XSMSSfaa2uwJdAfLnz5/Qy4UBdu3ahY+PD0+ePGHRokVmnVPu5OTE119/jbe3N61bt6Zjx478+++/sS6HlNL5+/tTtGhRi7cTfSWSSpUqWbw9IZJKKcXMmTO5f/8+/fr149GjR2TMmJEHDx7w4MED/v33X27evMnRo0dZtGiRjL6wgEaNGtG7d28CAgIsWmhYCGFZy5Yt4+7duwwcONDoUIQF1KlTh+nTp+Pv70/u3LlxdXUld+7c5M6dGzc3N7Jly2Z0iIbIly8fAwcOZPTo0fTp04e3337b6JBSJIs9fWmt30/ENWFAv6jvlVL7iVyy7yHxXLLPdJ8fgR8BKlasmGznZacGWmsmTZrE4MGDKVKkCH/88QclSpSwSFulSpWiY8eO9O/fn4cPH5I1a1aLtGPLIiIiuHDhAg0bNrR4W4UKFcLR0VHqYIhkxd7eniVLlvDw4UO+/vprAOzs7MiaNStZs2YlW7Zs9OrVi9atWxscacrUsGFDevfuzebNm+nTp4/R4QghEmnp0qUULVqUWrVqGR2KsJDevXsbHYJN+vLLL5k3bx79+/dn7969qfaFqSXZ1BSSlL5kX2KEhIRw7do1o8OwiMDAQJo3b86gQYNo1qwZhw4dsljyIoq7uzsAFy9etGg7turatWs8f/7c4gU8ARwcHChSpIisRCKSnbRp07Jjxw4uXbrEw4cPCQ0N5d69e5w7d479+/czY8YMGX1hIe7u7pQoUUKmkQiRjN29e5ddu3bh7e0tH95EquPs7Mzo0aPZv38/q1atMjqcFMmoZVRT7ZJ9CTVw4EDy589P06ZNOXz4sNHhmM358+fx8vJiw4YNTJkyhRUrVlilSnFUAuPSpUsWb8sWWWsFkiiyEolIruzs7ChYsCCZM2dO8cu/2ZqGDRvy559/EhQUZHQoQohEWLt2LREREbRs2dLoUIQwxCeffEKZMmX48ssvefbsmdHhpDhGrUKSqpfsi68XL17wyy+/UKJECXbv3k2lSpWoU6cOf/755xuX+bN1X375Jffu3eOPP/6gX79+VsvQSwIjMoFhrbnlnp6eBAQE8OLFC6u0J4RI/ho1akRoaCg7duwwOhQhRCKsXLmSokWLUrp0aaNDEcIQ9vb2TJ48mUuXLvH9998bHU6KI6+VbNiOHTt4+PAhEyZM4MqVK0yYMIHjx49Tq1YtatSowZ9//ml0iIny+PFjtm7dSocOHahRo4ZV286YMSPZsmVLtVNI/P39SZcuHXny5LFKe56enoSHhxMQEGCV9oQQyV/VqlXJnDmzLKcqRDIU9XJKpo+I1O7999+nYcOGjB49mnv37hkdTooiCQwbtnz5crJkycIHH3yAi4sLX3zxBZcuXWLGjBlcvXqVunXrcuvWLaPDTLBNmzbx/PlzvL29DWm/UKFCqXoERuHCha02JD5qKVWZRiKEiC8HBwfq1avH5s2biYiIMDocIUQCRE0fMeoZTwhbMnHiRJ48efKyKLgwD0lg2KiQkBDWrVtH8+bNSZMmzcv96dKlo1evXvzxxx+EhoYydepUA6NMnJUrV5I3b16qVKliSPvu7u6pegSGtepfABQrVgxACnkKIRKkUaNG3LlzhyNHjhgdihAiAVasWEGRIkUoU6aM0aEIYThPT0+6d+/O7NmzZTSyGUkCw0Zt2bKF4OBgWrVqFeNxDw8PWrZsyaxZs3j48KGVo0u8oKAgtm7dSvPmzQ0rjOfu7s6VK1cIDw83pH2jhIeHc/HiRasmMJydncmXL5+MwBBCJEi9evWws7OTaSRCJCMyfUSI133xxReEh4ezdWuqWH/CKmL9BKmUOh6P7XdrBpuaLF++nFy5csW5fvZXX31FcHAwM2fOtF5gSWT09BGInEISGhrKzZs3DYvBCFevXiU0NNSqCQyIzD7LCIykkz5ZpCbZsmWjSpUqspyqsEnSH8dMpo8I8boCBQrg5ubG/v37jQ4lxYhrIXt7oEEcxxWwwbzhCIgcpbBp0yY6d+6Mvb19rOeVLVuWBg0a8N1339G/f3/Sp09vxSgTZ+XKleTJk4eqVasaFkPUSiQXL14kX758hsVhbdZeQjVK8eLFmT9/PlpreSOTNNIni1SlYcOGDBkyhFu3bpE7d26jwxEiOumPY7By5UoKFy5M2bJljQ5FCJtStWpVSWCYUVxj+Ltpra/EsV0GelopzlRlw4YNPHv2LNbpI9ENGTKE+/fvM2/ePCtEljTBwcGGTx+B1LuUqlEJDE9PT548ecL169et2m4KJH2ySFUaNWoERE6pFMLGSH/8ivv378v0ESFiUa1aNa5evSrPwmYS66dIrfXeN10cn3NEwi1fvpx8+fLFq8hltWrVqFGjBpMmTeLFixdWiC7xNm3axLNnzwwfWpg/f37s7OxSZQIjQ4YMuLq6WrVdWYnEPCzZJyulJiqlzpqGPa9VSmWOdmywUipAKXVOKVU32v56pn0BSqmvEtOuEHEpVaoU+fLlkzoYwubIM/Lr1q5dS3h4uOHPeELYoqiR5zIKwzziqoFxIpY5fSeUUsetGWRq8uDBA7Zv346Pj0+8RykMHjyYa9eusWzZMgtHlzQrV64kd+7cVKtWzdA40qRJg5ubW6pbiSRqCVVrvxnx9PQEZCWSpLJwn7wDKKW1LgOcBwab2iwBtAJKAvWAH5RS9kope2AmUB8oAXxsOlcIs1FK0ahRI3799VeCgoKMDkeIl+QZ+XVR00fKlStndChC2JyyZcuSLl06SWCYSVw1MBpZLQrx0tq1awkNDY3X9JEo9erVo1y5cowbN4527dq9Vjfj0aNHfP7552zbto28efNSoEAB8ufPT4ECBShQoAAVKlR4Oa3CUoKDg9myZQudO3c2dPpIlEKFCqXKERhGzEvNmTMnmTNnlhEYSWexPllr/Wu0bw8ALUxfNwGWa62fA5eUUgFAJdOxAK31RQCl1HLTuactFaNInT799FNmzZrFmDFjGDt2rNHhCBFFnpGjuX//Pjt37mTQoEEyfUSIGDg6OlKpUiVJYJhJrAkMrfUVawYiIi1fvpzChQvz1ltvxfsapRRfffUVrVq1Yt26dTRv3vzlsb1799K2bVuuX7+Oj48PgYGBXLhwgZ07d758o5U9e3bu3Llj0cTC5s2bbWL6SBR3d3e2b99udBhWExYWxqVLl2jRosWbTzYzpZSsRGIGVuyTPwV8TV/nJTKhEeW6aR/AtVf2vx3TzZRSXYGuEDl9S4iEqFixIh06dGDKlCl07twZDw8Po0MSQp6RXyHTR4R4s2rVqjFhwgSePn2aLBZesGVv/MSqlKqslDqslApWSr1QSoUrpR5bI7jU5s6dO+zcuZNWrVolOIPdokULChcuzNixY9FaExoayvDhw6lZsyYODg7s27ePpUuXsmnTJk6cOEFgYCAPHz5k3Lhx3L9//2WBR0tZuXIlrq6uhk8fieLu7s7NmzcJCQkxOhSruHz5MmFhYVYv4BmlePHiMgLDTBLbJyulflNKnYxhaxLtnKFAGLDUXPFqrX/UWlfUWlfMkSOHuW4rUpGxY8eSJk0aBgwYYHQoQvyHPCNHWrlyJR4eHjJ9RIg4VK1albCwMA4fPmx0KMlefF65zwA+BvyBdEBnIuc+CzNbtWoVERERCZo+EsXe3p5BgwZx5MgRfvzxR2rUqMHo0aNp3749//zzD2+//d+Xo0opMmfOTIMGkauAWfIfU3BwMJs3b6Z58+ZxLgtrTYUKFQLgypXU8RIlICAAsP4KJFE8PT25ffs2jx49MqT9FCZRfbLW+n2tdakYtvUASqlPiBwW3UZrrU2X3QCirzXsZtoX234hzC537twMHTqU9evXs2PHDqPDESK6VP+MfP36dXbu3CmrjwjxBpUrVwakkKc5xGvOgNY6ALDXWodrrX8ispibMLNffvmFUqVKUbJkyURd3759e/LkyUP37t05d+4cvr6+/PTTT7i4uMR6jaenJ+nTp7doAsPWpo/A/5ZSTS2FPI1aQjWKrERiXubuk5VS9YBBQGOt9dNohzYArZRSTkopd6AIcAg4DBRRSrkrpdIQWehzQ1JiECIu/fr1w8PDg759+xIWFmZ0OEK8ZIH+OMZVoZRS2ZRSf5hGe8x45ZoKpgKiAUqp6cpKmYQTJ05QrVo1nJyc6NChgzWaFCLZypYtG8WLF5cEhhnEJ4Hx1PSAelQpNUEp1S+e14kEuHr1Kvv27UvU6IsoTk5OTJs2DW9vb44dO0bLli3feI2DgwNvvfWWRRMYUdNHqlevbrE2EioqgZFaCnn6+/vj4uJCzpw5DWlfViIxK0v0yTMAF2CHUuqoUmo2gNb6FLCCyOKc24Bepof0MOAzYDtwBlhhOlcIi3BycmLy5MmcPn2aWbNmGR2ORe3evZtq1aoxduxYQkNDjQ5HxM0S/XGMq0IBz4DhwMAYrpkFdCEyyVwEK7xo3Lp1K9WqVSMsLIw9e/a8fFEhhIhdtWrV2L9/PxEREUaHkqzFp5NtB9gT+bD6hMhhw83jvEIk2MqVKwHw8fFJ0n28vb1ZsWJFgorlVapUiX/++cciD0pPnjxhy5YtNjV9BMDV1ZW0adOmqgRGkSJFDBveWbBgQdKkSSMjMMzD7H2y1rqw1jqf1rqcaese7di3WmsPrXUxrfXWaPu3aK2Lmo59m5T2hYiPxo0b8/777zNixAju379vdDhmFxISQv/+/alVqxZnzpxhyJAhvPXWW/z1119GhyZiZ4n++FdTkhgiiyi7mfY/0VrvJTKR8ZJSKjeQUWt9wDT9bzHQNCkxvMnMmTNp1KgRhQoV4uDBgwkqPC9Eala1alUePHjA+fPnjQ4lWXtjAkNrfUVrHaK1fqy1/lpr3d80XC7RlFLeSqlTSqkIpVTFaPvTKKV+Mg2DO6aUqhXt2C6l1DnT28GjSiljXiVbiJ+fHwULFqRw4cJWb9vLy4tnz55x8uRJs943IiKCxYsXExISYlPTRyCyBoi7u3uqmkJixN+tKA4ODhQtWlRGYJiBJfpkIZIDpRTTpk0jKCiIESNGGB2OWR06dIjy5cszdepUevTowdWrV1m/fj2PHj2iWrVq9OzZk8DAQKPDFK+wQn/8KbD1DefkJXIlqCjRV4v6D6VUV6WUn1LK7969ewkOJjw8nL59+/LZZ5/RoEED9u7di5ubW4LvI0RqVbVqVUDqYCRVfFYhOWGahxd926OUmqqUypbIdk8CHwG7X9nfBUBrXRr4AJislIoeY5tobwjvJrJtm+Tv70/RokUNadvLywswTyHPFy9e8Ouvv9KjRw/c3Nzo2bMnRYoUsanpI1Hc3d1TxQiM0NBQLl++bFj9iyjFixeXBIYZWKhPFiJZKFmyJD179mTOnDkcP37c6HCS7MWLFwwbNowqVarw5MkTfv31V2bOnImzszONGzfm9OnTfP7558yZMwdPT09Wr17N/2rsCqMltj9OjqtCBQcH07RpU7777jv69u3LunXrcHZ2NldoQqQKRYsWJWvWrJLASKL4TCHZCmwG2pi2jYAfcBtYmJhGtdZntNbnYjhUAthpOucu8AioGMN5KYrW+uUQfyMUKlSIrFmzJimBcenSJdq0aUPOnDmpW7cuixcvpmrVqvz8888cOnTIpqaPRClUqBAXL15M8Q+Dly5dIjw83PAEhqenJxcvXuT58+eGxpECmL1PFiI5GTVqFJkzZ6Zv377Juv8+fvw4Xl5efPvtt3To0IGTJ0/ywQcf/OccFxcXpk2bxsGDB3F1daVFixYUK1aMrl27snTpUq5fvx7L3YWVJKo/TuSqULG5gWmaiYlFVoWyt7fnwYMHzJw5k6lTp9rkc50Qts7Ozo6qVauyb98+o0NJ1hzicc77Wuvok9tOKKX+1lq/pZRqa+Z4jgGNlVK/EDmPsILpv4dMx39SSoUDq4HR8ejUk4V79+7x+PFjw4b4K6Xw8vLi0KFDbz45FoMGDWLz5s18/PHHNG3alPfff5906dKZMUrzc3d35/Hjxzx8+JCsWbMaHY7FGL0CSZTixYsTERGBv78/pUqVMjSWZM6afbIQNidr1qx888039OrVi4ULF9KxY0ejQ0qQ8PBwJk6cyIgRI8iaNSvr16+ncePGcV5TsWJFDh06xIIFC9i0aRMrV65k7ty5AHh4eFCzZk2aN29O/fr1ZSlL6zJ7fxxtVaiar6wKFSOt9S2l1GOlVGXgINAe+D4xbcclXbp07N69WxIXQiRR1apV2bRpE//++y/ZssnA2cSIzwgMe6VUpahvlFJeRBYsgsihbTGKz/C4GCwgcu6eHzAN2A+Em461MU0tqWHa2sXRdpLm+FmbLXzA9PLy4tSpUzx9+sbfla/RWrNr1y5atGjB/Pnz+fDDD20+eQGRIzAg5a9EYgt/v+B/K5FIIc8kS1SfLERK0q1bN2rWrMnnn3/OhQsXjA4n3vz9/alRowaDBw+mSZMmnDx58o3JiygODg507dqVDRs2cP/+ff7++2+mTp1KqVKlWLt2LQ0bNqRMmTL8/PPPsnqJ9ViiP45xVSjT/S8DU4BPlFLXlVIlTId6AvOAAOACb66bkSiSvBAi6aLqYBw4cMDgSJKv+CQwOgPzlVKXTB3nfKCLUioDMDa2i940PC6Wa8K01v1MNS6aAJmJXEIKrfUN03+DgGVApTjuk+g5fkYICIis92R0AiM8PJx//vknwdeePn2a+/fvU6tWLfMHZkFRS6mm9EKeAQEBZMqUiezZsxsaR1SNF6mDkWSJ6pOFSEns7e1ZvHgx9vb2tG3blrAw287daa354YcfKFeuHGfOnGHp0qWsWLEi0f2yvb095cuXf1mL4M6dOyxevBiA9u3bU7hwYaZPn86TJ0/M+WOI15m9P37DqlAFtdZZtdbOWms3rfVp034/0zO2h9b6s5QyQlmIlMjLywsHBwepg5EE8VmF5LBp5EM5oKzWuozW+pBpOacV5gxGKZXe1OmjlPoACNNan1ZKOSilspv2OxI5L9C8S2YYyN/fH3t7+5cfqI2QlEKeu3btAki2CYzUMALDyCVUo2TIkIECBQrICIwksmafLIQty58/P7Nnz+bAgQOMHj3a6HBi9fDhQ+rVq0evXr2oXr06J0+epHXr1mbtkx0dHWnXrh3Hjx9n06ZN5M+fnz59+lCgQAFmzpxptnbEf0l/LIRIqPTp01O+fHmpg5EEb6yBoZTKTOR8uoKAQ9QvXK3154ltVCnVjMj5eTmAzUqpo1rrukBOYLtSKoLIAkRR00ScTPsdiRya9xswN7Ht2xp/f38KFiyIo6OjYTHkzp0bNze3RNXB2LVrF/ny5TM0AZMYGTNmJFu2bKkigVG5cmWjwwAi62CcPn3a6DCSNUv0yUIkV61atWLz5s1888031K1blypVqhgd0mtGjRrF77//zg8//ED37t0tmkxWStGwYUMaNmzI/v37GTlyJJ999hlp06alU6dOFms3tZL+WAiRGFWrVuXHH38kNDTU0M9/yVV8ppBsIbJjPgEcibYlmtZ6rWnom5PWOpcpeYHW+rLWupjW2tM0BeWKaf8TrXUFU2a7pNa6j9Y6PO5Wkg8jVyCJzsvLK8EjMKLqX9SqVcvwN/yJ4e7unqKnkLx48YIrV64YViD2VTVq1ODo0aOcOHHC6FCSM7P3yUIkZzNmzCB//vy0bduWoKAgo8P5j5s3bzJnzhw++eQTevToYdXfk1WrVmXLli3UrVuXbt26sX37dqu1nYpIfyyESLCqVasSEhLCsWPHjA4lWYpPAiOt1rq/1vonrfWiqM3ikaUSUUuo2sIHTC8vLwICAnj48GG8r0mu9S+iuLu7p+gRGBcvXiQiIsImEmQAPXr0wNnZmbFjpVRDEkifLEQ0mTJlYsmSJVy+fJnPP7etF9/jx48nPDycIUOGGNK+o6MjK1eupHTp0rRo0YKjR48aEkcKJv2xECLBogp5Sh2MxIlPAuNnpVQXpVRupVTWqM3ikaUSd+/eJTg42CY+YEbVwfDz84v3NVH1L959911LhGRxhQoV4sqVK4SHp5gBPf9hKyuQRMmaNSs9evTA19f3ZfFakWDSJwvximrVqjFkyBAWLlzIqlWrjA4H+N/oiw4dOrxc9coILi4ubN68mcyZM9OwYUOuXbtmWCwpkPTHQogEc3NzI3/+/FIHI5HiQjILCQAAIABJREFUk8B4AUwE/uJ/Q+Pi/wlXxMmWPmBWrFgRSFghz127dpE/f34KFixooagsy93dnRcvXnDz5k2jQ7EIW/r7FaVfv344OjoyYcIEo0NJrqRPFiIGI0aMoFKlSnTt2tUm+nSjR19ElydPHrZs2UJwcDANGjQgMDDQ6JBSCumPhRCJUrVqVfbt24csGpRw8UlgDAAKm5Zucjdtxr1KSGFs6QNm5syZKVq0aLwLeSb3+hfAy7diKXEaSdSfT9asWcmWLZvR4byUO3duPv30UxYuXMiNGzeMDic5kj5ZiBg4OjqyZMkSgoKCDE+Q2sroi+hKly7NmjVrOHv2LM2bN+fFixdGh5QSSH8shEiU9957jxs3brBnzx6jQ0l24pPACACeWjqQ1Mrf3x8HBwebGcGQkEKeyb3+BfxvKdWUWMhzwYIFbNy4kf79+xsdymsGDRpEREQEkydPNjqU5MjsfbJSaqJS6qxS6rhSaq2psj5KqWxKqT+UUsFKqRmvXFNBKXVCKRWglJqukmsWU6QoRYoUoVWrVsyfP59Hjx4ZFsf48eMJCwuzidEX0b333nvMmzeP33//nfr16zNgwACGDx/OuHHjmD59+stjIt7kGVkIkSitW7cme/bsTJo0yehQkp03LqMKPAGOKqX+AJ5H7ZQloszD398fd3d3HBzi80dheV5eXixdupSbN2+SJ0+eOM+Nqn+RnBMY+fPnRymV4kZgnDp1it69e1O7dm2++uoro8N5TcGCBWnTpg1z5sxhyJAhZM+e3eiQkhNL9Mk7gMFa6zCl1HhgMPAl8AwYDpQybdHNAroAB4msxF8P2JqEGIQwiwEDBrBkyRJ+/PFHBg0aZPX2bXH0RXQdOnTg/v37TJw4kUOHDvHkyZPXhjDbSnHxZECekYUQiZI+fXp69erF119/zZkzZ/D09DQ6pGQjPiMw1gHfAvuRJaLMztYeEipVqgTErw5Gcq9/AZAmTRry5cuXohIYISEh+Pj44OzszJIlS7C3tzc6pBh99dVXhISE8N133xkdSnJj9j5Za/2r1jrM9O0BwM20/4nWei+RiYyXlFK5gYxa6wM68pPPYqBpUmIQwlzKlStH7dq1mT59uiHTJKJGXwwdOtTqbcfXgAEDuH37NkFBQYSHhxMSEsL9+/dfVsSXJVfjTZ6RhRCJ1qtXL9KmTcuUKVOMDiVZeWMCI/qyULJElHlprQkICLCJ+hdRypUrh4ODwxvrYKSE+hdR3N3dU9QUkr59+3Lq1CkWL15M7ty5jQ4nVp6enjRr1ozvv/+ex48fGx1OsmGFPvlT3jySIi9wPdr31037hLAJAwYM4MaNG6xYscKq7dr66IuYKKVImzYt2bJlo3Llyri7u/Pr/7N33+FRVdvDx7+LhBKkiqErRUCaXsRQlCTSQhAhgCAgoiAI1ouooCAo3vteK4qgqIgYRFCKgOJVRAFFeiAgVXqCP+kdpAaS/f4xJ9wBUsnMnDMz6/M852Fmn7YOJ7PnZGfvtX/+2e6w/II+Iyul8iI8PJxevXrxxRdfsH//frvD8RuZNmCIyLjsds7JNipz+/fv5/Tp045qwAgLC6Nu3brZ9sAIhPwX6apUqRIwPTCmT59+qdt069at7Q4nWy+99BInTpzg448/tjsUx8trnSwi80VkYwZLe7dthgIXgS89EzWISD8RSRSRxEOHDnnqsEplqXXr1tSqVYt3333Xpxne/aH3RVZEhNjYWH755RdN8pkFfUZWSnnKc889x4ULFxgzZkz2Gysg6xwYHUTkXBbrBWjm4XiCipNmIHHXoEEDZsyYgTEm094VgZD/Il3VqlXZu3cv586do1ChQnaHc82SkpLo27cvjRs35j//+Y/d4eTIHXfcQWxsLCNHjqR///6EhYXZHZKT5alONsa0zOrgItILaAu0MNn/xrcHa5iJpaJVltF5xwHjACIiInSuMOUT+fLl47nnnqNv3778+uuvNG/e3Ovn9MfeFxmJjY1l7NixLF++nLvvvtvucJxKn5GVUh5RvXp1OnTowEcffcTgwYMpUqSI3SE5XlZDSAZx+Xi+K5dEwD//xOAQTm3AaNiwIceOHWPnzp2ZbhMI+S/Spc9EsmvXLnsDyYOUlBS6detGvnz5mDJlCvnz57c7pBx76aWXOHjwIJ999pndoTid1+pkEWkNvADEGWOyzahvjNkHnBSRxtbsIw8Ds6/l3Ep5S48ePShdurRPZjtKSkqibdu2pKam+m3vi3TNmjUjJCREh5FkTZ+RlVIeM3DgQI4dO8aECRPsDsUvZNoDQ8fwed/27dvJnz8/N910k92hXKZBgwaAK5FnRglG0/NftGnTxu/zXwCX/lKWnJxMzZo1bY7m2rz77rusWrWKGTNm+F2jUlRUFE2aNGHkyJE89dRTAfEz5Q1erpPHAAWBedb//wpjzOMAIrILKAYUEJEOQCtjzB/Ak8DnQBiunBk6A4lylEKFCvH000/zyiuv8Mcff1C7dm2vnOe///0vDz/8MADffPONX/e+AChevDh33nknP/30E6+99prd4TiSPiMrpTzprrvu4q677mLkyJE88cQTjpmd0qlyMguJ8pIdO3Y4agrVdHXq1CEsLCzTRJ6BlP8C/tcDw58TeS5dupS6devSqVMnu0PJNRHh0UcfJTk5mcTERLvDCUrGmGrGmBuNMfWs5XG3dZWNMdcbY4oYYypajRcYYxKNMXWNMTcbY57OwbATpXzuiSeeICwszCsZ3i9evMiQIUOIi4ujatWqrFmzhrZt23r8PHaIjY1lzZo1aN4apZTyjUGDBrFr1y5mzZpldyiOpw0YNtq+fbvjho8AhIaGcvvtt5OQkJBh8rP0/BfNmgXG8M6yZctSqFAhv07kmZyc7KjpeHOrffv2hIaG8vXXX9sdilIqgNxwww307NmTSZMmceDAAY8dd//+/cTExPDmm2/Sr18/li5deqkxPBC0atUKYwzz5s2zOxSllAoK7dq1o3r16owYMcKnyaf9Ua4bMESkkIjc741ggokTp1B1FxMTw/Lly+nYsSN79lyem2/hwoVUqlTJ74YqZEZE/HomEmMMycnJfv3wXLJkSVq2bHkpeazKOa2Tlcras88+y4ULF/jwww89cryVK1dSv359EhISmDhxIp988olfJ4DOyB133MH111+veTBySetjpdS1CgkJ4fnnnycxMZFFixbZHY6j5agBQ0RCRKSNiEwC/gS6ejeswLd3717OnDnj2AaMYcOGMWLECH7++Wdq167NuHHjSEtLu5T/IlCGj6SrUqWK3w4hOXDgAGfPnvX7cdf3338/ycnJ/P7773aH4nhaJyuVczVq1KBdu3Z89NFHnDmTbY7aLJ0+fZouXbpQsGBBEhISLuW+CDQhISHExMTw888/a6NyNrQ+Vkp5ysMPP0x4eDjPPfcc+/btszscx8qyAUNE7haRT4BdQB8gBqhijOmc1xOLyAgR2SIi60XkGxEp4bZuiIjsEJGtIhLrVt7aKtshIoPzGoOdnDoDSbrQ0FAGDhzIhg0biIiI4LHHHqN58+Z8++23AZX/Il2NGjXYunWrX857n97w4s89MMA1jCQkJMQvh5Hs2bOH48ePe/083qyTlQpkzz//PEeOHOGDDz7I03Fee+01/vzzTyZOnMitt97qoeicqVWrVuzbt48NGzbYHYojeas+zuz5WERiRGS1iGyw/m3uts8dVvkOEXlfNBu2Un4pLCyMcePGsWXLFurXr8/ixYvtDsmRMm3AEJHdwBvAEqC2MaYTcDYnU+zl0DygrjHmNmAbMMQ6b22gG1AHaA18ZLVuhwAfAvcAtYEHrG39ktMbMNLdfPPNzJ8/n88++4x169Zx3333AQRcA0ZUVBRnz55l1apVdoeSa+lDX/y9B0apUqVo0aKFXw4jGTp0KLfccotX4/ZBnaxUwIqKiqJjx44MGzaM5cuXX9MxNm/ezDvvvEPPnj2Jjo72cITO06pVKwAdRpIBL9fHGT4fA4eBdsaYW4GewCS3fT4G+gLVraW1B+JQStmgQ4cOrFixgqJFi9KsWTNGjhzpd8/F3pZVD4wZQHlcXeHaich1gMf+94wxPxtjLlpvVwAVrdftganGmPPGmGRgB9DQWnYYY5KMMSnAVGtbv7Rjxw4KFCjAjTfeaHco2RIRevfuzR9//EHXrl2JjY0NmPwX6e6++25EhF9++cXuUHItvQdGINyTzp07s2PHDtatW2d3KLmSkJBAw4YNvT0FrFfrZKUCmYgQHx/PTTfdRJcuXTh8+HCu9jfG8OSTT1KkSBFGjBjhpSidpWLFitSpU4effvrJ7lCcyGv1cWbPx8aY340xe63yTUCYiBQUkXJAMWPMCms2qC+ADp6IRSllj1tvvZVVq1YRFxfH888/T5cuXfj777/tDssxMm3AMMYMAKoA7wJNga1AuIh0EZEiHo6jN/Cj9boC8Jfbut1WWWblfmn79u1UrVqVkJAQu0PJsXLlyjF16lTmzp1rdygeV6pUKerVq+eXDRjJycmUK1eOsLAwu0PJs44dOxISEsKMGTPsDiXHjh8/zpYtW2jUqJFXz+PjOlmpgFOiRAm+/vprDh06RI8ePUhLS8vxvl9++SULFy7kjTfeIDw83ItROkurVq1YvHhxnnOHBBof1sfuz8fuOgFrjDHncT0L73Zbl+nzsYj0E5FEEUnUKXKVcrbixYszc+ZM3n77bWbNmkWDBg38Nl+fp2WZA8O4/GqM6Yerou6Oq9fDrpwcXETmi8jGDJb2btsMBS4CX17zVVx9XsdX0E6dQjWYNWvWjOXLl3P27Fm7Q8mVpKQkvx8+ku6GG26gadOmfP31137TXS592JG3GzAg73WyUsGufv36vP/++/z000+89tprOdrn2LFjPP/88zRs2JC+fft6OUJniY2N5fz585oRPwN5qY/z8nwsInWAt4DHriHmccaYCGNMRDA1xCnlr0SEQYMGsWDBAvbt28fQoUPtDskRcjyNqjHmgjHmv8aYB4EcjXswxrQ0xtTNYJkNICK9gLbAg+Z/v63sueL4Fa2yzMozOq+jK+i0tDRHT6EarJo3b8758+eveXy0Xfx9CtUrde7cmW3btrFx40a7Q8mRhIQEABo0aODT815LnayUgr59+9KjRw+GDx/O/Pnzs91+2LBhHD58mLFjx5IvX65nn/dr0dHRFCxYUIeRZCO39fE1Ph8jIhWBb4CHjTE7reI9/G8YNmTxfKyU8k9NmzalV69ezJo1iyNHjtgdju2ySuJZXUQ+F5GRIlJRRH4UkVMisg5Xgs08EZHWwAtA3BVJj74Dulnj+qrgSka0ElgFVBeRKiJSAFeiz+/yGocd9uzZw7lz57QBw2GioqIICQnh119/tTuUHEtJSeGvv/4KmB4Y4BpGki9fPr8ZRpKQkEDNmjUpUaJE9hvngbfrZKWChYgwduxYatWqRffu3dmzJ/Pf9VatWsXHH3/M008/ze233+7DKJ0hLCyM6OhobcC4gjfr48yej63ZSH4ABhtjlqaXG2P2ASdFpLE1+8jDwOy8xKCUcp4+ffqQkpLCl196bNCC38rqTwkTgGXAXiABiAduAAbimg0kr8YARYF5IrJWRMYCGGM2AdOBP4C5wFPGmFQrodHTwE/AZmC6ta3f8ZcZSIJNsWLFiIiI8Ks8GH/++SfGmIDqgVGmTBmio6P9YjpVYwwJCQk+GT6C9+tkpYLGddddx4wZMzhz5gxdu3blwoULV22TmprKE088QZkyZfj3v/9tQ5TOEBsby+bNm/nrr7+y3zh4eLM+zvD5GNczcDXgFat8rYiUttY9CYzHlfh+JxnnzVBK+bHbbruNiIgIPvvsM78ZZu0toVmsK2KMGQcgIo8bY9J/m5gnInlOwW2MqZbFuteAqwanGmPmAHPyem677dixA4Bq1TL9L1A2ad68OSNGjODUqVMUKeL8vIiBMoXqle6//36eeuop/vjjD2rXdu5sybt27eLQoUO+asDwap2sVLCpVasWn376Kd27d6dy5cqULVuW66+/nlKlSlGqVCmOHz/O6tWrmTJlCsWLF7c7XNvExsYycOBAfv75Z/r06WN3OE7htfo4s+djY8x/gP9ksi4RqJuX8yqlnK9Pnz488cQTrF69moiICLvDsU1WPTDc03OfzGKdyqXt27dTsGBBv5hCNdg0a9aMixcvsmTJErtDyZH0bMSB1AMD4L777kNEHN8LIz3/hY8aMLROVsrDHnjgAcaPH0+LFi0oW7Ysf//9N2vWrGHq1KlMmTKFe++9l65du9odpq3q1KlD+fLldRjJ5bQ+Vkr53AMPPEBYWBifffaZ3aHYKqseGDVFZD0gwM3Wa6z3gfXnXh/bvn07N998c9AlA/MHTZo0IX/+/Pzyyy+0bt3a7nCylZycTIECBShfvrzdoXhU2bJliYqKYsaMGQwfPtzucDKVkJBAoUKFuPXWW31xOq2TlfKCPn36ZNizIDU1lXz58uFKKxC8RIRWrVoxe/ZsUlNT/Wr6dy/S+lgp5XPFixenc+fOfPXVV7z77rsULlzY7pBskdVv0LWAdriyIKe/Tn/v3D7dfkCnUHWuwoUL07hxY79J5JmUlESlSpUC8oGyc+fObNy4kS1bttgdSqYSEhK44447yJ8/vy9O57U6WURGiMgWEVkvIt9YyeIQkRgRWS0iG6x/m7vtc4dVvkNE3pdg/y1PBZyQkJCgb7xIFxsby7Fjx/jtt9/sDsUp9BlZKWWLPn36cPLkSWbOnGl3KLbJqgEjP1DRGPOn+4Jreqasem6oLKSlpbFz505twHCw5s2bs2bNGo4dO2Z3KNlKTk4OuPwX6Tp16gTg2NlIUlJSWLNmja+Gj4B36+R5QF1jzG3ANmCIVX4YaGeMuRXoCUxy2+djoC+umaKqA87vsqSUuibt27endOnSvP3223aH4hT6jKyUskV0dDTVqlVj/Pjxdodim6waMEZx9bg+rLJR3gkn8O3evZvz589rA4aDNW/enLS0NBYtWmR3KNlKSkoKuPwX6cqXL0+TJk0cmwdj/fr1nD9/3pcNGF6rk40xP1szPQGswPUQjjHmd2PMXqt8ExBmTXFdDihmjFlhXKmwvwA65CUGpZRzhYWF8eyzz/LTTz+xZs0au8NxAn1GVkrZQkTo3bs3ixYtujSzZbDJqgGjjDFmw5WFVlllr0UU4NJ/0HQGEudq1KgRhQoVcvwwkuPHj3Ps2LGA7YEBrtlI1q9fz7Zt2+wO5So+TuAJvquTe5PxFHydgDXGmPNABWC327rdVtlVRKSfiCSKSOKhQ4c8GKZSypeeeOIJihUrxhtvvGF3KE6gz8hKKdv07NmTfPnyER8fb3cotsiqAaNEFuvCPB1IsEhvwNAeGM5VsGBBIiMj+eWXX+wOJUuBOoWqu/RhJL7uhTF69Gi6du2a5TzbCQkJlClThptuuslXYeWpThaR+SKyMYOlvds2Q4GLwJdX7FsHeAt4LLdBG2PGGWMijDER4eHhud1dKeUQxYsX5+mnn2bmzJls3brV7nDsps/ISinblC9fnjZt2jBx4kQuXryY/Q4BJqsGjEQR6XtloYg8Cqz2XkiBbeHChRQuXJgKFTL8Y6VyiGbNmrFhwwac/Bfj9AaMQB1CAlCxYkXuuusupk+f7tPzfvjhh0yfPp2lS5dmuk1CQgKNGjXyZZK/PNXJxpiWxpi6GSyzreP0wpWA7kHj1nIjIhWBb4CHjTE7reI9WMNMLBWtMqVUAHvmmWcoVKgQb731lt2h2E2fkZVSturTpw/79u3jxx8z6jQb2LJqwBgAPCIiC0XkXWv5DegDPOOb8ALLd999x7Rp03juued0ClWHa97cNdnCwoUL7Q0kC0lJSUBg98AA6NKli0+HkWzfvv1ST6lRozIeynzs2DG2bdvmy+Ej4MU6WURaAy8AccaYM27lJYAfgMHGmEutOcaYfcBJEWlszT7yMDA7LzEopZyvdOnSPProo0yaNIn/+7//szscO+kzslLKVvfeey9lypThs88+szsUn8v0t2hjzAFjzF3Av4Bd1vIvY8ydxpj9vgkvcBw5coR+/frxj3/8g5dfftnucFQ2IiIiKFq0qKOHkSQnJ1OiRAlKlMiqJ6v/8/Uwkjlz5gCu/BvffPMNu3btumqblStXAj7Nf+HtOnkMUBSYJyJrRWSsVf40UA14xSpfKyKlrXVPAuOBHcBOMs6boZQKMAMHDgTg3XfftTkS++gzslLKbvnz5+fhhx/m+++/Z9++fXaH41PZdgMwxvxqjPnAWpz725zDPfXUUxw9epQvvviCAgUK2B2OykZoaChRUVGOTuSZlJQU8L0vwPfDSObMmUPNmjV59913ERHGjBlz1TYJCQmICA0aNPBJTO68UScbY6oZY240xtSzlset8v8YY65zK69njDlorUu0hqDcbIx52n3YiVIqcN1000306NGDTz/91NHDLH1Bn5GVUnZ65JFHSE1NZdq0aXaH4lM6jsEHpk+fzrRp0xg+fDi33Xab3eGoHGrevDlbt25l79692W9sg0CeQvVKvpqN5PTp0yxcuJA2bdpw44030rlzZ8aPH8/ff/992XYJCQnUqlWLYsWKeTUepZRyohdffJFz584xevRou0NRSqmgVatWLW6//Xa++uoru0PxKW3A8LIDBw7w5JNP0qBBA1588UW7w1G50KxZMwBH9sJIS0tj165dQdEDA6Bz586A94eR/PLLL6SkpHDvvfcCMGDAAE6cOMHEiRMvbWOMuZTAUymlglHNmjW57777GDNmDCdPnrQ7HKWUClrdu3dn1apV7Nixw+5QfEYbMLzIGEO/fv04deoUEydOJDQ01O6QVC784x//oGTJko7Mg7F3715SUlKCpgeGr4aR/PDDDxQpUoTIyEgAGjduTKNGjRg9ejRpaWmAq+fLkSNHtAFDKRXUhgwZwokTJ/j444/tDkUppYJW165dAZgyZYrNkfiONmB40aRJk/juu+94/fXXqVWrlt3hqFwKCQmhadOmLFiwAKcN70+fQjVYemCA94eRGGOYM2cOMTExl+WpGTBgADt27OCHH34AXMNHwLcJPJVSymnuuOMOYmNjGTlyJGfPnrU7HKWUCko33ngj0dHRfPXVV477fcVbtAHDS3bv3k3//v2JjIzkmWd0Ri1/1bp1a/788082bdpkdyiXCZYpVN15exjJpk2b+Ouvv2jTps1l5Z06daJixYqXplRNSEigcOHC1K1b1ytxKKWUvxg8eDAHDx5k1qxZdoeilFJBq3v37mzZsoV169bZHYpP2NKAISIjRGSLiKwXkW9EpITbuiEiskNEtopIrFv5LhHZYE3jl2hH3DmVlpZG7969uXDhAp9//jkhISF2h6SuUdu2bQH47rvvbI7kcsnJyYgIN910k92h+Iy3h5GkT596zz33XFaeP39+nn76aX755RfWr19PQkICEREROiRMKRX0oqOjKVGiBAsXLrQ7FKWUClqdO3cmNDQ0aJJ52tUDYx5Q1xhzG7ANGAIgIrWBbkAdoDXwkYi4//bfzJrGL8LXAefGBx98wLx58xg5ciQ333yz3eGoPChfvjwNGzZk9uzZdodymaSkJCpWrEjBggXtDsWnvDmM5IcffqBevXpUqFDhqnV9+/YlLCyMt99+m99//12HjyilFJAvXz4iIyNZvHix3aEopVTQKlWqFLGxsUyZMuVSzrZAZksDhjHmZ2PMRevtCqCi9bo9MNUYc94YkwzsABraEeO12rRpEy+++CJt27alX79+doejPCAuLo6VK1eyb98+u0O5JDk5OWgSeLrz1jCS48ePs3Tp0quGj6S7/vrr6dmzJ19++SUpKSnagKGUUpbo6Gi2bt3KgQMH7A5FKaWCVvfu3dm9ezdLly61OxSvc0IOjN7Aj9brCsBfbut2W2UABvhZRFaLiCNbBlJSUujRowfFihVj/PjxiIjdISkPiIuLA+D777+3OZL/SUpKCqr8F+m8NYxk3rx5pKamZtqAAdC/f/9Lr7UBQymlXKKiogBYsmSJzZEEhsyGWYtIQ2sY9VoRWSciHd32aW0Nvd4hIoPti14pZZe4uDgKFy4cFMNIvNaAISLzRWRjBkt7t22GAheBL3NwyEhjTH3gHuApEYnO4tz9RCRRRBIPHTqU52vJqVdeeYW1a9cyfvx4ypQp47PzKu+qW7culStXdkwejHPnzrF3796g7IEB3hlGMmfOHEqWLJllw0StWrVo06YNlStXpmLFiplup5RSwaR+/foULlyYRYsW2R1KoMhwmDWwEYgwxtTDNcz6ExEJtYZaf4jr+bg28IA1JFspFUSKFClCXFwcX3/9NRcuXLA7HK/yWgOGMaalMaZuBstsABHpBbQFHjT/m/NlD3Cj22EqWmUYY9L/PQh8QxZDS4wx44wxEcaYiPDwcI9fW0YWLVrE22+/zaOPPnrpL/YqMIgIcXFxzJ8/n9OnT9sdDrt27QKCawYSd54eRpKWlsacOXNo3bp1tok5v/zyS3777TePnFcppQJBgQIFaNy4sebB8JDMhlkbY864lRfC1TMZXM/DO4wxScaYFGAqriHZSqkg0717d44cOcK8efPsDsWr7JqFpDXwAhBnjDnjtuo7oJuIFBSRKkB1YKWIXCciRa19rwNa4WqJ9rjVq1czYcKEXO1z4sQJHn74YapWrcp7773njbCUzdq3b8+5c+ccUSGkT6EarD0w0oeRTJ48mdTU1Dwfb82aNRw8eDDL4SPpSpQoEVQzvyilVE5ER0ezdu1aTpw4YXcogcZ9mDUi0khENgEbgMetBo2shl9fxq4eykop34iNjaVkyZIBP4zErhwYY4CiwDxrLN9YAGPMJmA68AcwF3jKGJMKlAGWiMg6YCXwgzFmrjcCmzZtGo8//jjnzp3L8T79+/fnr7/+YtKkSRQpUsQbYSmbRUVFUbxaZC/eAAAgAElEQVR4cUcMI0lOTgaCtwcGwDPPPMOWLVv45JNP8nysOXPmICLExsZmv7FSSqmrREVFYYxh2bJldofC4cOHGT9+PKdOnbI7lExd6zBrY0yCMaYO0AAYIiKFcnNeO3ooK6V8p0CBAnTu3Jlvv/2WM2fOZL+Dn7JrFpJqxpgbrSlR6xljHndb95ox5mZjzC3GmB+tsiRjzD+spY4x5jVvxdakSRNSUlJYvXp1jrb/9ttv+eKLLxg6dCh33nmnt8JSNsufPz9t2rTh+++/98hf/fMiKSmJQoUKUbZsWVvjsNP9999PixYtGDp0KAcPHszTsebMmUPDhg0J5oc5TRqnlMqLxo0bExoa6og8GJMnT6Zv376Xhls60TUOs3bffzNwCqhLFsOvlVLBp3v37pw+fZr//ve/dofiNU6YhcRR7rrrLiDn2bQnTJhApUqVePnll70ZlnKAuLg4Dh06REJCgq1xpE+hGsyz3IgIY8aM4fTp0wwefO2/Ox86dIiVK1fmaPhIgNOkcUqpa1a4cGEiIiJsz4NhjCE+Pp6GDRtSt25dW2O5VpkNsxaRKiISar2uBNQEdgGrgOrW+gJAN1xDspVSQSgqKooKFSo4ZhjJ+vXrSUtL8+gxtQHjCuHh4dSsWTNHDRipqaksWrSImJgY8ufP74PolJ3uueceQkNDbR9GEqxTqF6pZs2aPPfcc0yYMOGauy3PnTsXYwz33nuvh6PzL5o0TimVV1FRUaxcuZKzZ8/aFsOaNWvYsGEDvXv3ti0GD8hwmDUQCawTkbW4ktk/aYw5bNXRTwM/AZuB6daQbKVUEAoJCaFr1678+OOPHD9+3NZY9uzZQ4MGDfjXv/7l0eNqA0YGIiMjWbp0abatRevXr+f48eM0bdrUN4EpWxUvXpymTZsye/Zs22IwxlzqgaFg2LBhVKxYkSeffJKLFy9mv4Ob33//nZdffpny5ctz++23eylCv+TRpHFKqeAQHR3NhQsXWLlypW0xxMfHU6hQIbp162ZbDHmV2TBrY8wkaxh1PWNMfWPMt277zDHG1LCGYHttmLVSyj907tyZCxcu8P3339sax5tvvklaWhq9evXy6HG1ASMDkZGRHDt2jM2bN2e53cKFCwG4++67fRCVcoK4uDi2bNnCtm3bbDn/0aNHOXnypPbAsBQpUoT33nuPdevW8fHHH+d4v8mTJ3PXXXeRmprK7NmzyZcv8KtCu5LGadZ7pYJDkyZNEBHb8mCcPXuWr776ik6dOlG8eHFbYlBKKSdo1KgR5cuXZ9asWbbFsGfPHsaNG0evXr08/ofXwH9qvwaRkZEALF26NMvtfv31V6pVq0bFihV9EZZygHbt2gHYlhgnfQYS7YHxP506dSImJoZhw4Zx4MCBLLe9cOECAwYM4KGHHqJRo0asXr2aiIgIH0VqL7uSxmnWe6WCQ8mSJbn11ltty4Px7bffcvz4cX8fPqKUUnmWL18+7rvvPubOncvp06dtiSG998VLL73k8WNrA0YGqlatStmyZbPMg5Ge/6JZs2Y+jEzZrXLlytx222225cFISkoCgnsK1SulJ/Q8e/YsL7zwQqbbHTx4kJiYGEaPHs0zzzzDvHnzKF26tA8jdS5NGqeU8oSoqCiWLVuW6yF9nhAfH0/lypV1WK9SSuH6A9/Zs2f58ccfs9/Yw7zZ+wK0ASNDIkJkZGSWDRjr1q3jxIkT+kUZhNq3b8+SJUs4cuSIz8+tPTAyVqNGDQYNGsQXX3zBwoULOXjwIJs2beLXX39l+vTpfPDBB9xxxx0kJCQwadIkRo0apYl3L6dJ45RSeRYdHc3p06f5/ffffXreP//8kwULFtCrV6+gGBKolFLZiYqKIjw8nJkzZ/r83N7sfQEQ6pWjBoAmTZowY8YM9uzZQ4UKV+em0/wXwSsuLo7/9//+Hz/88AMPP/ywT8+dmJhI6dKlKVq0qE/P6w9eeuklJk+enGmvqCpVqrBs2TJN2JkBY0y1TMonAZMyWTcHmOPNuJRS/iUqKgqARYsW0aBBA5+dd+LEiQAeTxSnlFL+KiQkhPbt2zN16lTOnTtHoUK5SmF2zbzd+wK0B0amssuDsXDhQqpXr55h44YKbPXr16d8+fI+H0aybds2Zs2apQ9ombjuuuuYOXMmw4cP54MPPmDq1KksWLCA9evXs3//frZv366NF0op5UXlypWjWrVqPs2DkZaWxoQJE2jRogWVKlXy2XmVUsrpOnXqxKlTp5g/f77Pzunt3hegPTAyVa9ePa677jqWLFlCly5dLluXnv/iynIVHPLly0fbtm356quvuHDhgs+GIrz++usULFiQ559/3ifn80cRERFBk5RTKaWcKCoqitmzZ5OWluaT4RwLFy5k165dvPaazh6qlFLumjdvTvHixZk5cyZt27b1+vl80fsCtAdGpkJDQ2ncuHGGeTDWrl2r+S+CXGxsLKdOnSIhIcEn59u5cyeTJ0/m8ccf18STSimlHCsqKoqjR49mOxW9p8THx1O8eHE6duzok/MppZS/KFCgAHFxccyePZsLFy54/Xy+6H0B2oCRpcjISNatW8fJkycvK0/Pf6ENGMGrefPm5MuXj3nz5vnkfG+88QahoaEMGjTIJ+dTSimlrkV0dDTgyoPhbSdOnGDmzJl0796dsLAwr59PKaX8zX333cexY8cu/f7qLb7qfQHagJGlyMhI0tLSWLFixWXlCxcupEaNGpQvX96myJTdSpQoQYMGDXzSgLFr1y4mTpxIv379KFeunNfPp5RSSl2rqlWrUq5cOZ/kwUhPTte7d2+vn0sppfxRbGws1113HbNmzfLqeV5//XWf9L4AbcDIUqNGjQgJCblsGEl6/gvtfaFiYmJYuXIlJ06c8Op53nzzTfLly8cLL7zg1fMopZRSeSUiREdHs2jRIowxXj1XfHw8devW5Y477vDqeZRSyl+FhYXRpk0bvvnmG1JTU71yjlWrVjF27Fj69u3r9d4XoA0YWSpatCj16tW7bCaStWvXcvLkSW3AUMTExJCamsqvv/7qtXP89ddfxMfH06dPHypWrOi18yillFKeEhUVxZ49e9i1a5fXzrFp0yZWrlxJ7969ERGvnUcppfxdp06dOHDgAMuWLfP4sVNSUujduzflypXjjTfe8PjxM6INGNlo0qQJK1asuJT4JP2XVW3AUI0bN+a6667z6jCSt956C2MML774otfOoZRSSnlSeh6M3377zWvnGDduHPnz56dHjx5eO4dSSgWCNm3aULBgQWbOnOnxY7/++uts3LiRsWPHUrx4cY8fPyO2NGCIyAgR2SIi60XkGxEpYZWXEpFfReSUiIy5Yp87RGSDiOwQkffFR83tkZGRnDlzhrVr1wKu/Be33HKL5iJQFChQgKZNm3qtAWPv3r2MHz+eXr166dz2Siml/EadOnW46aabmDBhgleOf+LECeLj4+nWrRvh4eFeOYdSSgWKokWL0qpVK2bNmuXRoX0bNmzgtdde48EHH/TJNK3p7OqBMQ+oa4y5DdgGDLHKzwEvAwMz2OdjoC9Q3Vpa+yBOmjRpAsCSJUu4ePEiixcv1t4X6pKYmBi2b9/On3/+6fFjjxgxgosXLzJkyJDsN1ZKKaUcIl++fAwYMIBFixaxcuVKjx//s88+49SpUwwYMMDjx1ZKqUDUqVMn/vrrLxITEz1yvIsXL9K7d29KlizJqFGjPHLMnLKlAcMY87Mx5qL1dgVQ0So/bYxZgqsh4xIRKQcUM8asMK5moy+ADr6ItXz58lStWpUlS5Zo/gt1lZiYGACP98LYv38/Y8eO5aGHHqJq1aoePbZSSinlbY8++ijFixdnxIgRHj3uxYsXef/994mOjqZ+/foePbZSSgWqdu3aERoa6rFhJO+99x6JiYmMGTOGG264wSPHzCkn5MDoDfyYzTYVgN1u73dbZT4RGRnJkiVLLuW/uPvuu311auVwtWrVonz58tfcgHHo0CHi4+P5z3/+w5NPPkn79u1p0KABt956KykpKT6ZikgppZTytKJFi/LEE08wa9Ysdu7c6bHjzp49mz///FN7XyilVC5cf/31tGrVigkTJnDmzJk8HWvbtm288sordOjQgfvvv99DEeac1xowRGS+iGzMYGnvts1Q4CLwpYfP3U9EEkUk8dChQ3k+XmRkJAcPHiQ+Pl7zX6jLiAgxMTEsWLCAtLS0XO179OhRIiMj6dOnDy+//DLTp08nOTmZUqVK0a5dO6ZOnUr16tW9FLlSSinlXf379yc0NJSRI0d67JijRo2iSpUqxMXFeeyYSikVDIYMGcLBgwcZO3bsNR8jLS2NPn36UKhQIT766CNbZoHyWgOGMaalMaZuBstsABHpBbQFHjTZZxPZgzXMxFLRKsvs3OOMMRHGmAhPJHeKjIwEYMuWLTp8RF0lJiaGI0eO8Pvvv+d4n5SUFDp16sSuXbuYO3cuZ8+e5fDhw6xfv565c+cSHx9vS4umUkop5SnlypWjR48eTJgwgcOHD+f5eImJiSxZsoT+/fsTEhLigQiVUip4REZG0rJlS956661r7oXxySefsGTJEt577z3b/qhv1ywkrYEXgDhjTLb/e8aYfcBJEWlszT7yMDDby2FeUrNmTUqVKgVAs2bNfHVa5SdatmwJ5DwPhjGGfv36sXDhQuLj44mNjaVQoULeDFGpLGU2M5Tb+pus2aEGupW1FpGt1sxQg30ftVLKHwwcOJCzZ8/y4Ycf5vlYo0aNomjRovTu3dsDkTmT1sdKKW8aPnz4NffCOHz4MEOHDqV58+b07NnTC9HljF05MMYARYF5IrJWRC79D4rILmAk0EtEdotIbWvVk8B4YAewk+zzZniMiHDXXXcBmv9CXa1MmTLcdtttOW7AeP3115k4cSKvvvoqDz74oJejUypHMpsZKt1I3OpcEQkBPgTuAWoDD7jV1UopdUmtWrVo27YtY8aMydO46z179jBt2jT69OlDsWLFPBih42h9rJTymsjISFq0aHFNvTCGDh3K33//zQcffGDL0JF0ds1CUs0Yc6Mxpp61PO62rrIx5npjTBFjTEVjzB9WeaI1BOVmY8zTORh24lH9+/dn8ODBlC1b1penVX4iJiaGJUuWZFsRTJs2jWHDhtGjRw9eeeUVH0WnVNYymxkKQEQ6AMnAJrddGgI7jDFJxpgUYCrQHqWUysCgQYM4fPgwEydOvOZjfPTRR6SlpdG/f38PRuY8Wh8rpbwtvRfGJ598kuN9Vq9ezaeffso///lPate2t43UCbOQ+IWWLVvyxhtv2B2GcqiYmBhSUlJYvHhxptssW7aMnj17EhUVxfjx421tuVQqC5dmhhKRIsCLwL+u2KYC8Jfbe5/ODKWU8i9RUVE0bNiQd999l9TU1Fzvf+bMGT755BPat29PlSpVvBChY3m0PvZ0knullH+KioqiefPmOe6FkZaWxj//+U/Cw8MZPny4DyLMmjZgKOUBUVFRFChQINNhJDt37qRDhw7ceOONfPPNNxQsWNDHEapgd40zQ70KvGeMOZWH8+oDs1JBTkQYOHAgO3fu5Ntvv831/pMnT+bIkSM8++yzXojO9+yqjz2d5F4p5b+GDx/OgQMHctQLY/LkySxfvpw333yT4sWL+yC6rImPR2L4XEREhElMTLQ7DBUEWrRoweHDh1m3bt1l5V9//TWPPfYYACtWrKBGjRp2hKccSkRWG2MiHBBHL+AxoEV6cmURWQzcaG1SAkgDXgFWA68aY2Kt7YYAGGOy7Kam9bFSwSs1NZUaNWoQHh7O8uXLc9wL0RhDnTp1CAsLIzEx0au9F7U+VkoFkxYtWrBp0yaSkpIoXLhwhtucPHmSGjVqULlyZZYtW0a+fL7p/5BVfaw9MJTykJiYGNavX8+BAwcAOHHiBD179qRLly5Ur16dhIQEbbxQjpTZzFDGmCgrL1FlYBTwujFmDLAKqC4iVUSkANAN+M6G0JVSfiIkJITnnnuOhIQEfvvttxzvN3v2bDZv3syzzz4bFEMvtT5WSvlKei+McePGZbrNv//9bw4ePMgHH3zgs8aL7DgjCqUCQExMDADz589n8eLF/OMf/2Dy5MkMHz6cJUuWUL16dZsjVCpTmc4MlRErwdzTwE/AZmC6MWZTVvsopdQjjzxC6dKladmyJbGxsXz++eecOHHiqu3SH5YbNmxIx44dqVSpEl26dLEhYltofayU8ono6GiaNWvGW2+9xdmzZ69av3nzZkaPHk3v3r1p0KCBDRFmTIeQKOUhaWlplC5dmqJFi/J///d/VKlShUmTJnHnnXfaHZpyMKd0WfYFrY+VUklJSXz22WdMmTKF5ORkChYsSJs2bejWrRvGGCZNmsTcuXNJTU2lXr16PPTQQ/To0YPSpUt7PTatj5VSwea3336jadOmVKhQgdq1a3PLLbdcWt5++21WrVrFtm3bfFIHu8uqPg71aSRKBbB8+fIRExPD1KlT6dOnD++99x5Fixa1OyyllFLKMapWrcprr73Gf/7zH1auXMmUKVOYNm0a33zzDQAVKlTg+eef56GHHqJu3bo2R6uUUoHt7rvvJj4+ngULFrB161YmTpzI33//fWn96NGjfd54kR3tgaGUBx04cIDk5GQaN25sdyjKT+hf/JRSwS41NfXSNORRUVGEhITYEofWx0qpYGeMYf/+/WzdupXDhw/TsWNHW+pk7YGhlI+UKVOGMmXK2B2GUkop5TdCQkJo2rSp3WEopVTQExHKlStHuXLl7A4lU5rEUymllFJKKaWUUo6nDRhKKaWUUkoppZRyPG3AUEoppZRSSimllONpA4ZSSimllFJKKaUcTxswlFJKKaWUUkop5XgBP42qiBwCTgOH7Y7FBjeg1x1M9Lr9UyVjTLjdQfhCkNfH6fz95zUv9NqDl79cf7DVx39msYlT75nGlTsaV+45NbZgiyvT+jjgGzAARCQxWOb1dqfXHVz0upU/CPb7FczXr9cenNcOev3+yKn3TOPKHY0r95wam8b1PzqERCmllFJKKaWUUo6nDRhKKaWUUkoppZRyvGBpwBhndwA20esOLnrdyh8E+/0K5uvXaw9ewX79/sip90zjyh2NK/ecGpvGZQmKHBhKKaWUUkoppZTyb8HSA0MppZRSSimllFJ+TBswlFJKKaWUUkop5XgB34AhIq1FZKuI7BCRwXbHk1sicqOI/Coif4jIJhF5xiq/XkTmich269+SVrmIyPvW9a4Xkfpux+ppbb9dRHq6ld8hIhusfd4XEfH9lWZMREJE5HcR+d56X0VEEqxYp4lIAau8oPV+h7W+stsxhljlW0Uk1q3ckT8bIlJCRGaIyBYR2SwidwbD/RaRZ62f8Y0iMkVECgXD/Q4mgXIPgr1ehuCsmyF46+d0Wk8HB1/cBxGJF5GDIrLRrczWz5I4tG63PmcrRWSdFde/rHJHfPbEod8HIrLL+r9eKyKJVpnt9bU48HtERG6x/p/Sl5MiMsDuuDJljAnYBQgBdgJVgQLAOqC23XHl8hrKAfWt10WBbUBt4G1gsFU+GHjLet0G+BEQoDGQYJVfDyRZ/5a0Xpe01q20thVr33vsvm63638O+Ar43no/HehmvR4LPGG9fhIYa73uBkyzXte27ntBoIr18xDi5J8NYCLwqPW6AFAi0O83UAFIBsLc7nOvYLjfwbIE0j0gyOtlK76gq5utuIOufna7dq2ng2Dx1X0AooH6wEa3Mls/Szi0bre2LWK9zg8kWMdwxGcPh34fALuAG64os72+xuHfI9b/+36gkpPiuixGT1dITlqAO4Gf3N4PAYbYHVcer2k2EANsBcpZZeWArdbrT4AH3Lbfaq1/APjErfwTq6wcsMWt/LLtbL7WisACoDnwvfUDfxgIvfL+Aj8Bd1qvQ63t5Mp7nr6dU382gOK4HhDlivKAvt+4Hoz/siq8UOt+xwb6/Q6mJZDvQTDVy1Y8QVc3W7EEZf3sFo/W00Gw+PI+AJW5vAHDUZ8lHFi3A4WBNUAjJ3z2cPD3ARk3YNh6L/GD7xGgFbDUaXG5L4E+hCT9yzbdbqvML1ldrW7H1fJaxhizz1q1Hyhjvc7smrMq351BuROMAl4A0qz3pYDjxpiL1nv3WC9dn7X+hLV9bv8/7FYFOARMsLrjjReR6wjw+22M2QO8A/wfsA/X/VtN4N/vYBKQ9yAI62UIzroZgrR+Tqf1dNCw8z445rPktLrdGqaxFjgIzMPVM8EJnz0nfx8Y4GcRWS0i/awyu++lP3yPdAOmWK+dFNclgd6AETBEpAgwExhgjDnpvs64mrKMLYF5iYi0BQ4aY1bbHYuPheLqUvmxMeZ24DSuLluXBOj9Lgm0x1WxlweuA1rbGpRS2Qi2ehmCum6GIK2f02k9rXzJzs+SE+t2Y0yqMaYerh4PDYGavo7hSn7wfRBpjKkP3AM8JSLR7ittupeO/h6x8pXEAV9fuc5J32+B3oCxB7jR7X1Fq8yviEh+XBXpl8aYWVbxAREpZ60vh6tFFjK/5qzKK2ZQbrcmQJyI7AKm4uqaNhooISKh1jbusV66Pmt9ceAIuf//sNtuYLcxJsF6PwNXRRfo97slkGyMOWSMuQDMwvUzEOj3O5gE1D0I0noZgrduhuCtn9NpPR0c7LwPtn+WnF63G2OOA7/iGl5h92fP0d8HVq8xjDEHgW9wNfzYfS+d/j1yD7DGGHPAeu+UuC53rWNP/GHB1cqVhOuvBenJX+rYHVcur0GAL4BRV5SP4PKkKm9br+/l8qQqK63y63GNuSppLcnA9da6K5OqtLH7uq+41qb8LzHQ11yeGOhJ6/VTXJ4YaLr1ug6XJwZKwpWcxrE/G8Bi4Bbr9avWvQ7o+41rLOcmXGM7BVeCo38Gw/0OliWQ7oHWy5euN6jqZivuoKuf3a5d6+kgWHx5H7g6B4atnyUcWrcD4UAJ63UYrnqorZM+ezjs+wBXD7Gibq+X4eoxZnt9jYO/R3A1RD3ilJ/9TOP0dGXktAVXltRtuMaKDbU7nmuIPxJXd531wFpraYNrzNgCYDsw3+2HQ4APrevdAES4Has3sMNa3H84I4CN1j5juCKxjN0Ll1eKVa0PwA5cFWRBq7yQ9X6Htb6q2/5DrWvbilvGW6f+bAD1gETrnn9rVQABf7+BfwFbrNgm4foiC/j7HUxLoNwDrZcvxRhUdbMVW1DWz27xaT0dBIsv7gOuMfb7gAu4/irdx+7PEg6t24HbgN+tuDYCr1jljvns4bDvAyuGddayKX1fu++ltZ8jv0dwNfQcAYq7ldkeV0aLWAdUSimllFJKKaWUcqxAz4GhlFJKKaWUUkqpAKANGEoppZRSSimllHI8bcBQSimllFJKKaWU42kDhlJKKaWUUkoppRxPGzCUUkoppZRSSinleNqAoZRSSimllFJKKcfTBgzld0QkVUTWisgmEVknIs+LSD5rXYSIvJ/FvpVFpLvvor3q3GdFZG0u9+sqIjtE5HtvxaaUUtdC62OllHIGrY9VsNAGDOWPzhpj6hlj6gAxwD3AcABjTKIxpn8W+1YGbKmgLTuNMfVys4MxZhrwqJfiUUqpvND6WCmlnEHrYxUUtAFD+TVjzEGgH/C0uDRNb4kVkbutlui1IvK7iBQF3gSirLJnrVbfxSKyxlrusvZtKiILRWSGiGwRkS9FRKx1DURkmdW6vVJEiopIiIiMEJFVIrJeRB7LLnbr3FtE5HMR2Wado6WILBWR7SLS0Hv/c0op5VlaHyullDNofawCWajdASiVV8aYJBEJAUpfsWog8JQxZqmIFAHOAYOBgcaYtgAiUhiIMcacE5HqwBQgwtr/dqAOsBdYCjQRkZXANKCrMWaViBQDzgJ9gBPGmAYiUhBYKiI/G2OSswm/GnA/0BtYhav1OxKIA14COlzjf4tSSvmc1sdKKeUMWh+rQKUNGCqQLQVGisiXwCxjzG6rkdhdfmCMiNQDUoEabutWGmN2A4hrXF5l4ASwzxizCsAYc9Ja3wq4TUQ6W/sWB6oD2VXQycaYDdYxNgELjDFGRDZY51NKqUCg9bFSSjmD1sfKr2kDhvJ7IlIVV+V6EKiVXm6MeVNEfgDa4Grxjc1g92eBA8A/cA2pOue27rzb61Sy/rwI8E9jzE+5DN/9HGlu79OyOZ9SSjmO1sdKKeUMWh+rQKU5MJRfE5FwYCwwxhhjrlh3szFmgzHmLVzdz2oCfwNF3TYrjqvFOA14CAjJ5pRbgXIi0sA6R1ERCQV+Ap4QkfxWeQ0RuS7vV6iUUv5B62OllHIGrY9VINMWLOWPwqwua/mBi8AkYGQG2w0QkWa4Wms3AT9ar1NFZB3wOfARMFNEHgbmAqezOrExJkVEugIfiEgYrvF9LYHxuLq0rbGSGR1Cx+cppQKf1sdKKeUMWh+roCBXNMoppbxERCoD3xtj6l7Dvk1xS66klFLq2ml9rJRSzqD1scotHUKilO+kAsWt1vEcs1q0PwKOeSUqpZQKPlofK6WUM2h9rHJFe2AopZRSSimllFLK8bQHhlJKKaWUUkoppRxPGzCUUkoppZRSSinleNqAoZRSSimllFJKKcfTBgyllFJKKaWUUko5njZgKKWUUkoppZRSyvG0AUMppZRSSimllFKOpw0YSimllFJKKaWUcjxtwFBKKaWUUkoppZTjhdodgLfdcMMNpnLlynaHoZRSGVq9evVhY0y43XH4gtbHSiknC6b6WCml/FXAN2BUrlyZxMREu8NQSqkMicifdsfgK1ofK6WcLJjqY6WU8lc6hEQppZRSSimllFKOpw0YSimllFJKKaWUcjxtwFBKKaWUUkoppZTjaQOGUkoppZRSSimlHE8bMJRSSimllFJKKeV4AT8LSaBJTExk8ODB5M+fn1KlSlGqVCluuOEGSpUqRXR0NHXr1rU7RKWUUgHCGMOIESM4dOgQI0aMsDscpUtiC38AACAASURBVJRSSgU5bcDwI0ePHqVTp06cPXuWSpUqsXXrVo4cOcLJkycBKFy4MDt37qRs2bI2R6qUUsrfnT9/nr59+zJp0iQAWrZsSWxsrM1RKaWUUiqY6RASP2GMoVevXuzbt485c+awatUqkpKSOHHiBOfPn2fNmjWcP3+e1157ze5QlVJK+bmjR48SGxvLpEmTePXVV6lSpQqDBg0iNTXV7tCUUkopFcS0AcNPvPfee/z3v/9lxIgRREREXLauQIEC3H777fTp04dPPvmE5ORkm6JUSinl75KSkrjrrrtYvnw5X375JcOHD+eNN95gw4YNfPHFF3aHp5RSSqkgpg0YfiAhIYEXX3yRDh060L9//0y3e+WVVwgJCWH48OE+jE4ppVSgWLFiBY0bN+bgwYPMmzeP7t27A9ClSxcaNWrEsGHDOHPmjM1RKqWUUipYaQOGwx07doyuXbtSsWJF4uPjEZFMt61QoQL//Oc/mTx5Mhs3bvRhlEoppfzd0qVLadasGUWLFmX58uVER0dfWicivPPOO+zdu5eRI0faGKVSSimlgpk2YDiYMYZHHnmEvXv3Mm3aNEqWLJntPi+++CJFixZl2LBhPohQKaVUILhw4QL9+vWjbNmyrFixgltuueWqbSIjI+nYsSNvvfUWBw4csCFKpZRSSgU7bcBwsNGjRzN79mzeeustGjZsmKN9SpUqxaBBg5g9ezYrVqzwcoRKqUAgIveLyCYRSRORCLfyB0VkrduSJiL1rHV3iMgGEdkhIu9LVt3DlOONGTOGP/74g9GjRxMeHp7pdm+++Sbnzp3jX//6lw+jU0oppZRy0QYMhzpw4AAvvPACcXFxDBgwIFf7DhgwgNKlS/PSSy9hjPFShN6zf/9+qlevzs0330z//v2ZO3cu586dszsspQLZRuA+YJF7oTHmS2NMPWNMPeAhINkYs9Za/THQF6huLa19GK/yoH379jF8+HDatGlDu3btsty2Ro0aPPbYY4wbN44tW7b4KEKllFJKKRdtwHCouXPncuHCBV599dUs815kpEiRIgwdOpRff/2V+fPnX7U+JSWFZcuWsXPnTtLS0jwVskecOXOGdu3asXfvXm655RY+/fRT7rnnHkqVKkVcXByffvopKSkpdoepVEAxxmw2xmzNZrMHgKkAIlIOKGaMWWFcraRfAB28HKbykhdeeIHz588zevToHH3fDB8+nMKFC/Piiy/6IDqllFJKqf/RBgyHmjt3LmXLlqVevXrXtP9jjz1GpUqVLvXCOHnyJNOmTeOBBx4gPDycJk2aUK1aNYoVK8add95Jv379GDNmDKtXr/bwleRcWloaPXr0YPXq1UyZMoU5c+Zw9OhRfvjhB3r16sX69evp168fffv29cueJUr5ua7AFOt1BWC327rdVtlVRKSfiCSKSOKhQ4e8HKLKrcWLFzN58mQGDRpEtWrVcrRPeHg4Q4YM4bvvvuO3337zcoRKKaWUUv8jgf6LYEREhElMTLQ7jFxJTU2ldOnStGvXjs8///yaj/P555/zyCOP0KhRI9asWcOFCxcIDw+nffv2tG7dmuPHj7N+/fpLy9GjRwFITk6mcuXKnrmYXBg0aBDvvPMOo0aN4plnnrlqvTGGf//737z66qu88cYbDB482OcxKuVpIrLaGBOR/ZZ5Ps98oGwGq4YaY2Zb2ywEBhpjEq/YtxEw3hhzq/U+AnjTGNPSeh8FvGiMaZtVDP5YHweyixcvUr9+fU6cOMHmzZspXLhwjvc9e/YsVapUITIykhkzZngxSqV8x1f1sVJKqWsXancA6mqJiYkcPXqU1q3zNqT8oYceYuzYsRw5coRnnnmGDh060LhxY0JCQq7a1hjD0qVLiYqKYsmSJT5vwBg7dizvvPMOTz31FP37989wGxHhlVdeYcuWLQwZMoRbbrmFjh07+jROpfxVemPDNerG/3pfAOwBKrq9r2iVKYc5evQoIpLhLFYfffQRGzZsYObMmblqvAAICwvjnnvu4bvvviMtLY18+bRDp1JKKaW8z5Ynjiwy3hcQkQlWZvt1ItLUbV3QZLyfO3cuIkJMTEyejhMSEsKKFSvYvn07I0aMoEmTJhk2XoCrceDOO++kaNGiLFu2LE/nza2ffvqJp59+mjZt2jBq1Kgsx2CLCPHx8TRq1IgePXrw+++/+zBSpYKPiOQDumDlvwAwxuwDTopIY6sufhiYbVOIKgvNmzenTJkytGvXjq+++opTp04BrkTRL7/8Mq1atbrmhuAWLVpw9OhR1q1b58mQlVJKKaUyZdefTDLMeI8roz1WN+UY4F3r4RmCKOP9jz/+SMOGDSlVqpRPzxsSEkLDhg1Zvny5z865YcMG7r//furWrcvUqVMJDc2+U1BYWBjffvvtpcSe+/bt80GkSgUuEekoIruBO4EfROQnt9XRwF/GmKQrdnsSGA/sAHYCP/okWJVjqamp/PHHH9SqVYu1a9fy4IMPUrp0abp168YjjzzC2bNn+eCDD3KdKDpds2bNAFiwYIEnw1ZKKaWUypQtDRhZZLyvDfxibXMQOA5EBFPG+yNHjvD/2bvzuKir/Y/jr8Mi7rik5S4u5UKuaGBCCShaqWlZrknua2pa3m6lmVkumdq1cisVLK3MXVNRFHAXtRDKPXEtyQV31vP7A/BHicgyM9+Z4fN8POZx8buc8+ZxeZxmPvM95+zbt4927doZ0n+LFi2Iioq69y2dOV28eJHnn3+e4sWLs27dOkqUKJHjex977DHWrl3L1atX6dixI3fu3DFjUiHsm9Z6pda6stbaRWv9qNY6INO57VprzyzuidRau2uta2qth2l7X1DJBv35558kJSUxaNAgYmNjCQ8PJzAwkK1bt/Lzzz8zevRoHn/88Ty3X6lSJZ544glCQ0NNmFoIIYQQ4sGsbdLqr0AHpZSTUsoNaApUIRcr3tu6kJAQtNb5Xv8ir7y8vEhNTWX//v1m7efWrVt06NCBy5cvs27dOipXrvzwm/6lYcOGfPvtt0RGRtKrVy8pYgghRCaxsbEAVKtWDQcHB7y9vfnyyy+5cOECe/fuZeLEifnuw8/Pj/DwcJKSkvLdlhBCCCHEw5itgKGU2qKUis7i1TGb274hrTgRCcwEdgEpeejbZrft27hxI2XKlMHDw5hFsD09075oNec0kpSUlHvbpS5btowmTZrkua2OHTsybdo0fvrpJ9zd3dm4caMJkwohhO3KXMDIzNnZmebNm+doyt7D+Pr6cuvWLfbt25fvtoQQQgghHsZsBQyttX/648X/fj1woTetdbLWepTWupHWuiNQCjhGLle811rP01p7aK09ypUrZ6pfyexSU1PZuHEjbdq0eeBim+ZWunRp6tSpY9YCxtixY1m1ahUzZsygffv2+W5v9OjRbN26FWdnZ9q1a0eXLl04f142RBBCFGwPKmCY0rPPPotSSqaRCCGEEMIirGoKiVKqqFKqWPrPrYFkrfVvBWXF+6ioKP766y/Dpo9k8PLyYvfu3ZhjSvvcuXOZPn06w4YNe+B2qXnh6+vLr7/+ykcffcS6deuoU6cOs2bNIjk52WR9CCGELYmNjaVMmTIUL17cbH2ULVuWRo0ayUKeQgghhLAIo7ZRfdCK9+WBg0qp34GxQK9Mt9n9ivc//5z2KwUEBDzkSvPy8vLi8uXLHD9+3KTtbtq0iaFDh/Lcc88xY8aMPK98/yAuLi68++67REdH07JlS0aOHEn37t1N2ocQQtiK2NhYsz59kcHX15fdu3dz+/Zts/clhBBCiILNqF1IslzxXmt9Wmv9hNa6bvoUlNhM99j9ivcbN26kcePGPPbYY4bm8PLyAky7DsaxY8dyvV1qXtWsWZMNGzYwdOhQVq5cyfXr183WlxBCWCtLFTD8/PxITExk165dZu9LCCGEEAWbVU0hKcji4+PZtWuX4dNHAOrVq0fJkiVNWsAIDg7m1q1brF27NlfbpeaVUoqXX36Z5ORktm3bZvb+hBDCmmitOXPmDFWrVjV7Xy1btsTJyUmmkQghhBDC7KSAYSVCQ0NJTk62igKGg4MDnp6eJi1g7N27lwYNGlClShWTtfkwLVq0oFixYmzatOnhFwshhB25evUqN2/etMgTGCVKlKB58+aykKcQQgghzE4KGFZi48aNlCxZ8t70DaN5eXkRHR3NjRs38t1Wamoq+/bt46mnnjJBspwrVKgQrVq1kgKGEKLAscQOJJn5+fkRGRlJfHy8RfoTQgghRMEkBQwroLVm48aN+Pv74+zsbHQcIK2AkVF4yK+jR48SHx9v8QIGpC2IeurUKU6ePGnxvoUQwiiWLmD4+vqSmppKWFiYRfoTQgghRMEkBQwrcOTIEc6cOWMV00cyZBQbTDGNZO/evQB4enrmu63cytjRRZ7CEEIUJJYuYHh5eVG4cGGZRiKEEEIIs5IChhWwlu1TMytVqhT16tUzSQFjz549uLq68sQTT5ggWe7UqlULNzc3KWAIIQqU2NhYihQpwiOPPGKR/lxcXGjZsqUs5CmEEEIIs5IChhXYuHEj9erVs8hq8bnh5eXF7t27SU1NzVc7e/fupXnz5jg4WP7PTSlFQEAAoaGhJCYmWrx/IYQwQsYWqkopi/Xp6+tLdHQ0f/31l8X6FEIIIUTBIgUMgyUmJrJjxw78/f2NjnKfFi1acPXqVY4dO5bnNm7dukVUVJQh619kaNOmDTdv3jTpripCCGHNzpw5Y7HpIxn8/PwA2L59u0X7FUIIIUTBIQUMgx04cIA7d+7wzDPPGB3lPhk7ouTng/+BAwdITU01tIDh6+uLo6MjmzdvNiyDEEJYUmxsrMWf6mvSpAklS5aUaSRCCCGEMBspYBgsPDwcAG9vb4OT3O+JJ56gVKlS+SpgZCzgaWQBw9XVFS8vL1kHQwhRINy+fZu4uDiLP4Hh5OTEM888Iwt5CiGEEMJspIBhsPDwcOrWrUu5cuWMjnIfBwcHPD0981XA2LNnDzVq1DD89wsICODgwYPExcUZmkMIIcztzJkzgOV2IMnMz8+PkydP3tsFRQghhBDClKSAYaCUlBR27NiBj4+P0VEeyMvLi5iYGOLj4/N0/969ew3ZPvXfAgIC0FoTEhKS5fnExEQWLlzI3bt3LZxMCCFMy9JbqGaWsZ7Tjz/+aPG+hRBCCGH/pIBhoKioKK5fv271BQytNfv27cv1vefOneP8+fOGTh/J0KRJE8qWLfvAaSQjRoygT58+/PDDDxZOJoQQpmVkAaN+/fr4+fkxdepUbt68afH+hRBCCGHfpIBhoIiICMA617/I8NRTT6GUYteuXbm+1xrWv8jg6OiIv78/mzdvRmv9j3PffPMNc+bMASAsLMyIeEIIYTKxsbE4OjpSsWJFQ/qfOHEicXFxzJ4925D+hRBCCGG/pIBhoPDwcNzc3KhSpYrRUR6oZMmSuLu7s3379vs++D/M3r17KVSoEI0aNTJTutwJCAjgzz//5PDhw/eORUZGMmTIEPz9/Xn++efvLaoqhBC2KjY2lsqVK+Pk5GRI/15eXrRr145p06Zx/fp1QzIIIYQQwj5JAcMgWmvCw8OtevpIhhdffJHt27fTunVrTp8+neP79uzZQ+PGjXFxcTFfuFxo06YNwL1pJHFxcXTu3JlHH32UpUuX4uvry4kTJ7hw4YKRMYUQIl/OnDljyPSRzCZOnMiVK1eYOXOmoTmEEEIIYV+kgGGQo0ePEhcXZxMFjAkTJjBnzhz27t3Lk08+yZw5cx76NEZycjKRkZFWsYBnhkqVKuHu7s6mTZtITk6mW7duXLp0iRUrVvDII4/c+/8iY2qPPVq/fj0bN240OoYQwoxiY2OpWrWqoRmaNm3Kiy++yGeffcbVq1cNzSKEEEII+yEFDINkTFWwhQKGUoqBAwcSHR2Np6cngwcPxt/fP9unMQ4fPsydO3esYv2LzAICAoiIiGDUqFFs3bqVOXPm0LRpUwAaNWpE8eLF7XYaSWJiIq+99hqdO3fm6NGjRscRQphBcnIy58+fN/wJDEgrfsfHxzN9+nSjowghhBDCTkgBwyDh4eFUqFCBmjVrGh0lx6pVq8bmzZuZO3cu+/btw93dnRUrVmR5rTUt4JlZQEAAiYmJzJ49m8GDBxMYGHjvnJOTE08//bTdFjA2bNjAlStXSE5OpmfPniQlJRkdSQhhYufPnyclJcUqChgNGjTglVdeYdasWfz9999GxxFCCCGEHZAChgG01oSFheHj44NSyug4uaKUYsCAAURHR+Pu7k6vXr2IiYm577q9e/dSrlw53NzcDEj5YN7e3hQvXhxPT88s52b7+PgQHR3N5cuXDUhnXkFBQZQvX57g4GAiIyOZOHGi0ZGEECZm5BaqWfnggw+4ffs2U6dONTqKEEIIIeyAYQUMpdQ0pdQRpVSUUmqlUqpUpnPvKKVOKKWOKqUCMh1vm37shFLqP8Ykz7/Y2FjOnTtn1dunPky1atVYuXIlJUqUoEuXLty8efMf5/fs2XNvC1ZrUrhwYfbt28fmzZspVKjQfeczpvTs2LHD0tHM6vLly6xbt44ePXrw6quv0rt3byZNmsTu3buNjiaEMCFrK2DUrVuX7t27M3v2bP7880+j4wghhBDCxhn5BEYI4K61bgAcA94BUErVA7oC9YG2wJdKKUellCPwBdAOqAd0S7/W5tjS+hfZqVChAt999x1Hjx5l8ODB9xb2vHbtGkeOHLGqBTwzq1u3LiVKlMjyXLNmzXBxcbG7aSTff/89SUlJ9O7dG4BZs2ZRpUoVevXqdV/xSQhhuzIKGEYv4pnZ+PHjSUxMZPLkyUZHEUIIIYSNM6yAobXerLVOTv/nHqBy+s8dgWVa6wSt9R/ACaB5+uuE1vqU1joRWJZ+rc0JDw+ndOnS1K9f3+go+ebr68sHH3zAkiVL+PrrrwHYt28fYH3rX+SEi4sLnp6edlfACAoKokGDBjRs2BAAV1dXgoKCOHXqFG+++abB6YQQpnLmzBnKly9PkSJFjI5yT61atQgMDOTzzz+nRo0atG3bljfeeIPZs2ezefNm4uPjjY4ohBBCCBvhZHSAdH2A79N/rkRaQSPDufRjAGf/ddz2PiGTVsDw9vbGwcE+liD573//S0REBMOGDcPDw4O9e/eilKJZs2ZGR8sTHx8fJk2axI0bNx74pIYtOXr0KHv37uXTTz/9x3EfHx/eeustpk6dSvv27Wnfvr1BCYUQpmINW6hmZfr06VStWpXff/+dY8eOsXPnzntPf9WqVYvDhw9TuHBhg1MKIYQQwtqZ9RO0UmqLUio6i1fHTNe8CyQD35qw3wFKqUilVGRcXJypmjWJixcvcvz4cZufPpKZo6MjS5YsoWzZsnTp0oUtW7ZQt25dXF1djY6WJz4+PqSmprJr1y6jo5hEcHAwDg4OdO/e/b5zH374IQ0bNqRv375cunTJgHRCiH/TWrNgwQKqVKnC2rVrc3VvbGys1ax/kZmrqyvjxo1j6dKlHDhwgOvXr3PhwgUWLlzIiRMn+PLLL42OKIQQQggbYNYChtbaX2vtnsVrNYBSKhB4AeihMxZQgPNAlUzNVE4/9qDjWfU7T2vtobX2KFeunIl/q/yJiIgAbH/9i38rX748y5Yt448//iA8PNwmp49k8PLywsnJyS6mkaSmphIcHEybNm2oUKHCfeddXFz49ttvuX79Oi+//DIJCQkGpBRCZDh+/Di+vr7079+fCxcu5GrdCK01Z86cscoCxr8ppahQoQKBgYEEBAQwadIkrl27ZnQsIYQQQlg5I3chaQu8DXTQWt/OdGoN0FUp5aKUcgNqA/uA/UBtpZSbUqoQaQt9rrF07vwKDw+nWLFiNG7c2OgoJuft7c2kSZOAtCKArSpWrBhNmza1iwJGeHg4Z86c4bXXXnvgNfXr12fhwoVEREQwYMAA/r+WKAoKpVQXpVSMUipVKeWR6bizUmqxUuqwUup3pdQ7mc7Zxa5Q1iIpKYnJkyfz5JNPcujQIRYsWMDUqVPZtWsXhw8fzlEbcXFx3LlzxyYKGJlNnjyZq1evMmXKFKOjCCGEEMLKGbkIw2ygBBCilPpFKTUHQGsdA/wA/AZsBIZqrVPSF/wcBmwCfgd+SL/WpoSHh/P000/j5GQty4+Y1ltvvcWaNWvo2bOn0VHyxcfHh3379nHnzh2jo+RLUFAQJUqUoGPH7Ne77datGxMmTCAoKIhPPvnEQumEFYkGOgP/rtp1AVy01k8CTYGBSqnq9rQrlDX45ZdfaNasGe+88w4vvPACv//+O3379iUwMBAXFxfmzp2bo3asbQvVnGrUqBE9evRg5syZnDt3zug4QgghhLBiRu5CUktrXUVr3Sj9NSjTuUla65pa6ye01j9nOr5Ba/14+rlJxiTPuytXrnD48GG7mz6SmYODA+3bt7eqFfDzwsfHh8TExHs7qtiiW7du8eOPP/LKK69QtGjRh17//vvv07NnT959911++OEHCyQU1kJr/bvW+mhWp4BiSiknoAiQCFzHjnaFMlpCQgLt2rXj0qVLrFixguXLl9+b7lW2bFleeeUVgoKCcrTdsa0WMAAmTpxIamoq48ePNzqKEEIIIazYAwsYSqmoHLy2WjKsrdu5cydgf+tf2KOnn34apZRNTyNZtWoVN2/ezHb6SGZKKRYsWEDLli157bXX2LNnz8NvEhZj0Ji8HLgFXATOAJ9qra+QtjPUv3eFqnT/7da9qLI1WLp0KX/++SeLFy+mU6dO950fNGgQN27cYNmyZQ9ty5YLGNWrV2fo0KEsWrSImBibe7hSCCGEEBaS3RMYjkD7bF4dAOtaIdPKhYWF4eLiYrPbixYkpUuXpkGDBjZdwAgKCqJ69eq0bNkyx/e4uLiwcuVKKlWqRMeOHTl9+rT5AorcyteYnJNdobLQHEgBKgJuwGilVI3chLbmRZWNprVmxowZuLu74+/vn+U1Xl5euLu7M2fOnIe2d+bMGUqUKEGpUqVMHdUi3n33XYoXL84777zz8IuFEEIIUSBlV8AYqLWOzeZ1GhhioZx2Ydu2bXh5ecle9zbimWeeYdeuXSQlJRkdJdfOnz/Pli1b6NWrFw4OuZsp9sgjj7B+/XoSExN54YUX+PPPP82UUuRSvsbkh+0K9QDdgY1a6ySt9SVgJ+BBLnaFEg+2fft2oqKiGDlyJEqpLK9RSjFo0CAOHDhAZGRktu3FxsZStWrVB7Zl7cqWLct//vMf1q5de2/HLiGEEEKIzB74yUZrveNhN+fkGpHmypUrHDp0CF9fX6OjiBzy8fHh9u3bHDx40Ogoufb111+TmppKr1698nR/nTp1WLFiBadOnaJJkybyYcIKGDQmnwF8AZRSxQBP4Ah2siuU0WbMmEG5cuXo0aNHttf17NmTokWLPnQxz9jYWJucPpLZiBEjqFSpEm+//bbsiCSEEEKI+2S3BsbhB8yxPqyUirJkSHsQFhaG1loKGDbE29sbwOamkZw6dYrJkyfTqVMnateuned2WrVqxZ49eyhevDitWrVi+vTp8oHCQOYck5VSnZRS5wAvYL1SalP6qS+A4kqpGNKKFgu11lH2siuUkY4fP866desYPHjwQ5/Kc3V1pXv37nz33XfEx8c/8Dp7KGAULVqUCRMmsGfPHlauXGl0HCGEEEJYGfWgDyRKqWzfBWmtY82SyMQ8PDz0wx67tYThw4fzzTffcPXqVQoVKmR0HJFDdevWpVatWqxdu9boKDmitaZt27bs3r2b3377jcqVK+e7zfj4ePr06cOKFSvo1KkTCxcuxNXV1QRpBYBS6oDW2iMH19n8mGwt47E1GDZsGPPnzyc2NpbHHnvsoddHRkbSrFkzZs+ezdChQ+87f+PGDUqWLMnkyZMZO3asOSJbTHJyMg0bNiQpKYmYmBicnZ2NjiQKiJyOx0IIIYyT3RSS7OZaW/0bZWsTGhqKt7e3FC9sjI+PDxERESQmJhodJUeWLl3K5s2b+fjjj01SvIC0b3+XL1/O9OnTWbNmDR4eHvz6668maVvknIzJ9uPq1assXLiQbt265ah4AeDh4UHTpk2ZM2dOlk9C2fIOJP/m5OTE1KlTOX78+EOnzQghhBCiYHno6n5KKU+l1H6l1E2lVKJSKkUpdd0S4ezFX3/9xW+//SbTR2zQSy+9RHx8PF9//bXRUR7qypUrjBw5kqeeeorBgwebtG2lFG+++Sbbt2/n9u3beHt7c+zYMZP2IXJGxmTbN3/+fG7fvs2oUaNydd+gQYOIjo5m9+7d952zpwIGwHPPPUerVq344IMPsp02I4QQQoiCJSfbE8wGugHHgSJAP9LmRYsc2rZtG4AUMGxQ69atadmyJRMnTuTOnTtGx8nWW2+9xZUrV5g3bx6Ojo5m6aNly5bs3r2bQoUK0aVLF27fvm2WfkS2ZEy2YUlJSfzvf/+jVatWNGzYMFf3du3alZIlS2a5peqZM2cA+ylgKKX49NNPuXz5MpMnTzY6jhBCCCGsRI72V9RanwActdYpWuuFQFvzxrIvoaGhuLq60rhxY6OjiFxSSvHxxx9z8eJFvvjCej8jhoWF8c033zBmzBgaNGhg1r6qVq3KkiVLOHz4MMOGDTNrXyJrMibbrhUrVnDu3LlcP30BULx4cXr16sWyZcvw9PTEz8+PDh060K1bN+bNm4ezs3OOp6TYgiZNmtCrVy9mzJhxr0AjhBBCiIItJwWM2+nb5P2ilJqqlBqVw/tEutDQUJ599lmzfSsuzMvb25uAgAA++eQTrl+3vif1ExISGDhwIG5ubowbN84ifbZt25b33nuPhQsX8s0331ikT3GPjMk2bMaMGdSqVYvnn38+T/ePGTOGTp064erqSkJCAmfPnuXgwYPExcXRoUMHHBzs60/ho48+AuC9994zOIkQQgghrEFO3un0AhxJ2zLvFlAFeMmcoexJbGws3BicdQAAIABJREFUJ0+epFWrVkZHEfkwadIkrly5wowZM4yOcp9PPvmEo0ePMmfOHIoWLWqxfsePH4+fnx9Dhw6VRT0tS8ZkG7V792727t3LiBEj8lxoqF69Ot9//z2bNm1ix44dHDp0iKNHj3Lu3DmWL19u4sTGq1q1KqNGjSI4OJiDBw8aHUcIIYQQBnvgNqr2wuht+xYtWsTrr79OVFQUTz75pGE5RP699NJLhISE8Mcff1C2bFmj4wBw8uRJ6tWrx8svv8y3335r8f4vXbpE48aNKVasGJGRkZQsWdLiGWxdQdq2z+jx2Gj9+vXjxx9/5Pz58xQvXtzoODYjPj6eWrVq8eSTT7J161aUUkZHEnaqII3HQghhq3KyC8lhpVTUv14RSqkZSinr+BRnxUJDQylXrhz169c3OorIp4kTJ3Lz5k2mTJlidJR75s+fT0pKCtOmTTOk//Lly/P9999z6tQp+vbtm+X2jsK0ZEy2XVu3bsXPz0+KF7nk6urK+PHj2bZtGxs2bDA6jhBCCCEMlJNnWH8G1gM90l9rgUjgT2CR2ZLZAa01oaGhtGrVyu7mJRdE9erVo1evXvzvf//jwoULRschJSWF4OBg2rVrR8WKFQ3L0bJlSyZPnszy5cuZPn26YTkKEBmTbdCpU6c4ffq07EaVRwMHDqR27dq8/fbbJCcnGx1HCCGEEAbJyadqf631O1rrw+mvd4FntNZTgOrmjWfbTpw4wfnz5+UNqx0ZP348ycnJ9xaWM9KWLVu4cOECvXv3NjoKo0eP5uWXX+att96y6t1a7ISMyTYoNDQUAD8/P4OT2CZnZ2emTJnCb7/9xtKlS42OI4QQQgiD5KSA4aiUap7xD6VUM9IWkAOQr0GykfGGVQoY9qNGjRr079+f+fPnc+rUKUOzLF68mNKlS9O+fXtDc0DadrPffvstHTp0YNiwYVLEMC8Zk23Q1q1bqVChAnXq1DE6is168cUXqVevHrNmzZLpakIIIUQBlZMCRj/ga6XUH0qp08DXQH+lVDHgE3OGs3WhoaFUrlyZWrVqGR1FmNB7772Hk5MTH374oWEZ4uPjWblyJd26dcPFxcWwHJkVKlSIH3/8UYoY5idjso3JmE7o6+srC1Dmg1KKN954gwMHDrBr1y6j4wghhBDCAA8tYGit92utnwQaAQ211g201vu01re01j+YP6JtSk1NZdu2bbRq1UresNqZihUrMmDAAL777jsuXrxoSIYffviBu3fvEhgYaEj/DyJFDPOTMdn2xMTEcOnSJXkazwR69uxJqVKlmDVrltFRhBBCCGGAnOxCUkop9QYwHpiolPpcKfW5+aPZtpiYGOLi4uQNq50aPnw4ycnJzJkzx5D+Fy1aRN26dfHwsL7d3qSIYV4yJtseWf/CdIoVK0b//v1ZsWIFZ8+eNTqOEEIIISwsJ1NINpC2MNxh4ECmV54ppaYppY6kb/+3UilVKv14WaXUNqXUTaXU7H/d0zR9+8AT6W/Yrfqxhow3rK1atTI4iTCHWrVq8fzzzzNnzhwSEhIs2vexY8fYtWsXgYGBVvt0z7+LGD/8IA8GmJDJx2RhXlu3bqVGjRpUq1bN6Ch2YejQoWitpTgqhBBCFEA5KWAU1lq/qbVeqLVenPHKZ78hgLvWugFwDHgn/fhd4H1gTBb3fAX0B2qnv9rmM4NZhYaGUrNmTXnDasdGjBjBpUuXWLZsmUX7DQoKwsHBgZ49e1q039zKKGJ4eHgwcuRIbt68aXQke2GOMVmYSXJyMtu3b5enL0yoWrVqdOrUiXnz5nH79m2j4wghhBDCgnJSwAhWSvVXSlVQSpXJeOWnU631Zq11xmr5e4DK6cdvaa13kFbIuEcpVQEoqbXeo9OWHg8CXsxPhgdJSUnJ9+rmKSkphIWFyfQRO+fn52fxFfFTU1MJCgqiTZs2VKxY0SJ95kehQoX4/PPPuXjxIh9//LHRceyFycdkYT4HDx7k+vXr8t8DExsxYgRXr15lyZIlRkcRQgghhAXlpICRCEwDdvP/jypHmjBDH+Dnh1xTCTiX6d/n0o+Z3JdffomPjw+HDh3Kcxs///wz8fHx8obVzmWsiH/o0CF27txpkT63bdvG2bNn6d27t0X6MwUvLy969uzJ9OnTOXnypNFx7IG5x2RhQjKd0DxatmxJ48aN+fzzz2VLVSGEEKIAyUkBYzRQS2tdXWvtlv6q8bCblFJblFLRWbw6ZrrmXSAZ+Dbvv0KWfQ9QSkUqpSLj4uJydW+ZMmU4evQoTZs2ZeDAgeTm/rt37/L222/TsWNH3NzcCAgIyG10YWN69uxJ6dKl+fxzy6yhuGjRIlxdXenYsePDL7YiU6ZMwdnZmTFjspodJnIpT2OyMMbWrVtxd3fn0UcfNTqKXckoIMfExLB161aj4wghhBDCQnJSwDgB5HqSqdbaX2vtnsVrNYBSKhB4AeihH/71yXnSp5mkq5x+7EF9z9Nae2itPcqVK5er3D169ODYsWOMGDGCb775htq1azNr1iySkpKyvS8yMpKmTZsybdo0+vbtyy+//ELp0qVz1bewPcWKFaNfv34WWRH/+vXr/PTTT3Tt2pUiRYqYtS9Tq1ixIu+++y6rVq1iy5YtRsexdXkak4XlJSQksGPHDln/wky6du1KuXLlLFZAFkIIIYTxclLAuAX8opSam7FdX3637FNKtQXeBjporR/6RlxrfRG4rpTyTN995DVgdX4yZKdUqVLMmDGDqKgonnrqKUaOHEmjRo2YPXs269atIyoqimvXrqG1JjExkffffx9PT0/i4+PZuHEj8+bNo2TJkuaKJ6xMxor4X375pVn7Wb58OXfu3LGp6SOZjRo1iho1ajBixIiHFgRFtkw+Jgvz2L17N3fv3pXphGZSuHBhBg0axLp162R6mhBCCFFAqIc9/KCUyvLTUn5WvVdKnQBcgMvph/ZorQelnzsNlAQKAdeANlrr35RSHsAioAhpa2YMz8GTG3h4eOjIyLxPD9das3btWkaPHs2JEyf+ca5EiRIUKVKES5cu0bt3b2bOnEmpUqXy3JewXS+99BLbt2/n7NmzFC1a1Cx9+Pj48Ndff3HkyBGr3T71YVatWkWnTp34/PPPGT58uNFxrIJS6oDW2iMX15t8TLaU/I7HtmbcuHFMmjSJK1eu4OrqanQcu3Tx4kWqVavGkCFDmDlzptFxhI3L7XgshBDC8h5awLB1pnrDnJqayqVLlzhz5sw/Xn/99Rfdu3enffv2JkgrbFV4eDjPPPMM8+bNo3///iZvf8GCBfTv359p06bZ9DoSWmvatGlDZGQkx48f55FHHjE6kuEK0hvmglbAePrpp0lOTmbv3r1GR7FrPXv2ZM2aNZw/f54SJUoYHUfYsII0HgshhK16YAFDKTVPaz0g25tzcI3RCtobZmEMrTVNmjQhOTmZqKgokz4hERERgZ+fH61atWL9+vU4OTmZrG0jxMTE0LBhQwYMGGD2aTe2IKdvmO1hTC5I4/GNGzcoU6YMb731lmwhbGa7d++mRYsWzJ8/n379+hkdR9gwKWAIIYT1y+6T0ItKqbvZnFeA7AsnBP+/In6fPn3YunUr/v7+Jmn39OnTdO7cGTc3N77//nubL14A1K9fnyFDhjB79mzi4uLo06cPbdq0wdHR0eho1k7GZBsSERFBcnKyLOBpAZ6entSrV08KGEIIIUQBkN2nobdycH+EqYIIYeu6devGuHHj6N69O1u2bKFBgwb5au/mzZt06NCBpKQk1qxZY1frq3z88cc4OTkRFBTE8uXLqVSpEoGBgbz++uvUrFnT6HjWSsZkGxIaGoqLiwstWrQwOordU0rRv39/Ro0aRVRUVL7HXiGEEEJYL1kDQwgTOnbsGL6+vty5c4eQkBCaNGmSp3ZSU1Pp3Lkza9eu5eeff6ZNmzYmTmodEhISWLt2Ld988w2bNm0iNTWV1157jcWLrX49SpMpSI8sF6TxuHHjxpQuXZrQ0FCjoxQIly9fpmLFigwcOFC2VRV5VpDGYyGEsFU52UZVCJFDjz/+OOHh4ZQoUQJfX988L943btw4Vq9ezWeffWa3xQsAFxcXXn75ZTZs2EBsbCyBgYEEBQVx/Phxo6MJkWeXL1/ml19+ke1TLahs2bK89NJLBAcHc+fOHaPjCCGEEMJMpIAhhInVqFGDsLAwHnnkEfz9/YmIyNlT/VprTp06xeTJk5k0aRL9+vXjjTfeMHNa61G5cmUmTJgAwMqVKw1OI0Tebdu2DUAKGBbWr18/rl27xk8//WR0FCGEEEKYSa4LGEqpwkqpLuYII4S9qFatGmFhYVSqVIm2bdve9xi51prExET++OMPFi1aRO/evalevTo1a9bknXfewc/Pjy+++MKku5nYgqpVq9K0aVNWrFhhdBSbIWOy9QkJCaFEiRI0b97c6CgFyrPPPkvNmjWZP3++0VGEEEIIYSY5KmAopRyVUs8ppYKBWOBV88YSwvZVqlSJsLAwatSoQZs2bShVqhTFihXD2dkZBwcHXFxcqFGjBq+//jobNmygefPmzJ49m5iYGEJCQihUqJDRv4IhOnfuzN69ezl37pzRUaxWQR6TtdZs376dRYsWkZCQYHScLIWEhNCqVSu72DXIljg4ONCvXz/Cw8M5duyY0XGEEEIIYQbZLuKplHoG6A48B+wDngZqaK1vWyZe/hWkReOEdfr777+ZPn06t2/fplChQjg7O9/73zJlyuDt7U29evVwcJAZXQBHjhyhbt26/O9//2PYsGFGxzG73CwaZ+tjcn7GY601mzdvZuLEiezcuROAOnXqMHfuXHx8fEwZM19OnjxJrVq1Cszfr7W5ePEiVapU4c0332Tq1KlGxzGpQ4cOUbNmTUqWLGl0FLsli3gKIYT1e2ABQyl1DjgDfAWs0lrfUEr9obV2s2TA/JIChhC2p169ejz22GMFYgeHnL5hNueYnD4F5QOgLtBcax2ZfrwQMBfwAFKBEVrr7ennmgKLgCLAhvRz2W5rlZfxWGvNunXr+Oijj9i3bx+VK1dm7NixVKtWjTfeeIPTp0/Tp08fpk6dStmyZXPVtjnMnTuXQYMGceTIEZ544gmj4xRInTp1YufOnZw7d85unmRbvnw5r7zyCmPHjuWTTz4xOo7dkgKGEEJYv+y+8l0OVCTt0eT2SqligH3vuSqEsAqdO3cmPDycv//+2+go1sScY3I00BkI/9fx/gBa6yeB1sB0pVTGfze+Sj9fO/3V1kRZ7omMjKRJkyZ06NCBuLg45s2bx4kTJxg2bBjt27cnJiaGsWPHsnjxYurUqUNwcDBGbw0eEhJClSpVePzxxw3NUZD179+fuLg41q5da3QUkwgPD6dnz55orQkLCzM6jhBCCGGoBxYwtNYjATdgOvAscBQop5R6RSlV3DLxhBAFUefOnUlJSbGbDyCmYM4xWWv9u9b6aBan6gGh6ddcAq4BHkqpCkBJrfWe9KcugoAX85MhK6VLlyYhIYFFixZx9OhR+vfvj4uLy73zRYsWZfLkyRw8eJBatWrx2muvMXToUFPHyLGUlBRCQ0Np3bp1gVuA15oEBARQuXJlu1jMMyYmho4dO+Lm5kb//v2JjIyUbWKFEEIUaNlOutdptmmtB5D2xrk70BE4bYFsQogCqnHjxlSrVk12I/kXA8bkX4EOSiknpZQb0BSoAlQCMq+yei79mEnVrFmTmJgYevfujbOz8wOva9CgATt37qR///7MmzeP2NhYU0fJkQMHDnD16lVat25tSP8ijaOjI3369GHz5s2cPn3a6Dh5du7cOdq2bUuRIkXYuHEjHTt2JCkpib179xodTQghhDBMjlcN1Fonaa3Xaq17kPYGVgghzEIpRadOndi8eTM3btwwOo5Vyu2YrJTaopSKzuLVMZvbviGtOBEJzAR2ASm5yamUGqCUilRKRcbFxeXm1oz7c3Sdg4MD77//PkopZs6cmet+TCEkJAQAX19fQ/oX/69Pnz4AfPPNNwYnyZv4+Hiee+454uPj2bBhA9WqVaNFixYopdixY4fR8YQQQgjDPLCAoZSqrZRapJT6TClVWSn1s1LqplLqV6C+BTMKIQqgzp07k5iYyIYNG4yOYhXyOyZrrf211u5ZvFZnc0+y1nqU1rqR1rojUAo4BpwHKme6tHL6sazamKe19tBae5QrVy5Xv3NuValSha5duzJ//nyuXr1q1r6yEhISQqNGjShfvrzF+xb/VK1aNdq2bctXX31lyN9CfiQkJNCpUyeOHDnCypUradSoEZA2pcrd3Z2IiAiDEwohhBDGye4JjIWkfdt2AdhL2jdxjwBjgC/MH00IUZC1aNGC8uXLyzSS/2fxMVkpVTR9sVCUUq2BZK31b1rri8B1pZSnSntE4jXggYUQSxozZgy3bt1i3rx5Fu335s2b7Nq1S6aPWJGPP/6YK1euMH78eKOj5Mqbb77Jtm3bWLhwIX5+fv845+3tza5du0hOTjYonRBCCGGs7AoYxdO/OfsUuKO1/lFrfVdrHQK4ZHOfEELkm6OjIy+++CIbNmzg7t27WV7zxx9/FKQ38mYbk5VSndK3afUC1iulNqWfKg8cVEr9DowFemW6bQiwADgBnAR+zk8GU2nYsCGtW7dm1qxZJCQkWKzfiIgIkpKSpIBhRRo1asSgQYP44osviIqKMjpOjiQkJBAcHExgYCA9evS477y3tzc3b960md9HCCGEMLXsChipmX6+ns05IYQwi86dO3Pz5k22bNnyj+NJSUm8/fbb1KhRg9atWxeU7VbNNiZrrVdqrStrrV201o9qrQPSj5/WWj+hta6bPgUlNtM9kelTUGpqrYdpo/cvzWTMmDFcvHiRpUuXWqzPkJAQXFxcaNmypcX6FA83ceJESpcuzfDhww3fYjcntm3bxo0bN3j55ZezPJ/x9yXTSIQQQhRU2RUw6iilopRShzP9nPHvJyyUTwhRgLVq1QpXV9d/TCM5f/48vr6+TJs2jY4dO7J7926aNWvG4cOHDUxqETIm51Dr1q1p0KABn376qcU+tIaEhODt7U2RIkUs0p/ImTJlyvDxxx8THh7OsmXLjI7zUKtXr6ZYsWL3TR3JULlyZapXry4FDCGEEAVWdgWMukB74IVMP2f8u575owkhCrpChQrRvn17Vq9eTXJyMlu2bKFx48YcOnSIb7/9llWrVhEeHk5CQgJeXl6sXLnS6MjmJGNyDimlGDNmDDExMWzcuNHs/V28eJHo6Gj8/f3N3pfIvb59+9K0aVPGjBnDzZs3Ld7/ypUradWqFSdPnsz2utTUVNasWUNAQACFCxd+4HXe3t7s2LHDJp4oEUIIIUwtuwKGM1BZax2b+UXaavNO+elUKTVNKXUk/dvDlUqpUunHWyulDiilDqf/r2+me5qmHz+hlPpc5XRvPSGETevUqRNXrlyhe/futGnThnLlyrF//366d+8OQPPmzYmMjKR+/fp07tyZDz/8kNRUu5zlZrYx2R69+uqrVKpUiU8//dTsfWVMcZL1L6yTo6Mjs2fP5sKFC3z00UcW6/fatWv06tWLzp07s337dmbNmpXt9QcOHODChQt07JjdzsZp00j++usvTpw4Ycq4QgghhE3IroAxk/vnWZN+bGY++w0B3LXWDUjbku+d9ON/A+211k8CvYHgTPd8BfQHaqe/2uYzgxDCBgQEBFCkSBF+/PFHevbsyb59+6hbt+4/rqlYsSJhYWH06tWL8ePH8+qrr5KUlGRQYrMx55hsdwoVKsSIESMIDQ3l4MGDZu0rJCSERx555N52l8L6eHp6EhgYyGeffcaxY8fM3t/mzZtxd3dn6dKljB8/npdeeong4GDu3LnzwHtWr16No6Mjzz//fLZte3t7A7IOhhBCiIIpuwLGo1rr+yaVpx+rnp9OtdabtdYZWwfsIe0bRLTWh7TWF9KPxwBFlFIuSqkKQEmt9Z70heKCgBfzk0EIYRuKFSvG3LlzWbJkCYsXL6ZYsWJZXle4cGEWL17MlClTWL58OTNn2t1nerONyfZqwIABlChRgunTp5utD601W7Zswc/PDweH7P6TKow2efJkihQpwogRI8w2/eLmzZsMHjyYgIAAXF1d2bt3Lx988AGDBw/m2rVr2W4LvXr1ary9vSlbtmy2fdSpU4eyZcuyY8cOU8cXQgghrF5277ZKZXPOlKuU9SHr7fdeAg5qrROASsC5TOfOpR8TQhQAvXr1okePHjxs5phSirfffpsOHTrwwQcfEBsbm+31NsZSY7LdcHV1ZcCAAXz//fdm+1uIiYnh4sWLMn3EBjz66KNMmDCBjRs38tFHHxEXF2fS9n/77TcaN27M3LlzGT16NAcOHKBp06ZA2oLENWrUYP78+Vnee/LkSaKjox86fQTSxrmWLVvKExhCCCEKpOwKGJFKqf7/PqiU6gcceFjDSqktSqnoLF4dM13zLpAMfPuve+sDU4CBOf1F/nX/AKVUpFIq0tRvUIQQ1u/zzz8HYMSIEQYnMal8jckF1YgRI3BwcGD8+PFmaV/Wv7AtQ4cOxc/Pj3HjxlGhQgVeeOEFli5dyu3bt/PV7vr16/H09OTGjRts27aNTz/99B8LcTo4ONCvXz/CwsKynMKyevVqgBwVMCBtGsmJEyf4888/85VbCCGEsDXZFTBGAq8rpbYrpaanv8KAvsBDPxVorf211u5ZvFYDKKUCSVs9v4fO9CynUqoysBJ4TWudsWT3edKnmaSrnH7sQX3P01p7aK09ypUr97CoQgg7U61aNcaPH8/q1atZs2aN0XFMJV9jckFVpUoVRo8ezeLFiwkLCzN5+yEhIdSuXZuqVauavG1hes7OzmzZsoWoqCjGjBlDVFQU3bt359FHH6V3795ER0fnqj2tNdOmTaN9+/bUrl2b/fv388wzz2R5bWBgII6OjixYsOC+c6tXr+bJJ5/Ezc0tR/1mrIMh00iEEEIUNA8sYGit/9JatwAmAKfTXxO01l5a63yV/JVSbYG3gQ5a69uZjpcC1gP/0VrvzJTlInBdKeWZvvvIa8Dq/GQQQti3UaNGUb9+fYYPH86tW7eMjpNv5hyT7d3777+Pm5sbgwYNIjEx0WTt3rlzh7CwMHn6wgY9+eSTTJ48mdOnT7N9+3a6devGypUradCgAYGBgTmacnT37l169+7N22+/TZcuXYiIiKBKlSoPvL5ChQq0b9+eRYsW/ePv8O+//2bHjh05fvoCoHHjxhQtWlSmkQghhChwHrrimNZ6m9b6f+mvUBP1OxsoAYQopX5RSs1JPz4MqAWMSz/+i1KqfPq5IcAC4ARwkqzXzRBCCCDtm9avvvqKM2fOMHHiRKPjmIyZxmS7VrRoUb744guOHDnCtGnTTNbukiVLuHXrFl26dDFZm8KyHBwceOaZZ5g3bx5//PEHo0ePZtmyZTz++OOMGjWKv//++757EhISiImJ4dlnnyU4OJiJEyeybNkyihYt+tD++vfvT1xc3D+eDFu/fj2pqam5KmA4Ozvj6ekpBQwhhBAFjjLXStzWwsPDQ0dGRhodQwhhkD59+hAcHMyhQ4dwd3c3Os59lFIHtNYeRuewBKPH41deeYW1a9cSHR1NzZo189VWamoq9erVo3jx4uzfv/+hC8wK23H27FkmTJjAwoULKVasGN27dyc+Pp7Tp08TGxvLxYsXgbTCWHBwMJ07d85x2ykpKbi5uVG3bl02bdoEQOfOndm3bx9nz57N1d/RBx98wMSJE7l69SolS5bM3S8pslSQxmMhhLBVsuebEMKuTZ06lZIlSzJ48GBSU1ONjiMMNHPmTJydnRkyZEi+t9Fcv349R48eZcyYMVK8sDNVqlRhwYIFREdH4+/vT1BQEPv376do0aK0a9eOCRMmsGjRIqKjo3NVvABwdHSkT58+hISEcPr0ae7cucOmTZvo0KFDrv+OWrZsSWpqKrt3787VfUIIIYQtczI6gBBCmNMjjzzClClT6N+/P4sXL+b11183OpIwSMWKFZk0aRJvvPEGP/zwA6+++mqe2/r000+pWrUqL7/8sgkTCmtSt25dVqxYYfJ2+/Tpw4cffsjXX3/NU089xe3bt3M1fSSDp6cnjo6OREREEBAQYPKcQgghhDWSJzCEEHavT58+eHl5MW7cuHx/8y5s25AhQ2jatCkjR47k2rVreWpj//79hIeHM3LkSJyc5HsAkTtVq1albdu2LFy4kJ9++okSJUrw7LPP5rqd4sWL06RJE1kHQwghRIEiBQwhhN1zcHCgR48enDt3jjNnzhgdRxjI0dGRuXPncunSJd599908tTF9+nRcXV3p16+fidOJgqJ///6cP3+eoKAg2rVrh4uLS57aadmyJfv27SMhIcHECYUQQgjrJAUMIUSB4OXlBSDzxQVNmzZl2LBhfPXVV3z55Ze5eirn9OnT/PjjjwwYMIASJUqYMaWwZy+88AKPPvporncf+TcfHx/u3r3L+vXrTZhOCCGEsF5SwBBCFAgNGjSgSJEiUsAQAEyaNIl27doxdOhQAgMDuX37do7umzlzJg4ODrzxxhtmTijsmbOzMwMHDqRYsWI899xzeW7nueeeo0GDBgwdOpTLly+bMKEQQghhnaSAIYQoEJycnGjWrBl79uwxOoqwAsWLF2ft2rVMmDCB4OBgWrRowcmTJ7O95+rVqyxYsIBu3bpRuXJlCyUV9ur999/n+PHjlCpVKs9tFCpUiKCgIC5fvsyQIUNMmE4IIYSwTlLAEEIUGF5eXhw6dIi7d+8aHUVYAQcHB8aNG8f69es5c+YMHh4e2T6KP2/ePG7dusXo0aMtmFLYKycnJypUqJDvdho2bMiECRP44YcfWLZsmQmSCSGEENZLChhCiALDy8uLpKQkDhw4YHQUYUXatWvHgQMHcHNz44UXXmDkyJFERET8Y2HExMREZs2ahb+/Pw0bNjQX/cjKAAAXAElEQVQwrRD3e+utt/D09GTIkCFcuHDB6DhCCCGE2UgBQwhRYHh6egLINBJxHzc3N3bu3Enfvn2ZNWsWPj4+uLq68uyzzzJ+/HgmTJjAxYsXGTNmjNFRhbiPk5MTQUFB3L17l759+8p20UIIIeyWFDCEEAXGo48+ipubmyzkKbJUpEgRFixYwOXLl1m1ahVDhgzhxo0bfPTRR3z88ce4u7vTpk0bo2MKkaXatWszdepUNm7cyPz5842OI4QQQpiFk9EBhBDCkry8vNi+fTtaa5RSRscRVqhMmTJ07Njx3vaW8fHx7N69m8cff1z+ZoRVGzJkCKtWreLNN9/E39+fGjVqGB1JCCGEMCl5AkMIUaB4eXlx4cIFzp07Z3QUYSNcXV1p27atfBgUVs/BwYGFCxfi6OhIz549iY+PNzqSEEIIYVJSwBBCFCgZ62DINBIhhD2qUqUKCxYsYP/+/TRr1ozo6GijIwkhhBAmIwUMIUSB0rBhQ4oUKSIFDCGE3erSpQvbtm3jxo0bPPXUUyxdutToSEIIIYRJSAFDCFGgODs74+HhITuRCCHsWsuWLTl48CBNmjShe/fujBw5kqSkJKNjCSGEEPkiBQwhRIHj6enJwYMHSUhIMDqKEEKYTYUKFQgNDWXEiBHMmjULX19fLl68aHQsIYQQIs+kgCGEKHC8vLxITEzk4MGDRkcRQgizcnZ2ZubMmXz33XccPHgQf39/7ty5Y2imO3fu8OWXX/Ldd98RERHB6dOn5ekQIYQQOSLbqAohChwvLy8gbSHPjJ+FEMKedevWjTJlytC2bVv++9//MmPGDMOyLFmyhKFDh/7jmFKKxx57jFq1auHl5cXTTz+Nl5cX5cqVMyilEEIIayQFDCFEgfPYY49RvXp1WQdDCFGgBAQEMGzYMGbOnMnzzz+Pv7+/ITk2b95MpUqV2Lx5M2fPnv3H67fffmPGjBlMnToVgMcff5ynn36aIUOG4OHhYUheIYQQ1sOwAoZSahrQHkgETgKva62vKaWaA/MyLgM+0FqvTL+nLTALcAQWaK0nWz65EMIeeHp6smPHDqNjCCGERU2ZMoUtW7YQGBhIVFQUZcqUsWj/KSkpbN26lY4dO1KvXj3q1at33zV37twhMjKSXbt2sXPnTlasWMH69ev57bffKFu2rEXzCiGEsC5GroERArhrrRsAx4B30o9HAx5a60ZAW2CuUspJKeUIfAG0A+oB3ZRS9/9XTwghcsDLy4tz585x7tw5o6MYTik1TSl1RCkVpZRaqZQqlencO0qpE0qpo0qpgEzH26YfO6GU+o8xyYUQuVW0aFGWLFnCX3/9dd80Dks4ePAgV69epXXr1g+8pkiRInh7ezN27FjWrFlDWFgYV65c4c0337RgUiGEENbIsAKG1nqz1jo5/Z97gMrpx29nOl4Y0Ok/NwdOaK1Paa0TgWVAR0tmFkLYj4y1L2QaCfCAgnJ6kbgrUJ+0gvKXSilHKSgLYduaNm3KBx98wLJly/juu+8s2veWLVsAcjV9pWHDhvznP/8hKCiIjRs3miuaEEIIG2Atu5D0AX7O+IdS6imlVAxwGBiUXtCoBJzNdM+59GNCCJFrDRs2pHDhwuzevdvoKIZ7UEGZtCLxMq11gtb6D+AEacVkKSgLYePGjh2Ll5cXQ4YM4cyZMxbrNyQkhIYNG1K+fPlc3ffee+9Rp04dBg4cyI0bN8yUTgghhLUzawFDKbVFKRWdxatjpmveBZKBbzOOaa33aq3rA82Ad5RShXPZ7wClVKRSKjIuLs5Uv44Qwo4UKlSIpk2bSgHjfpkLyg8qHEtBWQgb5+TkRHBwMCkpKQQGBpKammr2Pm/fvs3OnTuznT7yIC4uLnz99decPXuW//73v2ZIJ4QQwhaYtYChtfbXWrtn8VoNoJQKBF4AemitdRb3/w7cBNyB80CVTKcrpx/Lqt95WmsPrbWHbL8lhHgQLy8vDh48SEJCgtFRzC6vBWUT9CsFZSGsVM2aNZk5cybbtm1j8mTzr4seHh5OYmJinnc/adGiBcOHD+eLL76QRZiFEKKAMmwKSfqOIm8DHbTWtzMdd1NKOaX/XA2oA5wG9gO1088XIm1e9hqLBxdC2A0vLy8SEhL45ZdfjI5idnksKD+ocCwFZSHsRJ8+fejatSvvvfce69evN2tfISEhFCpUCG9v7zy3MWnSJKpWrUq/fv24e/euCdMJIYSwBUaugTEbKAGEKKV+UUrNST/eEvhVKfULsBIYorX+O31+9jBgE/A78IPWOsaI4EII++Dp6QlQ4KeRPKigTFqRuKtSykUp5QbUBvYhBWUh7IZSiq+//ppGjRrRvXt3fv/9d7P1FRISQsuWLSlatGie2yhevDjz5s3j6NGjTJw40YTphBBC2AIjdyGppbWuorVulP4alH48WGtdP/1YE631qkz3bNBaP661rqm1nmRUdiGEfahYsSLVq1dn27Zt+WpHa00Ws+BsSZYF5fQi8Q/Ab8BGYKjWOkUKykLYl6JFi7Jq1SoKFy5Mx44duXr1qsn7+PPPPzl8+HCe1r/4tzZt2hAYGMiUKVPu7WoihBCiYLCWXUiEEMIQL774Ihs3biQ+Pj7PbUyfPp1XX33VZh9nflBBOf3cpPSi8RNa658zHZeCshB2pGrVqqxYsYLTp0/TrVs3UlJSTNp+RqHBFAUMSBt3a9asSevWrRk+fDi3bt0ySbtCCCGsmxQwhBAFWrdu3UhMTGTVqlUPvzgLhw4d4r///S8pKSm4uLiYOJ0QQljO008/zZdffsmmTZsYO3asSdvesmULZcuWpXHjxiZpr0yZMhw6dIgRI0bwxRdf0KBBA8LCwkzSthBCCOslBQwhRIHWrFkz3NzcWLp0aa7vvX37Nt27d6dcuXLMmzcPpZQZEgohhOX069ePYcOGMX36dIKCgkzSptaakJAQ/Pz8cHAw3VvPokWLMnPmTLZv345SimeffVaexhBCCDsnBQwhRIGmlKJr165s2bKF3G7zOWbMGI4cOUJQUBBly5Y1U0IhhLCszz77jFatWjFgwACOHDmS7/Z+//13Lly4YLLpI//m4+PDr7/+yhtvvMHs2bNp0KABMTGyLI8QQtgjKWAIIQq8jPneP/30U47vWbNmDV999RVjxozBz8/PjOmEEMKynJ2dWbZsGU5OTnz44Yf5bi8kJAQAf3//fLf1IMWKFWPWrFmEhYVRtWpVKleubLa+hBBCGEcKGEKIAs/d3Z169erleBrJxYsX6du3L40aNeKjjz4yczohhLC88uXLM3z4cJYtW5bvrVVDQkKoVasW1atXN024bPj4+LBt2zZcXV3N3pcQQgjLkwKGEKLAy5hGEhERwblz57K9NjU1lcDAQG7evMl3330nC3cKIezW6NGjKVasWL6ewkhMTGT79u1mmz4ihBCiYJEChhBCAF27dkVrzY8//vh/7d1/jFVlfsfx95cfsi5DQZAaUtZFLbuLNltUpNKlVOsC1awGlcLYRkyXjZVuFRdM1W5S0/jP2iakit36Y9VtDGXGH2tr0C0jSJMGf4CrIAOKwGqzbNER09WGaCv49I/zjHsd2Zm5M86cM9z3K3ky5z7nnHs+3MN8c3nOcw7dbrd69Wra2tpYtWoV06ZNG6R0kjT4TjzxRK699lpaW1vZtWtXn97jueee49ChQw5gSJI+Ew5gSBIwdepUzj777G5vI9m+fTs33ngjF198Mddcc80gppOkcqxYsYLRo0dz66239mn/DRs2MGzYMM4///zPOJkkqRE5gCFJWXNzM1u3bmXfvn2fWnfw4EEWLFjAhAkTuO+++/wvUyU1hNpZGH35nz2eeuopZs6cybhx4wYgnSSp0TiAIUnZokWLAGhpaflE/4cffsiiRYs4cOAAjz32GBMnTiwjniSVovNZGPXOwnjyySfZsmUL8+bNG6BkkqRG4wCGJGUnn3wys2fP/tQAxsqVK9m0aRP33HMPM2fOLCmdJJVjwoQJXHfddTz00EO9noXx6KOPsmDBAqZPn87y5csHOKEkqVE4gCFJNZqbm2lvb6e9vR2A+++/n9WrV7NixQqWLFlScjpJKkfnszB68z+SrFmzhsWLFzNjxgw2btzI+PHjByGhJKkROIAhSTUWLlzIsGHDaGlp4dlnn2XZsmXMnTuX2267rexoklSazlkYDz/88McDvEdz7733cuWVVzJnzhza2tp89oUk6TPlAIYk1TjppJO44IILePDBB7nsssuYPHkyLS0tjBgxouxoklSqFStW0NTUxPLly1m3bh179uzh8OHDH6+//fbbufrqq5k/fz5PPPEETU1NJaaVJB2L/EYuSV00NzezdOlSmpqa2LBhg9OfJYliFsYtt9zCDTfcwNNPPw3AyJEjOe2005g0aRKbNm3i0ksvZe3atYwaNarktJKkY5EzMCSpi8svv5y5c+fS0tLCGWecUXYcSaqMlStX8s477/DMM8/wwAMPsHLlSqZNm0ZHRwfLli2jtbXVwQtJ0oBxBoYkdTF27Fja2trKjiFJlTR+/HhmzZrFrFmzyo4iSWowzsCQJEmSJEmV5wCGJEmSJEmqPAcwJEmSJElS5TmAIUmSJEmSKs8BDEmSJEmSVHkOYEiSJEmSpMqLlFLZGQZURLwN/OevWH0icHAQ49SjqtnMVR9z1acRc30xpTRxgN67Unqox9CY578/zFUfc9WnEXM1TD2WpKHqmB/A6E5EvJBSmlF2jqOpajZz1cdc9TFXY6vq52yu+pirPuaqT1VzSZIGh7eQSJIkSZKkynMAQ5IkSZIkVV6jD2DcU3aAblQ1m7nqY676mKuxVfVzNld9zFUfc9WnqrkkSYOgoZ+BIUmSJEmShoZGn4EhSZIkSZKGgIYdwIiIP4yI3RGxNyJuGqBj3B8RHRHRXtM3PiKeiog9+ecJuT8i4o6c5+WIOKtmn6vy9nsi4qqa/rMjYkfe546IiF7m+kJEbIqIXRGxMyKWVyFbRHwuIrZExPac629y/ykR8Xx+r9aIOC73j8qv9+b1U2re6+bcvzsi5tf09/m8R8TwiHgpItZVJVdEvJE/520R8ULuq8LfsXER8UhEvBoRr0TErLJzRcSX8+fU2d6LiOvLziXrcViPrccNVo/zftZkSVL9UkoN14DhwD7gVOA4YDtw+gAcZw5wFtBe0/e3wE15+Sbgtrx8EfBjIIBzgedz/3jgp/nnCXn5hLxuS9428r4X9jLXJOCsvDwGeA04vexsedumvDwSeD6/x0NAc+6/C1iWl/8cuCsvNwOtefn0fE5HAafkcz28v+cdWAH8M7Auvy49F/AGcGKXvir8Hfsn4Ft5+ThgXBVydakBbwJfrFKuRmz9/b2s4zjWY+ux9biC9bimDliTbTabzdZjKz1AKX9omAWsr3l9M3DzAB1rCp/8wrwbmJSXJwG78/LdwBVdtwOuAO6u6b87900CXq3p/8R2dWb8V2BulbIBnwdeBH4HOAiM6HrugPXArLw8Im8XXc9n53b9Oe/AZGAj8AfAunycKuR6g09/YS71PAJjgdfJz9ipSq4uWeYBm6uWqxFbf/7+9+FYU7AeW4+tx6XnOkpOa7LNZrPZetUa9RaS3wB+VvN6f+4bDCellA7k5TeBk3rI1F3//qP01yVPpz2T4upa6dnytOBtQAfwFMWVsF+klA4f5b0+Pn5e/y4woQ95e+Pvgb8EPsqvJ1QkVwLaIuInEXF17iv7PJ4CvA08kKd4/yAiRlcgV61mYG1erlKuRmQ9zqzH1uMe+o/VegzWZElSLzXqAEYlpJQSxReeUkREE/AocH1K6b3adWVlSykdSSlNp7jCNhP4ymBn6CoivgF0pJR+UnaWo5idUjoLuBD4dkTMqV1Z0nkcQTFV/x9TSmcChyimAZedC4B8b/wlwMNd15X9O6nylH3urce9Yz2uW6XrMViTJUn1adQBjJ8DX6h5PTn3DYa3ImISQP7Z0UOm7vonH6W/VyJiJMWX5TUppR9VKRtASukXwCaK6bzjImLEUd7r4+Pn9WOBd/qQtydfAy6JiDeAFoppy7dXIBcppZ/nnx3AYxT/yCj7PO4H9qeUns+vH6H4Al12rk4XAi+mlN7Kr6uSq1FZj63H9eSyHteXq+r1GKzJkqQ6NOoAxlZgahRPLT+OYuri44N07MeBq/LyVRT3O3f2L8lP2T4XeDdPoVwPzIuIE/KTuOdR3J97AHgvIs7NT9VeUvNe3crb3we8klJaVZVsETExIsbl5eMp7gN/heKL88Jfkasz70Lg6Xy15nGgOYqnz58CTKV4kFefzntK6eaU0uSU0pS8z9MppT8pO1dEjI6IMZ3LFJ9/OyWfx5TSm8DPIuLLuesCYFfZuWpcwS+nKncevwq5GpX12HpsPW7cegzWZElSPQbrYRtVaxRPs36N4p7e7w7QMdYCB4APKa6CLKW493YjsAfYAIzP2wbwDznPDmBGzft8E9ib25/W9M+g+IK0D7iTLg/p6ibXbIopmS8D23K7qOxswFeBl3KuduCvc/+pFF8s91JMMR2V+z+XX+/N60+tea/v5mPvpuap4/0978B5/PKp96XmysffntvOzv3KPo95v+nAC/lc/gvFk+GrkGs0xdXXsTV9pedq9Nbf38teHsN6bD22HleoHud9rck2m81mq6tFSt5aKEmSJEmSqq1RbyGRJEmSJElDiAMYkiRJkiSp8hzAkCRJkiRJlecAhiRJkiRJqjwHMCRJkiRJUuU5gCFJkiRJkirPAQwNORFxJCK2RcTOiNgeESsjYlheNyMi7uhm3ykR8ceDl/ZTx34/IrbVud/iiNgbEesGKpsk9YX1WJIkDSYHMDQUvZ9Smp5SOgOYC1wI3AKQUnohpXRdN/tOAUr5wpztSylNr2eHlFIr8K0ByiNJ/WE9liRJg8YBDA1pKaUO4GrgL6JwXueVsYj4/XxlcFtEvBQRY4DvAb+X+76Tr8L9R0S8mNvv5n3Pi4h/j4hHIuLViFgTEZHXnRMRz+SrjVsiYkxEDI+Iv4uIrRHxckT8WU/Z87FfjYgfRsRr+Rhfj4jNEbEnImYO3CcnSZ8t67EkSRpoI8oOIPVXSumnETEc+PUuq24Avp1S2hwRTcAHwE3ADSmlbwBExOeBuSmlDyJiKrAWmJH3PxM4A/gvYDPwtYjYArQCi1NKWyPi14D3gaXAuymlcyJiFLA5ItpSSq/3EP83gT8CvglspbgaORu4BPgrYEEfPxZJGnTWY0mSNJAcwNCxbDOwKiLWAD9KKe3PF+1qjQTujIjpwBHgSzXrtqSU9gPk+6SnAO8CB1JKWwFSSu/l9fOAr0bEwrzvWGAq0NMX5tdTSjvye+wENqaUUkTsyMeTpGOB9ViSJPWbAxga8iLiVIovux3AtM7+lNL3IuIJ4CKKK3Dzj7L7d4C3gN+muKXqg5p1/1uzfITuf18CuDaltL7O+LXH+Kjm9Uc9HE+SKsd6LEmSBpLPwNCQFhETgbuAO1NKqcu601JKO1JKt1FMB/4K8D/AmJrNxlJcwfsIuBIY3sMhdwOTIuKcfIwxETECWA8si4iRuf9LETG6/39CSRoarMeSJGmgeUVBQ9HxeQrxSOAw8CCw6ijbXR8R51NcPdsJ/DgvH4mI7cAPge8Dj0bEEuDfgEPdHTil9H8RsRhYHRHHU9xv/XXgBxRTjF/MD5d7G++XlnTssx5LkqRBE10ukkgaIBExBViXUvqtPux7HjUPu5Mk9Z31WJKkoclbSKTBcwQYm69W9lq+wvh94L8HJJUkNR7rsSRJQ5AzMCRJkiRJUuU5A0OSJEmSJFWeAxiSJEmSJKnyHMCQJEmSJEmV5wCGJEmSJEmqPAcwJEmSJElS5f0/6lFSqzD1C/EAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "rAIa43qb5Nh3"
},
"source": [
"def createDataframe(slice):\n",
" x_slice, y_slice, g_slice = slice\n",
" d, g_slice = distanceAxis(slice)\n",
" # Drop NaN values\n",
" return pd.DataFrame({'UTM X': x_slice, 'UTM Y': y_slice,\n",
" 'Distance': d, 'CBA': g_slice}).dropna().reset_index(drop=True)"
],
"execution_count": 15,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 349
},
"id": "_oiKt9jEBMG3",
"outputId": "2ee94ebc-2826-49a3-a070-1100826727ab"
},
"source": [
"# Make dataframe\n",
"SWNE_df = createDataframe(SWNE)\n",
"SENW_df = createDataframe(SENW)\n",
"EW1_df = createDataframe(EW1)\n",
"EW2_df = createDataframe(EW2)\n",
"EW3_df = createDataframe(EW3)\n",
"\n",
"EW1_df.head(10)"
],
"execution_count": 16,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" UTM X | \n",
" UTM Y | \n",
" Distance | \n",
" CBA | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 288964.640341 | \n",
" 4.243502e+06 | \n",
" 1507.455641 | \n",
" -210.684510 | \n",
"
\n",
" \n",
" 1 | \n",
" 290472.095982 | \n",
" 4.243502e+06 | \n",
" 3014.911282 | \n",
" -208.941836 | \n",
"
\n",
" \n",
" 2 | \n",
" 291979.551622 | \n",
" 4.243502e+06 | \n",
" 4522.366922 | \n",
" -202.793251 | \n",
"
\n",
" \n",
" 3 | \n",
" 293487.007263 | \n",
" 4.243502e+06 | \n",
" 6029.822563 | \n",
" -198.273014 | \n",
"
\n",
" \n",
" 4 | \n",
" 294994.462904 | \n",
" 4.243502e+06 | \n",
" 7537.278204 | \n",
" -196.881126 | \n",
"
\n",
" \n",
" 5 | \n",
" 296501.918545 | \n",
" 4.243502e+06 | \n",
" 9044.733845 | \n",
" -196.246887 | \n",
"
\n",
" \n",
" 6 | \n",
" 298009.374186 | \n",
" 4.243502e+06 | \n",
" 10552.189486 | \n",
" -195.270077 | \n",
"
\n",
" \n",
" 7 | \n",
" 299516.829827 | \n",
" 4.243502e+06 | \n",
" 12059.645127 | \n",
" -193.743529 | \n",
"
\n",
" \n",
" 8 | \n",
" 301024.285467 | \n",
" 4.243502e+06 | \n",
" 13567.100767 | \n",
" -193.627887 | \n",
"
\n",
" \n",
" 9 | \n",
" 302531.741108 | \n",
" 4.243502e+06 | \n",
" 15074.556408 | \n",
" -193.808854 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" UTM X UTM Y Distance CBA\n",
"0 288964.640341 4.243502e+06 1507.455641 -210.684510\n",
"1 290472.095982 4.243502e+06 3014.911282 -208.941836\n",
"2 291979.551622 4.243502e+06 4522.366922 -202.793251\n",
"3 293487.007263 4.243502e+06 6029.822563 -198.273014\n",
"4 294994.462904 4.243502e+06 7537.278204 -196.881126\n",
"5 296501.918545 4.243502e+06 9044.733845 -196.246887\n",
"6 298009.374186 4.243502e+06 10552.189486 -195.270077\n",
"7 299516.829827 4.243502e+06 12059.645127 -193.743529\n",
"8 301024.285467 4.243502e+06 13567.100767 -193.627887\n",
"9 302531.741108 4.243502e+06 15074.556408 -193.808854"
]
},
"metadata": {
"tags": []
},
"execution_count": 16
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "mwqOn6IAoQMu"
},
"source": [
"1D Fast Fourier Transform to calculate anomaly spectrum."
]
},
{
"cell_type": "code",
"metadata": {
"id": "J_aerGiLCOch"
},
"source": [
"def dft(x):\n",
" # Discrete Fourier transform\n",
" x = np.asarray(x, dtype=float)\n",
" N = x.shape[0]\n",
" n = np.arange(N)\n",
" k = n.reshape((N, 1))\n",
" M = np.exp(-2j * np.pi * k * n / N)\n",
" fourier = np.dot(M, x)\n",
"\n",
" # Decompose complex number into imag and real components\n",
" imaginary = fourier.imag\n",
" real = fourier.real\n",
" absolute = np.sqrt((imaginary**2) + (real**2))\n",
" ln_abs = np.log(absolute)\n",
" return ln_abs\n",
"\n",
"def spectral1DFFT(slice_df):\n",
" \"\"\"\n",
" Calculate Spectrum of Gravity Anomaly from 1D FFT\n",
"\n",
" INPUT: \n",
" \n",
" slice_df: CBA slice (in DataFrame)\n",
"\n",
" OUTPUT:\n",
"\n",
" k: Wavenumber\n",
" lnAbs: Logarithm of absolute component of 1D FFT result\n",
" \"\"\"\n",
" # distance, g_slice = slice\n",
" distance, g_slice = slice_df.Distance.values, slice_df.CBA.values\n",
"\n",
" # Calculate logarithmic of absolute component by 1D FFT\n",
" lnAbs = dft(g_slice)\n",
"\n",
" # Calculate sampling frequency and wavenumber\n",
" interval_last = distance[-1]\n",
" minus = interval_last - distance[0]\n",
"\n",
" f_s = 0 # initial freq sampling\n",
" f_sample = []\n",
"\n",
" for i in range(0,len(g_slice)-1):\n",
" f_s = f_s + (1 / minus)\n",
" f_sample.append(float(f_s))\n",
" f_sample = np.append(0, f_sample) \n",
"\n",
" # Calculate wavenumber\n",
" k = 2 * np.pi * f_sample\n",
"\n",
" return k, lnAbs"
],
"execution_count": 17,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "FlgojEZlAWYU"
},
"source": [
"# 1D FFT and calculate spectrum\n",
"SWNE_fft = spectral1DFFT(SWNE_df)\n",
"SENW_fft = spectral1DFFT(SENW_df)\n",
"EW1_fft = spectral1DFFT(EW1_df)\n",
"EW2_fft = spectral1DFFT(EW2_df)\n",
"EW3_fft = spectral1DFFT(EW3_df)"
],
"execution_count": 18,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 505
},
"id": "kIVQNg0QBldv",
"outputId": "b4a1e9a4-14fd-439b-c047-57aca45cab17"
},
"source": [
"fft = [SWNE_fft, SENW_fft, EW1_fft, EW2_fft, EW3_fft]\n",
"fft_title = ['SW-NE', 'SE-NW', 'E-W 1', 'E-W 2', 'E-W 3']\n",
"\n",
"plt.figure(figsize=(13,7))\n",
"for i in range(len(fft)):\n",
" plt.subplot(2,3,i+1)\n",
" plt.plot(fft[i][0], fft[i][1], '.-', color='black')\n",
" plt.xlabel(\"Wavenumber\"); plt.ylabel(\"Ln(Abs)\")\n",
" plt.title(\"{} Spectrum\".format(fft_title[i]), size=20)\n",
"\n",
"plt.tight_layout(1.5)\n",
"plt.show()"
],
"execution_count": 19,
"outputs": [
{
"output_type": "display_data",
"data": {
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Cqlqlqq/inLCw54A9/kQ0yO38XQC8V+tp1DycE/BIgtz9UtViVZXarzDCuwXnLtMEd3AIT4TxGUHoeZ/auV9/rvX14WCfScArcPLjLUAbEclo1A+yu9pPd/z8AwGEusETdHQ1Y7wU5jka7r4uDnI+XlzPe37E6Tu5D04BV5fAnNoa5876vFrbzAMOFZF9iOITBVXdrqq34wymk4Yz4EdtkeayU+vJZf75/PwjP7Zv7M9RS8S5LNQokcYkElV9Psj51jFgfRlOkZmJ8xSudmsJ2L3FRG+cQmyhqu5omp8iPKr6OXCB+21jrsH8/95cT94S/WV+41jkrlB5C9zcJSLBrsMsd0WBFZhNa5v7dbfCT1XXACtw+uAMx7nzU3seNv/F0SCiezH0FU5zs044o/p5Lehn5Dqu9gL3qUp/91v/hOYf4iSPAREcd6F7zJPC2NZf+CdFsP9Am92vB9ReIc40BfEweqcxodR1jsbagzhNkf5I3U0lP8AZhfsYnHPaR/CcKjiDAg3AeQpREsVYI81lnXFywir9ZYqAhe7XcHPZ5zgXar8Wkf3C2D5muQyn2Z0xLUHgdCWDgE/dZp8AqDOC+yKifP0WI3XlrQPd7li1FbhflwQsW4hz0/7QMI/rz3XhjhJdRcPzFljuijkrMKNInDm9ThCRPT5XEWkH/N79NlizCP/Fz93u193utqszBcc6nKHauwFfue3oo+EunIuS29i92WjUNfIzGiQiQ2stuwan/+U8/50wtxncS0AfEbndLUJrH+sgEekUsOiv7teHRGSPO2i1lvn/cBwYJMZ6qeo2nAvBfiLSI+AYScBfgGg+RTUmIo08R2PKveN/O845ErLpldu8dz7OqNG34txwqt3vcQFO640/4eS9992nEWERkRtDXTyJSH+crgyVOAN+1DZaRDoEbO/DeTrrwxn+328qzmTtV4vIkBDHyhdn8nTcVi+P43w+fxd3TsmAbVNFJC9gUaNyGc5FczVwvj8G9zhtcUbWNaYl8F+/nYUzDUft1hK4yw4BRrrfe1JgikgnEblWRLKDrBOc60AInt+TgPsC/za411HX4uS6FwO29bd0eTrYzS4R2UtEAsf+mI4ziM5wCTJXuYjUvqG4EacPZ0Ovl/z9yn8fuFBEBuNMO2IayfpgRtdROKOD/eAOPOPvDN0JOAXnj/5UYHKQ9xYBV+AMX70R+DTINvNw+iD5t48KVd0kIuMJ44IgxEATflNUtb754BrzGU0H3nAHH/kKp2/EyThDQ19Va9trcAbAuAu4wD3WjzhD+3fH6Zt5nv/4qjpHRO7B6Te13O0nsRqnSUh/nLtrF7v7/gKnn8C5IlKB0x9DgX8FNPeozwM404u8LyKv4UxDMBCnjf4nOIM4GeOFxpyjHevJEY9orQm8G+B5nDnQDqtnuyKcp5eH4YzguDlwpapuF5GPcJ5y+rePxEicQT0+x8kP64C9gENxnlIIcEOIwXbeB5aKyCs4TckKcc75xQTkYVWtEJHTceaGe1NESnCmFtiBc+e9L07Ll1+5y8CZI+4oYBiwQkRm4DyVOADnae2NOJ8hOH9TqnG6SPTEvauvqveE8wGo6joReQmnWd1SEXkTZ1qGITgXqEfU9X5jvBSF6xm/RTjnsf+GU+3WEuCca7cAPXHmZYxo4Cy3f2TtrgFtROT5gO//n6r+VM+usnHmtX1ARN4HPsPJD/6uAp1x5qu8Ich7P8XJLYtFZA6/zIPZGmcU3ZrBb1S1SERuBiYAX4rIWzh/S1rh9DM/Ducm30nu9uXuYEBzcOYqvxwnr6bjXLMNZveapQgn/80SkfdwRoz9RFWn1/Pz+/0DJxfeIiK9gGU4rcf8c62fEeZ+TCgaB0PZNpcXzh/wq3F+Ob/AmR+tHOfC4y2cp4++EO/NwflDr8DkENv8jl+GlD6rAfGFHNYap6/QNwH7j3SakpBD1Tf2MyJgyGhgKM4Tge04T13/D+ga4lipOIVmCU7yLwO+w0lM1xFkzjqcC6NZOEVrGU6R+Qa1hp7GSWxF7n79/28FteOt57O4FGfetzKczuhPur8HxdQaPps6pkah/mlPlFpTBdjLXqFeDTxH/b+f9b06hhmD/xy6J8T6woB9vhhimyMCtnkwxDb3BGzTN8LP6QicG1JzcXLnTpwbRV/jtKDoH+Q9z7vH6oxzAfe5+57vcQYN2WN6APd9+wD34lwM7sC5QP0Sp8gfxZ75OtnNfR+62253t38KOLjWtqNwitaa6VaCxBvy/w3nb8cDOHM3l+Pc/LvFjWGP3EMdU6NQR+6sKwfay16RvMLMVRdHuM+p/DKVxx5THfHL9EkKvNmAmAvCiLljGPtJwxm853GcgSR/xGnJ8TPODa57CJgrt9ZnVoxzk/5FnCJ0l7uPPeatDHhff5y5M9e6+WGDm2/+QsDcoQHbH+jG9o27/UacLg+31tpuL+AJN+9UUusaKFjuCXKsQ3H+pm1z82QxTuEbNA9Rx9Qo1D3tyfPh/v80p5e4P7wxcUtELsa523SJqj7vbTTGGNMw7tOGi3DmklvlbTTGGBMeEVHCnIbKGLA+mMYYY4wxxhhjosQKTGOMMcYYY4wxUWEFpjHGGGOMMcaYqLA+mMYYY4wxxhhjosKeYBpjjDHGGGOMiYq4mgczNzdXO3bs6HUYxpg4tHjx4p9UNa/+Lb1nucwYE4rlMmNMc1BXLourArNjx44sWrTI6zCMMXFIRL71OoZwWS4zxoRiucwY0xzUlcusiawxxhhjjDHGmKiwAtMYY4wxxhhjTFRYgWmMMcYYY4wxJiqswDTGGGOMMcYYExUJW2CWlpYyYcIESktLvQ7FGGMazHKZMaY5sFxmjPGLq1Fkw/Xaa69xzjnnICKkpaVRVFREfn6+12EZY5opERkN/B4Q4GlVfSQa+3311Vc599xzLZcZYxKa5TJjTKCEfIK5aNEiVJXq6mrKy8spLi72OiRjTDMlIj1xisvfAL2AoSJycDT2vWTJEstlxpiEZ7nMGBMoIQvME044AQARITU1lYKCAm8DMsY0Z92BD1R1h6pWAu8Cp0djxyeddBJgucwYk9gslxljAiVkgTlo0CAACgoKrBmGMSbWPgMGiEiOiGQCQ4ADorHj4447jvT0dI455hjLZcaYhHXccceRmZlJfn6+5TJjTGL2wfT5fGRnZ9OzZ09LYsaYmFLV5SJyHzAH2A4sBapqbycilwGXARx44IFh73+fffbhoIMOslxmjElo++67L506dbJcZoxJzCeYANnZ2fz8889eh2GMaQFU9VlV7a2qxwKbgRVBtnlKVfuoap+8vLyw952bm8tPP/0UxWiNMabp5eXlWS4zxgBWYBpjTL1EZB/364E4/S8nRWvfOTk5bNy4MVq7M8YYT9jNMmOMnxWYxhhTv/8TkWXAdOBqVd0SrR1bgWmMaQ6swDTG+CVkH0xwCsy1a9d6HYYxpgVQ1QGx2ndubq4VmMaYhJebm8uGDRu8DsMYEwcS9glm69at7QmmMSbh5eTksHnzZiorK70OxRhjGiw3N5cdO3awY8cOr0MxxngsYQtMayJrjGkOcnJyANi8ebPHkRhjTMPl5uYCWIsMY0ziF5iq6nUoxhjTYP4C0y7KjDGJzF9gWj9MY0xCF5iVlZXs3LnT61CMMabB7KLMGNMc+KdnslxmjEnoAhOwZrLGmIRmTzCNMc2B3SwzxvhZgWmMMR6yAtMY0xxYgWmM8bMC0xhjPGQDYxhjmoM2bdogIjZViTHGCkxjjPHSXnvtRWpqqt31N8YktKSkJNq2bWu5zBhjBaYxxnhJRMjJybEnmMaYhJebm2sFpjEmtgWmiPxRRP4rIp+JyL9FJD1a+7YC0xjTXFiBaYxpDqzANMZADAtMEWkPXAv0UdWeQBJwbrT27y8wt2zZEq1dGmOMJ3Jzc63ANMYkPCswjTEQ+yayyUCGiCQDmcDaaO24VatWiIg9wTTGJLycnBy7KDPGJLy8vDzLZcaY2BWYqvo98CDwHbAO+FlV59TeTkQuE5FFIrIokpHHfD4fWVlZVmAaYxKeNZE1xjQH/ieYqup1KMYYD8WyiWwb4FSgE7AfsJeIjKq9nao+pap9VLVPXl5eRMfIzs62AtMYk/BycnLYtGmTXZQZY2IqlmNjgFNgVlRUsHXr1mju1hiTYGLZRPZ44BtV3aCqFcDrwDHRPIAVmMaY5iA3N5fKykq7KDPGxEysx8aAX+b1tWayxrRssSwwvwOOFpFMERFgMLA8mgewAtMY0xzk5OQAdlFmjIm5mI2NAVZgGmMcseyD+QEwGfgY+I97rKeieQwrMI0xTSHWzcr8Bab1wzTGxEqsx8YAKzCNMY6YjiKrqneq6iGq2lNVL1DVsmju3wpMY0ysNWWzMiswjTGx0hRjY1iBaYyB2E9TElNWYBpjmkhMm5VZE1ljTBOI+dgY/oLUcpkxLVuzKDBt5EVjTKyE26ysMayJrDGmCcR8bIy9996blJQUKzCNaeESusBs3bo1lZWV7Ny50+tQjDHNVLjNyhrTb6l169b4fD4rMI0xMdMUY2OICLm5uUSaA40xzUtCF5jZ2dkA1kzWGBNLYTUra0y/JZ/PR9u2ba3ANMbEVKzHxgCnH6Y9wTSmZbMC0xhj6hbzZmXgNJO1izJjTKKzAtMYYwWmMcbUoSmalYFTYNoTTGNMorMC0xiT7HUAjWEFpjGmKajqncCdsTxGTk4O3333XSwPYYwxMWcFpjHGnmAaY0wcyM3NtSeYxpiEl5eXx6ZNm6iqqvI6FGOMR5pFgbllyxaPIzHGmMaxPpjGmOYgNzcXVWXz5s1eh2KM8UizKDDtCaYxJtHl5OSwa9cuduzY4XUoxhjTYLm5uQA2VYkxLVhCF5itWrVCRKzANMYkPP9FmTWTNcYkMn8usxYZxrRcCV1g+nw+srKyrMA0xiS8nJwcwApMY0xiswLTGJPQBSY4zWStwDTGJDp/gWkXZcaYRGYFpjHGCkxjjIkD9gTTGNMc2M0yY4wVmMYYEwesD6YxpjnIzMwkMzPTCkxjWjArMI0xJg60bdsWsLv+xpjEl5eXZ7nMmBbMCkxjjIkDKSkpZGVl2RNMY0zCy83NtWlKjGnBrMA0xpg4kZubawWmMSbh5ebm2hNMY1qwZlNgqqrXoRhjTKPk5ORYgWmMSXhWYBrTsjWLArOyspKdO3d6HYoxxjRKTk6OXZQZYxKeFZjGtGzNosAErJmsMSbh2RNMY0xzkJuby7Zt2ygrK/M6FGOMBxK+wGzdujVgBaYxJvFZH0xjTHNg0y4Z07IlfIFpTzCNMc1FTk4OW7dupaKiwutQjDGmwfLy8gCbdsmYlsoKTGOMqYOIdBORpQGvrSJyXSyOlZOTA9hdf2NMYvM/wbSpSoxpmZK9DqCx/AXmli1bPI7EGNMcqeoXwOEAIpIEfA+8EYtjBRaY7dq1i8UhjDEm5vwFpj3BNKZlsieYxhgTvsHA16r6bSx2bv2WjDHNgRWYxrRsVmAaY0z4zgX+Haud+59g2kWZMSaRtW3bFrBcZkxLlfAFZqtWrRARKzCNMTElIqnAcOC1EOsvE5FFIrKoof2OrA+mMaY5SElJoXXr1lZgGtNCxbTAFJHWIjJZRD4XkeUikh/tY/h8PrKysqzANMbE2snAx6r6Y7CVqvqUqvZR1T7+ERQjZQWmMaa5yM3NtQLTmBYq1oP8TARmqeqZ7t3/zFgcJDs72wpMY0ysnUcMm8cCZGZmkpGRYQWmMSbh5eXlWYFpTAsVsyeYIpINHAs8C6Cq5aoak6FercA0xsSSiOwFnAC8Hutj5eTk2EWZMSbh5ebm2jQlxrRQsWwi2wnYAPxDRJaIyDPuRdpuotFvyQpMY0wsqep2Vc1R1ZgnmpycHHuCaYxJeNZE1piWK5YFZjJwJPCEqh4BbAdurr1RNPotWYFpjGkucnNzrcA0xiQ8f4Gpql6HYoxpYrEsMNcAa1T1A/f7yTgFZ9RZgWmMaS7sCaYxpjnIzc2lrKyM7du3ex2KMaaJxazAVNUfgNUi0s1dNBhYFotjWYFpjGkurA+mMaY5yM3NBWwuTGNaoljPg/kH4CUR+RQ4HBgfi4P4C0xrhmGMSXQ5OTls3ryZ6upqr0MxxsJgfFIAACAASURBVJgGswLTmJYrptOUqOpSoE8sjwFOgVlZWcnOnTvJzIzJTCjGGNMkcnNzqa6uZsuWLbRt29brcIwxzYiItAaeAXoCCvxWVUtjcSx/gWkjyRrT8sT6CWaTyM7OBrBmssaYhJeTkwNg/TCNMbHgn5/8EKAXsDxWB/IP3PiPf/yD0tKY1LDGmChZsGAB48ePj9q5GlGBKSJtRORQEeksInFTnFqBaYyJRLzmMvilwLRmZcaY+kSSy5pyfnKAlStXAjB58mQGDx5sRaYxcaq0tJRBgwZx2223Re1crffCSkSyReRWEfkPsBB4EngV+FZEXhORgY2OopGswDTG1CcRchn80qzMnmAaY4JpRC5rsvnJARYvXgyAqlJeXk5xcXGD92WMiZ1p06ZRUVEBELVzNZw+mJOBF4ABte90iUhv4AIR6ayqzzY6mgbyF5hbtsTsRpwxJvHFfS4DayJrjKlXQ3OZf37yP6jqByIyEWd+8tsDN1LVp4CnAPr06dPg0RMHDhxIWloaZWVliAgFBQUN3ZUxJoYWLVoEQFJSEqmpqVE5V+stMFX1hDrWLQYWNzqKRmrdujVgTzCNMaElQi4DayJrjKlbI3JZsPnJb45yeDXy8/OZN28e1157LUuWLKl5GGCMiR/z5s3jnXfe4be//S0HH3wwBQUF5OfnN3q/Yfc9EpF+/qYUIjJKRP4iIh0aHUEUWBNZY0y44jmXAWRlZZGcnGxPMI0xdYo0lzXl/OR++fn5vPXWW+y9995cc801Np2cMXGkoqKCa665hk6dOvG3v/2NW265JSrFJUQ2yM8TwA4R6QXcAHyN00TDc1ZgGmMiELe5DEBEyMnJsQLTGFOfhuSyJpmfPFBeXh7jx49n3rx5vPLKK7E+nDEmTI8++ijLli1j4sSJZGRkRHXfkRSYlercejoV+JuqPgbsHdVoGqhVq1aIiBWYxphwxG0u88vIyOD999+3UReNiXOlpaVMmDDBq3M14lymqktVtY+q/lpVR6jq5qYI9LLLLuPII4/khhtuYNu2bU1xSGNMHb7//nvGjh3L0KFDGTZsWNT3H84gP37bROQW4AJggDscdkrUI2oAn89HVlZW0AKztLSU4uLiqLUpNsZEJg7PwbjNZeB8Xt999x3V1dUMHjyYoqKiePncjDEB/EP7l5eXk5aW5sW5Gte5LFBSUhKPPfYY+fn5XHHFFfTs2TOe/iYY06KUlpZyxRVXUFZWxsSJE2NyjEgKzHOA84HfquoPInIg8EBMomqA7OzsPQpMf/IvKysjNTWVuXPncswxx3gUoTEti6ryr3/9i0svvZTq6mqvLsCCietcVlxcTHV1NfDLcOFx8JkZY2opLi6mrKxst2k4mvhcjetcVtvRRx/N0KFDmTRpEj6fL57+JhjTYpSWljJw4EDKyspITk7mxx9/pHPnzlE/TthNZN3O4ZOANiIyDChX1bjptxSswAxM/mVlZZxyyincdNNNLFmyhJKSEi+btRjT7Pibir388suMGzeOHj16cNFFF1FZWUl1dXXczIMW77msoKCAlBTnIURKSooN7W9MnDruuONqBq2J1tD+kYj3XBZMr169AOLqb4IxLcm8efMoKysDnAcBsToHIxlF9nfAh8DpwJnAQhH5bUyiaoBgBeaxxx67W/Lv3r07f/nLXzjyyCPp378/Y8aMYfDgwVZkGtNI/tYCt956K+eddx5jx45l33335cYbbyQpKQnw5gIsmIbkMhFpLSKTReRzEVkuIjG75Z6fn88LLzjXiNdcc43d3TcmTmVlZQFw+umne/IkLt6vy4I55ZRTSE52Gs/ZDTRjmp5/MB+fzxfT67JIBvm5EThCVS9W1YuA3sBNMYmqAYIVmGlpaQCcddZZFBcXU1JSwg8//MBpp52GqtodNGOiZM6cOezatQtwktbNN99McXEx999/P48++igAt99+e7wUSw3JZROBWap6CNALWB7LAM855xw6dOjAl19+GcvDGGMaYfbs2QBMnDjRq9wW19dlweTn5zNjxgxSU1MZMGBAvPxNMKbFeP3119lnn30YN25cTG+MRVJgbgQCh/7a5i6LC8EKzOnTp+Pz+XjiiSdqPsCcnBxuvPHGmuJTVRkwYECTx2tMc6GqfPCBM2+3v1/N8OHDa9ZfdtlltGnThhUrVngVYm0R5TIRyQaOBZ4FUNVyVd0SywBFhMLCQubOnUtFRUUsD2WMaaDZs2fTo0cP9t9/f69CiOvrslAKCwu57rrrKCoq4quvvvI6HGNajPnz57NgwQLGjBnDmDFjYnqDp94CU0SuF5Hrga+AD0RkrIjcCSwE4uaKMViBOW3aNPr160dOTs5uy/Pz85k3bx6nn3461dXVvP32200ZqjHNynPPPcfMmTO55JJLuOeee/a4I5acnMyQIUOYMWMGVVVVnsXZiFzWCdgA/ENElojIM/7JzWOpsLCQbdu2WRN+Y+LQjh07eO+99ygsLGzyYyfKdVld/vjHP5KSksJ9993ndSjGtBh//vOfycvL49JLL435scJ5grm3+/oamAKou3wqsDJGcUXMX2D6+1x+9913LF26dLcnKYHy8/OZPHkyF198MXfffTezZs1qynCNaRaWLl3K1VdfzfHHH8/TTz/NLbfcEvSO2PDhw/npp59YuHChB1HWaGguSwaOBJ5Q1SOA7cDNtTcSkctEZJGILNqwYUOjgx08eDBJSUk1zfCMMfHjvffeo6ysjBNPPNGLwyfEdVld2rVrx+9+9zv++c9/snr1aq/DMabZW7x4MbNnz+b6668nMzMz5serd5oSVR0XbLmIpAPRn5mzgbKzs6msrGTnzp1kZmYyffp0gJAFJjjN0B577DEWL17MqFGj+PjjjznwwAObKmRjEtqWLVs488wzyc3NZdKkSTWD+QRTWFhISkpKTasCLzQil60B1qjqB+73kwlSYKrqU8BTAH369NHa6yOVnZ3N0UcfzezZs/nzn//c2N0ZY6Jo9uzZpKWlceyxxzb5sRPluqw+N954I08++SQPPvhgzObiM8Y4xo8fT3Z2NldddVWTHC+SPpiISJKIDBGRfwGrcOZgigvZ2dkANc1kp02bRrdu3ejatWud78vMzGTy5MmUl5dz8sknc88991iTNGPqUVJSQr9+/Vi1ahWvvPIKeXl5dW6fnZ1NQUEB06ZNa6II6xZJLnOnAlgtIt3cRYOBZbGP0inMP/74Y6LxRNQYEz2zZ8/m2GOPbZInAXWJ5+uy+nTo0IFRo0bx9NNPs379eq/DMabZWrZsGa+//jp/+MMfaka/jrWwCkwROU5EnsRJXpcCJwCdVfXMGMYWkcACc+vWrcybN49hw8K7kde1a1duuukmli1bxh133GFTlxhTh9LSUgoKCli2bBk+nw+fL7z7VMOGDePzzz/3dGTURuSyPwAvicinwOHA+JgG6iosLERVrZ+4MXFk9erVLF++3JP+l36JcF0Wjptvvpldu3bxyCOPeB2KMc3WvffeS2ZmJqNHj26yY4YzyM8aYAKwAOihqmcAO1V1R6yDi0RggTlnzhwqKirqbB5bm/8iWVVt6hJj6lBUVFQzsml1dXXY54r/ho+/+XpTa0wuU9WlqtpHVX+tqiNUdXOs4wXo3bs3bdu2tX6YxsQR//noVYGZKNdl4ejWrRtnnnkmEydO5I477rCb+8ZE2eTJk3nxxRcZPnw4ubm5TXbccB49TAb2w2l2McwdPbHR/YuizV9gbtmyhWnTppGTkxPR8LsFBQWkp6cDTrFpk/8aE5y/uIx0kt6OHTvy61//2stmsgmRywIlJSVxwgknMGfOnJoBzIwx3po9ezbt27fn0EMP9SqEhMtldRkyZAg7duzgnnvusRZkxkRRaWkp5557LqrKlClTmvTcqrfAVNXrcIbpfwgoAL4A8kTkbBFpFdvwwucvMDdt2sSbb77JKaecQnJyvWMY1cjPz2fu3LkcfPDBZGdn07t371iFakzCUlVmzJhBhw4duPvuuyOepHf48OEsWLCAjRubfqq2RMlltRUWFvLDDz/w6aefeh2KMS1eZWUl77zzDieeeCIi4kkMiZrLQlm3bh1gLciMibaioqKa6eEqKiqa9NwKq/OUOuap6mU4Se084FSctv9xwV9gzpw5k02bNkXUPNYvPz+fRx99lJ9++onXXnst2iEak/Dmz5/Pxx9/zC233MKtt94a8SS9w4cPp6qqipkzZ8YowrolQi6rzT8NgjWTNcZ7H330EVu2bPG0/yUkZi4LpaCggJSUFABSUlKsBZkxUdKqlXO/KdIWZ9EQ0SiyAKpaoaozVHUkcEAMYmoQf4H5+uuvk5qa2uC5qQoLCznkkEN4+OGHrUmaMbU88sgjtG3blgsuuKBB7+/duzft2rXzrB9moHjNZbW1b9+enj17WoFpTByYPXs2IsLxxx/vdSg1EiWXheKflxzgoosuivjGpTEmuBUrVpCens7YsWMjbnHWWOEM8jNdRIaJSEqQ1b8SkbtE5LcxiC0ie++9NyLC9u3bGThwIHvvvXeD9uPz+Rg9ejSLFy/m/fffj3KUxiSulStXMmXKFC6//PIGD83v8/kYNmwYM2fOpLy8PMoR1i1RclkwhYWFLFiwgO3bt3sdijEt2uzZs+nbty85OTmexZDIuSyU4cOHc9RRR/Hxxx97HYoxzUJ1dTVTp07llFNO4fbbb2/yGzfhPMH8PTAA+FxEPhKRt0Rkroh8AzwJLFbV52IaZRh8Pl/N3C4NaR4b6MILL6Rt27Y8/PDD0QjNmGbhr3/9K0lJSVx99dWN2s/w4cPZtm0b7777bpQiC1tC5LJgCgsLKS8vD/qZlZaWMmHCBBsYw5goCXVObd68mQ8//NDz5rEkcC6ry4gRI/joo49Ys2aN16EYk/AWLVrE2rVrGTFihCfHr3cUHHeS8T8BfxKRjsCvgJ3AingbEjs9PZ2ff/6Z/fbbr1H7yczM5PLLL+e+++7jm2++oVOnTlGK0JjEtHXrVp599lnOOecc2rdv36h9DR48mNTUVO644w5atWrVZHfVEimX1TZgwAAyMjKYPXs2Q4YMqVn+4osvcskll1BVVUV6enqTN4ExprkpLS1l4MCBlJeXk5qaSlFREf369QOcATOqq6s9LzATOZfVZcSIEdxyyy1MmzaNq666yutwjEloU6ZMISkpiVNOOcWT40fUB1NVV6lqqTsnXFwlsdLSUtavXw/A+eef3+i7+VdffTU+n4+//vWv0QjPmIT23HPPsW3bNq677rpG72vp0qVUVlaycOFCz4akj+dcFkx6ejrHHXccU6ZMYdy4cdx6660cffTRXHDBBVRWVtroi8ZESXFxMWVlZagqZWVlDBs2jPHjx7Nu3TpeeOEF0tLSqK6u9jrMGomWy+pyyCGH0K1bN6ZMmeJ1KMYkvClTplBQUECbNm08OX7YBaaInCEiX4rIzyKyVUS2icjWMN6XJCJLRGRG40KtW3Fxcc2Q4dG40Grfvj1nn302zzzzDFu31vtjGtNsVVVV8eijj9K/f3/69OnT6P0FnpteFEUNzWVe69atG9999x1jx45lwoQJ/PDDD1x77bU10zHZ6IvGNF5BQUHNtURqaiqdOnXitttuY//992f69OmUlZVRWFgYF03SEzWX1WXEiBHMmzePLVu2eB2KMQnriy++YPny5Z41j4XInmDeBwxX1WxVzVLVvVU1K4z3jQaWNyy88BUUFJCWlkZSUlLUhuK97rrr2LZtW1SeiBqTqB544AG++eYbTj755KjsLxbnaoQamss8lZqaWvNvn8/HZZddxsSJE3n22WcBuOmmm6x5rDGN1L59e1SVYcOGUVxczOLFi1mxYgX9+/ev2SaOWgskZC6ry4gRI6isrOStt97yOhRjEtbUqVMBOPXUUz2LIZIC80dVjahQFJH9gVOAZyKKqgHy8/MpKipq0OTvoVRWVuLz+XjzzTc9a8pnjJdKS0u57bbbALjnnnuicg7E4lyNUMS5LB6cdtppZGRkkJSURFpaGgMHDgRg5MiRZGVl8cMPP3gcoTGJb/78+QDcddddNbmpS5cu3HvvvTXnn0c3xoJJyFxWl9/85je0a9fOmska0whTpkyhd+/eHHCAd7MW1TvIT4BFIvIKMAUo8y9U1dfreM8jOB3RQ84ZIiKXAZcBHHjggRGEs6f8/PyoXqwWFxfXzIXpv2NpTwhMSzJnzpya/kbRPAeifa5GqCG5zHP+wry4uJiCgoKazy8pKYl+/fqxYMECjyM0JvEtWLCArKwsDjvssN2Whzr/PJaQuawuPp+PU089lZdeeoldu3aRnp7udUjGJJR169axcOFC7rrrLk/jiKTAzAJ2ACcGLFMgaCITkaHAelVdLCIFoXaqqk8BTwH06dNHI4gn5goKCkhNTaWsrIykpKR4uWNpTJPx3/Tx+XzxdNe+sSLKZfEkVGHev39/brvtNjZu3Ojp/HzGJLr58+dzzDHHkJSUtMc6j2+MBZOwuawuI0aM4Mknn2Tu3Lm7jZptjKnf9OnTUVVP+19CBAWmql5Se5mI1DWkZD9guIgMAdKBLBF5UVVHRR6mN/Lz85kxYwYnnHACl1xySbz9YTEm5lJSnHm8r732Ws4+++xmcQ40IJfFvQEDBgBQUlLCsGHDPI7GmMS0adMm/vvf/3L++ed7HUpYmmMuAxg4cCB77703U6ZMsQLTmAhNmTKFgw46iEMPPdTTOCKapiSI60OtUNVbVHV/Ve0InAvMTaTi0u/444/ngAMO4H//+5/XoRjT5JYtW0ZycjL3339/sygu6xAylyWCvn37kpqaWtN/zBgTuffffx9gtwF9ElBC5zKAtLQ0hgwZwtSpU6mqqvI6HGMSxtatWykqKmLEiBE1o2F7pbEFprfRN5EePXqwfHmz6kdvTFiWL19Oly5dap5kNmMJncvS09Pp27ev9cM0phEWLFhAamoqv/nNb7wOpTESOpf5jRgxgvXr1/PBBx94HYoxCWPWrFmUl5d73jwWGl9ghtVnUlWLVXVoI4/lme7du7N8+fK4mlzZmKawbNkyunfv7nUYTaHOXCYiq0TkPyKyVEQWNVVQkejfvz+LFi1i586dXodiTEKaP38+ffr0SfSBZeJqLIuGOvnkk0lKSuLmm2+2EfyNCdMzzzzDXnvt5XUYQBgFpn/i3iCvbcB+TRCj53r06MHOnTv59ttvvQ7FmCZTVlbGV199RY8ePbwOJSqikMsGqurhqton1rE2xIABA6ioqODDDz/0OhRjEs7OnTtZtGhRTX/meNYSrsuWLVuGqjJ//nybJs6YMLz55pu8/fbb7NixgxNPPNHzc6beAtM/cW+Q196qGskotAnLf4FtzWRNS/Lll19SXV3dbArM5p7LjjnmGETE+mEa0wAffvghFRUVCdH/srnnMnCmifPbtWvXbt8bY/bkn5ZEVWumlfNSY5vItgj+JoLLli3zOBJjmo7/972FNJGtjwJzRGSxO3dv3GnTpg09e/a0fpjGNID/vOnXr5/HkRhwpolLS0sDnAtmr0fENCae/ec//+Gjjz4iOTmZpKSkuJhWzgrMMLRt25Z9993XnmCaFmX58uWICN26dfM6lHjQX1WPBE4GrhaRY2tvICKXicgiEVm0YcOGpo8Qpx9mSUmJjbxoTITmz59Pz549adOmjdehxJyIJInIEhGZ4XUsoeTn51NUVMQNN9xAcnIyU6ZM8TokY+KSqnLDDTfQunVrZsyYwd13301RUZHnI/9bgRmm7t272xNM06IsW7aMTp06kZGR4XUonlPV792v64E3gD2GmVTVp1S1j6r2ycvLa+oQAacf5rZt2/j000+Dri8tLWXChAme980wpqnV9btfVVVFSUlJQvS/jJLRQNzfMc/Pz+fBBx/kuuuu4/nnn+fjjz/2OiRj4s5bb73F22+/zZ133klhYSG33HKL58UlWIEZNv9UJarNYoA2Y+q1fPnyZtP/sjFEZC8R2dv/b+BE4DNvowrO338sWD/MBQsWMGDAAG677TYbNMO0KKWlpQwcOJBbb72VQYMG7fG7/+mnn7Jt27aE6H/ZWCKyP3AK8IzXsYRrzJgx5OTkcP3119s1mDEBKioquOGGG+jatStXXXWV1+HsxgrMMHXv3p2ff/6ZdevWeR2KMTFXWVnJF198Yf0vHfsCC0TkE+BD4E1VneVxTEEdcMABdOjQIWg/zHHjxlFVVRU3AwAY01SKi4spKysDnAFj5s2bt9t6//nSQp5gPgL8CQg571o8NPcPlJ2dzV133cW7775rTWWNCfD3v/+dL774ggcffDDu5iu3AjNMNpKsaUm++eYbysvL7QkmoKorVbWX+zpUVf/sdUx16d+/P/Pnz9/tTn9xcTFFRUX4fE7K9/l8ng8AYExT2WeffXb7fvXq1bt9P3/+fA488EAOOOCApgyryYnIUGC9qi6ua7t4aO5f2+9//3sOPfRQbrzxRsrLy70OxxjPbd68mbFjxzJ48GCGDh3qdTh7sAIzTDaSrGlJbATZxDVgwAB++OEHVq5cCcD69es5//zz6dKlC7Nnz6ZDhw7k5eVx1FFHeRypMU3jvffeIyMjgzvuuIPBgwfz1FNP1TQjV9Wa5uMtQD9guIisAl4GBonIi96GFJ7k5GQeeughvv76a0aMGGFN/E2Ld8UVV7Bp0yYuuugiRMTrcPbQLOZLagrt2rWjdevWcV1glpaWMm/ePAYOHBgXHXxNaCUlJRQXF8ft/5UVmIkrsB9mp06duOCCC9i0aRMzZ86kV69e3HvvvZx33nnMmjWLIUOGeBytMbG1YcMGXn75ZX73u98xbtw4tm7dSu/evTnvvPNYunRpTdeXltD/UlVvAW4BEJEC4P+p6ihPg4pAVlYWPp+PmTNnMmvWLC644AKuvPJKqqqqeO+99ygoKIjLv6fGNFZpaSlFRUW0adOGlStX8uqrr7JmzRpEhMsvv5yDDz447n73rcAMk4jQvXv3OpvIlpaWUlxc7EmSe//99znuuOOoqqoiIyOjQUMUB4vfy58pXkT7cykpKeHYY49t1P9VY9UX//Lly2nfvj1ZWVlNGpdpvO7du9O2bVsWLFjA2rVrmTNnDk8++SS9evUC4PTTT2ffffflscceswLTNHvPPvss5eXlNQNgZGVl8eqrr3L00Udz4YUXctZZZwEtpv9lQisuLq55UqOq/Otf/+KFF14AnGu09PT0uJiewZhomjdvHieccELN9GPJycl06tQJEdltTIW4+71X1bh59e7dW+PZpZdeqnl5eUHXlZSUaEpKioqIZmRkaElJSZPGdvzxxyvOZPAqIjp+/PiI3l9SUqKpqakKqM/n08LCQj333HM1JSVFfT6fJz9TPPB/LiKiycnJevLJJ+tRRx2lItLg/+vhw4fv9n/15z//OUbRBxfO72rv3r31hBNOaNK46gMs0jjIU+G8vM5l/fr104yMDBURPffcc7W6unq39XfccYeKiH711VceRWhM7FVWVuqBBx6oAwcO3GPdY489poC2adNG09PTdcGCBU0Wl+WyhikpKdGMjAxNSkrSjIwMnTVrlp5zzjk1f099Pl/E1z7GxLuTTjppt9/xO++8c49zwavr87pymfXBjECPHj3YsGEDP/300x7r5syZQ0VFxW53E5rK1KlTeeedd0hKSqq5o5GTkxPRPoqLi2s6zldXV/PBBx8wefJkKioqqK6upqysrEWOOvnCCy9QXl6OqlJZWUlJSQmrV6+uOYEi/b/+6quvmD17Nj6fr+b/auPGjbH7AYKYNWtWnb+r1dXVfP755zbAT4IqLS3lww8/ZOfOnQBceumle/TPuOyyy/D5fDzxxBNehGhMk5gxYwbfffcdV1999R7rrrzySgYOHMjmzZvZtWsXJ5xwgvXri3P5+fkUFRXVTCRfWFjI6NGja+ZqVlWOPfZYj6M0Jnq2b9/OwoUL8fl8JCUlkZaWRmFh4R7nQtw9vcQG+YmIvz9asGaySUlJNf8WkSYbofGzzz5j1KhR9O3bl3feeYc77riDdu3acf/99/O///0v7P0UFBTUXIRmZGTw1ltv8e6779Ykbv82Lc0333wDOP+/GRkZzJw5k8mTJ5Oc7LQuT01NDftzqaqq4sILLyQjI4M33niDe+65h379+jFx4sQ9hs2Ppc2bN9f8O9hooqtXr2b79u3W/zJBFRcX1zSl8fl8fPTRR3ts0759e0477TSee+45duzY0dQhGtMkHnvsMdq3b8+pp566xzoR2a1ZrE3dkxjy8/N3m0jef6F9zjnnoKp8//33HkdoTPT8/e9/Z8uWLTz++ON7FJO1z4W4E+rRpheveGqKEcyqVasU0CeffHKPdaeeeqrm5ORor169ND09XTdt2hTzeDZu3KidO3fWX/3qV7pmzZqa5cXFxSoieuWVV4a9r/LycvX5fFpQULDbo/aSkpKax/OfffZZVOOPdxs2bNDU1FQ944wzdPz48bt9Ln/6058U0Ndffz3s/U2YMEEBfemll2qW/fzzz9q9e3fNycnRlStXRjX+YMrLy/WAAw7Qww8/XNu3b69du3bdY5uZM2cqoO+9917M44kE1qwsLOE2nZk3b54C+uyzzzZxhMbE3hdffKGA3nXXXSG38aqZmeWy6KusrNRDDjlEDz30UK2qqvI6HGMabfv27brvvvvq4MGDvQ4lpLpymefJK/AV74msqqpKMzMzdfTo0bst37hxo6akpOj111+vS5YsUUDvvffemMby3nvv6UEHHaTJyclaWlq6x/rrr79eAZ09e3ZY+1uxYoUC+vzzz++xbv369ZqamqrXXHNNg2ItKSnZo0BrSg09/v333x+ysJ47d64C+s4774S1r08++URTUlL0zDPP3KM/3IoVK7R169bauXPnmrb1sTJp0iQFdOrUqfrII48ooMuWLdttm4ceekgB3bBhQ8ziaAi7KAtf3LHXDgAAIABJREFUOL/z1dXVeuihh+oRRxyxx++kMYlu9OjRmpKSouvWratzOy/+Plkui42XXnpJAX3ttde8DsWYRnv44Yfj8mZ/ICswoyjY4CdPPfWUArpo0SJVVR08eLDut99+WlZWFpMYSkpKNDk5WQFNSUkJ+odx586d2r17d23fvn1YT1NnzJihQMg/siNHjtSsrCzdtm1bRLHOnTtXU1JSPOuIvGDBggYdv6qqSg866CAdMGBA0PVr1qxRQB9//PF691VWVqa9evXSfffdN2TR5k8kQMw+p+rqau3du7d27dpVq6qqdO3aterz+XTMmDG7bVfXYFZesouy6Hv88cfrPO+NSUTbtm3TrKwsPe+887wOJSjLZbFRWVmp3bp108MOO8yeYpqEtmPHDm3Xrl3QAcriSV25zPpgRijYVCWTJk2ia9euHHnkkQDccMMNrF27lldeeSUmMfztb3+jsrIScAZkCdZvJD09nRdeeIF169YxaNCgegcv+PLLLwHo0qVL0PVXXnklW7du5d///ndEsY4fP56Kigqqqqo86ePy73//u0HHf/vtt/n666+58sorg67fb7/9yMzMrPnc6vL73/+eTz75hBtuuIHc3Nyg2+zcubOmD+yuXbti8jm99957LF68mOuvvx6fz8evfvUrBg0axKRJk5y7Ta7ly5db/8sWYtSoUWRmZnLllVfaACem2bj77rvZunUrxx13nNehmCaUlJTEmDFj+M9//sPUqVO9DseYBnv66af54YcfuOOOO7wOpcGswIxQjx49WLNmDVu3bgVgzZo1vPvuu4wcObKmQDjppJPo0aMHDz300G4X7tHw9ddfM2XKlJoRpeoaZKaiogKfz8fSpUsZOHBgnReQK1asoE2bNiFHnz3mmGM47LDDeOKJJ8L+mTZv3lxzTJ/PF9GAONHSvn37mn+npKSEffwnnniCvLw8Tj/99KDrRYQuXbqwYsWKOvcza9asmnm67rzzzpD/BwUFBaSnpwNOq4K8vLyw4ozEQw89RG5uLhdeeGHNspEjR7Jy5Uo++OCDmmMvW7bMRpBtIT777DPKy8v55JNPwroRZUy8Ky0t5YEHHgDgj3/8o/1OtzDnnnsuXbp04a677or69ZcxTWHXrl3cd999HHvssQk9uKYVmBHyP9n5/PPPAXj55ZdRVc4777yabUSE66+/nk8++YS5c+dG7dhlZWWcc845pKam8tprr9U7PHFxcTHV1dWAU2zW9VTsyy+/pEuXLntMZ+AnIlx55ZUsWbKEDz/8MKx4//KXv7B9+3aSkpI4+uijPRlK2V+0JSUlMXDgwLCOv3r1aqZPn86ll15KWlpayO26dOlS7xPMyZMn1/y7rieo/pHwbr/9dtq1a8c999yz22ivjfXFF18wffp0rrrqqt1GBj7ttNNIS0tj0qRJAPz4449s2bLFnmC2EIE5wkbRNM3BjBkzagoL+51ueZKTkxkzZgxLly7lwgsvtBsMJqGUlpZy9tlns3btWu68806vw2kUKzAj5H+ys2zZMsBpHtu3b989mpaOHDmSffbZh4ceeihqx77ppptYvHgx//jHPzj99NPrHZ64oKCgpkAKNh1FoBUrVtC1a9c6jz9q1ChatWoV1tx5P/30E4888ghnnXUW3bp1Y999921wcVlaWsqECRMa9Ifi22+/pVWrVlx33XXMnj275sZAXZ5++mlUlcsvv7zO7bp27crKlStrmisH06pVK4B6nzaDU2TeddddTJkyhe+//55LL700andgH374YdLS0vaYDy47O5uhQ4fyyiuvUFlZWfN7bU8wW4ZIcoQxiSAzMxPwrtWM8V6nTp0QEV588UUGDx4cF0VmY65jTGzFy/9NaWkpgwcPZvr06fh8vpoHJInKCswIde7cmdTUVJYvX87y5ctZsmQJI0eO3GO79PR0rrnmGmbOnFlz0R4o0l/oKVOmMHHiREaPHs2IESPCeo//qVj79u05/PDDQxZ4O3fuZPXq1SH7X/rtvffejBo1ildeeYVNmzbVue3999/Pjh07GDduHB06dODbb78NK+baZs+eTf/+/RkzZkyD/lB8++23dOjQgZtuuomMjAzGjh1b5/YVFRU888wznHzyyXTs2LHObbt06UJlZSWrVq0Kuc3WrVtp06ZNRJPhHnXUUdx333288cYb/O1vf6t3e79Qv1MbNmzgn//8JxdccAH77LPPHu8bOXIk69evp6ioqKZ/sT3BbBn8OaJz58506tQpfufTMiZMP/74I2lpaYwbNy5uJyA3sbVgwYKaf5eVlXn+FNtfODT0OsbETmlpKQMHDuT222/3/P+muLiYXbt21Xz/7rvvehZLVIQa/ceLV6KMVtazZ08dOnSojhkzRn0+X8hh0P3zKPbu3VunTZumCxcu1FdffVWvueYaTU5OVp/PV++IoSUlJXrjjTdqq1attHfv3rpr166I461vVND//Oc/CuikSZPq3dcnn3yigD700EMht1m7dq1mZGToBRdcoKqqV1xxhebk5EQct6rqGWecUTO6alJSko4fPz6i9x9xxBE6ZMgQVVW97bbbFNBPPvkk5PavvfaaAjp9+vR6971gwQIF9M033wy5TbBRh8NRXV2tQ4cO1dTUVH3uuefqHUa/pKRE09PTVUQ0JSVFx40bp++//76uXr1a/z975x0fVZU98O/NpELoVaVGRLqooAQkJnRYBGPBgg0bIuuKiIiiYEFQV9TVlZ+IbV3dXVFBXeklIYEEEFARRCAiTYoIUrKQhGTO748pTpKZySSZknK+n8/7ZOa+++497+a9M/fce+65d955p9f/75kzZ6ROnTpy2223yf333y+1a9eukNtWoJEXA8ZTTz0lxhj5/fffQy2KopSLiy66qELvGyeiuizQOPY3BcQYIytXrgypPNOnTxdjTJn7MUrgGDduXLn6mP7EsZsDAdxNwN9402UhV16uR2VRZCNGjJC4uDiJi4vzajy4bifi6fD2QLsqScqxt9Pf/vY3AeTQoUNuz8+bN6/QNisl0bNnT2nWrJk899xzbl+ABx54QCwWi+zcuVNERGbMmCGAZGdnl1r2pKSkcr1w9evXlzFjxoiIyLFjx6ROnToyfPhwt3kzMjIkLi5OmjZtKvn5+SWW/euvvwogr776qtvz+fn5Eh0dLQ8//HCpZHbw22+/SePGjcUYU+I2K64/YJ4Ob9ffddddEhsbKz169JAePXqUSd5Ao52ywOHY1/Wrr74KtSiKUmZ+//13McbI008/HWpRvKK6LPBkZGTIvffeK4BMmTIlpLKsWbPG+fscGRlZJsMh1PuJV2TK0zZjxoypMEbdnXfeKRaLRcaPH19p/s/edJm6yJaB9u3bs2vXLnbt2sXNN9/sMV9qaqrNise2HuS2227ju+++Y8mSJYSHhwPeI5u6TpeHhYX5tCWGOzp37gzA5s2b3Z53REItyUXWQb9+/di/f79bl4J9+/Yxe/ZsRo0aRZs2bQBo2bIlQKndZM+ePcumTZuIiIgAbAFzSuPulJ2dzbFjx5z116tXj4cffpgvvviCDRs2FMqbmZlJnz592LVrF0ePHvUpkFHDhg2pU6eOx0iyWVlZ5OTkONu/tDRo0IDk5GREpMRtVnr27Ol81mJiYvjoo49YtGgRV199tTNwk7frb775ZrKzs1m7dq26x3rAGGMxxnxjjPkq1LL4m8svv5yIiAjS09NDLYqilJk1a9YgIiQkJIRaFCXExMfHM3v2bG688UZefPFFr0tZAk1sbKzz9zkhIaHUbtvp6ekkJCRUCDfOioaj7zZ58uQytc33338P2AJZlraP6U++/vpr3n33XR566CFmzpxZJVz71cAsA44AKBaLpdA2GEVJTEwkMjISi8VCVFQU9913H126dGHAgAHOrStGjRrl8UHq3bu383NUVFSZgxWUZGDu3LmTJk2aULt2bZ/KcxjHVquVM2fOMGvWLGegm2nTpgHw5JNPOvOX1cDMzMzkxIkTTJgwAaDEdZ9FcdTnqB/gwQcfpEGDBk75rFYry5cv595773Ua8572Fi2KMYa2bdt6NPwd7d2lS5dSye3K7bffjsViAfAasOLAgQOA7XlasWIFN998M4MGDWLixIlER0eXGGToyiuvdG5R4wiSoRTjQWBbibkqITVq1KB79+6kpaWFWhRFKTNpaWlERERw+eWXh1oUpYLw4osvEhYW5uxHhIL58+djjGHIkCFs2LDBa2BAd7z33nvk5+eHbD/xikxqaiq5ubmISKnb5tixY2RkZDB06FBEhIMHDwZOUC9YrVb+8pe/0KRJk0J958qOGphlIC8vD4CCggKGDx/uccTEEUDDXYCXm266iYSEBJYsWeLcJqAoR44cQUS4+eabyxWsoGHDhpx77rleZzB9nb0E2wxmdHQ0xhhnpLaWLVsycuRI3n77ba666ipatGjhzF9WA3PRokWEh4czceJEGjVqxKJFi0p1vTsDs3bt2jz66KMsXryYXr160aJFC/r378/evXsJDw/3KdqrK972wty8eTMWi6VcM4KOUViAe++91+MzMHv2bOLi4nj77bcL5fH2DLqyfv16Tpw4Adii6OoIaWGMMc2APwFvh1qWQJGQkMDXX3/N6dOnQy2KopSJtLQ0unfvXmgrJqV607x5cx577DE+++wzv24bVxrmz59Pz549ueuuuzh+/DgZGRmluj43NxewDWprZOTCJCYmOr20ShsJffHixVitVp544glatmzJ/PnzAySldz766CPWrl3L888/7/NET6XAk+9seQ+gOZAC/ABsBR4s6ZrK4uv/7LPP+mVR8EcffSSALFu2zO35K664Qlq3bu3TesCSGDRokHTt2tXtuaZNm8qdd95ZqvIcPu9paWny+eefS48ePZxtEh0dXch/vKCgQCIiImTSpEmlqqNLly6SmJgoIiK33nqr1K9fv1RtMWvWLAHkl19+KZTuWG8GSFhYmEydOlXOnDlTJj9+R3CUM2fOFDs3bNgw6dChg89leaNXr17SqlUrt/f/448/CiAzZswoc/nTp0+XsLCwCrHQ3ROEcN0S8ClwKZAIfFVS/sqiy1xZuHChALJixYpQi6IopSY7O1vCw8NL/TsTCkKpy0p7VEZdVpTTp09Lq1atpFOnTnL27FmfrvHXmsddu3YJIC+99JKcPHlSIiIi5JFHHilVGV26dBFALrjgggqxNm/NmjUyYcKECiGLiEhcXJwAEh8fX6rrbrrpJmncuLEUFBTIuHHjJDIyUk6ePFlueUrz7Jw8eVKaNm0ql112mRQUFJS77mDjTZcFskN2DnCJ/XMtYAfQwds1lUWROYLvlBR4pSRycnKkQYMGct111xU7t27dOq8BZErLxIkTJTIysphyPXHiRLmNE5GSDZS4uDi56aabfC5v//79AsiLL74oIiL//ve/BZDMzEyfy3j00UclMjKy2EvrT2PKMUiwZcuWYudat24tN954Y5nLdsURiOnTTz8tdm78+PESHh7uMYiTL/jrmQ4koeqUAUOBWfbPHg1M4F5gA7ChRYsWAW4N/3P8+HExxsjUqVNDLYqilJrly5cLIAsXLgy1KCWiBmbwcfyGjh8/3qeo7FFRUT5F+i+JmTNnCiA//fSTiIj069dP2rdv7/P1Bw8edEbDbdOmTZnl8BeOtnE3mRAKCgoKJCYmRowxUqNGDZ93Wjh79qzUrVtX7rjjDhERWbVqlQDy8ccfl0uexYsXS2RkpM+7RCQkJAgga9euLVe9ocKbLguYi6yIHBSRTfbPp7CtXfK8YLES4avbYUlERUVxxx138Pnnn3Po0KFC515++WVq167NnXfe6Q+R6dy5M3l5ecXcObOysgBo27Ztucp3bNjuycW0ZcuWpVpk73CHHTx4MAADBgwgLCyMhQsX+lzG7t27ad68OWFhhR/zkmQtDY52K7oO8+TJk/z8889lDvBTlGHDhhEXF8fMmTMLpefk5PD++++TnJxMkyZNyly+v57pKkovYJgxZjfwH6CPMebDoplE5C0R6SYi3Ro1ahRsGctNnTp16Nq1q67DVColaWlphIWF0bNnz1CLolRArr76arp168bLL79cYrCcJUuWkJub64wzMWLECCZNmsQrr7zCs88+W6olJPPnz6dLly7ExcUBMHToULZt28auXbt8un758uUADBo0iN27d3P27Fmf6w4EqampzmViFWE96MGDBzlz5gyDBg3i9OnTPv9vMjIyOH78OEOHDgWgV69eNGrUqNRusitXruS2227jhhtu4OKLL2bQoEHk5eVhtVq9to8jOFFaWhoWi8XjUrnKTFDWYBpjWgEXA+uCUV8wiI+P57HHHit3R/zee+8lPz+f9957z5m2Z88ePv30U+69915q1apVXlGBPwLNFF2HWdoIsp4oyUBp2bJlqdZgLlq0iObNm9OxY0cA6tevT48ePUq1DnPPnj2F1l/6KmtpcLRbUcN9y5YtQPkC/LhisVgYN24cmZmZhRToZ599xrFjxxg9enS56/DXM13VEJHHRKSZiLQCbgRWisgtIRYrICQkJLB27VpnB0JRKgvp6el07dqVOnXqhFoUpQJijKFHjx4AJQbLcfS7jDGEh4dTr149XnrpJcaPH8+UKVN8jlZ6+PBh1qxZQ3JysjPNYdAsWLDAJ7mXLVtGw4YNue6668jPzy91LAt/k5iY6By0L+2ax0DgGNy/++67sVgsLFu2zKfrFixYQEREBP379wdsfaxhw4axYMEC55rXkli+fDn9+vXjn//8J3PnzsVisXD33Xc7A2GGh4d73SXCtZ5QG+qBIOAGpjEmFvgMGCciJ92cv9cYs8EYs+HIkSOBFqfC0bZtWxITE5kzZ45zBOP1118H4IEHHvBbPe3atSM8PLyYgel4OR1bipQHbwZKq1atOHjwoE8d17y8PJYtW8bgwYOdi7cBZwS2w4cP+yTPnj17aNWqVallLQ116tShcePGxWYw/RFBtiijRo2iTp06vPLKK8602bNnc/7555OUlOS3epTqS0JCAmfOnGHjxo2hFkVRfCYvL4/MzMxCkdcVpSg33XSTs0/hzXvp0KFDhIeH89RTT5GWlsbmzZt58sknndfm5OT4ZBB8+eWXiEghA/P888/nwgsv5KuvSt7tSkRYunQp/fr1c3pLObzOQkV8fLxz4P7SSy8N+YC0oz0uueQS4uPjWbp0qU/XffXVV1x55ZWFguokJydz6tQpn4JBiQjjxo1zLI/BYrFw7bXXMmfOHObOnQvAfffd57F9XIMTVdXATQE1MI0xEdiMy49EZJ67PJXdrcwfjB49mp9//plly5Zx8uRJ5syZw4gRIwpFYi0vkZGRtG/f3q2B2bx584BH3WvZsiUiwr59+0rMm5GRwalTpxgyZEihdIe77JIlS0osIzc3l4MHD7qdwfQ3F1xwgVsDs06dOjRv3txv9cTGxjJ69Gg+++wzdu/ezQ8//EB6ejr33ntvMTdgJTCISKqIDA21HIHC0UFXN1mlMrFhwwZycnJ0/0vFKz179mTw4MHExMSwdOlSj53/lJQUevbsyZQpU5x5BgwY4IyeLyI+uarOnz+fuLi4YgPNQ4cOJTU1lVOnTnm9fsuWLRw6dIj+/fs7JwHKYmBmZmYyY8YMv0SHP3v2rLMf59gezR+UVcasrCwiIyNp3rw5/fv3Z+PGjRw9etTrNbt27eKHH35wziY76Nu3L7Vq1fLJTXbmzJls3bqViIiIYsutkpOTiYuL87osrEOHDogISUlJVXZZUsB6pcZmmr8DbBORlwNVT1UgOTmZhg0bMnv2bN59911OnjzJ+PHj/V5Ply5dnJvKOtixY0e511/6Qmm2Klm0aBERERH06dOnUHrXrl1p2rSpT26yDgUYDAOzbdu2xVxkv//+e7p06VJoBtYfPPDAA4SFhfHaa6/x1ltvERERwR133OHXOpTqS6NGjWjfvr0amEqlwvG86gymUhI333wzZ86c8Tiofvz4cb755ptiXkGOpTXPPPMMXbp04YUXXnAuhXHHiRMnWLFiBcnJycX6AUOHDiUvL8+5vtITDnfP/v3706RJE2JjY0ttYGZmZpKUlMQTTzzhs2uvN7Kysjh79izt27dn3759nDxZzDGx1KSnp5OYmFgmGbOysoiLi8NisTBgwABEhBUrVni9xuGe/Kc//alQenR0NEOGDOHzzz+noKDA4/UpKSk8+uijXHfddaSmprpdbpWUlMSqVas8lpOamoqIMHXq1CppXEJgZzB7AbdiC4jxrf0YUtJF1ZGoqChGjRrFF198wZQpU7jooovo1q2b3+vp3Lkze/fu5fjx4860nTt3lnv9pS+UxsBcuHAhvXv3Lrb+NCwsjEGDBrFkyZISNyp2twdmoLjgggs4ePAg2dnZgM11YvPmzX4L8ONKs2bNGDFiBG+++SazZ88mISGBxo0b+70epfqSkJDA6tWrvf7AKkpFIi0tjfbt21NdvaAU3+nbty+AR+MuLS0Nq9XqdtlJfHw8TzzxBIsXL6Z27dpcc801zv2ji7Jw4ULy8vIKucc66NWrF3Xq1ClxHebSpUtp164dzZs3xxhDmzZtinlLeSM/P5/HH3+8UMCiqVOncvDgwTLPGG7duhWAESNGAPDDDz+U6nr4Y7by008/5fHHH2fIkCHOwDi5ubmkpKT4XNbOnTuds7vdunWjTp06Ja7DXLBgARdeeKHbpWHJyckcOXLE416l+/fv54YbbqBt27a8++679OzZ0+1yq6SkJI4fP853333ntpzly5dTo0YN57rgqkggo8iuFhEjIl1EpKv98D0EaDWje/fuWK1WTp06xbZt2wKy0b3DTcMxi3n06FGOHTsWFAOzWbNmGGNKNDD37dvHli1birnHOhgyZAi///4769ev91pOsA1M+GM96969ezl58qRf11+60q9fP86cOUNOTg6rV68OyLOiVF969+7NyZMni7nTK0pFpKCggNWrV6t7rOITTZs2pVOnTh4NzJSUFKKjo712/M855xw++eQTfv75Z6666iqmT59e7Hd4/vz5NGnSxO3sVEREBAMHDmTBggUeo4fm5OSQlpbGgAEDnGlt2rTxeQbzwIED9O3bl9TUVCwWC2FhYYSFhbFs2TKaNWtG7969yzRjuHXrVowxXHfddc7vpcExo/r4449z/fXX8/zzz3PRRRcRGRkJgNVqZcmSJYUmQjwhImRlZTkNxfDwcPr27cvSpUudayOLkp2dTUpKSjH3WAeDBw8mMjLSrZvsqlWriI+PJzs7m/nz53sNwukYoPBkLC9fvpyEhASioqK83mNlRhduVRBclUZBQUFAIkoVjSTrMIiC4SIbGRnJueeeW6KBWXR7kqL0798fi8VS4nYle/bsISwsjGbNmpVN4FJQdKuSQAT4ccV1S5v8/PwqGX1MCR2Ojrq6ySqVge+++45Tp06pgan4TL9+/UhPT+fMmTPFzjnWX5bU8b/iiisYO3Ys6enpPPHEEyQlJbF69WrAZhwuWrSI4cOHe4yPMHToUA4dOsSmTZvcnl+zZg1nzpxxRjkFm4H5888/e/XgyszM5M4776Rjx45s2LCBf/zjH6SnpzNt2jRWr17Njh076NWrFwUFBSVupeGOLVu2cP7559OhQwdiYmK8ugm746233nJGTzXGMHHiRFavXk1qairPPfccDzzwABkZGVxyySW88847XmdZDx06xOnTpwvNRPbv35+9e/d6nOldvnw5eXl5Hg3M2rVr069fP+bPn+80Us+ePcsbb7xB37592b9/PwUFBfz+++9e7/Pcc8+lbdu2bg3M/fv38+OPP9KvXz+vZVR21MCsICQmJhITE+OXvRk9ce6551K/fn2nAeSvLUp8xZetShYtWkTLli1p37692/N169alZ8+eJa7D3LNnD+eeey4RERFlltdXHMrN0Z6O9u3UqVNA6gvGs6JUX5o3b06rVq1IT08PWp2ZmZml3l9OqZikp6fz3HPPBe1/6XhOdf2l4iv9+vUjNze3mBvk0aNH+e6773yOyt64cWNn0J/c3FwGDhzIyJEjueuuu8jOzqZdu3Yer3VEyfcUTXbZsmVEREQU+n2/4IILCgXZKUpmZiZXXnkl7733HidOnODtt9/mtttuKxQ1/4ILLuCFF14gOjoasM0YlmYwfOvWrXTs2JGwsDDat29fqhnMnTt38sknn2CMwWKxEB0dzfDhwwGb+/Hjjz/Oa6+9Rnp6OqdPn+buu+/2OsvqmJhx7cM6Znw9ucl+9dVX1KlTh169enmUMzk5md27d9O/f38SExNp2LAhf/7zn53LRnydBEpKSiItLa3YgIBjjagamEpQCMZG98YYOnfu7HSR3blzJxaLhdatW/u9LneUZGA6Fr0X3Z6kKIMHD2bTpk2FZvKK4mkPzEBQo0YNmjVr5hwx+/7772ndurXf9jAtSjCeFaV6k5CQQFpamkc3I3+SkZFB7969S7W/nFIxyczMLHOwjrKSlpZGq1at/BqxW6naJCQkEB4eXsxNdtWqVQA+G5hJSUlER0c7B3sTEhJYuHAh//rXvwCYPHmyx3egYcOGdOrUiTlz5rjN44hyGxsb60xzDGZ7mp1bsWKFM7ptWFiYxyim8fHxrFy5krFjxxIREcELL7zgU1TcvLw8du7c6dyfvGPHjj4bmKdOnWL48OFER0fz6aefeu2/9OjRg3vuuQfA6yyru2324uLiiIuLc7tdidVqZf78+bRo0YINGzZ4lPWcc84BbO2ZlpZGYmIiM2bMKPXAflJSEqdOnSo2S718+XIaNWoUkDgdFQk1MCsQwdjo3hFJ1mq1smPHDlq1auX0fQ80LVu2ZN++fR6Dh8yePZvs7Gzi4uK8luNYn/nnP//Zo/IOpoEJthE01xnMQLnHOgjGs6JUXxISEjhy5Ajbt28PeF1Tpkxx6gRf95dTKib//Oc/nWvKzpwMXQwUAAAgAElEQVQ549N+cuVBREhLS1P3WKVU1KpVix49ehQzMFNSUqhRowbdu3f3qRzXwd7U1FQWLVrEI4884nSL9eZ+mpmZyY8//siBAwdITEws1Jc5cuQI33zzTaH1l0CJW5U0bdoUsBmXJRlB8fHx/P3vf+e9994jPT2dcePGlXi/O3bsID8/v5CBeeDAgRLXS1qtVm699VZ27NjBJ598wjXXXFNi/2XIkCFOD7SiM7kOsrKyCA8PL7al34ABA0hJSSlmND/yyCMcO3aMrVu3eh0A27x5s/N/GBYWRo8ePZg0aVKpB/YdMru6yYoIy5cvp2/fvlV+e7mqfXdKMbp06UJ2dja7d+9m586dQVl/6aBly5acPXuWgwcPFjuXmZnp3Jpl6tSpXke+//e//wHw2WefuVUSBQUF7Nu3L6gGZtu2bdm5cyc5OTls37494AamogQSR4f9scceC+gs1CeffMKKFSuwWCzONG+uS0rFxhFR0uGBEuhAUf/5z3/47bffOO+88wJaj1L16NevHxs3buTYsWPOtJSUFHr16lWqQfeig71JSUlERUWVONOVmprqHIzJy8vjySefdHqMOAxf1/WXYJtZi4mJ8WhgOiLZT5w40Wcj6Oabb2bChAnMmjWLt99+22tex2ylY/mP429Js5jPPPMMX3zxBS+//LLPs8Px8fHMmjULgCeffNLtvTi2KAkPDy+U3r9/f06dOsW6desA2xrKsWPH8vLLth0TS1p7mpiY6PZ/WNqB/SZNmtC+fftCBuYPP/zAoUOHqrx7LKiBWe1wGD7fffcdO3bsCNr6S/C+VUlqaqrTT72kRecONxZPeQ8cOEB+fn7QZzCPHj3K6tWrS72mQVEqGkeOHMEYw+eff05CQgKffvqp3+vYuHEjt99+O/Hx8SxfvpxRo0YhIvz0009+r0sJPNu3byctLY077riD5557jhEjRjB37lzmzJnj97qOHz/O2LFjGTlyJACvvPKKulYrpaJfv36IiLP/8Ouvv7J161afDSBP+LqEJTExkcjISCwWCxaLhRUrVnDDDTfwv//9j2XLllGvXj0uvfTSQtc4tirxZGCuXbuW5s2bM2PGjFJ5Nz3//PMMGDCA++67j/vuu8/ju7RlyxYsFgsXXnghgHMm01ugn+eff56nn36awYMH88ADD/gsE8Btt91GVFRUoUEAV1wjyLrSp08fZ8Tco0ePMnDgQGbNmsXIkSN9cnP15zIkR/Anx2xqdVl/CdimayvKcemll4oSWLKzs8UYI/fdd58A8ve//z1odW/dulUA+eijj4qdW7x4sQBijJGYmBjJyMjwWE5GRoZERkYKINHR0cXypqenCyCLFi3y+z144ssvvxTA2a7bt28PWt3VBWCDVAA95ctR2XXZ9OnTJSwsTADne3nttdfK7NmzZfr06V7fT184cOCAnHfeedKiRQs5dOiQiIhYrVa5+OKL5cILL5SCggJ/3IYSRO666y6Jjo6Ww4cPi4jI2bNnZeDAgRIeHi4pKSnlLj8jI0MmTJgg119/vdSsWdP5bAJisVhk+vTp5a4jWKguCz15eXkSGxsrY8aMERGRjz/+WADJzMwMmgwZGRkyffp0WbNmjbz00ksSFhYmF1xwgcTGxkpSUpLba6655hpp166d23MtWrSQESNGlEmWxYsXizFGAI99sOTkZLnwwgud3wsKCqRmzZrywAMPuC1zyZIlzne0pH6dJ3r27Ck9e/Yslm61WiU2Nlb+8pe/uL2uY8eO0rBhQznnnHMkKipKPvjgAxH5o83L+xvmK5988okAsmbNGhERueqqq6RNmzZBqTsYeNNlIVderkdVVWQVjTZt2kiTJk0EkCVLlgSt3uzsbAHcdgTmzZsngIwePdqnF9+R/8EHHyx27sMPPxRAfvjhB7/I7Qvbtm0TQJo0aSIxMTGSn58ftLqrC9opCx4ZGRkSExMjFotFoqOj5dZbb5VatWqVqrPg6Yc8JSVFzjvvPImOjpZvv/220Ln//Oc/Asj8+fP9fk9K4Ni/f79ERETI2LFjC6UfP35c2rdvL7Vq1ZIJEyYUexZ87exlZGRIeHi48/kbPHiwvP/++85ntKyd11ChuqxiMHToULngggtEROS+++6T2NhYycvLC5k8M2fOdD7jERERbp/piRMnSmRkZLE+xi+//CKAvPzyy2Wq23VQMSwszG0/rW3btnLNNdcUSuvevbv06dPHbZkjRowo9yDQ+PHjJSoqSnJzcwulHzp0SAB57bXXil1TVF/MmTOn1PX6iyNHjggg06ZNk7y8PKlVq5bcd999IZPH33jTZeoiWw3p0qULhw8fBoKzB6aDmjVr0qBBA7cusitWrKBmzZq89tprPrkjJCcn06ZNG3bt2lXsnKP8ogu/A0lcXBxhYWEcPnyYjh07FlpTpiiVDVcXoZUrV/LBBx/w8MMPO9fW5ebmenVjd91M+4orriAhIYGRI0cyfPhw+vbtyy+//ILVauX06dOFrrv22muJi4tjxowZthHQIJKZmel1z7XKQKju4dVXX8VqtfLwww8XSq9Tpw5PP/00p06d4qWXXqJ3794MHjyYa6+9lh49enDFFVcwefLkEiPOLly40LmEwmKx0Lt3b26//XaNpl1KjDHNjTEpxpgfjDFbjTEPhlqmUNKvXz927tzJnj17SElJoXfv3kHZ2swTubm5zsAvVqvVrY5t06YNeXl57N+/v1C64/0p63vgWHcItsA2Rd1Hc3JyyMrKcrrFOvAWSdbRzyzPlmrx8fHk5uby7bffFkp3t0WJg9TUVOfvh8Vi4ciRI6Wu1180bNiQzp07k5KSwtdff82pU6eqh3ssugazWuJYHxgZGRn00O6tWrVya2CuXLmShISEUi2u79u3L6tWrSq2x9CePXto1KgRNWvWLLe8vhIZGUmrVq0AdP2lUiUoGtBgwIABzr3TjDFeOwupqanOzbStVis7d+5k3bp1pKSkOANbuNtLLDw8nEceeYT169cXWmsdaBwG8eTJk+nTp0+lNDKXLFkS9C1CAH7//XfefPNNbrjhBrdbXmVlZTk7zQUFBaxbt47t27c7BxlEpMR1966dxfIE3VDIBx4WkQ5AD2CsMaZDiGUKGY6O/j//+U+2b99e7vWX5cVTcBlXPEWSzczMJDIykosvvrhMdTsGFdu1a0eDBg3o0aNHofPbt2/HarUW29+7U6dOHD58mKNHjxZKP3PmDF9//TXJycnlGgRyXFNUnznu390aTNf1rRVhr/CkpCTWrFnDggULMMaE/DkLFmpgVkMcBlDdunVZv359UOt2txfmwYMH2bZtG3369ClVWX369OHkyZPF9hgK9hYlDho1agQQsP0vFSWUODogF110EbGxsV5D+Xfr1g2wGaIxMTHMmzePrKwslixZUmKQhdtvv53GjRvzwgsvBOpWirFixQpyc3MREXJychg2bBgPPvggM2fO5Omnn66QBmd6ejpjxozhrrvuIj4+nsGDB5OXl1dihER/83//939kZ2czceJEt+ddO80xMTEsWLCALVu2MHfuXOeAYnh4uNdO4Pfff0+TJk145plndLayHIjIQRHZZP98CtgGVNsQvB06dKBp06bMnDkT8H3/y0DhS3AZx4xd0b0w165dy6WXXuqchSxr/RMnTuTw4cPF+lWOWUp3M5iu5x0sXbqU06dPM2bMmHINAp133nk0b968mA527OPurq9X0fYKT0pKIicnh1mzZnHppZdSv379kMoTNDz5zobiqMq+/hWJuXPnlnvhdVl56KGHpEaNGmK1Wp1pH330kQCycePGUpV1+PBhAWTGjBmF0tu1ayfXXnutX+T1FVef/6ioqEq1HqiygK5bqhA4ghakpqZ6zPPBBx84g16VZd3d9OnTBZBvvvnGb3J7Y8qUKc61RxEREXL55Zc7A4kBfgtU4w+sVqs89dRThYLcdOjQQUaNGiVRUVHO9U7B0EGnT5+WRo0ayeDBg73m87YeNzIyUoYNG+bx2uzsbImOjvYYzKMyUhF0GdAK2AvUdnPuXmADsKFFixaBbYwQc8sttzh/t9PT00MtTokUFBRIdHS0PPzww8603NxciYqKkvHjx5e7/CNHjojFYpHJkycXSn/sscckPDy82FrIvXv3CiBvvPFGofTbb79d6tat65c1rSNGjJCiz+ENN9wg559/frnLDgbHjh1z6upbb7011OL4FW+6TGcwqyGuI1/BHOkG2wzm6dOnC7lTrFixgnr16nHRRReVqqzGjRvTuXNnZ9hnsA2YhGIG03VPq/z8fN0sXqmyDBo0iKioKObPn+8xz9y5c2nRogWzZs0qNnrsi1vjmDFjqFWrFhMnTizXmkJf1iSKCP/9739p2bIlzz77LKtWrWLt2rVMnjzZ6dqZn5/Ptddey7Jly8okh7/YsWMH/fv356mnnnKmWSwWbrnlFt59911SUlLo3r07FovFreuYK/5YrzllyhSOHDnC0KFDvebz9D9PTEzkuuuuY82aNcU2RXewePFicnJySE5OLrOcSmGMMbHAZ8A4ETlZ9LyIvCUi3USkm8Mzp6riWNqSm5vLgAEDKqS3githYWGcf/75hVxkv/32W3Jzc4u5tZaFhg0bkpCQwLx58wqlb926lbZt2xZbxtSsWTNq165daAbz7NmzfPnll1x11VV+WdPao0cP9u7dy4EDB5xpWVlZQd1mrzz8+OOPzvgFc+fOrfDPmL9QA7MakpSU5NNeQIHA3V6YK1euJCkpqUyBcfr27cvq1aud671+++03zpw5E3QD05e1E0rlxBgTbYxZb4z5zh4Y4+lQyxRKYmNjGTBgAPPnz3cbiOf48eMsWbKE66+/3vmjWlrq1q3LVVddxbJly8q8pjAzM5OEhAQef/xxr9evWrWKb775hsmTJ/P44487jaD+/fs73+moqChiYmIYMGAAN954I19++WXQgulkZmbyzDPPcOedd9K5c2c2bNjAww8/7FaHx8fH8/7775OXl8ebb77ptUxf2sYbqampTtfCCRMmlLktRowYwdGjRwttRu7KvHnzaNCgAVdccUWZylcKY4yJwGZcfiQi80rKX9VxjeEQ7AH3slJ0L8zyBvgpSnJyMtu2bWP79u3OtK1btxZzjwXbMogOHToUMjDT0tL4/fff/TYoVHQdpoh43AOzIuL6TFWnCQg1MKshofRPL2pg/vzzz+zevbvU6y8d9OnTh5ycHNauXVuo3GAbmBXN51/xK7lAHxG5COgKDDLGlH+ouBKTnJzM3r17i63TAfj88885e/YsN9xwQ7nqcESBtlqt5ObmejRAPPHmm286O4/eot6+8sorNGzYkFtuuaVQuus7nZKSQlZWFk899RTz5s1j+PDhTJ48maSkJDIyMkp/cz7y+eefc+WVVzJ16lTee+89EhMT+fHHH3nppZc86psOHTowePBg3njjDefAW1E+/PBDZ9vk5OSUusOTmZnJiBEjnAMM5emYDxw4kNq1a/Pxxx8XO5eXl8eCBQsYNmwY4eHhZSpf+QNjG/F5B9gmIi+HWp6KwLBhw4iOjq5Ug8MXXHABP/30k9NrKjMzk2bNmtGsWTO/lH/11VcDOL1UTp8+za5du9wamFA8kuz8+fOJiYlh4MCBfpHn4osvJjIy0tnP++233zhx4kSlMTATExMr3TPmFzz5zobiqMrrlhQbR48eFUBmzpwpIiJvv/12ufasPH78uISFhcmUKVNE5I/1YcFau6UEDyrGuqUawCbgcm/5qrouO3LkiISFhRVbpyMiMnjwYGnVqlWhddZlISMjQ6Kjo51rV+Lj42Xfvn0+XXvixAlp1KiRc+NwQL744oti+bZv3y7GGKf+8IXx48cXWv9Yr149GT9+vMyaNUumTZtWrrWPGRkZMm7cOBk9erR069atUD2e9qZzx7JlywSQ9957r9i5s2fPStu2bQVwto+7fO743//+J+PHjxdjjDRp0kSioqL8sg/lrbfeKvXq1Su2vmvx4sUCyJdfflnmsisiodJlwBX252kz8K39GOLtmqquy0R834+1ovDmm28KIHv37hURkZYtW8r111/v1zq6d+8ul112mYiIbNy4UQD59NNP3eZ95ZVXBJDDhw9LQUGBnHfeeZKcnOxXeeLj46VXr14iYvt/AbJgwQK/1hFIKtsz5ivedFnIjUrXozoosuqO1WqV2NhYZ8CGm266Sc4555xydUYvu+wyp+J56aWXBJBjx475RV6l4hBKAxOw2Dtj2cALJeWvDrosMTFROnToUCjt6NGjEh4eLhMnTvRLHRkZGTJt2jQZN26c1KhRQ2rXri2TJk2S5557zusP9ZgxY8QYI3PmzJEJEyZIZGSk28Bf999/v0RGRsqhQ4dKJVNMTIxYLBaJiIiQ+Pj4Qpt6WywW+dvf/uZzcAur1SrffPON3H777YUM4vbt28t9990n0dHRpTbirFardO7cWTp37lxMt7766qsCyLPPPitPPvmk1K9fX7p27epV3oyMDLnnnnvkvPPOcwZvOnHihN86Tf/9738FkIULFxZKHz16tNSsWVPOnDlTrvIrGhVhsMzXozrossrG8uXLBZCVK1fKgQMHBJCXX37Zr3U4Aq3t27dP/vGPfwgg27Ztc5t36dKlAsiKFStk3bp1AsgHH3zgV3nGjx8vUVFRkpub6wwit337dr/WoZQeNTCVCkXHjh1l+PDhYrVapUmTJjJy5MhyleeIbnbq1Cl54IEHpFatWuWePVEqHhWhUwbUBVKATm7OVZvIiyIif/vb34r9yL/zzjsCyIYNG/xeX1ZWllx88cVOAyw6OtqtYZOeni6AjBs3zpn23HPPCSBfffWVM+3o0aNSo0YNGTVqVKllKWpYTZkyRcLCwgrNONavX1/uvPNOmTlzpjzyyCMyb9482bNnj+zZs0fmzZsnY8aMkZEjR0pcXFyh2USHkeqYrSyrEffuu+8KIMuXL3em7du3T2JjY2XQoEFOHfnZZ58JIM8//7zbctLS0pwGtDFGXnvttVK3V0nk5ORInTp15I477nCmFRQUSNOmTeW6667ze32hpiLoMl8P7ZdVPHbv3i2AvPXWW873NzMz0691bNu2TQB5/fXXZeLEiRIZGSlnz551m/eXX34RQF577TV59NFHJTw83O+D/A7vtHXr1jn1bVGPByX4qIGpVCiGDBkiXbt2la1btwog77zzTrnKc7iDLVq0SIYNGyadOnXyk6RKRaKidMqAKcAEb3mqgy7bs2dPMcNk4MCBEhcXF7ABnueee66QITZ27NhC58+cOSMXXnihtGrVSrKzs53pubm50r59e2nZsqUzfcaMGQLI5s2byy2X66xmTEyMzJgxQ0aOHCk1atQoZHS6Oy6//HKZM2eOLFiwoFAZ5Z0VzMnJkSZNmsiQIUOcaddcc41ER0fLTz/9VCivI33Hjh2F0g8dOiStW7d2a/j6m9tvv13q1Knj7DSuWbNGAPnoo48CUl8oqSi6zJejOuiyykZBQYFERUXJI4884vTQyMnJ8Xs97dq1kz59+sif/vQn6dy5s8d8VqtV6tatK6NHj5a2bdtKv379/C7Lvn37BJBXX31VbrrpJmndurXf61BKjzddpkF+lKDTsmVL9uzZ49xepKwBfhz07NmTyMhIVqxYEZItSpSqjTGmkTGmrv1zDNAf+DG0UoWeFi1acOmllzoDQRw9epTly5czYsSIMkePLYmkpCRnsARjDG+99Rbvvvuu8/y0adPYvn07s2fPpmbNms70yMhI3nzzTfbs2cMzzzxDXl4er7/+Ov369aNz587llqtokK9Jkybx4YcfMmnSJOdWJ2FhYVxzzTVcc801zvaxWCwMHz6cu+++myFDhvg1UFhUVBT3338/CxcuZNu2bXz11VfMmzePJ598kri4uEJ5X3/9daKiorjnnnucgUMcG7f/8ssvREZGBjxAxYgRIzhx4oRzK5j58+cTERHBn/70p4DUpyiVlbCwMOLi4sjKyiIzM5NLLrmEqKgov9eTnJzMqlWrWL9+vccAP2CLJNuxY0e+/PJLduzYEZAthRxBjDIzMyvVFiXVGk+WZygOHSmrHjz//PMCSN++ff02CnXllVfKJZdcInXr1pX777/fL2UqFQtCFxijC/ANtsAYW4ApJV1TXXTZtGnTBJD9+/fLnDlzBJBNmzYFtE6Hy+jChQulX79+Asjo0aPl7bfflrCwMBk8eLDHa0eNGiXh4eHy6KOPul3zFwhZi85KuksLFL/++qtERUXJLbfcIi1btpQOHTp4dCtz/P8mTpwow4cPF4vFInFxcfLtt98GJUBFbm6u1K1bV2677TaxWq1y/vnny8CBAwNWXygJlS4ry1FddFll46qrrpILL7xQoqKi5KGHHgpIHV9//bXTe2HatGle844ePdqZ95dffgmIPNdff720aNFC6tWrp/28CoI3XRZy5eV6qCKrHvz73/92rue5++67/VLmM88841RuL7zwgl/KVCoW2imreDjc3N944w3p37+/tGnTJqjrn/Pz82XSpEmFXE49rc0UsUW/bdCggQDSqFEjWb16dcBldGecBTOi4D333ONsm1mzZnnMZ7Va5ZJLLikUtXbx4sUBl8+VUaNGSe3atZ0d2zfffDOo9QcL1WVKeXnooYec7+rcuXMDUofVapXGjRsLIDNmzPCa97XXXhNAmjdvHjC99vLLLzvv2d9BjZSy4U2XqYusEnQcLqwiUm73WAeu5aiLrKIEh/bt29O2bVveeecdVq5cGVD3WHdYLBZmzJjByJEjnWlnz571uCdjw4YNGTNmDGDbS61///7OzbsDRXx8PI899lghl1d3aYHC4dJqjOHhhx/2eL/GGJKSkgp9d7fPaSAZMWIEJ0+eZOzYsRhjGD58eFDrV5TKgquLaKD0yNq1azl27BgATz/9tE+6cv/+/fTt2zcgetX1PivLHpjVGTUwlaDjagDWqlXLL2V2796d6OhoAE6ePOmXMhVF8Y4xhuTkZDZt2kRBQQHt2rULiRxjx44lJibGp3WCMTExhIWFISLk5eV5NEarCnv27PH5fq+99lqf2zEQ9O3bl1q1arF+/Xo6depE06ZNg1q/olQWHAZW7dq12bdvX0DqSE1Ntbk64n3gDuDEiRMYYwKqVy+++GLCw8MByM7O9nv5in9RA1MJOj///LPz84gRI/wy0rVx40by8vIA+Mtf/hLwWQlFUWy4jiSPHj06JO9e0SA73kb0k5KSiIqKCpkRFWwSExN9vt/StGMg2LBhA6dPnwbgxx9/VD2uKB5wDKSfPHkyYDOGiYmJPgf46tu3rzMAW6D06qZNm5xByO666y7VDxWc8FALoFQ/0tLSnJ8dI13l7ci4jpY5RtqC3TlSlOrIr7/+6vzsr/e5LMTHx/tUr8OISk1NJTExscrridLer6/tGAhcZ0ysVqvqcUXxwI8//hHIPFB6tzS6Ixh61VU/hPK3RvENNTCVoJOYmEhMTAx5eXl+G+lyjNL7s0xFUUomKSnJ7+9zoAmlERUKKsv9qh5XFN/o06dPUPRuaXRHoPVMYmIi0dHRqh8qCWpgKkEnECNd1W1WQlEqCvruKf5CnyVF8Y3q+K5Ux3uuzBjHdHNACjdmEPA3wAK8LSLPe8vfrVs32bBhQ8DkURSl8mKM2Sgi3UIthy+oLlMUxROqyxRFqQp402UBC/JjjLEAbwCDgQ7ATcaYDoGqT1EURVEURVEURQktgYwiexmQJSK7RCQP+A+gm1opiqIoiqIoiqJUUQJpYJ4HuG7Os9+epiiKoiiKoiiKolRBQr4PpjHmXmPMBmPMhiNHjoRaHEVRFEVRFEVRFKWMBCzIjzEmHnhKRAbavz8GICIzvFxzBNhTimoaAr+VR84AoDL5hsrkGyrTH7QUkUYhqLfUqC4LGCqTb6hMvqG6rASqiC7zN9XhHkHvsyoRqHv0qMsCaWCGAzuAvsAvwNfAzSKy1Y91bKhokdhUJt9QmXxDZaoeVMQ2VZl8Q2XyDZWpelAd2rQ63CPofVYlQnGPAdsHU0TyjTF/BpZg26bkXX8al4qiKIqiKIqiKErFImAGJoCILAQWBrIORVEURVEURVEUpWIQ8iA/5eStUAvgBpXJN1Qm31CZqgcVsU1VJt9QmXxDZaoeVIc2rQ73CHqfVYmg32PA1mAqiqIoiqIoiqIo1YvKPoOpKIqiKIqiKIqiVBDUwFQURVEURVEURVH8QkgNTGPMIGPMdmNMljFmkpvzUcaYj+3n1xljWrmce8yevt0YM7CkMo0xre1lZNnLjKwAMr1vjPnZGPOt/egaRJneNcb8aozZUqSs+saYZcaYnfa/9SqATE8ZY35xaachwZDJGNPcGJNijPnBGLPVGPNgqNupBJlC1U7Rxpj1xpjv7DI97ZK/tfHhvavsBOh9UF2mukx1meqykBGgd8NrmaEgmDogVATz/Q0lwdQJoSQQz6z9nMUY840x5qtyCykiITmwbV3yExAHRALfAR2K5LkfeNP++UbgY/vnDvb8UUBrezkWb2UCc4Eb7Z/fBMZUAJneB64LdjvZzyUAlwBbipT1IjDJ/nkS8EIFkOkpYEIInqdzgEvseWph29e1QyjbqQSZQtVOBoi154kA1gE9fH3vKvsRoDZVXaa6THVZ8NupWuuyILRviWVWhfu0n3OrA6rKPXp7f6vYfXrUCVXpPl2uGw/8C/iqvHKGcgbzMiBLRHaJSB7wH2B4kTzDgX/YP38K9DXGGHv6f0QkV0R+BrLs5bkt035NH3sZ2Mu8OpQyhbidEJE04Jib+lzLCmY7eZPJF/wuk4gcFJFNdtlOAduA89yUFbR2KkEmXwiETCIi2fb8EfZDSvHeVXZUl4WunVSXqS5TXRYYKqIOCQQVUQf4m4r4/gaCoOmEQN9ICQTkmTXGNAP+BLztDyFDaWCeB+xz+b6f4g+nM4+I5AMngAZertSPnj4AACAASURBVPWU3gA4bi/DU13BlsnBc8aYzcaYV4wxUUGSyRtNROSg/fMhoEkFkAngz/Z2ete4d+EKqEx294KLsY1eQQVoJzcyQYjaye5W8S3wK7BMRNbh+3tX2VFdZkN1meoy1WVVh1DokFAQCh0QbELx/oaCYOqEUBKo/+erwETA6g8hNchPaHkMaAd0B+oDj4ZWnMKIiBD6kRqA/wPOB7oCB4GZwazcGBMLfAaME5GTRc+Hop08yBSydhKRAhHpCjQDLjPGdApW3UqFQHWZb6gu800m1WWKUgkoSadUBaqDTjDGDAV+FZGN/iozlAbmL0Bzl+/N7Glu8xhjwoE6wFEv13pKPwrUtZfhqa5gy4TdxUBEJBd4D/s0dRBk8sZhY8w59rLOwTZiE1KZROSw/QW3AnMIYjsZYyKwKc+PRGSeS56QtZMnmULZTi4yHAdSgEH4/t5VdlSXqS7zSSbVZb7JpLqsQhBUHRJCgq2XQkGwdUqoCKZOCCWBuM9ewDBjzG5sLrd9jDEflktKCd0i1XBgF7ZFpo5Fqh2L5BlL4UWqc+2fO1J4keoubItePZYJfELhBfr3VwCZzrH/Ndimpp8Phkwu17WieBCKv1I44MOLFUCmc1w+P4TNfzwY/zsDfAC86qa+kLRTCTKFqp0aAXXteWKAdGCor+9dZT8C1Kaqy1SXqS4LfjtVa10WhPYtscyqcJ8u17WiYgT5Cer7W8Xu06NOqEr3WeTaRPwQ5CfUD8MQbJGnfgIm29OeAYbZP0djU+pZwHogzuXayfbrtgODvZVpT4+zl5FlLzOqAsi0Evge2AJ8iD1SVZBk+jc216Oz2Hyw77KnNwBWADuB5UD9CiDTP+3ttBn4EpfORyBlAq7A5i62GfjWfgwJZTuVIFOo2qkL8I293i3AlNK+d5X9CND7oLpMdZnqMtVl1UKvVcH7dKsDqso9ent/q9h9etQJVek+i5SdiB8MTGMvTFEURVEURVEURVHKhQb5URRFURRFURRFUfyCGpiKoiiKoiiKoiiKX1ADU1EURVEURVEURfELamAqiqIoiqIoiqIofkENTEVRFEVRFEVRFMUvqIGpuMUY84oxZpzL9yXGmLddvs80xowPjXS+YYy5wxjz91DLoShK6FBdpihKVUB1mVKZUANT8cQaoCeAMSYMaIhtg1YHPYGMEMgVNIwxllDLoChKuVFdprpMUaoCqstUl1Ua1MBUPJEBxNs/d8S2wewpY0w9Y0wU0B4YYIz52hizxRjzlrHRzhiz3lGIMaaVMeZ7++dLjTGrjDEb7SNv59jTU40xLxhj1htjdhhjetvTC410GWO+MsYk2j9nG2P+aozZaoxZboy5zF7OLmPMMJf7aG5P32mMmepS1i32+r41xsx2KC17uTONMd+53L+iKJUX1WWqyxSlKqC6THVZpUENTMUtInIAyDfGtMA2KpYJrMP2cncDvgf+LiLdRaQTEAMMFZEfgUhjTGt7UTcAHxtjIoDXgetE5FLgXeA5lyrDReQyYBwwlZKpCawUkY7AKWAa0B9IBp5xyXcZcC3QBbjeGNPNGNPeLlcvEekKFAAjXcpdJyIXichqnxpLUZQKi+oy1WWKUhVQXaa6rDIRHmoBlApNBjYl1hN4GTjP/vkENleNJGPMRKAGUB/YCvwXmItNUTxv/3sDcCHQCVhmjAGwAAdd6ppn/7sRaOWDbHnAYvvn74FcETlrH5VzvX6ZiBwFMMbMA64A8oFLga/tssQAv9rzFwCf+VC/oiiVB9VliqJUBVSXKZUCNTAVbzj8/Ttjc8XYBzwMnATeA+YA3URknzHmKSDaft3HwCd2xSEistMY0xnYKiKe3Bty7X8L+OO5zKfwLHu0y+ezIiL2z1bH9SJiNca4PtdCYQQwwD9E5DE3cuSISIEHGRVFqZyoLlMUpSqgukypFKiLrOKNDGAocExECkTkGFAXmzuGYyH5b8aYWOA6x0Ui8hM2hfQkNqUGsB1oZIyJBzDGRBhjXBenu2M30NUYE2aMaY7NraK09DfG1DfGxABXY1POK4DrjDGN7bLUN8a0LEPZiqJUDlSXKYpSFVBdplQKdAZT8cb32KKU/atIWqyI/GaMmYNtBO0Q8HWRaz8G/gq0BhCRPGPMdcBrxpg62J69V7G5b3hiDfAz8AOwDdhUhntYj821ohnwoYhsADDGPAEsNbZIbGeBscCeMpSvKErFR3WZoihVAdVlSqXA/DGbrSiKoiiKoiiKoihlR11kFUVRFEVRFEVRFL+gBqaiKIqiKIqiKIriF9TAVBRFURRFURRFUfyCGpiKoiiKoiiKoiiKX1ADU1EURVEURVEURfELamAqiqIoiqIoiqIofkENTEVRFEVRFEVRFMUvqIGpKIqiKIqiKIqi+AU1MBVFURRFURRFURS/oAamoiiKoiiKoiiK4hfUwFQURVEURVEURVH8ghqYiqIoiqIoiqIoil9QA1NRFEVRFEVRFEXxC2pgKoqiKIqiKIqiKH5BDUxFURRFURRFURTFL6iBqSiKoiiKoiiKovgFNTAVRVEURVEURVEUv6AGZoAxxogPR2IJZTQ0xliNMYc8nI93KSvJQ5499vMtSqgrwhiTbIx5xxizxRhz0hhz2hjzvTHmGWNMLZ9v/o8yuxtjPrLLkGsv8ydjzH+NMRONMTVLW2YwMcbsNsbsDrUcihJKKpsus+e90xjzuTEmy653/meM2WaMmWOMudCnGy9cnuoyRVEURSmB8FALUI142su53d4uFJHfjDGbgYuMMR1FZGuRLH0dWYE+QIrrSWNMG6AFsFNE9pYg5/nAPOB/9nIWALHAQOBJ4AZjTC8R+a2Echx13wL8AzDASmA+cAZoCVwBDLXXl+VLeYqihJzKossAbgHOAdYBhwAr0BEYBdxmjLlaRBb5UI7qMkVRFEXxETUwg4SIPFXOIlYCF2HrdBXtlPUBfgJO2j8/6eY8wAof6jkFjAX+ISL/cyQaYyKxdZ7+BEwFHiipIGNMDeANbJ3FASJSrH5jTE/AJ2NVUZTQU4l0GcAQEckpmmiM6Q8sBWYCJRqYqssURVEUxXfURbby4OjQ9HFNNMZEA/HYRvpTgO7GmNgi1/rcKRORX0RklqtxaU/PA6bbvyb6KHMnoDawxV2HzF5uhogcd02zu7+lGmPONcb80xjzqzHmjDFmozHmZk+VGWMGGmMWGmN+s7uv/WSM+asxpq6H/M2MMa8ZY3bayz9mjFlvjHnSfj7RGCPYZihaFnEFfN+NvE2NMW8bY34xxhQYY+6wn0+1l+NOhjvs199RJH23/Yg1xrxijNlnl/FbY8zV9jzhxpjJdvlz7Pf7Z0/toygVhKDoMgB3xqU9fRlwHGjjo8yqy1BdpiiKoviGzmBWHtKAfCDRGBMmIlZ7ei8gGtuswClgPJAALAQwxhggCdvIe0rRQkvJWfvffB/zH7X/PdcYU7Oo0VoC9YAMbJ3A94C6wAjgI2PMeSLyV9fMxpipwFPAMeAr4FegCzABGGKMiReRky75uwFLgPrY2nYeUAPoYC/nWWzufk8D4+yXvepS5bdF5K0PrAWy7WVZgcOluF93RADL7GV/AUQCNwGfGWMGAPcDl2ObgckFrgdeN8YcEZGPy1m3ogSKkOsyY8wV2HTKJh8vUV1WPlSXKYqiVCdERI8AHtg6Q4Lth97dMakUZWXYy+rmkvacPa0pthH2fOAll/Od7ec3+eFe/s9e1gwf8xtgvf2ab7G53l4MRPrYZnOBMJf01tg6XXlAnEu6o9OZAdQtUtYd9nOvuKRFAj/b0292U3+zIt93A7t9kPcDINzN+VTbq+b2Wod8d7ipU4D/AlEu6b3t6ceAr13vF4izt803oX7u9ah6R2XWZcB1dhlfwLZ2Mheb0Rjv4/Wqy0R1mR566KGHHr4dIRegqh8uP9iejuOlKOtZ+zUTXdIygR9cvq937YABD9qv+Ws572MYtpHsfUC9UlzXAttsg+s952ELuvEoUNtDm+UDrd2ce8p+fqpL2nx7WkcPMnwD/Ory/Vp7/i98vAdfOmW5QGMP58vTKTvfzTW77Of6uDmXgm2m2RLqZ1+PqnVUZl0G/KeIrDtwMW59LEN1meoyPfTQQw89fDjURTZIiIgpKY8xpitwdZHk4yLicGdaCTyBbR3Si8a2ZUg34C2X/CnABGNMfRE5RumDYriTqyfwL2yRZa8Vkd99vVZskR6TjDHtgf52eS9zOe43xiSKyM9FLt3rJg1sHZyp2GYPHMRj64hcb4y53s01kUAjY0wDETkK9LCn+xQ90kd2i8ivfiwPbP/7n9ykH8A2A7LRzblfsLm+N7V/VhS/Uhl1mYjcCNxojKmNbT3lVGCNMWa0iLzvYxmqy8qO6jJFUZRqhBqYFYuu2Docruzhj/UyGdjC4vc2xkQAV2L7H650yZ8KTMTWEfrcnicP29qcUmOMicfWebECg0VkfVnKEZFtwDaXctsB72LrUL1C8c6opzU/jv3z6rikNcDWDkXbriix2NziHIEy/NlpcbuvXzk54SE9H0BE3J13rI+NCIA8iuIrFU6XAYht7WKGMeYqYAPwf8aY5SKyvxRlqC4rParLFEVRqhEaRbYCISLvi4gpcrRyOZ+LrWNWA9vIdR9s7kWpLsWkY/th7gNciq3zslZETpdWHmNMb2zBIwRbaP41ZboxN4jIj8Ct9q993GRp4uHSpva/rh2SE8Dvbtqu6LHHnt8R6fG8ct1EYcTLOSvYIiW6Oec2KqSiVGYqmi5zI18etpnQaP6YBSxrWarLbKguUxRFUQA1MCsjriH++wCb7a5SAIhINraRecd512t8xhjTB1iMrYPXX0TWlkdoD5xyVOfmXAtjTCs36Yn2v9+4pK0F6hljOvpYr+NeBvuYvwCw+JjXHQ6X4uZuznUrR7mKUpkJii7zgsMo8zUqtjdUl6kuUxRFUeyogVn5cLiQXY8tdH2KmzwpQDtgpP17qTpl9rDxX2FzYesrIl+XRVBjTGtjzF+MMXXcnDPAZPtXdy5vFuAFY0yYyzWtgb9g6xB+6JL3FfvfOcaYc93UVdMY4zpL8V9sgSeGGWNucpO/WZGko9jWPcW4kdMXHG7F9xSppy+2UP2KUh0JqC4zxjQwxsR5ODcUSMa2FccqH8pSXWZDdZmiKIpSIroGM0gYY57ycvpzESm6F5knNmBzo3KMcK90kycFeAxbMIts/ugUlIgx5kJs+5RFY9t/brgxZnjRfCLylA/F1QH+BvzVGLMG2IJtpL8xthmJOGx7vD3s5trN2PZF22iMWcofe8fVxRZ50hkwQkRWGGMmATOAncaYhdhC98di21j8SmA1MMieP88eQGMp8C9jzGhsMwHRQHugL4XfjRVAd2CxMSYNW5TF70Tkvz60Adj2vnsEeMwYcxHwA9AW26zDfGyRIBWlUlBZdBm2WbaNxpgNwHZs6xTrYlsf2gNbMJ27fQxaprrMhuoyRVEUpWRCHca2qh+UHNq/WFh3H8r8gj/C39dxc74Gto6DAAtKWXaiLzL7WFYUtoAXs7BtaH4YW6fuBLaogdOARh7aLBU4F9vo/q9Ajr2MYnu9uVx3Bbb95g5gCwZyBNuedS/jZksCbNsOzMLWgcvDNrq/Dni8SL6a2PYA3W9vcwHeLypvCW3REZvBfgpbRzkVW2fxDnfPAF62E8D7VgHv28trFepnX4+qdVRCXVbPrmPSgYP/z959h0dVpn8D/z4zyWRCCBASQFBapBNKCKBDCZNkqVKEVbGhAi6CZXXlZ0FRVJpr2XV9V1ERWVRERcQFRMANBEgytAQMcekQQToYWiB17vePOGdTZpJJMpMpfD/Xda4Lzpw5587kzJPnPk/7/Tueg+IJej4A0LEK52JZ9r9jWJZx48aNG7cKNyVS0Xh+otqnlBIAG0XE7OlYiIiqi2UZERFdjzgGk4iIiIiIiFyCCSYRERERERG5BBNMIiIiIiIicgmOwSQiIiIiIiKX8KplSiIiIqRVq1aeDoOIvFBaWto5EWnk6TicwbKMiBzxpbKMiKg6vCrBbNWqFXbs2OHpMIjICymlfvF0DM5iWUZEjvhSWUZEVB0cg0lEREREREQuwQSTiIiIiIiIXIIJJhEREREREbkEE0wiIiIiIiJyCZ9NMC0WC+bOnQuLxeLpUIiIqo1lGREREfkTr5pF1lnr1q3D8OHDUVRUhKCgICQmJsJkMnk6LCKiKmFZRkRERP7GJ1sw161bh4KCAlitVuTn5yMpKcnTIRERVRnLMiIiIvI3PplgDhw4EACglILBYIDZbPZsQERE1cCyjIiIiPyNzyaYOp0OAwYMYJcyIvJZAwcOhFKKZRkRERH5DZ9MMHU6HcLDw9G+fXtWyIjIZ9nKsg4dOrAsIyIiIr/gkwkmAISHh+P8+fOeDoOIqEZYlhEREZE/YYJJRORBLMuIiIjIn/hsghkREYFz5855OgwiohphgklERET+xGcTTFbKiMgfsCwjIiIif+LzCaaIeDoUIqJqY4JJRERE/sSnE8y8vDxcvXrV06EQEVVbeHg4rl27hmvXrnk6FCIiIqIa89kEMyIiAgA4DpOIfFp4eDgAsBWTiIiI/ILPJpislBGRP2BZRkRERP6ECSYRkQexLCMiIiJ/wgSTiMiDWJYRERGRP/HZBJNjMInIHzDBJCIiIn/iswlmw4YNAbBSRkS+jQkmERER+ROfTTADAgJQv359VsqIyKcFBQUhJCSEZRkRERH5BZ9NMAEuUE5E/oFlGREREfkLn04wIyIiOAaTiHweE0wiIiLyFz6dYLJSRkS1QSn1F6XUz0qpTKXUEqWU0ZXnZ1lGRERE/oIJJhFRBZRSNwL4M4CeIhIFQA/gbldeg2UZERER+Qu3Jpi18dSfXWSJqBYEAAhWSgUAqAPghCtPzgSTiIiI/IXbEszaeOofERGBK1euID8/35WnJSLSiMhxAG8BOArgJICLIrLOldcIDw9HdnY2ioqKXHlaIiIiolrn7i6ybn/qD3D9OCJyH6VUGIBRAFoDaAYgRCl1v53jJimldiildpw9e7ZK1wgPD4eI4MKFCy6JmYiIiMhT3JZgOvvUv6aVMoAJJhG51R8AHBGRsyJSAOBbAH3KHiQiH4lITxHp2ahRoypdgGUZERER+Qt3dpF16ql/TSplERERAMBxmETkTkcB3KqUqqOUUgASAOxx5QWYYBIREZG/cGcXWaee+tcEK2VE5G4ishXANwDSAexGcbn5kSuvwbKMiIiI/EWAG8+tPfUHcA3FT/13uPICrJQRUW0QkRkAZrjr/CzLiIiIyF+4cwwmn/oTETmBZRkRERH5C3e2YLr9qX9wcDDq1KnDMZhE5NPq168PvV7PBJOIiIh8nruXKXE7LlBORL5OKYWGDRuyLCMiIiKfxwSTiMgLsCwjIiIif+AXCSa7yBKRr2OCSURERP7A5xPMiIgIVsqIyOcxwSQiIiJ/4PMJJitlROQPWJYRERGRP/CLBDM7OxtFRUWeDoWIqNqYYBIREZE/8IsEU0SQnZ3t6VCIiKotPDwcubm5uHr1qqdDISIiIqo2n08wIyIiAHCBciLybeHh4QBYlhEREZFv8/kEk5UyIvIHLMuIiIjIHzDBJCLyAizLiIiIyB/4TYLJtTCJyJcxwSQiIiJ/4PMJJsdgEpE/YIJJRERE/sDnE8zQ0FAEBASwUkZEPo0JJhEREfkDn08wlVJcP46IfJ7BYEDdunVZlhEREZFP8/kEEyh+8s8xmETk6/iwjIiIiHydXySYERERrJQRkc9jgklERES+zi8STFbKiMgfsCwjIiIiX+c3CSa7yBKRr2OCSURERL7OLxJMWxdZEfF0KERE1cYEk4iIiHydXySY4eHhKCwsxOXLlz0dChFRtYWHh+PChQsoKirydChERERE1eI3CSbA9eOIyLeFh4dDRJCdne3pUIiIiIiqxa8STI7DJCJfxodlRERE5Ov8IsGMiIgAwEoZEfk2JphERETk6/wiwWSljIj8AcsyIiIi8nVMMImIvATLMiIiIvJ1fpFghoWFQSnFMZhE5NOYYBIREZGv84sEU6/XIywsjJUyIvJp9erVQ0BAAMsyIiIi8ll+kWACXKCciHyfUgoNGzZkWUZEREQ+iwkmEZEXYVlGREREvsyvEkyOwSQiX8cEk4iIiHyZ3ySYERERrJQRkVsopRoopb5RSu1VSu1RSpncdS0mmEREROTL3JpgslJGRH7iHwDWiEgHAN0A7HHXhViWERERkS8LcPP5bZWyO5RSBgB13HWh8PBwXL16FdeuXUNwcLC7LkNE1xmlVH0AsQAeAgARyQeQ767r2RJMEYFSyl2XISIiInILt7VglqiULQCKK2UicsFd1+P6cUTkJq0BnAWwUCm1Uyn1sVIqpOxBSqlJSqkdSqkdZ8+erfbFwsPDkZeXh6tXr9YgZCIiIiLPqFKCqZQKU0p1VkpFKqUqe2+tVsoiIiIAMMEkospVsSwLANADwDwRiQaQA+D5sgeJyEci0lNEejZq1KjasfFhGREREfmyShNMpVR9pdQLSqndALYA+BDA1wB+UUotVUrFOXgrK2VE5DVqUJb9CuBXEdn6+/+/QXHZ5hYsy4iIiMiXOTMG8xsAnwLoX7aLq1IqBsA4pVSkiCwo8z57lbJyCaar2Cpl8+fPR3BwMEwmt80nREQ1ZLFYkJSUBLPZXJvf1WqVZSJySil1TCnVXkT2AUgA8F93BckEk4iIiHxZpQmmiAys4LU0AGkOXqvVStmRI0cAAF999RX+/e9/IzExkUkmkReyWCyIi4tDQUEBgoKCau27Wt2y7HdPAFj8+2RlhwGMd3F4GluCuWDBAoSEhLAcI/JiHnpYRkTk1Zweg6mU6msbQ6mUul8p9TelVMtK3marlGUA6A5gTvVDrVhGRgYAQESQn5+PpKQkd12KiGpg/fr1yMvLg9Vq9ch3tTplmYjs+r0rf1cRuV1Est0VX8mHZQkJCbBYLO66FBHVgO1h2YsvvsjvKhFRCVWZ5GcegKtKqW4ApgI4hOLuZg7VZqUsISEBgYGBAAC9Xg+z2eyuSxFRDZw5cwYAoNPpYDAYPPFdrXJZVpt27doFgA/LiLxdUlIS8vLy+F0lIiqjKglmoYgIgFEA/iki7wEIdU9YVWcymZCYmIhmzZohJCQEHTp08HRIRFRGVlYWPv74Y/Tp0wczZ870VFd2ry7LEhIStPUvPZSAE5ETzGYzv6tERHZUJcG8rJSaBmAcgO9/n9o/0D1hVU///v2xatUqXLp0Cc8995ynwyGiEkQEU6ZMgVIKS5YswQsvvOCpMUteXZaZTCYMGTIEdevW5VhyIi/WvXt3KKVgNpv5XSUiKqEqCeZYAHkAJojIKQA3AXjTLVHVQHR0NJ5++mnMnz8fGzdu9HQ4RPS7JUuWYM2aNZg9ezZatGjhyVC8viwbPHgwrly5glatWnk6FCJyIDMzE1arFU888QSTSyKiEpxOMH+viH0BIEwpNQJAvoh4zbilkl555RW0bt0akyZNQm5urqfDIbrunT9/Hk899RR69+6Nxx9/3KOx+EJZFh0dDQDYuXOnhyMhIkds30/b95WIiIpVZRbZhwFsAzAGwB0AtiilJrgrsJqoU6cOPvjgA+zfvx+PPvoo5s6dy9ndiDzEYrFg0KBB+O233zB//nzo9XqPxuMLZVn37t0BMMEk8mbp6elo0KABexoQEZVR6TqYJTwDIFpEzgOAUiocQCqAT9wRWE0NGjQIgwcPxsKFC6HT6Wp1vT0iKmabxj8vLw8BAQHIycnxdEiAD5Rl9erVQ5s2bZhgEnmxnTt3auMwiYjof6oyBvM8gMsl/n/5931eq2fPngDgsfX2iK53y5YtQ15eHoDiSX685DvoE2VZdHQ00tPTPR0GEdlRWFiIjIwMdo8lIrKj0gRTKfW0UuppAAcBbFVKvaKUmgFgC4D97g6wJm677TYEBQUBKE4ye/fu7eGIiK4fp0+fxpdffgmgeG1aT0/j72tlWXR0NI4cOYILFy54OhQiKmPfvn3Izc1lgklEZIczLZihv2+HAHwHQH7f/28Ah90Ul0uYTCZs2LAB48aNg1IKb7zxBvLz8z0dFpHfu3TpEoYOHYrs7Gx89NFHnlzzsiSfKstsFdddu3Z5OBIiKsvWfb1Hjx4ejoSIyPtUOgZTRF61t18pZQQwwuURuZjJZILJZILZbMbEiRPx0EMP4fPPP4dOV5XewUTkrLy8PIwePRoZGRlYuXIlhg4d6umQAPheWVZyJlku4E7kXdLT02E0GtG+fXtPh0JE5HWqMskPlFJ6AIMB3ANgIIBkAEvdEJfLTZgwAWfOnMG0adNQVFSEbt26IS4uztMtKkR+JTk5GVOmTEFmZiY+/fRTr0kuy/KFsqxJkyZo1qwZJ/oh8kI7d+5E165dERBQpWoUEdF1wamSUSk1AMC9AIaheHr/vgAiReSqG2Nzueeeew47d+7E119/jaVLl8JoNHpDtz0iv2CbMbawsBCBgYFo06aNp0Mqx9fKsujoaCaYRF5GRLBr1y6MHTvW06EQEXklZyb5+RXAXBQ/4e8kIn8EcM1bK2QVUUqhW7duAIr/QHBmWSLXWbVqFQoLCwEUT6rlbd8tXyzLoqOjsWfPHly7ds3ToRDR77KysnDhwgVO8ENE5IAzAxG/AdAMwFgAI5RSIfjf5Bg+Jy4uTptZVq/Xc2wTkYv89ttvALxjxlgHfK4si46ORlFREXbv3u3pUIjod7ZeBUwwiYjsqzTBFJGnALQG8DYAM4B9ABoppe5SStV1b3iuZzKZkJiYiIYNG6J9+/bsHkvkAlarFWvWrEF0dLS3zBhbji+WZSUn+iEi75Ceng69Xo8uXbp4OhQiIq/k1FSqUmyDiExCcQXtHgCjAGS5MTa36du3L6ZNm4bdu3ezZYDIBdauXYusrCw899xzmDZtIa0vKQAAIABJREFUmtcllza+Vpa1atUKDRo0YIJJ5EV27tyJjh07Ijg42NOhEBF5pSqv1SEiBSKySkTuA9DcDTHVioceeghBQUH48MMPPR0Kkc/74IMP0LhxY4wePdrToTjNF8oypRQn+iHyMjt37mT3WCKiCjgzyc9KpdQIpVSgnZebKqVeU0pNcENsbhUREYE777wTn376Ka5cueLpcIh81rFjx7Bq1SpMnDgRBoPB0+E45KtlWXR0NDIyMrQJlIjIc06fPo2TJ08ywSQiqoAzLZh/AtAfwF6l1Hal1Gql1Hql1BEAHwJIE5FP3Bqlm0yePBmXL1/GkiVLPB0Kkc/6+OOPISL405/+5OlQKuOTZVl0dDRyc3Oxb98+T4dCdN3jBD9ERJWrdB1METkF4FkAzyqlWgFoCuAagP3ePL2/M/r06YMuXbpg3rx5ePjhh6GU8nRIRD6loKAA8+fPx5AhQ9C6dWtPh1MhXy3LbBXZ9PR0dO7cudRrFosFSUlJMJvNXjvulcgXOfpu2RLM7t27eyo0IiKvV2mCWZKIZMFLJ8OoDqUUJk+ejMceewzbt29H7969PR0SkU9ZuXIlTp486XNjmX2pLGvfvj2MRiN27tyJcePGafs3b96M+Ph4FBUVwWg0euXMvUS+yGKxIDY21u53Kz09Ha1bt0aDBg08HCURkfdyepIfpdQflVIHlFIXlVKXlFKXlVKX3Blcbbj//vsREhKCDz74wNOhEPmcDz74AM2bN8ewYcM8HYrTfK0sCwgIQLdu3UpN9FNQUIBHH30UhYWFEBHk5+cjKSnJc0ES+ZENGzZo363c3Fxs2LBBe23nzp3o0aOHB6MjIvJ+VZlF9q8ARopIfRGpJyKhIlLPXYHVlnr16uG+++7Dl19+iezsbE+HQ+QzDhw4gB9//BF/+tOfoNfrPR1OVfhcWRYdHY1du3ZpyeTYsWORmZmpdes3GAwwm82eDZLIT5Rc31JEsGPHDlitVly8eBGHDh3i+EsiokpUJcE8LSJ73BaJB02ePBnXrl3DuHHjYLFYPB0OkU945ZVXoJRCt27dPB1KVflcWRYdHY0LFy5g3759uOOOO7B8+XL84x//wPTp0wEACxYsYPdYIhcxGo0AgIkTJ+Lee+/F8uXL8cgjj3CCHyIiJ1VlDOYOpdRXAL4DkGfbKSLfujyqWpabmwudTofvv/8e69ev51gmokqkpKTgiy++AADcfffdvvad8bmyzFahvfXWW3Hx4kW8//77mDJlCtLT0zFz5kwEBFRpOD0RVSAzMxMAMHfuXERERKB169aYPXs2Vq5cCQAoKiryZHhERF6vKi2Y9QBcBTAIwIjft+HuCKq2JSUlQUQAgGOZiJzwzTffaP/2we+Mz5VlOTk5AICLFy8iMDBQm8GyY8eO0Ol0WoWYiGouMzMTjRs3RqNGjaCUwsyZMzFx4kScPn0aADB27Fj2diIiqoDTj71FZHzZfUqpp1wbjmeYzWYYDAbk5eVBr9dzLBNRJYKCggAAer3e58b/+WJZZrFYoJSCiMBqtSIpKQkmkwnBwcFo06YNE0wiF8rMzCw1DlMphZtvvln7DtoeqvlQrw0iolpVlRZMe552SRQeZjKZsHr1aiilcM899/CPBlElTp06hQYNGuC1117zte6xjnh1WWY2m2E0Gu0m9FFRUUwwiVzEarXi559/RlRUVKn9FX0HiYiotJoO3FEuicILxMfHIyYmBllZWZ4OhcjrJScnw2w244UXXvB0KK7i1WWZyWRCYmKi3YXfo6Ki8N133+HatWsIDg72YJREvi8rKws5OTnlEsyKvoNERFRaTRNMcUkUXqJv37746KOPkJ+fD4PBYPeYlJQUrF69GsOHD+cfGPJL33//PTIyMhxWok6dOoVDhw5h8uTJHojObby+LDOZTHZ/H1FRUbBardizZw/X5yOqIVtvgLIJJuD4O0hERKVV2kXWtgi5ne0ygGa1EGOt6devH65du1ZqQfOSLBYL4uLiMGfOHMTHx3OQP/mdzz//HMOHD8f06dORkJBg9x5PSUkBUPx98SU1LcuUUnql1E6l1KpaCNdptrFi7CZLVHO271Hnzp09HAkRke+qNMG0LUJuZwsVkUpbQL21UmZP3759AfyvAl1WUlISCgoKAFR/5kyLxYK5c+cyOSW3qck99q9//QtA8TgkR/d4SkoKjEajz7WW1bQsA/AkAK9bP7NNmzYwGAxMMIlcIDMzE61atUJoaKinQyEi8lm1sXiarVJWrxauVSNNmzZFZGQkkpOT8fTT5ef8KPtEs6qD/Ddv3oyEhARYrVYYDAZ/mRyFvIjFYkF8fDzy8vJgNBqrfI/9+uuv2r8dTWSRnJyM3r17O+xG7o+UUjcBuA3AbHjZhEABAQHo2LEjE0wiF8jMzLTbPZaIiJxX01lkK1SiUvaxO6/jSn379kVKSoq2LmZJtsp3ZGQkAgICtLXonPX888+joKAARUVFvrh2IPmApKQk5ObmQkSQm5tbpXvs+PHj2LdvH2JiYgAAr776arnkNCcnBzt37tRa+68j7wB4FoDV04HYExUVhd27d9f4PMnJyXjmmWfYw4J8isViwf/93/8hNTW1RucpKCjA3r17mWASEdWQWxNMeHmlzJ5+/frhzJkzOHjwYLnXli9fjvbt2+P9999Hfn4+1q9f7/R5P/vss1J//DjNObmD2WyGUsUToooIQkJCnH7vqlXFvdgXLFiA+vXrY8+e8r1Bt23bhsLCQp8bf1kTSqnhAM6ISFolx01SSu1QSu04e/ZsLUVXrEuXLvj1119x4cKFap/j/fffR2xsLN566y2OMSefYZsb4e2330b//v2xaNGiap9r//79KCgoYIJJRFRDbkswfaFSZo+jcZi//fYbNmzYgNGjR8NsNiM0NBQrVqxw6pxpaWmYNGkSzGYzRo0aBYPBgHXr1rF7LLlcu3btICIwm81o3bo1Xn31VRw5csSp965YsQI333wzunbtiuHDh2PFihUoLCwsdYzte3Gd3bt9AYxUSmUB+BJAvFLq87IHichHItJTRHo2atSoVgO0VYh//vlnp99jG6u7fPlyjB07Fo899pjWc4M9LMhXJCUlIT8/H0Dx2PHx48dj8uTJOHv2bJXHo1c0gywRETnPnS2YXl8ps6djx44ICwtDcnJyqf2rVq1CUVERxowZg6CgIAwePBgrV66E1Vpx4+yZM2cwevRoNG7cGF9//TXuuOMO5OfncwIBcostW7YAAF555RWsW7cOVqsVo0ePxtWrVyt835UrV5CYmIiRI0dCKYUxY8bg/Pnz2Lx5c6njkpOTERUVhbCwMLf9DN5GRKaJyE0i0grA3QDWi8j9Hg6rFFuF2NlxmBaLBQkJCXjxxRcxZswYfPfdd5gwYYK2jqZSij0syCeU7LURHByMO++8Ex9//DEiIyMxYMAAvPTSSw5nxC4rMzMTer0eHTp0cHfYRER+zW0Jpi9UyuzR6XTo06dPuRbM5cuX46abbkLPnj0BACNHjsTJkyeRlua4gbagoAB33XUXzp49i+XLl6NRo0Zayw+7n5E7WCwW6PV69OzZE23atMGSJUuQkZGBiRMn2h1XbPPjjz8iLy8PI0eOBAAMHjwYRqMR3377rXZMUVERLBbL9Tj+0uu1aNECdevWdTrBLDlWFwCefPJJLFiwAImJiWjXrh1atmx5vbVSk4+69dZbUadOHfTq1QuJiYn46quvkJGRgSZNmlR5zoPMzEy0a9cOQUFB7g+ciMiPuXsMpk/q168f9u7di3PnzgEonthkzZo1uP3227UnpcOGDYNOp6uwm+x9992HjRs34tlnn9WWdIiMjETjxo2ZYJJbWCwWdOvWTRt7OWTIEMyePRtffvklbrvtNof33YoVKxAWFqYljyEhIRgyZAiWL1+utdJnZmbi0qVL19X4y7JEJElEhns6jrKUUoiKinI6wTSbzdDpiov/4OBgjB49GkBx1+e7774bWVlZuHLlitviJXKVgwcP4sqVK5g0aZL2UKRTp06YP38+gOLvhrNzHnAGWSIi16iVBNNbK2WO2CrZtkl51q5di9zcXIwZM0Y7Jjw8HP369XOYYP71r3/F0qVLoZTCm2++qVXslVIwmUw1nu2OqKzCwkJs3boVffr0KbV/wIAB0Ov1+OGHHxAXF1cuySwqKsKqVaswdOhQBAYGavtHjx6N48ePY8eOHQD+N/6SLZjeqUuXLti9e3eFLdU2JpMJ3bp1Q/PmzcstZdO7d29YrVakp6e7M1wil9i+fTuA4vu2pLi4ODRq1Ajdu3d3armmnJwcHDp0iAkmEZELsAXTjl69esFgMGjjML/99luEh4ejf//+pY4bOXIkMjIy8Msvv5Tan52djVmzZgEonsmzbPcck8mEgwcPwhsmNSL/kZmZiZycnHIVqY0bN2r/zsvLw3/+859Sr2/duhXnzp3TusfaDB8+HAEBAVi+fDmA4vGXzZo1Q6tWrdzzA1CNREVF4fz58zh9+rRTx585cwZms7nc/dKrVy8AxTMGE3m7bdu2ITg4GJ06dSr3WlRUFIxGo1Pdvffs2QMRYYJJROQCTDDtMBqNiImJQUpKCvLz87Fq1SqMHDkSAQEBpY6zVchXrlxZav/UqVNx9epVBAUFQa/Xl+ueY/tjZ5uQhcgVbC2TZStTZrMZBoNB6xJZdlbZFStWICAgAEOGDCm1v2HDhjCbzfj2228hIkhJSUHfvn21buLkXaoy0c/Vq1fx66+/ol27duVea9y4MVq2bKm1DBF5s+3btyMmJqbc32egeFbt/fv3O3UeziBLROQ6TDAd6Nu3L3bs2IE1a9bg4sWL2hilktq2bYv27duX6ia7bt06LFy4EM8++yw2bNiAmTNnluue07NnTwQEBHAcJrmUxWJBkyZNyrUwmkwmJCYmYtasWRg8eDA+++wz/PTTT9rrK1asgNlsRv369cudc8yYMdi/fz/WrVuHo0ePsnusF6tKgmlb57dt27Z2X+/duzdbMMnrFRQUID09XWt1L6tt27Y4f/48fvvtt0rPlZmZCaPRiJtvvtnVYRIRXXeYYDrQr18/5OfnY/r06QgJCcHAgQPtHjdy5EgkJSXh4sWL2kQD7du3x4wZM2AymTBt2rRyLUp16tRB9+7dOQ6TXCo1NRUmk8luC6PtXly8eDEaNmyIiRMnorCwEAcOHMCePXvKdY+1GTVqFADgmWeeAYDreoIfb9e4cWM0atTIqQTzwIEDABwnmL169UJWVha78ZNX+/nnn5Gbm1tu/KWN7f623e8VyczMRKdOnaDX610aIxHR9YgJpgO2iVJ2796NYcOGwWg02j1u5MiRKCgowNq1azFt2jQcPXoUCxYscHi8jclkwvbt28stZE9UHWfOnMGhQ4fKTfBTVnh4ON577z2kpaXh7bff1rp3jxgxwu7xzZo1g8lkwu7duxESEoJu3bq5PHZynS5dujiVYNq6DVbUggmA3WTJq9la2R21YNq6gDubYLJ7LBGRazDBdKBRo0Zo0aIFgIrHZJhMJtSrVw9PPvkk/vnPf+KJJ55wqhuhyWTC1atXkZGR4bKYfYnFYsHcuXNd2k3YHef0FbbxvM5MZnHHHXdgzJgxeOmll/D6668jMjKywol7bN3Db7jhBiYcXs62VIltaRlHDhw4gBtuuAGhoaF2X+/RoweUUlX+fV/P30GqmercO9u3b0fDhg0RGRlp9/XIyEjodLpKE8zs7GwcP36cCSYRkYuUHxVPAIr/2B0/fhwA8Prrr2PgwIF2K+/btm1DTk4OLl26BKWUw66GZdnOZbFYtDUyrxcWiwUJCQnIy8tDUFCQU1PIO3PO+Ph4FBQUwGAwuOScvsRisSAgIAAxMTFOHT9+/Hh8++23OHv2LLKzs2GxWBx+Xrbk8/Dhw0hISLjuPltfEhUVhZycHPzyyy9o3bq1w+MOHDhgd4Ifm9DQUHTq1KlK4zA3bNiAgQMHQkRc9r2m64PFYsGAAQNQWFgIo9Ho9L2zbds29OrVy+HEYwaDAa1atap0oh9O8ENE5FpswXSg5LIiZZcZKXucbd05pZTTFbKWLVuiadOm1+WT/qSkJOTm5sJqtVb42VbFDz/8gNzcXBQVFbnsnL7EYrEgOjoawcHBTh2/e/dubVZZEanw8zp48CB0Op3dJXfIuzg70c/+/fsddo+1sU3048y6mgDw7LPPoqioyKXfa7o+JCYmoqCgACKC3Nxcp+6dnJwcZGZmOhx/adO2bdtKWzCZYBIRuRYTTAdsSzvYW2ak7HG25UiCgoIcHleWUgomk+m6nOjHZDJpldbAwECnP7OKlOwiVdHvyx8VFBRg27ZtVWotKnnfVvZ5VeVY8qzOnTsDqDjBvHTpEs6cOVNpgtmrVy+cO3eu3Dq/9nz22WfYsWOH1pIUEBDA+4ScVnKJERFB3bp1K33Pzp07YbVanU4wK3pQkpmZifr16+Omm25yPmgiInKICaYDtqUd7C0zUp3jHL33yJEjTi+M7i/OnDmj/XvevHku6UYXFham/fudd965rrrmZWRk4Nq1a1W+95y9b2tyj1PtqlevHm644QZ89dVXDntH2FpzKuoiC/xvop/KemX897//xeTJkzFgwAD88MMP2pqqvE/IWcnJyYiIiMDLL7+MVq1aYdasWTh58mSF76lsgh+bdu3aaQ9VHElNTUWDBg24NjURkYtwDGYFTCaTU5UkZ4+z9z6guHvj7bffXuX3+6pFixYhMDAQBQUFaNCggUvOefToUQDFLaJpaWkuOaevsCUSlc0gW1ZV7tvq3uNUuywWC86cOYNTp045HC9b2QyyNl26dIHBYMD27dtx11132T0mJycHd955J0JCQvDFF1+gWbNmuPfee/Hdd9/h6tWrqFOnjmt+MPJbJ06cwA8//IDnn38er776KsaOHYtevXrh3nvvxY8//liqdbOk7du3o0WLFmjSpEmF5y+5VIm9Y1NSUrBr1y4opTjGnIjIRdiC6UExMTEIDAz0q3GYmzdvxpw5cxz+TKdOncLatWvx4IMPAgCOHTvmkuseO3YMQUFBuOuuu/DVV18hNze32jH6GovFgmbNmqF58+aeDoU8rOSYcEfjIG0tmJUtKG8wGBAdHV1hC+Zjjz2GPXv2YPHixWjWrBkAYMKECbh06RKWLVtWzZ+CrieLFi2C1WrF+PHjAQCdOnXCvHnzkJSUhFdffdXh+2wT/FTGlmA6mujnm2++AQCOMSciciEmmB5kNBrRo0cPvxmHmZKSArPZjBdffBEJCQl2E7gvvvgCRUVFePrppxEUFKS1PNbU0aNH0bx5czz00EO4ePEiVqxYYfe4TZs2YcCAARXG6GtSU1NhMpkczqRI1w/b2HEA0Ov1dsdBHjhwAC1atHBqQqhevXohLS0NRUVF5V6bPn06Fi1ahIceeggDBw7U9sfGxqJNmzb45JNPqv+D0HVBRPDJJ59gwIABaNOmjbb/gQcewPjx4zFr1ixMmDChXDl9/vx5HD58uNLxl0DxhHqBgYEOJ/op+X3hGHMiItdggulhJpMJO3bsQH5+vqdDqbF3331XW38vLy/P7pPgRYsWoXfv3ujYsSNatGjh0hbMFi1aIC4uDjfeeCMWLVpk97i5c+dqLTyOYvQlp06dQlZWFrt0EYDi8mT16tXQ6XS4++677d4Xzswga9O7d2/k5ORgz549pfbPmzcPs2fPBgB8+eWXpRIApRTGjx+PpKQkHDp0qAY/Dfm7zZs34+DBg5gwYUK518aNGwelFBYuXIj4+PhS95htfVZnWjADAgIQGRnpMME8deoUwsLC8Nprr7F7LBGRizDB9DCTyYTc3Fz85S9/8enWtLy8PGzatElrRbM3u99PP/2EjIwMrXts8+bNXd6CqdfrMW7cOKxduxanTp0qdcyJEyewceNGbXkOABgwYIBLru8p//rXvwAUr1tIBADx8fHo2bMnsrKy7L5+4MCBKiWYwP8q9ACwZcsWPPXUU9r/7XUrfPDBB6HT6bBw4cKqBV9GamoqZsyY4dNlo79at24d5s6dW6PfzSeffILQ0FDccccd5V7bsmWL9vckNzdX68oKFN+PSimn1/1t27atwy6yycnJiIuLwwsvvMDkkojIRZhgelhQUBCA4hYBX+6yOW/ePJw6dQp/+9vfMHnyZADAf/7zn1LH2Cb3ufvuuwEALVq0cEmCWVhYiBMnTqBFixYAirtXFRUV4Ysvvih13HPPPYeioiJ8+eWXGDNmDKxWa6UzFXozi8WCl156CQDw1FNP+ey9Q67Xt29fbNu2rVzPiPPnzyM7O7vSGWRt2rZti3r16mnjMNPT0zFkyBA0atQIRqPRYbfCG2+8EUOGDMG//vUvu91rnWGxWDBgwAC89tpr6NevH+bOnVvlnh5r1671q/HWrpScnIyXX365Sp/N1atX8dlnnyE6OhqDBw+u0VCDS5cuYenSpbjnnnvsTgZVcnkkAPj0009x+PBhAMXjLzt06IB69eo5da127drh4MGDWg8bm5MnT+Lw4cPo27dvleMnIqIKiIjXbDExMXK9mTNnjgAQAKLX62XOnDluuU5qaqrMmTNHUlNTXX7u7OxsCQ8Plz/84Q/avgceeEACAwNl//79IiKSn58vjRs3ljFjxmjHvPTSS6LT6SQ/P79G1//ll18EgHz00Ufavl69eknXrl21/ycnJwsAeeGFF0REpLCwUDp37ixt27at8fUdcednLlJ79463ALBDvKCccmbzdFm2bNkyASAWi6XU/tTUVAEgK1eudPpcCQkJ0qNHD8nIyJCGDRtKy5Yt5Zdffqn0/rbFsHr16mr9DPfee692f9u2Ro0ayb333itPP/10pd+rb7/9VgCITqeT4OBgt30PfVFqaqoEBgYKAKc+m4ULF8ott9wiISEhAkAaNmyo/U50Ol21yp6PPvpIAMjWrVsrjHPOnDny6aeflrr3GjduLA8++KDT15o3b54AkGPHjpXav3Tp0kpjcAdfKsu4cePGrTqbxwMouXm6UuYJqampEhAQ4PQf+upISUkRg8Hgtms8//zzAkDS0tK0fSdPnpTQ0FAZNmyYiIisWrVKAMi///1v7Zj58+cLAMnKyqrR9Tdv3iwAZM2aNdq+f/7znwJAdu3aJYWFhdK9e3e56aab5MqVK9oxK1euFADy3nvv1ej69nz//fei1+vdWrm1VaCVUtdFBdqXKmWeLstOnTolAOTNN98stX/RokUCQPbt2+f0uZ5//nnR6/USEhIiERERcvDgQafel5eXJ40aNZI//vGPVYpdROTw4cMSEhIiOp1O9Hq9BAcHy1tvvSWxsbFaYmM0Giu85//4xz/W6AGMux8QuUJ1Yyz5cKqyBHHhwoWlPsd//vOfkpKSIsHBwVr5U7LsddYtt9winTt3FqvV6tTxO3bskPr160tERIQAkKefftrpayUmJgoASUxMLLX/ySeflODgYLc9ZHTEl8oybty4cavOxi6yHmYymfC3v/0NADBjxgyXjwE5evQoxo8fr3Utc/XENr/++iveeecd3HfffejRo4e2/4YbbsCMGTOwevVqrFq1CosWLUJERASGDh2qHWPr0lrTiX5s77edDwDuvvtuBAYGYtGiRZg/fz527dqFt956CyEhIdoxt912G2JjY/Hqq6/i8uXLNYqhrA8//BBFRUWwWq3Izc3F999/79LzA8VjSoHi7rGcnIJKatKkCdq0aYPk5ORS+w8cOAC9Xo/WrVs7fa769eujqKgIOTk5uHLlSoUL1pdkMBgwbtw4fPfdd5g+fbrT3SgLCgpwzz33ICAgAEuXLsXMmTORmJiIqVOnYsiQIdoY6sqWlMjLyysVS1VmB7VYLIiNjfXq2aZTUlLQv3//asVYsqzQ6XQVfjaLFy8u9f9Lly6hT58+SExMxKOPPgqdTof3338fIuL09RcvXoytW7ciISHB6dmvY2Ji8Oabb+LcuXMAgPfee8/pn7nkWpglJScn45ZbbkFgYKDTsRMRkRM8neGW3Dz91N9T8vPzpX79+jJhwgSXnC81NVVmz54tU6dOlbp164rRaNS6QwUEBLj0ifyECRPEYDDIkSNHyr2Wl5cnHTp0kKZNm4per5c777yz1Ov//e9/BYAsXry4RjG8/vrrAkAuX75cav/o0aOlQYMGEhwcLNHR0XaflG/ZskUAyIwZM2oUQ1mxsbGilBKllACQ+vXry5IlSyQlJcVlrSKDBg2Sdu3auSBa3wAfeurvDWXZQw89JBEREaXu+7vuuktuvvnmKp3n5ZdfrnZL4Oeff17lVvZnnnlGAMg333xT7rXU1FSt5Uyv11d4vnbt2olerxcA8vXXXzsds4jIrFmzatwF1N0SEhKq/XvZsGGD9rNVdq/27NlTlFJaS3LZz/zvf/+7AJB//OMfTl07JSVF+71U1gpd1pw5c0Sn01X5Zy4qKhKj0ShTp07V9l2+fFn0er1Mnz7d6eu7ii+VZdy4ceNWnc3jAZTcvKFS5iljx46Vxo0bS1FRUZXet379ennkkUfkb3/7m3z99dfywgsvaMkkAOnVq5ccOXJEUlNTpV27dtK8eXOXxfz555+LUkrGjh3r8Jh33nlHiyUoKKhUZeLy5csCQObOnVujOB599FEJCwsrt9+WeFZWkbnjjjvEaDTKtGnTXJL45efnS7169WTUqFEyZ84c+eyzz6RXr15ahU4pJQaDQWbPni1r166Vjz76SGbOnFmla1+8eFECAwNLVZj8nS9VyryhLPv4448FgOzdu1fbFx0dLUOHDq3SeWxJnaMEoyIlu2IqpSp9kLN69WoBIFOmTKkwns6dO8sNN9zg8JjTp08LAJkwYYIAkA8//NDpmEVKdwsFIJ988kmV3u9uP/zwQ6n4qpqo2ca/P/DAA1KnTh2HXUTz8vIkODhY7rzzTocPxqxWq4wcOVIMBoPs2LGjwuueOXNMTUq9AAAgAElEQVRGOnXqVO3EuCb3YpcuXWTEiBHa///zn/+UG1pRW3ypLOPGjRu36mweD6Dk5g2VMk9ZvHix3Uk5KvLBBx9oLWT2Np1OJ7Nnz9aOtz1prs6Yx3//+9/y8MMPy4wZM+SNN96Qu+66S7t2RZWbyiaiadiwoTz66KNVjqekESNGSLdu3crtnzlzplMVma+++ko7LiAgQJ544glZsmSJvPfee/Liiy9WOem0TShUsgWmsLBQhg0b5vB3VdVKom1yio0bN1YpNl/mS5UybyjL9uzZIwDk448/FpHiRKBu3bry5z//ucrnqu5YP1tCYCsrmjVrJikpKXaPXbZsmdSpU0duvvlmuXbtWoXn/cc//lFhWWabYCglJUWaNWtW4UMwe2wPxh5//HFp3LixtGrVSs6fP1+lc7jLkSNHJCwsTLp27SrvvvuuAKhyC2vfvn2ld+/eWtnnaJKblJQUASDLli2r8Hznzp2Tm266SW688UaHZeaqVaukSZMmEhAQIIGBgdVKEkWqfy+OGTNGOnTooP3/lVdeEaWUXLhwoUrncQVfKsu4cePGrTqbxwMouXlDpcxTfvvtN9Hr9dospxXJz8+X6dOnl0oudTqd/PnPf5Zly5aJ0Wi0+8f7559/FgAyf/78KsW2Zs2acslQyVbSipK3yp44d+vWTYYPH16leMpydA5nn3bPmTOnwkS9qpWgGTNmiE6nk99++81hPEajUT799FN55JFHtC5fAOS2225zqhX7gQcekIYNG0pBQYHTcfk6X6qUeUNZZrVaJTw8XB566CERETlx4oQAkP/3//5frcZhSwjmzZsnrVq1Ep1OJw8++KD83//9n7z88ssyadIkadmyZZUetOzatUsAyKJFi+y+/pe//EWMRqPk5ubK/fffL40aNXJ6MhmR4mSkVatWIiKydetWMRgMMnTo0Cr3MHG1a9euSUxMjNSvX18OHjyotTA++eSTTp/j8uXLEhAQIM8//7wcP35cAMjbb79t99jZs2cLADl79myl57XN1Gprrb7jjjvk66+/lqVLl0rv3r0FgHTp0kUyMjI8MoHSc889J4GBgVqZ+Yc//MHug8na4EtlGTdu3LhVZ/N4ACU3b6iUeZLZbJaoqCiHr6empsrUqVOlY8eOAkCGDh1qN4Fy9MfbarVKs2bNyo2FrMzo0aNLJZMzZsyoUleliioTI0aMKLWcSHWEhYU5bAV1piJT9mdZu3atPPXUU1rSWdUxWCaTSW655Ran4il5bVuiOXjwYFmxYoXDuAsKCiQ8PFzuv/9+p2PyB75UKfOWsmzUqFHStm1bERHZuHGjAJC1a9d6LJ6LFy+Wa8mvU6eOtGvXTvu+OdNtsqioSMLCwhyOW+/Zs6fExsaKiMgnn3wiAGT37t1OxWi1WiUiIkIeeOABbZ8teXr44Yc9NrNsamqq1tV+xYoV2v74+Hjp3r270+exda9dt26diIhERkbK7bffbvfYQYMGVfg3qaSS4yPLPoS09Q5JSkpyOk5XW7BggQCQQ4cOSUFBgdStW1cee+wxj8TiS2UZN27cuFVn83gAJTdvqZR5yttvvy0A5PDhw+VeS01N1ZYaASCzZs3S9lelwvPQQw9JWFiYFBYWOh1X9+7d7U7y4Iqn0I7GT9pUdg1XjeN0lPg5M5lISdnZ2aLT6eSll16q8rVTUlLk/fff137PjpY42bRpk1Rn4hJf50uVMm8py9544w0BIKdOndLGZNorX2pT2YlaZs2aVa2xdaNGjZLIyMhy+22Tt7z44osiIpKVlSUA5N1333UqPtvkYwsWLND2Wa1WGTp0aIXfS3cquW5l2YnabF09s7OznTrXM888I4GBgZKTkyMiIg8++GC5yaBEinvKhISEyOOPP+50jCV/h5s2bZIpU6ZU6cGBO9nKzTVr1khaWpoAkC+++MIjsfhSWcaNGzdu1dm4TIkXGTFiBABg5cqV5V5btmyZttSIXq/Xpuo3mUyYNm2a00tUDBo0CNnZ2UhPT3fq+GPHjmHXrl2YOHGitlyA7VpVvbY9LVq0QHZ2Nq5cuVLuNYvFgvj4+Aqn4be3REl1lP1ZTCYTEhMT0atXLwQGBqJr165OnWfDhg2wWq0YNGhQla/dp08fTJkyBY899hgAwGq12l2KYeXKlQgMDMTgwYOdvgZdn/r16wegeEmL/fv3w2Aw1Pi7UlNmsxlBQUHQ6/UwGAyIj4/Xvm9ly5jKznP48OFyyxxt2bIFRUVF2s/esmVLREZGYv369U7Ft3HjRgBAbGystk8phVtuuQWA4++lO61fvx4FBQUAih8Kl7z2gAEDICJISUlx+lwmkwl16tQBUHyPnDt3Dvv27St1XFpaGnJycjBgwACnzlv2d9i/f3+MGzcORqNR+11XZakYV7MtVbJ//35t+R7bPUJERK7FBNOLtG3bFh07dsSKFStK7bdarVrlqKZ/qBMSEgAA69atc+r4JUuWAACee+65GieT9lS0FmZSUhLy8vIgIg7X73RVgmmPyWTCm2++idzc3HK/E0fWrVuH0NBQrTJaHXfeeSeMRqP2/7K/6xUrVsBsNqNevXrVvgZdH3r06AGj0Yjk5GQcOHAAN998M/R6vUdjcpRMVvWBlS3xsSWENsnJydDpdOjTp4+2Lz4+HklJSSgqKqr0vJs2bULTpk1x8803l9o/aNAgbb3E2k6WIiMjARSvWVn22rZ1HDdt2lTpeWwPF+Pj47V9/fv3B4Bya6baytuSiXZlHD2oq8qDA3dp0qQJQkNDceDAASQnJ6NFixZo3ry5x+IhIvJnTDC9zIgRI7Bx40ZcvHhR2/fhhx9i586dmDZtWo3/UDdu3BjR0dFOJ5iLFy/GLbfcgjZt2lTrepWx/YE/evRoudfMZrPWUutoMXDb+9xVUejfvz+aN29ebrFxR9atW4e4uLgaLdxtMpmwfv16JCQkoKioSFtYHCh++r5v3z6MHDmy2uen60dQUBB69eqFlJQUHDhwQGvF8TRX9H7o2rUrGjRoUC7B3Lx5M7p27VrqAUxcXBwuXLiAXbt2VXhOEcGmTZsQGxsLpVS5mP/6178CAN56661aTZasVisA4IknnihX/gcHB6N3795OJZgbN26EiJRKMNu1a4dGjRph8+bN5Y7t1KkTGjduXKPYXfG7dgWlFNq2bYv9+/cjJSUFffv29Wg8RET+jAmmlxk5ciQKCwuxZs0aAMAvv/yCZ599Fn/4wx8we/Zsl/yhHjRoECwWCy5fvlzhcZmZmcjIyMB9991Xo+tVxNbyaC/BNJlMaN26NQCgd+/edn/uo0ePQqfToVmzZm6JT6fT4Z577sHatWtLJXr2HDp0CIcPH65S91hHTCYTVq9ejS5duuCRRx7BhQsXAPyv+7StOzVRZfr164f09HQcOHAA7dq183Q4LqPX69G/f/9SPRsKCgqwZcsWrVXOJi4uDgAq7SZ75MgRHD9+3GGr3b333gsAyMvLq0HkVZeeng6j0egwsY2NjcWOHTuQk5NT4Xk2bNiA4ODgUj0slFLo169fqRbMwsJCJCcne7RLqzu0a9cOKSkpOHHiBLvHEhG5ERNML3PrrbciIiICK1asgIhg0qRJEBHMnz+/3BP16ho4cCAKCgrKPfkva/HixdDr9Rg7dqxLrmtPs2bNoNPp7HaRzc3NRVZWFgDg8OHDdt9/7NgxNG3atEYthpW57777UFhYiK+//rrC43788UcAxZ+vKxgMBixcuBBnzpzB1KlTARR3j+3atStatmzpkmuQ/+vXrx8KCwuRl5fnNS2YrmI2m3Hw4EEcP34cALBz505cvXq1XPLQtGlTdOzYsdIE09YK6GjcYZMmTXDjjTc6PYbdVdLT09GtWzcEBATYfT02NhaFhYV2x6mXtH79evTv3x8Gg6HU/n79+uHw4cM4ceKEdr0rV644Pf7SV7Rt21Yb788Ek4jIfZhgehm9Xo/bbrsNq1evxvz587Fu3Tr89a9/RatWrVx2jb59+yI4OLjCbrJWqxVffPEFBg4cWOMuUhUJCAhAs2bN7LZgZmRkoLCwEP3798epU6e0yk9JR48edfukJV27dkVUVFSl3WTXrVuHli1burQSHxMTg2eeeQaffPIJvvzyS6SkpLB7bC1TSjVXSm1QSv1XKfWzUupJT8dUFSVbvPwtwSw7DrOiyVvi4+OxefNmbbIcezZt2oTw8HB07NjR4TE9evSoNMFMSUnBiy++WGnCBwDff/895s6d6/BYq9WK9PR09OjRw+E5+vTpA51OV2E32dOnTyMzM7NU91ibsuMwba3C/phgAkC9evXQuXNnD0dDROS/3JZg+nqlzJNGjhyJCxcuYMqUKejevTumTJni0vMbjUYMGDBAa3GzJyUlBUePHnVr91ibFi1a2G3BTEtLAwBMmjSp1P9LOnbsWK3MinnfffchNTXVYUtqYWEh1q9fj0GDBrmspdlmxowZ6NChA+6//34UFRW59GEDOaUQwFQR6QTgVgCPKaU6eTgmp4WFhWmTxFTWLd7XdO/eHfXq1dMSzM2bNyMyMtJul/n4+Hjk5ORg+/btDs+3adMm9O/fXxv7bU+PHj2wd+9eh91RLRYL4uLiMGfOHMTHx1eYZH7wwQcYPnw4pk+f7nCm7CNHjuDSpUsVJpj16tVDdHR0hQmmLWm0l2B2794dderU0cZhbty4ER07dkSTJk0cns8X2bqIN2nSBNu2bfNwNERE/sudLZg+XSnzpPr16wMofnK9d+9ebN261eXXGDhwIPbu3Wu35RAAPv/8c9SpUwe33367y69dVvPmze3GkZaWhvDwcIwaNQpKqXIJpojg6NGjtTIT4D333AMA+OKLL+y+vn37dly8eNFl3WNLMhqN+Mtf/qLNgPnEE0841TJCriEiJ0Uk/fd/XwawB8CNno3KeRaLRft+3X333X5175QchykiSE5OLjf+0mbAgAFQSjnsJnv8+HEcOnSo0llTo6OjYbVakZGRYff1pKQkrZXU0ezXNm+99RaAipc+sbWWVpRgAsU/35YtWxyOD12/fr2WiJYVGBgIk8mE5ORkFBYWYvPmzX7XeglAmzzv4MGDDhN6IiKqObclmL5eKfOkbdu2aa1gBQUFbllvzTYRjb1WzPz8fCxduhSjRo1C3bp1XX7tsmwtmCJSan9aWhpiYmIQGhqKDh06lEswz549i7y8vFppwWzZsiX69++PxYsXl4sTKO4eq5TSloFxtfPnz2v3RG2vwUf/o5RqBSAagOuf+riJLfkC/PPeMZvN2L9/PzZu3Ihz5845HFsXHh6O7t27O0wwba1/lSWYtkTPUTfZkgmuiDjslpySkoJDhw5p/3e09El6ejoCAwMr7dIZGxuLvLw8hy2069evx4ABAxyO4+zXrx9++uknbNy4EZcvX/a7CX6A4r8pOp0OIuKX3wUiIm9RK2MwfbFS5klms9nti1N37twZTZs2tZtg/vDDD8jOzq6V7rFAcQtmXl4ezp49q+3Lzc1FZmYmYmJiABSPRSybYNq61dbWWmb33Xcf9u7di507d5Z77ccff0SvXr3QsGFDt1y7Nu4JqphSqi6AZQCeEpFLdl6fpJTaoZTaUfJe9jSz2QyDweC3946tpW3WrFkA4LAFEyieTTY5ORmvvfZaudarTZs2ITQ0FN27d6/wejfddBMiIiLslgMAUKdOHQDAkCFDEBgYiLVr19o9bubMmYiIiMD48eMBAEuXLrU7Q2x6ejqioqIQFBRUYVy2xNre5G3Lly/HwYMHta7S9vTv3x8igrlz5wLwv/GXQPF3ISgoyG+/C0REXkNE3LoBqAsgDcAYB69PArADwI4WLVoIFUtNTZU5c+ZIamqq264xdOhQCQ4Ols2bN5faHx8fL3Xq1JFNmza57dolfffddwJAtm/fru3btm2bAJBvvvlGRET+/ve/CwA5ceKEdsy3334rACQtLa1W4jx//rzo9Xrp169fqd/LunXrRCklDz74oFuvXxv3hDcDsEPcXF452gAEAlgL4Glnjo+JiXHjJ1F1/nzvFBQUSGhoqACQRo0aidVqdXjsm2++KQBEp9NJcHBwqc+jU6dOMnToUKeuOWjQIImOjrb72ltvvSUA5Ndff5XHH39cAgICJCsrq9QxW7duFQDy+uuvy5YtWwSAfPnll+XOZbVaJSIiQiZOnOhUXFFRUTJo0KBS+1JTU8VgMAgACQoKcngPXL58WfR6vQCQ9u3bO3U9X+QN3wVPlmXcuHHjVhube0/u45Uyf1ay0gFAwsLCpHXr1tK6dWsBIEqpchUwd0lPTxcAsmzZMm3fvHnzBIAcOXJEREQ2bdokAGTVqlXaMe+8844AkLNnz7o9RpHiz0yn02mfzw033CBhYWHaZ1hR5Y1qzlOVMgAKwKcA3nH2PSzLatett94qACQ2NrbC415++WXt+6rT6WTOnDkiInLmzBkBIHPnznXqes8//7wEBgZKbm5uudduu+02adu2rYiIHDt2TAwGg0yZMqXUMcOHD5eGDRvKpUuXtAR58uTJ5c519OhRASDvvfeeU3E9+uijEhISIgUFBdq++++/X/uZ9Xq99jPb07FjRwEgo0aNcup6VD1MMLlx4+bvmztnkVUAFgDYIyJ/c9d1qHqSkpK0SWOUUmjbti369eunde8Sqb0xKrYuriVnkk1LS0PDhg219R6jo6PLTfRz7NgxGI1GhIeHuz1GAKU+CxFB06ZN0bZtW21sZGFhIcf0+Ke+AMYBiFdK7fp9G+bpoKiYxWLRygWLxVLhxC1DhgzRupparVbs3r0bubm52vIclY2/tOnRowcKCgrw888/l9pfWFiITZs2IS4uDkBxd9oJEyZgwYIF+PXXXwEUd3ldtWoVnn76aYSGhiIgIAD9+/fHhg0byl3HNs7T3sQ89sTGxiInJwc7d+7ExYsXMX78eHz++edQSlXaLdRiseDAgQMAiodJcAIcIiKqLvuj/V3DVinbrZTa9fu+F0RktRuvSU6yjcvKz8+HwWDAO++8A5PJBIvFgoSEBG1/bYxRCQ8PR3BwcKmZZG0T/NiSt7p166J9+/alEkzbGpiuXhbEEdv4Hdtn89577wFArX9eVLtEJBnFrZjkhUo+LLNarUhKSrI7lhEoXhN0w4YNWLt2LX766ScsWbIEP/30E8LCwhAQEIDCwkKnrllyop+Ss7ump6fj8uXLWoIJAM8//zw+/vhjvPHGG3j33Xcxc+ZMNGjQAI8//rh2TFxcHFavXo0TJ06UWmIlPT0dOp0OXbt2dSouW4L88MMP4/Tp0zh79ixefPFFDBo0CCkpKTCbzQ4/m6SkJFitVgBAUVFRhZ8jERFRRdyWYLJS5t1MJhMSExORlJRUqtLhaL87KaVKrYWZl5eHzMxMTJ06tdRxMTExpVoIa2sNTBtHn01tf15E9D9lH/xU9pDHZDJp39M1a9Zg3Lhx+O9//wuguIUzMTGx0u9xZGQk6tevX24mWVsrZMkYWrZsiQcffBAfffQRhg0bhu+++w4zZszQlqMCoCWkSUlJuPfee7X96enp6NChA0JCQir+EH6XlZUFpRQyMjKglMKHH36IP/3pTwAqb52t6udIRETkiDtbMMnLlaxoObPfnUquhbl7924UFBRoM8jaxMTEYPHixTh9+jSaNGmCo0ePYvDgwbUap73PxhOfFxEVq8lDsSFDhmDy5MmYPXt2qWEBlZ1DKYXo6Gi7CWbHjh1xww03lNo/bdo0LFy4ECNGjECdOnXw5JNPlnq9e/fuaNCgATZs2FAuwYyPj3f650lKSoJSqnj8i06Hc+fOOf1eTzxcJCIi/1Qry5QQVaZFixZagmnrBmsvwbS9np+fj5MnT9ZqCyYReSeTyYRp06ZVKykaNmxYtZYA6tGjB3766SetW21BQQGSk5NLdY+1OXPmDJRSKCwsRH5+Pvbu3Vvqdb1ej9jY2FLjME+fPo0TJ06U6oJbmZouw1GTz5GIiMiGCSZ5hebNm+PUqVPIz89HWloawsLC0KpVq1LHlJzo58SJExCRWlsDk4j8k63lbubMmU51j7Xp0aMHcnNztWRx+/btyMnJsZtglp0gzN5kYHFxcTh06JA2VMC2zmZVEszq/ixERESuxC6y5BVatGgBEcHx48fLTfBjExoainbt2iEtLU1bBJwtmERUU9Xp5m6b2TU9PR1RUVF2x1/+//buNTaus0zg+P+xE6cOaUvqtFLUCw2q2iVtWGOnEZRLHSouW6rCiq5AYlUhIfXD8mErVkIgoFxEJRCiVMAHIAgEgoC5VFG3qqClxLts6jZNTLppyRbcXNSFolKqQvjQJI4fPswZd+zYrp3MzJnL/ye98vHMe16/j2f0+Dxz3nNcNfemavP1qRamO3fu5Oabb55Zfjs4OLiseblkX5JUNs9gqiVUC8XJyUn2799/yvLYquHhYfbu3TvzKb8FpqQyXHHFFfT3988Ugjt37mTTpk2sW7fulL5LObO4adMmBgYGZgrViYkJLrvsslk3A5IkqR14BlMtobrU9d577533Bj9Vw8PDbN++nT179szaT5Kaqbe3l8HBQSYmJjh27Bi7du3illtuWbD/S51Z7Onp4dprr51VYF599dV1n7ckSY3mGUy1hGqhuGPHDuDUG/xUVR/fsWMHAwMDrF69ujkTlKQ5hoaG2LdvHw899BAvvPDCvNdfLsfWrVs5cuQIExMTHDp0aFnXX0qS1CosMNUSVq9ezcDAAIcPH2bt2rVs2LBh3n7V654OHz7s2UtJpRoaGuLo0aNs27aNiJi5Nvx0VQvUO+64Y2Z8SZLajQWmWkb1esqhoaFTbvBTdc4553D55ZfP6i9JZagWgKOjowwODrJ27dozGm/jxo1ccMEFjI6OAi9+oCZJUjuxwFTLqBaMCy2Prao+b4EpqUwbN26kr6+PqampM14eCxARjIyMMDU1xSWXXDLvDYMkSWp1FphqGStWVO45dfbZZy/ar1pgTk5OMj4+3vB5SdJ8+vr6Zpbzr1+/vi5jVgvVNWvWmN8kSW3JAlMtYXx8nLvvvhuA22+/fdEDq/7+fgDuu+8+rrvuOg/CJJVifHycyclJAG677ba65KLqMtsDBw6Y3yRJbckCUy1hbGyM6elpAE6cOMHY2NiCfZ9//nl6enqYnp7m+PHji/aVpEapzT31ykUHDx6kp6eHzDS/SZLakgWmWsLIyAh9fX309vbS19fHyMjIgn23bt3KqlWrltRXkhplOXlrOWOa3yRJ7WxF2ROQoPJPyB944AHGxsYYGRlZ9B+SL6evJDVKI3KR+U2S1O4iM8uew4zNmzfnnj17yp6GpBYUEXszc3PZ81gKc5mkhbRTLpOk0+ESWUmSJElSXVhgSpIkSZLqwgJTkiRJklQXFpiSJEmSpLpoqZv8RMSfgCPL2GUd8GyDptMquiFGMM5O0qgYX5GZ5zdg3Lozl82rG2IE4+wkXZ/LJOl0tFSBuVwRsafT78TWDTGCcXaSboix3rrhd9YNMYJxdpJuiFGSGsElspIkSZKkurDAlCRJkiTVRbsXmN8oewJN0A0xgnF2km6Isd664XfWDTGCcXaSbohRkuqura/BlCRJkiS1jnY/gylJkiRJahEtU2BGxNsj4omImIyIj8zz/KqIGC2efzgiLq157qPF409ExNuWOmYZGhTntyLimYh4rDlRLK7eMUbExRGxMyJ+ExGPR8S/Ny+ahTUgzrMiYndEPFrE+enmRbOwRrxni+d6I+LXEXFP46NoHnPZzPPmMnOZuUySulFmlt6AXuBJ4JVAH/AosHFOn38DvlZsvxcYLbY3Fv1XARuKcXqXMmYnxFk89yZgCHisQ1/L9cBQ0eds4Led+FoCAawp+qwEHgZe22lx1uz3IWA7cE/Z79tW/n2ZyzonRnNZZ8VZs1/H5TKbzWY7k9YqZzC3AJOZeTAzjwM/BN45p887ge8U2z8BrouIKB7/YWYey8xDwGQx3lLGbLZGxElm/jfwXDMCWIK6x5iZT2fmBEBmHgUOABc2IZbFNCLOzMy/Ff1XFq3si6Qb8p6NiIuAdwDfbEIMzWQue5G5zFwG5jJJ6jqtUmBeCDxV8/3/c+of3Zk+mTkF/AUYWGTfpYzZbI2Is9U0NMZiydJrqHwiXqaGxFkstdoHPAPcn5kdGSdwJ/BhYLr+Uy6VuWyePuYyc5m5TJK6R6sUmNJLiog1wE+BWzPzr2XPpxEy82RmDgIXAVsi4qqy51RvEXED8Exm7i17LlIZzGWdwVwmSfNrlQLz98DFNd9fVDw2b5+IWAGcC/x5kX2XMmazNSLOVtOQGCNiJZUDsu9n5l0NmfnyNPS1zMzngZ3A2+s66+VrRJyvB26MiMNUlqm9OSK+14jJl8BcNk8fc5m5DHOZJHWPsi8CzUyAFcBBKhfPVy++v3JOnw8y++L7HxXbVzL74vuDVC7mf8kxOyHOmv0upTVujNGI1zKA7wJ3lh1fg+M8H3h50acf+BVwQ6fFOWffETroxhjmsjN/X5jLOiJOc5nNZrN1cSt9AjMTgeup3FHvSeBjxWOfAW4sts8Cfkzl4vrdwCtr9v1Ysd8TwD8tNmbZrUFx/gB4GjhB5dqQD3RSjMAbqNwg4n+BfUW7vtNeS+DVwK+LOB8Dbis7xka9Z2ue77iDMnOZuWyhGM1lnRXnnLE7LpfZbDbb6bbILPvGbpIkSZKkTtAq12BKkiRJktqcBaYkSZIkqS4sMCVJkiRJdWGBKUmSJEmqCwtMSZIkSVJdWGBqXhHxpYi4teb7n0fEN2u+/2JEfKic2S1NRLw/Ir5a9jwklcdcJklSc1lgaiG7gGsAIqIHWEfln01XXQM8WMK8miYiesueg6QzZi4zl0mSmsgCUwt5EHhdsX0llX+WfTQi1kbEKuBVwFsj4pGIeCwivhEV/xARu6uDRMSlEbG/2B6OiP+KiL3FWYT1xeNjEfH5iNgdEQiFGCYAAALdSURBVL+NiDcWj8/61D4i7omIkWL7bxHxhYh4PCJ+ERFbinEORsSNNXFcXDz+u4j4ZM1Y/1r8vH0R8fXqAVgx7hcj4tGa+CW1L3OZuUyS1EQWmJpXZv4BmIqIS6h8wj8OPEzlQGUzsB/4amZenZlXAf3ADZn5f0BfRGwohnoPMBoRK4GvADdl5jDwLeD2mh+5IjO3ALcCn+SlvQz4ZWZeCRwFPgu8Bfhn4DM1/bYA7wZeDfxLRGyOiFcV83p9Zg4CJ4H31Yz7cGb+Y2b+z5J+WZJalrnMXCZJaq4VZU9ALe1BKgdk1wB3ABcW23+hsuxsa0R8GFgNnAc8Dvwn8CMqBz2fK76+B7gCuAq4PyIAeoGna37WXcXXvcClS5jbceBnxfZ+4FhmnijOMNTuf39m/hkgIu4C3gBMAcPAI8Vc+oFniv4ngZ8u4edLah/mMkmSmsQCU4upXru0icqysqeA/wD+Cnwb2AZszsynIuJTwFnFfqPAj4uDoMzM30XEJuDxzFxoqdax4utJXnxfTjH7LPtZNdsnMjOL7enq/pk5HRG17+tktgQC+E5mfnSeebyQmScXmKOk9mQukySpSVwiq8U8CNwAPJeZJzPzOeDlVJaWVW+K8WxErAFuqu6UmU9SObj6BJUDNIAngPMj4nUAEbEyImpvtDGfw8BgRPRExMVUlogt11si4ryI6AfeReVA8wHgpoi4oJjLeRHxitMYW1J7MJdJktQknsHUYvZTuePi9jmPrcnMZyNiG5WzAX8EHpmz7yjwBWADQGYej4ibgC9HxLlU3nt3UlmKtpBdwCHgN8ABYOI0YthNZZnYRcD3MnMPQER8HLgvKneVPAF8EDhyGuNLan3mMkmSmiReXJkjSZIkSdLpc4msJEmSJKkuLDAlSZIkSXVhgSlJkiRJqgsLTEmSJElSXVhgSpIkSZLqwgJTkiRJklQXFpiSJEmSpLqwwJQkSZIk1cXfAcPGk82nPAwQAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "jYN6NUKloX2v"
},
"source": [
"Specify regional and residual anomaly cut-off on the spectrum and calculate rolling window."
]
},
{
"cell_type": "code",
"metadata": {
"id": "HY3VBRKrGSiv"
},
"source": [
"def selectWindow(window):\n",
" \"\"\"\n",
" Window must be an odd number. Rule and example:\n",
"\n",
" * 1.25 rounded to 1. 1 is odd, so window = 1\n",
" * 1.75 rounded to 2. 2 is even, so window = 2 - 1 = 1\n",
" * 2.25 rounded to 2. 2 is even, so window = 2 + 1 = 3\n",
" * 2.75 rounded to 3. 3 is even, so window = 3\n",
" \"\"\"\n",
" rounded = np.round(window)\n",
"\n",
" if rounded % 2 == 0:\n",
" # even\n",
" if (rounded - window) > 0:\n",
" window = rounded - 1\n",
" if (rounded - window) < 0:\n",
" window = rounded + 1\n",
" else:\n",
" # odd\n",
" window = rounded \n",
" return int(window)\n",
"\n",
"def analyzeSpectral(slice_df, k, lnAbs, reg_cut=2, res_cut=6):\n",
" # Regional cutoff\n",
" k_reg_cut = k[:reg_cut] \n",
" ln_reg_cut = lnAbs[:reg_cut]\n",
"\n",
" # Residual cutoff\n",
" k_res_cut = k[reg_cut:res_cut] \n",
" ln_res_cut = lnAbs[reg_cut:res_cut]\n",
" \n",
" # Noise cutoff\n",
" k_noise_cut = k[res_cut:]\n",
" ln_noise_cut = lnAbs[res_cut:]\n",
"\n",
" # Linear regression\n",
" def linear(x, a, b):\n",
" return a*x+b\n",
" \n",
" [a_reg, b_reg], _ = curve_fit(linear, k_reg_cut, ln_reg_cut)\n",
" [a_res, b_res], _ = curve_fit(linear, k_res_cut, ln_res_cut)\n",
" [a_noise, b_noise], _ = curve_fit(linear, k_noise_cut, ln_noise_cut)\n",
" print(\"Regional slope: {:.3f}\".format(a_reg))\n",
" print(\"Residual slope: {:.3f}\".format(a_res))\n",
"\n",
" ln_reg_fit = linear(k_reg_cut, a_reg, b_reg)\n",
" ln_res_fit = linear(k_res_cut, a_res, b_res)\n",
" ln_noise_fit = linear(k_noise_cut, a_noise, b_noise)\n",
"\n",
" # Calculate cutoff frequency\n",
" cut_off = (b_res - b_reg) / (a_reg - a_res)\n",
" print(\"Cut-off Frequency: {:.5f}\".format(cut_off))\n",
"\n",
" # Calculate window\n",
" distance = slice_df.Distance.values\n",
" window = 2*np.pi/((distance[3]-distance[2])*cut_off) \n",
" window = selectWindow(window) # windowing rule\n",
" print(\"Calculated window: {} \\n\".format(window)) \n",
"\n",
" # Plot spectrum and regressed lines\n",
" plt.figure(figsize=(7,5))\n",
" plt.scatter(k, lnAbs, c='black', alpha=0.7)\n",
"\n",
" plt.plot(k_reg_cut, ln_reg_cut, color='red') \n",
" plt.plot(k_reg_cut, ln_reg_fit, '--', color='red', label='Regional')\n",
"\n",
" plt.plot(k_res_cut, ln_res_cut, color='green') \n",
" plt.plot(k_res_cut, ln_res_fit, '--', color='green', label='Residual')\n",
"\n",
" plt.plot(k_noise_cut, ln_noise_cut, color='orange') \n",
" plt.plot(k_noise_cut, ln_noise_fit, '--', color='orange', label='Noise') \n",
" \n",
" plt.axvline(cut_off, color='blue', linewidth=1, label='Cut-off')\n",
" plt.title(\"Anomaly Spectrum\", size=20, pad=10)\n",
" plt.xlabel(\"Wavenumber, k\"); plt.ylabel(\"ln(Abs)\")\n",
"\n",
" plt.legend()\n",
" plt.show()\n",
"\n",
" return cut_off, window"
],
"execution_count": 20,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "n8yyvKttfD5L",
"outputId": "e29c893d-8761-4e18-8b84-f1104da767c4"
},
"source": [
"# Analyze spectrum of each slice. Specify reg_cut and res_cut.\n",
"SWNE_cutoff, SWNE_window = analyzeSpectral(SWNE_df, SWNE_fft[0], SWNE_fft[1], reg_cut=5, res_cut=10)\n",
"SENW_cutoff, SENW_window = analyzeSpectral(SENW_df, SENW_fft[0], SENW_fft[1], reg_cut=5, res_cut=13)\n",
"EW1_cutoff, EW1_window = analyzeSpectral(EW1_df, EW1_fft[0], EW1_fft[1], reg_cut=5, res_cut=12)\n",
"EW2_cutoff, EW2_window = analyzeSpectral(EW2_df, EW2_fft[0], EW2_fft[1], reg_cut=5, res_cut=12)\n",
"EW3_cutoff, EW3_window = analyzeSpectral(EW3_df, EW3_fft[0], EW3_fft[1], reg_cut=5, res_cut=14)"
],
"execution_count": 21,
"outputs": [
{
"output_type": "stream",
"text": [
"Regional slope: -11168.456\n",
"Residual slope: -4123.557\n",
"Cut-off Frequency: 0.00033\n",
"Calculated window: 9 \n",
"\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"Regional slope: -13229.530\n",
"Residual slope: -2506.976\n",
"Cut-off Frequency: 0.00027\n",
"Calculated window: 11 \n",
"\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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Gw4cPZ+vWrezatYsuXbqwatUqp8fn5ORgs9kIDQ0lPT2d77//nqHOaqPnwJN9YBuAwSISLiKNgEuBNmceJCITRGSFiKzIzMysdmGJiYm88N//AvDgHXdo8lJKKaBXr17Exsby0UcfMWPGDN566y3i4uKIiYnhyy+/BOCVV17hpZdeIjY2lu3bt59sDixr4sSJlJSU0KNHD6677jreeeed02peZ4qLi6NXr1507dqVG2+8kYEDB7r9s4kxxu1vevLNRf4ATATygY3AcWPMn8s7Pj4+3pzTvQFHj4LNBs8+C3/7W/XfpxpEwINfpVLKR2zevJlu3bp5O4wqOXr0KMHBwYgIM2fO5KOPPjqZ3GqSs+9ORFYaY+KdHe/RQRzGmLeAtxxB/D9gjyfLo1EjCAqyOj6VUkq5ZOXKlSQnJ2OMISwsjP86WrNqO0+PQow0xmSISFus/q/+niwPgPBwyM72eDFKKeUvBg8ezNq1a70dRpV5ejb6z0QkHCgE7jHGVG8+k6rQBKaUUnWCp5sQB3vy/Z2KiNAmRKWUqgP8YiaO02gNTCml6gRNYEoppXySfyawgwehpMTbkSillFe4YzmVFStWcN999znd1759e7Kq2VXzxBNP8OKLL1br3DP5XwKLiLCSVzXXv1FKKV/njuVU4uPjmTJligeicx//S2Dh4dazNiMqpZRLy6nMmjWL7t27ExcXx5AhQwCYP38+l19+OQDZ2dmMHDmSmJgY/vjHP1I6AUbZ5VYAXnzxRZ544gkA3njjDfr06UNcXBzXXHMNR48edftn0wSmlFJ+ytXlVJ566inmzJnD2rVr+eqrr856nyeffJJBgwaxceNGxo4dy65duyot++qrr2b58uWsXbuWbt268dZbb7n3w+H5+8BqXkSE9awJTClVCwx9Z+hZ28bFjGNin4kcLTzKpTPOXk5lfM/xjO85nqyjWVz7yenLqcwfP7/SMqu6nMrAgQMZP34848aN4+qrrz7r/RYsWMDnn38OwGWXXUbTpk0rjWHDhg088sgjHD58mLy8PEaNGlXpOVXlvzUwvRdMKVVHVXU5lddee41//etf7N69m969e5PtYgUgMDCQkjID5soulzJ+/HhSUlJYv349jz/+uNuXUgF/rIFpE6JSqhapqMbUqH6jCvdHNIpwqcZV7vu7uJzKjh076NevH/369eP7778/uaJyqSFDhvDhhx/yyCOP8P3333Po0CEAoqKiyMjIIDs7m5CQEL755htGjx4NQG5uLi1btqSwsJAZM2bQqlWran+O8vhfDSw0FAICNIEppRSuLafy4IMP0qNHD7p3786AAQOIi4s77T0ef/xxFixYQExMDJ9//jlt27YFoH79+jz22GP07duXESNG0LVr15PnPP300/Tr14+BAweett2dPLqcSlWd83IqpaKiYOxYeO21c38vF+lyKkop8M3lVGqLqi6n4n81MLCaEbUPTCml/Jr/JjBtQlRKKb+mCUwppZRP8s8EFhGhCUwppfycfyaw0j4wHVWhlFJ+y38T2IkTkJ/v7UiUUkp5iP8mMNBmRKVUnSQiTJo06eTrspPslue1117jvffe83Bk7uWfCax0PkQdSq+UqoMaNmzI559/XqU1u+6++25uvfVWD0blfv6ZwLQGppSqwwIDA5kwYQIvv/zyWfvS0tIYPnw4sbGxXHTRRSdnli+70OSUKVO44IILiI2N5frrrwcgPz+fO+64g759+9KrV6+Ts3h4kyYwpZTyQ/fccw8zZszgyJEjp22/9957ue2221i3bh033XST01WXn332WVavXs26det4zTGj0TPPPMPw4cNZtmwZ8+bN48EHHyTfy+MM/G8yX9AlVZRStcePQ8/e1nYcdJ4IRUdh/tnLqdBhvPU4lgWLTl9OhYvnu1RskyZNuPXWW5kyZQrBwcEnty9ZsuTk0ii33HILDz300FnnxsbGctNNNzFmzBjGjBkDwNy5c/nqq69O1tKOHTvGrl27vDptln/WwErXqtE+MKVUHfbnP/+Zt956q8o1pW+//ZZ77rmHVatW0adPH4qKijDG8Nlnn51cisXbyQv8tQYWGAhhYVoDU0p5X0U1psBGFe8PinC5xuVMs2bNGDduHG+99RZ33HEHAAMGDGDmzJnccsstzJgxg8GDB592TklJCbt372bYsGEMGjSImTNnnlyQcurUqUydOhURYfXq1fTq1avasbmDf9bAQKeTUkopYNKkSaeNRpw6dSpvv/02sbGxvP/++7z66qunHV9cXMzNN99Mjx496NWrF/fddx9hYWE8+uijFBYWEhsbS0xMDI8++mhNf5Sz+OdyKgD9+1trg82Z4573q4Qup6KUAl1O5VzociqFhVBSokuqKKWUn/OvBPbjj1ata80abUJUSik/59EEJiJ/EZGNIrJBRD4SkSBPlkenTlBQAEuWaAJTSik/57EEJiKtgPuAeGNMdyAAuN5T5QHQti20bAmLF1v3guXlwfHjHi1SKaWUd3i6CTEQCBaRQKARsM+jpYlAQsKpGhhoLUwppfyUxxKYMWYv8CKwC9gPHDHGzD3zOBGZICIrRGRFZmbmuRc8YACkpkJAgPVaE5hSSvklTzYhNgWuAqKB8wCbiNx85nHGmOnGmHhjTHzz5s3PveDRo+Gpp6BZM+u1JjClVB104MABrr/+ejp27Ejv3r259NJL2bp1a7nHv/LKKxw9erTK5Tz44IPExMTw4IMPkpmZSb9+/ejVqxcLFy48l/Bd4smZOC4GUo0xmQAi8jkwAPjAg2VCTIz1WLfOeq0JTClVxxhjGDt2LLfddhszZ84EYO3ataSnp9O5c2en57zyyivcfPPNNGrUqEplTZ8+nYMHDxIQEMDMmTPp0aMHb7755jl/Bld4sg9sF9BfRBqJiAAXAZs9WN4phw/Dzp3Wv/VeMKVUHTNv3jzq16/P3XfffXJbXFwcxcXFXH755Se3JScn88477zBlyhT27dvHsGHDGDZs2FnvZ4zhwQcfpHv37vTo0YOPP/4YgCuvvJK8vDx69+7Nc889x0MPPcSXX35Jz549KSgo8Pjn9FgNzBizVEQ+BVYBRcBqYLqnyjvNU0/Bf/5j/VtrYEqpOmbDhg307t3b5ePvu+8+XnrpJebNm0dE6WoeZXz++eesWbOGtWvXkpWVRZ8+fRgyZAhfffUVISEhrFmzBoCoqChWrFhBSkqK2z5LRTw6CtEY87gxpqsxprsx5hZjTM2MaU9IgGPHIChIE5hSSp2jRYsWccMNNxAQEEBUVBSJiYksX77c22H52UwcpRISrOfgYE1gSimvEnH/ozIxMTGsXLnyrO2BgYGUlJScfH3s2DGn58+ePZuePXvSs2dP3DY/rQf4ZwJr3RratLFm19U+MKWUFxnj/kdlhg8fzvHjx5k+/VSvzbp16zDGsGnTJo4fP87hw4f56aefTu5v3Lgxubm5AIwdO/bkul/x8fEMHjyYjz/+mOLiYjIzM1mwYAF9+/Z1+3dVVf6ZwOBUM6LWwJRSdYyIMHv2bH788Uc6duxITEwM//jHP2jRogXjxo2je/fujBs37rT1vCZMmMDo0aOdDuIYO3YssbGxxMXFMXz4cJ5//nlatGhRkx/JKf9dTmXdOnjoIdixA7Ztc897VkCXU1FKgS6nci50OZVSsbFw/vlaA1NKKT/lvwkMID0dDh2C4mJvR6KUUsrN/DuBlY7COXTIu3EopZRyO/9OYBdcYD3v3+/dOJRSdUptGlvgK6rznfl3ArvwQut58WLvxqGUqjOCgoLIzs7WJFYFxhiys7MJCqramseenMzX+wYMsJ6XLoW77vJuLEqpOqF169bs2bMHtywPVYcEBQXRunXrKp3j3wmsa1freccO78ahlKoz6tevT3R0tLfDqBP8uwmxdFXmK67wbhxKKaXczr8TWEgI1K+v00kppZQf8u8EJgJNm8KsWfDtt96ORimllBv5dwIDaN7cWtxy7lxvR6KUUsqN/D+BRURYTYlLlng7EqWUUm7k/wksPBwCA2H1aqiBJa6VUkrVjLqRwIqKrIeTBd6UUkr5Jv9PYBERkJcHPXvC0aPejkYppZSb+PeNzGDVwIqLwW6HJk28HY1SSik38f8aWOnNzFlZViLT+cmUUsov1J0ENnu2dU9YWppXw1FKKeUe/p/AIiKs5+BgyM3VmemVUspP+H8CK62BhYTo/WBKKeVH6k4CO3QI+vbVGphSSvkJ/09gYWFQrx5kZ1vrg61bZw2rV0op5dP8fxh9QIA1eCM7G267zZrg98QJb0ellFLqHPl/AgOrGTEry2pC7NvX29EopZRyA481IYpIFxFZU+aRIyJ/9lR5FQoPt2pgYDUfrlvnlTCUUkq5j8cSmDHmN2NMT2NMT6A3cBSY7anyKhQRcSqB3XcfXHSR3tCslFI+rqYGcVwE7DDG7Kyh8k5XtgaWkGA1J27f7pVQlFJKuUdNJbDrgY+c7RCRCSKyQkRWZGZmeqb00j4wsBIY6HB6pZTycR5PYCLSALgSmOVsvzFmujEm3hgT37x5c88EER5urQVWUAAXXGBN6qs3NCullE+riRrYJcAqY0x6DZTlXOl0UtnZ1j1h/ftrAlNKKR9XE8Pob6Cc5sMaUzobR3Y2tG4NTz1lJTKllFI+y6MJTERswAjgLk+WU6myS6oA9OvnvViUUkq5hUerIcaYfGNMuDHmiCfLqVTZGlipTz+FuXO9E49SSqlzVjdm4ijbB1bqiSegbVsYOdIrISmllDo3daMjqFkz67lsAktIgF9/hZIS78SklFLqnNSNBNagATRufKoPDKwEdugQbN3qvbiUUkpVW91IYHD6dFJgLa0CekOzUkr5qLqTwMpOJwXQubO1zMratd6LSSmlVLXVjUEccPp0UmDdB7Z5M0RGei8mpZRS1VZ3a2AAUVHWApdKKaV8Tt1JYGf2gQHs2we33AKLFnknJqWUUtVWdxJYeDgcOQKFhae2NW4MH34IP/7ovbiUUkpVS91KYAAHD57a1rgx9OihE/sqpZQPqnsJ7MxmRL2hWSmlfFLdSWDOppMCK4Hl5MCmTTUfk1JKqWqrOwmsvBrYgAHWIpdlmxaVUkrVenXrPjA4/V4wgPPPh40baz4epZRS50RrYKWMqblYlFJKnbO6k8AaNYKgIOcJ7OOPnd/orJRSqtaqOwlMpPwkFRVlzUz/6681H5dSSqlqqTsJDM6eD7FUnz4QEKD3gymllA+pWwnM2XRSADYbxMVpAlNKKR9StxJYRf1cCQmwbBkUFdVsTEoppaql7gyjh4oT2JgxEBICBQXWFFNKKaVqtTpTA7Pb7Xw2fz7FmZmMu/Za7Hb76QdcfDE8+6wmL6WUOgd2u52kpCTi4+NJSko6+1rrRnUigdntdiZNmsS+EycIAPL37WPSpElnf7EFBbB1q1diVEopX1d6rc09uJ9e59vIyEh3fq11kzqRwFJSUrDZbBxv0gSA9g0aYLPZSElJOf3AW26Byy7zQoRKKeX7Sq+1Q7sU8MaVC4iPLnF+rXWTOpHAUlNTCQkJ4bemTQHokZVFSEgIqamppx/Yrx9s3w4ZGV6IUimlfFvptbZXi0zyTgSy/WCo82utm7icwEQkXkT+IiIviMhTIjJORJp6JCo3i46OJi8vjwM2G/saNeLCzEzy8vKIjo4+/cCEBOtZh9MrpVSVWdfaXC5smcm69AhKTD3n11o3qTSBicjtIrIK+AcQDPwGZACDgB9F5F0RaeuR6NwkOTmZ/Px8cnJyWBURQfesLI7n5pKcnHz6gb17Q2CgJjCllKqG5ORkmjfMprntGCv3RZCTk0N+fv7Z11o3cWUYfSNgoDGmwNlOEekJdAJ2OdkXBrwJdAcMcIcxpsazQ2JiIpMnTyYlJYV5e/dyeUkJr996K3GJiacfGBwMF16oCUwppaohMTGRVnnD4Mgm5qyDyMhIkpOTSTzzWusmlSYwY8y0SvavqWD3q8D/jDHXikgDrGToFYmJidaXmJMD4eHEHTjg/MBnn7Um/lVKKVVl5zfaAaYL38xb7/GyqtIH9ryINBGR+iLyk4hkisjNFRwfCgwB3gIwxpwwxhw+95DPUZMm1iKWc+Y43z9smDWYQymlVNUUH4MMO9beQLwAACAASURBVLQYVSPFVWUU4khjTA5wOZAGnA88WMHx0UAm8LaIrBaRN0XEVu1I3WnUKFizBtLTz95XUgKzZ8Mvv9R8XEop5csyFkJxAbQcWSPFVSWBlTY3XgbMMsYcceH4C4H/GGN6AfnA3888SEQmiMgKEVmRmZlZhXDOwSjHXwc//HD2PhG4916YVmHLqVJKqTMdmAv1GkDU0BoprioJ7BsR2QL0Bn4SkebAsQqO3wPsMcYsdbz+FCuhncYYM90YE2+MiW/evHkVwjkHvXpB8+bOmxFFrOH0OpBDKaWqZv8caD4IAmumsc3lBGaM+TswAIg3xhRi1aiuquD4A8BuEeni2HQRsOkcYnWfevVgxAiYO9dqMjxTQgKkpcH+/TUemlJK+aSj++DwemhZM/1fULVBHEHAeGCWiHwG3AVUNijjXmCGiKwDegL/r5pxut+oUdaMG2vXnr1Pb2hWSqmqOTDXeq6NCQx4D4gBpgIpwAXA+xWdYIxZ42gejDXGjDHGHKp+qG42YoT17KwZ8cILoUEDWLmyZmNSSilftX8OBLWAsNgaK7Iq64F1N8ZcUOb1PBGpHU2C1dGyJcTGWgns72eMLWnYELZtgzZtvBObUkr5kpJiOPADnHeZNY6ghlSlBrZKRPqXvhCRfsAK94dUg0aNsobL5+Wdva9t2xr9j1BKKZ91aBUcz4YWNTN8vpQrcyGud/Rh9QYWi0iaiKQCS4B4TwfoUaNGQWEhzJt39r60NLjjDli3rsbDUkopn7Lf0RXTckSNFutKE+LlHo/CWwYNsqaNmjsXrrji9H0NGsDbb1vNjLE116arlFI+Z/9caHohBEXWaLGV1sCMMTvPfABZwGDg3x6P0JMaNoShQ50P5DjvPKsZUUciKqVU+QpzIGtJjY4+LFWVYfQNRGSsiMwC9mPd1/WaxyKrKaNGWQM2nC24NmCAJjCllKrIgZ/BFNXOBCYiI0XkbSAVuAZrOP1BY8ztxpivPR2gx5VOK+WsFpaQALt3w549NRuTUkr5iv1zIDAEIhJqvGhXamD/AzoAg4wxNzuSlpPpK3xU585WU6GzBDZgAHTqBPv21XxcSilV2xljJbCo4RDQoMaLd2UQx4XA9VirL/8OzAQCPBpVTRKxamEzZ1ojEuvXP7UvPh62bvVebEopVZvlbof8VOj2gFeKd2UQxxpjzN+NMR2Bx7GmhKovIt+LyASPR1gTRo2C3Fz49VdvR6KUUr7j5PD5mr3/q1RVbmTGGLPYGHMv0Bp4GehfySm+4aKLICDAeTPiu+9aM3Icq2jifaWUqoP2z4GQDtD4fK8U78ogjvZnbjPGlBhj5hpj7hBLa08EV2PCwqxVmOfOPXtfaKg1iGPVKux2O0lJScTHx5OUlITdbq/5WJVSyoNcvs4Vn4CMeV4ZfVjKlRrYCyLymYjcKiIxIhIpIm1FZLiIPAX8AnTzcJyeN2oUrFgBWVmnb3fMTL/jgw+Y9Ne/YnbvJioqioyMDCZNmqRJTCnlN+x2O5MmTSI7M52u7UIrvs5lLYai/NqdwIwxScCjQBdgGrAQ+Aq4E9gKDDfGOFna2MeMGmWNqPnxx9O3R0VB+/YEzpjBZ5s38+nSpfQ8eJAmTZpgs9lISUnxTrxKKeVmKSkp2Gw2bozP5oNrfuY/V6/n6l65TP/PK2cfvH8OSCBEDav5QB1cmo3eGLMJ+KeHY/Eqe34+FzZowLzkZN7/7DOS77mHRGNg+nTYtYt2JSVsDg2l8NgxemVmsi4igpCQEFKd3QCtlFI+KDU1laioKHq12MyhgoY0aXiCh4dtJffYDlieDOffiX3dYVJSUnh6wLeUBISRuXg1iYmJXom3KsupICIDgPZlzzPGvOfmmGqc3W5n0kMP8XxoKANzcti3ciXtR4+G48et/rHRo5m/YQP/atuWqRs3csHBgwDk5eURHR3t5eiVUso9oqOjycpMp2vEIew7W/GfFd2Jtu3m2p6HGbLjTdg2jfD9jRgc2ZKuUQW8sSyK19+bxOTJk72SxKoyldT7wIvAIKCP4+Hbs9E7lFab17dsSfjx49ydmsrhhg2Z2qePdRPzt98i773H4YICVttsdDp8mGOHDpGfn09ycrK3w1dKKbdITk6mZXAWtgZFbMgIIycnl8Xb62MS3oOxe3l7XRy2hnDfwB0AbDrU2qtdKVWpgcUDFxhjjKeC8ZbSarPdZqNhcTFrIyLYZbORnp7OvcHBACQmJJDy0EPMf/VV6u/ZQ0JgIBd56a8OpZTyhMTERM7LGwFHNmPfVEJkZCTJycknr3PTfgzk06hELog8QqvG+Ww/GEpIiPFaV0pVEtgGoAXWRL5+JTo6moyMDOo1acK3jibBvJyc05sHL7uM/ocP03/OHAgP56mRI0GTl1LKz3QKPQCFbfl23tlrIZZeK7fUa8aWrGYA5OXleq0rpSo3MkcAm0Rkjoh8VfrwVGA1KTk5mfz8fHJycigpKSEnJ+fs5sE+fWDNGggKgpgYWLjQewErpZQnGAOZC6H5IKe7XbpW1qCqJLAngDHA/wMml3n4vMTERCZPnkxkZCTp6elERkae3SmZkABFRda9YoMHw+LFUFzsvaCVUsrd8lOhYD9EOk9gLl0ra5DUpi6t+Ph4s2LFCm+H4VxWFjRvDs8+C61bw803w+rV0LMnYM0JXIu+SqWUqrrf34Vfx8Ol6yGsu7ejAUBEVhpjnA4YdGUqqVwRyXHyyBWRHPeHW0tFRFhLqyxZYtXAABYt8m5MSinlTpmLoEFTCL3A25G4pNJBHMaYxjURiE946SUID7fWD2vTxkpgOoxeKeUvMhdCxECQKs3z7jVVupG5zrv88lP/HjwY5s+32g1FvBaSUkq5xbFMyPkNOtzu7Uhc5htptrYoKoJvv7VGIw4aZN3knJbm7aiUUurcZTq6RJoP9m4cVaAJrCpE4Prr4Y03rAQGOpxeKeUfMhdBvYbQrLe3I3GZJrCqCAiw1g1bssS6FywsTAdyKKX8Q8ZCiOgHAQ29HYnLPJrARCRNRNaLyBoRqaXj46towABYuxaOHoWBA7UGppTyfUX5cGhVuTcw11Y1UQMbZozpWd44fp+TkAAlJbB8uTWQY8sWyMz0dlRKKVV9Wb+CKdYE5vf697eely491Q/2yy/ei0cppc5V5iJAIGKAtyOpEk8PozfAXBExwOvGmOkeLs/zmjaF336D88+HwkJo2NDRDzbG25EppVT1ZCyEsFhoEOrtSKrE0wlskDFmr4hEAj+IyBZjzIKyB4jIBGACQNu2bT0cjpt07mw9N2wIfftqP5hSyneVFEL2rz51/1cpjzYhGmP2Op4zgNlAXyfHTDfGxBtj4ps3b+7JcNxn2za4+274/XerH2zVKm9HpJRS1XNojTWIw8f6v8CDCUxEbCLSuPTfwEisNcV8X2EhvP46LFhg9YMVFbl0mt1uJykpifj4eJKSkrDb7R4OVClV11T5OnPyBmZNYGVFAYtEZC2wDPjWGPM/D5ZXc7p2te4BW7LEGlbvwlRSdrudSZMmkZ6RTmRUJBkZGUyaNEmTmFLKbUqvMxkZGURFRbl2nclYCLZoaNSq5gJ1E48lMGPM78aYOMcjxhjzjKfKqnH16lk3NC9eDKGhEBtb6SkpKSkEhAewOmE1Gc0yaNKkCTabjZSUlBoIWClVF6SkpGCz2bgqNoe/JKwjLDSk4uuMMVYNLNJ3po8qS4fRV1dCAmzcCEeOnFpepYKmxNTUVMIDwymuV0xaZBoAISEhpKam1kCwSqm6IDU1lbAmjbi952Yu7rCHm3psrfg6k7sVjmf6ZPMhaAKrvgEDoH172L371P1ga9aUe3h0dDT5efm0y2xHdpNscoNyycvLIzo6umbiVUr5vejoaC5snkbT4ONsyw5lXMx2uoXtKv8648P9X6AJrPouvtgahdi9+6kEVsG8iMnJyeTn5xOWGka9knpsC9tGfn4+ybqemFLKTZKTk7my6x72HAnibz/04/fsRjw8bAt//dP1zk/IWAgNw6FJ15oN1E00gVVX2YEbrRydnxUksMTERCZPnkzrpq0J2xtGRssMnnruKRITEz0cqFKqrkiMDaNX6zx+2tWZXfuymbJ6EKG2QBJKUqCk+OwTMhdZtS8fXdNQE9i5eO01a1b6khLr9cKFVqdoORITE5k1axbfP/k9RQFFpDbW/i+llBttnQYBwdz25HxWrFjBK/+dQ0C/1yFjPmx46vRjC/ZD3g6fWv/rTJrAzkVQEGzaZE3oC5CRAdu3V3pa31Z9iT8vnmnLp2EqSHhKKeWyE4chbQa0vxEaND21vcOt0GE8bHgaDvx0aruP93+BJrBzk5BgPS9Zcmqbi9NK3dPnHjZnbWZ+2nz3x6WUqnt+fweKj0Kne87eF58Cod1g8U1QcMDalrEIAoKh2YU1GqY7aQI7F507Q7NmpxJYRITLC1xeF3Md4cHhTFs+zYMBKqXqBFMC2/5tzSbfrNfZ+wNtMPATKMyBxTdb/WGZCyGiP9SrX/PxuokmsHMhYtXCFi8GIKtrV/bPmuXSFC7B9YP5Q68/8MWWL9iTs6emIlZK+aP9P0DuNujspPZVKiwG4qdC+k98+dQFFGevZtb8Az49G5AmsHOVlAQjRwLwfloaLfPy6BoW5tIULnfH302JKeH1Fa/XVLRKKX+0bRoERUKbayo8zL67I99tbsZVnbcSUA9+3RHo01PaaQI7V7fdBq+8AsBvEREAxBw65NJUUdFNo7ms82W8seoNThSfqJFwlVJ+Ji8N9n4DHe+EgIYVHpoybRpTlnRlT46N4hJhd0Ern57SThOYOxQWArCvRQtmdurE7saNAdemirqnzz2k56fz2abPPB6mUsoPbX/N6s44/65KD01NTSWgYRiPz+/HMwvjKSgK9Okp7TSBucOQIQAcOXqUGV26nExgrkwVNbLjSM5vdr4O5lBKVV3xMdjxJrS6CmxtKj08OjqavLw8MvIbsXxfFODadaq20gTmDr2sUT8FeXnk5ORQUlJCTk6OS1NF1ZN6TIyfyC+7f2HNgfLnUlRKqbPs/ASOZ0Nn16akK53SrqrXKZccy4Qdb8Pv7537e7lIE5g7OO4H+3dyMpGRkaSnpxMZGcnkyZNdmipqfM/xBAcGM22Z1sKUUlWwNQWadIOoYS4dXjqlXXWuU07lbINNL8APg+DzKFh6B/z+dvXeqxoCa6wkfzZgAADxJ04wa9asKp/eNLgpN/W4iRnrZ/D8iOdpGty08pOUUnVb9nI4uBx6T63SXIaJiYnVT1glxXBoNYTHW6/XPwY7Z0LTntD9MWh9lfXvGqI1MHfo0MF6LjsjRxXd0/ceCooKGPqXoa4vBa6UqnPsdjtJSUl8/dIlFBQGsmhfB88WWHQU9nwFv/4BvjgP5vSBnN+sfT2ehKvS4JLVEPuEdRN1DU4MrAnMHUr/w+68s9pvceS3I9gO2tgaupXIqEjXlgJXStUpdrudSZMmcTxnL6O6HmLO1ub8+cHH3H+dKJ2jNd0On0XAgqtg96cQOQwGfAjBjhU4mnQGWzv3ll0FmsDcaeDAap+akpJCm/1tONboGNlh2S7dR6aUqltSUlKw2WyMjTtEg4ASfkjr7L7rRM7WU/1Zv71qbWsaBx3ugGFz4epMGDQT2t8A9UPOvTw30D4wd5o7F9q1gy5dqnxqamoq7Vu0Z3vRdg40PUBkTqRP35+hlHK/1NRUoqKiSGi9ji1ZYezKaUxISEn1rxPGwLpHYPdnp5oFm/Y8NZt9gzDoU3v/iNYamDtddhm8V70hpNHR0RzNPUqzvGYcDDkI+Pb9GUop94uOjqb42BHOb3aEdenWzD9Vuk6U9mdtesF6LQLZK6BRW2swyFU7rf6sDrd56BO4lyYwd4qLOzmxb1WV3p9hy7KRF5xHVkGW++7PUEr5heTkZDqEZhBYz7A+valr93Edy4Qd/wX7Vaf6szY/Z90EDTDsexg+F7okg61tzXwQN9EE5k4DBsCyZVBUVO4h27K38dyi585ayLL0/oz20t7a0I5zuz9DKeV3EhMT+dvtCZQYWLCpsPz7uHJ+g8I869+p78LSP1jD3zv+werPGrMPAoKs/eK7aUD7wNwpIQGmToX160/OznGmd9e+yzMLn2F9xnrevPJNggKDTu5LTEzkf4P+R9izYfS9tq8mL6XUWdoF74T6vbEvXnFqY0kxZP9qNQ/u/dJKYAM+tAZctL8Foi6y+rZqcIh7TdAE5k7Dh8P771sDOcrx9LCnaVS/Ef/8+Z+kHk5l9nWzibRFntzfIKABCW0SWLjLtZWdlVJ1SPFxyF4K5//p1LZjmfBtDBzPBAm0ZuXofC9EDbX2B0dZDz/ku3XH2igqCm6+2VqluRwiwsODH+aTaz9h1f5V9HuzH78f+v20Y4a0HcKaA2s4cuyIpyNWSvmS/XOtvqvMRbD0j9a2oObQ/iYY8BFck2X1Z3W+B4JbejfWGqAJzEuSYpKwj7cTFxVHy5DTf9AGtxuMwfDL7l+8FJ1SqtYwxpokd+5AawAGQMF+CGpx6pjeL0P766FBqHdi9BJNYF7Ut1Vfvrj+C4LrB3Pk2BFmrJsBQP/W/QmsF8iCnQu8HKFSqsaVFEPGIljzMJQUWv1WOZusmldIRwjpAGN2Qdy/vB2p13k8gYlIgIisFpFvPF2WL5uydAo3z76ZP//vzzQMaEif8/poP5hSdUXRUdj9Bfx6B8xuCT8Ohi0vwpGN1v64Z2HUMjiWDi1G+t1gjOqqiUEc9wObgSY1UJbPenjwwxwsOMgrS19h28Ft9GvVj2nLp3G08CiN6jfydnhKKXcrSAdKrL6q7GWwcCzUD4XzLrVmdW85+lSTYL0AOLgKinIhcohXw65NPJrARKQ1cBnwDPBXT5bl6wLqBfDy6JfpEtGF5O+S2RS6icKSQpbuWcqwaNfW+lFK1WLGWMPb934Je76ErF+h61/gwsnQfBAM/9FKTvXqOz8/w9GlEDm45mKu5TzdhPgK8BBQ4uFy/Mbd8Xfz/U3fE+S4yVD7wZTyA8bA3AT4thus+bs1HL7H49ZEuQD1AqHFReUnL7ASmC0aGrWumZh9gMdqYCJyOZBhjFkpIkMrOG4CMAGgbVvfmsbEU0Z0HMGGiRuIfyMe+0479jQ7ie31pmalfEJRPuz/wapp5W6DEYusPqs210D0rdD6yqonIWMgcyGcd5lnYvZRnqyBDQSuFJE0YCYwXEQ+OPMgY8x0Y0y8MSa+efPmHgzHtwTUC2BI2yEs2rWIoe8O5V8L/nXW9FNKqVokfR7Yr7TmG1w41hqU0agdFBVY+y94EDpPrF4NKmcLHM/S/q8zeCyBGWP+YYxpbYxpD1wP/GyMudlT5fmjIe2GUFhSyOiOo3l03qPc+sWtHC867u2wlFLGwJHNsPFZyHMsZVJwAA6thY53Wv1Z12TAwBkQGHzu5Z3s/9IEVpZOJVWLDW5nddYObT+UAW0G8Nj8x0g9ZE0/1dymtVWlalRJMWQttgZg7P3Kah4ECG4BIdHQdhy0u94zQ9wzFlijFUM6uv+9fViNJDBjzHxgfk2U5U8ibZF0Ce/Cwl0L+ebGb+gc3pm7v72b1MOpmsCUqglF+da9VyEdoCgHfhpmzd4eOQy6/Pn0/qx6AZ6JwRjIXADNB+v9X2fQGlgtN6TdED7Z+AnFJcVc1/06Lul0CU0aWrfU/X7odzo07eDlCJXyMwUHYO83Vk0r/UcI7wcXz7dWKR42F8LjoX4N3taavxOO7tHmQyd0Kqlabki7IRw5foQNGRsATiavzzZ9RpeULry+4nVvhqeUf1meDLPPg2V3wpENcP5d0OOJU/tbDK/Z5AXa/1UBrYHVckPaWT+0C3YuIK5F3MntIzqOYESHEdz97d38lv0bL4x4gQBPNWEo5W/K9mft+w5G/mLVsJoPgqAoq2kwLLZ2NNllLrBiC43xdiS1jtbAarm2oW1pF9qOBbtOv6G5ScMmfHXDV9zX9z5e/vVlxnw8htzjuV6KUikfkbMVloyH2VHw4xDYOgVsbeFYlrW//fXQ41FoGlc7khdYNbDmg3165WRP0W/EBwxuN5iFOxeedR9YYL1AXr3kVaZdOo3vt33PD7//4KUIlaqlCg7A9jcg3e7YIFatq+VoGPSJtX7WsP9Bk05eDbNcBQes0Y46fZRT2oToA4a0HcIH6z5g28FtdA7vfNb+iX0mMrLjSM5vdj4AucdzadywcU2HqVTtcGSTlaT2fGmtXgzQaSJEJVqJ6ppMa+omX5DpWJGiufZ/OaM1MB9Qth+sPKXJa9neZbR7pR2fbvq0RmJTyutKiqxJckstGAtrHwZTDLFPwyVrIT7l1H5fSV5gNR8G2qBZL29HUitpAvMBncM7E2mLdGli3/Zh7eka0ZWkWUn838L/0+mnlH8qzIPdn8OS22B2C5jT31r8ESDhXRizB0Yvh+6PQNNaMhijOjIWQMSAiif5rcM0gfkAEWFIuyEuJbBIWyQ/3/YzN3S/gYd/fpjbv7y9xqafstvtJCUlER8fT1JSEna7vfKTlKqq7W865hu8BvZ+DS0vgX5vnNof0R8atSr3dJ/5OT1xCA6v1+HzFdAE5iMGtx3MziM72XVkV6XHBgUGMePqGTw59EneXfsub6x6o9JzzpXdbmfSpElkZGQQFRVFRkYGkyZNqr0XB1X7GQOHN8LG/2fVsEoHYjSNg05/govmwdXpMOB9aHutS7UUn/o5zfwFMNYIROWUJjAfUdoPtnDnQpeOFxEeS3yMn2/9mT/F/wmAEuO5ZdlSUlKw2WxIpLCv+T6aNGmCzWYjJSWl8pOVKuvEEVg1Cb7uBN91h7X/BFMCJSes/eF9oPfLEDW0yk1r1s9pIwZ3Oo6tQXHt/jnNWAD1GkB4X29HUmtpAvMRPSJ7ENowtMoLXA6LHkZAvQD25uwl9j+x/PT7Tx6JLzU1lQZhDVjeaTmbW22msF4hISEhpKameqQ85UcK82DXZ5A203od2AjSPoTGnaDPfxz9Wcug5YhzLio1NZWBHY/zr+FLeWTICgKkpPb+nGYssJKXO2az91OawHxEQL0ABrUddNYNza4qKikCYPSM0byx0v1Niu06tGN59HKO1T9G/I546pfUJy8vj+joaLeXpfxAwX7YPh3mX2b1Zy26Fra8ZO2rVx/G7IJh30Onuyvsz6qq6OhoxnbZSkFhALFR2dzVewN5ebm17+e0KB8OrtT+r0poAvMhrYpbsSVrC3ED4qrc+dwurB2L/7CYiztczIRvJvDA3AcoLil2S1zGGI5ddIwjTY/QeXNnQnNDycnJIT8/n+TkZLeUoXycMacPdV81CZbdZa2pVdqfNXLxqf0eGnX39wkj6NPmMO+ubMusjR24pNMuLuuUVqt+Tu12O0/edwmYIp6ZvqB29s/VEprAfITdbsf+nvWDHNghsFqdz00aNuHrG74muU8yk5dM5tlFz7oltleXvsp3B77j5rY30910Jz09ncjISCZPnkxiYqJbylA+qKTIGnix8q9Wf9Y3XU8lsZh/wqXr4codZfqzPH9/Vu/gnygSG0syY3l+ThjL97fkweF7Sex8wuNlu6J0kEm74J0Ul8Ci30pq7yCTWkBq031C8fHxZsWKFd4Oo1pErD8yPSUpKYkDmQdYMmQJ9YvrE50eTdPfm3Je+HnMmjWryu/33tr3uKrLVYQGhZ5TXN9v+57LP7qcq7pcxafjPqWeztemADKXgP1yOHHQGogQdRG0vgrajbMmpvWG3O3wTRfo9iD0dPzxVpgLPwyE/F0waik06eKd2BzuuuUyhrRYz5iY/ezNtTFp7mBycnKIjIys1u+5PxCRlcaYeGf79GrjI1JTU2lia0LfbX2xHbOxuc1mlg1axoLgBaQdTgOqdn/LrXG3EhoUSkFhAWM/HsvKfSurHNPmzM1c/9n19IjswXtj39PkVVcd3QfbXrf6s35zjOYL7QatLodBnzrmG/wOOt3lveQFsPlFkEDocv+pbfUbQ+LXVpK1X2Hde+VhTn9PD66GxbcwbeR3XB+3m9UHmvPyEmv2jVo7yKQW8KE5Veq26OhoMjIyCK8XTsLWBA43OszWZlvJ7JBJxykdGRIxhAOfHyCyMPK0+1sqa8bbn7ef1ftXM/jtwXxw9Qdc3e1ql+LJPprNFR9dQXBgMF/d8BUhDULc9VGVr9j0POz6FA4ut16HdLCSFkCDMGtGjNqi4AD8/g50GA/BLU/fZ2sHgz+Hn4fDonEw9DuP9cGVNhHabDZaREXSMWgztl8vh715EBjC/1LP5/1lTTkqUSfP0cFQ5dM/mX1EcnIy+fn55OTkUFJSQr0D9WizvA0fJ3zMAwkP8MuBX9gyeAvr+6wn15br8v0tHZp2YOkflxLXIo5rPrmGHn/qQe/43k5rcKV/Ofbu05tuj3dj1+FdzL5uNm1D23ryo6vaoKQI0uefqmEB7J9jtZ3HPQOXboArtlsDMmqj31617iPr+oDz/ZGDoO90OPAje78eV2FLxrnM5FF6v+RFXQt47YoFPHvJRto2PcF763vAmN00TnyTHQdKTv6e62CoimkC8xGJiYlMnjyZyMjI0wZJJI1K4rkRzxEzJ4YLdl5AflA+G9tuBFxveogKieLJ6CdpurcpG1ps4MiFR84aJFL6l2N6RjqZfTPJDMmk1apWnPi9dnR+Kw8ozLXuz1p8K3weBT8Ng7V/t4Z4Awz93uo3inkYwmJq73yDJ47Atn9bs3VUtGxKh/HsDrmOVvlfkBCxxulMHdbvwV/JzjpQrZk8UlNTCW3ciL/0XwPAC4t78cevhjPlhwbQIKzc33MdDOWcDuJwE08P4qhMUlISGRkZHOhygK3nbWXE2hEcP3jc5c7fpKQk0jPSWdtvLTm2HKREqFdcj/rUp3VUazL3ZmJOGAICAjgUcoiO+zvSanMrv+tcttvtpKSkkJqaSnR0NMnJyXXr4nF0HzQI2wLuAwAAIABJREFUtWZA3zwZVj8ADZrBeZdB66tYuKMRU/79X9/6fjY9D2v+BqNXQLPeFR56XdK13H/hPPq1OcSGzGY0DCimvhRiawgtIhpzNDeLBgFFBNaD/67uxuwtHas0yCIpKYnW9X/j5cvX88yCeH7d26LOD9KojA7iqANKmxhD9oSAQFpQWpWaHlJTUwkKDSIvOI/wnHA6pHcg5HgIwRnB9DmvDxyBBjQAIDo9mq57u/pd53JpLfN4zh5atois3fPkuYsxcHgDbHgG/tcXvmhlraMF0P5GuGi+Y77B97CnRvCXBx/lUNYBOrZp5hvfT/Ex2PIytLi40uQFsCM1jZd+7c3i3S0IFMPRwvqk54ewandDaH0lX6xrxmebOrLzcGNGdtwFmCr9HiQnJ5PQ+gDHCuuxcl+4NhGeIx3E4SdKmx6mpkxlQ/4Gclvl8sbdb7j813F0dDTr662npF4JXfd2JagwiF3huyAKJvSeQOHMQjIyMmjSpMnJc3Jr4wwG5yAlJYXYNoY3rllKfmEgaw40Z3FqCB+++cLJ79GvamjHD8KcPpD3u/U6vC+pTf7Ii49/wNKNL536fJEBkPMbO767n6nX7ObCVoc5XhzAnV8P5wDW91Zrv4PU9+HYAbjgfZcOLx0s9fziU8mutIZ06dOvM/uFg2RkZJDVqxH39F1P+7Bc1u3C5d+DxCGDOb7fsGZPC3bty/L9nyEv0xqYH0lMTOTTWZ9y78X3cjDsIL36u74IXnJyMgeaHaDh/2/vzMOrLK7H/zlZSEJCgEBIAgkQdoLsYV+CIFqQRSqg1fbnVm2/oq2W1mJbFbdWRBSVFnCjFa0sSgABQSirIEvYIRtLgGyEsIUkLNnm98e8kSRkuQm5SW4yn+e5z33v+8477zmZ3Dl3Zs6cc90N73Rvss9n03FbR1p4t2DkwpG0ub9NISeS2vjLMS4ujod6p3Aj14k9iX508b3AtGGxzB+1GlZ3JX7lAyx5/0kuX6jY+ke1kp2uPQZ3/Ar2TNHn3Hz0/qy+82FCElvc32bS9P0cOZVJcKAPHT0jufDdRK4vCYBVnXi8+0GCGt9g25nmeLtlM7JNfM0eheflQtRMPfLyG2HTLUWdpYr+n+dfXxflSW4e9PGLK9/34EIEbnnn6Xf/W0RERLB06VJjvG4DY8BqIRM6TSArN4s1x9bYfE/3ft3JDMikZUZLzqWco1mzZsx5fQ4Hnj3A8ODhvB3zNt2e7VarF5d7dvInrFUSG04GMXtXDx5dcRePLe3NwiNdwd0P/7Sv+efEY6x6dAeP9YzBt3H9mhvJPJ8zS2HTKCve4CRIWgPifPN6v4+g3VPgEcCcOXMIaurK9HtOsGjiBt64O5J7Ol3iULwz9JnLlHWjePir3ry/qweHU3wY1zGOa5k1eBSeEA7pxyDkzzY7mJTlRJF/3c07kIj4BtzV4RKz3nnH9u9BQrjei5a/3cBwW5gpxFrIgKAB+Hn6sSxqGQ/e8aBN96yIXkGOyuGLaV/Qt0Xh9A2rH1rN82ufZ2zHsdz9yN32ELlSuN3pvb890BjnK4r/7vUlT+WRkZFBciY8+tyHEBbGnf17MqKrC8NaJzMx5ARDWyUxPyKEFXtryAhEKUg7AomrofNUvZfp/C7diXd4RkfCaDqw+JBNebmEeu9iyr3JuDnnsTI2mJ0JfkSda0jS2VQi/vhbJj/emV1TpwIQHhXMy8P20icgkdG/fd1mEatsClYpiJwBXu0g0La9jfmEhYWVKtNP149/DLufonn3RrbLFL9Mh82qzg3dtQgzAquFOIkT4zuO57vj33E957pN9yyJXEKrhq20w0YRXJxc+HD0h9zdVhuvLw59QeKVxHLLZc9MuLedqDDnKq1urOGCxxByPVoV++s7IKgdm2Pr8+7OnrywfiBXs114KWwv836RBJmnK02XcpGXAymbYO9zsLItrOkGB1+ES9pNm+5vwthj0GuWjmxenPG6EAHf9+PPI+KJSvFiypqhfLY/hMjUJqSlX/1phFVwdPLtPkVyhhd//bm7zQaoqpJJbtmyhVenhMHFCOZv82bLth8qtf6fCJygR7Onl9hW/koUpMfq+wyVgjFgtZQJnSeQkZXBhpMbyix76dolvj/xPZO7TEbKmGq5cPUCz6x5hr6f9GVf8j6b5cnvvNIvJtOznVeld175G0QHtcti/tgtdGtJ+ab34j6HrIv4Dv47S5cuLXZ9ouD6yNFzjXh8aXdmb2lBz+aXYFVniJzB1s0b7J+uPjsdrqfq49Tt8L/hcGweNAzRm3EnJOmkjwDOboWmzwr+iHjkofEkrpgA6/rCtSQiG7/M/y1tQ0xSXonrnGFhYSxdupQ9EXsJGPYW3tmROu6hDeS30d0hmcwds5X2AS6VPgWb/382utVhLl5z4+u99e23TuneVK+tnVli2x6a+HD9Hji+8mWpo9jNgImIu4jsFpGDInJURF6117MMtzI8eDjebt6ER4WXWXZ59HJy8nKY3GVymWWb1G/C1se24izODFkwhBXRK2ySJ7/z+s3AZOaM3sav+pyngVf9Suu84uLiaNLQnd/3O0igdyZT+hzCu4GnbQ4GKg9iZoNPKPgOKrFY0fWRJk396fnQlziPi4WAn8GBabQ4NJYA59jKH2FcTYRjc2+uZx39hz7vO0iHQbr/PAxbBe2evDVUksXNEVAKk/vl8O7w7/BPX06C58/h3ihCRr3KrFnv2r7OGfwIuDaCmPdsUiEuLg5/Hzee7nOYlg0zmNLnEF5eNraRjXw8dzbTRibTJ+gyK2OCcfdsZN91ylaTIeMEXNpfdtmEcGjSr1Lzm9V17LkGdgMYrpTKEBFX4AcR+U4ptdOOzzRY1HOux73t72Vl7Epy8nJwKSVVxZLIJQQ3CqZ3QNn7ZAC6+XVj95O7Gb9oPBMWT2DmyJlMHTi11Hvi4uLw8/NjeUwbmjfI5Ne9IhkU1IiXVl8ol14lERwczKS2P+LndY1vY1sztsMp7gw6xo8ePcq+Oek7neZj4H/LXOwvcX1k6DL+8ewgHu2ylw/GHeLouQR+TPBnfbRnITfzCq0BbbwHzn6vj73aQYdnodUD+rOTCwTdnJIqsX6lWLXwDZ4JS2VY20u0bpRO7IWG/Pm7NqQ5CUvHNyxdv+Jw9dIBeqNmQsYp8GpdavHg4GAe6rgd73pZrI5txb0dTjOo+Qn21+9m2/PKImUTbw1dQ2CjLFbFtmJFjJ76tKunZOB9sPu3ehTm06vkcplndILKHpWTwsigsZsBUzrER4b10dV61ZywH3WACZ0m8NWRr9h+ZjthrYvvlC5cvcCGkxuYOmBqmdOHBfH38mfzI5t5ZPkjODs5l1k+f3+Nk5M3b2wLJaxVIk/2OsJ/fxUNR9+Czn+8rXxQLz41gu4pX7P8aAAfH+hMQP3LPNknjv6tZ5R9c/R7UD9Qhxq6Db758QZ7Tg9jfOfTDG2ZyK97RfLrXhCbegQOTSfiXBBTp/0LT0+v4gMu5+VA6ja9kTgtCoav0xU3GwJ+d0LgOPDuXKKRLRgo1s/Pj/OpKXzx7lO0vdyNQCKYOfwUeQoiU334cFc3NsQFkZOrSEm5jc69wzM6Ykfsh3qdrRT+8uSd9Dz/NUsOteDzwyEENbjElAEnONr6Njv17HTY/wIcn4eLiyfPruzEqcyb8TntGgzXrYneJH16CXT/R8k/gBKW63ez/lWp2NULUUScgb1AO+CfSqld9nyeoTCj2o/CzdmN8OjwEg1YeaYPi+Lh6sHiiYt/+rwjfgedm3amscetHlbPPPMMUy0PNi8vL7497M36QyF88VwjfA++CPHfEOHyNDPmrym/h1puFr2y/skNl6YsO9mXlJQEPo/qx+yRGxno9jVQihfapYOQ8j/oMeO2I5DnG+mvI9vxdWQ7/L0y6dH0NCM6pMGR1whFseIJd3YnN2dHvD8xTvrvtO7LVwlzba5d3LMugZOb7hRzMnVIpzv+ZtPz58yZQ8MGHgxpf42BQXH0bZFCI/cssq8ch6CfMXdbE9YediWvXtOf7sm43c3o9QOh5WTtkdf1FXD1Lr5cXjY9c+Zx3dmXb0+HcjYlgU+P9Oe9kZsYWG8RYHvHXnCUOb6fB38aegz33HPQ8XmOXbmHHz/6K56eV/Dy8iIjI8P++xVbToZdj+sRVpNiIx7p9a+GIeDdwX5y1EHs6sShlMpVSvUAAoG+InJH0TIi8pSIRIhIRGpqqj3FqXN41fNiZNuRhEeHU1LMyyWRS2jbuC09/W3f9FwQEUFEyMzKZPyi8fT/tD/HLx6/pVxx+2v+8voH+E7YDIMWk3X5GN2Tn2BU4B6a+/uWb/0ocgakHcFt8Gd8/tVyIiIi+GDBWpzu+Auc/gqSvy/53uj3wLm+Xju6TYpugo1NymXBj41J6fYNTEjmjfUtScpowJj2J5k5cgf/uW89U8NOE+wWBUlrocU4jvi8zi+XjyL0j2eZ9ItHbYuEnnsdElbyaMeNrHhkJ9OH7WFwy2QOpjTlrR96cNfcbjBsNSFjZ5F4IbvyN6N3eh5y0uHEpyWXiXkfLh/GfeB8Flpt9P6CdTh1e1lPvyWstOlR+aPMq5eTeHNcCi8N+oGzqZfZ3/RD6P0uQ+68p+qD4Qbdp3/8nCnBG/H6eUjdakZfdqDKgvmKyMvAVaXUOyWVMcF8K5/P9n/GEyufYO9Te+kVUHiO/vzV8/i/488Lg17g7yP+ftvP2nZ6GxOXTuTTcZ8ypkP5Nmo+8fA4Huq4kxHtUjlxyZsZP/QmJim37CCnaVHwXQ/dOQxeVPha7nXtVq7ydPp6F4/C168lw4pW0O43EPphueQtiWLXoIYOhcuHWTTrF/TwPUMnXz2zfuKiN4HeGbi55IGbL0kuA3j931HEXPLHw7PBT6OH/A644BRhk4YehPjEM7hlMnd1vo6LukZGlivb4nzYfbYlB842JSfP+ZZAsXbbh7V+KFyN1y77RaeCM0/DqhDwHwFDVxSeZsvNgnWhcOMC3BupAwmXwqRJk/B3OsYrI2No7H6d8Oi2zN8RQKMm/tUbDHfzvZB2FMbF3TqNeGKBHqHZEEzYcCulBfO12xSiiPgC2UqpyyLiAYwEbFiQMFQmYzuMxUmcCI8Kv8WAhUeFk6tyKzR9WBxDWg3hxO9OVCi55cGYJM5e7sPO5BSe7XuId+/Zxjvbe7BqfynrMyoPdj8JLl4Q+sGt153doc882DgCIv8B3V4rfD32X3rdqWCG3tvkJyeIvGy4nqKn2LIuw9pePBCSx+Gk+szf1Zr951oSlaTIy0pn/svjCWkQic/JZcydlEva9dMkpnsCkJubi+uh++FGR/xiYljwUDauLk60bpSOu0sul6+5svlkIHc9Po99Mc68NOfPeHp64OUlZGQU7wZvl9FIp+dh28/1Wk/RtcSI3+n30A9v7dyd60G/T+H7/nBgGvSdW/IzlKJvo108H5ZASkZ9/rR+MMcuNqKeR171h7NqORl2PgoX9kDTwoEASAiH+i2hcSlOHoYKYc8pxABgk4gcAvYA65VSq+z4PEMx+Hr6MqTlEMKjb3WnXxK5hPY+7enu173SnlfRzMzBwcFkZGSwMyGAP6wbQkpmfabfGcGfRl3Thqo4js3V+6B6vQfuzYov4z8cWv8SIt+CtOib53OuwfG52jGiQbsKyXwL2Vf0Yv72h+GbZrDjYX2+XiMYEo5MSOJSn9VsSAol4lgmzZr58cZbswkZNR0GL2HEv7rxxpZe7Ev25UauMzdynclRrqRlZIFLfdIysshRrlzLcWFjXCB/3difX4WPYFq4DwTczdBhI6ovl1SLcTojc3QRl/r45ZC4Erq9qjMfF0eTPtDxOTg+D85tLb5MzlXY8Uv+dGc8O8/48IfvtfGCGpKxOHB88dOI2Rl6CjvwvpqbL82BMfnAKomaOoUI8P7O93lu3XPEPhNL+yY6oV9qZir+s/x5cfCLvDH8jWqWsLAHnZeXF1nX0vj9gCjGdLmoc1ENXFg4/E7mGVjdRYdGunNt6Z3DtRRY1Qkad4cRm3TZ4x/B7t/odCF+ldDBH5gG0e/qkZdbUx3rLnACtBhrc8eVn9OtYMT/glOAZV2vdmI+gL2/h7t3QtN+2jtwdYhut5/tLd1JJicTVnfVZUYf1KPnfNJP6NHd5cPEeT/O5On7qe/pVchJo0bE5dw8Fi4fhPGnb7b5ma91DMoRm3QIKUO5MfnA6jj3dboPoNAobFnUMvJUXqVNH94uRZ08GjUJoMHIbyD0nzp1/do+RGxYYDkw9Gbf/H7k5uboSOplGQgPP+g5A85t0RE3VB5Ez9ZTOs2Glk9QpeDSITj8Oqzrp1OSADS8Q09F3rUVJpyF/gv06K4cv7ptjYReYzMCtHkMXBveHIUdekVvwO4zv2wPTxdPHVg4PZZlr/X4yUnl8Lq3YW2oXl8btobgMZ/wTnk2W1clrSZrOS8UcLaOD9eu9r6Dq0+uWowZgVUSNXkEBtD7o97Uc67Hj0/osD8jPh9B4pVEoqZElWv/V7WQuoMb/xtH3o1LzNzSAXd3d14YfIBZmwIJ/eUXtnVeKg/WDyHr4lHm7e7A70L38EFEH7qPn2nb/RmndMecuBIyTwECTftDv0+0e3QlUZaTRU3PRxa/8kGaX1nCC9+2Yea4E5z1HEvz+2z3MExbdz+jQy7w/NpB9PBN4LHQ02TWa0eDUev0FGVNJisNljWD9lOg97vaQWVZMwj6OfT/rLqlc1hKG4GhlKoxr969eytHRW/drrm8vuV1xXRU4pVEdTb9rHJ61Um9tPGl6hbLZn798Bh18B1vpb5EXf+Pk4p+v5EaFjZETZw40eY69qz/TGUvRGUvRKV+7KaGDxusevfurTZv3nxr4aw0pU4tVurcdv05LVapRe5KbR6r1LGPlbqaXEma1R42b96sRg/rqrIXonIWirrwsasaNrB78X/fYpg4caK6d+QAdfHTeur6f5yU+hK19pVm6qEH7rOz5JXI5nFKhQcqlZerVOJapb5EqfiV1S2VQwNEqBJshplCrCNM6KT3oKyIXlHjpg9tYX90Mn/bNJCVMa3JynXmw93dqO/ZoFzeZzPmr2HpoUBcnGD1sWDqexWJk5cZrz0TN96j4w1uf+Dm3ibv9nD/RQhbCe1+DR7+dtDSsZkzZw4ZeY3ZEd8cZyfFZwe6kOfS0OY4hHFxcSjXxvxrT1dylRPzIrrwwZ7exByPt7PklUjLyXA1Ac7v1N6HLp4QMLK6paq1mHxgdYQQ3xDa+7QnPDqc7LxsOjftTBffLtUtls3kR7n4eN8dfLKvCwrtJl4e77O4uDiW3uhCRp436463BBStmzlzNN8IbhqpYyI2aK/Xs1qMh6YDblZQdB+ZoRD58S4XHOjM4ZQmbDndAi8vZfOPjPw23pkQwINf+1eojaudwLE6ksrpRTokWMCowg4phkrFjMDqCCJCqGcoG05sYHPcZoiErVtLcFmugRR0YMjNUxVyYAgODuZyeianLnvzSPdoPhm7kTmjt9GujeXe3Weu3kw7JgZ6zoRmg8GGOI8GTf5WiPNXPVh7ohUg5XJxr4w2rnZcvTlfrw9ZUf+E62d5f9kZ+6RyMQDGgNUZtmzZwr7/7kOJAoH6cXbMk2QHykr1bguvPd6RFb/6kTeH7+Tutmc4ft6D2Vta8PTTv9EF/O6EhiUHyzWUzu16SVZGG1c3W7Zs4b1vEqnnnEd2rrDuiItDfc8cDeOFWEnUdC/ESZMmkXIuhd2Dd1Mvtx5hR8Nq1h6iyiYzXnsMJqzQwXCbDYXzO0n+4TUWbrzMyt3XCAhqV+O8+Bydmu4laW8mTZpE+qUkVvy/nRxJbcL0zf1q9/esCijNC9EYsEqiphuw0NBQ/Pz8SGuQhlOeEw2vNSQvL4+UlBQc9W9+C9kZejNxwgq4ZGWLbtBBTwcGjqte2Qx1gvzvWY+Ai6RmupOc4VX7vmdVTLXEQjTULPIXyBs73YxmUSNC8NwOedl6c3J2ho4I7uwOsR9Ag446PUrgePDuWN1SGuoQ+d+zQykFU9Y4+PesBmPWwOoINT6Kg61kpcGpRbD9F/CNL2wcCYdf1tecXHQYn7u3Q8gLxngZqpxa8z1zEIwBqyM49AL51aSbxxFTYMcv4Oz/IOh+GLpcx97Lx8Wz6uUzGCwc+nvmgJg1sEqipq+BORRK6aCoCSus9az9MCZaj6guHdCBX5v0Ny7uBkMdwKyBGRyHi3th68/h6hl0vMEBej0rPxJ94x7VKp7BYKg5GANmqD6y0iDpO0hcAc3CoP1vwast+PSCrq/olCQl5fkyGAx1HmPADFXPsfkQ/w2c22zlz/K9ma22XiMYemvyTYPBYCiKMWCGqufMYriWBB2f1/uzzHqWwWCoAMaAGaqeoSvAtUF1S2EwGBwc40ZvqHqM8TIYDJWAMWAGg8FgcEiMATMYDAaDQ2IMmMFgMBgcEmPADAaDweCQGANmMBgMBofEGDCDwWAwOCTGgBkMBoPBITEGzGAwGAwOiTFgBoPBYHBIjAEzGAwGg0NSoxJaikgqcPo2q2kKnK8EcWoiRjfHo7bqBUY3R8QR9WqllPIt7kKNMmCVgYhElJS909ExujketVUvMLo5IrVNLzOFaDAYDAaHxBgwg8FgMDgktdGAfVTdAtgRo5vjUVv1AqObI1Kr9Kp1a2AGg8FgqBvUxhGYwWAwGOoANdKAicjPRCRGRI6LyLRirruJyGLr+i4RaV3g2ovW+RgRuaesOkUk2KrjuFVnvVqi179FJE5EDlivHvbSy466fSYi50TkSJG6fERkvYgcs94b1yLdpotIYoF2G+0oeolIkIhsEpFIETkqIr8vUN6h26wM3aqszeykm7uI7BaRg5ZurxYoHyxV1D9WCKVUjXoBzsAJoA1QDzgIhBQp8zQwzzp+EFhsHYdY5d2AYKse59LqBJYAD1rH84D/qyV6/RuY6KhtZl0bCvQCjhSp621gmnU8DZhRi3SbDvzREdsMCAB6WWUaALEF/h8dus3K0K1K2syOugngZZVxBXYB/a3PVdI/VvRVE0dgfYHjSqmTSqksYBEwvkiZ8cB/rOOvgREiItb5RUqpG0qpOOC4VV+xdVr3DLfqwKrzPkfXy07yl4Y9dEMptRW4WMzzCtZlzzaDqtetqqh0vZRSyUqpfQBKqXQgCmhRTF0O12Zl6FaV2EM3pZTKsMq7Wi9Vxf1jhaiJBqwFEF/gcwK3/qP8VEYplQOkAU1Kubek802Ay1YdJT2rsqhKvfJ5U0QOich7IuJWGUqUgD10Kw0/pVSydXwW8KuY2DZR1boBPGO122d2nGqzq17WtFVP9K95qEVtVoxuUDVthi3yUQHdRMRZRA4A54D1SqldVG3/WCFqogEzVA4vAp2APoAP8OfqFcc+KD23UZtcaecCbYEeQDIwq3rFKT8i4gV8AzynlLpS9Lojt1kJujl8mymlcpVSPYBAoK+I3FHdMtlCTTRgiUBQgc+B1rliy4iIC9AQuFDKvSWdvwA0suoo6VmVRVXqhTXloZRSN4AFWFNXdsIeupVGiogEWHUFoH812osq1U0plWJ1JnnAx9iv3eyil4i4ojv4L5VSywqUcfg2K0m3KmyzQnIXla+4MuX9f1RKXQY2AT+javvHilHdi3BFX4ALcBK9yJi/SNmlSJkpFF6kXGIdd6HwIuVJ9CJliXUCSym8SPl0LdErwHoXYDbwliO1WYH7WnOro8NMCjsEvF2LdAsocPw8es3CIfSy/tc+B2YX8zyHbrMydKuSNrOjbr5AI6uMB7ANGGN9rpL+scJ/j+oWoIRGGo328jkB/NU69xowzjp2t/6wx4HdQJsC9/7Vui8GGFVandb5NlYdx6063WqJXhuBw8AR4AssLyMH0+0r9JRMNnr+/QnrfBPgf8AxYAPgU4t0W2i12yFgJQU6x5quFzAYPTV4CDhgvUbXhjYrQ7cqazM76dYN2G/JfwR4uUD5KusfK/IykTgMBoPB4JDUxDUwg8FgMBjKxBgwg8FgMDgkxoAZDAaDwSExBsxgMBgMDokxYAaDwWBwSIwBM9RZrBBbzxX4vE5EPinweZaI/KF6pLMdEXlURObYqe5/i8hEe9RtMNwuxoAZ6jLbgYEAIuIENEVv9sxnILCjGuSqUkTEubplMBgqgjFghrrMDmCAddwFvYkzXUQaW8GPOwP7RORlEdkjIkdE5CPRdBKR3fkViUhrETlsHfcWkS0istca1eWHUNosIjOs3EuxIjLEOl9oBCUiq0RkmHWcISIzrTxNG0Skr1XPSREZV0CXIOv8MRF5pUBdv7Sed0BE5ucbK6veWSJysMDfoFRE5HVrRGYMnqFGYAyYoc6ilEoCckSkJXq09SM6wvgAIBQ4rHTKijlKqT5KqTvQoXbGKKWigXoiEmxV9wCw2IqX9yE6F1tv4DPgzQKPdVFK9QWeA16hbDyBjUqpLkA68AYwEpiAjr6QT1/gfnRUhUkiEioinS25BikdqDUXeLhAvbuUUt2VUj+UJYSIzESHHHpMKZVrg9wGg91xKbuIwVCr2YE2XgOBd9HpIgaiU1Bst8rcKSIvAPXRkf2PAt+ik/09ALxlvT8AdATuANbrdEo4o0NG5ZMfBHYvOhZiWWQBa63jw8ANpVS2NdoreP96pdQFABFZhg59lAP0BvZYsnhwM4huLjowrS28hDZ2T9lY3mCoEowBM9R18tfBuqKnEOOBqcAVYIGIuAP/AkKVUvEiMh0daw5gMbDUMhhKKXVMRLoCR5VSJU3L3bDec7n5/cuh8GyIe4HjbHUz3lte/v1KqbwCUcLh1vQkCh2A9j9KqReLkeN6OUZSe4DeIuKjlKrOJJwGQyHMFKKhrrMDGANcVDolxkWgEXoacQc3jcl5KxfUTx55SqkTaEP0EtqYgQ6S6isiA0Cn4BCRgo4hxXEK6CEiTiISRMXScYwUER8R8UBnzd2ODp7wTdWOAAAA7klEQVQ7UUSaWbL4iEir4m4WkX+IyIQS6l6LHmWuFpEGFZDNYLALZgRmqOscRnsf/rfIOS+l1HkAEfkYPTo7ix6NFGQxOlVIMIBSKstyO/9ARBqiv2Oz0dOOJbEdiAMi0anq91VAj93oKcFA4AulVIQl+9+A7y0vy2x0qo3TxdzfFR1JvViUUkst47VSREYrpa5VQEaDoVIx0egNBgMisk4pdU91y2EwlAdjwAwGg8HgkJg1MIPBYDA4JMaAGQwGg8EhMQbMYDAYDA6JMWAGg8FgcEiMATMYDAaDQ2IMmMFgMBgcEmPADAaDweCQ/H+YLDc9p3XFVwAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"Regional slope: -12141.413\n",
"Residual slope: -2507.225\n",
"Cut-off Frequency: 0.00035\n",
"Calculated window: 11 \n",
"\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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wEekL/AEYDCQC54vIKZ46X3JyMk/+738A3H399Zq8lFIKGDhwIP3792fGjBm8/fbbvPLKKyQmJtKnTx8+/vhjAJ5++mn+/e9/079/f3799dcj1YGV3XLLLVRUVNCvXz8uv/xyXnvttWNKXsdLTExk4MCB9OzZk6uuuooRI0a4/bWJMcbtBwUQkRRgvDHm/xy/PwCUGGP+VdU+SUlJpl59A4qKIDwcHnsM/vrXuh+nDkTAQ2+lUsqHbNiwgV69enk7jFopKioiLCwMEWHmzJnMmDHjSHJrSK7eOxFZboxJcrW9JxtxrAMeFZE2QDFwLnBCdhKRycBkgE6dOtXvjM2bQ1iYvfGplFKqRpYvX05qairGGFq1asX/HLVZjZ3HEpgxZoOIPAF8ARQCq4ByF9tNB6aDLYHV+8Rt2kBeXr0Po5RSTcXIkSOP3A/zJR5txGGMecUYM8gYMwrYB2zy5PkAe9NTS2BKKeX3PNoPTERijTE5ItIJuAQY6snzAVoCU0qpJsLTHZnfd9wDKwVuNcbUbUTJ2oiOhpUrPX4apZRS3uXRBGaMGenJ47vUpo1WISqlVBPgFyNxHKNNG9i3D8pPaC+ilFJNgjumU8nIyOD22293ua5Lly7sqWNB4eGHH2bq1Kl12vd4/pfAoqNth6x9+7wdiVJKeYU7plNJSkri2Wef9UB07uN/CaxNG/usDTmUUqpG06nMnj2bvn37kpiYyKhRowBYtGgR559/PgB5eXmcffbZ9OnThxtvvBHnABiVp1sBmDp1Kg8//DAAL730EqeffjqJiYlceumlFBUVuf21+V8Ci462z3ofTCnVxNV0OpV//OMffP7556xevZo5c+accJy///3vnHHGGfz0009cfPHFbNu27aTnvuSSS1i2bBmrV6+mV69evPLKK+59cfjJdCrH0BKYUqoRGf3a6BOWTegzgVtOv4Wi0iLOffvE6VQmDZjEpAGT2FO0h8vePXY6lUWTFp30nLWdTmXEiBFMmjSJCRMmcMkll5xwvG+++YYPPvgAgPPOO4/WrVufNIZ169Zx//33s3//fgoKCvjd73530n1qy39LYJrAlFJNVG2nU3nxxRf55z//yfbt2xk0aBB5Nbx+BgUFUVFRceT3ytOlTJo0ibS0NNauXctDDz3k9qlUwJ9LYFqFqJRqBKorMTUPbl7t+ujm0TUqcVV5fMd0KhdddBG33HLLkelUUlJSMMawZs0aEhMT2bx5M0OGDGHIkCHMnz//yIzKTqNGjeKdd97h/vvvZ/78+exzNJKLi4sjJyeHvLw8IiIimDdvHuPHjwfg4MGDtGvXjtLSUt5++206dOhQ59dRFf8rgUVEQHCwlsCUUoqaTady9913069fP/r27cvw4cNJTEw85hgPPfQQ33zzDX369OGDDz44MvB6cHAwDz74IIMHD+ass86iZ8+eR/Z55JFHGDJkCCNGjDhmuTt5bDqVuqj3dCpO7dvbabpffrn+x6ohnU5FKQW+OZ1KY1Hb6VT8rwQGOh6iUko1Af6ZwHREeqWU8nv+mcC0BKaUUn7PPxNYdLQmMKWU8nP+mcCcJTBtVaGUUn7LfxNYeTkcOODtSJRSSnmIfyYwHQ9RKdWEiQhTpkw58nvlQXar8uKLL/LGG294ODL38s8EpuMhKqWasGbNmvHBBx/Uas6um2++meuuu86DUbmffyYwHQ9RKdWEBQUFMXnyZJ566qkT1m3ZsoWxY8fSv39/xo0bd2Rk+coTTT777LP07t2b/v37c8UVVwBQWFjIDTfcwODBgxk4cOCRUTy8yT8TmI6HqJRq4m699VbefvttDhzXFuC2225j4sSJrFmzhquvvtrlrMuPP/44K1euZM2aNbz44osAPProo4wdO5alS5eycOFC7r77bgoLCxvktVTFvwbzNQZ++w1atLC/awlMKeVtX40+cVmnCXDqLVBWBItOnE6FrpPs49Ae+O7Y6VQ4c1GNThsZGcl1113Hs88+S1hY2JHlixcvPjI1yrXXXss999xzwr79+/fn6quv5qKLLuKiiy4C4IsvvmDOnDlHSmmHDh1i27ZtXh02y79KYJ98AqecAps2QWCglsCUUk3an/70J1555ZVal5Q++eQTbr31VlasWMHpp59OWVkZxhjef//9I1OxeDt5gb+VwAYPts9LlkBUlJbAlFLeV12JKah59etDo2tc4nIlKiqKCRMm8Morr3DDDTcAMHz4cGbOnMm1117L22+/zciRI4/Zp6Kigu3btzNmzBjOOOMMZs6ceWRCyueee47nnnsOEWHlypUMHDiwzrG5g0dLYCJyp4j8JCLrRGSGiIR68nzExkLXrvDDDzoeolJKAVOmTDmmNeJzzz3Hq6++Sv/+/XnzzTd55plnjtm+vLyca665hn79+jFw4EBuv/12WrVqxQMPPEBpaSn9+/enT58+PPDAAw39Uk7gselURKQD8B3Q2xhTLCLvAp8aY16rah+3TKdyzTWwYAF062bnBVu4sH7HqyGdTkUpBTqdSn00tulUgoAwEQkCmgM7PXw+GD4cdu+G5s21ClEppfyYxxKYMSYLmApsA3YBB4wxX3jqfEecfz68+y60batViEop5cc8lsBEpDXweyABaA+Ei8g1LrabLCIZIpKRm5tb/xN36gQpKdCunQ7oq5RSfsyTVYhnApnGmFxjTCnwATD8+I2MMdONMUnGmKSYmBj3nHn9eti2DQ4fhoIC9xxTKaVUo+LJBLYNGCoizUVEgHHABg+e76i334bZs+3Peh9MKaX8kifvgS0B3gNWAGsd55ruqfMdY9gwO50K6H0wpZTyUx5thWiMecgY09MY09cYc60xpsST5zti6NCjP2sJTCnVBO3evZsrrriCbt26MWjQIM4991w2bdpU5fZPP/00RUVFtT7P3XffTZ8+fbj77rvJzc1lyJAhDBw4kG+//bY+4deIf43E4RQdDZ07w9atmsCUUk2OMYaLL76YiRMnMnPmTABWr15NdnY2p556qst9nn76aa655hqaN29eq3NNnz6dvXv3EhgYyMyZM+nXrx8vv/xyvV9DTfjXWIiVDRlin93RslEppXzIwoULCQ4O5uabbz6yLDExkfLycs4///wjy1JTU3nttdd49tln2blzJ2PGjGHMmDEnHM8Yw913303fvn3p168fs2bNAuDCCy+koKCAQYMG8cQTT3DPPffw8ccfM2DAAIqLiz3+Ov2zBAYwbZrtD7Z3r7cjUUqpBrVu3ToGDRpU4+1vv/12/v3vf7Nw4UKinfMpVvLBBx+watUqVq9ezZ49ezj99NMZNWoUc+bMISIiglWrVgEQFxdHRkYGaWlpbnst1fHfElh8vB3QVxtxKKVUvXz33XdceeWVBAYGEhcXR3JyMsuWLfN2WH6cwMAOULh4sbejUEo1YSLuf5xMnz59WL58+QnLg4KCqKioOPL7oUOHXO7/4YcfMmDAAAYMGEC9x6f1IP9OYGVl8Msv3o5CKdWEGeP+x8mMHTuWkpISpk8/2nNpzZo1GGNYv349JSUl7N+/nwULFhxZ36JFCw4ePAjAxRdffGTer6SkJEaOHMmsWbMoLy8nNzeXb775hsHO6au8yL8TWGysHYlDR+NQSjUhIsKHH37IV199Rbdu3ejTpw/33nsvbdu2ZcKECfTt25cJEyYcM5/X5MmTGT9+vMtGHBdffDH9+/cnMTGRsWPH8q9//Yu2bds25EtyyWPTqdSFW6ZTqeyss+Crr+Drr8HFH8WddDoVpRTodCr10dimU/GuHj3s8w8/eDcOpZRSbuffCaxDB/vsqNdVSinlP/w7gTn7M9x6q3fjUEop5Xb+ncDatLHPOpyUUqoBNaa2Bb6iLu+ZfycwZwnsssvgjTe8G4tSqkkIDQ0lLy9Pk1gtGGPIy8sjNDS0Vvv571BScLQEtns3fPcdXHedd+NRSvm9+Ph4duzYgVtmmG9CQkNDiY+Pr9U+TSOBdeqkI3IopRpEcHAwCQkJ3g6jSfDvKkRnAmvbFn76CQ4c8G48Siml3Ma/E1hwMERGQsuWtpfx0qXejkgppZSb+HcCA9uQIzgYrrjCJjOllFJ+wb/vgYGtRszPh88+83YkSiml3Mj/S2Bt2hztB7Z9O1SaSkAppZTv8v8EFh1tJ7WcMcO2Rty40dsRKaWUcgP/T2DOEthpp9nfdWBfpZTyCx5LYCLSQ0RWVXrki8ifPHW+KkVH28F8u3SBqCjtD6aUUn7CY404jDE/AwMARCQQyAI+9NT5quTsC7Z3LwwbpglMKaX8RENVIY4DNhtjtjbQ+Y5yjoe4Z49NYBs2wL59DR6GUkop92qoZvRXADMa6FzHqjwi/aWXQkIChIR4JRSllFLu4/EEJiIhwIXAvVWsnwxMBujUqZP7A6icwEaPhp493X8OpZRSDa4hqhDPAVYYY7JdrTTGTDfGJBljkmJiYtx/9spViGCrED/+2P3nUUop1aAaIoFdibeqD+HESS2few6uvRbKy70WklJKqfrzaAITkXDgLOADT56nWqGhEB5+tAQ2bJhtVr9+vddCUkopVX8eTWDGmEJjTBtjjHfnMak8nNTw4fZZOzQrpZRP8/+ROMAmMGcJrGtXiInR/mBKKeXjmkYCi44+WgITsaWwH3/0bkxKKaXqxf+nUwFbAsvMPPr7M89Aq1bei0cppVS9NY0E5hyR3qlzZ+/FopRSyi2aRhVimzawfz+UlR1d9thj8MYb3otJKaVUvTSNBObszLx379Fl778Pr73mlXCUUkrVX9NIYMd3ZgbbkGPJkmNLZUoppXxG001gw4ZBURGsXeudmJRSStVL00hgx4+HCDaBgfYHU0opH9U0EpirEljnztCt27H3xZRSSvmMptOMHo4tgYnAL7/YZ6WUUj6naZTAmjeHZs2OLYGBJi+llPJhTSOBiZzYmRlgyxY4/XSYN88rYSmllKq7ppHA4NgR6Z3atoXVq+Hbb70Tk1JKqTpr2gksNBROO01bIiqllA9qOgnMVRUi2Ob0GRlQWtrwMSmllKqzppPAXJXAwCaw4mJblaiUUspnNJ0EFh1t+3xVVBy7fMQIuPRSCGg6b4VSSvmDptEPDGwJrKLCjkofFXV0eYcO8N573otLKaVUnTSdYodzNA5X98EAcnIaLhallFL11nQSmHM0Dlf3waZPh7g42LmzYWNSSilVZ00ngbkaD9Gpf3/7rM3plVLKZzSdBOZqPESngQMhJEQTmFJK+RCPJjARaSUi74nIRhHZICLDPHm+6ny3YQMATz3wACkpKaSnpx9d2awZJCVpAlNKqXpKT08nJSWFpKSkE6+1bubpEtgzwGfGmJ5AIrDBw+dzKT09nT89+CBlInQICSEnJ4cpU6Yc+8YOGwbLl0NJiTdCVEopn5eens6UKVPIyckhLi7W9bXWjTyWwESkJTAKeAXAGHPYGLPfU+erTlpaGuERERwMCSHq8GEiIyMJDw8nLS3t6EZXXQX//e+J/cSUUkrVSFpaGuHh4QzobHj+vO/oGy8nXmvdyJMlsAQgF3hVRFaKyMsiEn78RiIyWUQyRCQjNzfXI4FkZmYSERHBuqgozti1i6jiYiIiIsjMzDy60WmnwcSJEBbmkRiUUsrf2WttOH847Sdah5aQVxx64rXWjTyZwIKA04D/GGMGAoXAX4/fyBgz3RiTZIxJiomJ8UggCQkJFBQU8HrPngQYw6SNGykoKCAhIeHYDX/+Gb76yiMxKKWUv0tISOD02C30jd3Lm2t6UFga7Ppa6yaeTGA7gB3GmCWO39/DJrQGl5qaSmFhIb+Ul/NhQgJjsrLomp1NamrqsRv+/e9w/fXeCFEppXze7bf+gZuGbOaXPeF8/ms8+fn5FBYWnnitdROPJTBjzG5gu4j0cCwaB6z31Pmqk5yczLRp04iNjSWtRQv2hobyjAjJI0ceu+GwYbBjB2zf7o0wlVLKp41ss4R2kYd5a30Su3bnEBsby7Rp00hOTvbI+cQY45EDA4jIAOBlIAT4DbjeGLOvqu2TkpJMRkaGx+I54s034brr4LXX7H0vp4wMO0PzrFkwYUKtDikCHnwrlVKqcSvcDvN6QIfz4Yx33XZYEVlujElytc6jzeiNMasc97f6G2MuqrXmwD0AACAASURBVC55Nairr4YhQ+Dee+HgwaPLExNtIw7tD6aUUrWz6q+AgQH/arBTNp2ROCoLCIBnnoFdu+Cxx44uDw62JTBNYEopVXO538PWd6DX3RDRpcFO2zQTGNgS2HXXwbRp8NtvR5f/978wb5734lJKKV9iKmD5HRDWAXr/pUFP3XQTGNjSV3Aw3HXX0WU9ex4dN1EppVT1fnsd9i6Hgf+CoBO6+npUjROYiCSJyJ0i8qSI/ENEJohIa08G53Ht28N998GHH8KCBXZZRYVNbB9+6N3YlFKqsSvNh9X3QvRw6Hxlg5/+pAlMRK4XkRXAvUAY8DOQA5wBfCUir4tIJ8+G6UF33klxu3Zsu+QShgwaRMrll1OclmZbKiqllDqBc8De1+85FQ5ls1yus02xG1hQDbZpDowwxhS7WuloKt8d2ObOwBpK+pIlzA0LY+quXUwsKWFWTg4LDx1iXHo6zYzxyh9FKaUaK+eAvae2C+Cq03L4dGMcD/77JaaF9PRYf6+qnLQEZox5vqrk5Vi/yhizwL1hNZy0tDSWdejA6jZtuGbTJtqFhvJzVBTN9u6FLVu8HZ5SSjUqzgF7bx+5jdKKAGZs6OfRAXurU5t7YP8SkUgRCRaRBSKSKyLXeDK4hpCZmUlEixa80rs3kaWlnLt1K7/FxdmV2pxeKaWOkZmZSd/4CobGZ/PBhm7sP+TZAXurU5tWiGcbY/KB84EtwCnA3Z4IqiE5B/rNbNmS5TExXJCZySZjOBgSYvuJKaWUOiIhIYHfn7qJotJA5m3qAuDRAXurU5sE5rxfdh4w2xhzwAPxNDjnQL/5+fnM7tqV1ocPk7xjByvmz4cpU7wdnlJKNSpTbr6Msd1ymLu+LQdLgjw+YG91apPA5onIRmAQsEBEYoBDngmr4VQe6Per0lJ+bd2aP5WXN/jNSKWU8gVDWy0mICCQhbsSyc7O9viAvdWp1WC+IhIFHDDGlItIcyDSMeq8WzTYYL7Vee89SEmBp5+2g/o++SSMGHHS3XQwX6WU3yvJg486QafLYNjrDXJKtwzmKyKhwCRgtoi8D9wE7HdLhI3JxRdDt252pPrFi+Hbb70dkVJKNQ6//AfKi6DXXSfftgHUpgrxDaAP8ByQBvQG/K+3b2CgHVpq1Sro2FFbIiqlFEBZMfz8LLQ/F1r183Y0QM06Mjv1Ncb0rvT7QhHxygSVHjdxIjz4oB1WavFiWzeoHZqVUk1Z5utQkgu97vF2JEfUpgS2QkSGOn8RkSGAl29YeUhYGNx+O2RlQW4ubN7s7YiUUsp7Ksphw1RoMxhiR3k7miNqMhbiWhFZg219+IOIbBGRTGAx4PLGml+45RabyOLjoaTE29EopZT37PgACjbb6VIaUW1UTaoQz/d4FI1RVBTcdBOkpUGLFt6ORimlvMMYWP8EtOgOHX7v7WiOUZOxELce/wD2ACOBFzweoTfdeaf94z3xhLcjUUop78hZZOf76nUXBAR6O5pj1KYZfYiIXCwis4FdwDjgRY9F1hh06gSJifDCC7B9u7ejUUqphrf+XxAaCwnXeTuSE9TkHtjZIvIqkAlcim1Ov9cYc70xZq6nA/S6G28EYMHIkSQlJZGSkkJ6erqXg1JKKc9xzvd1xfjesOszMkMuhMBQb4d1gpqUwD4DugJnGGOucSStCs+G1Xh837EjAMO2byc+OpqcnBymTJmiSUwp5Zec833l5OQweeQBig4HcsNjyxrlNa8mCew0bIvDr0TkSxH5P6BGFaGOFotrRWSViPhkk/unX3+d3c2a0byigjN37iQyMtJrc98opZSnOef76tY2iOTOu/j8t85UBLVslNe8mjTiWGWM+asxphvwEDAACBaR+SIyuQbnGGOMGVDVWFaNXWZmJqtjYigX4RzHBJfemvtGKaU8LTMzk4iICM7suh0wzPk5odFe82rTkRljzA/GmNuAeOApYOhJdvF5CQkJzGvThsVxcXQ7eJDo4mKvzX2jlFKe5pwjcUiHbDbuiWJPUVijvebVpBFHl+OXGWMqjDFfGGNuECu+it0N8IWILK9haa3RSU1NZXFQENPj7Uvst3Wr1+a+UUopT0tNTSVc9tEtKp8lWTFene/rZGrSkflJEQkAPgaWA7lAKHZG5tHAmdiqxR0u9j3DGJMlIrHAlyKy0RjzTeUNHIltMkCnTp3q+jo8xjlf2HuPPUZ2cDCjCwoY9PLLOl+YUsovJScn0+6eM2H/Wj5dHUhsbCypqamN8ppXo/nARKQ3cDUwAmgHFAMbgE+A94wxJ53YUkQeBgqMMVOr2qZRzAdWlfHjISMDCgogLw/Cw49ZrfOBKaX8xqLzIP9nuOAXrw8dVe/5wIwx640x9xljRhtjejgaZVxpjHmrquQlIuEi0sL5M3A2sK6uL8Lrhg+HvXvtuIhffuntaJRSyjPKCmH3AuhwgdeT18nUZjoVRGQ40KXyfsaYN6rYPA74UOwbEAS8Y4z5rG5hNgLDhtkiVvPmMHcuXHSRtyNSSin32/0VVJTYBNbI1TiBicibQDdgFVDuWGywI3OcwBjzG5BY3wAbjSFD7LeRhAT45BM7V1hArRpxKqVU45c1F4JbQuxIb0dyUrUpgSUBvU1Nbpr5o8hI6NvX/pydDcuW2aSmlFL+wlRA1jxoNx4Cgr0dzUnVpgixDmjrqUB8whtvwLvvQmCgrUZUSil/kpcBh7J9ovoQalcCiwbWi8hS4MgMj8aYC90eVWM1YIB9HjHCJrB//tO78SillDtlzQUJhPbneDuSGqlNAnvYU0H4jJISeO456NkTpk+HrVuhc2dvR6WUUu6RNQdiRkCzKG9HUiM1rkI0xqS7engyuEYnJAQee8z2AwOYN8+78SillLsUboX9a3ym+hBqNpTUQRHJd/E4KCL5DRFkoyFim9OvXw/du+t9MKWU/8hyfCH3pwRmjGlhjIl08WhhjIlsiCAblWHDYMMGOPNMWLgQDh70dkRKKVV/WXOhRXeI7OHtSGpMOzLV1rBh9rlzZzh8WEflUEr5vtKDkL3Qp0pfoAms9gYPhtBQOxZiq1ZajaiU8n27v4SKwz6XwGo1lJQCIiJg/35o1gx++MGOylFeTg0nqVZKqcYnay4Et7ItEH2IlsDqolkz+3zBBZCbC0uXejcepZSqq4pyyPrE9v3ygdE3KtMEVhcrV0JyMnTqZEflmDPH2xEppVTd5C2Fklzo4HtjUmgCq4vISPjmG1i3DkaO1PtgSinflTUXJAjaj/d2JLWmCawuunaFmBhYvNhWI/70k7cjUkqpusmaY0eeD2nl7UhqTRNYXTg7NDsTmFJK+aKCTDjwk8+1PnTSBFZXw4bBpk3QujVFHTsCkJSUREpKCunpTWuELaWU70lPT+d/j1wMwG2Pf+GT1y1NYHU1ejSccw5LP/+c9w4fBqBLVBQ5OTlMmTLFJ/8ZlFJNQ3p6OlOmTKF/m61sPxDOmswin7xuaQKrq6FD4dNPefKjj1gWFwdAUl4ekZGRhIeHk5aW5uUAlVLKtbS0NLq1DWBA+wMsyWrrs9ctTWD1tHPzZra0bw9AhiORRUREkJmZ6c2wlFKqSpmZmdw8LIvyCmHupi6Ab163NIHVx6OP8uXatRQWFgJQEmhH4ygoKCAhIcGbkSmlVJXGDWzFmISdfPxzV/YWhwG+ed3SoaTqo2tXmpeV0W7PHgAqKiooKCigsLCQ1NRULwenlFIuGMNfx+9j374gXlsai4T47nVLS2D1MXw4AA//7ncAZGdnExsby7Rp00hOTvZmZEop5dquz2ldsoK8dn8kvFV7n75uebwEJiKBQAaQZYw539Pna1CdOkG7dnR3lMAyMjK8HJBSSlWjohxW3QMRXTll/FRmnxfi7YjqpSGqEO8ANgD+N/mls0PzDz94OxKllDq5LW/C/rUwYhYE+nbyAg9XIYpIPHAe8LInz+NVN94IU6Z4OwqllKpeWTGseQCiTodOKd6Oxi08XQJ7GrgHaOHh83jPOefY51u9G4ZSSlVr07NQtAOGvWVrj/yAx0pgInI+kGOMWX6S7SaLSIaIZOTm5noqHM/ysb4TSqkmpiQPfnoM2p8Pcb7VUKM6nqxCHAFcKCJbgJnAWBF56/iNjDHTjTFJxpikmJgYD4bjQVde6e0IlFKqausehbKDMOBxb0fiVh5LYMaYe40x8caYLsAVwNfGmGs8dT6vGjbMPjvGRKwsPT2dlJQUHehXKdWgnNeeC8f2o2zD0+wKGw+t+nj2pBWlkLvYJsy8ZZ49F9oPzD2cCeyXX45Z7BwwMycnh7i4OB3oVynVICpfe/58Zh5l5cINT293/7Wnohz2roDC7fb3XV/Al8Nhzf2Q8617z+WCGGM8fpKaSkpKMj7Zl+rQISQslOPfypSUFHJycjjc4TClgaXE5MdQtL+I2NhYZs+e7Z1YlVJ+LyUlhdycbMb2PMSDycuYte4UXvi+ff2vPcZA/gbY/TVkfw05i+DwPuj/CPS9H0oPwq7PIXY0hEa75bWIyHJjTJKrdTqUlDuEhrpcnJmZSVxcHMtjl5PdOpuAigCiD0SzdetWcgpziA2PJT09nbS0NDIzM0lISCA1NdXnesMrpbzj+OvHbbf+gVHdS7my2yLGjM+nddhh9hSF8v6GbkREBNZ+sF5joOA32wgkejBUHIbPBkH5IQjvAvEXQdw4aDvObh/cAjpd5vbXWRUtgbmJCFWWwCJaRrA3Yi+7W+1mV8tdlISWIAh9Ivuw78d9tD/QnpjAmCPjkfnikC5KqYblrCaMax3CmFOLSGqXxeD4vTQPqaC4NIjF21qzIjueZTtjKSoNJj8/v2YlsKIsW7rK/tqWtIq22b5j45fa9VmfQsteENEwA/9qCcxLUlNTmeLo5BxVHkVIVghRhVH88eE/khWRxdOfPc3+3vvJIosBvw0gPiAesHP1aAJTSlUnLS2NhLhAXk3JICKklLyiZnz5Sxzr9ndjZMqD3PPcvYSHhxMREUhBQX7Vg/UeyoG8pdDBMdJfRirs+AiatbFVgb3/AnFjj27f4dwGeX01oSUwN3FVAoOjRfzfMn+ja0LXY6oIk5KSiOwYyYruKygNLGX0utFQYQcF9tX3QSnVMJKSknjovD2MP2UbDywcyvrcKMorzJHrR5W3Jw4fgJz0o6Ws/WvtAS/KgubtYe9KkABo1c8+e5mWwLwoOTmZ/oP7c8GMC7h17K0kdzlaskpISCAnJ4fuu7qTcUoGO6N2Erkl0ufm5FFKNbwBPdtxdreVLNwSz0+5bQAoKDh45PqRnJxsE1ZZIeR8B6172B23fwBLboDAMIgZAYlX2hJWaKxdHzXQGy+nTryfXpuA4rJi9h3ax/i3xvPRxo+OLE9NTaWwsJCwbWFEFEWwKXYTBYUFPjcnj1Kq4T04oQVBARW8trQtFRUV5OfbasLbbr0ZshfBmgfhyzNgditYNB52fGx37HABnJkOl+2DsV9Cn3sheggE+F55RhNYA2jfoj3fXv8tA9oO4NJ3L+XVla8C9hvStGnTiIuNI3pjNEURRVxy7yV6/0spVb3D++h0aB554WMoD+tITMBmhvcIZNq0aYwamggLxsBPj9qOxb2mwJjPIcExjkRoNMSOgsBm3n0NbqD3wNykqntglRUcLuDSdy/li81f8OrvX2XSgElH1pVVlNEjrQfRzaP58f9+RPxksE2llAcsuxV+eQFiRsK+VXaYqHbnwJhP7frdX0PUIAhp6d043aC6e2BaAmtAESERzL1yLncMuYOzup51zLqggCD+MuIvLM1ayoLMBV6KUCnV6BgDB9bDtvfs76UF8Ot0+3NJDnS5Gs54F4a9fnSftmP9InmdjJbA3KQmJbDjlVeU88rKV/i/gf9HYEAgJWUlJDyTQM/onnw98WvPBKqUavwKt9sRLZwtBQ9lQ0AwXLYffv0vrPgzjPwYOl7o7Ug9TktgjdS8TfO4ad5NXP7e5ZSUldAsqBl3Db+LhVsWsnj7Ym+Hp5RqKEVZkPmWHZYJYOsMWPoHyF5oR7oY/BKc/zNIIGyYavtnNYHkdTJaAnOTupTAAJ5a/BR//uLPnNn1TD68/EMAujzdhWEdhzH3yrlujlIp1SiUHoRdnx0dU/DgJrt85AfQ8WIo3m2TWWTPYyef/HU6LL3Jth5se6Z3Ym9gWgJrxO4cdievX/Q6CzMXMu6NcRwqO8QdQ+5g3qZ5rN692tvhKaXc4fB+2DEH9jiGYyreCd9NgC1vQYvuMHAqnLMS4n9v14e1tcM1VU5eFWWw/gk7rFPcuIZ/DY2Q7zX890PXJV5Hq9BWXP/x9fy27zdSB6fy5A9P8vj3jzPj0hneDk8pVVvGwO4vj44nuG85mAroer0dFLfFqXD2EttpOCC4Zsfc9q4dWHfktGMTWxOmVYhuUtcqxMoOlhykRbMWAPzpsz/x3NLn2HjrRrq36e6GCJVSHlNeAnt+hOJd0OUKu2xuDyjMhDZD7EgXcWMgeljd+l+ZCvi0v/353DWNYoinhqJDSfkIZ/J6deWrvLXmLYICgnji+yd4+cKXvRyZUuoE+9bAzk9sKSv3OzvFSLMY6Hy5/UY76iMI7wRB4fU/V9ZcOPATDHurSSWvk9F3ohE6o9MZRIREUFFRwSvLX6H/Gf1JSUnRmZyV8hZTYTsMb3wKyg/bZVvehNV/s03cT7nJJqwLNh2t3mvZq97JKz09nZSUy1g36yp2F4STvrVtPV+If9EE1gh1b9Odqb2nEngwEASyk7LJyclhypQpPp/E7AcyhaSkJE3Kyq3c/r9VvBs2PQ/fXgrvx8D8gbb/1b6Vdn3PP8MlObZKb9DTtgFGSKv6vxAH53xf8cGb6NuuiLdWtGfKXX/Rz0wlmsAaqVkvzeK0FacRUhZCTqscStuVEh4eTlpamrdDqzPnBzInJ4e4uDi/ScrK+9zyv1WQCZtfsdOJABz8xc6NlZdhk9OwN+Gi7XbgW4CwdhAa4/4X45CWlkZ4eHP+MGQHeUXN+H7XKT5/DXA3TWCNVGZmJq1DWzP056GIEbbFbCMiIqL2U4I3IvYDGc64nsX8vudWIiMj9QOp3ML5vzW0axlX9f+1Zv9bFaW28/CPN8DHCTCnKyy5EXbY/pi0GQIXbobfb4Gh/7OD4TaPb5DXA/YaML53Ab1j9vHO2h6UVQT6/DXA3bQRRyPlnCssMiCSrtld2dxuM81zmxPUJQhjjE8O9puZmUlcXBzXJa6kQ4tCvtjcUT+Qyi2c/1uX9c7g9A45LMyMp6LiuP+tQ7mQs8j2p+pypR3VYvkdgLEtBHvdZZ8je9ntA0Mgoqs3Xg4Ap3brxMTE+WTub8FXmR0BKCgo0PkCK9ESWCPlnCssPz+frlldCT4czJYuW9gQu4Gb5t1EeUW5t0OstYSEBFpILl1aHSQ4sIL+cXlu/UDq/TXf4Im/U0JCAoeL8+kftweAwR2yKSgo4ILTw2H5nfBpInwQazsPb3jS7iQBMD4DLt0DI9+HU2+Flr0bTR+rR66No33kIZ77rgtl5ebIfF86X+BRmsAaKedcYbGxsezdtZd+uf0oDSvl0l6X8tKKl7ji/SsoKSvxdpi1kpqaSlK7XQCUlgv9one47QOp99d8g6f+TqmpqfSL3kmzoArKK+C0OPu/ddPZYfDri7Z5e+KjcNYP8LslR3eMSGiczdIP5dKt+B3ymg1le2kPsrOziY2NZdq0aTpfYCUe68gsIqHAN0AzbFXle8aYh6rbp6l3ZK5OWUUZA14cwKGyQ9w06Cbu+eoezux6Jh9f8THNg5t77sRutu/9QRTk/kpmrtCjbRkbu88jefToeh83JSWFnJwcrhucy6rdMWzZH0l+fj6xsbHMnj27/oErt0hJSWF/3m5uGr6L99Z3o7A0pH5/p/xNsOUdyP4ak/sdgqHCQIWBHzvM5YxhgyE4EgJD3f9iPGnZrXbU+XPX2ub4TZi3xkIsAcYaYxKBAcB4ERnqwfP5taCAIKadPY3N+zYTGBDIa79/jbjwOJr50qyqh/fR+vBqOg69hVGX/z/iwgtJPq2dWw6dmZlJl9hA/m/gBn7XbSuA3l9rhDIzMxmSUMJlvTeT3GUnUIu/U0UZ7FkCPz0GBzbaZfvXwk+PQHkxEtIKogYRMPZLggLgjIQCCI31veR1YL1NXqfc3OST18l4rBGHsUW7AsevwY5H4xm3ygf97pTfMf6U8fwj/R/8evuvXJd4HSLC9gPbERHiIxuuhVSd7PwMTDl0uNAOVgqwcz5E9qj3oRMSEujZag0A7SKKAL3h3RglJCQQFbIKgMS4PXz6S5fq/06l+bZp++6vISfdzjwMtkqwZU9ofy5cmgeH98KcbpAw0TbEaBYDWXOODuvkS1beDUER0K/aCiuFh++BiUigiKwCcoAvjTFLTraPqt7Us6Zy8PBB/pH+D0QEYwwps1MY8b8R/LznZ2+HV72sOfYbcfQQe+8hsqdNYG6QmppKouMGftuIQr+54e1vDVNSU1OJCbNJqH/sHgoOHjj6dzLGlqw2vQBbZ9kdJBBW/cVON9LlahgxCy7JhlNutOuDwmznYef/UftzICAQOlwAOz+1TeV9ya4vbNx97/doHzN/4dEEZowpN8YMAOKBwSLS9/htRGSyiGSISEZubq4nw/ELfWL7MPm0ybyw7AU27tmIiPDCeS9QXFrMyFdHsnzncm+H6Fr5YfvB7HDB0Zvm7c5xfKsuqvfhk0eNYlxf23osNryYtrExPn/D2x8bpiQnJ3POGXZw6ohmZQzuHsybj5xDcvBL8FEH+KQXZNx6NIEFhcNFWXDBzzD4P9B5gv0SdLyd8yHiFGhxiv09/kIoPQA53zTQK3ODinJYMQXCE+DU27wdjU9okOY3xpj9wEJgvIt1040xScaYpJgY/cZRE38f83eaBzfnni/vAeC0dqfx3Q3fERYcxpjXx7Boy6KTHqPBv9nnfmOrgzpUmkW2/TlQUWJnna2v/I00q8iDNkMIDjTMenWqTycvONo5N/nUEsKCK/yj43fRTqIDtkBYewCeuPNseoUuh91fQWwyDJ4OF/xqm7U7nawkUn7IDqjb/pyjy9qeae997Zjj/tdwHLd9ln77HxxYBwP/VbcR65sgjyUwEYkRkVaOn8OAs4CNnjpfUxIbHst9I+9j7qa5jJo0iqSkJO67+T6m9ppKx5Yd+etXf6W61qXOb/Y79+4kqn1Uw3yz3zHHXlAqzyIbOwoCm7unGnH3Avt8ymT7XLC5/sf0sszMTLrGBfCPMUs4u9t2wEcbpuz50baqm9fTlrKKdkDJXtthePcCGPEOXLwLRsyAU/4ALbrVri9WdjqUFx+bwILCIe5MW23twebBzs9S3p7d9O7Ssk6fpfT0dK698iL2LLyFjXltSP8t2mPx+htPlsDaAQtFZA2wDHsPbJ4Hz9ekDDw8kJCiEFZEryA2LpacnByeuO8JHjv1MT6+4mNEhApT4XJf5zf71aev5svTvmT1kNXk9MvhgVcfoLi02P2lM2PshaTtWRBUqcl/YDM7T9Ku+fW/yGQvsFUvbR0z1fpBAktISCCuma1W79TS3jdq9A1TSvMhax4s/zMU2qTLvlWQ+QZEdIO+joYJA56w/w+530FgWP06D++ab78cxY4+dnn8hVC4xZZq6umEz8SihbBvFVs+u520y37jk0mLefWir+ndIaBWpWRnAjyrwwqiw8t4Kr0jU+66y6eriRuSxxKYMWaNMWagMaa/MaavMeYfnjpXU/TSf16i629dKWxRyK6YXUeql97875vERcRRWl7KxbMu5snvnzxh38zMTAKjAikMKyQmP4aAigB2dNrBtwnf0vKxlpz/3vksa76MkG4hZOdm1790tn8tFG49tvrQqf05dpbZg7/U/fgV5ZC9yCavsHg7w+1B309gqamptA/fD0DHyIONt2FK8S5YdS98PhTei4L0C+CXF44mjoSJcNleGP0JtDvLLovsbv9e5cWwZ3H9zr9zvk1eQWHHLu9wvn2uZzWiM8mUF2xn4ogSbum/iP6/ng3zBzKx3xo6tDzMd9vbExgAiW1za1VKTktLo2NMEJf3z2LRlvbsLIn3/WriBqRjIfqozMxMEuIS2FayjV2tdhGfF3/MB8dgaBbYjHu+uoe9xXv5f+P+35HxExMSElgbsBaAXjt6EVkcyd7CvUhnIScih53NdrK161a2spURMoLwXfYDVed7SllzALENOI7nrPbZOR8iT63b8fetgNL9EDfOtkALT/CLElhycjI99vWFoiziI/OJjY0hNfUf3r23V14CeUvsfctW/aHjxbb0vGGqbV3a52+2VB099Gj/q8qJxfnFIqIbhMbZBj27F0Dc6LrFU/CbbaF46q0nrgtrZwfkzZoDfe+r2/GxSSYhLpBXLltBZLNS9hSFsmR7FL8c7My63Fg2bjtIZGQkiXF76Bu7lxnL29S4lJyZmcm1ww/TLKiC99bbBig+WU3sJZrAfJRzsN82+W3Y3Xo3BnNM9VJIYAgzLp1BVFgUj3//OHnFefznvP8QGBBIamoql75xKUGlQYQXhpNfkE9JYQnTJk1jypQpdI/rTllIGXta7KFlYUuIoH4fqB1z7IUkLO7EdREJth/YrvnQ8466Hd95/6vtWMcxu/lFAgNoG7YPiqBlaDmz33je9Xvoac4EtftLx8zDxYDY+bA6XgzN20PKgWOrh6tSsNkmrfAudrDcqNNt9S+P1C025/3Tdue4Xh9/Iay+z5YSw+rWaX771s28enUmQQGGOz8/g1/3tqSiwpCdnc20aXczZcoUANbltGZAXC6Fhe1ITa1ZhVNCQgK92nzDvkMhbD1gZ2Rv9NXEjUgjHARM1YRzsN/wnHBKg0rZaXaeUL0UGBDIf877D38742+8tOIlbvnkFowxJCcnE9ojlJjiGHKyc44ZYy0hIYGCggJCykJov689AQTU7wNVtBP2LrMXkqq0O8dWAda1KOHmbAAAIABJREFUOX32AmjV72jz6hbd7Dd9T47t1RCMsaMyRPa0v+evb4BzVsC+1Xbm4TUP2mUisG22TQLd/mBnHr4sD06benS/miQvsAmseUebvMBWI+YttffO6mLnfPuFJbK76/XOauusut9+v++8AnrF7OfZJf35dW8rQI58JiqPWfr9L8FENS/lhcfvqHEpOfXWWxnYbh8rdtik2GiriRspTWA+yvnB6RbYDYCy+DKX/Z5EhEfHPcoz45/hxtNs58+dB3eSVZzFXZfdRUZGBrNnzz6yX+VR8CsqKur/gdrpuHC4uv/ldKQ5/aLaH7/8kC0VxI07uiyimx2xoWRP7Y/ngtc6ExftgLIC6HiZ/f3ABs+da8dc+DbFjtg+fwCs+DNbvnuWpKRBpKSk8E3oP+G8tZD0jGPm4dZ1O8/Bzfbv4xQ3zo7OUpf+Wq6azx+vZR9bpVzX+2DbP+KC7r/w7qoY5v8U4fIzkZyczOzZs3ng2S8BGNy5uMaHTz6tHTERpfx6sKMO2FsHmsB8WHJyMvNmzKNndE/iR8ZX+09/+5DbOb3D6YgIDy2yLcFGdR7l8pjOb5Ru+UDtmGPnVGrZu+ptnM3pd9WhOf2exfZC1va4BAZuqUb0amfifEfCansmBLWwpTF3KNgCm/8HP1x7tOSzb5W9t9X+fDa2vpfzpvdj4qxE4uLakpOTw5/v+pt7XnPBcQksZri9V+asBq6NnG9sdWZV1YdgS4/xF0L2V1BWWMtYM+HHSRA1iLbnvn3yz0SLUyC0be2ScfbXANz0wMwTvkyqk9N7YH5gbJexvLHmDUrLSwkODK5228x9mby68lUCCCC6uev+JsnJye75EJUW2A6q3f9YfTPpwFA7ft3OT8E8W7sm1bsX2OGGYisl4xaOC+TBzbYxQT04uxx0ig1hWPz/b+/Mw6Msz8V9P9lDhqwkARIgAUXZ9yCLhEBR6wL1Jxy7nP6s7bGt1ra2tD1Wa22tra1btc2xbq21x7qhqKhVqxCHPSQgyioQQoCEQBbIAiHre/545yNDmMlMlskkk/e+rlyZ+db3e2fme75nP8z20kF8XtLFoBZvsQRWzFj91xUTYtVe2Puwril42uHPjEjScxQ/BcbdqcsXiXDPsmWo0IFcP6aKw1XN7A/S2laXr7mxBurLWj8f0J/9oDkOP1gHKXkPgsI9B4CkLIbPH4djH8KwL3l37OZ63TsMYO6rzLONZN78Re3vI6KTsU/YtfnXm+/x8Rzd5dmqIGLoEEYDCwCy0rOobaglv8RzK5r0uHRSolMQETL/nunb+omlH2rTYOoSz9t2Npy+dDUkOFpmWEQ5/HW1Bzt2LBcUFhaSkd7A41et47YZO3n6uo959LrdDJNPdPg+PjQxVu+B8EG6EkXMWO9NiPUVcPh1nTxc8r5e1lKvl8VNgml/Ii/pOZa9dDnTr7hFj3ndRn3DPfkpXxn1MSu/nssdl33KQ4s2cv2lBdhsUV2PjKt1ikB0ZvBCnWpx9kTHjnfsPS28PPnfki6H0FhHNKyXfPJTqMyHy57rWFfmpHlQV+zdd0+1aAGWlNVrmmj2NYwACwDmp80HIOeQ55JMJ06f4HDVYW6dfqvv6ycWr9K+ksQ5nrd1Dqf3lsZqHSDi7P8CHbYdmdJ1E6JSfO8LTTywMJe6xhDuWn0ZL3w2mmHR1Tz6pQJYNZLCd27h/l/8wDcmxqrdre3to8fA2VJdwcIVzQ26jt57U+D1QbB+KRQ+r0PMQYe831AO897AXjqRW+/M5sSJMpKTkzlZXsq/n7mZqtcmwHuTuXZcJasPDOK/P5rF5qPJfHPKHn46K48xF3ex20GNGwFmfX6la7w/Vm0hVH/evvnQIihUV60vfufcQ0e7HH4N9v0ZLrlDR1l2hCSHhuqNGbFql/bTWtGzhg5jBFgAMGjAICYmT2RNoecbwLqidQB8dcJXWf/N9djCbOwt71iFL680jpZmfcMYerW+gXjCNhIGju6YH+y4XQcADF544bqBXQylb6yFDV/h5omfsr4wmlten8SnpfE8s2kw1z0znl3x98HAi0mvfpZ/fXsHv77yAGlxtd1Xr9CKQLR8h9b/6j06WrP0I9h+F+z4tV4eFAol70JYPEz8DSzaAEtPwiU/0OtFdI4crWbRwQmR3DR5Hyu+voXfXl3ImcpDMOUR8lLf5N5/pbK5IJTfrZvCE5vSuTytnCev/6RrgSTW5zGwjQCLnwahMR0zIzpXn/eG1MXafFnhuiGG9Z1esnACZ3K+QnXoGF0tpKPEjNVa8wkvHmAsgZ2c1fHzGAAjwAKGBWkL2HBkA/VN9e1ut7ZoLZEhkUwbOo3RCaPZddsuvjbxa4DWzjxhBTXYmg4yenise42jYrN+umwv+rAtQzsYTn98tS5DNGjWhes6mAvmLJR/ePNVnH5jAhxZAZMeQOa9QVTs0HMO/AcffpRxV90DCz/ihufG8a/9I5gx9AQPLNxE4oC67klErS/TPa7aCrDN34TX4mDNItjzkA55By2grtkNC1drX1bibLcPDoWFhUQPjOLOOVu5YcwBPi+P4541M1j89GgY82PmZF3nFMhzgpzSaexM+iNRIWfhgxnsfu9XnTOZ1hbom7uzuRe0YE2e37FAjpL3HA89bsLn2zLkKpAQl2ZE6ztdXXmMR64/TFMzfPWJYOzrO1EhRAQSL/dOAzuRo68hakTHz2MAjAALGLLSszjbdJbNRze3u529yM7sYbMJc+ThRIbqKgmbjmwi/fF0/r797+3ubz29/3fWQV64YTVP3fAZ351bztv/uP9c3pXdbufN//kmjc3CTXe+6P0NbkgHw+lLV0PiXNeVu20jdd6SF8LQOdLw+umK32V+REP1UT6NfwjG3Unm/CxWrFjhMkosKHYMj9qH8+N/zyVYFHfOzaf+THXXElFbmrS/CqDoZf0+aoQOVmk4BZf8EOa/pzWseStb9xPvfs7p6eksvWQXU4aU80TeRH67bgZr90eSlt7q67FCw61rnnTFHXDVNqqC0hh78tcsHbmJoYMTO2YyrSlw709KXqiDS2q9EPzNZ/XDy5Aveu87CovhZNgkjm5+4nzBe6aE3W8v57H/d4i3btrMRfHVPJY7hZqW+M5r0UmZ+lqsWpCusMqfGe2rSxgBFiDMGzGPIAlq1w92su4knx3/zGX4/ITkCcwZNoeb37qZRzc96vYYhYWF2Gw2nsibwIs7RiPAf2UU8fDCj+Ct4ZS8tYSV2f/FlMQj7DiRwKGSk97f4JIztUbljRmxrlTX2nNlPgSnUHrPznRLKH/rsuPcPW8bR6sHcsvKqdz/rOcncCtvbm9xC3/cNJHRCVV8N2Nv5/LmyjaAfTG8ngD5t+ll9ZVaEEsQxEyA+Km63cbQqyDU1vFzAL/81lRumnaYd/cm8/6BVO9z/Qak8N1XL2HlzqHcOKmY3y7cQnxslPcm07Yh9M5Yn6M3WpgVPu+t+RD9kPLseydIja7hS9MUVw/bQuLWq+HNFG6dupXRiaf56GAqd340i7yS5K5p0VZEbHtmxFPbdb+yZOP/6gpGgAUIsRGxTB0ytV0/2PrD61EoMkdcGAptC7Px9lfeZtnYZSz/93LuWn2Xy5YsVqWOwlMxvLJrND/5cC7X/+Myntg2DeJnEF/1Lo9ff4ARcXXkFg/umE8oOIKKkEmUbnvOs3nquOU/8CTAPJsRtUltAP8x7gB5xUncuXoWdTLIqxuYc97cm1uFN/eNZumkcjKHFbnfSSkdgLD/SR2qXbZBL2+u0z6mEV+GIVdCcBRcuweihun1MWO7ngtWe5AJNQ9SE3oxL34+u8O5fvsPFvHXTyfzVP44JiRXMiGp0rubfXMDnDnsXoBFj9Glnjz4wex2O+888z3qm4SvLX/Wa+0+OzubvGO6lNQvMrdx07TDNBPCP3eN58cfLWLZCzN4ausEdpUlAF0s5xQ7Ufv02jMjGv9Xt2DywAKIrLQsHtv8GGcazzAg9MLQYnuRnbDgMDJSMlzuHx4Sfq5+4gPrH2DK4CksG7fsvG1uv/32c7XfbDYbtbW1nD7dyLjrHoF5mWT9dCoLx4dwyaBqcgpTz23njTCw2+3kvlfMzxacZspFNvYd0+YplzfX0tU6NDpuiuuDOeeCeSA9PZ3o5oNEhDRjL0qhqSWY2lrvzYDn5c21NEHOFZD3HR2yHjepdcP6Cth6hxa+dSV62YBUGO7IN0peCIsdaQSrF0Ls+PNNZDFjoehFHWDSGe2rqQ7W3QAiDLzqA/65rOM3aKsG55pDqdwybRejE05i3xfuea7OHNZh420DOCxEtDZS+qHbHCrL1Pv6zcXsPJHA0WOV7r8fbSgsLCQ5OZk/5U6kqSWIrSVJnDob4qhneDdrly8HxOk73YXqM0HB2rTdngZ2PEeXCOtkfUaDxmhgAcSC9AU0tjSy4fAGl+vXFq1lZsrMc34vV1j1E1csW8ENY2+4YL2nSh2pw0ex7kAkr+6+mLom/Xzk7dNsdnY220oH06LgtoxdDE6IdK29KaWf1JOzzkXWXUBYvH4K9kIDu/322xkVo8tO7SmL7lr5rKAQmPOyFq5rrtDVLnY9oNeFxujmjomXQ8ZTcN1+WHIYhjtKRTnftJ0jEC3ORSJ2oi+sUpB3qw76mPWCLqLcCSyTaWlFHUerbYyMKfdurtyF0DuTvFDngrnp35Wd/We+M7eCEXF15Jckd0i7tywHHx4cTs6hVKobwlzWM+y2ck5JmTqFoa70wnUtjbpDudG+uowRYAHE3OFzCQkKcekHq6mvYduxbS7Nh20REZaOXUqQm6CAtg5+5x96V2opFhYWUqMSyd4ykQlJFTz4hY2MTA66UHurPaj7i7nzf+mL8DoSMTMzk5uXjKe6PoxPC2q6dgP77F74aL4jZ+sEFL3SmqAbFKI1rLkv687RAy9yHYTQcFLvb+WAWVjvO2NGPPC0zgsbfw+kXN3x/R043+y3Hwln3ODTPPLww57nyl0SszPt+cGa67lpdA63ZBwi51AK7xcM14fzUrv39L1s7zvdKdrLB6vI12WtjP+ryxgBFkDYwmxkpGS49INtPLKRZtXsMoCjO+nK06zzU/K9H88kYUAdj1yxgUVT24RdW34Sd/4vC6sqvRcMCS0iOm0h+flbvbuBNVZD8bs6efhjpz5ndSU6YnDyg3DpT0E1UnispmNh51auVVsNbOAoHRpf7V0ulpUa8P+vGUPj5tuoDJ8B43/p1b7tYd3sF9/8G2LC68mc7kUYeG2BDtBpz2QWNRxsF10owOorIOcKrh1Xyd/yR/Dopsk0tWjN21vt3idaVnvET4GQKNcCzPLftu0gbegwxgcWYGSlZfH79b+nur6a6PDWG7+9yE5IUAizh832+Rg6W0vR2b+2vSWeW9+YzANXfsb98zdA0aswwuErKl0NkUN1H7H2sI2CI29ov1RQO1/1xmqt1Qxf5n4biyNvwu4/6AogqlnX4kuc3eqXmvlM67ZKcbzoE0ZU/ZXhoRM4kzzsXNh5uzdP5xqIzgSF6mRvLzQwy180NCGM/1l6iPIzofznUw38ctD67rtpJ8zU/8tzPZskax0h9J7C3gcvhEMvtn5m1fvBfg2cLmJP3N08sfZ9oqJqOuWr6rYan94QFKprPLryg1nNQCNc1yI1eI/RwAKMBekLaFbN5ypuWNiL7EwbMo2osCg/jcwzbZ+Sz4alcfjSVwlOnAEbbqTwnVv4j2VLObl3JfbPQ7Cv9ZAsahsFqgnOtJOPA9qkg2q9IYOOmjuxHnbcp02Cpxx+GdWob8Jj74QFq3Uu1sI1roMqRFj+io1DlQO4d9FeEgY0eOe3qd6jtRVXCa7RY7wSYFZqwL2LDhAX0cCDG2fQFBzTva3qYyfoYrxuqlucR9s2Km7YVTkEmmq4ecl47v3ufBrfna5NqgvXMOaL9/esFtVVkuZpf95Zp7Y+zfVQvsH4v7oJo4EFGLNSZxEWHEbOoRyuGX0NAGcaz5BXnMePLvuRn0fnGZdPyc1XcnzVdaRXP8tPpscRN6CJDQURrHzNgyYz0CmUvj0NoWKL/p+Qof1rebfBiXXQfAYQHenYcFJvM3yZd5qag70HjvCgTOPJ69aRmVbMm3tHefbbWE0sXfkgY8bC0ZU6mTc4wu0hCgsLmXpRFNOGlvH89ks5UBmLzdbSva3qg0J1GShr/tyhlJ7Xwe1Xc7fb7dx3/xusvg1+tKCMMYP2UVwRxvExf2Gmo55mj2pRXcXyg5Wtb62CX75Zf3bG/9UtGA0swIgMjWT2sNnn+cE2H91MY0sjmWl95IffluAIbn8xhufyh5MxTAuSfVXDPGsytnZC6VWLroC+93HdaiN8EITHQ1iC9mON+iZcvlIXwP3iVl3RvBOkp6ezp0QoOBnNzJTjgBd+m+o97vunxYzVY6/e5/G8U5K05mkvSvHuvJ0hYSac3KYj69xxtlQ/DLgLoXeQnZ1NU3AMBSejmZhcye7yeL731lQefvKN7h1zT5EwQz9kOJsRj6/RDyZJvvVF9xeMBhaAZKVl8auPf0VlXSXxkfGsLVpLkAQxZ5gXVeF7KYWFh3jtzHiOnx3E8JgaKuoisdnC29coIlMgKOzCahybvqF7j9WX6fcSDLGOfK2wGLj6s24bt+XXW3cwlq9POYw0VHD6dIN7v01jrY6wHHWL6/XOkYhxE9s9b3Tutewvj+J4bTi1tT5qVZ+QAXsfhVOfaW3MFd6E0NOaq/XSjtGMiqvi1d0XQxjdqzX2JMHhkHDZ+YEcx3MgbiqExfpvXAGEzzQwERkmIjkisltEdonID311LsP5LEhfgEJhP6Sf/OxFdiYPnkxMRIyfR9Z5rAjFDUeG8tJOHbzhUaOoO6rzwYpehrVOjQxVsy5DdNlzsGijfj/yGz4Zt+XX21N9McFBsGhcU/tmTyvHy50GFj1aP8F7iETMnDmWyaln2F423Lf+IudADnd4E0JP62ecWzyYF3deQlNLkG+0xp4kKVOXjWqo0nU5KzYb/1c34ksTYhOwXCk1FrgM+J6ItNNX3tBdZKRkMCB0ADmHcqhvqmfz0c3MG963TRYdyi/b9wSsGgVvpWnzVV0JBA/QpjeA2f8Ls57XQsuqiOEcwNHNZGZm8oenP4TIFL5//bD2hUi1mxB6i+AILQg8BXKUvIvQwrIfveDbVvVRI3Rn5/b8YLUFWuh6qLrelRzCXkvSPP29K1uvS4a1NBr/VzfiMwGmlDqmlNrmeF0D7AFSfHU+QythwWHMHT6XNYVryCvJ42zT2b7r/3LgKo/n8YfuJXNkBeR/H94dp4vegjbdxE6AaY/DiK9CUATM/qfroIiKXG1mdC755AtEdE+qYx9oJ747qnbr4Ij2tJXoMZ5zwY6u0iZUd6W2ugsRLfzbi0SsKYABw8HRAcEdPZ6r1RMMukx/nifWOvxfIbrMlKFb6BEfmIikAVMAL+JtDd1BVloWP1/9c1bsWgHA5cM7F4TQmzgXgVaRB1u+A8eWwDGltauky3WrkcghMOpb+g9APa7rB9aXQ0TihQetyIW4ya5bsnQ3KYth/1+0H8RdJfWq3TrXq728tZixumJ/S6Prnl/NZ7WgHHlTz7SqT8iA4rf1/Lvy7bRXhb4NfSrK0BtCBuj5sQI5EjI63UXAcCE+j0IUERvwOnCHUqraxfpvi0i+iOSXlZX5ejj9htiT+kby501/JvpsNDvzXNeX69U01emk5U/vhn/PhoK/6eXhibqu4IRfw6L1Ohcr632IGXPhMZxD6dvS0qRzwHxoPjyP5CwIscHRt9xv014EokXMWC283FUZKV2to/5SlnR+rB3Bmr+KPNfraws8RiAGMofr0mgu20JTWS6vra/0vj+ewSM+FWAiEooWXv9USq10tY1S6mml1HSl1PTERBdPyIYOY7fbeea+ZwhuCkYFK2zlNu97cvUGmhtg9QJ4LRbWfEFXvgBdmgfAlgZfyIEJ90DinPZNU+2F0lft0jf6nhJgweG6M3Dx263+OGeaz+qbfdsaiG2x1rszIxav0oIyeX6Xhus1CTP0f1dmxMZqrf16qYEFGna7nQefzyU4SBESBOv3h/at32Ivx5dRiAL8FdijlHLfIdHQ7WRnZ2MbYCOhVvc2Glw/2PueXD1JS7PWgHY/CDlXwfob9fLgMIhIhkt+AJnvag3rio0w4saOnyMqTf93pYFZgQeDekiAgfaD1ZVA5dYL11Xv04LNkwYWfan+7yqQQ7Vo/9eQq3rGLArabBh9qetAjnMh9G46MQc42dnZHKhKorlFaGgO4khdau/8LfZRfOkDmwN8HdghItsdy+5SSv3Lh+c00JpPk1SVRHl0OQk1CYTaQv2fT+Pc52n7XbD/Cd2VFvRNO8Up4GDOS91zzpBIHczgUoDl6jD7ntQOhl6tg0mOrmrVXCwsjcqTBhZq00ERrgRYRb6OvEztIfOhRcJM7Zdr28vLyxD6QMX6Le4pj6O+KZiG5uCudXs2nIfPBJhSaj3QAx5kQ1uspoMjgkaQfCqZ8KZwqjvQoLHbUApqDujoq+NroHwjXPu5dmxHDtGNHJMXaFNX5GDfjWOgm7Yq5bnaqd4TgQ4W4Qk6Cq14FUz6zfnrqnZr4RY92vNxYsa6NiEWr9KJ2UM73zKlUyRk6HYtp4u0idfCmvd+6gOzfou/WTsDq8F5n89t60WYUlIBiJVPU1NdQ3h9eM/m01i/0uJ34K3h8M5oyPuuzoFJymrVuC75Psx8GtK+7FvhBfrpv60PrLFG+8B6yv/lTMoSXbmits1TeNVuPdZ2ahyeI2asTnpu60s7+pYWkOHx3Tdeb7DMsG39YDUFukxXaPSF+/QDnBuAnm4IDozctl6EEWABSI/m09Qdh0MvQ+63YdVFcPRNvXxAKgyaDTOehGv3wZeOwOx/+KeFum2UNqs1nW5dVrkVUD3r/7JIcfQPK377/OXVezybDy2ix0BzndZ4LGoP6urnPW0+BN0eJDjiQj9YB0LoA5GAzG3rRZhaiAGKz/NpzpbB6iytxYAOa0/KhLA4/T5uMsx9xXfn7wjWDbT2oE5whlZNISGj58cTfbEWQEdX6UAV0CH9NftahZsnrECPqt2tlfaPOgRiyuLuHa83BIXqGn9tNbDaAt0Xqx8TcLltvQijgRk6R/ggiBkPk/8AV+bBDRWQ+VbPhW53hIEuQunLc7VgC0/wz5hSl+jk1oZT+n1tgc7t8hSBaBHjVNTXovgtvb+//E0JGVqztSrTNzfoXmz91P9l8D1GgBk6hwjMfRnG/gwSpkNQsL9H5B6bi2Tmilz/+L8sUhbrZpsl7+n3liDy1oQYFgcRg1sDORpO6nJFPZW87IqEmTqX7dQO/f50kfbR9WMTosG3GAFmCHzC4yE0trWtypmjOhfLH/4vi4QMXQS3eJV+f06AXer9MWLGtu5X8p6uqp/qB/OhRdtAjn4eQm/wPUaAGfoHzqH05zow+1GABQXD0Gt1X7LmBq1JRY3oWJ08K5ReKR19GJHsH5+eRVSaLvNlzW8/D6E3+B4jwAz9A+dQ+vJcR9DBZP+OKXWJLrVUtlZrUt6aDy2ix+j9Tx/SGljKda4r7vcUVmV6qzdYTYEutBzh4zQJQ7/FCDBD/8A2St/oW5q0iSu2hyrQt8fgL+jQ8yNv6JwubwM4LKzt9/8Fmmr8E33YloQMfS0NVY4Q+pE9myhu6FcYAWboHwwcpYMmTh+Cynz/+r8sQgbA4EVQ+L86p6vTAuxJCI6EwQu7f4wdZdBMQEFlXr+vQm/wPUaAGfoHViBB8ds6odmf/i8nPj99qdaegLsffKFDVcrtm3dT0xAGTTVsORKHfYObdiY9ieWDK8/VQTMmgMPgQ4wAM/QPrBvpIUeR4F4gwOx2O9///Qe0OKpvbT9Y73WrDbvdzvKf/ITCCl12KmdfL2mZExYL0ZfooJLmOiPADD7FCDBD/2BACgSFa9NWWBwMvMjfIyI7O5t6iWVfRSwVZ8IJikjwutVGdnY2UVFRlJyOpUXBzpMjek+bjvgMPc9gBJjBpxgBZugX2Neu42iVbny5/UgY9rVr/Twi3WrDZrPxl/wJPJ47CcDrVhvWvq/vGcUfNkzl1NnwXtOmY//J1kLC37/rMf9rhYaAxQgwQ8Bjt9tZvnw5hytDAdh+NLxXmNvS09Opra3l4MkYPilNArxvtWHtW1obxcYjQzu0ry+x2+3c98QHADS3wK6i2l4x14bAxAgwQ8BjmdsqzuqWHodqknuFuc1qtVFdXU1LS0uHWm10ZV9fkp2dTcmZQTQ0B1F+JpIoW2yvmGtDYGIEmCHgscxtBSdjONsUzL6KuF5hbutKq43e2qajsLCQiAHR7DoRT8HJGMB7s6jB0FFMOxVDwGN1xV1TmEpeSRI1DWHU+qNDtQu60mqjN7bpsOb6d+unmw7EBp9jNDBDwGOZ26qqazhVF9przG2BiDXXJyrPUNcYZOba4FOMADMEPL3V3BaImLk29CSiLD2/FzB9+nSVn5/v72F0ChHoRVNpMBgMAYGIbFVKTXe1zmhgBoPBYOiTGAFmMBgMhj6JzwSYiPxNRE6IyE5fncNgMBgM/RdfamB/B67y4fENBoPB0I/xmQBTSq0FKn11fIPBYDD0b/zuAxORb4tIvojkl5WV+Xs4BoPBYOgj+F2AKaWeVkpNV0pNT0xM9PdwDAaDwdBH8LsAMxgMBoOhM/SqWohbt24tF5GiLh5mEFDeHePpKCL+OGuP4bd5DWDMnHY/Zk67H3/P6Qh3K3xWiUNEXgLmoy/+OHCvUuqvPjnZ+efNd5e1beg8Zl67HzOn3Y+Z0+6nN8+pzzQwpdRXfHVsg8FgMBiMD8xgMBgMfZJAFGBP+3sAAYqZ1+7HzGn3Y+a0++m1c9qrqtEbDAaDweAtgaiBGQwGg6Ef0OsFmIhcJSKfi8gBEbnTxfpwEXnFsT5XRNKc1v3csfxzEbnS22MGOj6a037Xegw8AAAGVUlEQVRdvLm751REholIjojsFpFdIvLDnrua3oEP5jRCRLaIyKeOOf11z11N78EXv3/HumAR+URE3vH9VThQSvXaPyAYKABGAmHAp8DYNtvcBjzpeP1l4BXH67GO7cOBdMdxgr05ZiD/+WJOHevmAVOBnf6+xkCYU2AIMNWxzUBgn/mednlOBbA5tgkFcoHL/H2tfX1enfb7MfAi8E5PXU9v18AygANKqYNKqQbgZWBJm22WAM87Xr8GLBQRcSx/WSlVr5QqBA44jufNMQMZX8wpqn8Xb+72OVVKHVNKbQNQStUAe4CUHriW3oIv5lQppWod24c6/vpbEIBPfv8ikgpcAzzbA9dwjt4uwFKAI07vj3Lhj/jcNkqpJqAKSGhnX2+OGcj4Yk77Oz6dU4cJZwpaY+gv+GROHWau7cAJ4EOlVH+aU/Ddd/Ux4GdAS/cP2T29XYAZDP0aEbEBrwN3KKWq/T2evo5SqlkpNRlIBTJEZLy/x9TXEZFrgRNKqa09fe7eLsCKgWFO71Mdy1xuIyIhQAxQ0c6+3hwzkPHFnPZ3fDKnIhKKFl7/VEqt9MnIey8+/Z4qpU4BOfS/pru+mNc5wGIROYQ2SS4QkRd8MfgL8LdT0YPDMQQ4iHYYWg7HcW22+R7nOxxfdbwex/kOx4NoB6bHYwbyny/m1Gm/NPpnEIcvvqcC/AN4zN/XF0BzmgjEOraJBNYB1/r7Wvv6vLbZdz49GMTh9wn1YsKvRkdgFQB3O5bdByx2vI4AVqAdiluAkU773u3Y73Pgi+0dsz/9+WhOXwKOAY1o2/i3/H2dfXlOgbnoAIPPgO2Ov6v9fZ19fE4nAp845nQn8Et/X2MgzGubY/eoADOVOAwGg8HQJ+ntPjCDwWAwGFxiBJjBYDAY+iRGgBkMBoOhT2IEmMFgMBj6JEaAGQwGg6FPYgSYod8iIn8UkTuc3n8gIs86vX9ERH7sn9F5j4h8Q0SyfXTsv4vIUl8c22DoKkaAGfozG4DZACISBAxCJ2tazAY2+mFcPYqIBPt7DAZDZzACzNCf2QjMcrweh05urRGROBEJB8YA20TklyKSJyI7ReRp0VwqIlusA4lImojscLyeJiJ2Ednq0OqGOJZ/LCJ/cPSk2icilzuWn6dBicg7IjLf8bpWRB5y9K/6SEQyHMc5KCKLna5lmGP5fhG51+lY/+k433YRecoSVo7jPiIinzrNQbuIyG8cGpkReIZegRFghn6LUqoEaBKR4WhtaxO64vssYDqwQ+mWE9lKqRlKqfHoEkTXKqX2AmEiku443I3AK476hX8GliqlpgF/A37rdNoQpVQGcAdwL56JAtYopcYBNcD9wCLgenT1BIsM4AZ0tYllIjJdRMY4xjVH6QK2zcDXnI6bq5SapJRa72kQIvIQuhTTzUqpZi/GbTD4nBB/D8Bg8DMb0cJrNvAouj3EbHQLiQ2ObbJE5GfAACAe2AW8DbyKFhC/d/y/EbgEGA98qFsoEYwusWVhFeXdiq4d6YkG4H3H6x1AvVKq0aHtOe//oVKqAkBEVqJLUTUB04A8x1gi0W1EQAuz1704P8A9aGH3bS+3Nxh6BCPADP0dyw82AW1CPAIsB6qB50QkAngCmK6UOiIiv0LXigN4BVjhEBhKKbVfRCYAu5RS7sxy9Y7/zbT+/po43xoS4fS6UbXWe2ux9ldKtTgqhVu0rQmn0AWBn1dK/dzFOM52QJPKA6aJSLxSqr82LTX0QowJ0dDf2QhcC1Qq3SuqEohFmxE30ipMyh29uc5F5CmlCtCC6B60MANd5DRRRGaBbokiIs6BIa44BEwWkSARGYajy20HWSQi8SISCXwJLZhXA0tFJMkxlngRGeFqZxF5QESud3Ps99Fa5rsiMrATYzMYfILRwAz9nR3o6MMX2yyzKaXKAUTkGbR2VorWRpx5BXgI3V4CpVSDI+z8TyISg/6NPYY2O7pjA1AI7Ab2ANs6cR1b0CbBVOAFpVS+Y+y/AP7tiLJsRLfKKHKx/wRglbuDK6VWOITXKhG5WilV14kxGgzdiqlGbzAYEJEPlFJX+nscBkNHMALMYDAYDH0S4wMzGAwGQ5/ECDCDwWAw9EmMADMYDAZDn8QIMIPBYDD0SYwAMxgMBkOfxAgwg8FgMPRJjAAzGAwGQ5/k/wCRwGXS4WoHZwAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"Regional slope: -11357.650\n",
"Residual slope: -2321.730\n",
"Cut-off Frequency: 0.00033\n",
"Calculated window: 13 \n",
"\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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I0qVLGe2qNFoLHiuBiUhfbPAaAsQBl4tIV0+ll5iYyDOvvw7Ag7ffrsFLKaWAAQMG0L9/f9555x3mzp3LG2+8QVxcHH369OHDDz8EYPbs2Tz//PP079+fH3744WR1YHnTp0+nrKyMfv36MWXKFN58883TSl5niouLY8CAAfTs2ZMbbriB4cOH1/m1iTGmzk8KICKTgPHGmNsd7x8FjhtjnqnomISEBFOrvgFHj0JEBDz7LLiow/UEEfDQR6iUqoe2bt1Kr169fJ2NaiksLCQkJAQRYd68ebzzzjsng5s3ufrsRGStMSbB1f6erELcDDwlIlHAMeAy4KzoJCLTgGkAHTp0qF2K4eHQuDHk5NTuPEop1YCsXbuWpKQkjDE0b96cf/7zn77Okls8FsCMMVtF5GngM6AASANKXew3B5gDtgRWq0RFICoKDh2q1WmUUqohGTlyJBs2bPB1NqrNo60QjTFvGGMGGWNGAYeBHZ5MD4DISC2BKaVUA+DpVojRxphMEekAXAMM82R6gC2BaQBTSim/5+mOzAsdz8CKgV8bY2o2omR1REWBjsChlFJ+z6MBzBgz0pPndykyEupglGOllFLnNr8YieM02ohDKdXA1cV0Kqmpqdxzzz0ut3Xq1Ins7Owa5e3xxx/nueeeq9GxZ/K/ABYZCceO2ZdSSjVAdTGdSkJCAi+99JIHcld3/C+ARUXZpTbkUEopt6ZTmT9/Pn379iUuLo5Ro0YBsGLFCi6//HIAcnJyuPjii+nTpw933HEHzgEwyk+3AvDcc8/x+OOPA/Daa68xePBg4uLi+MUvfkFhYWGdX5v/BbDISLvUakSlVAPn7nQqf/7zn/nPf/7Dhg0bWLx48Vnn+dOf/sSIESP4/vvvufrqq9m9e3eVaV9zzTWsWbOGDRs20KtXL9544426vTj8ZDqV02gJTCl1Dhn95uiz1k3uM5npg6dTWFzIZXPPnk5lavxUpsZPJbswm2vfO306lRVTV1SZZnWnUxk+fDhTp05l8uTJXHPNNWedb+XKlSxatAiACRMm0KJFiyrzsHnzZh555BFyc3PJz8/nkksuqfKY6vK/EpgzgGkJTCnVQFV3OpVXX32VJ598kj179jBo0CBy3CwANG7cmLKyspPvy0+XMnXqVJKTk9m0aRMzZ86s86lUwB9LYM4qRC2BKaXOAZWVmEIDQyvd3jK0pVslrgrP7+Z0Krt27WLo0KEMHTqUpUuXnpxR2WnUqFG8/fbbPPLIIyxdupTDhw8DEBMTQ2ZmJjk5OYSHh/Pxxx8zfvx4AI4ePUqbNm0oLi5m7ty5tGvXrsbXUREtgSmllB9zZzqV+++/n379+tG3b18uuOAC4uLiTjvHzJkzWblyJX369GHRokUnB14PDAzkscceY8iQIVx00UX07Nnz5DFPPPEEQ4cOZfjw4aetr0sem06lJmo9nYpTSAgkJdlpVTxMp1NRSpVXH6dTOVdUdzoV/yuBgY6HqJRSDYB/BrDISK1CVEopP+efAUxLYEop5ff8N4BpCUwppfyafwYwndRSKaX8nn8GMGcJTJsHKqWU3/LPABYZCcXFkJ/v65wopZTXiQgzZsw4+b78ILsVefXVV3nrrbc8nLO65Z8BTMdDVEo1YE2aNGHRokXVmrPrrrvu4pZbbvFgruqefwcwbcihlGqAGjduzLRp03jhhRfO2paRkcHYsWPp378/F1544cmR5ctPNPnSSy/Ru3dv+vfvz3XXXQdAQUEBt912G0OGDGHAgAEnR/HwJf8MYDoeolKqgfv1r3/N3LlzOXLkyGnrf/Ob33DrrbeyceNGbrzxRpezLv/1r39l/fr1bNy4kVdffRWAp556irFjx/Ldd9+xfPly7r//fgoKCrxyLRXxv8F8QUtgSqlzx+ejz17XYTJ0nw4lhbDi7OlU6DzVvoqy4avTp1Nh3Aq3ko2IiOCWW27hpZdeIiQk5OT6VatWnZwa5eabb+aBBx4469j+/ftz4403ctVVV3HVVVcB8Nlnn7F48eKTpbSioiJ2797t02GztASmlFJ+6re//S1vvPFGtUtKS5Ys4de//jXr1q1j8ODBlJSUYIxh4cKFJ6di8XXwAg+XwETkPuAOwACbgF8aY+p+UpgzaQBTSp0rKisxNQ6tfHtwS7dLXK5ERkYyefJk3njjDW677TYALrjgAubNm8fNN9/M3LlzGTly5GnHlJWVsWfPHsaMGcOIESOYN2/eyQkpX375ZV5++WVEhPXr1zNgwIAa560ueKwEJiLtgHuABGNMXyAAuM5T6Z0mKAjCw7UKUSnV4M2YMeO01ogvv/wy//rXv+jfvz///ve/efHFF0/bv7S0lJtuuol+/foxYMAA7rnnHpo3b86jjz5KcXEx/fv3p0+fPjz66KPevpSzePoZWGMgRESKgVBgv4fTO0XHQ1RKNVD55frAxsTEUFhYePJ9x44d+eKLL846pnw/sa+++uqs7SEhIfzjH/+o24zWksdKYMaYfcBzwG7gZ+CIMeYzT6UHwNatcNttsGePjoeolFJ+zpNViC2AK4FYoC0QJiI3udhvmoikikhqVlZW7RI9cQL+9S9YsULHQ1RKKT/nyVaI44B0Y0yWMaYYWARccOZOxpg5xpgEY0xCq1atapdiv37QvDmsXKklMKWU8nOeDGC7gWEiEioiAlwIbPVgetCoEYwcCSkpWgJTSik/58lnYKuBBcA6bBP6RsAcT6V3UmIi7NxpWyIePgxlZR5PUimllPd5tBWiMWYmMNOTaZxl1Cjo2hVEbPA6cgRatPBqFpRSSnme/43EMXiwLYE5O9hpNaJSqgE6cOAA1113HV26dGHQoEFcdtll7Nixo8L9Z8+efVpze3fdf//99OnTh/vvv5+srCyGDh3KgAED+PLLL2uTfbf451iIcGo0Dm3IoZRqYIwxXH311dx6663MmzcPgA0bNnDw4EG6d+/u8pjZs2dz0003ERoaWq205syZw6FDhwgICGDevHn069eP119/vdbX4A7/K4EBLFgAN99sf9YSmFKqgVm+fDmBgYHcddddJ9fFxcVRWlrK5ZdffnJdUlISb775Ji+99BL79+9nzJgxjBkz5qzzGWO4//776du3L/369ePdd98FYOLEieTn5zNo0CCefvppHnjgAT788EPi4+M5duyYx6/TP0tgrVtDbq79WUtgSqkGZvPmzQwaNMjt/e+55x6ef/55li9fTsuWLc/avmjRItLS0tiwYQPZ2dkMHjyYUaNGsXjxYsLDw0lLSwPsqB+pqakkJyfX2bVUxj9LYIMHQ3Cw/VlLYEopVStfffUV119/PQEBAcTExJCYmMiaNWt8nS0/DWBNmsDQofZnDWBKKR8SqftXVfr06cPatWvPWt+4cWPKynUtKipyPTnI+++/T3x8PPHx8aSmptb42j3NPwMYwOjRdvnzzz7NhlKqYTOm7l9VGTt2LMePH2fOnFNdbzdu3Igxhi1btnD8+HFyc3NZtmzZye1Nmzbl6NGjAFx99dUn5/1KSEhg5MiRvPvuu5SWlpKVlcXKlSsZMmRInX9W1eW/AWzCBGjWDGo7vqJSStUzIsL777/P559/TpcuXejTpw8PP/wwrVu3ZvLkyfTt25fJkyefNp/XtGnTGD9+vMtGHFdffTX9+/cnLi6OsWPH8swzz9C6dWtvXpJLYtwJ516SkJBg6rS4OnSo7cT86ad1d84ziLj3jUgp1TBs3brV5zMV11euPjsRWWuMSXC1v/+WwMAO7Ltnj69zoZRSygP8O4Dt2wdbtkBBga9zopRSqo75dwDr0sUuV63ybT6UUkrVOf8OYH362OXy5b7Nh1KqQTmX2hbUFzX5zPw7gLVpY5cawJRSXhIcHExOTo4GsWowxpCTk0OwcwAKN/nnUFJOUVF2uXYtFBWdGp1DKaU8pH379uzdu5cs7cJTLcHBwbRv375axzSMAPb889DYvy9VKXVuCAwMJDY21tfZaBD8uwrROaVKhw4awJRSys/4dwBzlsC+/Ra8ND+NUkop7/DvAOYsgaWkwL33QnGxb/OjlFKqzvh3AGvWDAICIDoaCgttYw6llFJ+wb8DmIgthTVtat+vXOnb/CillKoz/h3AwAawY8egZ09blaiUUsoveCyAiUgPEUkr98oTkd96Kr0KRUXBoUMwahR8/70OHa+UUn7CYwHMGLPdGBNvjIkHBgGFwPueSq9CkZF2VuZnn4Vdu9ybzlQppdQ5z1tViBcCu4wxP3kpvVOiomwAi4iwDTqUUkr5BW8FsOuAd7yU1ukiI20VIsCf/wz33eeTbCillKpbHg9gIhIETATmV7B9moikikiqR8YOi4qy84EdPw4ZGfDvf0NZWd2no5RSyqu8UQK7FFhnjDnoaqMxZo4xJsEYk9CqVau6T905GsehQ5CYaKsTt2yp+3SUUkp5lTcC2PX4qvoQTo3GkZNjWyKC9gdTSik/4NEAJiJhwEXAIk+mUylnCSwnBzp1gvbttT+YUkr5AY8O0W6MKQCiPJlGlZwlsEOHbBP6KVOgtNSnWVJKKVV7/j/HSPkSGMBzz/kuL0oppepMwxhKCk41pQc7GkdhoW/yo5RSqk74fwALC4OgoFMlMIBBg+Cuu3yXJ6WUUrXm/wFM5NR4iE5dumhDDqWUquf8P4DBqfEQnRITYfdu+Mn7I1sppZSqGw0jgDnHQ3Ry9gfTUphSStVbDSOAlR8PEaBvX2jRQjs0K6VUPeb/zejBlsBWrz71vlEj+OtfbcdmpZRS9VLDCGDOEpgxp+YDmzbNt3lSSilVKw2jCjEqyo5GX77vV1kZpKbCtm2+y5dSSqkaazgBDE5/DlZWBmPHwosv+iZPSimlaqVhBLDyI9I7NW4Mw4drQw6llKqnGkYAO3M8RKfERDs3mCcm0lRKKeVRDSOAuRoPEU71B/vyS+/mRymlVK01jABWUQksIQFCQrRDs1JK1UMNpxk9nF0CCwqywatXL+/nSSmlVK00jAAWHAyhoWeXwAAGD/Z+fpRSStVaw6hChLPHQ3TKzYXHHoNVq7yfJ6WUUjXWMEpgcPZ4iE5NmsDTT0NREZx/vvfzpZRSqka0BBYSAkOGaH8wpZSqZxpOAKuoBAa2OX1qKuTnezdPSimlaqzhBLCKSmBgOzSXlupzMKWUqkc8GsBEpLmILBCRbSKyVUR895ApKurUiPRnOv98aN4c9u71fr6UUkrViKcbcbwIfGqMuVZEgoBQD6dXschIW8rKy4NmzU7f1rQpZGdDQIBv8qaUUqraPFYCE5FmwCjgDQBjzAljTK6n0qtSRaNxOGnwUkqpesWTVYixQBbwLxFZLyKvi0iYB9OrXEWjcTht2QIDBmhrRKWUqic8GcAaAwOBvxtjBgAFwENn7iQi00QkVURSszw5KnxVJbC2bWHDBlixwnN5UEopVWc8GcD2AnuNMasd7xdgA9ppjDFzjDEJxpiEVq1aeS43VZXAmjeHuDgtgSmlVD3hsQBmjDkA7BGRHo5VFwJbPJVeVb7Zvh2AZx58kEmTJpHiagT6UaPgm2/gxAkv504ppfxDSkoKkyZNIiEhoeJ7bR3xdD+w3wBzRWQjEA/8j4fTcyklJYX7nngCgLbBwWRmZjJjxoyzP9jERDh2zHZqVkopVS0pKSnMmDGDzMxMYmJiKr7X1hGPBjBjTJqjerC/MeYqY8xhT6ZXkeTkZILDwylo3JiI4mIiIiIICwsjOTn59B1HjoTJk+34iEoppaolOTmZsLAwIpuHMaLjASIimrq+19aRBjESR3p6OuHh4eQEB9Pr8GHEGMLDw0lPTz99x1at4N13YdAg32RUKaXqMee99pqeP/LwiHX0annY9b22jjSIABYbG0t+fj4Lu3Sh25EjXLR7N/n5+cTGxro+YM8e2+lZKaWU22JjY2kqWUzus5Ovd7dma3Zk5ffaWmoQASwpKYmCggI+iIhgU2Qkt27dSmBuLklJSWfv/P770KEDpKV5P6NKKVWPJf361yQN205pmfCP1F7k5eVRUFDg+l5bBxpEAEtMTGTWrFlEx8TwROvWhJaW8u927UhMTDx75yFD7FKb0yulVLUkdjnMiM55zN/ehy0ZeURHRzNr1izX99o6IMbV4LY+kpCQYLNmeT8AACAASURBVFK90QLwoYfsJJZffgkjRpy9vWtX6NsXPvigylOJuB4fWCmlGpTifFjSC4IiYfxaaFQ3Q+2KyFpjTIKrbW6nICIJwEigLXAM2Az811ctC2vl0Udh3jy4+25Ytw4CA0/fnphog1dZGTRqEIVUpZSqnc1/gsK9MPzdOgteVany7iwivxSRdcDDQAiwHcgERgCfi8j/ikgHz2azjoWFwUsvwebNMHv22dtHjbIjdnz/vffzppRS9U3uJtj2AnS5HVpd4LVk3QmTocBwY8wxVxtFJB7oBuyuy4x53MSJ9vX44zBlim244XTJJfB//wfnneez7CmlVL1gymDN3RDUHOKf9mrSVZbAjDGvVBS8HNvTjDHL6jZbXvLii/YB1r33nr6+dWu48UY7PqJSSqmK/fgmZH0N8c9AkyivJu32Ax4ReUZEIkQkUESWiUiWiNzkycx5XKdO8Nhj9nnXxx+fvi0jA+bM0RYaSilVkeM5kPYAtBoOnad6PfnqtFC42BiTB1wOZABdgfs9kSmv+t3vKOjUicwpUxg+cOCpwSc//xx+9SvYscPXOVRKqXOKc8De9x/vSemxQ6TK7SDeb/BWnRSdz8smAPONMUc8kB+vS1m1ivuCgoguLOSevLyTg09+Fxzs2MFzIykrpVR94xywt5Xs5Op+2by3qR13PfSKR0edr0h1AtjHIrINGAQsE5FWQJFnsuU9ycnJbG/dmmXt23PNjz8yqLSUsLAwnv3gA/ssTDs0K6XUScnJybRq3oSHxuwiqyCYRTv6enTA3sq4HcCMMQ8BFwAJxphi7AzLV3oqY97iHHzyn717kxMSwmNr1tC1USPSMzJsc/qUFH0OppRSDrt/+pGnLt1Bu6YFvLg6jqKSxh4dsLcy1WnEEQxMBeaLyELgV0Cuh/LlNc6BfvOCgnh8yBAaGcPM1avp17at7dC8b599KaVUQ2cMf7n6EAPbZJO8ph8bDrYC8OiAvZWpThXiW0Af4GUgGegN/NsTmfIm50C/eXl57AkN5Q+9exNTVMTs9HS49lrbobl9e19nUymlfG/zE4ztmMGcVW1YlNacsrIyjw/YW5nqBLC+xpjbjTHLHa87sQGtXjs50G90NAcPHuRgt27seuwxmm3eDElJEBHh6ywqpZTv/fi/sGkmxN5Kj1+8ffKe6ekBeytTnQGr1onIMGPMtwAiMhTwwsi7npeYmHj2h9+0Kfz+93D8uO3Q/L//65vMKaWUrx34HFbfAa3HwZA5JAYEkTh6tK9zVXUAE5FNgAECgW9EZLfjfUdgm2ez50O/+53tzOxoWfOrnBzWHjhAbGwsSUlJPvm2oZRS3pCSkkJycjLp6ekkxrXg6XHf0LhZLxixAAKCfJ29k9ypQrwcuAIYD8QCicBox8+XeixnviYCs2dzOC4OgDFpacTExJzsJ+aLPg9KKeVpzn5emZmZ9O4UwYNDV5KTV8yq4EchqJmvs3cad8ZC/OnMF5CNnVrlbx7PoS8FBPCbTp0oBSbt20fPI0eIiIjwWZ8HpZTytOTkZMLCwoiJDOFPY1IJb1LGw5/24/m/v+frrJ2lOs3og0TkahGZD/wMXAi8WsUxGSKySUTSRKRePi/btncvm6KiMCIkbdwIxvisz4NSSnmas2/stb130aHZUf761SAOnmh9Tt7z3HkGdjFwPXAxsBzbnH6wMeaXbqYxxhiTXfMs+lZsbCwrc3NpWVRE7NGjdM/NJTUgwCd9HpRSytNiY2PJyTrIuM57WPtzNOsPtCI/P++cvOe5UwL7FOgMjDDG3GSM+Qgo82y2zh1JSUm81bw5d8TFcSwggDG7dvmsz4NSSnlaUlISA2L2ExlynE93nufTfl5VcSeADQRWYWdf/q+I3A4EuHl+A3wmImtFZFpNM+lLzn5iTdu25bNmzRiXlcXsJ57QVohKKb+UmJjIH6ZEc+hYMEvWG5/286pKlVWIxpg0IA14SEQuwFYnBorIUuB9Y8ycSg4fYYzZJyLRwH9FZJsx5rTRcR2BbRpAh/KzIp9DEhMTSVywAKKj4dAhRuzd6+ssKaWUZxTuJer4akh4iNVrnvJ1bipVrQlcjDHfGGN+A7QHXgCGVbH/PscyE3gfGOJinznGmARjTEKrVq2qkx3vio6G7duhVy947TVf50YppTzjxzfBlEGX232dkypVGcBEpNOZ64wxZcaYz4wxt4l11mCBIhImIk2dP2MbgWyufZZ9ZNQoOyr98OGwZg1s2ODrHCmlVN0yZbDrDYi5EMI7+zo3VXKnBPasiCwUkVtEpI+IRItIBxEZKyJ/Br4Gerk4Lgb4SkQ2AN8BS4wxn9Zh3r1r6FAICoImTezr9dd9nSOllKpbB5ZBQQZ0vdPXOXGLGDfmuhKR3sCNwHCgDXAM2AosARYYY+pkYsuEhASTmnoOdxcbNQqKiqBrV1i6FPbvR0JDdLowpZR/+GoyHPwCrtoHAU18nRsARGStMSbB1Ta3BvM1xmwB/linuaqP7r4bsrKgXz945x1YuBC4yde5Ukqp2ivKgr0fQLekcyZ4VaU6o9HjaIXYqfxxxpi36jhP567rr7fLsjLo0sVRjagBTCnlB9LfgrJi6HqHr3PiNrcDmIj8G+iCbVJf6lhtsCNzNBwHD9pS2B13wMMP+zo3SilVe8bArteg5QXQrLevc+O26pTAEoDexp2HZv7syiuhcWOYPx8eeeRUKFdKqfoq62vI2w7D/uXrnFRLdfqBbQZaeyoj9caoUfDdd3aSyyuusOtOnPBtnpRSqjZ2vQaBEdBhkq9zUi3VCWAtgS0i8h8RWex8eSpj56zERCguhm+/tdWIAB995Ns8KaVUTZ3Ihd3zoeMN0DjM17mplupUIT7uqUzUK8OH28kuV660VYhgG3P84he+zZdSStVExttQeqxeNd5wcqsfmLec8/3AnAYOtFWIX3yBCBhpBOnp0LGjr3OmlFLVs3SgXV66zrf5qEBl/cDcGUrqqIjkuXgdFZG8us9uPfD3v582HqIB5l96KQkJCUyaNImUlBTf5U0ppdyQkpLCg3eOg8PreW059fK+VWUAM8Y0NcZEuHg1NcZEeCOT55yhQ20/MIdVTZuSuGsXbaKjyczMZMaMGfXyj0Ep1TCkpKQwY8YMLojeQlFJI95fH1Iv71vVGo1eORhjn3s5Gm982q4d0SdOMCg7m4iICMLCwkhOTvZxJpVSyrXk5GQimoYwrlsWX+9pS0BwZL28b1VrJA7lIAKzZ0P79sAVbOjYkbfKykiPsAXS8PBw0tPTfZtHpZSqQHp6OsN7NSEsqITUfdFA/bxvaQmsphIT4euvAcgtLGR+t24cCgkBID8/n9jYWF/mTimlKhQbG0vnpgcB2JbTAqif9y0NYDU1ahTk5wNQUFBAXl4eZWVl5OXlUVBQQFJSko8zqJRSriUlJdGj5SEy84PIzG9Sb+9bGsBqatSokz/OmjWL6OhoDh48SHR0NLNmzSIxMdGHmVNKqYolJiYyuk8QP+TW7/uW9gOrjR49kB3bdT4wpVT9cuxneL8tDHweet7n69xUqlb9wFQl0tJ8nQOllKq+7FV22fJ83+ajljSA1Yaj0UZtpKSkMGnSJO0ErZSqthrfP7K+gUZNoMUAz2bQwzSA1UZhoV3+8581OtzZmTAzM5OYmBjtBK2Uclut7h/ZqyByUL2ZebkiGsBqIzTULpcurdHhycnJNIlowrrz15HdXDtBK6Xcl5ycTEyLIOZev5aBbXPcv3+UHodDa+t99SFoAKsbK1dSk5Yc6enpFLQvID8kn71Re4H62ZlQKeV96enpJHYvpH1EAeM67wHcvH8cXg9lx6HVBV7IpWdpAKsLmZmwfXu1D4uNjWV/+H4AspplUUZZnXUm1GdrSp0bPPW/GBsby4Boe/8Y1CaTxo3cvH/4SQMO8EIAE5EAEVkvIh97Oi2fqsEf5a+m/4qcyByCioIoblzMPtlXJ50J9dmaUucGT/4vJv36bga3t52Rw4NKiA3b4979I3sVhHWEkDa1zoNLRZnw07uQV/0v9dXljRLYvcBWL6TjO1dcYecHqybTwVAWWEZ8VjxSJhR1KKqTzoTJycmEhYWR2zmXlP4phDYP1WdrSvmA83/xj+PSeXjkeppFNK2z/8XEPk1oHlLKe9v7U1QsjOt1zL37R9Y30LIOqw+L86Cs2P687QVYFANfXwc/vVd3aVTAo4P5ikh7YALwFPA7T6blU4sXV7lLYXEhoYGhp637cPuHhDQOYfnfl3PFO1eQ2TqzTnrCp6en06RzEzZ12IRpZMgNyyWyJFKfrSnlZenp6bSOiWb4eT8TFlRCRu5O3tnUtW7+F/ctAWlM0l8+h1W3cFmztNNGCHKpYA8c21e76sPSIhsEDy6DA8vgUCqM+Qxaj4XoURD3PxBzIUQOrHkabvJ0CWw28ABQ5uF0fO/YsVPN6s+w/+h+er3Si5dXv4xz5BNjDIu3L+biLhcTGhjKhG4T2Jy5mZ9yf6p1Vtp2bUtql1SaFNsmsrlhufVyoE6l6rvY2FgiG2cSFlRCZkEIN/TbQc/mu+vmf3H/x9BqBAQ1g/YToXA35G6s/JiaPP8qK4ETR+zPR7bC/ObwxYWw5WlAoPdDENbBbo8cBH0ehpZDoJHnJzvxWAATkcuBTGPM2ir2myYiqSKSmpWV5anseFZuLqxebadZcSGiSQQD2wzknk/vYfqS6RSXFpN2II09eXu4sseVAEzoNgGAJTuX1CorpWWl/HzBzxQHFtNrQy9Ci0LJCsqqlwN1KlXfJSUl0aV5NgBPpgwk41Aoj47dyoy7JtXuxAW7IXcTtLP3DdpeDgjs/bDy47K/gYAQaBFX8T6mDA5vhG2zYcUVsCASNj5mtzXtBj3ugcSP4drDcMkqiHsSmnat3fXUkCdLYMOBiSKSAcwDxorI/525kzFmjjEmwRiT0KpVKw9mx4OaN4fRoyscmSM8KJyFkxfy4PAHeXXtq1w691LmbZ6HIEzobv8Au0d1p0uLLrUOYH9O+TOph1OZ0WsGXUK7EJwdTEGLgno5UKdS9V1iYiJ3Xt2fghOBrNp2jNnrRhIe2oRhJbNsf6ya2v+JXbZ1BLCQGGg5DPZV8TgjexVEDYZGgafWGQPHc069XxoPS+Ng3X2Qtw063XAqUDZqDAOese8Dm9Y8/3XEY2U8Y8zDwMMAIjIa+L0x5iZPpXeuaySN+Ou4v9KrZS/u/OhO0g6kccF5FxAdZieTExEmdJvAnHVzXD4vc8cnOz/hzyv/zNT4qTwz8RnkeuHl1S9zz6f30GVAl7q+JKWUG9o22QMdRrMm9TO7Ys8i+PIXsG4GDK5hY459SyAsFiJ6nlrX/kpIewgK90Jo+7OPKTkGh9ZBrxlQuB8OfmFfB5aBNIIrHc/lut0NAaEQM+ZU1eA5SvuBedmt8bfy3qT3yDmWw8QeEykzpx4PTug+gaKSIpanL6/2eTNyM7hp0U3ExcTxymWvII7qzKHthwLw7d5v6+YClFLuKymwz6Wihp5ad9410HMG7HwFMt6uwTmP2QYU7Sac/tii3US73PfR2cecOAw5a8CUwNFd8EE7WHUz7P0AohKg1/1QVmr37XY3dL71nA9e4KUAZoxZYYy53Btp1Qf78vYBcEmXS0h8M5F/pP4DgMSOiYQFhlW7GrGopIhr37uWMlPGgskLTiu9xbeOp0lAE1bvXV13F6CUcs+htfaZUsthp6+P/wu0Ggmr74Tc76t3zswVUHrsVPWhU0RP+4xq74c2cO7/D6x/AD5NgAVRNlgBdLoRBjwL49fCNVkwciF0nw6NAmp8mb7i+WYi6iwfbv+Q7lHd6dyiM02DmnLXkrvYkrWFWZfMYlzncSzZuQRjzMlSVEVSUlJITk5mRfgKsjtl82TfJ+kaefrD1KCAIAa0GcDqfRrAlPK6bMf/XdSQ09c3CoQR78LSARR+dil3vT+QLTv3EhsbS1JSUuXPq/ctcVTxjT61rvSEHR6q3UTYPhvmtwBTbNOJGgb9ZkLWKgjvAuddVeeX6StahehlR4qOsCJjBVf2uJKmTZry0fUf8duhv+Wl717iineuYEynMew+spvvsyr/Vubs4b+p0SayO2Vz3k/n8f5f3nfZw39ou6Gs/XktJWUlnrospZQrOashvDMEu2igFtKGtPCHCTqxh9t6f01MTHTVI3UYA/uXQMxYOPI9bHkWlo+HBS1g+4v2OZgphbaXwpj/2JaCF62Evo9BbppfDB9VngYwL/v0h08pLitmYg9bXx3QKIAXxr/APy7/B5//+DlLf7Aj2y/ZUXk1YnJyMgFRAfzQ4wei8qLol9Wvwh7+Q9sNpbC4kM2Zm+v+gpRSFctZffrzrzM89dpXvPZdLKO7ZHNx130VjyhvDBw/BHlboSADsr60VYNpD0DhHuhyO0SPtgGqSRQERkCbi6FxmD2+IAOKDvrFAL7laRWily3esZiWoS05v/3p34SmDZpGt8hutItox5QFU1iycwkPjniwwvP8mP4je0baEajj0+NpRKMKR6J2NuRYvXc18a3j6/BqlFIVKtxnWwRWEsDS09NZUtiTkZ2PcFv8Vtbsi6HM+X9csNu2EHS2FgxpBx0c/ce6/Rqa9bajX5w5pmHby21z+rLiU83ls76xSy2BqZoqLi3mk52fcHn3ywlw8cB0TOwYukd157Kul/HV7q945btXKjxXYHwgWc2z6LGvByHFtv9ZRaNtxDaPpWVoS77dpy0RlfKaHMfzr5YVB7DY2FiO5hfwypp+BDcu5o6B35Ofn89frj4EH3aE1bfBgc9sg49ud9nqw+b9If4piL3R9YC87a+0rQ6zvj61LnuVLY0161vHF+lbGsC86MvdX5JblHty9I2KXNT5IgyGpKVJPPjfByl1Nm91OHzsMDs67yA0N5SoH6IoKysjLy+vwtE2RISh7YZqS0SlvCl7tS0Btaig1qM4j8duH8i0hG3MGJZK40YwutN++rXcT+tBd8LA2XDZJrj6AIyYZ5vfZ311duvDM7W+CBo1OX1UjuxVtiToheGdvEkDmBd9uO1DghsHc1Hniyrdb2THkUSFRNE9qjvPfPMM17x3Dfkn8k9uf/DzB8kryePFC18kJjqGgwcPEh0dXeloG0PbDWVb9jaOFB2p02tSSlUgZzU0j4eAYPu+5Jht3g42uCyIpN+hP3DdoFwKS8N49Zs2HMgP49nJBfQbdy/0vBea9z3V1+vnz2wDjXZVBLDAcGg9zqZhjKMv2ga/qz4EDWBeY4xh8Y7FjOs8jrCgsEr3DWgUwKXdLiWnMIcXx7/Ixzs+ZsLbEzDG8OVPX/Laute4b9h93HH5HcyfP5/U1FTmz59fadPbYe2HYTCs2b+mri9NKXWmslLbcTisE2x+CpaNtS0FM+ba7ZGDoPfDcOEXBEw5Qv/fHuTuV/bT+solhJT+DJv/fPY59y+BoEjbLL4q7SdCQbptqZizxgY+DWCqpjZlbiIjN4OJ3Se6tf+EbhPIOZbD4LaD+eSGT/jjyD9yovQEv/r4V3Rs1pHHRz9erfQHtxsMoNWISnmKKbPPnsAGjdJC2DMfNj5iWxB2m24DF9ihnuKesMM1OUtoADGJ0Pk22PqcHVC3/Ln3L4U2493rcNzuCrvct7jcCPRuBL56xr8qRM9hi7fbQTav6HGFW/tf0uUSAiSAJTuX8OTYJwF4IuUJtmZv5f7z76+yFHem5sHN6dmyp3ZoVqquGAP5P56aF+vgcjtQ7uglcGST3WfQS9Dxeghu6f55Bzxrh4P6bhpc9LUNWDlr4HhW1dWHTiFtbOfpvR9Ck2iI6GGb1/sZLYF5WEpKCpMmTeIv7/+FyMJItq91b5rtFiEtuOC8C04OK7U9eztPrHyC6LBonl31LI9+8ehp4yi6Y2i7oXy799uTc5Ipparp+KFTP391LXzUFb77lW1c0WY8dLrZbsv+1gaM7knVC14ATSJh4Av2GdoPr9p1+5fYAXfbjHf7NOnF/SHnOwoyPmH5pqKKO0fXYxrAPMg5Wsae3D0UNi8k4ueIynvZn2FCtwmkHUhjb95e7lpyF2FBYay5cw23xd/Gk18+yZQFUygsdj2JpitD2w0lqzCLjNyMGl6RUg3M8UN29Pg1SfBxL3i/DZQ4/ufOmwQJr8CErXDVXrjgLeh0nd2Wsxoih1Q4R2CVOt0ArS+GtIdtf7J9SxydlCPdOjwlJYWHXrZ9v8KCykjNCKrWvae+0ADmQcnJyYSFhVF4nv2D73isY4WjZbgSfcROtdL7j71ZkbGC2zvcTodmHXh94us8d9FzLNyykNFvjqa4tNit853s0KzViF7lLIUnJCQwadIkr91EfJVuvVZScGqerl3/hIUt7dQnP/7LNsjo/6Qd0R1ssOo+HZr1PD1QFefBkS2V9v+qkggM/hulJcfZ/NoAOLyOuSuOuP07TE5O5kBRFD8ftQN7ZxS0qda9p77QAOZB6enphIeHk9ksk9CiUMKLwiscLeNMKSkpJM9MpklRE462PEpEbgTLZy0nJSUFEWHGBTNYfP1ibom7hcCAwCrPB9Avuh/BjYO1IYcXOUvhmZkHiYmJqXqsO4+k68YYew1V6QnI/BI2Pg7/HWVbCjoni2zpGAR33Jd2TMExS6H3/XaYpsrkpAKm0hE43JGybi9/+7IVfVvZmeo/3+J+Kcree5qy8qe2ZBcGs+dIU7fvPfWJBjAPio2NJT8/nwE/DmDwD4MRpMLRMs6UnJxMeFg4bY60QcqEAXsHEB4Wfto3qMu7X07SENtx+T8//IcFWxZUes7AgEAGtRmkJTAvSk5Opnc7+OSXq+gadbTise48kG54WCjv3LCWiT12ey3dc15ZKZzItT8X7LEB6/NRttl6aSH0uM82eAA7VFO/mRA9AgKC3E8jp4IR6KspOTmZ97fFkp7blIP5IWSXuF+Kct573t7cnbuXjMZU495Tn2gA86CkpCQKCgoozC0krDCs0tEyzuQsvfXY14NRW0bRtKjyb1Avrn6RSfMn8eTKJyttpDGs/TDW/byOE6Unanxdyn3p6elc2e8QYUEldGlhO5F745tweno6baOCaNu0kAndMwDjl9/Aq2QMHNkKO16BldfAolaw7j67LbS9bWQxchFcmwPjU2HA0zZw1UbOamja3e3nVRVJT08nJDSCR74Yxh+/OB8Qt3+HzntP7pF8Ck80qta9pz7RAOZBiYmJzJo1i+joaLdGyyjP+Q0qsCyQpkVNgYrHOgRYNGURN/W/iUeXP8pN799EUUmRy/2GthvK8dLjbDiwoeYXptzWJbYTozraCUxbhh4DKv891pXY2FjCxLaYax9RQNfII375DdwlZ18sgM8TYUlvSE2Cw+ug/dX2BfY504Cn4byrIahF3aRtjG2BWMvqQzh1D8g73oSDBfZZlru/w9rce+oT7QfmYYmJiTX6o0lKSmLGjBmA/caen59f6Teo4MbBvHXVW/Ru2Zs/fPEHdh3axX9v/i9NmzQ9bb/yDTmcnZuV5/zhzuG0yl4IQFTIMa99E05KSmLx324/+f78Nul8+X1rv/sGDkBRpu2DdfALOPAFFOfCNQdts/POt0LszdD6QgiLrXmrQHcV7rbTltSmAYdDde8BZ6rpvac+0RLYOaom36BEhIdHPszCyQsZ1GYQ4UHhZ+1zXsR5tA5vrc/BvCQuYjMlEsruvAgiGud57ZtwYmIid91iO71u2BfGRd1zmPXc0/5xQyvOA+fkrFuegUUx8PV18NM8aNYL+vzRTiUCdp6srnfaSSU9Hbyg3AzMtQ9gDaUUVRtyLnVqTUhIMKmpqb7ORrWI2FqDc9X27O3syNlx2gggV827ii1ZW9jxmx0+zFkDUFpkb67tr7Y33aPbYULlM23XqbSHYNvzcMHb8NUkO0Nvm4u9l35dKS2y81kd/MKOeHFoDYxLgVbDbcA4+IWdoThykO9HW183wz5vm5RXvYYfqkIistYYk+Bqm5bA/NzjKY9z5bwrefbrZ0827hjabig7D+3k0LFDVRytoBb9qfZ9bANXpxttg4GCPZ7N6JkK9thJENtdDoHNTg0k6waf9iErK7GfG9jxABe0gC8uhC1/td8Yez90ah6slkOhz8N26evgBY4OzAM1eHmJBjA/98bEN5jUZxIPfP4Aty2+jeMlx08+B/tu33c+zt2571R/qkw6touqXn+qjLkQ3NqWDkLPg5Kjp27M3nBsr003IBg6XGtHlCipeuQW5zUfOfQzrb3Rh8yUQe4m2DYbUibCwijYbMf/JKKHnX048WPbF+vibyDuSVsleK4pK4ZDa+uk+lC5x2MBTESCReQ7EdkgIt+LyJ88lZaqWGhgKPN+MY+ZiTN5M+1NLvr3RXRp0QVBtEOzG5yjqUzoe5R3rv2c87sUu9cX58Rh2yG24/V2MNbQ9na9N0thBXtOpdvpRijJt4PEViE5OZmWzYJ5a8p6fj98Q933ITPmVEtBY2BJH/ikv23enrfNfmbOqs6AJjDwOTuIbWDTis95LsjdZKs7/XDU93OVJ8vcx4Gxxph8EQkEvhKRpcYYndfey0SEx0c/Ts+WPZmzdg4x4TH0ie7Dt/v0V1GV9PR02rVpxa1xawgKKOPOgd/zfebwqvvi7F4AZSfstO9gS0IAhXuheR/PZhpsqebYvlPpRifa6sT0/4OOUyo9ND09nRkXHaF1eCGtwwv5cHtndpRF1K4PWeF+R0vBZfaZVUAwXL7NVgl2u9tWccaMgbAONU/D17Id/09aAvMaj5XAjOWcRjjQ8TqHmzv4v+v6XseyW5YR3DiY+Jh4vt79tY5MX4XY2FhGt/+BmPBjfLbrPLpE5jG87a6q++JkzLXVXy0G2vdhzgDmpRJYUZYNoM4AJo3sALE/fwpF2ZUeOrh3DNf0+pFv98aQdzyQm/pvr34fshOHT7VuWv8gfNAOVt0Eez+wjS2632ODLECPe2xz9/ocvMA+/wqO0nkRAQAAIABJREFUhrCOvs5Jg+HRZ2AiEiAiaUAm8F9jjNZZ+Zg4mhJ/v+d7jp44Stub2nLtpGt1jLwK3DP9dm4ekMH6/c148du+fH+wKXck/Mi902+r+KCC3ZCZAh1vPNV0O6QtIN4LYM50nFWIYKsRTYmdZLESj199AoPh+ZSOvLe5C4PaZNGjxYHK+x+VFMD+/8D6B2DpIFgQBUd32m1tLoL4Z2D8WvhFNoxcaAfBFf94BO9s8JKx9l1S0wNIWbnS11lqMDz6F2SMKTXGxAPtgSEi0vfMfURkmoikikhqVlaWJ7OjHFJSUij8yD7MP9D9AF+3+Jrf/f53GsRcGBmzgZbhJSzcOYCDBzOZuzWBluEljIj8uuKDfnrHLp3VhwCNAiGkta1C9AZnOs6SH0Dz/tCsT+WtEbO/JebY5xxscSMmtAP/+jqEQ8eCefamIBJHjTq1X+kJKHZUsBxcblsKrhgP22dDYLgdQ7CxY9LV1uPsILiRA/0maDk5G7wU5u6jU+Rx1u9pooMme5FX2p0aY3JFZDkwHth8xrY5wByw/cC8kZ+GLjk5mejiaHaW7iS8KJwD7Q5QFFLE839/XjtJlnciF7Y8DW0n8OQ/PuZJ5/qvb7RTvne903V1UcZcO3fTmS3lQtp7vwQWUq4EJmJLYRv+APnpEH5GlaAxsPY+CG5Nx/F/Z/4Vjo7wO/8Ba+6C7S/ZasmDy+wI7v3/BL1+bwNjj/vsaBethp8KXA2As5HPoE526Laf8mMIC2tCcnKy/i95gSdbIbYSkeaOn0OAi4BtnkpPuS89PZ2m4U2Jyo+iJKCE+B/jORF6gvQ9vh/o9Zyaw2rrLPssJ+7J09fH/8UGg7SHzj7m8EbbGq3TjWdvCzvPuyWwRkEQ3Or09Z1usMuMt88+5qd5kPMtxP2PDULOloKxN4MEwLrfQtoDtoq0y202SIOdeXjA07bloIeD1zn198GpQbcHtsniRGkjtmW3aJiDJvuIJ8vzbYDlIrIRWIN9BvaxB9NTbnIOEhqTG0NhcCHNC5ozcNVAerTtQWlZKan/396Zx0dZXf//fScJWUlIgIQQAgRkBzEkIsoSBXdcqoLYqt9q+6q1NT+1YrW21Vpbq9/6RWlNN+veUhfEXaoCQpBFEAm77MMWsgAJZN/v74/7DJkkk2SSzGQmyXm/XnllZp7n3rnPneXMufdzzjnum2wozjFXnVk7yyUV+bDnORg8D6LPa3gsfDCM+bn5wj+xruGxQ4vMl/3gm5v26fDAOkM4U2YFMTdesgsfAv2nw6F/NxxHTbnJIhE22HhY7w8yMVkAgWGQeJO5ff7f4JpdkPq88bY6Eb96f1g4PkupA/PZnt+XytrAnpM02Q/wpgpxm9Y6WWt9rtZ6vNb6CW89l9A2HKUWQrNDATgScoTyknLS09NZsH4BU16cwt83/b3Tx5WR8TxzJxXx7u0bSE046dsaVjufMjE95zbzth3zkMkGsfln9Wo6XWf2v+KvaOr5gPHAako6J5i57FjD/S9nht5q4q3ynb74l02DihyTjDZ3GcTOMHkEHVz0H4gab1JTOfIQdjIZGRnERffije9t4p7JO4mLCfN5jbP09HSig04xKLKUr7P7d9uyJf5K99pRFdzCkSR0SOQQQopDKIkvOZsk9O7Uu7ninCv4ySc/4eFlD3feoMqOcf95y3j44n30DaskzSpB4pPlmNIjsO+vMOwOiBzp+pygCJj4FJzaCIcs0Ub+l8bzGXqb6zaO/ajO2AcrO9pw/wuM4cz+GAq3mPsrZkLlKROjdWan2cu6ehvckAtT3zDX78AWYJZSi/eB/TXvj98FdrudaedUMLB3GVePOMzzV2Vy0fBKny7XpaWl8X8/mwnAf7faJOFuJyMGrIeSlpbG4sWLSb88ncLIQiZNMfFKkcGRfHjLhzww5QEmJ3SsoqxbaA0HX4NPxpOSWMrCNcNZcySeiXEnAe2b5Zgdltc1/rGWz0u63cQ0bf2FSdF0aJHZAxp0nevzw52Cmb2JI4g5NN4sDYIJrH4nBjKvBfurENwPAiNMheJtvwI0zHgP+kxoPmt7wnUmSHf7b4132skkJSUxtm8uZdWBPLL8Qmq14qlLN/C7608bGb+POCd0D0SO4oMV21m8eLEYr05EDFgPZ/bI2VTXVbP84PKzjwXYAlhwxQJuGntTu/psaaPd+diPbruGk+9Ng6/ugD4T2JrwGv/e2IevDkXQN6ySPra8zl+OKdoDB1812SFaC6xVNpj0HJQd493fpVC082VWH+xL5tpm9hDDvBzMXFdjsrNvtcqJ7PkTHHnbHItJMUlwZ30BcwrZGZ4ONcX86WeTqDvwKkfDbmw9v6BSRuBRdtQoEzuZ9PR0kuML2HI8km150dzxdjL/2RzLVcMPwNKJZH3+fIsCD68IQKpLIH8VDJzd8b6ENiMGrIczNXEqkcGRfLLvE4/019JGe/2xPG6+oIYFMz8jomQ9+6PugUszuWDWrSxYsIBDFcMBSBtV02nLMY4vt8//70IqqmHdGfeeM/PbOpbv7cONo3YTGVLLRzsimxcWhMZjgpk95IHpOiP1B/N/SV/4fIrJ2g4w8GrjUYGRzE/8PcRdQuaaDdz1+AeUVgVw34xszlQEcdvTu937Qh8wk8LgSZxZ/zDTL0zuVCVgWmoSg6Mr2XMmkby8PKJi4km49m2YtYry8jImnriXucPXkziwXxOBh9cEIHkrTGiBGDCfIPXAOoi/1wNzh7mL57L2yFqyH8g+m6mj3X3NnUv5mWy+O+kU0aGVhAbWEKQq6BNuIySwhl6qgt7BdUSHVvLtiWieXDGcyuChLF7slB1Ca/gwyaRhmvFuB6/OkJmZSUZGBna7naSkJNLT088aRseX28TBmpfmbOb1zYn8eZV7exlz584loPww/5r3DSXVgdzx/qWcPlNCbGxsw2ty8F6CEXlMebntF6E1lBw0X5q5X5icgv2n1c/R1kch+lyoLoUNd5rMFzGTXI45Pz+fRy87yKXDjvGXjRN4Oyu6+TE7kZmZycvP3M1r39vN61tG8tKGAZSWljaYq5bmukMceAU2/MDs0zkMs8Xtt9zAjcM3cMO4HEqrAimq7EVJpaKaUMaeO5k1G7ZTWFJNNWGsOpSA/XQURUVFbl1zi2y4y6hRbzopJVS8REv1wPyggI7ga2aPmM07u94hKzeLSfFNv/DaQmTldv4y9zD9wiooruxFeU0gZVUBnCnTnCmxUWvrQ3l1IAcLo/j0wBBqajV5jTfhlYK4Wab8R12tERB0AIeBCg8PJy4ulsqibP7+1E+Iqfg+E4b3JXf5c/zmqgKSE4opqQpi6cGxhIeXuxWMarfbiYuLY+GGidTU2qjTtpaFJ2GD2uaBVRVCr2hze/X19dnkQwcaQ5hQX6iUib8z//c8X/9cLYx58a5zOFkWyucHE4mIwC0xREZGBvnFsXx1rJA54w4wKKqU46dt7F96P2nDHmXz7jz+98m/UaGiGng6HvGkc5ebXINRTRL68O3+o7xYnMzXuUOYNjiHsKBqQgNrCNBlUJFHYng+Y/tBRK98rh1p55UtY/hg95COCUC0NhUH4i8T4+UjxIAJXHXOVQAs3be0/QasrhZ2Pc0LN+8lpziY+Z9PY39BH4Czv3QB8vPziYyMPNuspKTYtUhjwKVw8GUo3Ax9z2/fmCwc2RJmjS7n4alrCA60ZO+nfgGnYN4YKCzvRUF5CM9vnEBpdRAREQFufbklJSWRn5/P6sMJTtfUgvAkLNEo/pqjssDI23NXGE+r9AjMKTBlRQbfDPFXmvpikaOaF1uUHTVBzMEupPxOYz5ui2TR9lHWmIvcEss4jN/LWWO55/xtjI8tYPrgCoICjsKXNzEJWHoX1GlYum8I//jGeEodzkyhtVV5eZbL63Zc0/b8fmzP7wfUv+8WP7yYBy2vM6FfCPdesJW7UnYxvl8uL+7oQCzb6W1GLCPLhz5D9sAE4iLiOH/g+e3fByvPgZWXw7ZfczJ8Jrf+azSbD9moq6trEBfjiD8rKipqcqzpoIw0mdwV7b8wC0e2hKtHHKKkKogXvhnHk6uTufONUXD9Yb77/o185/Up3P/ZDNYdHQi0YoScaNM1geWBOQUz15SavIJghBFL+sGXN8LBVyB8KEx43AgyAJJuM0lwo0Y3b7zAeHhhg5o9p81jdsIRuJtTEs6vV17IDz+cxWUvTuOHn1wDV27mvvfO4fkN49ma14/Lhh0lNLDGM6EQZ3ZBRa5JV9WOa3Iczz5Zwe8yJ/GnNcNJTSjkb9euh7x27oMdtz4vA69uX3uhw4gBEwCzjLjh2AZOlLaeUNlZzfVk+jSqPhgLJ9fDBS8R951lPPHUQmJjY8nLy2sQF+OIP3N1rAmhcWapKK/jBiwpKYmAmkLOG3CSlYcG8dHeJD7/tjclIRMgfDB333Nvu7/Q23RNACHxxmht/SUsTzNJcHMtBWi/KSYJ7qWrTfXhS/5rkuAGRbTtgsuO1isePTFmJ1wZipLSMv7nrgchJpnjnMc7W2J4Y/tIggPrmJyQ65lQCMf7IM61AWvtmhoez2fNiWS2x79AcHgMfDGTQx/dwby5c9qmUMz+xKg7Qwd07NqE9qO19pu/lJQU3dU4W/msi/N19teax9Gvb3m9xfNWrVqlU1JS9MyLp+l3fpWk9SL03oWheuOy1zw/qE33af1miNY15R3qZtWqVfr3dwzWehE6/dZpesaMGTolJUWvWrWqwTlz5szRKSkpes6cOQ2OdYjaGq2rzpjbxQe0fiNY60VovUhp/d8UrTc/pPXpXS2Ovc3jen+I1mtv9cz42zgmx/sjbcZ0nfdCiF77h5gmc92+J71O6w+GdXDkLqgq1jnvXqH1InTWM1H69psucfn+aELFSa3/Y9N666OeH5PQAGCTbsZmiAqxg3QHFSJAna5j4IKBXDz0Yt6c82az5xkFWx4Z39nJhLgClu4bwnOZg+jTN75jai5XHPsIVl9nYpfiLulQV4XvTKLs1H6u/+cIkpKGeU4Z1xitTSyZo/Jw3kqzdzX570b2vu42k25q6lswxEW+RCecxScRERGUlJQ0Ufw1ff46eDPYZIk/7ynPX58bOFSI1yZ+yfcm5bMh4UOmXnJN+zusqzEhAoPnwQUveG6gFnPnziU5ajs/m76fytoA7vt0BofyqlpWKNoXmQKdl38F/aQCszcRFaLQKjZl46oRV/H+7vepqash0Ob6reHYxF9uT+TjvUmsOxZPr9A676TziUsziXFzl3fMgJXnEF21hegLH2PTjx/32PDOUnUaehnBCp9fZDK6g0mcO+gGSLC+vJUNznvaGLDq0612m5GRQUR4GD+6MJfl9kRstsizjzdrwCryTNHKZhSInYFjuZiCb+DTVKYOzu9YhwWbTBqsAZd6ZoCNsNvtlMUNJ3tZHM9dsYYfTdrJU18mt/yePr7UiGQ6KDASOobsgQlnmT1iNqcrTrP+6Ppmz3Fs4n9hT2TdsXjAfcFDmwmKhL6TOy7kOPIOoGHIPI8Mi4oTcPht2Phj+HAEfDK23g0f9n2Y/AJcux+us8OUl+oNGBj5u7K5JaW32+1MSNTceu5eLk0y2TtaFUQ4+m1hD6zTiJ4EEeeYOKmO4Hj9O+iFN4fjPX3kTCRv7hjBtME5nNv3cPPv6bpayPkUBl7V7Qp0djVk9oWzXDbsMgJtgS2qETuiYGsXcbOg4GuoOtP+Pg6/aVUjHtO+9tVF5ksLYMeT8G4srJ1n+o0aA2MerlcKjrjbFLrsPdy1CtAWaIQcbqSTSkpKIiHMeC/Dos31t/pjwdGvPxgwpcyPhrwVpjxNe8lbAX0mus7w7wGc39NLdiVx8FQY903dy30//YHrBqe+gqoCkc/7AWLAhLNEhUQxffD0Fg1YRxRs7WLALLOvk99OqXPpYTi5Dobc4n6b2gqT6WLrr+GzC00S3MLN5lhsGkx80ux93HQK0j6E0fe1LZDVzWDm9PR0hkaZopLDoovc+7Fw1gPz3RJiA4bcYl6/I++0r31Nuam51ox83hM4v6ezc07w4vYLiOtdw7Ten7pukP2JWdqOv9xrYxLcQ/bAhAZcPeJqfr7s5xw5c4TBUa6T2Z7d4+gM+l0IAaFmGam5LO8tcdhKZtvS8mFdDdSWQ1BvOLUJlk83RkwFQMz5JglusAmOJXaa+esIYYlwZnurp6WlpXHmxACoOkFcRDnDEvpwx4+faHnuy46CLbh+vL6mz3iIGme81ZE/bXv7k2uhrrJZ+bynaPKe3vT/YO/zpnZav0ZVGY5/Yop5OvY9BZ8hHpjQgNkjzLLI0n1LfTwSi4Bgk+8vb3nr57riyFtmH80507rWcHo77F5oqg4v6Qu7/miORY2Fc34CaR+ZDBhXrDdJcCM8uMfn8MBak6/qOqLq7CbrBvDKs/e2/sOhlSBmnzDkFjixpn1JjHOXgwo0BTY7k4lPmv3KjT+qXx4Gcw2nt8nyoZ8gBkxowOh+o0nqk+Sx7PQeYcClJhNDeU7b2hXtM0q4xJvrs7ZrDR+NhKXnmmrKZ76FId+tFwgEhkHKs0Z4ERTZfN8dISzRBDO3pkQs3m8qOA+709wvzGq971aCmH3C4HmAhiPtCLPIXWECvNsazN1RgiLh/L8YY7X72frHj1s/7MSA+QViwIQGKKWYPWI2Kw6uoLy63NfDMTj2P3K/cL9NeY7JdgGw5zlYbv2CV8oILaa8Atcfhuv2mRitATM9O+aWcOxPteaROAxW/BWmTYE7BuyY/+x/OYgcYRSJbVUjVhWaHyBeXj5slkHXQ+KNsP1xKD5gHsv+xIRHRI31zZiEBogBE5owe+RsymvKWXVola+HYuhznsnI3lJaqSonb+abB+C9gXD0HbP81O8CU6DSsWQ3Zj4Mu6P1gpXewuEhlbaiRCzMAlsQRI6F6OTWPbC6WijL9j8PDMwy4qmNphyMu+StArRXBRytkvJnkxj567stcc9y43350xJtD0YMmNAE2xEbAXUBfP/J73dqwcLmBxRglvhyVzRMgnv8M8h6CD5NNUrBkkPmWPzlMHq+uT3pOZi+xBgwf/nScXhI5a14YAVZJh9kQC9jwIr3QE1Z8+dX5vs8iLlZHFlHDr/lfpvcFRAQBn19mOkiLMEEn+cuZ/Uzo6C2jKde2+r7z4QAiAETGpGZmckvH/olUQVRlAwsIS8/zzOVaztK/zQoOwIlByDnc5MEd9WVsGeh+ZKb8Bsj+AAYeKVRLiobDJ7r23G7IjTejK0lD0xrI92PTjb3o5ONHP30tubblPpRDFhjwocYRWlbDFjeCiPe8HGtrczs0WzNDmfG4CNU1thY+S3+8ZkQvGfAlFKJSqmVSqldSqmdSqn7vPVcgudw1M5KKE2gPLgcW6yN8PBwMjIyOncgdbVQsBl2PQMrr4Ktj5jHc5eboORR98PFn5qs7ZetNgYs1GQGQWuz3xI302S19zdsgUbh1pIHVp4NlSfrDViM9b9gcwttrP7C/dCAgVlGPL3VCGdaoywbinb7dvnQIuMvf+XZtaOprlVsy+tHcFi0bz4TQhO86YHVAPO11mOBKcA9SinZ+fRzHLWzYk/HMuboGHrV9PJMPafW0Lo+20ZtJbwXD5+mwJaHTDDysDtN7rncFaZ8RfIfYeAVEBjetK/CzVCyv23By51N6KCWPTCHYCPGKjAaNhh6xbS8D+boL9QPlxDB8oaVe16YI32Ul/IftgW73c7J6jgeWzmFFzaPA9xI6SV0Cl4LZNZa5wA51u1ipdS3QAKwy1vPKXQcR2XbSFskw/OGA1DkZrXeNlN6xGRsz7Uyt0eOhlkrzFLgyHSIGG72vsJMkUlqSuD4x2YpraUcdIffNOKHQTd4fsyeIjwRCrc2f7wwC1DG2wSzf9eakKPsKASEQHBfjw7VY4TGQ9zFcORN4zG3tCeZt8IEYzuu34c4PhM7bPXz6rX8n0Kb6JQ9MKXUUCAZ2ODi2F1KqU1KqU0nTrReTFHwLl7Ndeicz3Dd7fDBEPjqTsj5DPpPh6T/qT8+4TFIurXeeIFZTqo81fIXv64zv/AHXA7BMR0fs7cIbSWYuTALIkc2jH+KSTYB2M6Btc6UHTP9+otYxRWD55lyM6dbeg21+VETd4lfJMvt9Pyfgtt4/d2hlIoAlgD3a62LGh/XWr+gtU7VWqf27++dZJ2C+3g012F1EWR/bGTtSyfCkn71RmzQdUYhePU2uDEPpr1pMrm3wHp7GAALH7nWpToyMzOTX909C8qO8ucP8/17kz08EWrLTKyTKwqcBBwOopOhrqr5PaSyo/67/+Ug8SY0Nt5beIvL6seZmZnc94OroDybf3xwwC9ew07P/ym4jVdzISqlgjDGa5HW+l1vPpfgOdqd67C2wvwPCIFDb8D620HXmtx8/afCub8196HN6sDMzEzmP/QUS+4MZebocrIy7Sz4bTpBv36Ci6ZfSubar5n/4EM8clkOlTU2/rstiNdXz/ffLxrnYObGnmLlKaO4jL6n4eMOg1aYBdEultbKjplkw35M5oadBNojmBJ/iLi4meTn5/HLh3/GH//wGwJ0JX9++gmuPbfYnLs7gH+u9I/XsFPzfwpu4zUDppRSwEvAt1rrZ1s7X+iC1NWYTAl5K8ySz4m1MOVVGHoLxKSaJLhxM6H/RcaodQCHOnJL3gCuH23ntZsLzIHcG2ExpAFr71UE2jRfHRtAYGgM4dVFLRd/9CUOqXvZ0abGqHCL+e8QcDjoPdKEDBRsbuqt1tUa5aKfe2AZGRkk9xnA1KS9vDvvM4ID68yB3O8AsMTKmpVTHEYxsYSHF/vvayj4HG96YFOB24HtSinrE8kvtdZ+kiVW6BAV+fDRCLNMCGazfcRPIGq0uR85wiTB9RCOStD/3j6KrNx+hATWEhxQQ2VZIb948F7+8Zdn6RsVSq/AOj47YDJs+LVSrKV0Ug6hRuMlRFsARE90LeSoyDPerT8GMTtht9upGZjEO7tqCVCaytoAyqttnCwso6LGRq+waKrqAjl8OhJQ/v0aCj7HmyrENYAf7yYLHSIk1his6Elms91LxQYdOJRgtshIvskxsV1FRUXExo6EMQ+yPG8D+dvziYysT8Dr10qxkHhTrsVVYcuCLOOhuVITRieD/V9NlZj+VMiyBRyv42tb64uLmtcxFoB8exd6DQWf43uJj9B1Oe9pkyLIy8YLWleCdTmlmC3AyMpdemAuBBwOopOhprhpTkF/K2TZDC29Tl3uNRR8jhgwoUvQmhKsSyrFwhKbemA1pUZm3pwBi3EScjjTRTywll6nLvkaCj5F6daK6nUiqampetOmTb4eRptQqvW6hILgkjXzjGDj2j31j51YD8sughnvm3IejamthLcjYMzP4bw/1D+++UHY91e4udS/48AEoY0opb7RWqe6OiYemCD4irBBxnNy/gV0VsAxyXWbgGCIGmeWGZ0pO+p/lZgFwcuIARMEXxGWCLXlDYOZC7OMeKOlvawYK6WUs+ErO+b3y4eC4GnEgAmCrzgrpXfaB3Nk4GjJk4pONmEM5Tn1jzk8MEHoQYgBEwRf4RzMDCbH4ZkdzQs4HEQ3EnLU1UL5cfHAhB6HGDBB8BWNg5nP7DK5Dls1YBPNf4cBq8jtEkHMguBpxIAJgq8IGdAwmLmwUQ2w5giKhN4j6s/vIhJ6QfA0YsAEwVfYAkxlZocHVpBlCnT2HtF62+jk+urMXSSIWRA8jRgwQfAlzsHMhZuhz0T3amBFJ0PpIaNgFA9M6KGIARMEXxLmKGxZZ4KaW9v/cnBWyLHFtA8IhV7R3hunIPghYsAEwZc4PLDiA1BTUp8qqjUc5xVkWRL6RAliFnocYsAEwZeEJZpCoHnLzf3mMnA0JiQWQhOMkEOCmIUeihgwQfAlDuHFsQ/BFmTSRLlLtJWRQ4KYhR6KGDBB8CUOzynvC2O8Anq53zYmGYq+lSBmocfizYrMgiC0hsNzcieAuTHRyUb84dyPIPQgxAMTBB+SuXE3NXVGfPHSe1lkZma63farvZVnb//hT/9qU1tB6A6IARMEH5GZmcn8Bx/iZKlZNsw6pJk/f75bhigzM5P0h5+hqMIsouzLLne7rSB0F8SACYKPyMjIIDw8nIKKMOo05FfFEx4eTkZGhpttI7CfjgKgXPVzu60gdBfEgAmCj7Db7URERHD4dG8OFkZRXhNIREQEdrvd7bY7TvTlVFkwpdVBbrcVhO6C10QcSqmXgWuAfK31eG89jyB0VZKSksjPz+efm8cRaDNijJKSEpKSktxuu3jnOXy0ZyigKCkpdqutIHQXvOmBvQpc6cX+BaFLk56eTmlpKadOl1JaFUBRURGlpaWkp6e73bbwTAnFlYFtaisI3QWvGTCt9WqgwFv9C0JXJy0tjQULFhAbG0teXh6xsbEsWLCAtLQ0r7YVhO6C0lp7r3OlhgIfu7uEmJqaqjdt2uS18XgDpcCLUygIgtCjUUp9o7VOdXXM5yIOpdRdSqlNSqlNJ06c8PVwBEEQhC6Czw2Y1voFrXWq1jq1f//+vh6OIAiC0EXwuQETBEEQhPbgNQOmlHoDWA+MUkodU0r90FvPJQiCIPQ8vBYHprX+rrf6FgRBEARZQhQEQRC6JGLABEEQhC6JGDBBEAShS+LVQOa2opQ6ARzuYDf9gJMeGI7QEJlXzyNz6nlkTj2Pr+d0iNbaZYyVXxkwT6CU2tRc1LbQfmRePY/MqeeROfU8/jynsoQoCIIgdEnEgAmCIAhdku5owF7w9QC6KTKvnkfm1PPInHoev53TbrcHJgiCIPQMuqMHJgiCIPQA/N6AKaWuVErtUUrtV0r9wsXxYKXUW9bxDVYNMsexR6zH9yilrnC3z+6Ol+b0ZaVUvlJqR+dchX/h6TlVSiUqpVYqpXYppXYqpe7rvKvxD7wwpyFKqY1Kqa3WnP62867Gf/DG5986FqCUylJKfez9q7C1Tt6lAAAGKklEQVTQWvvtHxAAHACGAb2ArcDYRuf8FPi7dfsW4C3r9ljr/GAgyeonwJ0+u/OfN+bUOjYDmATs8PU1doc5BeKBSdY5vYG98j7t8JwqIMI6JwjYAEzx9bV29Xl1avcA8B9MEeNOuR5/98AmA/u11ge11lXAm8D1jc65HnjNuv0OMEsppazH39RaV2qt7cB+qz93+uzOeGNO0VqvBgo64wL8EI/PqdY6R2u9GUBrXQx8CyR0wrX4C96YU621LrHOD7L+epoIwCuff6XUIGA28GInXMNZ/N2AJQBHne4fo+mH+Ow5Wusa4AzQt4W27vTZnfHGnPZ0vDqn1hJOMsZj6Cl4ZU6tZa4tQD6wTGvdk+YUvPdeXQg8BNR5fsjN4+8GTBB6NEqpCGAJcL/WusjX4+nqaK1rtdbnAYOAyUqp8b4eU1dHKXUNkK+1/qazn9vfDVg2kOh0f5D1mMtzlFKBQBRwqoW27vTZnfHGnPZ0vDKnSqkgjPFapLV+1ysj91+8+j7VWp8GVgJXenTU/o835nUqcJ1S6hBmSXKmUurf3hh8E3y9qdjKhmMgcBCzYejYcBzX6Jx7aLjh+LZ1exwNNxwPYjYwW+2zO/95Y06d2g2lZ4o4vPE+VcDrwEJfX183mtP+QB/rnFDgS+AaX19rV5/XRm0vphNFHD6fUDcm/GqMAusA8CvrsSeA66zbIcBizIbiRmCYU9tfWe32AFe11GdP+vPSnL4B5ADVmLXxH/r6OrvynALTMAKDbcAW6+9qX19nF5/Tc4Esa053AI/5+hq7w7w26rtTDZhk4hAEQRC6JP6+ByYIgiAILhEDJgiCIHRJxIAJgiAIXRIxYIIgCEKXRAyYIAiC0CURAyb0WJRSzyml7ne6/5lS6kWn+wuUUg/4ZnTuo5S6QymV4aW+X1VKzfFG34LQUcSACT2ZtcBFAEopG9APE6zp4CJgnQ/G1akopQJ8PQZBaA9iwISezDrgQuv2OExwa7FSKlopFQyMATYrpR5TSn2tlNqhlHpBGUYrpTY6OlJKDVVKbbdupyilMpVS31heXbz1+Cql1P9aNan2KqWmW4838KCUUh8rpS62bpcopZ6x6lctV0pNtvo5qJS6zulaEq3H9ymlfuPU123W821RSv3DYaysfhcopbY6zUGLKKV+Z3lkYvAEv0AMmNBj0VofB2qUUoMx3tZ6TMb3C4FUYLs2JScytNbna63HY1IQXaO13g30UkolWd3NA96y8hc+D8zRWqcALwNPOj1toNZ6MnA/8BtaJxz4Qms9DigGfg9cBtyAyZ7gYDJwEybbxFylVKpSaow1rqnaJLCtBW516neD1nqi1npNa4NQSj2DScV0p9a61o1xC4LXCfT1AATBx6zDGK+LgGcx5SEuwpSQWGudc4lS6iEgDIgBdgIfAW9jDMTT1v95wChgPLDMlFAiAJNiy4EjKe83mNyRrVEFfGrd3g5Uaq2rLW/Puf0yrfUpAKXUu5hUVDVACvC1NZZQTBkRMMZsiRvPD/Aoxtjd5eb5gtApiAETejqOfbAJmCXEo8B8oAh4RSkVAvwVSNVaH1VKPY7JFQfwFrDYMhhaa71PKTUB2Km1bm5ZrtL6X0v956+GhqshIU63q3V9vrc6R3utdZ2VKdxB45xwGpMQ+DWt9SMuxlHRBk/qayBFKRWjte6pRUsFP0SWEIWezjrgGqBAm1pRBUAfzDLiOuqNyUmrNtdZRZ7W+gDGED2KMWZgkpz2V0pdCKYkilLKWRjiikPAeUopm1IqEavKbRu5TCkVo5QKBb6DMcwrgDlKqVhrLDFKqSGuGiulnlJK3dBM359ivMxPlFK92zE2QfAK4oEJPZ3tGPXhfxo9FqG1PgmglPonxjvLxXgjzrwFPIMpL4HWusqSnf9ZKRWF+YwtxCw7NsdawA7sAr4FNrfjOjZilgQHAf/WWm+yxv5r4HNLZVmNKZVx2EX7CcCHzXWutV5sGa8PlVJXa63L2zFGQfAoko1eEASUUp9pra/w9TgEoS2IARMEQRC6JLIHJgiCIHRJxIAJgiAIXRIxYIIgCEKXRAyYIAiC0CURAyYIgiB0ScSACYIgCF0SMWCCIAhCl+T/Aw+K1lJaKVjNAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"Regional slope: -14652.657\n",
"Residual slope: -727.670\n",
"Cut-off Frequency: 0.00032\n",
"Calculated window: 13 \n",
"\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "n6vGhaRDom0Q"
},
"source": [
"Separate regional and residual anomaly from CBA anomaly using Rolling/Moving Average with the calculated rolling windows."
]
},
{
"cell_type": "code",
"metadata": {
"id": "7nmwGklIT_b1"
},
"source": [
"def separateAnomaly(slice_df, window):\n",
" reg = slice_df.CBA.rolling(window).mean()\n",
" res = slice_df.CBA - reg\n",
" slice_df[\"Regional\"] = reg.values\n",
" slice_df[\"Residual\"] = res.values\n",
" return slice_df"
],
"execution_count": 22,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 499
},
"id": "4aopnbJxgFFv",
"outputId": "0bd01795-ca9c-4b86-8069-f2025f53e16f"
},
"source": [
"# Separate anomalies\n",
"SWNE_result = separateAnomaly(SWNE_df, SWNE_window)\n",
"SENW_result = separateAnomaly(SENW_df, SENW_window)\n",
"EW1_result = separateAnomaly(EW1_df, EW1_window)\n",
"EW2_result = separateAnomaly(EW2_df, EW2_window)\n",
"EW3_result = separateAnomaly(EW3_df, EW3_window)\n",
"\n",
"SWNE_result.head(15)"
],
"execution_count": 27,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" UTM X | \n",
" UTM Y | \n",
" Distance | \n",
" CBA | \n",
" Regional | \n",
" Residual | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 290472.095982 | \n",
" 4.233793e+06 | \n",
" 3870.466226 | \n",
" -205.706931 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 1 | \n",
" 291979.551622 | \n",
" 4.235007e+06 | \n",
" 5805.699339 | \n",
" -210.851841 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 2 | \n",
" 293487.007263 | \n",
" 4.236220e+06 | \n",
" 7740.932452 | \n",
" -206.050330 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 3 | \n",
" 294994.462904 | \n",
" 4.237434e+06 | \n",
" 9676.165564 | \n",
" -204.329496 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 4 | \n",
" 296501.918545 | \n",
" 4.238648e+06 | \n",
" 11611.398677 | \n",
" -202.552934 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 5 | \n",
" 298009.374186 | \n",
" 4.239861e+06 | \n",
" 13546.631790 | \n",
" -194.185966 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 6 | \n",
" 299516.829827 | \n",
" 4.241075e+06 | \n",
" 15481.864903 | \n",
" -190.688002 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 7 | \n",
" 301024.285467 | \n",
" 4.242288e+06 | \n",
" 17417.098016 | \n",
" -191.265982 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 8 | \n",
" 302531.741108 | \n",
" 4.243502e+06 | \n",
" 19352.331129 | \n",
" -193.808854 | \n",
" -199.937815 | \n",
" 6.128961 | \n",
"
\n",
" \n",
" 9 | \n",
" 304039.196749 | \n",
" 4.244715e+06 | \n",
" 21287.564242 | \n",
" -192.951010 | \n",
" -198.520491 | \n",
" 5.569481 | \n",
"
\n",
" \n",
" 10 | \n",
" 305546.652390 | \n",
" 4.245929e+06 | \n",
" 23222.797355 | \n",
" -193.095044 | \n",
" -196.547513 | \n",
" 3.452469 | \n",
"
\n",
" \n",
" 11 | \n",
" 307054.108031 | \n",
" 4.247142e+06 | \n",
" 25158.030468 | \n",
" -198.883239 | \n",
" -195.751170 | \n",
" -3.132069 | \n",
"
\n",
" \n",
" 12 | \n",
" 308561.563671 | \n",
" 4.248356e+06 | \n",
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" -199.658009 | \n",
" -195.232115 | \n",
" -4.425894 | \n",
"
\n",
" \n",
" 13 | \n",
" 310069.019312 | \n",
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" -194.847949 | \n",
" -194.376006 | \n",
" -0.471943 | \n",
"
\n",
" \n",
" 14 | \n",
" 311576.474953 | \n",
" 4.250783e+06 | \n",
" 30963.729806 | \n",
" -194.469957 | \n",
" -194.407561 | \n",
" -0.062396 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" UTM X UTM Y Distance CBA Regional Residual\n",
"0 290472.095982 4.233793e+06 3870.466226 -205.706931 NaN NaN\n",
"1 291979.551622 4.235007e+06 5805.699339 -210.851841 NaN NaN\n",
"2 293487.007263 4.236220e+06 7740.932452 -206.050330 NaN NaN\n",
"3 294994.462904 4.237434e+06 9676.165564 -204.329496 NaN NaN\n",
"4 296501.918545 4.238648e+06 11611.398677 -202.552934 NaN NaN\n",
"5 298009.374186 4.239861e+06 13546.631790 -194.185966 NaN NaN\n",
"6 299516.829827 4.241075e+06 15481.864903 -190.688002 NaN NaN\n",
"7 301024.285467 4.242288e+06 17417.098016 -191.265982 NaN NaN\n",
"8 302531.741108 4.243502e+06 19352.331129 -193.808854 -199.937815 6.128961\n",
"9 304039.196749 4.244715e+06 21287.564242 -192.951010 -198.520491 5.569481\n",
"10 305546.652390 4.245929e+06 23222.797355 -193.095044 -196.547513 3.452469\n",
"11 307054.108031 4.247142e+06 25158.030468 -198.883239 -195.751170 -3.132069\n",
"12 308561.563671 4.248356e+06 27093.263581 -199.658009 -195.232115 -4.425894\n",
"13 310069.019312 4.249570e+06 29028.496693 -194.847949 -194.376006 -0.471943\n",
"14 311576.474953 4.250783e+06 30963.729806 -194.469957 -194.407561 -0.062396"
]
},
"metadata": {
"tags": []
},
"execution_count": 27
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 297
},
"id": "1VomYGSrb3Hh",
"outputId": "43595aea-9635-4eb6-c285-1b288dcc5fd8"
},
"source": [
"# Plot separated anomalies\n",
"Slice = EW1_result\n",
"\n",
"distance = Slice.Distance\n",
"reg = Slice.Regional\n",
"res = Slice.Residual\n",
"CBA = Slice.CBA\n",
"\n",
"plt.figure(figsize=(15,4))\n",
"\n",
"plt.subplot(1,3,1)\n",
"plt.plot(distance, CBA, '.-', color='blue')\n",
"plt.title('Complete Bouguer Anomaly', size=20, pad=10)\n",
"plt.xlabel('Distance (m)'); plt.ylabel('CBA (mgal)')\n",
"plt.xlim(min(distance), max(distance))\n",
"\n",
"plt.subplot(1,3,2)\n",
"plt.plot(distance, reg, '.-', color='red')\n",
"plt.title('Regional Anomaly', size=20, pad=10)\n",
"plt.xlabel('Distance (m)'); plt.ylabel('Residual anomaly (mgal)')\n",
"plt.xlim(min(distance), max(distance))\n",
"\n",
"plt.subplot(1,3,3)\n",
"plt.plot(distance, res, '.-', color='green')\n",
"plt.axhline(0, linewidth=1, color='black')\n",
"plt.title('Residual Anomaly', size=20, pad=10)\n",
"plt.xlabel('Distance (m)'); plt.ylabel('Regional anomaly (mgal)')\n",
"plt.xlim(min(distance), max(distance))\n",
"\n",
"plt.tight_layout(1.1)\n",
"plt.show()"
],
"execution_count": 24,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "MfdPS8nJoxtw"
},
"source": [
"Transform 1D slices back to 2D map and gridding it to map."
]
},
{
"cell_type": "code",
"metadata": {
"id": "QZb5vKNFjJ1d"
},
"source": [
"# Concatenate all dataframes of slices\n",
"results = pd.concat((SWNE_result, SENW_result, EW1_result,\n",
" EW2_result, EW3_result)).reset_index(drop=True)\n",
"\n",
"# Gridding x and y\n",
"xi = np.linspace(min(utm_x), max(utm_x), 50)\n",
"yi = np.linspace(min(utm_y), max(utm_y), 50)\n",
"xi, yi = np.meshgrid(xi, yi)\n",
"\n",
"x, y = results[\"UTM X\"].values, results[\"UTM Y\"].values\n",
"CBA, reg, res = results.CBA.values, results.Regional.values, results.Residual.values\n",
"\n",
"zi_CBA = griddata((x,y),CBA,(xi,yi))\n",
"zi_reg = griddata((x,y),reg,(xi,yi))\n",
"zi_res = griddata((x,y),res,(xi,yi))"
],
"execution_count": 25,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 334
},
"id": "h8bRHfZjkyM2",
"outputId": "814b641f-5465-4933-b44e-e616935f77e8"
},
"source": [
"# Min max coordinates\n",
"xmin, xmax = min(x), max(x)\n",
"ymin, ymax = min(y), max(y)\n",
"\n",
"# Grid map\n",
"plt.figure(figsize=(15,4.5))\n",
"\n",
"plt.subplot(1,3,1)\n",
"plt.imshow(zi_CBA, aspect='auto', extent=(xmin,xmax,ymax,ymin), cmap='terrain')\n",
"plt.title('Complete Bouguer Anomaly', size=20, pad=12)\n",
"plt.xlabel('UTM X'); plt.ylabel('UTM Y')\n",
"plt.colorbar()\n",
"\n",
"plt.subplot(1,3,2)\n",
"plt.imshow(zi_reg, aspect='auto', extent=(xmin,xmax,ymax,ymin), cmap='terrain')\n",
"plt.title('Regional Anomaly', size=20, pad=12)\n",
"plt.xlabel('UTM X'); plt.ylabel('UTM Y')\n",
"plt.colorbar()\n",
"\n",
"plt.subplot(1,3,3)\n",
"plt.imshow(zi_res, aspect='auto', extent=(xmin,xmax,ymax,ymin), cmap='terrain')\n",
"plt.title('Residual Anomaly', size=20, pad=12)\n",
"plt.xlabel('UTM X'); plt.ylabel('UTM Y')\n",
"plt.colorbar()\n",
"\n",
"plt.tight_layout(1.03)\n",
"plt.show()"
],
"execution_count": 28,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "90aNsDr8o_xl"
},
"source": [
"We can see that parts of the anomalies are lost because in this 1D FFT method we use Moving Average. In another notebook, we use another method, Second Vertical Derivative, to separate the anomalies directly from the 2D data."
]
}
]
}