{
"cells": [
{
"cell_type": "markdown",
"id": "957703ca-a702-4036-ad19-ef0d077815dd",
"metadata": {},
"source": [
"# Type-2 Long Range Interactions"
]
},
{
"cell_type": "markdown",
"id": "d09d3745-72a5-440e-9d94-63578b3d621b",
"metadata": {},
"source": [
"## Importing Packages"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "640ce662",
"metadata": {},
"outputs": [],
"source": [
"from WPSProtocol.Part_2A import normalizeWF, initialVals\n",
"from WPSProtocol.Module_WalshPSeq import *"
]
},
{
"cell_type": "markdown",
"id": "3fd2e73d-502c-4964-92da-c400d2d52968",
"metadata": {},
"source": [
"## Introduction\n",
"An example of XX+YY Long-range interacting Hamiltonians is demonstrated to decouple these interactions using Walsh Pulse sequences.\n",
"\n",
"Plot of $\\log(|1 - F|)$ vs Time is plotted for different values of $\\tau$ (this is the time period after which the pulse sequences are repeated upto Time $T$) for different values of $\\alpha$.\n",
"\n",
"$\\alpha = 0.5$: Trapped Ion Systems, $\\alpha = 3$: Dipolar Systems"
]
},
{
"cell_type": "markdown",
"id": "4eb10dfd-54ee-46c0-960c-8eedfa1d329d",
"metadata": {},
"source": [
"## Definitions"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "2cbf9501",
"metadata": {},
"outputs": [],
"source": [
"params = {\n",
"'N' : 1,\n",
"'tau_list':[1, 0.5, 0.1, 0.05],\n",
"'tau': 0.1,\n",
"'n': 2,\n",
"'alpha': 3,\n",
"'T': 10,\n",
"'R': [],\n",
"'r': [],\n",
"'opH': [X, Y], # Need to change this specific to Model\n",
"'pulses': [I, Z] # Need to change this specific to Model\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e3ce8b18-b190-4e44-bd45-a22c546d172d",
"metadata": {},
"outputs": [],
"source": [
"params['alpha_list'] = [0.5, 1, 2, 3, 6]\n",
"params['tau_list'] = [0.05, 0.1, 0.5, 1]\n",
"params['alpha'] = params['alpha_list'][0]\n",
"max_index = 8\n",
"Wx, Wy = list(range(0, max_index, 1)), list(range(0, max_index, 1))\n",
"# Wx, Wy = [3, 4], [3, 4]\n",
"params['N'] = len(Wx)\n",
"params['pulses'] = WF_WIList(params, Wx = Wx, Wy = Wy)\n",
"Pseq = params['pulses']\n",
"params['n'] = len(params['pulses'])\n",
"params['opH'] = [X, Y] \n",
"n, N, r, op, pulses, psi_nm, R, alpha = initialVals(params)\n",
"params['R'], params['r'] = R, r"
]
},
{
"cell_type": "markdown",
"id": "75e7745e-35fe-4f00-b5fb-11f32d7d1622",
"metadata": {},
"source": [
"## Plots"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "d3165d50",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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vCtHntW/fvnyfEkDXzFA577UVERFh0Ane1dUVLi4ufB5KS0uxb98+PPPMM1AoFFCr1fxr8ODBKC0tNdlUYOl+ioqKcPz4cYwYMQJWVlZ8OqFQiLFjx+L27dsGVeEVOTg4IDAwEMuXL8eKFSvwzz//GPVV2bNnD9RqNf7zn/8YHINMJkN4eHiNI+L69euHkpISHDlyBICuCSkyMhL9+/fH3r17+WUA0L9//xrLozpPPfWUwfvg4GAAMDgvquPm5gaxWAx7e3u89NJL6NKlC3bv3g2ZTPZQ+QKAbt26Yf369Vi0aBGOHTsGlUpl8PmRI0eQm5uLcePGGZSzVqvFwIEDcfLkyWqbBziOw5o1a5CYmIjVq1djwoQJUKlU+PTTT9GuXTv+2k1ISMCVK1f4vi6Vz8u0tDT+fDlw4AD69esHV1dXfj9CoRCjR4+udTns3LkTERER8PDwMNj3oEGDADy4x+gNGTIEQqGQf1/5b3rt2jXcuHEDEydOrPLvZMm12K1bN5w7dw6TJk3Cnj17TPbjNOXAgQNo164dOnbsaLD8xRdfNGt9S+zcuRPt27dHp06dDI5lwIABJkep9u3bF/b29vz72tybHvbaaghHjhyBUqlEVFQUvywqKgqMMYhEIgwZMsQg/cmTJ816DRs2jF9Hf38cPXo0li5dioiICLz22mv49ttvkZCQgI0bN9Yq79RJu55wHIcJEybgs88+Q2lpKVq2bIlevXrVy75ycnIgEon4ERZ6FW+getOnT0dMTAzeffddhIeHw97eHgKBAK+88gpKSkoeKh+Ojo5Gy6RSqcF2c3JyTObL1LL6yENOTg7UajU+//xzfP755ya3kZ2d/dD7uXv3LhhjJke3eHh48HkxheM47Nu3DwsXLsSyZcswY8YMODg4YMyYMVi8eDGsra2RkZEBAHxfscoq922pLDQ0FAqFAvHx8fD29sbNmzcRGRmJ27dv4/PPP0dhYSHi4+MREBBg0Lm4NiqXlVQqBQCzz7f4+HjY2tpCLBbDy8vLZNnX1ubNm7Fo0SJ88803+OCDD2BlZYVnnnkGy5Ytg5ubG1/OI0aMqHIbubm5UCqV1e7H19cXb7zxBv/+l19+wQsvvIC3334bJ06c4Pczc+ZMzJw50+Q29OdlTk4O3NzcjD43tcxcGRkZ2LFjB8RicbX71qvpb5qVlQUA1Q7msORanDVrFpRKJX788UesWbMGQqEQvXv3xtKlS9G1a9dq92Hq/H2YsqpKRkYGEhISzC7DyveG2tybHvbaaggFBQVwd3c3uCfZ2dkhICAAXbp0Mbp2Ko+arkrFAF1fDgMGDDBIow9Oz5w5U6u8U4BUj8aPH4+5c+dizZo1WLx4cb3tx9HREWq1Grm5uQZBUnp6ulHaH3/8Ef/5z3/w0UcfGSzPzs6GnZ1dveWxYl71/wwqMpXX+mBvb8/X4kRHR5tM87ABgX4/AoEAaWlpRp/pOyhXrEWrzNfXF99++y0A3bfxX375BfPnz0d5eTk/hBUAfv31V/j6+lqcP4lEgieffBLx8fHw8vKCm5sbOnTogICAAAC6TqD79u3D0KFDLd52XevYsWO1ZSWTyVBWVma0PDs7u9r1AN3fYOXKlVi5ciWSk5Oxfft2vPfee8jMzMTu3bv59T///PMqRxrWJrgfNWoUlixZggsXLvD5AHSBwLPPPmtynVatWgHQXUOmrhdTy6RSqcmyqRycOzk5ITg4uMr7lD6oN5ezszMA3TQHVbHkWhSJRJg+fTqmT5+Oe/fuIT4+Hu+//z4GDBiAlJQUKBQKk+tbUlYPy8nJCXK53OTAFP3nFVXuTNxQ9yZz1fQly1weHh5GA0eKi4uRmZlp8n9OVQFmZd999x0/0CA4OBg///xzlWlreywUINUjT09PvP3227hy5QrGjRtn0bqWfBMIDw/HsmXLsHnzZoNvqaZOGI7j+G3r7dq1C3fu3EFQUFCt9m+J8PBwxMbGGvzz0mq12LJli1nrV8xXbYbEKhQKRERE4J9//kFwcDAkEonF2zCHUqlE9+7d8dtvv+GTTz7h86rVavHjjz/Cy8sLLVu2NGtbLVu2xJw5c7B161b+m9CAAQMgEolw48YNPPfcc7XKY//+/TFr1ixYW1vzzWhKpRI9evTA559/jtTUVLOa1yrXEjY0Pz8/nD9/3mDZtWvXcPXq1RoDpIp8fHwwefJk7Nu3D4cPHwYAhIWFwc7ODpcuXarVJKRpaWkmaxELCwuRkpLCBx6tWrVCixYtcO7cOaMvL5VFRERg+/btyMjI4IMzjUaDzZs3G6U1VTb79+9HYWGhwbKhQ4ciNjYWgYGBBs0+tdWyZUu+i8H06dON7jlA7a9FOzs7jBgxAnfu3MHUqVNx8+bNKucQi4iIwLJly3Du3DmDZrbaNrlUZ+jQofjoo4/g6OhYq0Cmvu5Ntb0+9SMvzW3OrEpISAi+//57XL16lQ/yf/vtNxQWFuLcuXNG6U+ePGnWdiuW8TPPPIPZs2fjzz//xDPPPMMv//PPP8EYq/U0KhQg1bOPP/64Vuu1b98eALB27VpYW1tDJpPB39/fZPPCwIEDERYWhhkzZiA/Px8hISE4evQofvjhBwCG0fPQoUOxfv16tG7dGsHBwTh9+jSWL19uVBUeGBgIuVyOn376CW3atIGVlRU8PDws/iZZ2ezZs7Fjxw7069cPs2fPhlwux5o1a/h+HDVF+h06dAAALF26FIMGDYJQKLT4ZrJq1So8+eST6NWrF9544w34+fmhoKAACQkJ2LFjB/bv31/7A6xgyZIliIyMREREBGbOnAmJRILVq1fjwoUL2LRpU5XDUc+fP4/Jkydj5MiRaNGiBSQSCfbv34/z58/jvffeA6D7x7dw4ULMnj0biYmJGDhwIOzt7ZGRkYETJ05AqVRiwYIF1eavX79+0Gg02LdvHz/EGNAFTvPmzQPHcejbt2+Nx9mhQwccPHgQO3bsgLu7O6ytrfkbYUMYO3YsXnrpJUyaNAnPPfccbt26hWXLlvG1GFXJy8tDREQEXnzxRbRu3RrW1tY4efIkdu/ezdfiWFlZ4fPPP8e4ceOQm5uLESNGwMXFBVlZWTh37hyysrLw5ZdfVrmPxYsX4/Dhwxg9ejQ6deoEuVyOpKQkfPHFF8jJyTGYauGrr77CoEGDMGDAAIwfPx6enp7Izc3F5cuXcebMGf5LxJw5c7B9+3b07dsXc+fOhUKhQExMjMm+UGPHjsUHH3yAuXPnIjw8HJcuXcIXX3wBW1tbg3QLFy7E3r17ERoairfeegutWrVCaWkpbt68idjYWKxZs8biuc9iYmIwbNgw9OjRA9OmTYOPjw+Sk5OxZ88e/PTTTwDMvxaHDRuG9u3bo2vXrnB2dsatW7ewcuVK+Pr6okWLFlXmYerUqVi3bh2GDBmCRYsWwdXVFT/99BOuXLli0bGYY+rUqdi6dSt69+6NadOmITg4GFqtFsnJyYiLi8OMGTPQvXv3ardRH/emDh064LfffsOXX36JkJAQCASCapsl9WQyGbp164bNmzcjNDQULVu25GuYAV0tc0REBObNm1ftxL0vv/wyFi9ejP/7v//D999/D61Wi7lz5/JTQ5w4cQLdunXj05uTt8pat26N6OhorF69GtbW1hg0aBCuXbuGOXPmoHPnzrXv41qrrt3EpIqj2Kpjzig2xhhbuXIl8/f3Z0Kh0KDXvqnRFrm5uWzChAnMzs6OKRQKFhkZyY4dO8YAsFWrVvHp7t69yyZOnMhcXFyYQqFgTz75JPv777+NRvwwxtimTZtY69atmVgsNshfVaPYKo/qYMx4JBFjjP3999+se/fuTCqVMjc3N/b222+zpUuXMgAGw4RNKSsrY6+88gpzdnZmHMcZjNoBwKKjo43WMTXKKSkpib388svM09OTicVi5uzszEJDQ9miRYuq3b+l+/n7779Z3759mVKpZHK5nPXo0YPt2LHDIE3lUWwZGRls/PjxrHXr1kypVDIrKysWHBzMPv30U4ORQ4wx9scff7CIiAhmY2PDpFIp8/X1ZSNGjKhx+DljuhFWTk5ODIDBUNjDhw8zAKxLly5G65g6986ePcvCwsKYQqFgAPi/d1XXg6lpDUypapi/qeNYtmwZCwgIYDKZjHXt2pXt37+/xlFspaWl7PXXX2fBwcHMxsaGyeVy1qpVKzZv3jyjUS+HDh1iQ4YMYQ4ODkwsFjNPT082ZMgQtmXLlmrzduzYMRYdHc06duzIHBwcmFAoZM7OzmzgwIEGo5r0zp07x0aNGsVcXFyYWCxmbm5urG/fvmzNmjUG6Q4fPsx69OhhcA2tXbvWaBRbWVkZe+edd5i3tzeTy+UsPDycnT171uS5mpWVxd566y3m7+/PxGIxc3BwYCEhIWz27NmssLDQoAxNjWwydQ87evQoGzRoELO1tWVSqZQFBgYajJbVb7Oma/G///0vCw0NZU5OTkwikTAfHx82ceJEdvPmzWrLnzHGLl26xCIjI5lMJmMODg5s4sSJbNu2bXU+io0xxgoLC9mcOXNYq1atmEQi4YfsT5s2zWDUYVX3EHPLQ38NVT7/TI3UzM3NZSNGjGB2dnb8PdNc//77LwsLC2NyuZxNnDjR4LMdO3YwAEbnpinnz59nUVFRTKFQMJlMxkaMGMGKiorYW2+9xRQKRbUjrc2lVqvZxx9/zIKCgphYLGbu7u7sjTfeYHfv3q31NjnG7s8ARx45GzduxJgxY3D48GGEhoY2dnaqFRUVhZs3b+LatWuNnRVCmqX169djwoQJSEpKqvdnNRLyzjvvYNOmTbh+/XqdjChtiqiJ7RGxadMm3LlzBx06dIBAIMCxY8ewfPly9O7du8kFR9OnT0fnzp3h7e2N3Nxc/PTTT9i7dy/fKZkQQkjTduDAAXzwwQePbHAEUID0yLC2tsbPP/+MRYsWoaioCO7u7hg/fjwWLVrU2FkzotFoMHfuXKSnp4PjOLRt2xYbNmzASy+91NhZI4QQYgZzO1M3Z9TERgghhBBSCc2kTQghhBBSCQVIhBBCCCGVUIBECCGEEFIJddKuJa1Wi9TUVFhbW1c54R8hhBBCmhbGGAoKCuDh4VHt5MQUINVSamoqvL29GzsbhBBCCKmFlJSUameIpwCplqytrQHoCtjGxqZOt61SqRAXF4eoqCizH9xHLEfl3HCorBsGlXPDobJuOHVd1vn5+fD29ub/j1eFAqRa0jer2djY1EuApFAoYGNjQxdePaJybjhU1g2DyrnhUFk3nPoq65q6x1AnbQvFxMSgbdu2eOKJJxo7K4QQQgipJxQgWSg6OhqXLl16LGYRJYQQQh5XFCARQgghhFRCARIhhBBCSCUUIBFCCCGEVEIBEiGEEEJIJRQgWYhGsRFCCCGPPgqQLESj2AghhJBHHwVIhBBCCCGVUIBECCGEEFIJBUiEEEIIIZVQgEQIIYQ84vLj4pD49HBcCe6IxKeHIz8urrGz1ORRgEQIIYQ8wvLj4nDnrSkou3YNrLwcZdeu4c5bUyhIqoGosTNACCGEkIejKSiAKjUV6owMqDIyoE7PgDozA6r0DBQfPw5wHMCYLjFjAMche/Vq2ERFNW7GmzAKkCwUExODmJgYaDSaxs4KIYSQRxxTq6HOyrof+GRCnZHOB0DuHy6EQKEAAGQsXYq8X7dasGGG8sSkesr1o4ECJAtFR0cjOjoa+fn5sLW1bezsEEIIaaa0xcW6YOf+S5WRCYexL0EglwMAMj5eitwffgC0WpPrO02OhtTfHwAgdnOH0N4eIldXiF1dIXJ1hchN93v2l2ugunPnQQ0SAHAcJAEB9X6MzRkFSIQQQogF8uPikPVFDIISE5H87To4T442aKpijEFz964u6ElPhzI0FAKpFACQ+8MPuLdlC1TpGdAWFBht27p/f0gDdEGPQKnUBUciEUQuzhC76AIfsZsrRC6uENrY8Os5RU+C8+Rok/kVWFvjzltTHjSz3f/pFD2pLovlkUMBEiGEEGKm/D17cGfKVIDjIGAM5dev485bU5DbpTPACfjaIKZS8esExMbyQY8mvwBl1xP4zwQKBURubhC5ukDs4gpO/ODfsv1LY2D//GgIHR3BCaofU8VxXJWf2URFAZ+tQlDZRfkAACAASURBVPbq1ShPTIIkwB9O0dGwiYysbTE8FihAIoQQQiopu3EDJefOQ5WaClVaqu5naipUt5J1CSp2eAZQcuYfo20IHR0hdnUFKy/jl9kMGQxFl866JjBXVwitrKrMg8jevs6OxyYqijpkW4gCJEIIIY8NbXHxg2AnNRWqOw9+91i2FBJvbwBA/p+7kf3FF+ZvWCiE5yfLH/QBcnYGJ5EYJZP6+/P9hkjTRgESIYSQRwJjDJp79/iAR52aCpshQyBycgIAZH/9NbL+u6LK9cuTk/kASda6FZShoRB7ekDs8eCVNm8+ypOSjDo8S1u0gM2gQfV6fKRhUYBECCGk0eTHxSE7ZjXKk5Ig8feHU/SkKpuCmFYLdVYWhLa2EMhkAICCgwdxd+PG+0FRGlhxscE6kqAgWN0PkESOup8Ca+sHQY+7Ox8EyVq14tez7t8f1v37G+XBeeoU6vD8mHhsA6SrV69i9OjRBu83bdqE4cOHN2KuCCHk8aGf4VkfZOhneFbPnQuBVGrYFJaaClV6OqBSwWfdt1CGhgIANLl3UfTX3wbbFTo68gFQxT4+NgMHwDqyP4TW1rXOs77Dc1ZMDEpvJEIWGADnyZOpw/Mj6LENkFq1aoWzZ88CAAoLC+Hn54dIOsEJIaReae7dQ3lyMspvJSPj4491CyvN8Jyzdi3U6emmNyAUQp2Ty79VdA2B28IFEHt43g+K3Pnapcr0kyo+LJuoKMgjIhAbG4vBgwdDLBbXyXZJ0/LYBkgVbd++Hf369YNSqWzsrBBCSLPGGIMmJ4fvzyNydgYAFMTHI3X2HGjz8mraANQ5OYb9fzw9+RohkYsLONGDf10SHx9IfHzq85DIY6rJBkh//fUXli9fjtOnTyMtLQ2///67UfPX6tWrsXz5cqSlpaFdu3ZYuXIlevXqZfG+fvnlF/znP/+pq6wTQshjQZWRgcJDh6BKSUH5rWRdzVByMt8PyH3xItg99xwAQGBtwwdHIhcXSHx8UHr9GrR5+YYb5ThIAwPhs+7bBj0WQiprsgFSUVEROnbsiAkTJuC5+xdYRZs3b8bUqVOxevVqhIWF4auvvsKgQYNw6dIl+Nz/NhESEoKysjKjdePi4uDh4QEAyM/Px+HDh/Hzzz/X7wERQkgzwtRqqFJTdYFPSjJU9wMguxHPwbpfPwBAeWIi0ufOM15ZIIDY3d1gpJe8Q3v4b9sGibcX39RVuQ8SdXgmTUmTDZAGDRqEQdUMmVyxYgUmTpyIV155BQCwcuVK7NmzB19++SWWLFkCADh9+nSN+9m2bRsGDBgAWRVt1nplZWUGwVZ+vu5bj0qlgqrCjKl1Qb+9ut4uMUTl3HCorBuGpeXMysuhun0HAoUcIjc3AEDppUvIePsdqFJTAbXaaB1xUBBkvXsDAAReXlA8+STEPj4Q+3hD7H3/5enJzwHE50UshjDAHxoAmvvL5BERcPt0BXLXrIEq6SbE/n5weOMNyPv0afLnCp3TDaeuy9rc7XCMVZzMoWniOM6gia28vBwKhQJbtmzBM888w6ebMmUKzp49i0OHDpm97WHDhuHVV1/FsGHDqk03f/58LFiwwGj5xo0boaijjn+EEFJbVhcuwHFvPMTZ2VA5OSEnsj8K27cHAAhKS6FISIA4Jwfi7BxIcnIgzsmBKC8PHGPI6dcXOfeH1otycxGwdBkAQCsSQeXoCJWjI8rv/yzx80W5u3ujHSchD6u4uBgvvvgi8vLyYFPheXaVNdkapOpkZ2dDo9HA1dXVYLmrqyvSqxr5YEJeXh5OnDiBrVu31ph21qxZmD59Ov8+Pz8f3t7eiIqKqraAa0OlUmHv3r2IjIyk0RH1iMq54VBZ16+CPXuQseFH/r00PR0eG36E26crYNW/P8qTk5E8b77JdTmFAoG+fug+eDAAgGk0KG3VGmIfbwidnWt8Btjjis7phlPXZa1vAapJswyQ9Co/nI8xVu0D+yqztbVFRkaGWWmlUimk95/GXJFYLK63i6M+t00eoHJuOFTWdUd99y4yPvwQZdcTUHb9usk0d7/6CvaDBkHk4wNZx2BIvLwh8fWB+P7IL4mPj+5BqBXvm2IxJKE9G+gomj86pxtOXZW1udtolgGSk5MThEKhUW1RZmamUa1SXYuJiUFMTAw0Gk297ocQ8vhi5eUov3ULZQkJKEu4oft5IwGKLiFwX6hr6hcolcjfEwdUcy8qT0wCAHBiMfw3b26QvBPyqGiWAZJEIkFISAj27t1r0Adp7969ePrpp+t139HR0YiOjkZ+fj5sbW3rdV+EkEebtrwcmnv3IHZxAaAbOZY4fDjKk26aDHwEFeZqE0gkcJs3F2JXV2QsXWby+WCSgID6PgRCHllNNkAqLCxEQkIC/z4pKQlnz56Fg4MDfHx8MH36dIwdOxZdu3ZFz549sXbtWiQnJ+P111+v13xRDRIhxFLasjKUJybqaoNuJKAsIQHlCTdQnpwMRZcu8P1xAwCAE4nASssAjQYCKytIAwMhaREEaWAQpEGBkAYFGWzXftQofvs0XJ6QutVkA6RTp04hIiKCf6/vID1u3DisX78eo0ePRk5ODhYuXIi0tDS0b98esbGx8PX1rdd8UQ0SIaQq2pISlCUmQpuXxz8rDABuDBhY5aMzVFmZBu89V62EyNERIldXs/tU0vPBCKl7TTZA6tOnD2qagWDSpEmYNIm+IRFC6pY5T5gvvXIFpVeuoFzfT+jGDahu3wYYg8jFBS3+ejDdiDTAH9qSEkiDgnSvwEBIgwIhCQriH8WhJ2/XrlZ5pueDkcai0WpwJvMMsoqz4KxwRheXLhAKhI2drYfWZAOkpoqa2Ah5tFX1hPmCoUPg+cknfLr0RYtQcsp4MlqhvT0kvr5g5eX8ZIleMTHgZDKLRtkS0hzE34rHxyc+RkbxgxHhrgpXvNftPfT37d+IOXt4FCBZiJrYCHl0lZw7h/QPP9S9qfiEeQD5O3fBfeFC/jEZii4h4IQiXT+h+/2DpEFBEDk4GG1XIJc3SP4JqUp91PLE34rH9IPTwWDY2pNZnInpB6djRZ8VzTpIogCJEPLY0RQWofTSRZRevASHsS/xT4e/u+lnaLKyTa8kEEBbVsYHSC7TpzVUdgl5KPVRy6PRavDxiY+NgiMAYGDgwGHpiaWI8I5ots1tFCBZiJrYCGletMXFKL18GaUXLqDk4kWUXrhoMCReGdoTslatdL+HhaIgPh7awkLDjXAcpC1bQmRv39DZJ+Sh1FUtT5mmDFnFWcguyUZWSRY0Wo1BwFUZA0N6cTrOZJ7BE25PPPRxNAYKkCxETWyENF3akhKUXrkCaWAghPcfAZT7/ffIWvWZUVqRhzvk7dobzB1kO2wYOKmUhsyTRlOXTWHm1PJ8fOJj+Nv6I7c0F342fnBW6AYNnEo/hTXn1iCrJAtZJVkoKC8wWH9Uq1Fm5SGrOKtWeW8KKEAihDRL2rIylF29ipILF1B64SJKL1xA2Y0bgEYDz88/44e4y9q3h8jFBbL27SFr3w7y9u0ha9cOIkdHk9vVD5nPXr0a5YlJkAT4wyk6mobMk3pXl01hJeoSxN+Kr7GWJ6M4A8O36R4E/2HYhxgepPu9VFOK4+nHDdJLBBI4K5zhJHeCs8zZaHum6AOu5ogCJEJIk8fKy8FUKn4m6cJDh5ASPRlQq43SCp2coC0s4t8rn3zSYMi9OWyiooyG9ROip9FqcCrjFM6Vn4NLhgu6eXRrsA7Paq0ajDGIhbppHBLzErHzxk5kFmc+eJVkGtX4VEcikMDdyh1C7sExtHZojY+e/AjOCmc4y3VBkY3Ehh+JqdFq8Ov1X5FZnGmyhooDB1eFK7q4dKlNcTQJFCBZiPogEVK/mEqFsoSEBzVDFy+i7OpVOE+dAseJEwEAEl9fQK2G0MEBsvbtIGt3v2bofm1RxeH0NLSe1KXKtTxb9m2p9w7PAPD2X2/DTmKH3LJcLAhdwNf0pBem4+t/vza5XYlAgnJteY37XxO5xqifkJPcCcMCh1W5jlAgxHvd3sP0g9PBgTPIOwfdNfdut3ebbQdtgAIki1EfJEIskx8Xh6wvYhCUmIjkb9fBeXK0ydoZVVoabk+dirLLV8DKjW/qZdcfPHpI7OODoH3xEHl4UABEGszDdHguVZciuSAZGUUZyCi+/7r/+828m9U2hQGAWqtGdmk2vz89P1s/vND6BbgoXOAsd4aLwoV/yYVyDPxtYL3V8vT37Y8VfVaYbBZ8t9u7zXqIP0ABEiGkHlWcdFHAGMqvX8edt6bgXu/e0ObnQ94xGK6zZgEAhA4OKL14CVCrIbC2vl8r1E7Xd6hdO4i9vPjtcgIBxJ6ejXVYpBmo63l/zKnlWXh0IT/KK70oHYP9ByPMMwwAcCbzDF7b+1qt9w8Ab3Z+E8+2eBb20gejKT2sPPB+9/erXKe+a3n6+/ZHhHcEzaRNCCGWyP4iRvdLpUkXi/76S/dWpeLTCqRSeMd8AYmfH8Te3uAEggbNK3l01GVn52JVMdKL03Eo+VCNtTx3y+5i8fHF/Htva28+QHJTuMFOagc3pRtcFa66l1L3817ZPXxy6pOqNsvr7NIZTnIni/LfELU8QoGw2Q7lrw4FSBaiPkiEmMa0WpRduQJVaiqs++tuuuU3b5pOLBDAY+nHkLVvb7DYKjy8nnNJHnWWNINptBrklOZALBDDXqarlUnKS8Knpz9FelE60orScK/snkX7b+PQBsHOwXBTuhkEDQF2Afj7+b9NrqPRarDh0oZ6bQp7VGt56hMFSBaiPkiE6DDGUH7zJoqPHUPRseMoPn4cmnv3ILCxQcuICHBCIST+/ii7etVwxfuTLtoOq7oDKHl8NOS8PwAw6+9Z2HBpA98HSM3UiO4Ujdc7vs6nO5BywGBdpVgJW4ktUotSa8zD20+8bXFtSkN0eH5Ua3nqEwVIhBCLZa/9Gnc3boQ6Pd1guUChgKJzZ2jy8iBycIBT9CSadJFU6WGbwopVxUgtTEVqUSruFN7B6YzTNTaDlWpKcSbzDP9eyAlRpHowLYSH0gMf9PgAbko3uCnd4K50h7XEGhqtBgO2DqAOz48RCpAIIVXS3LuHouMnUHz8GJynTIHwfq0pKy2FOj0dnFgMeefOUPToDmWPnpB3aA9OLObX10+6mBUTg9IbiZAFBsB58mSadJGY1RQW6hFqEAD52/qjh3sPALqmsKf+eKpW+36h1QsYFDAI7kp3OMmdIBI8+FcoE8lMzhLdELU81BTWtFCARAjhaYuLUXz6NIqOHUPx0WMovXyZ71it6NmTD2xshz8NeUgXKLp0qfFJ9TZRUZBHRCA2NhaDBw+GuEIARZqHxhgRZip4eq7Fc3yA5KZ0AwBYS6zhaeUJD6UHBJwA8cnxNe4/0i8SnV06W5xv6vD8eKEAiRACACjYvx+3p0wFKowsAwBJYCCUPXpAUmGYvcTHBxIfn4bOImkED9sMptKqcDnnMlIKUnC74DZSClJwOfdyjU1h+uCoYgDUxqEN/7lcJMeRF47AWmLNL6vvZjDgQS3PidQT2Ht0LyJ7RtbJTNqk6aEAyUI0io00Z/qRZkVHj6Ho+DFYR0bCfuRIAIC0ZUtApYLIwx3KHj2h7NkDiu7dIXZxaeRck8ZiTjNYuHc40grTcLvgNm4X6gIgb2tvvplKpVFhTOyYWu1/fs/5eK7lc1V+XjE4AhpudmehQIiurl2RKclEV9euFBw9oihAshCNYiPNSVUjzfQ4sYQPkCReXgjcGwexlxfNTt0M1fXzwcxpBpt5aCa0TGuUpqd7Tz5AUogVaO3QGkqxEl5WXvC29kaZpqzKx2NU5GNjeS0ldXYmdYUCJEIeMdqSEr5fECspQeJTTxs0mwkUCiieeAKKHj2gDAs1WFfi7d2geSV1oy6eD8YYw7W715BckIxb+bdwOr3mEWEapqtJlwll8LL20r2svNDWsa1Bui3Dthiup9Vg+43tNO8PadIoQCKkmciPi0N2zGqUJyVB4u8Pp+hJsImK4keaFR07iuJjxyGQy+H/21YAumBI+URXMLXmfpNZD6ORZqR5s2RixHJNOVIKUnAr/xaS85MhFooxpo2u+YvjOEyMm4i8sjyL9j+7+2yMbjXaolpHmveHNAcUIBHSDFR8phkYQ9m1a7jz1hRkenlBdefOg0d5AIBIBE1hIYRWVgAA72+/pSazR1RNzWAcOMw5PAebr2xGSmEKUgtTDdL62vjyARIAtHdqj/yyfPjY+EDEibDtxrYa8xBoF1ir84uawkhTRwESIc1A9hcxDyZbBPifqtu3ATwYaabs2QOKbt344AgABUdNTF0NmS8oL8CuxF3VNoMxMBSpinAs/Ri/TClWwtfGF77WvgiwCzBIv6b/GoN8Hks71iAjwqgpjDRFFCAR0kQxxlB6/jzytm1D2bVrphOJRAjatw9iVxpp1hxYOmSeMYaM4gykF6Wjk0snfvn/xf0fjqUdM0pflREtRmBY4DD42PjAUeZoVtDckCPCqCmMNEUUIBHSxKhSU5G3fQfytm1DeVJS1Qk5DtKgIAqOmoma+grN6jYLzgpnJOYlIikvCYl5ibiZdxPF6mJIhVIcf/E4H4zYSe10PyV2uFde88NUBwcMRhdXy2t6qBmMPM4oQLIQzYNE6ovqzh2kvj8bxceP88s4mQzWkZEQe3kh58sv6ZlmzZQ5fYX+e/q/KNOUGX0u5IRwV7rjXtk9OModAegeiDq351woRIoGmxiRmsHI44YCJAvRPEikrjCNBur0dIg9PQEAQkdHlF66BABQdO8O26efhnVUFIRWSgCArE1rZK9ejfLEJEgC/OEUHU3PNKsnddVP6HTGaRxNPYqT6Sdr7CtUpimDn40fOjh1gL+tPwJsA+Bv6w9va2+IhYajDl0UD2oNqRmMkPpBARIhDazs+nXkbduGvO07IFAoEPBnLDiOg0Amg8fyZZC1aMEHTRXZREXpHv5K6pUl/YS0TIu0ojQk3E3A9XvXcf3udczqNgt2Ml0T2MGUg1h/cb3Z+36j4xsYHDDYovxSMxgh9YMCJEIagDonB/m7diHvj218LREACG1toU5Lg9jDAwBg3adPI+WQAObNKWQrtcWuxF24fvc6Eu4loFhdbJB2RMsRfG1LN7duKCgvgEQgwaarm2rcv7PCuVb5pueDEVL3KEAipJ7lrF+PzOWfAPp+a2IxrMJ7w/bpp2EVHg6BRNK4GSQAzOsntPTEUkzsMBFbr2/lPxMJRAiwDUCQXRBa2LeAu9Kd/6yXVy/08uoFjVaD/Sn767WvED0fjJC6RQESIXWIMYaSf85C5OzEP7ZD1rIloNFAFhwM26efgs3gwRDZ2zdyTpu/uuonBAAXcy7iszOf1dhPKL04HTKRDK8Gv4oW9i3Qwq4FfGx8IBZUPzN5Qw2ZJ4TUHQqQCKkD5SkpyNu+HXnbtkOVnAyHcePgOus9ALoO1wGxuyANCKhhK8Rcls4nBABZxVm4nHsZV3Kv4EruFQwPGo7eXr0BAPll+TiSesSsfUsEErzZ+U2L80x9hQhpXihAIqSWNAUFyN+9G3nbtqHk1Gl+OadQAALBg/dCIQVHdcjcZ49lFmdi05VNuqAo5wpySnMM0ntZe/EBUlvHtngq8Clsv7G9xv3Xtp8QQEPmCWlOKEAipBYYY0h6ejhUqam6BRwHZc8euqH5kZEQKBSNm8FHVE39hABg6YmliPCOgFqrxjf/fsN/LuAE8LPxQ2uH1mjj0Abd3Lvxn9lKbbEwdCGOpx2v135CAA2ZJ6S5eKwDpE8//RTffPMNGGPo378/Vq1aRc+tIiaVXr2Kgj1xcJocDU4gAMdxsI7sj8L/HYbt8KdhO2wYxG5ujZ3NR97xtOPV9hMCgPTidJzJPIOurl3xQusXEGgbiNaOrdHSviXkInmV61E/IUJIRY9tgJSVlYUvvvgCFy9ehFgsRu/evXHs2DH07NmzsbNGmghVZibyd+7SPQvt6lUAgOKJrlDeP0ecp0+Hy3vvUVBdA41Wg1MZp3Cu/BxcMlzMHn6eX56PC9kXoNaq+aawnJKcGtbSySrOAsdxeL/7+xbllfoJEUL0HtsACQDUajVKS0sBACqVCi4u9Eyrx522pAQF+/Yjb9s2FB0+DGi1AABOLIZV374QWNvwaQVSaWNls9mo3Jl6y74tJjtTqzQqXLt7Df9m/4t/s//F+azzuJl/EwDQwr4FHyC5WZlXS0f9hAghD6vJBkh//fUXli9fjtOnTyMtLQ2///47hg8fbpBm9erVWL58OdLS0tCuXTusXLkSvXr1Mmv7zs7OmDlzJnx8fCASifD6668jMDCwPg6FNEH5cXHI+iIGQYmJSP52HZwnR8MmKgplV68ideZMPp28c2fYPv00bAYNhJAeLWOR6jpTTzs4DZ/2+ZQPkkbtHIWEewlG2/Cy8kIr+1bQMi0EnABdXLrAVeFK/YQIIfWuyQZIRUVF6NixIyZMmIDnnnvO6PPNmzdj6tSpWL16NcLCwvDVV19h0KBBuHTpEnx8fAAAISEhKCszfvhjXFwc5HI5du7ciZs3b0Iul2PQoEH466+/0Lt373o/NtK48uPicOetKQDHQcAYyq9d073/bBWsIyOhDA2FvFNH2D71FCR+fo2d3WbJnM7UH5/4GBHeERAKhGjt0BqZxZno4NQBHZw7oINTB7R3ag8HmYPButRPiBDSUJpsgDRo0CAMGjSoys9XrFiBiRMn4pVXXgEArFy5Env27MGXX36JJUuWAABOnz5d5fpbtmxBUFAQHBx0N+AhQ4bg2LFjVQZIZWVlBsFWfn4+AF3TnEqlsuzgaqDfXl1vl+hkff6F7hdW4Z83xyErJgbyiAi4f7WGX0x/g9o5lXGqxs7UGcUZOJF6Al1du+K9kPewoPsCo/5cpso/3CMcy3otw/LTy5FZnMkvd1G4YGbITIR7hD+2fze6dzQcKuuGU9dlbe52mmyAVJ3y8nKcPn0a7733nsHyqKgoHDli3mRv3t7eOHLkCEpLSyEWi3Hw4EG8+uqrVaZfsmQJFixYYLQ8Li4Oinoa0r1379562e7jTJaSAu/r12HUrZoxlN5IRGxsbGNkq9FpmRY31TdRwApgzVnDT+QHASeoeUUABdoC3FTfxE31TfSV9YVSoMS58nNmrbv36F5kSjJrTmjCZPFk3FQa5rns3zLE/vt4/g0rontHw6Gybjh1VdbFxcU1J0IzDZCys7Oh0Wjg6upqsNzV1RXp6elmbaNHjx4YPHgwOnfuDIFAgH79+uGpp56qMv2sWbMwffp0/n1+fj68vb0RFRUFGxubKterDZVKhb179yIyMhJicfWPMCDm0RYWIuezz5H388+mE3AcZIGBGDzYsiepPwr2pewzWRvzdsjb6OfdzyAtYwypRak4k3mGf6UUpvCfj+o+ChHeEXDJcMGWfVtq3Hdkz0h0de1adwfzmKN7R8Ohsm44dV3W+hagmjTLAEmvcnU8Y8yiIdeLFy/G4sWLzUorlUohlUoRExODmJgYaO4/eFQsFtfbxVGf237clOflIX/rVoAxKJ7oiuKTpwCO0zWz3f/pPDn6sSvv+FvxeOfvd4z6CmUVZ+Gdv9/Bf8P/iz7efSAW6splV+IuvPe3Yc0tBw6tHVojxDUEvna+EIvF6ObRzazO1PTE+fpB946GQ2XdcOqqrM3dRrMMkJycnCAUCo1qizIzM41qlepadHQ0oqOjkZ+fD1sa1dSkaQoLIbSyAgBI/PzgOns2JN5eUIaG6kaxxcSg9EYiZIEBcJ48GTaRkY2c44ZlTkfqGYdmYEbXGRjXbhwAINg5GCJOhHZO7RDiGoIQ1xB0cukEG4lhLSp1piaENHfmdTJoYiQSCUJCQozaI/fu3YvQ0NB63XdMTAzatm2LJ56gIcBNFdNokPvDBiT0iUDxP//wy+1Hj4Ly/vlhExUFn19/RcLiRfD59dfHLjgCgDOZZ2rsSM3AcCDlAP/ey8oLR148gh8H/4hpIdPQ26u3UXCkp5900UVhOL+Yq8KVf14aIYQ0VU22BqmwsBAJCQ/mRUlKSsLZs2fh4OAAHx8fTJ8+HWPHjkXXrl3Rs2dPrF27FsnJyXj99dfrNV9Ug9S0lV6+jLS581D6778AgHu//gpF586NnKumpVhVjMziTGQVZ5mV/rmgB9NscBxX7eM6KtNPungi9QT2Ht2LyJ6R1KxGCGkWmmyAdOrUKURERPDv9R2kx40bh/Xr12P06NHIycnBwoULkZaWhvbt2yM2Nha+vr6NlWXSiLTFxcj6Iga5338PaDQQWFvDZcYM2I0a2dhZa3SMMVy/dx2H7xzG4TuHcSbzDILsgvD2E2+btb65s1dXRSgQoqtrV2RKMtHVtSsFR4SQZqHJBkh9+vQBY8Z9IyqaNGkSJk2a1EA50qncSZs0vsL/HUb63LlQpaYCAKwHDYTrrFkQP2KPjtFoNRY9/uJQyiHEJ8fjyJ0jyCwxHEqfX56Ptg5tG2RWakIIaY6abIDUVFETW9OjzkiHKjUVYg8PuM2bC6vw8MbOUp2r/EwzAAbPNNNoNbiUcwntndrzIzl3Je3Cn0l/AgBkQhmecHsCYZ5hCPMIg6+NLziOo47UhBBSBQqQSLPDtFqoUlMh8fICANg++yy0paWwe+YZCOpp0s7GVNUzzTKKMzDt4DR0cu6ExLxE5JfnY+tTW9HSviUAYIj/ELjIXRDqGYoQ1xBIhcYP16Wn1xNCiGkUIFmImtgaV9n160ibOw+q1FQE7NoJoZUVOI6Dw5gxjZ21elHdUHy9s1lnAQDWEmvcLrjNB0jh3uEI9665No2eXk8IIcYoQLIQNbE1Dm1pKbLXrEHOt+sAlQoChQKlFy9B2b1bY2etXpnzTDMAeL/b+xjZaiREgtpd0vT0ekIIMUQBEmnyio4eRdr8+VDdSgYAWPXtC7cP5kDs7t7IOasf+s7Ye2/tBELwqgAAIABJREFUxc4bO81ax1ZqW+vgiBBCiDG6o5Imi6nVSJs9G3nbtgMARC4ucJ0zG9aRkRY9UqY50AdFe27uwb7kfcguybZofWeFcz3ljBBCHk8UIFmI+iA1HE4kAlOpAY6D/QsvwHnaVAitrRs7WzWydDg+Ywwjd47E9bvX+WXWEmv09e6L/r798eGxD5FVnEVD8QkhpAFRgGQh6oNUv8qSkiBQKvk5jFzfnwWH/4yFvFOnRs6ZeWoajq/SqnAy/SQO3zmMGV1nQMAJwHEcOjl3QmZxJvp690WUXxS6u3XnHxCr1qppKD4hhDQwCpBIk6AtL0fO118jZ81XsIqIgNdnqwAAIicniJycGjl35qlqOH5mcSamHZyG7u7dcTX3Ku6V3QMARPpGopOLLvCb0mUKZnWfBbHA+CnTNBSfEEIaHgVIpNEVnzqFtLnzUJ6YCED32BBtaSkEMlkj58x81Q3H1y87nnYcAGAvtUc/334GD3m1lVZfG0lD8QkhpGFRgEQajSYvD5mffIJ7W34FAAgdHeE6axZshgxudp2wz2SeMWs4/syuMzGmzZhajTijofiEENJwKECyEHXSrhslFy8i5dXXoMnJAQDYjRwJlxnTIbSza+ScWU6lUSH+VrxZaZ3lzjQcnxBCmgG6U1uIOmnXDamfHzipBJLAQLgvmA9F166NnSWLpRSkYOu1rfg94XfkluaatQ4NxyeEkOaBAiTSIJhKhbxdu2D71FPgBAIIlEr4fPMtxF6eEEgkjZ09ixy+cxgbLm3AkdQjfP8iJ5kTSjQlKFIVmVyHhuMTQkjzQgESqXcl588j7YO5KLt6Fay0DPbPjwYASAP8GzlntXM87TgOpx4GAIR6hGJUy1Ho7d0bh1IOYfrB6QBAw/EJIaSZowCJ1BtNYSGyPl2Juxs3AoxBaGsLgZVVY2cLgG7U2amMUzhXfg4uGS7o5tHNKHjRaDU4nHoYW65uwYttXkRPj54AgBEtR4DjOIxoMQLeNt58ehqOTwghJqhKgUt/AFd2AsV3AYU90GKA7rPre3TLZDaAlStQmAmU5unStB4KtB0OoHG+WFKAZCHqpG2e/L17kfHhIqgzMwEAtk8/BZd334XIwaGRc2Y8meOWfVsMJnPMKs7C7wm/49drvyKtKA2AbgSZPkDysfHBtJBpJrdNw/EJIY+VmoKf7AQgJwHQqgBOADAtAA64vOP+BjjAxPQo4AS6NH++C27YFw10MIYoQLIQddI2lh8Xh+yY1ShPSoLE3x9iby8Uxu8DAIh9feA+fz6UPXs2ci51aprMMdg5GJeyL0HN1AB08xM9Hfg0RrQcYfY+aDg+IeSR8NDBTyVMq/+l4sLq05bmQbhlLNwCpgAY/PDHZAEKkMhDyY+Lw523pgAcBzCGsmvXUHb1KiASwfGViXB6/fUmM+GjOZM5ns86DwDo7NIZI1uORJRfFKRCaYPmkxBC6l3l4KdyE5emDMi4CKiKHyL4qQsMAIfOt9YC6pmA2PhpA/WFAiTyULJjVvPBEQDdT46DxM8PLlOnNm7mKjF3MseFoQvxTItnGiBHhBDykGrTv8dk8FONegt+zMOBQaIphvrydqDLmAbbLwVI5KGUJyU9CI70GIMqOblxMlSNrOIss9JRjREhpEmor/49FdUUHDURDBwEV2MpQCLNh8TfH2XXrhkGSRwHSUBA42XKhHul93Ag5YBZaWkyR0JIvWvM/j3NEAcGVnK3QfdJARJ5KE7Rk3R9kPTuN7c5RU9qvExVoGVafHX+K/w/e/cdH1WVNnD8d2cyaUBCQiAhdJViCDWABURQCIYVNFgowgsIu1JWxeCuoKIrrqCrIr4YwMKKrg0bvKsbNwRXQEUXCGIhIKJgKIFQE9MnM/f9YzIhZZJMuVPzfD+fiLn3zrknN+3JOc95zuv7XqfIWNTotVLMUQihCY8EP82LigJhUR69pwRIwiURyclU3H8/p595BoCQnj2ImT+fiNGjvdwzC52i4/vT31NkLKJnVE+GdxzOK9+/AkgxRyGEE6qCH33ORww9fgj9++9Czxss5yT4cRsFFVPPseg8eE8JkITLWlxxBaeBoLg4Ltm0yat9MZqMbDy0kZGdRlZPlS1IWsD4y8aT3CUZnaIjoU2CFHMUQtTnwMiPouiIUc2oP/4IP35suz0JfjShomDUh6FcPt6j95UAyUFSKLIRiuK1W5vMJjIOZ7B672qOFR3jp/M/8dCVDwHQI6oHPaJ6VF9rLea488ROsr7KYvRVo21W0hZCBBCNl7UrVcGPIsGPm1l+r+zpchdJQZ4tGSMBkoOkUKRvUVWVT3M/5YVvXuDngp8BaBPahu5R3Rt9nV6nZ1DsIPKD8xkUO0iCIyECSd1gyM+WtTcvjVTSVs0QGolp3AucOuT51XYSIAmXKSHBBF92KUEx2q/+MplNDW7b8dWJr3h+z/PsO7sPgIjgCGYmzmRKrymEG8I174sQwgc4lQBdg58saw8M1uCn6l+dAWK6Q5tLobs1b+vfUHoeQiKgZRwUnYLyAktCdq9xkHATKno4lOHx3kuAJFwW2qMHl37cwBy8C+rumQbU2jPti+NfsO/sPsKCwpiWMI3pvacTERyheT+EEB7ittVfQhs1R3scCH5qBDsY6kyTDZza9G2NRs0+AkdIgCR8UkN7pp0qOUXa1jRWjFjBrD6z0Ck6ZvSeQZuwNl7qqRDCLrL03b9YPweGcIhNhKBgS6CjdfDjwyRAEj6nsT3TrJ7a+RT/vuXfLBy00IM9E0LYrWZAJMGPlzSR31Mz+Glkiqte4AN+H/zYQwIk4bKygwc5fl8aQe3a0uXVV11ur6k901RUTpacZE/+HgbHDXb5fkIIBzmyIqzuL2kJfjSiTX6PzeBHABIgCQ2o5eVU/PwzammpJu3Zu2eavdcJIVzg6oowCYSc4MH8HtGgZh0gPfPMM7z66qsoisKiRYuYOlW+mHxBaaV9gZbsmSaEi2RFmBdI8OMvmm2A9P333/PWW2+RnZ0NwPXXX8+NN95I69atvdwz8btuv+Ov//0rleZKm+dlzzQhnGDXSJCsCLNXjRCHiyVyJfgJJM02QNq/fz9XX301oaGWL8z+/fvz73//m0mTJnm5Z35IdX0IPbcwl/Yt22PQGQg1hLLkyiX8ZcdfLM3LnmlCNM6p/cFqkLygBjS2rD2IguA4WnXpj9IzxXKJBD8BxWcDpO3bt/P000+TnZ1NXl4eGzdu5Oabb651zerVq3n66afJy8ujd+/erFy5kmuuucau9hMTE3nssce4cOECAP/5z3+45JJLNP84mhUnthpRVZVNhzaxfOdypl4+lXsG3gPAhO4TiAiOkD3ThLClgRViju0PJmpxcFl7ZY+xbN38H8aOHYvOYLBcI8FPQPHZAKm4uJh+/foxc+ZMbrnllnrnN2zYwIIFC1i9ejVDhw7lxRdfJCUlhZycHDp37gxAUlIS5eXl9V67efNmEhISuOeee7juuuuIjIxk8ODBBAX57OMISMXGYpZ+tZSMw5YKqT+c+QGT2VQ9MmTdM62hStpCBCQXVojJ/mANqXpOWi5r91LxQuE5PhsRpKSkkJKS0uD5FStWMGvWLGbPng3AypUryczMZM2aNSxfvhygOr+oIXfddRd33XUXALNnz+ayyy5r8Nry8vJawVZhYSEARqMRo8bfKNb2tG7XXUyKQlB8PPp27ezuc865HBZ/sZijRUfRK3rm9p3L9MunYzaZMZtq/4Xbv01/qKoDaeu8s/ztOfszedYNqCxD2f9PdD9mQOk5MFWg5O9DMZaiKjoU1Vwv16V2zkvzDYRsPQ8VBQX14r+6INQ23SH6Usw9x6JePh7s2fDUjq9T+Zr2HK2ftb3tKKqqQQKJmymKUmuKraKigvDwcN577z1SU1Orr7v33nvZu3cv27Zts6vd/Px82rVrx48//shtt93Gnj17GhxF+stf/sJjjz1W7/hbb71FeLjs+2UvVVX5qvwrMssyMWEiUolkYouJdA7q7O2uCeF2OnMF8Rd20f5CNi3L82hZdhIdphq/2GsGP81X48GP5ZgZPb+Ftqc4JI6Tkf0AiCv4FoOpCKO+JXmtkzjRejBmXbBXPgbhu0pKSpgyZQoFBQVERDS8PZXPjiA15syZM5hMJmJjY2sdj42N5eTJk3a3c/PNN3PhwgVatGjBq6++2ugU2+LFi0lLS6t+v7CwkE6dOpGcnNzoA3aG0WgkKyuL0aNHY7DObQeIE8UneOLjJzBhYmTHkTxyxSNEhkR6pS+B/Jx9TbN41nVHg0IiUVu2Qym2To3VGB2q8cseLk6JNYfgyJ6RH3RBmKtGfkyXjQYFdD9loVblAJmqRoPCg0IJB2wV/GgL9HXjx9EsvqZ9hNbP2joD1BS/DJCslDpJwaqq1jvWmB07dth9bUhICCEhIaSnp5Oeno7JZALAYDC47ZvDnW17S5fWXXjkqkcoMhYxqeckhz5f7hKIz9lXBcyzdrF4YnMKiC6yhEVK1dJ3pcbSd6UqAVqpygNSEm5CqcoD0llfPmhGdUs6fEfAfE17kaqqnC8xUlRmxGhWMejAaIZgvUKLEAMtDZZQRatnbW8bfhkgxcTEoNfr640W5efn1xtV0tr8+fOZP38+hYWFREZ6Z+TD15T9eJC8hx4iKDaWTukv1DpnMpt46buXGNJ+CEmxSQCMu3ScN7ophPOa3FesBlkl1vCKMFn63mw0FPTUDH5MZpWPvsvjra9zySssa7Ctjq3DGNxaYVipkTYeDEb9MkAKDg4mKSmJrKysWjlIWVlZ3HTTTV7sWfOklpZQ9sMPGAoKah0/VXyKRZ8vYvep3Xzw0wf88+Z/Em6QfC3h4xobHWpwX7HmRIMVYcLvWAOe4vJKwoMtK4mLyyvrBT/nSyr5dP8p3s8+xomChoMeRxy7UMqxCzoyn9nOmqlJXNvDM7so+GyAVFRUxKFDh6rfP3z4MHv37iU6OprOnTuTlpbGtGnTGDRoEFdddRUvvfQSubm5zJkzx639qjvFJsBU9UuixFjCrpO7GNhuIF+e+JKHvniIC+UXCA8KZ0HSAgmOhPe5urVGwK8aa6wwYo2q0BL8BJS6oz3BeoXwYEt4cLKglH/9cJL/++Y4xy9oE/A4R6G0wsTMV3fy6swhHgmSfDZA2r17NyNHjqx+35ogPX36dNavX8/EiRM5e/YsS5cuJS8vj8TERDIyMujSpYtb+yVTbLVt+XUL73y2lIXA2bKz3JN5J+FB4ZRUlgBwefTlPH3t03SJcO/nRQibmpwaa85ba9gYCWqkMKIERP6lsbyeusHPxuxj5BXWrxnoa9Sq/8x9I5uvFl9PZJh7p9t8NkAaMWIETVUgmDdvHvPmzfNQjyxkBOmiLb9uIW1rGpeV1v5FYg2OhncYznMjnyNYL8tshQc4NTUWWCNCDu8P5khhROEzGgt+7M3r8VcqUFph4sM9x5g5tJtb7+WzAZKvkhEkC5PZxJM7n6y1T1pdB88fRK9I1WvhBg6vIgusQKg+F/cHEz6jOQc/jlj/5RFmXN3VrSuhJUASTtmTv6fWHmm2nCw5yZ78PQyOG+yhXomAJavILmpkhZjsD+bbGlvZ5Y7k5kClAr+eK+FCiZGoFu6boZAASTjldMnp6v8366AgHIrCGr9OCLs061VkLq4Qk20vvEaCH88rKq+UAMmXSA6SRdvwiysIfo5X+P29tr+Ual4nhE2OjA4F3FSZrBDzB7aCn9JyI6dL4LtjF9j20zkJfrygZYh7QxgJkBwkOUgW/WL6EawLpsJcYfO8gkJseCwD2w30cM+ET6ssg5wPmufokKPFE4XbNVXbp+mRnyD4dqdnOy1QgM7R4bQOb6ar2IRve/H7FxsNjgAeGPIAep0kaTdrVaND+pyPGPnrNwR9mx+go0NSPNGX1R0BKquo9JHaPsJZM4a6N0EbJEBymEyxwae/fspL370EwNTLp/LDzgxu+mc+51oprBqvJzY8lgeGPMCoLqO83FPhUY3kDikoRNRc8+j3o0MyNeYrJPenedEpEGrQM2FgR7ffSwIkBzX3KbZfLvzCg188CFiCoweGPECR7jqOvvA/GOPbMGDMCga2GygjR82BA7lD/r05awMFFSUgcjsJfkRN1p8fa6cmub1IJEiAJBx0vOg4KiqD4waTNshS3VxXFQy1MLSgryzpD0zNYmWZbK3hDbaCIAl+RH0qYcFBrJ2axPDmvheb8E3XdLyGt8a+RVRoFAad53ZVFh4WsCvLbAQ/srWG20kQJFzRsXUYQ1oX8fAdw4lu5bk9PSVAEnYprSwlLMhS6OiyqMtqn2xiSxjh4wJ1dMjRVWNSUNEpUvlZaCU+IoQJSR1J6RNHuCGIIL1CyxADLQzwySef0CrUs3+US4DkoOaYpL3t6DYe++oxnr72aZJik7zdHaGlAxmwaS6UXfDz0SHJE3InW7u9S/AjmhIfGcqtSR0Y3TuOyNAgTGbQ68BkhiC9QouqTXOLK0y0DAmidbjB5so0o5cKoEqA5KDmlqR9pOAIiz5fRJGxiMwjmRIgBQLriNGuV+DYrovH/Wl0SPKENGerJpC/7fYu3K99RAh3XNmZcf3iUbAEytagp2bw0zLE0GDAU1e0B/rtDAmQRIOKjcUs+GwBRcYiBrQbwJ8G/cn2hYoOJSwMJSTEsx0UTWt0+sxfyOiQVhoLgqQmkIhrFcytgzoxtm974lpZvq+KyisxmVWHg55AIAGSsElVVZZ8uYSfC36mXVg7VoxYgUFve/43fOAAen2zx8M9FDY5lFztq2R0yFWqqnKuuEIKIwqbeT3WqS17gp/ols33D18JkIRN635YR9avWQTpgnh2xLPEhMV4u0uiroBIrpbRIWfZSo4+XVjKv3IVnnxmu0yJNQONBT9N5fVA8w5+7CEBkqhn18ld/O+e/wXgwSsepH+7/l7ukajHz5KrL1YXUixFI2V0yC7OJUfrAQmO/Jmt5GaHgx9PdjhASYDkoOawiq13m96M6TqGFoYW3NbjtiavLzt4kPxnnsEQG0f7x5d6oIfNUN2ps9P7L57zg9EhtV1vzhT8RpsOl6EkjJeAqAHWgCjvQokkRweoplZ22ZPnI8GPZ0iA5KDmsIot3BDO34b/jUq10q7rzQUFFG//nOBu3dzcs2akoVyiulNnPqXh3CETenZkZDB27Fh0huZdYFSKJgYuLYIf4TskQBKA5Yf2f47+h+s6XYeiKCiKgkFp3r/IvKbm9Fm9gMhXgiMHc4e8VMfEW6RuUOCpG/yUVVSyfes2ho+4lrAQgwQ/AUgCJAHA6zmv88zuZ0jpmsJTw5+Sb3JPamz6zNcCIskdqqfm0nmT2SxBkB9qrLZPQyM/RqOR/eHQLaYFhmY+KhqoJEAS/Dfvv6zIXgHAgNgBDgdHqmw14hh/mT6TlWW11B0VkqXz/qWhxGcZ+RENkQCpmTtRdIL7t92PWTUz/tLxTOo5yfnG5AdM0/xh+qzjEBg8W4KhqmDofIlR8oN8nOT+CHeQAKkZK6ssY8FnC7hQfoGENgksuXKJ/ADRmj9Mn1nLBIS2htS10DPF2z3yCNlawz9I8CO8RQKkZkpVVR7/+nH2n9tPVEgUK0esJDSoeY4WaMrnp8+ab2HGukvoZWrMd8j0l/BFEiA5yF/rIJnMJvbk7+F0yWnahrclIjiCjMMZ6BU9z1z7DO1btne67RZDhnD5gf1NXxjofHL6rHkmV0vitG+yVflZgiDhqyRAcpA/1kHa8usWntz5JKdKTlUfiw2PZV6/eUSFRjGk/RAv9s6P+dr0mXWqTEaHZHTIC1zd9kIIXyMBUoDb8usW0ramodb5hZ1fks+qb1axYsQKL/XMzzU6WuQF7RICfnRICix6n63d3mXbCxGoJEAKYCaziSd3PlkvOAJQq3bFemrnU4zsNBK9Tu/0fcp/+onTL6RjiIsldvFiV7rs26wjRrtegWO7apzwRnBUFZQFaGK1TJF5j62aQI3u9u6lfgrhbhIgBbA9+XtqTavVpaJysuQke/L3MDhusNP3qTx3nt8yMwm+7FJinW7Fx9ScPis5D6ZyOLUPjCVe6lBg5xLJFJlnORoECdEcSYAUwE6XnNb0umaj5vSZNa/HmwJs+kxGhzxDVoYJ4RoJkAJY2/C2ml4X0BqaPvNKcBRY02eqqnKuuIJjv8GzWQf56LuTMjqkoZrJ0QYFPt+2jXEpo2gbES5BkBAucDpAMhqNnDx5kpKSEtq2bUt0tMxE+5qB7QYSGx5Lfkm+zTwkBYXY8FgGthvo2o38fKsR5eAn8NHdVQnXXukBgTJ91vjoUBBwxMs99E/2JkcbjUb2h0FUeLAER0K4yKEAqaioiDfffJO3336bnTt3Ul5+sdJsx44dSU5O5g9/+AODBzufz+IOqampbN26leuvv57333+/1rmPP/6YhQsXYjabeeCBB5g9e7aXeqk9vU7PoiGLSNuahoJSK0hSsPzwfGDIAy4laNfkNz+Qq0aL9DkfMfLXb9B/c9x7ffHz6TPJHdJezamx1mEN7xIvf5IK4V52B0jPPfccTzzxBF27dmX8+PEsWrSIDh06EBYWxrlz5/jhhx/4/PPPGT16NFdeeSWrVq2ie/fu7uy73e655x7uvPNOXnvttVrHKysrSUtL47PPPiMiIoKBAwcyYcKEgBoNG9VlFCtGrLBZB+mBIQ8wqssoL/bOC2rkFykoRNgcW3Mn/58+U1WV3HMlfJB9TJbXu0CKJgrh2+wOkHbs2MFnn31Gnz59bJ4fMmQId955J2vXrmXdunVs27bNZwKkkSNHsnXr1nrHd+7cSe/evenQoQMAY8eOJTMzk8mTJ3u4h+41qssoRnYaSfL7yeSX5vPgkAe5veftmo0c+bwG8ouUqtDIvb+K/H/6rO4o0YaduZwtNnq7W37BGgQ5WjdICOF9dgdI7733nl3XhYSEMG/ePLs7sH37dp5++mmys7PJy8tj48aN3HzzzbWuWb16NU8//TR5eXn07t2blStXcs0119h9j4acOHGiOjgCyzTh8eNenG5xI71Oz8cTPkZVVUL0IZoGR+GDB9Hzmz3giz/saxV09DA/nD6TFWbOq7l0XqfoGgyCAmd8WojA5lAO0i+//EK3bt00/aunuLiYfv36MXPmTG655ZZ65zds2MCCBQtYvXo1Q4cO5cUXXyQlJYWcnBw6d+4MQFJSUq18KKvNmzcTHx/f4L1VG8nFgfwXXVhQmFvaVfR6lDD3tO2SAxnwzhTP39ePps8kh8gxsnReiObDoQCpe/fu5OXl0a5dOwAmTpzI//7v/xIb63x5wJSUFFJSGv5FsmLFCmbNmlWdPL1y5UoyMzNZs2YNy5cvByA7O9upe3fo0KHWiNGxY8e44oorbF5bXl5eKwgrLCwELKtGjEZtpxus7WndbrNQWYay/5/o9n+EcmgzoLp5Cu1iHW21w2DMSTNRLx8PQaHgw5+/gpIK3tx5jLd3HeVkYf0/LoRFbMtgJgzswNjEdsRGhtE6rOEgqLKy0sO9q09+dniOPGvP0fpZ29uOQwFS3RGXjIyM6iDFHSoqKsjOzmbRokW1jicnJ7Njxw6X2x8yZAg//PADx48fJyIigoyMDB555BGb1y5fvpzHHnus3vHNmzcTHh7ucl9sycrK0rS9f5f+m2JzMSNCR9BG30azdoNPnSJq2zYqIyM5O2aMZu06Kq5gDwN+fQmDqQQV9+UWWdtWq9YGGvXh7OlyF6ciB8BR4Oh/3HRn56gqFFdCWaXl3615CnvO6nB39pW/iAxWGdrOzMAYtXpXPQUIC4LwoEoU40/88s1P/OLlfjpC658domHyrD1Hq2ddUmLfjgg+XSjyzJkzmEymeiNUsbGxnDx50u52xowZw549eyguLqZjx45s3LiRwYMHExQUxLPPPsvIkSMxm838+c9/pk0b24HD4sWLSUtLq36/sLCQTp06kZycTEREhHMfYAOMRiNZWVmMHj0ag8GgWbtr/7mWY0XHuGfEPfRr20+zdku+/poTK54juHt3rhg7VrN27WIdMcr+O8rx3dWHtf7VXx0UGcJQ2yWi6oMhLApTz7Eol48nKcj38otklMi29hHB3NzfvlEhf+Ounx2iPnnWnqP1s7bOADXFoQBJUZR6P0g88YOl7j1UVXXovpmZmQ2eGz9+POPHj2+yjZCQEEJCQkhPTyc9PR2TyQSAwWBw2zeH1m1bn1lQUJCm7QYFBVW379EfFB5MwFY6DoHBs1ESbkKpkWytc/ud7VM3uXrVfw7x4Z7jXtlG15fYmzgdaNz5c0nUJs/ac7R61va24fAU24wZMwgJCQGgrKyMOXPm0KJFi1rXffjhh44026CYmBj0en290aL8/HyX8p5cMX/+fObPn09hYSGRkZFe6YPA/QnY1j3YfDThWpKr67O3wKIQQtjDoQBp+vTptd6fOnWqpp2pKzg4mKSkJLKyskhNTa0+npWVxU033eTWewsHeGqrEWs9o5z/g58sCdhu4aPL86VAo4UUWBRCeIJDAdKrr76qeQeKioo4dOhQ9fuHDx9m7969REdH07lzZ9LS0pg2bRqDBg3iqquu4qWXXiI3N5c5c+Zo3hd71J1iEzW485dTrek0ayqtNqoTun10tKigpIJ/fJ3Lq18e5mxxhbe741HNdYpMCOF9Xk/S3r17NyNHjqx+35oIPX36dNavX8/EiRM5e/YsS5cuJS8vj8TERDIyMujSpYtX+itTbB7UQAVsrYKjmsvzlSG/95nRoprTZ2u2/cK/vstrNrlENStPt48Ik2BICOE1Xg+QRowYYbNgY03z5s1zqDq3CABuTcC27ocWyX/j7yRp8kPovJxk2Rynz2R0SAjhy7weIPkbf55ie2vsW5gx0yq4labthg8aRPcdX6LoNFrT5c4EbEUPPW6AhJuo7DGWU5u9U7OoOe5v1tqgMvmqSxg3oIOMDgkhfJ4ESA6/T2HIAAAgAElEQVTy5ym21qGt3dKuEhxMULSLO0y5PQG76hfxpDcv5hh5oQKuNZ/oza9/Dej9zeqODoXoVXZ8toXfje4uS6KFEH5BAiThfW5MwK4WGum1BGzr9NmKzT/yz28DM5/opn7tmT38kgaX1xuNRp/cy1gIIRricoAUERHB3r17ueSSS7Toj8/z5ym29L3pnC87z4zeM+jYqqNm7Zb//DPn3ngDQ2wcMXPucuzF9abTNA4fqgo8eiMBO9BXn7WPCGHqVV2YemUXIsOCvd0dIYTQlMsBUlMJ1oHGn6fYPvr5I44XHWfcpeM0DZCMeSe58PY7hPTqZV+A5NbpNGsCtueX7Af66jNZYSaEaE5kik14ljun02okYHtqxChQV5/JCjMhRHPncoA0depUzTdrFQHKbdNpNhKw3SzQps+iww1MuaKzjA4JIUQVlwOkNWvWaNEPv+HPOUhu09Q0q7EMvn8PPr4Pf0/ALiipYOnH+/lwzzG/nz6LjwzltkEduSWpI52iwiUgEkKIGmSKzUH+nIPkdrZ+wbqz4KOHErBrrkL7v2/z3HYfTxjfN445Iy+TUSIhhGiCBEjCfTQv+OjZBOxAmUbrEBnKlCs7y2ozIYRwgARIwj2MZZaRI0CTaTUPJmD78zSaJFcLIYQ2JEBykD/nIK2/YT0m1UTbsLaaths+eBCXbtmCYjBcXML/3zUaTat5LgHbGhh9sOeYW++jpaYKNAohhHCOpgFSZWUlJ06coHPnzlo261P8OQcprkWcW9rVhYYS3LGDZUrtVa3yjS5uKOvO6TRVhV/PFrPqs1/8Kr/otoEdeHhcgkyZCSGEm2gaIO3bt4+BAwf65eiKcJGW+UYemE4rKKlg/ZeHeXm3nqKvv9S8fXeQytVCCOE5MsXWjLzy/SsUlBcwpdcU2rdsr1m75T/u58JD92AIDie6Z7ELLbl/Oq1+fpHvTkfJ9JkQQniPQwHSwIEDGz1fWlrqUmeEe71/8H2OFx0nuUuydgGSsQzjP//KuX0GQqPCXAuQ3Did5i/5RTJKJIQQvsGhACknJ4dJkybRrVs3m+fz8vI4ePCgJh0TfsBa4+iXUqCN8+3oDHDjSuhzq6bTaf5Qv0gqWAshhG9yKEBKTEzkiiuuYO7cuTbP7927l5dfflmTjvkqf17FpqlaOUfOjnRUBQIT/6HpqJE/1C+6uX88ack9pIK1EEL4KIcCpGHDhvHjjz82eL5Vq1YMHz7c5U75Mn9exaYZrWocaTyl5g/1i2T1mRBC+AeHAqSVK1c2ev7SSy/ls88+c6lDwodpVeMofgBcMVezFWoFpUae+uQAb+3Mdbktd5C8IiGE8D+yik3YR5M91RTLqNHMf2uWa7Tt4Gn+8PpuyivNmrSnBVl9JoQQ/s/uACk3N9ehApDHjx+nQ4cOTnVK+BhNahxVBQipazUJjlRV5f3sY/zp/e9cbksrMn0mhBCBw+4AafDgwYwfP57f//73DBkyxOY1BQUFvPvuuzz//PPcdddd3H333Zp1VLhu7ai1VJor6dDKgcDVjnyj8LYVXJKSj6JvJPNHo3wjawL2ui9+4XyJ0aW2tNCmRTB3Dusq02dCCBFg7A6Q9u/fz7Jly7jhhhswGAwMGjSI+Ph4QkNDOX/+PDk5Oezbt49Bgwbx9NNPk5Li3n2zhOO6RnZ1/EU5m5qcVtMZVEIiKxu+IOlOuGG5SyNHvpaALavQhBAisNkdIEVHR/PMM8/w17/+lYyMDD7//HOOHDlCaWkpMTEx3HHHHYwZM4bExER39ld4krEM/rvWhQaqco5cCI58LQFbptGEEKJ5cDhJOzQ0lAkTJjBhwgR39Mfn+XMdpNf3vU6RsYhbut9CbIvYxi92ICm7vFBP4a/hBIWZiLqspOqo6zlHvpSALYGREEI0L7KKzUH+XAfpjf1vkFecx/COwxsPkBxMyq4oCuLMvlaERldcDJBcyDnylQRsyS8SQojmSwIkUZurRSBdqHHkKwnYkl8khBBCAiRRmx1J2Q3S6Z2qcWTNM3p7Z65XE7BlGk0IIYSVBEjCwlole8ujjr9WrRplierqcHDk/TwjlQkD4nl0fKIERkIIIapJgCRcr5IdHG75NyzKoZdlfJ/HvDf3OHdPF7VpEcz0qzrT9sIBbr2pDwaDwSv9EEII4ZskQGruXK2SHT8Ahj0In97r0Mv+9d0J5r/1jfP3dVLN/KLKykoyMg54vA9CCCF8nwRIzZmrCdlgScg+Z//oi7Xg4wd7jjl3PyeN79+ex2+SaTQhhBD2kQCpGVl13SqMZiOXRF5iOeBKQra1CGTCTYSXVtD1vXfRhTacf+TNgo9r7hhASp94j99XCCGE/9J5uwOekJqaSlRUFLfeeqtD5wJNz+ieJMYkEm6oyhk68DEoznwJ1C4CqY+IIKxPH0K6d7d59baDpxnyxBaPB0dhBh2v3zlEgiMhhBAOaxYB0j333MPrr7/u8LmAV3IeVCdWj4VGwuS37SoCmfF9HtP/vtOjq9TatQrh0XEJ/PehUQzv0dZj9xVCCBE4msUU28iRI9m6davD5wLNuz++S7GxmHGXjiMmqCUYix1roFUcjFparwhkxa+/8ltWFkHt2hE5fnz1cU+vUpMCj0IIIbTi9RGk7du3M27cOOLj41EUhU2bNtW7ZvXq1XTr1o3Q0FCSkpL4/PPPvdBT//fy9y+zInsFp3I+hGd7wgkHV5GNWgr9JtardVT+88/kP/Ms5998C7BsFfLe7qMeC47G92/Pt4+OZuWkAXSObiHBkRBCCJd5fQSpuLiYfv36MXPmTG655ZZ65zds2MCCBQtYvXo1Q4cO5cUXXyQlJYWcnBw6d+4MQFJSEuXl5fVeu3nzZuLjJf+knsyHoMKRrTwuJmQ3ptKs8vcvDrP6s0OcKa5wrY92kgRsIYQQ7uD1ACklJYWUlIZzWVasWMGsWbOYPXs2ACtXriQzM5M1a9awfPlyALKzs93ez/Ly8lpBWGFhIQBGoxGjUdt9w6ztad0uas2l/PYt61erErJN415ARQ82+mSqrATghxMFLP04x+Vu2iPMoCN9Sn+uuSzG6efktucs6pFn7RnynD1HnrXnaP2s7W3H6wFSYyoqKsjOzmbRokW1jicnJ7Njxw6P9mX58uU89thj9Y5v3ryZ8PBwt9wzKytL0/YqiguqFqDZX/PIqA9jT5e7OHXIDIcybF6T/3UOwwCz2f07qUUYVEZ1MDOkbSW/HdxJxkHX29T6OYuGybP2DHnOniPP2nO0etYlJSV2XefTAdKZM2cwmUzExsbWOh4bG8vJkyftbmfMmDHs2bOH4uJiOnbsyMaNGxk8eHCT52pavHgxaWlp1e8XFhbSqVMnkpOTiYiIcPIjtM1oNJKVlcXo0aM13QLjhbfqB3gNUQE1rj/K9I9JCmq4vlHmvpN8+uEBhgGqG3N/Unq340/JPegYFaZZjpG7nrOoT561Z8hz9hx51p6j9bO2zgA1xacDJKu6vxBVVXXol2RmZqZT52oKCQkhJCSE9PR00tPTMZlMABgMBrd9c2jetmquLmHUFAVQQluiC2vV4DUZ3+fxx3e+40ptetcgd+cZufNzKGqTZ+0Z8pw9R56152j1rO1tw+ur2BoTExODXq+vN1qUn59fb1TJU+bPn09OTg67du3yyv2dYiyDb98Bc6X9r1F0jW4+64kl/KFBUuhRCCGEd/j0CFJwcDBJSUlkZWWRmppafTwrK4ubbmp8RZW71B1B8nkHMiz7rZVd4OmQEIwKdDXaESipZug1zuapusFRTnQ3/jx0DiWGhqfiHDX1is78OaUXEaHyl5kQQgjP83qAVFRUxKFDh6rfP3z4MHv37iU6OprOnTuTlpbGtGnTGDRoEFdddRUvvfQSubm5zJkzxyv9nT9/PvPnz6ewsJDIyEiv9MFuBzLgnSnV7/a3UQrBtoaX9dsaOSoMacH3bS9zpafVgvUKL//PIK7t2U6T9oQQQghneD1A2r17NyNHjqx+35oIPX36dNavX8/EiRM5e/YsS5cuJS8vj8TERDIyMujSpYu3uuwfjGWWkSPAkVVrdfdZq2nbwdPMd+O02m2DOrLkxgQZNRJCCOF1Xg+QRowYgao2/gt83rx5zJs3z0M9apzfTLHlbIKyC7UO/V/LFpQoCsnFJbQx190bTQFUy8hR6tp6+6wdPV/CrPU7bYZaccVnGXTqAOdDWvFlh75OdVcKPgohhPAlXg+Q/I3fTLEd+NiSaF1jM9pVUZGcCgqiX3k5bSrqBEitYm3uswaWkaPZr+2iof1mLyk4wfzvNrIvuqtTAdKaqQNJSWzv8OuEEEIId5EAKVCVnK8VHDWpzWWWfdbqcOdqNQVLcHSDBEdCCCF8jE8v8/dF6enpJCQk2Cwm6VPCoywjSPZoYEm/O4OjMIOO1+4cIsGREEIInyQBkoP8pg5SrxvtH0GysaTfXcFR25bBPDougf8+NIrhPdpq3r4QQgihBZliC0TGMjAZQWcAc1Ob8tVf0u+u4OiZ2/pyy8COmm0VIoQQQriLBEiBpkZhyKb3Fam/pN9dS/klEVsIIYQ/kSk2B/l0DpK1MGRZQdWBhsonVAVGoZEw+e3qJf0FpUbuen23Q1WT7LFWgiMhhBB+RkaQHOSzy/ztKAz519NnqVAUOpmA8enQ59ZaS/r/9u8DlDW0lr8R+6O78MiVsygyhNU7J6vUhBBC+CMJkAKFjcKQdV1ZVmOrEb2hVnC09cd83vxvrlO3Ph8awa64iFrHZAm/EEIIfyZTbIHCWhjSHooODnxU/e7R8yXMfk27VXlBOmQJvxBCCL8mI0gO8tmtRuwoDPnvFuGUKQojSkppXXoeaLpKtj3alZyj7+mfuRDakm/jE/js/hF0jAp3vkEhhBDCy2QEyUE+WwfJjsKQT0e3ZknbNuQZDBAWxbaDp5nx950YTa6lZXc/f4yF32zg9oP/Yd30wRIcCSGE8HsSIAUKBwtDllyawpx/ZGu6Yq17u5ZS/FEIIURAkAApUCTcDKGtabr2ERDciqd+7UmpUdtpwqgWwZq2J4QQQniLBEiBwhBqKfhoh0OJ9/DarlOa3foPw7tp1pYQQgjhCyRACiQ9U2DI7y++b81JqvPvn3a10uyWa+4YwIBOlo1uFXtGr4QQQgg/IKvYHORzq9iMZZYaSAc+tqxky8+xHL98PKBC6XkIi7JsRvvji1B6mgpXlqzVMPWKzqT0iafw+PeatCeEEEL4CgmQHORTlbRr7rum6Gonaf+yFSa8VL2NCED5vjWa3FYBQg06/nRDL03aE0IIIXyNBEj+yrrvmlXdFWzlv8Hbk2HSW9BrLAWlRs79Oo4KcwVmY5RLt1YUeHHaICLDDACE9e9Hh5XPoW/tWrtCCCGEr5AAyR/Zse+a5bhiuW7hj7z59TFKClwf8THoFdZNH1xrOb8hLg7DDTe43LYQQgjhKyRA8kd27LtmoULZBfZ/+g+e3hrv8m0NOkWqZAshhGgWZBWbP3Jg3zUVHUe+3IAK6FvmENTqO9CVOnXbV6YPshkcGfPyKPzkE4r/u9OpdoUQQghfIwGSP7Jj3zUrBTOtKQIgNG4jYR3fQmc47/Atp17RmWt7trN5rnTvXo7fl8aZ9HSH2xVCCCF8kQRI/siOfdesTKrCBVq6dLvQIFmxJoQQonmRAMkfObDvml5RyTQNdul2L05Lql6xJoQQQjQHEiA5KD09nYSEBAYPdi3ocImd+66ZVbigtuAT8xCnb9XY1Fo1Vcstb4UQQgjvkwDJQfPnzycnJ4ddu3Z5rxO19l2zHSSZVcu5hcY5lOPcJrJhjhaDVGSrESGEEIFBAiR/1TPFUgTSEFb7eFVuUiEt+L0xjU/NSU41r6tTDFIIIYRoTqQOkj/rNRZ6pMC+D6BNd2gVixoWxaMHu7GheKDTI0cK8OqM2sUghRBCiOZEAiR/d/qA5d9xK6HrMP713Qle/+Ybm5eWn7oRdEbMxtaNNvnnG3o2nXdUQ2jfvrRftoygtjF2v0YIIYTwZRIg+bs5X0D+PojpSUGpkfvf+7bBSyt/69dkc2EGHVOu6OJQF4I7diS4Y0eHXiOEEEL4MslB8nc6HcT1gaBgPsg+RpnRvuX/DXn2tv6SdySEEKLZkxGkAKGqKq/tONLoNfrwn0BnwlTSFcyh9c63axVCSp84h+9tPJVP2f4cgqKiCOvX9CiVEEII4euaxQhSamoqUVFR3HrrrbWOHz16lBEjRpCQkEDfvn157733vNRDBxjL4Nt34O0p8Hg7WNEbsl/jfOFv/HqupNGXhnZ4l/BO6xvcamTuiEtRnFiqX7JrF8fmzCV/5UqHXyuEEEL4omYRIN1zzz28/vrr9Y4HBQWxcuVKcnJy2LJlC/fddx/FxcVe6KGdDmTAsz1h413wYwaYyqHwGHx0Dy1f6M31umynmw4z6JgwUPKIhBBCCGgmAdLIkSNp1apVvePt27enf//+ALRr147o6GjOnTvn6e7Z50AGvDMFygqqDtSuXh1UUcjLhhWMcjJIktwjIYQQ4iKvB0jbt29n3LhxxMfHoygKmzZtqnfN6tWr6datG6GhoSQlJfH5559r3o/du3djNpvp1KmT5m27zFgGm+ZWvWN7Ww+dYjn3jGEtIVQ41LyzuUfVZKsRIYQQAcbrAVJxcTH9+vXjhRdesHl+w4YNLFiwgIceeohvvvmGa665hpSUFHJzc6uvSUpKIjExsd7biRMn7OrD2bNn+Z//+R9eeuklTT4mzeVsgrILNBQcWekUaK0Uk6Lb6VDzzuYeCSGEEIHK66vYUlJSSElJafD8ihUrmDVrFrNnzwZg5cqVZGZmsmbNGpYvXw5AdrbzuTfl5eWkpqayePFirr766kavKy8vr36/sLAQAKPRiNFodPr+tljbs/6rz/kIRdGhqE0v4TepCmP0u9hkHmbXvcIMOsb3iXXpYzCZKgFQzarmz8Kd6j5n4T7yrD1DnrPnyLP2HK2ftb3teD1AakxFRQXZ2dksWrSo1vHk5GR27NjhcvuqqjJjxgyuu+46pk2b1ui1y5cv57HHHqt3fPPmzYSHh7vcF1uysrIAGHr8EDF2BEcAekWlNUV232NCZyNffJblVP+sWu39lvbAmbNn+TYjw6W2vMH6nIX7ybP2DHnOniPP2nO0etYlJY2v+Lby6QDpzJkzmEwmYmNjax2PjY3l5MmTdrczZswY9uzZQ3FxMR07dmTjxo0MHjyYL7/8kg0bNtC3b9/q3Kd//OMf9OnTp14bixcvJi0trfr9wsJCOnXqRHJyMhEREU5+hLYZjUaysrIYPXo0BoMB/fvvoh48aPcI0gVa2jxXnj8GRWdErbzY33tvv56ocOf2bLOqSEig9NJLiGsXS7/rRrrUlifVfc7CfeRZe4Y8Z8+RZ+05Wj9r6wxQU3w6QLKqmx+jqqpDOTOZmZk2jw8bNgyz2b6RmZCQEEJCQkhPTyc9PR2TyQSAwWBw2zdHddsJ4+DHj+16jV5RyTQNtnmusmBQrfe7RIfTNiLc5fwjQ/futOje3aU2vMmdn0NRmzxrz5Dn7DnyrD1Hq2dtbxteT9JuTExMDHq9vt5oUX5+fr1RJU+ZP38+OTk57Nq1y3M3TbgZQlsDjQcyZhUuqC34xDykySYVYMbQrpKcLYQQQtjg0wFScHAwSUlJ9eYds7KyGk2oDjiGUEhdW/WO7YDGrFrOLTTOoRzbU2b6sCPow39GpysnLFivWWHIyjNnKP7vTsoOHNCkPSGEEMLbvB4gFRUVsXfvXvbu3QvA4cOH2bt3b/Uy/rS0NF555RX+/ve/s3//fu677z5yc3OZM2eOV/qbnp5OQkICgwfbnsZym54pMOktMIQBF0sPmVRLwFRIC35vTONTc1KDTYR2fIPwLi+jBJ9n7dQkzQpDFu/YQe706eT/7WlN2hNCCCG8zes5SLt372bkyIuJvdZE6OnTp7N+/XomTpzI2bNnWbp0KXl5eSQmJpKRkUGXLl280t/58+czf/58CgsLiYyM9OzNe42FK+fC589yTI3hmLktF2hJpmkwn5iHNDhyVNeDKZczvEdbN3dWCCG0ZzKZfGJpvdFoJCgoiLKysuqcVOEejj5rg8GAXq93+b5eD5BGjBiB2kQl5nnz5jFv3jwP9ahxdZO0Pe7szwC8ZhrDK6bfOdXEsO5ttOyREEK4naqqnDx5kgsXLni7K4ClP3FxcRw9elRyOd3MmWfdunVr4uLiXPrceD1A8jdeHUECTKcPogd+VuOdbkPzb2bZakQI4WbW4Khdu3aEh7u++tZVZrOZoqIiWrZsiU7n9WyVgObIs1ZVlZKSEvLz8wHLnqvOkgDJn5hNqGcPAXDIwQBJoak1cBqQv6KEEG5gMpmqg6M2bXxjBNxsNlNRUUFoaKgESG7m6LMOC7Pk6ubn59OuXTunp9vks+ogryVpA+r5IwSZKyhTDRxXHcshUoGIMImHhRD+x5pz5K5dC0TgsX6tuJKvJgGSg7xSB6lK0fH9ABxW22N24lMXJH/lCCH8mBbTaqqqcq64gqPnSjhXXNFkDqzwT1p8rciQgh8p0UfwqelqjqsxTr1+Uvc7CQsxExPm3OsbEpqQQLs/3Y+hQwdN2xVCCK0UlBr5IPsYr+04wq/nLu7F1SU6nOlXd+WWpI6alT4RgUECJD9i6HolC4x/dPr1k3tNJqqFa/uu2RLSvTshfrzViBAisG07eJq5b2RTWlF/9XHuuRIe/ziHZzb/yJqpSVwrJVBEFZlzcZA3c5C+O+bc8lYFy19JrcPlryMhRPOy7eBpZr66k1KjCRVLPmZN1mOlRhMzX93JtoOnNb3/jBkzUBSFJ598stbxTZs2uTwNtHLlSnr27ElYWBidOnXivvvuo6yszKU2XVVeXs7dd99NTEwMLVq0YPz48Rw7dqzJ161evZpu3boRGhpKUlISn3/+ea3z8+bNQ6/XoyhK9duVV17prg8DkADJYd7KQSooqeDJNzPQYd/munXNGNqVA+cO8MOZHyitLNW0b5Xnz1P63XeU/3JY03aFEMIVBaVG5r6RbQmCmkg1UlVLoDT3jWwKSrUtRBkaGspTTz3F+fPnNWvzzTffZNGiRTz66KPs37+fdevWsWHDBhYvXqzZPZyxYMECNm7cyDvvvMMXX3xBUVERN954Y6O1Azds2MCCBQt46KGH+Oabb7jmmmtISUmp3lHDasyYMeTl5VW/ZWRkuPVjkQDJT2R89S3/1t3LvpA7MVBp9+sUqN53bc6WOUz+12SO/3Zc074VbdvGkdsncmr5ck3bFUIIV3yQfYzSCpPdpdpUFUorTHy4p+kRD0eMGjWKuLg4lmv4M/Krr75i6NChTJkyha5du5KcnMzkyZPZvXu33W1YR7dsva1fv97hPhUUFLBu3TqeffZZRo0axYABA3jjjTf4/vvv2bJlS4OvW7FiBbNmzWL27NlcfvnlrFy5kk6dOrFmzZpa14WEhBAXF1f9Fh0d7XAfHSEBkh9QVZWvd34FwCk1CqMDqWMqsOaOgZJ8KIQISCUVlTbfisuNrN/h3Kj2+i+PUFxutNmuM/R6PcuWLWPVqlUNTjfl5ubSsmXLRt9q7kE6bNgwsrOz2blzJwC//PILGRkZ/O539u+w8Pzzz1ePxvTu3ZuFCxdWvz9x4kQAli1b1mS/rNNh2dnZGI1GkpOTq+8RHx9PYmIiO3bssNmHiooKsrOza70GIDk5ud5rtm3bRrt27ejRowe///3vq4tBuoskafuB8yVGWhX9AgbnKmj37djaDb0SQgjvS3gkU9P2VODXcyUMfeozLpTUn2o78qRzWzylpqbSv39/Hn30UdatW1fvfHx8fPWm7Q2JiIio/v9JkyZx+vRphg0bhqqqVFZWMnfuXBYtWmR3nyIjI6t3hAgKCqJly5bExcXVumbOnDncfvvtjbbToWoF88mTJwkODiYqKqrW+djYWE6ePGnztWfOnMFkMhEbG9voa0aNGsXkyZPp1q0bhw8fZsmSJVx33XVkZ2cTEhJi3wfsIAmQHOSNvdiKyyu5VDkBOF5BG6CovNItq9eqSRkRIUSAcUd5pKeeeorrrruOhQsX1jsXFBTEZZddZndbW7du5YknnmD16tVcccUVHDp0iHvvvZf27duzZMkSzfocHR3t8lSWqqpNJqTXPV/3NRMmTCAiIgKdTkdiYiKDBg2iS5cu/Otf/2LChAku9a8hEiA5yBt7sbUICaoRIDlea6hliIc+zbLTiBDCw3KWjrF5/HxxBUOf+szpdj+5dxitw7X9w3L48OGMGTOGBx98kBkzZtQ6l5ubS0JCQqOvnzp1KmvXrgVgyZIlTJs2jdmzZwPQp08fiouL+cMf/sBDDz2k2fYny5YtY9myZY1e88knn3DNNdcQFxdHRUUF58+frzWKlJ+fz9VXX23ztTExMej1+nojTPn5+fVGlWpq3749Xbp04aeffnLgo3GMBEh+ICrcQK+gE6DCz2b7R5AUoLMs7xdCBLDwYNu/xsIMerpEh5N7rsShQW7rz832kWFu2RB3+fLlDBgwgB49etQ67ugUW0lJSb0gSK/Xo6qqU9XBW7VqRUVFRb3jjkyxJSUlYTAYyMrKqn5NXl4eP/zwA3/7299svjY4OJikpCSysrJITU2tPp6VlcVNN93U4D3Pnj3L0aNHXdqMtikSIPmyyjLI+QAlZxPt1LMA9FJ+ZZ/alXLs+8tmxtCuXt/1WgghPE1RFKZf3ZXHP85x+LXu/LnZt29f7rjjDlatWlXruKNTbOPGjWPFihUMGDCgeoptyZIljB8/3qnNWfv06cO2bds4fPgw8fHx1Xk9jkyxRUZGMmvWLBYuXEibNm2Ijo7m/vvvp0+fPowaNar6uuuvv57U1FT++EdL4eO0tDSmTZvGoEGDuOqqq3jppZfIzc2tTkovKipiyZIlTJo0iQ4dOnDkyBEefPBBYmJialuLKBQAACAASURBVAVVWpMAyUfFFewh6Pm7oawAFR0KYFZhWfCr/Fl9l4XGOXxqTmrw9ToFQg2W5f1WM3rPoLSylKjQqAZf54zQXj2JmT+f4K5dNG1XCCFccUtSR57Z/KOlSKQdgyq2fm66w+OPP867777rUhsPP/wwiqLw8MMPc/z4cdq2bcu4ceN44oknqq9Zv349M2fOtGtEadGiRdxxxx306tWLDRs2cPPNNzvVr+eee46goCBuv/12SktLuf7661m/fn2toO3nn3/mzJkz1e9PnDiRs2fPsnTpUvLy8khMTCQjI4MuXSy/U/R6PTk5OaSmpnLhwgXat2/PyJEj2bBhA61atXKqn/ZQVNmpzynWHKSCgoJaw55aqNz3T/Tv/Q8Aio3BYbNqOfMHYxpbGgiSdAqsnzmE4VI2v0FGo5GMjAzGjh2LwSDTkO4kz9ozAvU5l5WVcfjw4epKy46wVtJuqlikolim1+z9uWk2myksLKxOHPZFf/nLX9i6dStbt271dldc4syzbuxrxt7f3775WfVhbt9qxFiG/qM/AqrN4AgswQ+oPGNYSwj154wBpgzpLMGREKLZu7ZHW16dOYQwgx6F+mtJrMfCDPqA+6MyMzOzwdwf0TSZYnOQ21ex5WxCKSto8jKdAq0pJkW3k03mYfXOf/7TmXrLJH8p+AWz2UyniE6E6LWrG2EqKKAyPx9dixYY4h0vQyCEEO50bY+2fLX4ej7cc4z1Xx7h13Ml1ec6R4czY2hXbknqSERo4Iy6gaXatnCeBEi+5sDHqIoORW16zzWTqjBGv8tmgPTruRIulBhr1T+a8ckMzpefZ9NNm7i09aWadfm3LZ+S99BDtLz2Wjq9uFazdoUQQiuRYQZmDu3GjKu7cqHESFF5JS1DgmgdbpCFLMImCZB8Tcl5u4IjAL2i0pqiBs+7vUCkEEL4GUVRiGoRLD8bRZMkB8nXhEehKvZ9WkyqwgVaNnjeYwUihRBCiAAjAZKv6XWjQyNImab6yeIK0MWjBSJlIaQQQojAIgGSr0m4GTU0ssmQw6zCBbUFn5iH2DzvlQKRMo8vhBAiQEiA5GsMoZjGpWOpgGQ74LDWQVponFOvorZOgbBg9xc6E0IIIQKZJKk4KD09nfT0dEwmk9vuofa4gZ2X3MuQE69WVdK2TJuZVAW9olJIC5uVtK0DOGunJhEZFljLVYUQwmXGMsjZBAc+hpLzEB4FvW6EhJvB4FgBShH4JEBykNvrIFU5GTmQbQNm8sl7L3MX7xNCBTlqV/5lupJPzENqjRxZx5nCDHrWTk1qsNDZpF6TKK0sJTJE236H9OhB9Kw7CblEu9IBQgihqQMZsGkulF0ARQeq2fLv/o/gkwcgdS30TPF2L4UPkSk2H7X/gsKdb+3jXePVXFexgqEVL/B74/1sMg+rN62mAlOu6MzXD17faBXYef3nsXDQQmLCYjTta1ifPsT+6U+0vmWCpu0KIYQmDmTAO1PAWoTXuhDG+m9ZAbw92XKdxmbMmIGiKDz55JO1jm/atMnlPNGVK1fSs2dPwsLC6NSpE/fddx9lZWUutemq8vJy7r77bmJiYmjRogXjx4/n2LFjjb5m+/btjBs3jvj4eBRFYdOmTR7qbeMkQPJBhaVG/v6jrsm9g2ra+M1xu68VQohmw1hmGTkCGl5xW3V801zL9RoLDQ3lqaee4vz585q1+eabb7Jo0SIeffRR9u/fz7p169iwYQOLFy/W7B7OWLBgARs3buSdd97hiy++oKioiBtvvLHRtJTi4mL69evHCy+84MGeNk0CJB/04d4TVJgvBkcdldN0VE6jp+EvsNIKEx/uaTxKzyvK43jRcYwmo5bdxVRUTMWx41TW2J1ZCCE8oqK44TdrzlHZBZouR6Jarsv5v8bbdcKoUaOIi4tj+fLlTr3elq+++oqhQ4cyZcoUunbtSnJyMpMnT2b37t12t2Ed3bL1tn79eof7VFBQwLp163j22WcZNWoUAwYM4I033uD7779ny5YtDb4uJSWFv/71r0yY4FuzEBIg+RhVVfnH17m1jn0WnMYXIffShsJGX7v+yyOojQwj3fbxbdzwwQ0cLTqqSV+tCj/J4OdRo8h75FFN2xVCiCYti2/47d1ploRsO4vvoujgwEeW/1/Zx3abTtDr9SxbtoxVq1Y1ON2Um5tLy5YtG32bM2dO9fXDhg0jOzubnTt3AvDLL7+QkZHB7373O7v79fzzz5OXl0deXh69e/dm4cKF1e9PnDgRgGXLljXZr88//xyA7OxsjEYjycnJ1feIj48nMTGRHTt2OPzcvE2StH3M+RIjuedKqb/ndONUbO+/JoQQzVrJ+Yu5Rk1RzVCq3TRYTampqfTv359HH32UdevW1TsfHx/P3r17G20jIiKi+v8nTZrE6dOnGTZsGKqqUllZydy5c1m0aJHdfYqMjKxebBQUFETLli2Ji4urdc2cOXO4/fbbG22nQ4cOAJw8eZLg4GCioqJqnY+NjeXkyZN298tXSIDkY4rLK116vey/JoRoVh480fA5RQ8fzr64aq0pig7Cqn65L/hem/7V8NRTT3HdddexcOHCeueCgoK47LLL7G5r69atPPHEE6xevZorrriCQ4cOce+999K+fXuWLFmiWZ+jo6OJjo52qQ1VVf1yQ+BmMcWWmppKVFQUt956a63jv/32G4MHD6Z///706dOHl19+2Us9vKiFi/uneWX/NckOF0J4S3CLht8MoZY6R46MIPUa13i7Lhg+fDhjxozhwQcfrHfO0Sm2JUuWMG3aNGbPnk2fPn1ITU1l2bJlLF++HLPZzo/XDo5MscXFxVFRUVEvGT0/P5/Y2FjN+uQpzWIE6Z577uHOO+/ktddeq3U8PDycbdu2ER4eTklJCYmJiUyYMIE2bdp4qacQFW6gc3QYuedKcGSaTQE6e3T/NSGE8AMJN1vqHJUV0HiitgKhkZBwk1u7s3z5cgYMGECPHj1qHXd0iq2kpASdrvYYh16vR1XVRnNRG9KqVSsqKirqHXdkii0pKQmDwUBWVlb1a/Ly8vjhhx/429/+5nCfvK1ZBEgjR45k69at9Y7r9XrCw8MBKCsrw2QyOfWFpSVFUZh2ZWeeyDjg8Gu9sv+aEEL4MkOopQjk25Ox/Clp62d81c/N1LVur6jdt29f7rjjDlatWlXruKNTbOPGjWPFihUMGDCgeoptyZIljB8/Hr1e73C/+vTpw7Zt2zh8+DDx8fGEhIQAjk2xRUZGMmvWLBYuXEibNm2Ijo7m/vvvp0+fPowaNar6uuuvv57U1FT++Mc/AlBUVMShQ4eqzx8+fJi9e/cSHR1N586dHf5YtOL1KTZ7CkStXr2abt26ERoaSlJSUvVwnhYuXLhAv3796NixI3/+85+JidG2iKIzJvSPJ1hn/96vsv+aEEI0omcKTHrLMkIEF1e1Wf8NjYTJb3uskvbjjz/u8h/jDz/8MAsXLuThhx8mISGBWbNmMWbMGF588cXqa9avX2/3H82LFi1Cp9PRq1cvPvnkE6f79dxzz3HzzTdz++23M3ToUMLDw/noo49qBW0///wzZ2qUhdm9ezcDBgxgwIABAKSlpTFgwAAeeeQRp/uhBa+PIFkLRM2cOZNbbrml3vkNGzawYMECVq9ezdChQ3nxxRdJSUkhJyenOrJMSkqivLy83ms3b95MfHzjyzJbt27Nt99+y6lTp5gwYQK33nqr1+dKI8IM3NnTzEsH9KDAm6br0aFSRv3ka0f2X5tw2QRKKkuICI5o9DpHhVx2GVFTJhNSZ8hYCCF8Rq+xsPBHS52jAx9ZVquFRVlyjhJuctvIka16Ql26dHG54nVQUBCPPvoojz7acHmVI0eOcO2119rVXufOnTUZfAgNDWXVqlX1Rsjq9qumESNGeH32xhavB0gpKSmkpDQcta9YsYJZs2Yxe/ZswFJaPTMzkzVr1lQX3crOzna5H7GxsfTt25ft27dz22231TtfXl5eKwgrLLTUJDIajRiN2hZeNBqNXN5aZe3kvix4fx+PVcwAag8M19x/7YXJ/biqW+sm+3F3v7tr3UMrhj59aNOnj+btupu1r/7UZ38lz9ozAvU5G41GVFXFbDa7loCsD4Y+t1ne6nKwXesvdGu/fFFmZibPPfecz/bPXs48a7PZjKqqGI3GelOO9n5/eD1AakxFRQXZ2dn16jokJydrUnTq1KlThIWFERERQWFhIdu3b2fu3Lk2r12+fDmPPfZYveObN2+uzmPSWunhPSzpB7tOK2zP03Gm/OJQaZsQleHtzQxpW8lvB3eScdAtXWgWsrKyvN2FZkOetWcE2nMOCgoiLi6OoqIim4nE3vTbb795uwsNsk6VWf+g93eOPOuKigpKS0vZvn07lZW1y+eUlJTY1YZPB0hnzpzBZDLVm/JytOjUmDFj2LNnD8XFxXTs2JGNGzcyePBgjh07xqxZs6qz/v/4xz/St29fm20sXryYtLS06vcLCwvp1KkTycnJtVYWaMFoNJKVlcXo0aMxGAzcWnwGo8lEkS6CYiO0CNHTOszgcEL2+TLL0stWwa0I0mn3qTeXlWEuLkYJDkbfqpVm7bpb3ecs3EeetWcE6nMuKyvj6NGjtGzZktBQ9yZR20tVVX777TdatWoli2PczJlnXVZWRlhYGMOHD6/3NWNvwOjTAZJV3QfiaNGpzMxMm8eTkpKaXFZpFRISQkhICOnp6aSnp1dvvGcwGNz2g8hgMBAUFATP98agmrjd8Aovz7+RdpFhTrWX+n4qhRWF/PPmf9Itsptm/Tz/wYec/MtfaDnqejr52GaD9nDn51DUJs/aMwLtOZtMJhRFQafT1Vva7i3WqR5rv4T7OPOsdTodiqLY/F6w93vDpz+rMTEx6PX6eqNF3iw6NX/+fHJycti1a5db71NSCeu/+pURT2/FZLbMv+b/Vs7El77m718cpqA0sHIMhBBCCF/i0wFScHAwSUlJ9ebTs7KyuPrqq73UK/f7/KczPJqtZ1nGj1UFIy86eq6Exz/O4arln7Lt4Gkv9VAIIYQIbF4PkIqKiti7d2/1VJe1QFRurmVH+7S0NF555RX+/ve/s3//fu677z5yc3NrlVz3pPT0dBISEhg8eLBb2t928DSz/7EHo9myaq3uwkfrsVKjiZmv7pQgSQghhHADr+cg7d69m5EjR1a/b02Enj59OuvXr2fixImcPXuWpUuXkpeXR2JiIhkZGXTp0sUr/Z0/fz7z58+nsLCwehdkrRSUGpn7RnZVENR4jpWqAgrMfSObrxZf32QNJE+QREUhhBCBwusBkj0FoubNm8e8efM81CPv+SD7GKUVpkZ3C6pJVaG0wsSHe44xc6h2SddCCCFEc+f1KTZ/464pNlVVeW3HEadeu/7LIz5ZhVQIIXyNyWxi18ld/9/enYdFdZ79A/8Owzqy6ICCKCA2biAq4hKRxYWAxmDUtu5WomlKLkxAMA1ugSwOat9SDaKG1qit5tK3TWJif/oqJhWSqkFRWxNNlIjihmgkogzCMHN+fyCTDMM+ZzjD+P3kmivMOWeec88jMDfPigOXD+Bk6UlodVqz3i8uLg4ymQxr1641OL5v3z6TW903bNiAAQMGwMnJCT4+Pli6dKnJK3Sbqrq6Gq+88go8PDzQpUsXTJ06FdevX2/2Nenp6ZDJZAYPLy+vDoq4aZK3IHU25upiK1drcPVe44tXfaQNh41MwCMYd6MJAK7eU+NHtQbduhhvRfJzk/0no6q2Cs52zmKErGffpw/cpk2DY2CgqOUSEYnpyNUjWFuwFrfVt/XHPBWeSB2Viii/qGZeaRpHR0esW7cOv/vd79CtWzdRyty9ezdSU1Px/vvvIzQ0FBcvXkRcXByAuv3QpJKUlIT9+/djz549cHd3R0pKCp577jkUFhY2u4luYGAgjhw5on/eng13xcYEyUJUVtc2ee73tb9r8fUPq2tbTJBWPb2qzXG1RpenR6PL06PNUjYRkRiOXD2C5KPJEBoMYihTlyH5aDIyx2WaLUmKiopCUVERMjIysH79elHKPH78OMaOHYu5c+cCAPr06YM5c+agoKCg1WXExcVh586djZ7bvn27PuFqrfv372Pbtm3429/+hqiourrctWsXfHx8cOTIEcTExDT52vrV0i0Ju9jayFxdbF0cTMtVnU18PRFRZ6TWqJt8VGvr9s/U6rRYW7DWKDkCAOHxf2sL1hp0tzVVZnvI5XKoVCpkZWU12d1UUlICZ2fnZh8/n70dFhaGwsJCfUJ0+fJlHDhwAFOmTGl1XBs3bsStW7dw69YtBAYGIiUlRf981qxZAACVStViXPWb3BYWFkKj0SA6Olp/D29vbwwePLjF7cEuXboEb29v+Pv7Y/bs2bh8+XKr34e58FO1jczVxdZNYQc/pQIl99RGP8JOqOtTfgR7CA1yWhkAX6UCXRUtz2Kr/+F2tHWEjUy83FjQaCBoNIBcDhsHB9HKJSJqyegPmm69Du8Vjs1Rm3G67LRBt1pjbqtv43TZaYz0qvvjd9KHk1BeXW503bmF59oV5/Tp0zFs2DCkpaVh27ZtRue9vb1b3Nnh59tazZ49G3fu3EFYWBgEQUBtbS1efvllo71Lm+Pm5qb/HLO1tYWzs7NRK058fDxmzpzZbDm9evUCAJSWlsLe3t6oG7Gl7cFGjx6Nv/71r+jfvz9u376Nd955B6Ghofjmm2/g7u7e6vcjNiZIFkImk2FhaB+8/c/zRufOObwIW5kOox5lowzG/ddxY/u0arBf1N+j8EDzAPun7Ucftz5ihA0A+PEf/0Dpm2/BJToavd/dKFq5RERiuKNu3Xpxrb2uvdatW4cJEyYgJSXF6JytrS2eeuqpVpd19OhRrFmzBps3b8bo0aNRVFSExMRE9OzZE6tXrxYtZqVSCaVSaVIZLW0PNnnyZP3XQUFBGDNmDH7xi19g586dBnugdjQmSG3UcC82Mf0ypDf+5/B3qNJo0ZpJaTYywNFOjhnDe4seCxFRZ/DV3K+aPCe3qRvo213RvVVl/fy6//vl/5kWWCMiIiIQExODFStWGI3vKSkpQUBAQLOvnz9/PrZu3QoAWL16NRYsWIAXX3wRQF1iUVlZiZdeegkrV64UbX84lUoFlUrV7DUHDx5EeHg4vLy8UFNTg/LycoNWpLKysjbtftGlSxcEBQXh0qVL7Y5bDEyQ2sicC0W6Odlhy/wQvLC9AHU9401n3PXJ+Nb5IRaxSCQRkRQUdooWrxneYzg8FZ4oU5c1Og5JBhk8FZ4Y3mN4m8ptj4yMDAQHB6N///4Gx9vaxaZWq42SILlcDkEQ2rXsi4uLC2pqaoyOt6WLLSQkBHZ2dsjNzdW/5tatW/j666/bNDi9uroaFy5cQHh4eBvegfiYIFmYyP7d8ZcFwxG/q1C/3cjP1adMTnZybJ0fgoj+rfvLyJy4BhMRWTK5jRypo1KRfDQZMsgMkiTZ49+qr496Xd/iZE5DhgzBvHnzkJWVZXC8rV1ssbGxyMzMRHBwsL6LbfXq1Zg6dWq7psgHBQUhLy8PxcXF8Pb2hsPj8aRt6WJzc3PD4sWLkZKSAnd3dyiVSixbtgxBQUH6WW0AMHHiREyfPh1LliwBACxbtgyxsbHw9fVFWVkZ3nnnHVRUVGDhwoVtfh9i4iw2CxTezwNvhmix8tkBRrPTfJUKvBEbgBMrJlpEcmSAW40QkYWK8otC5rhM9FD0MDjuqfA06xT/xrz99tsm/2G5atUqpKSkYNWqVQgICMDixYsRExOD9957T3/Njh07Wr0YZWpqKmxsbDBw4EAcPHiw3XH96U9/wrRp0zBz5kyMHTsWCoUC+/fvN0javv/+e9y9e1f//Pr165gzZw4GDBiAGTNmwN7eHidOnJBsS7F6bEGyUApb4Fdj/FBY8iPwuBv28NIIuPXw4Z5nRETtEOUXhfE+43G67DTuqO+gu6I7hvcYbtaWox07dhgd8/PzM3nFa1tbW6SlpSEtLa3Ja65cuYLIyMhWlefr66ufrm8KR0dHZGVlGbWQNYzr5/bs2WPyfc2BCVIbmXOQdmPuVWr0X3d1smMrDRGRCeQ2cv1Ufmt36NAhbNzImcXtxQSpjcw5SLsxQb3cUFAehkFezuhma9oaQ+N9x6Oqtkr0wYf2Pr5wmTQJTkOHilouERG13/Hjx6UOoVNjgmThVj0XADy3X5Sy1oStEaWchpzDw+AcHmaWsomIiKTAQdpEREREDTBBsmA6nQCdjlPoiYiIOhoTJAtW/IMa/VYdhDa9G5DuBjxoei+b1hjzwRgE7QzC1YqrIkVY596u3bgwcBCuJy0VtVwiIiKpMEFqo+zsbAQEBGDkSPPPgrhXWQOtGVqQZM2s0G1iwURERFaBCVIbJSQk4Pz58zh58qTZ73Wv0njZdyIiIjI/JkgW7J66kyRI3GqEiIisDBMkC/bTIpGdo++KK3wTEZG1YIJkweq72Jh2EBF1TnFxcZDJZFi7dq3B8X379pn8R+WGDRswYMAAODk5wcfHB0uXLjV5CxNT5eTkYNy4cXB1dYVMJsOPP/4oaTymYIJkoQQBKL0v7Tc6ERGZztHREevWrUN5ebloZe7evRupqalIS0vDhQsXsG3bNuzduxfLly8X7R7toVarMWnSJKxYsULSOMTABMnC3K/SYMfxq3jnjByHL5QBAD7XDsFxmxDsOlWK+1WaFkpo2hjvMQjvFQ5HW0exwgUA2PXyRpfICDgMHCRquUREYqs4fBiXn5+Gb4cMxeXnp6Hi8GGz3zMqKgpeXl7IyMgQrczjx49j7NixmDt3Lvr06YPo6GjMmTMHp06danUZ9a1bjT0a22S3NZKSkpCamoqnn366Xa+3JEyQLEjexTsYk/EZVAe+w93qn46/qHkNc9UpWH3oBsZkfIa8i3faVX7muExsjtqMHooeIkVcx2XCBPi+9x48XvqtqOUSEbVEp1Y3/aiuNrj2/v5/4sariai+eBFCTQ2qL17EjVcTcX//P6Fr0DXVVJntIZfLoVKpkJWVhevXrzd6TUlJCZydnZt9xMfH668PCwtDYWEhCgoKAACXL1/GgQMHMGXKlFbHtXHjRty6dQu3bt1CYGAgUlJS9M9nzZoFAFCpVC3G9cUXX7SrXiwd92Jro+zsbGRnZ0Or1Ypabt7FO3hhewEEAHVzwgz7puvniVVptHhhewG2vzAKkf27ixoDEVFn893wkCbPdYmMgO977+mf3/z97+u+qJ95+/j/N197DYqRI+H3t7/qry2aGAVtI11ig7690K44p0+fjmHDhiEtLQ3btm0zOu/t7Y2zZ882W4arq6v+69mzZ+POnTsICwuDIAiora3Fyy+/jNTU1FbH5Obmpt903dbWFs7OzvDy8jK4Jj4+HjNnzmy2nF69erX6np0JE6Q2SkhIQEJCAioqKvTfWKa6X6XBy7sK65KjFmbMCwIAGfDyrkIcXz4Rbk52osRARGT1JF6SZN26dZgwYQJSUlKMztna2uKpp55qdVlHjx7FmjVrsHnzZowePRpFRUVITExEz549sXr1atFiViqVUCqVopXXmTBBsgAfFl5HVY0WTf3onnNYDDl0iKz+E+6gKwQBqKrR4qPT1/HCWP9W32fc3nFQ16rx4dQP4ePiI07wAO7t3o2yP/wPXGNi4L1ubcsvICISyYDThU2flMsNntr364eaoiLDREkmg0O/fvD5c47BtU99dkTMMAEAERERiImJwYoVKxAXF2dwrqSkBAEBAc2+fv78+di6dSsAYPXq1ViwYAFefPFFAEBQUBAqKyvx0ksvYeXKlbCxEWcEjUqlgkqlavaagwcPIjw8XJT7WRImSBITBAE7j11p9honVMNWpgMapFA7/n0FcaF9Wj1V9JH2EapqqxoWYzqtFsKjRxA07R9ATkTUHjYKRauv7f7KEtx4NRGQyeqSpMf/93hlCWwcDSevtKXctsjIyEBwcDD69+9vcLytXWxqtdooCZLL5RAEAUI7WspcXFxQU2O8ODG72Egy5WoNrt5r+8A/AcDVe2r8qNagWxd78QMjIrIyrtHRwLsbcXfzZtRcLoZ9X394JCTA9ZlnOiyGIUOGYN68ecjKyjI43tYuttjYWGRmZiI4OFjfxbZ69WpMnToV8gYtZ60RFBSEvLw8FBcXw9vbGw4ODgDa3sVWWlqK0tJSFBUVAQDOnTsHFxcX+Pr6drquOs5ik1hlda1Jr39o4utFwa1GiKiTcI2ORt99+zDwv/9B3337OjQ5qvf222+3q5Xn51atWoWUlBSsWrUKAQEBWLx4MWJiYvDezwal79ixo9U9DKmpqbCxscHAgQNx8ODBdse1detWBAcH47e/rZvVHBERgeDgYHz66aftLlMqbEGSWBcH0/4JnE18vai41QgRkYHG1hPy8/MzecVrW1tbpKWlIS0trclrrly5gsjIyFaV5+vrK8p0/fT0dKSnp5tcjiVgC5LEuins4KdUtHk7ERkAP6UCXRWcxUZERMYOHTqE9evXSx1Gp8UESWIymQwLQ/u067VxY1s/QJuIiJ4sx48fx6hRo6QOo9N6IhKk6dOno1u3bvjVr37V6Hm1Wg0/Pz8sW7asgyOr88uQ3nCylzfZQ/WVbhBO6AZB87hH1EYGONnLMWN47zbdJ7hHMEZ4joC9XNxB3baeXlCMHAn7X/QVtVwiIiKpWNAAFvN59dVXsWjRIuzcubPR82vWrMHo0aM7OKqfuDnZYcv8ELywvQCQGY95nqdZqf+6PonaOj+kzYtEbonaYmqojXKdFAPXSTFmKZuIiEgKT0QL0vjx4+Hi4tLouUuXLuHbb7/Fs88+28FRGYrs3x3bXxgFJzv54/FIhlmS7PHDyU6OHS+MQgS3GSEiIjIbyROk/Px8xMbGwtvbGzKZDPv27TO6ZvPmzfD394ejoyNCQkJE3Rhv2bJlou6wbIrI/t1xfPlEGlTW7gAADbBJREFUrHx2ADwcDM/5KhV4IzYAJ1ZMZHJERE8kU6fG05NDjO8VyROkyspKDB06FJs2bWr0/N69e5GUlISVK1fizJkzCA8Px+TJk1FSUqK/JiQkBIMHDzZ63Lx5s9l7f/LJJ+jfv7/RiqZScnOyw8Ixfpj3lBZuTrYY3MsVl5WJOIrFeGFoF7g6tn/WWsw/YhCxJwI3Ht4QMWKgfM8eXBwTiltWMrWTiCyLnV3d7z21uu2L6tKTqf57pf57pz0kH4M0efJkTJ48ucnzmZmZWLx4sX6/mQ0bNuDQoUPYsmWLvuWnsLCZvXiaceLECezZswd///vf8fDhQ2g0Gri6uuKNN94wura6uhrV1dX65xUVFQAAjUYDjchbbGg0GugE4H5VLTxqtJBV/QCZoIOmphow4V7l1eWoqq1CjaZG1JhrK9XQlpej9sFD0evCnOpj7Uwxd1as645hzfXs4uKC27dvQ6fTQaFQSD6DVxAE1NTUoKqqSvJYrF1b6loQBKjVaty5cweurq7Q6XTQ6XQG17T250PyBKk5NTU1KCwsRGpqqsHx6OhoHDt2zOTyMzIy9EnWjh078PXXXzeaHNVf++abbxodP3z4MBRm2rMHAB4+fKgftf3Z55+j2q5ru8vS1moBAEf/dRRKuXhLvne9cB49ANy8eQOnDxwQrdyOkpubK3UITwzWdcew1np2cXFBZWWlaBuxknXS6XR48OABLl261Oj51rZEWnSCdPfuXWi1Wnh6ehoc9/T0RGlpaavLiYmJwenTp1FZWYnevXvj448/xsiRI9sUy/Lly5GcnKx/XlFRAR8fH0RHRxtsICgGjUaDon/U/YJzdnYGHtZNbZs4YQLg4tXuctf87xqgFhg3fhx6O7dtiYDmlN+5ix/++f/g7d0LwyUe7N4WGo0Gubm5eOaZZ0xqhqWWsa47xpNQz1qtFrW1tZKPR6qtrcWxY8cQGhoKW1uL/ijt9NpS1zKZDLa2ts3uR1ffA9SSTvGv2rBJTRCENjVpHjp0qMVr4uLimj3v4OAABwcHZGdnIzs7G1ptXWuMnZ2dWX8RyWQy/SrbdnZ2gAj3srW1FTXm+m9EG7lNp/ylbO5/Q/oJ67pjWHM9W8r70mg0qK2thbOzs8XEZK3EruvWlmHR7ZQeHh6Qy+VGrUVlZWVGrUodJSEhAefPn8fJkycluT8RERGZn0UnSPb29ggJCTHqT8/NzUVoaKgkMWVnZyMgIKDNXXRERETUeUjexfbw4UMUFRXpnxcXF+Ps2bNQKpXw9fVFcnIyFixYgBEjRmDMmDHIyclBSUkJ4uPjJYk3ISEBCQkJqKiogJubm9nu4yAHgnq5wlfZBXAJBgQdYGNa0+Ig5SBUa6thbyPyViMeHnAMCoJ9bx9RyyUiIpKK5AnSqVOnMH78eP3z+oHQCxcuxI4dOzBr1iz88MMPeOutt3Dr1i0MHjwYBw4cgJ+fn1QhA/hpEarWDvZqC41GA3cbNXbMDYOdnR0q8HjxTC0AE+6XNTZLX46YccsiI+AeGQHAPPVhLhqNBmq1GhUVFRxDYGas647Beu44rOuOI3Zd139OtTTQXyZIPRWgk7p+/Tp8fNhiQkRE1Bldu3YNvXs3PaObCVI76XQ63Lx5Ey4uLqIvEla/hMC1a9dEX0KAfsJ67jis647Beu44rOuOI3ZdC4KABw8ewNvbu9k1tSTvYuusbGxsms08xeDq6sofvA7Aeu44rOuOwXruOKzrjiNmXbdmDLFFz2IjIiIikgITJCIiIqIG5Onp3ILdEsnlcowbN45L2JsZ67njsK47Buu547CuO44Udc1B2kREREQNsIuNiIiIqAEmSEREREQNMEEiIiIiaoAJEhEREVEDTJAszObNm+Hv7w9HR0eEhITgiy++kDokq5ORkYGRI0fCxcUFPXr0wLRp0/Ddd99JHZbVy8jIgEwmQ1JSktShWKUbN25g/vz5cHd3h0KhwLBhw1BYWCh1WFantrYWq1atgr+/P5ycnNC3b1+89dZb0Ol0UofWqeXn5yM2Nhbe3t6QyWTYt2+fwXlBEJCeng5vb284OTlh3Lhx+Oabb8waExMkC7J3714kJSVh5cqVOHPmDMLDwzF58mSUlJRIHZpVycvLQ0JCAk6cOIHc3FzU1tYiOjoalZWVUodmtU6ePImcnBwMGTJE6lCsUnl5OcaOHQs7OzscPHgQ58+fxx//+Ed07dpV6tCszrp167B161Zs2rQJFy5cwPr16/GHP/wBWVlZUofWqVVWVmLo0KHYtGlTo+fXr1+PzMxMbNq0CSdPnoSXlxeeeeYZPHjwwHxBCWQxRo0aJcTHxxscGzhwoJCamipRRE+GsrIyAYCQl5cndShW6cGDB0K/fv2E3NxcITIyUkhMTJQ6JKvz+uuvC2FhYVKH8USYMmWKsGjRIoNjM2bMEObPny9RRNYHgPDxxx/rn+t0OsHLy0tYu3at/tijR48ENzc3YevWrWaLgy1IFqKmpgaFhYWIjo42OB4dHY1jx45JFNWT4f79+wAApVIpcSTWKSEhAVOmTEFUVJTUoVitTz/9FCNGjMCvf/1r9OjRA8HBwfjzn/8sdVhWKSwsDJ999hkuXrwIAPjPf/6DL7/8Es8++6zEkVmv4uJilJaWGnw+Ojg4IDIy0qyfj1z+00LcvXsXWq0Wnp6eBsc9PT1RWloqUVTWTxAEJCcnIywsDIMHD5Y6HKuzZ88eFBYW4tSpU1KHYtUuX76MLVu2IDk5GStWrEBBQQFeffVVODg44De/+Y3U4VmV119/Hffv38fAgQMhl8uh1WqxZs0azJkzR+rQrFb9Z2Bjn49Xr141232ZIFkYmUxm8FwQBKNjJJ4lS5bgv//9L7788kupQ7E6165dQ2JiIg4fPgxHR0epw7FqOp0OI0aMgEqlAgAEBwfjm2++wZYtW5ggiWzv3r3YtWsXPvjgAwQGBuLs2bNISkqCt7c3Fi5cKHV4Vq2jPx+ZIFkIDw8PyOVyo9aisrIyo6yZxPHKK6/g008/RX5+Pnr37i11OFansLAQZWVlCAkJ0R/TarXIz8/Hpk2bUF1dDblcLmGE1qNnz54ICAgwODZo0CB8+OGHEkVkvV577TWkpqZi9uzZAICgoCBcvXoVGRkZTJDMxMvLC0BdS1LPnj31x839+cgxSBbC3t4eISEhyM3NNTiem5uL0NBQiaKyToIgYMmSJfjoo4/w+eefw9/fX+qQrNLEiRNx7tw5nD17Vv8YMWIE5s2bh7NnzzI5EtHYsWONlqq4ePEi/Pz8JIrIeqnVatjYGH50yuVyTvM3I39/f3h5eRl8PtbU1CAvL8+sn49sQbIgycnJWLBgAUaMGIExY8YgJycHJSUliI+Plzo0q5KQkIAPPvgAn3zyCVxcXPStdm5ubnBycpI4Ouvh4uJiNK6rS5cucHd353gvkS1duhShoaFQqVSYOXMmCgoKkJOTg5ycHKlDszqxsbFYs2YNfH19ERgYiDNnziAzMxOLFi2SOrRO7eHDhygqKtI/Ly4uxtmzZ6FUKuHr64ukpCSoVCr069cP/fr1g0qlgkKhwNy5c80XlNnmx1G7ZGdnC35+foK9vb0wfPhwTj03AwCNPrZv3y51aFaP0/zNZ//+/cLgwYMFBwcHYeDAgUJOTo7UIVmliooKITExUfD19RUcHR2Fvn37CitXrhSqq6ulDq1T+9e//tXo7+WFCxcKglA31T8tLU3w8vISHBwchIiICOHcuXNmjUkmCIJgvvSLiIiIqPPhGCQiIiKiBpggERERETXABImIiIioASZIRERERA0wQSIiIiJqgAkSERERUQNMkIiIiIgaYIJERE+k9PR0DBs2TOowiMhCcaFIIrI6Le3wvXDhQv2Gue7u7h0UFRF1JkyQiMjq1O+vBwB79+7FG2+8YbCZq5OTE9zc3KQIjYg6CXaxEZHV8fLy0j/c3Nwgk8mMjjXsYouLi8O0adOgUqng6emJrl274s0330RtbS1ee+01KJVK9O7dG++//77BvW7cuIFZs2ahW7ducHd3x/PPP48rV6508DsmIrExQSIieuzzzz/HzZs3kZ+fj8zMTKSnp+O5555Dt27d8NVXXyE+Ph7x8fG4du0aAECtVmP8+PFwdnZGfn4+vvzySzg7O2PSpEmoqamR+N0QkSmYIBERPaZUKvHuu+9iwIABWLRoEQYMGAC1Wo0VK1agX79+WL58Oezt7fHvf/8bALBnzx7Y2NjgL3/5C4KCgjBo0CBs374dJSUlOHr0qLRvhohMYit1AEREliIwMBA2Nj/93ejp6YnBgwfrn8vlcri7u6OsrAwAUFhYiKKiIri4uBiU8+jRI3z//fcdEzQRmQUTJCKix+zs7Ayey2SyRo/pdDoAgE6nQ0hICHbv3m1UVvfu3c0XKBGZHRMkIqJ2Gj58OPbu3YsePXrA1dVV6nCISEQcg0RE1E7z5s2Dh4cHnn/+eXzxxRcoLi5GXl4eEhMTcf36danDIyITMEEiImonhUKB/Px8+Pr6YsaMGRg0aBAWLVqEqqoqtigRdXJcKJKIiIioAbYgERERETXABImIiIioASZIRERERA0wQSIiIiJqgAkSERERUQNMkIiIiIgaYIJERERE1AATJCIiIqIGmCARERERNcAEiYiIiKgBJkhEREREDTBBIiIiImrg/wPs3vcmRlAuMgAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for alpha in params['alpha_list']:\n",
" params['alpha'] = alpha\n",
"\n",
" cls = 10\n",
" for tau in params['tau_list']:\n",
" psi_t, F, uOp, t = [], [], [], []\n",
" params['tau'] = tau\n",
" uOp, t = WPSeq_TimeEvolOp(params)\n",
" psi_t = [normalizeWF(u@psi_nm) for i,u in enumerate(uOp)]\n",
" F = [1-np.power(np.abs(np.vdot(psi_nm, pt)), 2) for pt in psi_t]\n",
" plt.plot(t, F, \"--o\", label = f\"N={params['N']}, τ={tau}\", ms=cls)\n",
" cls -=2\n",
" plt.yscale(\"log\")\n",
" plt.legend()\n",
" plt.xlabel(\"Time\")\n",
" plt.ylabel(\"(1 - F)\")\n",
" plt.title(f\"Mitigating the noise with Pulse Sequences different τ, α={params['alpha']}\")\n",
" plt.grid('on')\n",
" plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.19"
}
},
"nbformat": 4,
"nbformat_minor": 5
}