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@mdouze
Last active November 4, 2022 07:27
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{
"cells": [
{
"cell_type": "code",
"execution_count": 4,
"id": "4c4262cd",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"from argparse import Namespace\n",
"\n",
"from matplotlib import pyplot\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "638bf76c",
"metadata": {},
"outputs": [],
"source": [
"sys.path.append(\"/private/home/matthijs/faiss_versions/faiss_add_quant_search/benchs/bench_all_ivf/\")"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "e4dd8dbe",
"metadata": {},
"outputs": [],
"source": [
"import parse_bench_all_ivf"
]
},
{
"cell_type": "markdown",
"id": "d366e280",
"metadata": {},
"source": [
"# IVF experiments"
]
},
{
"cell_type": "code",
"execution_count": 134,
"id": "c8b8ffb3",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"logs/IVFQ.sift1M.IVF1024,PQ8x8np.d.log {'run_version': 'n', 'd': 128, 'nq': 10000, 'nb': 1000000, 'nt': 100000, 'add_time': 4.202, 'RSS': 158334976, 'tables_size': 8388608, 'measure': 'recall', 'ranks': [1, 10, 100]} 42\n",
"logs/IVFQ.sift1M.IVF1024,RQ7x8_Nqint8.d.log {'run_version': 't', 'd': 128, 'nq': 10000, 'nb': 1000000, 'nt': 100000, 'add_time': 381.67, 'RSS': 176357376, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 48\n",
"logs/IVFQ.sift1M.IVF1024,RQ7x8_Nfloat.d.log {'run_version': 'a', 'd': 128, 'nq': 10000, 'nb': 1000000, 'nt': 100000, 'add_time': 389.065, 'RSS': 194965504, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 36\n",
"logs/IVFQ.sift1M.IVF1024,LSQ7x8_Nqint8.f.log {'run_version': 't', 'd': 128, 'nq': 10000, 'nb': 1000000, 'nt': 100000, 'add_time': 155.387, 'RSS': 274128896, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 42\n",
"logs/IVFQ.sift1M.IVF1024,LSQ7x8_Nfloat.d.log {'run_version': 'a', 'd': 128, 'nq': 10000, 'nb': 1000000, 'nt': 100000, 'add_time': 158.155, 'RSS': 270708736, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 42\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 792x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"logs/IVFQ.deep1M.IVF1024,PQ8x8np.d.log {'run_version': 'n', 'd': 96, 'nq': 10000, 'nb': 1000000, 'nt': 358480000, 'add_time': 3.327, 'RSS': 131960832, 'tables_size': 8388608, 'measure': 'recall', 'ranks': [1, 10, 100]} 36\n",
"logs/IVFQ.deep1M.IVF1024,RQ7x8_Nqint8.g.log {'run_version': 't', 'd': 96, 'nq': 10000, 'nb': 1000000, 'nt': 358480000, 'add_time': 355.823, 'index_size': 17089797, 'RSS': 157458432, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 42\n",
"logs/IVFQ.deep1M.IVF1024,RQ7x8_Nfloat.d.log {'run_version': 'a', 'd': 96, 'nq': 10000, 'nb': 1000000, 'nt': 358480000, 'add_time': 316.469, 'RSS': 160313344, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 36\n",
"logs/IVFQ.deep1M.IVF1024,LSQ7x8_Nqint8.f.log {'run_version': 't', 'd': 96, 'nq': 10000, 'nb': 1000000, 'nt': 358480000, 'add_time': 147.965, 'RSS': 245293056, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 36\n",
"logs/IVFQ.deep1M.IVF1024,LSQ7x8_Nfloat.d.log {'run_version': 'a', 'd': 96, 'nq': 10000, 'nb': 1000000, 'nt': 358480000, 'add_time': 110.898, 'RSS': 274661376, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 42\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for dsname in \"sift1M\", \"deep1M\": \n",
" \n",
" for indexkey in \"\"\"IVF1024,PQ8x8np IVF1024,RQ7x8_Nqint8 IVF1024,RQ7x8_Nfloat \n",
" IVF1024,LSQ7x8_Nqint8 IVF1024,LSQ7x8_Nfloat\n",
" \"\"\".split():\n",
" \n",
" fname = find_latest_version(f\"logs/IVFQ.{dsname}.{indexkey}.c.log\")\n",
" indexkey2, tab, keys, stats = parse_bench_all_ivf.parse_result_file(fname)\n",
" if tab.size == 0: \n",
" print(fname, \"empty\")\n",
" continue\n",
" print(fname, stats, tab.size)\n",
" recall = tab[:, 0]\n",
" qps = 1000 / tab[:, 3]\n",
" at = stats[\"add_time\"]\n",
" pyplot.semilogy(\n",
" recall, qps, \n",
" 'o-' if \"RQ\" in indexkey else \n",
" 's-' if \"LSQ\" in indexkey else \"*-\", \n",
" label=f\"{indexkey} add {pp_time(at)}\")\n",
" \n",
" pyplot.title(dsname + \" 64 bits\")\n",
" pyplot.xlabel(\"1-recall@1\")\n",
" pyplot.ylabel(\"QPS\")\n",
" pyplot.gcf().set_size_inches(11,7)\n",
" pyplot.legend()\n",
" pyplot.grid()\n",
" pyplot.show()"
]
},
{
"cell_type": "code",
"execution_count": 136,
"id": "fd486033",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"logs/IVFQ.sift1M.IVF1024,PQ8x8np.d.log {'run_version': 'n', 'd': 128, 'nq': 10000, 'nb': 1000000, 'nt': 100000, 'add_time': 4.202, 'RSS': 158334976, 'tables_size': 8388608, 'measure': 'recall', 'ranks': [1, 10, 100]} 42\n",
"logs/IVFQ.sift1M.IVF1024,RQ7x8_Nqint8.d.log {'run_version': 't', 'd': 128, 'nq': 10000, 'nb': 1000000, 'nt': 100000, 'add_time': 381.67, 'RSS': 176357376, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 48\n",
"logs/IVFQ.sift1M.IVF1024,LSQ7x8_Nqint8.f.log {'run_version': 't', 'd': 128, 'nq': 10000, 'nb': 1000000, 'nt': 100000, 'add_time': 155.387, 'RSS': 274128896, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 42\n",
"logs/IVFQ.sift1M.IVF1024,RQ7x8_Nqint8.BS1.a.log {'run_version': 'S', 'd': 128, 'nq': 10000, 'nb': 1000000, 'nt': 100000, 'add_time': 8.39, 'RSS': 217034752, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 48\n",
"logs/IVFQ.sift1M.IVF1024,RQ7x8_Nqint8.BS2.a.log {'run_version': 'S', 'd': 128, 'nq': 10000, 'nb': 1000000, 'nt': 100000, 'add_time': 8.179, 'RSS': 217436160, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 42\n",
"logs/IVFQ.sift1M.IVF1024,RQ7x8_Nqint8.BS4.a.log {'run_version': 'S', 'd': 128, 'nq': 10000, 'nb': 1000000, 'nt': 100000, 'add_time': 9.148, 'RSS': 218169344, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 42\n",
"logs/IVFQ.sift1M.IVF1024,RQ7x8_Nqint8.BS8.a.log {'run_version': 'S', 'd': 128, 'nq': 10000, 'nb': 1000000, 'nt': 100000, 'add_time': 12.294, 'RSS': 245096448, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 42\n",
"logs/IVFQ.sift1M.IVF1024,RQ7x8_Nqint8.BS16.a.log {'run_version': '1', 'd': 128, 'nq': 10000, 'nb': 1000000, 'nt': 100000, 'add_time': 15.359, 'RSS': 232173568, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 42\n",
"logs/IVFQ.sift1M.IVF1024,RQ7x8_Nqint8.BS32.a.log {'run_version': '3', 'd': 128, 'nq': 10000, 'nb': 1000000, 'nt': 100000, 'add_time': 21.713, 'RSS': 213798912, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 42\n",
"logs/IVFQ.sift1M.IVF1024,RQ7x8_Nqint8.BS64.a.log {'run_version': '6', 'd': 128, 'nq': 10000, 'nb': 1000000, 'nt': 100000, 'add_time': 34.605, 'RSS': 220991488, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 42\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"logs/IVFQ.deep1M.IVF1024,PQ8x8np.d.log {'run_version': 'n', 'd': 96, 'nq': 10000, 'nb': 1000000, 'nt': 358480000, 'add_time': 3.327, 'RSS': 131960832, 'tables_size': 8388608, 'measure': 'recall', 'ranks': [1, 10, 100]} 36\n",
"logs/IVFQ.deep1M.IVF1024,RQ7x8_Nqint8.g.log {'run_version': 't', 'd': 96, 'nq': 10000, 'nb': 1000000, 'nt': 358480000, 'add_time': 355.823, 'index_size': 17089797, 'RSS': 157458432, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 42\n",
"logs/IVFQ.deep1M.IVF1024,LSQ7x8_Nqint8.f.log {'run_version': 't', 'd': 96, 'nq': 10000, 'nb': 1000000, 'nt': 358480000, 'add_time': 147.965, 'RSS': 245293056, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 36\n",
"logs/IVFQ.deep1M.IVF1024,RQ7x8_Nqint8.BS1.a.log {'run_version': 'S', 'd': 96, 'nq': 10000, 'nb': 1000000, 'nt': 358480000, 'add_time': 11.353, 'RSS': 210194432, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 42\n",
"logs/IVFQ.deep1M.IVF1024,RQ7x8_Nqint8.BS2.a.log {'run_version': 'S', 'd': 96, 'nq': 10000, 'nb': 1000000, 'nt': 358480000, 'add_time': 15.202, 'RSS': 212889600, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 48\n",
"logs/IVFQ.deep1M.IVF1024,RQ7x8_Nqint8.BS4.a.log {'run_version': 'S', 'd': 96, 'nq': 10000, 'nb': 1000000, 'nt': 358480000, 'add_time': 12.14, 'RSS': 214990848, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 42\n",
"logs/IVFQ.deep1M.IVF1024,RQ7x8_Nqint8.BS8.a.log {'run_version': 'S', 'd': 96, 'nq': 10000, 'nb': 1000000, 'nt': 358480000, 'add_time': 15.816, 'RSS': 229158912, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 48\n",
"logs/IVFQ.deep1M.IVF1024,RQ7x8_Nqint8.BS16.a.log {'run_version': '1', 'd': 96, 'nq': 10000, 'nb': 1000000, 'nt': 358480000, 'add_time': 17.253, 'RSS': 192540672, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 42\n",
"logs/IVFQ.deep1M.IVF1024,RQ7x8_Nqint8.BS32.a.log {'run_version': '3', 'd': 96, 'nq': 10000, 'nb': 1000000, 'nt': 358480000, 'add_time': 23.695, 'RSS': 222703616, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 42\n",
"logs/IVFQ.deep1M.IVF1024,RQ7x8_Nqint8.BS64.a.log {'run_version': '6', 'd': 96, 'nq': 10000, 'nb': 1000000, 'nt': 358480000, 'add_time': 37.192, 'RSS': 181927936, 'tables_size': 0, 'measure': 'recall', 'ranks': [1, 10, 100]} 42\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 792x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for dsname in \"sift1M\", \"deep1M\": \n",
" \n",
" \n",
" for indexkey in \"\"\" IVF1024,PQ8x8np IVF1024,RQ7x8_Nqint8 IVF1024,LSQ7x8_Nqint8 \"\"\".split() + [\n",
" \"IVF1024,RQ7x8_Nqint8.BS%d\" % i for i in (1, 2, 4, 8, 16, 32, 64)]:\n",
" \n",
" fname = find_latest_version(f\"logs/IVFQ.{dsname}.{indexkey}.c.log\")\n",
" indexkey2, tab, keys, stats = parse_bench_all_ivf.parse_result_file(fname)\n",
" if tab.size == 0: \n",
" print(fname, \"empty\")\n",
" continue\n",
" print(fname, stats, tab.size)\n",
" recall = tab[:, 0]\n",
" qps = 1000 / tab[:, 3]\n",
" at = stats[\"add_time\"]\n",
" pyplot.semilogy(\n",
" recall, qps, \n",
" 'o-' if \"RQ\" in indexkey else \n",
" 's-' if \"LSQ\" in indexkey else \"*-\", \n",
" label=f\"{indexkey} add {pp_time(at)}\")\n",
" pyplot.title(dsname + \" 64 bits\")\n",
" pyplot.xlabel(\"1-recall@1\")\n",
" pyplot.ylabel(\"QPS\")\n",
" pyplot.gcf().set_size_inches(11,7)\n",
" pyplot.legend()\n",
" pyplot.grid()\n",
" pyplot.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "82bc4fc3",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "85e1544e",
"metadata": {},
"source": [
"# Codec experiments"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "35fb228f",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 139,
"id": "3bc34bfd",
"metadata": {},
"outputs": [],
"source": [
"def parse_log(fname): \n",
" res = Namespace()\n",
" res.tab = []\n",
" param = 0\n",
" for l in open(fname): \n",
" l = l.strip()\n",
" if \"training time\" in l: \n",
" res.training_time = float(l.split()[2])\n",
" if l.startswith(\"encode time\"): \n",
" fi = l.split()\n",
" # layout: param, encode time, reconstruction error, 1-recall@1, recons_err_compat\n",
" res.tab.append([param, float(fi[2]), float(fi[5]), float(fi[7]), float(fi[9])])\n",
" if \"max_beam_size\" in l or \"encode_ils_iters\" in l: \n",
" param = int(l[l.find(\"=\") + 1:])\n",
" return res"
]
},
{
"cell_type": "code",
"execution_count": 140,
"id": "c0b39b8e",
"metadata": {},
"outputs": [],
"source": [
"def find_latest_version(fname):\n",
" \"\"\" all log files are called\n",
" XX.a.log\n",
" XX.b.log\n",
"\n",
" Where XX is the experiment id and a, b... are versions.\n",
" The version is used when the same experiment needs to be\n",
" redone because it failed. This function returns the latest version\n",
" \"\"\"\n",
" assert fname.endswith(\".log\")\n",
" pref = fname[:-5]\n",
" lv = \"\"\n",
" for suf in \"abcdefghijklmnopqrs\":\n",
" fname = pref + suf + '.log'\n",
" if os.path.exists(fname):\n",
" lv = fname\n",
" return lv\n",
"\n",
"def pp_time(t): \n",
" if t < 600: \n",
" return f\"{t:.2f}s\"\n",
" if t < 3600: \n",
" return f\"{int(t/60)}m{int(t)%60}s\"\n",
" m = int(t/60)\n",
" return f\"{m//60}h{m%60}m\"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 141,
"id": "2f25b8a3",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 792x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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3jrZt23LlypVsrZ+FNX/+fBYuXIi9vT2RkZGMHj0agKCgIMaMGQPAr7/+ysGDB1m7dq12IlBISAgAX331FY6Ojri4uODl5cWLL74IwOLFi3FycqJ58+ZUrlyZXr2KNha3tIi8msSL5QZC2AF/KIrilPHeG+ipKMqYjPfDgTaKokzMeO8DPFQU5Y9cyhsLjAWoWbNmy40bN5Zo/NbjxqOrA0AB7q/8tkTvXd7FxsZiamqq7zDKNFlH+ZN1lD9ZR/mriHVkYWGBvb19sZWXlpaGSqV65nJu3rzJoEGDtJN4cnPo0CGWLFnC5s2bn/mepaW46qgiuHbtGtHR0dmOeXp6BiuKovMvGX2MMM0tf9O8UJS1eV2sKMoqYBWAu7u74uHhUZyx5XC1dm1Nd/pT0i0tKel7l3eBgYGyjvIh6yh/so7yJ+sofxWxji5evIiZmVmxlRcTE1Ms5ZmammJgYJBvWVWqVEGtVhfrM5S04qqjisDY2Fjbol0Q+ui2DgPqZnlvC+TM6MoI6ynvIJ5aakAYGxOrYwyGJEmSJD3v7OzsOHfuXL7neXh48McfOjszpQpIHwnnCcBBCNFACGEIvAZsL0wBQggvIcSqp5tyS4KFlxc28+airl0bhEBduzY28+aSbmpK/MmTJX5/SZIkSZKk8q5Eu9SFEL8AHoCVECIMmK0oymohxERgN6AC/qcoyvnClKsoyg5gh7u7u29xx6yLhZcXFl5e/90/NRWzbt15GBxMvf/l3KJKkiRJkiRJ+k+JJpyKogzJ5fifgO5NTMsBoVbzeOJbNCvjM8IkSZIkSZLKgjKx9FB5lG5lhYGJCUpKCo83bkQp4hpdkiRJkiRJFV25TDhLcwxnfmL27+eu3xzi/v5b36FIkiRJUqkq6lJTBw8exM3NDbVarV0UPdO6detwcHDAwcGBdevW5VtWcnIyY8eOpVGjRjRp0oTffvstxzmBgYEcOXKk0HEGBQUxadKkQl2zadMmXFxcaNasGdOmTdMeX7t2LTVq1NCus6lrfdDiuL6sKtsbb+aitMdw5sWse3fq/7KBKoVYGkCSJEmSStu2U+F8tfsyd6ISqF21MlN7NOaVFnX0Eku9evVYu3YtCxYsyHb80aNHzJkzh6CgIIQQtGzZkr59+1KtWrVcy/r000+xtrbmypUrpKen8+jR0/vNaBJOU1NT2rdvn+Oz1NTUXPchd3d3x9294AvkR0ZGMnXqVIKDg6lRowYjR45k3759dO3aFYDBgwezbNmyEru+LCuXLZxliRBCm2wm3bhBQsbOAJIkSZJUVmw7Fc4HW88SHpWAAoRHJfDB1rNsOxVeLOVHRETQuXNnXF1dcXJy4tChQwCsWbOGRo0a0aVLF3x9fZk4cSKgWTrJxcUFA4Psacju3bvp3r07lpaWVKtWje7du7Nr1y6io6Np3Lgxly9fBmDIkCF8//33APzvf//jgw8+AMDAwAArK6tsZYaGhrJy5UoWLVqEq6srhw4dwsfHh3fffRdPT0+mT5/O8ePHad++PS1atKB9+/ba+wQGBtKnTx8A/Pz8mDBhAh4eHjRs2JAlS5bkqId///2XRo0aUaNGDQC6deums8U1N0W5Pre6L2tkwllMFEXhzowZ3Pn4Y5T0dH2HI0mSJD1nBn93lM1BtwFISUtn8HdH8T8VBsCXuy6RkJJ9rkFCShpz/9AsEvMoLplRP57mrwv3ALgfk31L5/xs2LCBHj16EBISwunTp3F1dSUiIoLZs2fz999/s3fvXi5cuJBvOeHh4dSt+99S3ba2toSHh2NhYcGyZcvw8fFh48aNPH78GF9fX+3+6TNnzsTNzY2BAwdy7969bGXa2dkxbtw4pkyZQkhIiHa/9ytXrvDXX3/x9ddf06RJEw4ePMipU6eYO3cuH374oc74rly5wu7duzl+/Dhz5swhJSUl2+f29vZcunSJ0NBQUlNT2bZtG7dv39Z+/ttvv+Hi4oK3t3e2489yva66L4tkwllMhBDUmT+fuitXIgxktUqSJEllR0S07gTyUVyKzuOF1apVK9asWYOfnx9nz57FzMyMY8eO4eHhQY0aNTA0NGTw4MH5lqNru20hNBsUdu/eHWdnZ9566y3t+MXU1FTCwsLo0KEDJ0+epF27drz//vsFinngwIHabSqjo6MZOHAgTk5OTJkyhfPnda/W2KNHD4yMjLCyssLa2jpHclutWjW+/fZbBg8eTKdOnbCzs9N213t5eREaGsqZM2fo1q0bI0eOzFF+Ua7XVfdlUbnMjMrSpKGsDO3sMLS1BTSTieTMdUmSJKm0bHqzHQPdNa2DlVQGbHqzHf1baP6fVLtqZZ3X1Mk4bmliyJrhzenWtCYA1mbGOs/PTefOnTl48CB16tRh+PDhrF+/HvgvWSwoW1vbbC16YWFh1K5dG4D09HQuXrxI5cqVteM0q1evTpUqVejfvz+gSSJPFnBTFhMTE+3rmTNn4unpyblz59ixYweJiboTdCMjI+1rlUpFampqjnO8vLw4duwYR48epXHjxjg4OGhjzbze19eX4OBgnfco7PW51X1ZUy4TTkVRdiiKMtbCwkLfoegUHxRE2PgJRPv76zsUSZIkSWJqj8ZUrqTKdqxyJRVTezQulvJv3ryJtbU1vr6+jB49mpMnT9KmTRsCAwOJjIwkJSWFzZs351tOjx492LNnD48fP+bx48fs2bOHHj16ALBo0SIcHR355ZdfeOONN0hJSUEIgZeXF4GBgQDs27ePpk2b5ijXzMyMmJiYXO8bHR1NnTqaCVRr164tfAVkcf/+fQAeP37MihUrGDNmDKAZa5lp+/btODo6Fsv1uuq+LCqXs9TLuiru7tRZugSzF1/UdyiSJEmSpJ2NXlKz1AMDA/nqq6+oVKkSpqamrF+/HhsbG/z8/GjXrh02Nja4ubmRltHzd+LECfr378/jx4/ZsWMHs2fP5vz581haWjJz5kxatWoFwKxZs7C0tOTKlSv88MMPHD9+HDMzMzp37swnn3zCnDlzmD9/PsOHD+edd96hRo0arFmzJkd8Xl5eeHt78/vvv7N06dIcn0+bNo2RI0eycOFCXnzG/3dPnjyZ06dPa+Nv1KgRAEuWLGH79u2o1WosLS2zJbaurq6EZEw6Luz1uuq+LBK6xkuUF+7u7kpQUJBe7h0YGIiHh0e+56U9eUJKWBjGOv7iqugKWkfPM1lH+ZN1lD9ZR/mriHV08eLFXFvJiiImJqZEx/+tXbuWoKCgcrusD5R8HZUnun7+hBDBiqLoXEeqXHaplyd3PviQ22+OIz2X8SCSJEmSJEkVXbnsUhdCeAFe9vb2+g4lXzWnvk/K/fsYGBduALYkSZIkVSQ+Pj74+PjoOwxJT8plC2dZnzSUlaGdHSatWxO9YwdXOnXiomNTrr7YlegdO/QdmiRJkiRJUqkoly2c5U30jh1EfDwTJSkJgNQ7d4iYOQsACy8vfYYmSZIkSZJU4splC2d5c3/RYm2ymUlJTOT+osX6CUiSJEmSJKkUyYSzFKRmWTurIMclSZIkSZIqEplwlgK1jY3O4ypLy1KORJIkSZJK3+bNm2nWrBkGBgY8vZzh559/jr29PY0bN2b37t35lhUVFYW3tzdNmjTB0dGRo0eP5jhn27ZtBdq7/Wnbt2/niy++KNQ1b7zxBtbW1jg5OWU7/ujRI7p3746DgwPdu3fn8ePHABw/fhxXV1dcXV1p3rw5/rlsEuPn50edOnW05/7555+Fur6sKZdjOMvTLHUA6ynvEDFzFkqWpZGEoSE1Z0zXY1SSJEnS88L9k708jE3OcdzK1JCgj7s/c/mKoqAoCgYGutuxnJyc2Lp1K2+++Wa24xcuXGDjxo2cP3+eO3fu0K1bN65cuaLd41yXyZMn07NnT7Zs2UJycjLx8fE5ztm2bRt9+vTRuetQamqqdn/yp/Xt25e+ffvm9ag5+Pj4MHHiREaMGJHt+BdffEHXrl2ZMWMGX3zxBV988QXz58/HycmJoKAg1Go1ERERNG/eHC8vL50xTZkyJcfe8IW5viwply2c5WmWOmgmBtnMm4u6dm0QAnXt2th8+gkWXl4k3bjB3blzUVJS9B2mJEmSVEHpSjbzOl4QoaGhODo6MmHCBNzc3Lh9+zaffvopjRs3plu3bgwZMoQFCxYA4OjoSOPGObfR/P3333nttdcwMjKiQYMG2Nvbc/z4cW7evImDgwMPHz4kPT2dTp06sWfPHp48ecLBgwcZPXo0AIaGhlStWjVbmUeOHGH79u1MnToVV1dXrl+/joeHBx9++CFdunThm2++YceOHbRp04YWLVrQrVs37t27B2gWp584cSKgSSQnTZpE+/btadiwIVu2bNFZD507d8ZSR4/l77//zsiRIwEYOXIk27ZtA6BKlSra5DAxMbHQ+83ndn1aWho+Pj44OTnh7OzMokWLClVuSSvb6XAFYuHlpXNGevyx4zzZvQfLN97A0NZWD5FJkiRJ5d2cHee5cOdJka4d/J2mSzotLS1by2LT2ubM9mqW57WXL19mzZo1rFixguDgYDZu3MipU6dITU3Fzc2Nli1b5nl9eHg4bdu21b63tbUlPDycdu3aMX36dMaNG0ebNm1o2rQpL730EiEhIdSoUYNRo0Zx+vRpWrZsyTfffIOJiYm2jPbt29O3b1/69OmDt7e39nhUVBQHDhwANPuU//PPPwgh+OGHH/jyyy/5+uuvc8QXERHB4cOHuXTpEn379tXu614Q9+7dwyZjSJ2NjY12j3SAY8eO8cYbb3Dz5k1+/PHHXFsnly1bxvr163F3d+frr7+mWrVquV4fHBxMeHg4586d0z5vWVIuWzgrkmqvDeaFP3dqk00lNVXPEUmSJElSwdSvX1+bMB46dIj+/ftTpUoVzM3NC9Q1rWt77cwWuzFjxhATE8PKlSu1LaWpqamcPHmS8ePHc+rUKUxMTAo85nLw4MHa12FhYfTo0QNnZ2e++uorzp8/r/OaV155BQMDA5o2baptBS0Obdq04fz585w4cYLPP/+cRB27EY4fP57r168TEhKCjY0N7733Xp7XN2zYkH///Ze3336bXbt2YW5uXmzxFgfZwlkGqDKGBjz68See/N//UXfVKlSmJvlcJUmSJEka+bVE2s3Ymetnm95sBxRtn/CsLYtAobuHbW1tuX37tvZ9WFgYtWvXBiA+Pp6wsDAAYmNjMTMzw9bWFltbW9q0aQOAt7d3gRPOrLG+/fbbvPvuu/Tt25fAwED8/Px0XmNkZKR9rSs5zkvNmjWJiIjAxsaGiIgIrK2tc5zj6OiIiYkJ586dw93dPcf1mXx9fenTp0++158+fZrdu3ezfPlyfv31V/73v/8VKuaSJFs4yxB1jRqoa1pjYGSo71AkSZIkqVA6d+6Mv78/CQkJxMTEsKMAO+r17duXjRs3kpSUxI0bN7h69SqtW7cGYPr06QwdOpS5c+fi6+sLQK1atahbty6XL18GYN++fTonBpmZmRETE5PrfaOjo6lTpw4A69atK/SzFkTfvn21Za9bt45+/foBcOPGDVIzejNv3rzJ5cuXsbOzy3F9RJalE/39/bWz4HO7PnO866uvvsq8efM4efJkiTxXUckWzjLEvGcPzHtqxoekxcaiJCSgrlFDz1FJkiRJ5Z2VqWGus9SLi5ubG4MHD8bV1ZX69evTqVMn7Wf+/v68/fbbPHjwgN69e+Pq6sru3btp1qwZgwYNomnTpqjVapYvX45KpeLAgQOcOHGCv//+G5VKxW+//caaNWsYNWoUS5cuZejQoSQnJ9OwYUPWrFmTI5bXXnsNX19flixZonOyj5+fHwMHDqROnTq0bduWGzduFPm5hwwZQmBgIA8fPsTW1pY5c+YwevRoZsyYwaBBg1i9ejX16tVj8+bNABw+fJgvvviCSpUqYWBgwIoVK7CysgI0wwjGjRuHu7s706ZNIyQkBCEEdnZ2fPfdd3lef/r0aUaNGkV6ejqgWW6qLBGFbSIuS9zd3ZWn1/MqLYGBgXh4eJRY+bffHEdyWBgNt/kjKlUqsfuUpJKuo4pA1lH+ZB3lT9ZR/ipiHV28eBFHR8diK68oXep58fPzw9TUNMeyPuVZcddReabr508IEawoiruu88tlC2d5W4ezKKqPe5PUu3fLbbIpSZIkSZKUqVwmnIqi7AB2uLu7++o7lpJSpUUL7ev4oCAMzM0xbtRIjxFJkiRJUsHlNhFHej6Vy4TzeaKkpRExcxaq6pbU//HHQs8AlCRJkiRJ0jeZcJZxQqWi7ncrEUbGMtmUJEmSJKlckssilQOG9epRqaY1iqJw76uviDtyRN8hSZIkSZIkFZhMOMuR9Lg44g4dJu7oUX2HIkmSJEmSVGCyS70cUZmaUn/DBgxMqgCgJCcjDOUi8ZIkSZIklW2yhbOcUZmaIIQg9eFD/n2lP1Hbtuk7JEmSJKmcuP8kkUHfHeV+TM69u0ubj4+PzkXZswoMDORIlmFkBw8exM3NDbVanePadevW4eDggIODQ4F2D0pOTmbs2LE0atSIJk2a8Ntvv+V7/4IKCgpi0qRJhbrmo48+om7dupiammY7npSUxODBg7G3t6dNmzaEhoZqPyvIM69cuRJnZ2dcXV3p2LEjFy5c0H42ffp0nJyccHJyYtOmTYWKt7BkwllOGZiYYPTCCxjWq6/vUCRJkqRyYsm+q5wIfcSSfdeKtVxFUbQ73BSnpxO+evXqsXbtWl5//fVs5z169Ig5c+Zw7Ngxjh8/zpw5c3j8+HGeZX/66adYW1tz5coVLly4QJcuXfK9f1aZ20vq4u7uzpIlS/K8/9O8vLw4fvx4juOrV6+mWrVqXLt2jSlTpjB9+nSg4M/8+uuvc/bsWUJCQpg2bRrvvvsuADt37uTkyZOEhIRw7NgxvvrqK548eVKomAujXHapPw8Lv+fHoHJlbJf+98P8YNX3RG3cSGpEBGobG6ynvIOFl5ceI5QkSZJKy5wd57lwJ+9kITk1nZCwKBQFfj52k/Ph0Riq/2t3SktLQ6VSad83rW3ObK9muZYXGhpKr1698PT05OjRo2zbto2ffvqJ9evXU7duXWrUqEHLli0LtNOQnZ0dQUFBWFlZERQUxPvvv8/atWtZuXIlKpWKn376iaVLl2q3yzQwyN5etnv3brp3746lpSUA3bt3Z9euXbz88su0bt2a7du307hxY4YMGcKLL76Ir68v//vf/7h06ZK2vMztJbM+39P3X7lyJTVr1uTUqVParTzfeecdEhISqFy5MmvWrKFx48YEBgayYMEC/vjjD/z8/Lh16xb//vsvt27d4p133tHZ+tm2bVuddfP7779r1zT19vZm4sSJKIqS6zMPGTIk2/Xm5uba13FxcdoVbzKTbLVajVqtpnnz5uzatYtBgwYxY8YMtm/fjlqt5qWXXmLBggX5/hvmp1wmnM/Dwu+FcX/pUiKXr9C+T71zh4iZswBk0ilJkiQBEB6VAJm7WSua9w2sTJ6pzMuXL7NmzRpWrFhBcHAwGzdu5NSpU6SmpuLm5kbLli2LXLadnR3jxo0r0PaY4eHh1K1bV/ve1taW8PBwLCwsWLZsGT4+PkyePJnHjx/j6+tLVFQUADNnziQwMJAXXniBZcuWUbNmzTzvv3LlSq5cucJff/2FSqXiyZMnHDx4ELVazV9//cWHH36os2v+0qVL7N+/n5iYGBo3bsz48eOpVMCdBLM+m1qtxsLCgsjIyFyfWZfly5ezcOFCkpOTCQgIAKB58+bMmTOHd999l/j4ePbv30/Tpk159OgR/v7+XLp0CSGEtq6eVblMOKXsorf65zimJCZyf9FimXBKkiQ9B/JqiQTN2M1OX+7Pmm/yJCGFpa+3wNrMGCjaPuH169fXtswdOnSI/v37U6WKZmJr3759C1XWs1AUJcexzJa87t27s3nzZt566y1Onz4NaLrDw8LC6NChAwsXLmThwoW8//77/Pjjj/nea+DAgdqW4OjoaEaOHMnVq1cRQpCSkqLzmt69e2NkZISRkRHW1tbcu3cPW1vbZ3q2vJ75aW+99RZvvfUWGzZs4JNPPmHdunW89NJLnDhxgvbt21OjRg3atWuHWq3G3NwcY2NjxowZQ+/evenTp0+B4syPHMNZAaTevav7eEREKUciSZIklUVL9l0l/akEJU1Rnnksp4lJ9hbSom5QolartWNAExMLP6HJ1taW27dva9+HhYVRu3ZtANLT07l48SKVK1fm0aNHAFSvXp0qVarQv39/QJNEnjx5skD3yvrMM2fOxNPTk3PnzrFjx45cYzcyMtK+VqlUeY7/zOvZUlNTiY6OxtLSMs9nzs1rr73GtiyTjT/66CNCQkLYu3cviqLg4OCAWq3m+PHjvPrqq2zbto2ePXsWONa8yISzAlDb2BTquCRJkvR8OXkripS07AlnSprCyZt5T6wpjM6dO+Pv709CQgIxMTHs2LGjwNfa2dkRHBwMkK1L2szMjJiYmHyv79GjB3v27OHx48c8fvyYPXv20KNHDwAWLVqEo6Mjv/zyC2+88QYpKSkIIfDy8iIwMBCAffv20bRp0xzl5nf/6Oho6tSpA8DatWsL+riF0rdvX+0M9C1btvDiiy8ihMjzmbO6evWq9vXOnTtxcHAANGN2IyMjAThz5gxnzpzhpZdeIjY2lujoaF5++WUWL15MSEhIsTyH7FKvAKynvEPEzFkoWf6yEsbGWE95h7SoKFRVq+ovOEmSJEnv/pzcqcTvkTmJxtXVlfr162sn+BTE7NmzGT16NJ999hlt2rTRHvfy8sLb25vff/+dpUuXYmxsTP/+/Xn8+DE7duxg9uzZnD9/HktLS2bOnEmrVq0AmDVrFpaWlly5coUffviB48ePY2ZmRufOnfnkk0+YM2cO8+fPZ/jw4bzzzjvUqFGDNWvW5Ijr6fs/bdq0aYwcOZKFCxfy4osvFqHWspe1YcMG4uPjsbW1ZcyYMfj5+TF69GiGDx+Ovb09lpaWbNy4ESDXZ8587e7uTt++fVm2bBl//fUXlSpVolq1atrkNSUlRftvZG5uzk8//YRarSYmJoZ+/fqRmJiIoigsWrTomZ4rk9A1BqC8cHd3V4KCgvRy78DAQDw8PPRyb12id+zg/qLF2WapV3Z25sbg16g5bRpVXx1Q6jGVtToqi2Qd5U/WUf5kHeWvItbRxYsXcXR0LLbyijKGMy9+fn4FmvBTnhR3HZVnun7+hBDBiqK46zpftnBWEBZeXjkmCKUnJmL+ci9M2rbJ5SpJkiRJkqSSJxPOCszA2Bib2bO17yP/twbz3i9TKcuyD5IkSZJUEjLXjnzrrbf4+++/s302efJkRo0apYeoJH2RCedzIiU8nIfLlpGemECNCRN0dsHLJZQkSZKk4rZ8+XJ9hyCVATLhfE5UqlOHBtv8qVSnDtE7dhD28UcYJGnWC0u9c4ewjz8C5ELxkiRJkiQVP7ks0nPEsF49hErFzfmfapPNTAZJKdz86jM9RSZJkiRJUkUmE87nkPphtO7j96NKNxBJkiRJkp4LMuF8Dj00L9xxSZIkSSoO0dHReHl50bx5c5o1a6Zz7cunTZs2jWbNmuHo6MikSZN0bum4du1a7ty5U+h4Vq5cyfr16wt1Tc+ePalatWqeWz6uXbuWGjVq4OrqiqurKz/88EOhrq+IymXCKYTwEkKsio7W3VIn5e3/XrIk8anRu2lCcxxAydheTJIkSaogVnaEP96FGN1bIZeW5cuX07RpU06fPk1gYCDvvfceycnJuZ5/5MgR/v77b86cOcO5c+c4ceIEBw4cyHFeXglnWlparuWPGzeOESNGFOoZpk6dWqA91wcPHkxISAghISGMGTOm0NdXNOUy4VQUZYeiKGMtLCz0HUq51PGND1nTx4gH5pAOPDCH5V4GtPWZRurDh/zbuw9xR47oO0xJkiSpuNw9C6d+hG+aF1viGRoaSpMmTRg5ciQuLi54e3sTHx8PwK5du2jSpAkdO3Zk0qRJ2tY8IQQxMTEoikJsbCyWlpao1WpOnDiBi4sLiYmJxMXF0axZM86dO4cQgsTERJKTk0lKSiIlJYWaTy3tt2XLFoKCghg6dCiurq4kJCRgZ2fH3Llz6dixI5s3b+b777+nVatWNG/enFdffVUbp5+fHwsWLADAw8OD6dOn07p1axo1asShQ4d0PnfXrl2fafH33K6fMWMGTZs2xcXFpUItlp9JzlJ/DvVu2BvGwifu33A37i5Wla0Y3Hgw/ez7kXTjBurq1bX7sCvp6QiDcvl3iSRJkpRVWkZL4qkfIeRncB0KXaaBWa0iF3n58mVWr15Nhw4deOONN1ixYgUTJ07E19eXgIAA7O3tGTx4sPb8iRMn0rdvX2rXrk1MTAybNm3CwMCAVq1a0bdvXz7++GMSEhIYNmwYTk5OAHh6emJjY4OiKEycODHH7jbe3t4sW7aMBQsW4O7+3yY3xsbGHD58GIDIyEh8fX0B+Pjjj1m9ejVvv/12judJTU3l+PHj/Pnnn8yZM4e//vqryHXz22+/cfDgQRo1asSiRYuoW7duruc+evQIf39/Ll26hBCCqKioIt+3rJKZxHOqd8Pe7PHew5mRZwgYFMCbzd8E4KDBNYy++wqjBg0AuDtnLnc+/EjnmBlJkiSpHEpLhtRECF4DW55t8fW6devSoUMHAIYNG8bhw4e5dOkSDRo0wMHBASEEw4YN056/e/duXF1duXPnDiEhIUycOJEnT54Amv2/9+7dS1BQENOmTQPg2rVrXLx4kbCwMMLDwwkICODgwYMFii1ronvu3Dk6deqEs7MzP//8M+fPn9d5zYABmm2gW7ZsSWhoaKHrI5OXlxehoaGcOXOGbt26MXLkyDzPNzc3x9jYmDFjxrB161aqVKlS5HuXVTLhlLSik6KZfWQ2357+FgBFUVBXt0RdvTpCCM2xPMbCSJIkSeWAyhDUxtByFHivfaaiMv/f8PT7p49nWrNmDQMGDEAIgb29PQ0aNODSpUuAppUvNjaWmJgYEhMTAfD396dt27aYmppiampKr169+OeffwoUm4mJifa1j48Py5Yt4+zZs8yePVtb/tOMjIwAUKlUpKamFug+ulSvXl1blq+vL8HBwXmer1arOX78OK+++irbtm2jZ8+eRb53WSUTTknLwsiCNT3W8EHrDwDNL4wakyZh/d67ACRevsL1l18mIZe/DCVJkqQyLDPRbDEcJp+BPgvB7Nm2Or516xZHjx4F4JdffqFjx440adKEGzducP36de3xTPXq1WPfvn0A3Lt3j8uXL9OwYUMAxo4dy7x58xg6dCjTp0/Xnn/gwAFSU1NJSUnhwIEDObrUAczMzIiJick1zpiYGGxsbEhJSeHnn39+pmcuiIiICO3r7du364w5q9jYWKKjo3n55ZdZvHgxISEhJRxh6ZNjOKVsGls2BiApLYmVp1cyxnkMJpU0fyUqyclUsq6JYZ06mvdpaQiVSm+xSpIkSQVUyxlsW0OX6c+cZGbl6OjIunXrePPNN3FwcGD8+PEYGxuzatUqevfujZWVFR07duTcuXMAzJw5Ex8fH5ydnVEUhfnz52NlZcX69etRq9W8/vrrpKWl0b59ewICAvD29iYgIABnZ2eEEPTs2RMvHTvi+fj4MG7cOCpXrqxNgLOaN28ebdq0oX79+jg7O+eZnOanU6dOXLp0idjYWGxtbVm9ejU9evRg1qxZuLu707dvX5YsWcL27dtRq9VYWlqydu3aPK93cXGhX79+JCYmoigKixYtKnJ8ZZaiKOX2q2XLloq+7N+/X2/3Lg0nIk4orutdlb2he3V+np6ertz09VXuLfhaURRFidq+Xbni+aJyoYmjcsXzRSVq+/YKX0fFQdZR/mQd5U/WUf4qYh1duHChWMt78uRJoc6/ceOG0qxZs3zP279/v9K7d++ihlWmFLaOKjJdP39AkJJLzia71CWd3Gu580f/P+hWv5vuE1JSMKxXH3WtmkTv2EHEzFmk3rkDikLqnTtEzJyF8bHjpRu0JEmSJEllkkw4pVzVMdV0nV+MvMjco3NJTf9vALUwNKTWxx9hOXQo9xctRnlqALaSmIjp77+XarySJElS6bGzs9N2lefFw8ODP/74oxQiksoymXBK+Tp5/ySHww8TmRCp8/PULIOjszJ49Kgkw5IkSZIkqZyQk4akfA11HEq/F/phamgKaMb9Zl3yQm1jo+lOf0q6pWWpxShJkiRJUtklWzilAjE1NEVRFL49/S1LTy3N9pn1lHcQxsbZjgljY2L79SvNECVJkiRJKqNkC6dUKA/iH5CUlkS6ko6B0Py9YpGxRMX9RYtJjYhAbWOD9ZR3uPsMe81KkiRJklRxyBZOqcCEEHzU5iPmdZiHgTDINonIwssLh4B9OF68gEPAPm0SKkmSJEn5iY6OxsvLi+bNm9OsWTPWrFmT7zXTpk2jWbNmODo6MmnSJJ1bMK9du5Y7OoZ85WflypWsX7++UNesW7cOBwcHHBwcWLdunc5zbt68SdeuXXFxccHDw4OwsDDtZ7du3eKll17C0dGRpk2bPtPWmmWRTDilQlEZqDAQBkQnRTPsz2Fsu7ZN3yFJkiRJBRVzF9b0gph7+o4km+XLl9O0aVNOnz5NYGAg7733HsnJybmef+TIEf7++2/OnDnDuXPnOHHiBAcOHMhxXl4JZ1oeWzWPGzeOESNGFDj+R48eMWfOHI4dO8bx48eZM2cOjx8/znHe+++/z4gRIzhz5gyzZs3igw8+0H42YsQIpk6dysWLFzl+/DjW1tYFvn95IBNOqUgqqytjXcUaS2M5MUiSJKncOPAl3PoHDswvluIWLlyIk5MTTk5OLF68GIDQ0FCaNGnCyJEjcXFxwdvbm/j4eAB27dpFkyZN6NixI5MmTaJPnz6ApgctJiYGRVGIjY3F0tIStVrNiRMncHFxITExkbi4OJo1a8a5c+cQQpCYmEhycjJJSUmkpKRQs2b2HZS2bNlCUFAQQ4cOxdXVlYSEBOzs7Jg7dy4dO3Zk8+bNfP/997Rq1YrmzZvz6quvauP08/NjwYIFgGZZp+nTp9O6dWtatGjBoUOHctTD7t276d69O5aWllSrVo3u3buza9euHOdduHCBrl27AuDp6cnvGcsHXrhwgdTUVLp37w6AqakpVapUAWDGjBk0bdoUFxcX3n///Wf699InOYZTKhJDlSFLXlyifb/lyhZWnVnF3bi71DKpxWS3yZhgoscIJUmSJK1PrCE16b/3Qas1X2oj+Ph+kYoMDg5mzZo1HDt2DEVRaNOmDV26dKFatWpcvnyZ1atX06FDB9544w1WrFjBxIkT8fX1JSAgAHt7ewYPHqwta+LEifTt25fatWsTExPDpk2bMDAwoFWrVvTt25ePP/6YhIQEhg0bhpOTE6BJ2GxsbFAUhYkTJ+bYr9zb25tly5axYMEC3N3dtceNjY05fPgwAJGRkfj6+gLw8ccfs3r1at5+++0cz5qamsrx48fZsmULc+bM4a+//sr2eXh4OHXr1tW+t7W1JTw8PEc5zZs357fffmPy5Mn4+/sTExNDZGQkV65coWrVqgwYMIAbN27QrVs3vvjiC6Kjo/H39+fSpUsIIYiKiirkv1LZIVs4pWf2TfA3zDk6h4i4CBQUIuIi8Dvix4nYE/oOTZIkSQKYfAacBoK6sua9ujI4D4TJZ4tc5OHDh+nfvz8mJiaYmpoyYMAAbetf3bp16dChAwDDhg3j8OHDXLp0iQYNGuDg4IAQgmHDhmnL2r17N66urty5c4eQkBAmTpzIkydPAJg1axZ79+4lKCiIadOmAXDt2jUuXrxIWFgY4eHhBAQEcPDgwQLFnTXRPXfuHJ06dcLZ2Zmff/6Z8+fP67xmwIABALRo0ULn2Epd40ezLh+YacGCBRw4cIAWLVpw4MAB6tSpg1qtJjU1lUOHDrFgwQJOnDjBv//+y9q1azE3N8fY2JgxY8awdetWbatneSQTTumZ7fh3R45jiWmJ7IjKeVySJEnSA7NaYGQGaUmgNtZ8NzIHs5r5X5sLXUlWpqeTrcz3upIwgDVr1jBgwACEENjb29OgQQMuXboEaMZHxsbGEhMTQ2LGrnb+/v60bdsWU1NTTE1N6dWrF//880+B4jYx+a/3zcfHh2XLlnH27Flmz56tLf9pRkZGAKhUKlJTU3N8bmtry+3bt7Xvw8LCqF27do7zateuzdatWzl16hSffvopABYWFtja2tKiRQsaNmyIWq3mlVde4eTJk6jVao4fP86rr77Ktm3b6NmzZ4GesSwqMwmnEMJRCLFSCLFFCDFe3/FIBXc/Xnd3zOO0nAOmJUmSJD2Juw8tR8GYvzTfY59t4lDnzp3Ztm0b8fHxxMXF4e/vT6dOnQDNjOujR48C8Msvv9CxY0eaNGnCjRs3uH79uvZ4pnr16rFv3z4A7t27x+XLl2nYsCEAY8eOZd68eQwdOpTp06drzz9w4ACpqamkpKRw4MCBHF3qAGZmZsTExOT6DDExMdjY2JCSksLPP/9c5Lro0aMHe/bs4fHjxzx+/Jg9e/bQo0ePHOc9fPiQ9PR0AD7//HPeeOMNAFq1asXjx4958OABAAEBATRt2pTY2Fiio6N5+eWXWbx4MSEhIUWOUd9KdAynEOJ/QB/gvqIoTlmO9wS+AVTAD4qifKEoykVgnBDCAPi+JOOSilctk1pExOXc3rKaqpoeopEkSZJ0ei1LQtVn4TMX5+bmho+PD61btwZgzJgx2i5nR0dH1q1bx5tvvomDgwPjx4/H2NiYVatW0bt3b6ysrOjYsaN2L/aZM2fi4+ODs7MziqIwf/58rKysWL9+PWq1mtdff520tDTat29PQEAA3t7eBAQE4OzsjBCCnj174qVjOT4fHx/GjRtH5cqVtQlwVvPmzaNNmzbUr18fZ2fnPJPTvFhaWjJz5kxatWoFaIYBWGbstjdr1izc3d3p27cvgYGBfPDBBwgh6Ny5M8uXLwc0LacLFiyga9euKIpCy5Yt8fX1JTIykn79+pGYmIiiKCxatKhI8ZUFIq8m8WcuXIjOQCywPjPhFEKogCtAdyAMOAEMURTlghCiLzADWKYoyob8ynd3d1eCgoJKLP68BAYG4uHhoZd7lzU7/92J3xE/EtP+64owVhkzqOog3u/9fq5dKJL8OSoIWUf5k3WUv4pYRxcvXtTZqldUMTExmBXDhh2hoaH06dNHm0zmJjAwkAULFvDHH3888z1LS3HVUUWg6+dPCBGsKIq7rvNLtIVTUZSDQgi7pw63Bq4pivJvRnAbgX7ABUVRtgPbhRA7AZ0JpxBiLDAWoGbNmgQGBpZQ9HmLjY3V273LGhNMGFR1EDuidvA47THVVNXwquqFdZo1r2x6hWHVh1GjUg19h1kmyZ+j/Mk6yp+so/xVxDqysLAocoucLmlpacVSXmxsLOnp6fmWFR8fT2pqarE+Q0krrjqqCBITEwv131SJtnACZCScf2Rp4fQGeiqKMibj/XCgDbAFGAAYAWcURVmeX9myhbNsW7N7DVvjt7Ki6wrqmtfN/4LnkPw5yp+so/zJOspfRayjstrCWZHJOvpPmWrhzIWu/lVFUZRAILB0Q5FKUgOjBmzrvg2VgQqAYxHHaF2rtexilyRJkqTnjD5mqYcBWZu7bIHCb3QqlQuZyeY/Ef8wZs8Y/vi3/IzVkSRJkiSpeOgj4TwBOAghGgghDIHXgO2FKUAI4SWEWBUdHV0iAUrFr02tNnzW8TN6Neil71AkSZIkSSplJZpwCiF+AY4CjYUQYUKI0YqipAITgd3AReBXRVF0L+2fC0VRdiiKMtbCwqL4g5ZKhBACrxe8UBuoiUuJY8yeMYTcD9F3WJIkSZIklYISTTgVRRmiKIqNoiiVFEWxVRRldcbxPxVFaaQoyguKonxakjGUR1c6duJiE8ccX1c6dtJ3aMXiUcIj7sffz7aMkiRJklT+mJqaFum6W7du4enpSYsWLXBxceHPP//M8/yUlBRGjhyJs7Mzjo6OfP755zrPW7x4MfHx8YWOZ9asWTn2R8/L3r17admyJc7OzrRs2ZKAgADtZ8HBwTg7O2Nvb8+kSZO0OzItXLiQpk2b4uLiQteuXbl586bOsj08PGjcuDGurq64urpy/75mc5WkpCQGDx6Mvb09bdq00bnFZllWZnYakv6T9vBhoY6XN3XN67K171ba2rQFIOR+CCnpKXqOSpIkqYI78ysscgK/qprvZ37VWyiffPIJgwYN4tSpU2zcuJEJEybkef7mzZtJSkri7NmzBAcH89133+lMuPJKONPS0nItf+7cuXTr1q3A8VtZWbFjxw7Onj3LunXrGD58uPaz8ePHs2rVKq5evcrVq1fZtWsXoNmHPSgoiDNnzuDt7a3dF16Xn3/+mZCQEEJCQrC2tgZg9erVVKtWjWvXrjFlyhTtrkvlRblMOOUYzvJPbaBZIOFO7B3e2P0GK0JW6DkiSZKkCuzMr7BjEkTfBhTN9x2Tii3pjIiIoHPnzri6uuLk5MShQ4cAzR7pjRo1okuXLvj6+jJx4kRAM8zqyZMnAERHR2v3Hff396dbt24oikJERASNGjXi7t27CCGIi4sjNTWVhIQEDA0NMTc3zxbDkiVLuHPnDp6ennh6egKaFthZs2bRpk0bjh49yty5c2nVqhVOTk6MHTtW2/ro4+PDli1bALCzs2P27Nm4ubnh7Oys3dM9qxYtWmhjbtasGYmJiSQlJREREcGTJ09o164dQghGjBjBtm3bAPD09KRKlSoAtG3blrCwsELV8e+//87IkSMB8Pb2Zt++fdp60lX3ZU25TDjlGM6Ko7ZpbT7r9Bk+zXz0HYokSVL5tqY3nMrYvjItRfP+9CbN+7/mQEpC9vNTEmDXDM3ruEgqb/KGy/+neR9TuH3WN2zYQI8ePQgJCeH06dO4uroSERHB7Nmz+fvvv9m7dy8XLlzQnu/n58dPP/2Era0tL7/8MkuXLgWgf//+1KpVi+XLl+Pr68ucOXOoVasW3t7emJiYYGNjQ7169Xj//fe1W0dmmjRpErVr12b//v3s379f81hxcTg5OXHs2DE6duzIxIkTOXHiBOfOnSMhISHXXY6srKw4efIk48ePZ8GCBXk++2+//UaLFi0wMjIiPDwcW1tb7We2traEh4fnuGb16tX06pX7JNpRo0bh6urKvHnztElxeHg4detqFvlRq9VYWFgQGRmps+7LonKZcEoVS0+7nlgYWZCupDP94HT+ulnwcTSSJElSATzJmfQAEB9ZLMW3atWKNWvW4Ofnx9mzZzEzM+PYsWN4eHhQo0YNDA0NGTx4sPb8X375BR8fH8LCwvjzzz8ZPnw46enpACxdupTPP/8cIyMjhgwZAsDx48dRqVTcuXOHGzdu8PXXX/Pvv//mG5dKpeLVV1/Vvt+/fz9t2rTB2dmZgIAAzp/XPWd5wIABALRs2TLPsZLnz59n+vTpfPfddwDo2kzn6bWnf/rpJ4KCgpg6darOMn/++WfOnj3LoUOHOHToED/++GOeZeuq+7JIJpxSmRGbEktYTBj34+/rOxRJkqTyZ9ROaDFU81pVSfO+eUaSZ2Gr+xqLjGWxTaqTMHgLNM5odTOrWahbd+7cmYMHD1KnTh2GDx/O+vXrgZzJVqbVq1czaNAgANq1a0diYiIPM+YphIeHY2BgwL1797RJ6IYNG+jZsyeVKlXC2tqaDh06UJCdBo2NjVGpNOtBJyYmMmHCBLZs2cLZs2fx9fUlMVH35FUjIyNAk7CmpqbqPCcsLIz+/fuzfv16XnjhBUDTopm1qzwsLEzb9Q7w119/8emnn7J9+3btPZ5Wp04dAMzMzHj99dc5fvy4tuzbt28DkJqaSnR0NJaWlrnWfVlTLhPOij6GU2VlVajjFYW5oTlre61lSBPNX7RXHl8hLiVOz1FJUuG4f7IXuxk7c3y5f7JX36FJz7Ous6BS5ezHKlXWHC8GN2/exNraGl9fX0aPHs3Jkydp06YNgYGBREZGkpKSwubNm7Xn16tXj3379gGaLRITExOpUaMGqampjBo1ig0bNuDo6MjChQu15wcEBKAoCnFxcfzzzz80adIkRxxmZma57nWemVxaWVkRGxurHbNZFFFRUfTu3ZvPP/+cDh06aI/b2NhgZmbGP//8g6IorF+/nn79+gFw6tQp3nzzTbZv366dCPS01NRUbeKdkpLCH3/8gZOTEwB9+/Zl3bp1AGzZsoUXX3wRIYTOui+L9LG15TNTFGUHsMPd3d1X37GUhEaHNQN+Ey9c4MaAV6mzdAnm3bvrOarSUcmgEgBJaUmM/2s8zao3Y8mLS/QclSQV3MPY5EIdl6RS4aJpTWTfXIgO07R4dp313/FnFBgYyFdffUWlSpUwNTVl/fr12NjY4OfnR7t27bCxscHNzU07U/zrr7/G19eXRYsWIYRg7dq1CCH47LPP6NSpE506dcLV1ZVWrVrRu3dv3nrrLUaNGoWTkxOKojBq1ChcXFxyxDF27Fh69eqFjY2NdhxnpqpVq+Lr64uzszN2dna0atWqyM+7bNkyrl27xrx585g3bx4Ae/bswdramm+//RYfHx8SEhLo1auXdqzm1KlTiY2NZeDAgYAmid6+XbPvjaurKyEhISQlJdGjRw9SUlJIS0ujW7du+PpqUp3Ro0czfPhw7O3tsbS0ZOPGjbnWfVkkdI0JKC/c3d2VgjSpl4TAwEA8PDxK9B4p9+5zrUsXavn5Ue21wflfUMY8ax0dvXMU6yrWvFD1heILqowpjZ+j8q681ZHdjJ25fhb6Re8SuWd5qyN9qIh1dPHiRRwdHYutvJiYmBId/7d27VqCgoJYtmxZid2jpJV0HZUnun7+hBDBiqK46zq/XLZwPi/UltUASI2sGOtvFla72u20r5eHLMfC0IKhjkNzHRMkSZIkSVLZJBPOMkxUqoTKwoK0yOKZRVhepaWncfXxVaoaVWXnvztZcmoJd+PuUsukFpPdJtO7Ycm0GkmSJEnFx8fHBx8fH32HIelJuZw09DxRWVmRGvlI32HolcpAxUKPhbSwbsGco3OIiItAQSEiLgK/I37s/Df3LkxJkiRJkvSvXCacFX2WelZqS8vntks9KwNhwPKQ5Tn2X09MS+Sbk9/oKSpJysnK1LBQxyVJkp4H5bJLvaLPUs9KZVWdpIs5t9V6Ht2Nu1uo45KkD0Efa1aUCLkdxSvL/+bboW70crbRc1SSJEn6VS5bOJ8n6upWpD56vrvUM9UyqaXzuIWR3OJUKnscbcyopBKcDqv4PTGSJEn5kQlnGaeubkn6kyekJ8s1/Ca7TcZYZZztmIEwwMLQgrT0ND1FJUm6GalVONqYc/p2lL5DkSS9CwkJoW3btri6uuLu7q7dPSc30dHReHl50bx5c5o1a8aaNWt0nvfZZ58VKZ4xY8Zk29s9P1999RWurq506NABJycnVCoVjzIag6KiovD29qZJkyY4Ojpy9OjRXMs5ceIEKpUq26Lzb7zxBtbW1toF3isqmXCWcarq1QGe+5nqAL0b9savvR82JjYIBDYmNsxtP5cNfTagMlCRnJZMarruLcgkSR9cbC04Fx5Nenr5Xe9YqiC+cgA/i5xfXzkUS/GKomi3odRl2rRpzJ49m5CQEObOncu0adPyLG/58uU0bdqU06dPExgYyHvvvUeyjoaX3BLO/OL54YcfaNq0aZ4xZDV16lRCQkL4+++/+fzzz+nSpQuWlpYATJ48mZ49e3Lp0iVOnz6d69qoaWlpTJ8+nR49emQ77uPjw65duwocS3klE84yTp2RcD7vM9Uz9W7Ymz3eezgz8gx7vPfQz74f5obmKIrCB4c+YErgFNKV3H/JSFJpcrGtSkxSKv8+lFu0SnoWd79wxwsgNDQUR0dHJkyYgJubG7dv3+bTTz+lcePGdOvWjSFDhrBgwQJAs6f6kydPAE3rZeb+4gsXLuSNN94A4OzZszg5OREfH48QgpiYGBRFITY2FktLS9Tq7NNOZsyYQUJCAq6urgwdOlRnPOPHj8fd3Z1mzZoxe/Zs7bUeHh7avdhNTU356KOPaN68OW3btuXevXt5Pvcvv/zCkCGaLZifPHnCwYMHGT16NACGhoZUrVpV53VLly7l1VdfzbGtZefOnbXJa1ZLliyhadOmuLi48Nprr+UZU3lQLicNCSG8AC97e3t9h1Li1NoWTjlTPS9CCFrVakVSWhIGooT+jvrKQfcvZxNrmHq1ZO4plWuudasCcCYsCntrU/0GI1Vs/zcD7p4t2rVrNGsZV05LBVWWtKCWM/T6Is9LL1++zJo1a1ixYgXBwcFs3LiRU6dOkZqaipubGy1btgRg8eLF9OjRg/fff5/09HSOHDkCwDvvvIOHhwf+/v58+umnfPfdd1SpUoWJEyfSt29fateuTUxMDJs2bcLAIPvv9i+++IJly5YREhICaBLgrPEAfPrpp1haWpKWlkbXrl05c+ZMji0x4+LiaNu2LZ9++inTpk3j+++/5+OPP9b5vPHx8ezatUu7W9K///5LjRo1GDVqFKdPn6Zly5Z88803mJiYZLsuPDwcf39/AgICOHHiRJ51mvX5bty4gZGREVFRUQW6piwrly2ciqLsUBRlrIVFxZ8sorKyAmQLZ0G81uQ1RjYbCcDlR5e59eRW8d6gBFoIpIrthRqmVDFUyXGcUoVVv3592rZtC8ChQ4fo378/VapUwdzcnL59+2rP+/bbb1m0aBG3b99m0aJF2hZBAwMD1q5dy/Dhw+nSpQsdOnQAYPfu3bi6unLnzh1CQkKYOHGitoW0oPEA/Prrr7i5udGiRQvOnz+vc9ymoaEhffr0AaBly5aEhobmWv7//d//0aFDB22LZGpqKidPnmT8+PGcOnUKExMTvvgiZ5L+zjvvMH/+fFQqVb7PkMnFxYWhQ4fy008/5WjdLY/K/xNUcOrMH2rZwllg6Uo6Hx7+EJVQMaLpCLkzkaQ3KgOBUx0LOVNdKnn5tETil0cDzSjN5hkJRdgn/OmWvNy2Hl63bh3ffKNZM3ngwIGMGTNG+9nVq1cxNTXlzp072mNr1qxhxowZCCGwt7enQYMGXLp0idatWxc4nhs3brBgwQJOnDhBtWrV8PHxITExMcc1lSpV0satUqlITc19LsBvv/2m7U4HsLW1xdbWljZt2gDg7e2tM+EMCgrSdos/fPiQP//8E7VazSuvvJLrvXbu3MnBgwfZvn078+bN4/z58+U68SyXLZzPE4MqVRBVqpD2UE4aKigDYcBCj4X0sOshdyaS9K65rQUXIp6QnCrHFksVW+fOnfH39ychIYGYmBh27Nih/ax27docOHAAgICAABwcNJOVoqOjmTx5MgcPHiQyMlI7e7tevXrs27cPgHv37nH58mUaNmyY456VKlUiJSVFZzxPnjzBxMQECwsL7t27x//93/890/NFR0dz+PBh+vXrpz1Wq1Yt6taty+XLlwHYt2+fzslIN27cIDQ0lNDQULy9vVmxYkWeyWZ6ejq3b9/G09OTL7/8kqioKGJjY58pfn0rv6nyc0Rdvbpci7OQ6pvXZ9PlTbnuTCRbOaXS0rxuVZIP3eDy3RicbSv+MCCpjDKxzn0MejFxc3Nj8ODBuLq6Ur9+fTp16qT97Pvvv2fy5MmkpqZibGzMqlWrAJgyZQoTJkygUaNGrF69Gk9PTzp37szMmTPx8fHB2dkZRVGYP38+VhlDzLIaO3YsLi4uuLm58emnn2b7rHnz5rRo0YJmzZrRsGFDbXd9Ufn7+/Piiy/maNVdunQpQ4cOJTk5mYYNG2qXcFq5ciUA48aNy7PcIUOGEBgYyMOHD7G1tWXOnDmMGDGCYcOGER0djaIoTJkyJdfJSOWFUJTyu1yHu7u7kjnLrLQFBgbi4eFRKvcKHfwaBiZVqPe//5XK/YpLcdSRxyYPIhNztu5WN65O4ODAPK91WeeCQs6fb4HgzMgzhQ8mry4pv6J1mZbmz1F5Vd7r6PajeDp9uZ9PXnFiWNv6JXKP8l5HpaEi1tHFixdzXYKnKGKK0KWeFz8/P0xNTXn//feLrUx9K+46Ks90/fwJIYIVRXHXdb7sUi8HVFZWpD6nXeq6ks28jmeV285EZoZmRVs6KbeWgGJsIZAqHttqlalWpRJnwqL0HYokSZLelMsu9edpWSTQdKknnD6t7zDKncluk/E74petW10t1CSkJPAg/gE1TWoWrsCsSx/9sxJ2TYd3L4G53Cdbyp0QguZ1q3JGThySnjN+fn76DkEqQ8plC+fztCwSgKq6JWmPHqGkye0bC0PXzkTzOszjt36/aZPNfyL+oUjDSmwy1nG7W4Sueem542JblSv3YohPljthSZL0fCqXLZzPG3V1K0hPJy0qSrsQvFQwvRv2znWC0Kn7p/Dd48uc9nMY4DCgcAXXzNjz9u4ZaNQj73Ol515zWwvSFTgX/oTWDXLuKCJJklTRlcsWzueN2ipze8vncxxnSXGt4cr8TvPxaugFQGRCZMFbO43NwbIhRMgWTil/LrZVAeQ4TkmSnlsy4SwHVBmLv6c9hwlndWPdLbq5HS8MIQQvN3yZSqpKJKclM2bPGD7+W/d2ZjrVcpZd6lKB1DAzok7VyoTIHYckSXpOyS71ckCdub3lczhTPXPpo4cJD/H81ZMP23zIkCZD8r6oCCoZVGJIkyHUNq0NoG3pzG3XDABqucCF3yExGoyfj/HEUtG52FrIiUOSJD23ZAtnOZA5bjPt0fOXcGayMNQkdDHJMSVSvhCCQY0H0bFORwA2X9nM+H3jiUuJy/0im+aa73fPlkhMUsXiYluVW4/ieRyXrO9QpOdZzF1Y0wti7uk7Enx8fLQ7C+UmMDCQI0eOaN/funULT09PWrRogYuLC3/++Wee16ekpDBy5EicnZ1xdHTk888/13ne4sWLiY+PL/QzzJo1i7/++qvA5+cVT3BwMM7Oztjb2zNp0qQ8h3jdunULU1NTFixYkOOzvn374uTkVLgHKQUy4SwHDMzNoVKl57KFM1MlVSUqqyvzJOlJqdxPJVQYGRhRRV0l95NqZc5UlwmnlL/mdTV/NJ0Jl62ckh4d+BJu/QMH5hdrsYqikJ5e/Nu3Pp1wfvLJJwwaNIhTp06xceNGJkyYkOf1mzdvJikpibNnzxIcHMx3331HaGhojvPySjjT8lghZu7cuXTr1q1gD5NPPOPHj2fVqlVcvXqVq1evsmvXrlzLmTJlCr169cpxfOvWrZiamhY4ntIku9TLuCsdO5H28CEAkd9/T+T33wOaxeAbHT6kz9BKnZmhGU+SSyfhfLXRqwxwGIAQguikaL488SWTWkzKvnanWU0wrSknDkkF4lzHAiHg9O0oujSqoe9wpIrm/2bk/8dvajLcCQIlHYLXaM5XGWo/rpyWCqosaUEtZ+j1Ra7FhYaG0qtXLzw9PTl69Cjbtm3jp59+Yv369dStW5caNWrQsmXLAu00ZGdnR1BQEFZWVgQFBfH++++zdu1aVq5ciUql4qeffmLp0qUIIXjyRPP/gejoaGrX1gyD8vf3Z/ny5ezdu5e7d+/SpUsXDh48iBCCuLg4UlNTSUhIwNDQEHNz82z3XrJkCXfu3MHT0xMrKyv279+Pqakp7777Lrt37+brr78mICCAHTt2EBcXR8eOHfnuu+8QQuDj40OfPn3w9vbGzs6OkSNHsmPHDlJSUti8eTNNmjTJdq/c4omIiODJkye0a9cOgBEjRrBt2zadSeW2bdto2LBhji02Y2NjWbhwIatWrWLQoEHa45s3b2bOnDmoVCosLCw4ePBgvv8eJUG2cJZxmclmQY9XZOaG5qWWcMJ/4zfPR54n4FYAkYmR7Px3Jy9teQmXdS68tOUldlrXlxOHpAIxM65EQysTOVNd0p/oW5DZTasoEHXrmYu8fPkyI0aM4NSpUzx8+JCNGzdy6tQptm7dyokTJ56pbDs7O8aNG8eUKVMICQmhU6dO+Pn58dNPP2Fra8vLL7/M0qVLAejfvz+1atVi+fLl+Pr6MmfOHGrVqoW3tzcmJibY2NhQr1493n//fSwtsy9NNmnSJGrXrs3+/fvZv38/AHFxcTg5OXHs2DE6duzIxIkTOXHiBMeOHSMhIYE//vhDZ8xWVlacPHmS8ePH6+zuzi2e8PBwbG1ttefZ2toSHh6e4/q4uDjmz5/P7Nmzc3w2c+ZM3nvvPapUyd4zN3fuXHbv3s3p06fZvn17PrVecsplC2dF3mko5f59wt99D9tFC1HXkK0gWZV2wpmpfe327PHew8Gwg9l2LoqIi8BPqCDuIb1Tk0BtVOqxSeVLc9uqHLz6EEVR8p6QJkmFlUdLJKAZu/lNcyBzXKACiVHg/T9Nbw2QUIR9wuvXr0/btm0BOHToEP3799cmPH379i1UWQXxyy+/4OPjw3vvvcfRo0cZPnw4586dw8DAgKVLl+Lk5ETbtm0ZMkQzufT48eOoVCru3LnD48eP6dSpE926daNhw4Z53kelUvHqq69q3+/fv58vv/yS2NhYoqKiaNasGV5eXjmuGzBAs6Zzy5Yt2bp1a47Pc4tH13hNXb8jZs+ezZQpU3J0m4eEhHDt2jUWLVqUY8hAhw4d8PHxYdCgQdr49KFctnBW5J2GHixdSkJwMA9WfKvvUMocc0PzUhvD+TQzQzO+OflNtm0yARKVNL6pagb3L+glLql8aV63Kg9jk4iITsz/ZEkqTge+1HSlZ6WkP/NYzqe7dYv6h5RardaOAU1MzP2/j9WrV2u7i9u1a0diYiIPM3r8wsPDMTAw4N69e9qyNmzYQM+ePalUqRLW1tZ06NCBoKCgfOMxNjZGpVJp45kwYQJbtmzhn3/+wdfXN9cYjYw0DQ8qlYrU1Jw7i+UWj62tLWFhYdrzwsLCtMMFsjp27BjTpk3Dzs6OxYsX89lnn7Fs2TKOHj1KcHAwdnZ2dOzYkStXruDh4QHAypUr+eSTT7h9+zaurq5E6mmJxXKZcFZUKffvE73VHxSF6K1bSX3wQN8hlSnmRvpp4cx0N+6u7uNqlZw4JBWIi23GxCHZrS6VtrDjkPbUCglpyZrjxaRz5874+/uTkJBATEwMO3bsKPC1dnZ2BAcHA/Dbb79pj5uZmRET89/qJPXq1WPfvn0AXLx4kcTERGrUqEFqaiqjRo1iw4YNODo6snDhQu35AQEBKIpCXFwc//zzT45xlbruk1VmcmllZUVsbGy+M+vzkls8NjY2mJmZ8c8/mu2W169fT79+/XJcf+jQIUJDQwkNDeWdd97hww8/ZOLEiYwfP547d+4QGhrK4cOHadSoEYGBgQBcv36dNm3aMHfuXKysrLh9+3aR438W5bJLvaJ6mKVVU0lPl62cTzE3NC+xZZEKopZJLSLiInIeT0uXE4ekAnG0MUdtIDgdFk1PJxt9hyM9T8YdLvFbuLm5MXjwYFxdXalfvz6dOnUq8LWzZ89m9OjRfPbZZ7Rp00Z73MvLC29vb37//XeWLl3K119/ja+vL4sWLUIIwdq1axFC8Nlnn9GpUyc6deqEq6srrVq1onfv3rz11luMGjUKJycnFEVh1KhRuLi45Lj/2LFj6dWrFzY2NtpxnJmqVq2Kr68vzs7O1K1bl1atWhW5jvKK59tvv8XHx4eEhAR69eqlnTC0fft2goKCmDt3bpHuOXXqVK5evYqiKHTt2pXmzZsXOf5nIQq8lV8Z5O7urhSkabwkBAYGapuri0PK/ftc7/4SSlKS9pgwMkKYmJD+6FGO88vDLPXirqNvQ75lxekVhAwPQWWgKrZyC2rnvzuzjeEEMFYZ45diTO/0yjB6T6HLLO46qogqWh15LT2MeWU1P49pW2xlVrQ6KgkVsY4uXryIo6NjsZUXU4QxnHnx8/PD1NS0QLPUy4virqPyTNfPnxAiWFEUd13nyy71MuLhim9RnlrDTElPx7xHDxwvXcTx0kVe2K1Zk8t66tQyn2yWBHMjzVIW+mrl7N2wN37t/bAxsUEgsDGxwa+9H71rtoO75yA997XaJCmTi60FZ25Hk55efv/YlyRJKizZpV5GJISEQEpK9oMpKSScOqV9a1i/PsZOTjzZuZPqo98o3QDLAHNDTcL5JPkJVY2r6iWG3g1707th7+wHox/D8Th49C9YOeglLqn8aG5blZ+P3eJGZBwv1CibCzRLUnHw8/MDNN3If//9d7bPJk+ezKhRo/QQlaQvMuEsIxpu8wcgLTqaK23aYj1jOtV9fHKcZ967N/fnzyfpxg2MGjQo5Sj1y8xQ042hz4lDOmXuOBRxWiacUr5c6v43cUgmnNLzYPny5foOQSoDZJd6GWNgbo6oVCnXhd3NX+4FQvBkZ977x1ZE2hZOPS2NlKsaTcCgkpypLhWIg7UZVQxVnL4tt7iUJOn5IRPOMkYIgaqGFakPdCeclWrWpIq7O0/+/FPnQrEVWdYu9TJFbQjWTeSOQ1KBqAwETrUtOC2XRpIk6TkiE84ySG1Vg9Q8FmY1792b5H//JenSpVKMSv8yJw2VuYQToFZzzdJIz9kfAVLRuNhacOHOE1LS0vM/WZIkqQKQCWcZpLayIjWPvdLNerwEajVPdu4sxaj0r8y2cALYuED8Q4jJuU6nJD2ted2qJKWmc/mu/taVlSR9CQwMxNXVlWbNmtGlS5d8z+/ZsydVq1alT58+2Y7fuHGDNm3a4ODgwODBg0lOTs5xbUhICH/+WfghaHfu3MHb27tQ14wePZrmzZvj4uKCt7c3sbGxOuNp164dzZo1w8XFhU2bNmk/CwgIwM3NDScnJ0aOHKlzp6LyTCacZZC6evU8E051tWqYtG9H9J9/5lhKqSIzVhtjaGBYNhNO7cQh2a0u5a+5bVUA2a0ulRrv7d7M+2ceD+L1u4NdVFQUEyZMYPv27Zw/f57Nmzfne83UqVP58ccfcxyfPn06U6ZM4erVq1SrVo3Vq1fnOCevhDOvhK527dqF3lFo0aJFnD59mjNnzlCvXj2WLVuW45wqVaqwfv16zp8/z65du3jnnXeIiooiPT2dkSNHsnHjRs6dO0f9+vVZt25doe5f1smEswxS17Ai7dEjlLTc13W06N2b1DsRmuWUniPmRvrbTz1PNZtpvsuJQ1IB1LWsTLUqlTgjJw5JpeTy48v4X/Wn19ZexZZ4hoaG0qRJE0aOHKlt1YuPjwdg165dNGnShI4dOzJp0iRt6+SGDRsYMGAA9erVA8Da2hqAEydO4OLiQmJiInFxcTRr1oxz584B0LVr1xyLrSuKQkBAgLYVcuTIkWzbti3bOcnJycyaNYtNmzbh6urKpk2b8PPzY+zYsbz00kuMGDGC0NBQOnXqhJubG25ubhw5ckT7bE5OTgCsXbuWAQMG0LNnT1xdXZk2bZrO+jA3N9fGlpCQoHNf+UaNGuHgoFnNpHbt2lhbW/PgwQMiIyMxMjKiUaNGAHTv3l27xeeBAwdwdXXF1dWVFi1a5LoFZ1lXLhNOIYSXEGJVdHTF/GWtsrKC9HTSdOwwlMm0azeEkRFP/nj+utXLZAunsTlYNoS7p/UdiVTGuX+ylwYf/Mnj+BQ2Bd3GbsZO7GbsxP2TvfoOTargUtJTSEpLKtbE8/Lly4wdO5YzZ85gbm7OihUrSExMxNfXlx07dnDo0CHu3r2rPf/KlSs8fvwYDw8PWrZsyfr16wFo1aoVffv25eOPP2batGkMGzZMm/DpEhkZSdWqVVGrNas72traEh4enu0cQ0ND5s6dy+DBgwkJCWHw4MEABAcH8/vvv7Nhwwasra3Zu3cvJ0+eZNOmTUyaNEnn/UJCQti0aRP//PMPmzZtynU/8lGjRlGrVi0uXbrE22+/nWfdHT9+nOTkZF544QWsrKxISUkhc/fELVu2aO+xYMECli9fTkhICIcOHaJy5cp5lltWlcuEU1GUHYqijLWwsNB3KCVCbWUFkOfEIZWpCaYeHjzZvRulgo3zyIuZoVnZTDhB060uu9SlfDyMzTnOLK/jklTcMhPPzZc3M/Xg1Gcqq27dunTo0AGAYcOGcfjwYS5dukSDBg1wcHBACMGwYcO056emphIcHMzOnTvZvXs38+bN48qVKwDMmjWLvXv3EhQUlGsrYiZdq7ToalHUpW/fvtqkLSUlRbtP+sCBA7lw4YLOa7p27YqFhQXGxsY0bdqUmzdv6jxvzZo13LlzB0dHx2zjM58WERHB8OHDWbNmDQYGBggh2LhxI1OmTKF169aYmZlpk+kOHTrw7rvvsmTJEqKiorTHy5tymXBWdNqEM5elkTKZ936ZtMhI4v45VhphlQnmhmW0Sx00E4eibkJClL4jkSRJylUlg0oYqYwY1HgQC7oseKaynk7yMt/nlvzZ2trSs2dPTExMsLKyonPnzpw+rekZevToEbGxscTExJCYmJjnfa2srIiKitKOwwwLC6N27doFitnExET7etGiRdSsWZPTp08TFBSkc+IRgJGRkfa1SqXKc/ynSqVi8ODB2i7xpz158oTevXvzySef0LZtW+3xdu3acejQIY4fP07nzp21Xe8zZszghx9+ICEhgbZt23KpnK5QIxPOMkibcOYxcQjAtEsXDExNn6vZ6uZG5nrbSz1ftZprvstxnJIklUGZieYAhwHsenUXH7f9GKvKVs9U5q1btzh69CgAv/zyCx07dqRJkybcuHGD69eva49n6tevH4cOHSI1NZX4+HiOHTuGo6MjAGPHjmXevHkMHTqU6dOn53lfIQSenp7aiT3r1q2jX79+Oc4zMzPLc8xjdHQ0NjY2GBgY8OOPP5KWx9yJvCiKwrVr17Svd+zYQZMmTXKcl5ycTP/+/RkxYgQDBw7M9tn9+/cBSEpKYv78+YwbNw6A69ev4+zszPTp03F3d5cJp1R81NWrA5D6MO+xNQZGRph160bM3r2kJyWVRmh6V2bHcALUctZ8lwmnJEllTONqjYs10czk6OjIunXrcHFx4dGjR4wfPx5jY2NWrVpF79696dixI/Xr1892fs+ePXFxcaF169aMGTMGJycn1q9fj1qt5vXXX2fGjBmcOHGCgIAAADp16sTAgQPZt28ftra27N69G4D58+ezcOFC7O3tiYyMZPTo0Tni8/T05MKFC9pJQ0+bMGEC69ato23btly5ciVb62dhKIrCyJEjcXZ2xtnZmYiICGbNmgVAUFAQY8aMAeDXX3/l4MGDrF27VjsRKCRj8u9XX32Fo6MjLi4ueHl58eKLLwKwePFinJycaN68OZUrV6ZXr15FilHfRHnercbd3V3JHGBb2gIDA/Hw8Cix8i+7taTqQG9qfvBBnufFHjrMbV9f6ixdgnn37iUWT1GURB0tO7WMVWdWETIiBANRBv9eWtAIXngR+q8s0Okl/XNUEVS0OrKbkXuPROgXvYtUZkWro5JQEevo4sWL2tbB4hATE5NjNnheQkND6dOnj3Y2eW4CAwNZsGABf/zxx7OGqHeFraOKTNfPnxAiWFEUd13nF/j/2EKIoqX9UpGoaliR+jD3SUOZTNq1RWVp+dzsrW5uaI6CQmxKzgV1ywQ5cUjKh5WpYaGOS5IkVQT5TnUSQrQHfgBMgXpCiObAm4qiTCjp4J5n6up57zaUSajVmPfsQdRvW0mLjUNlagJnfoV9cyE6DCxsoesscBlUClGXPO32lklPtDsPlSk2LnA9AFISoZKxvqORyqCgj7P3RHzyxwXWHQ3lr3fz33FFksoSOzu7fFs3ATw8PCpc67JUeAVp4VwE9AAiARRFOQ10LsmgpPy3t8zKvHdvlKQkYvcHaJLNHZMg+jagaL7vmKQ5XgGYGWq6MsruOE4XUNLgvu6lNSTpaa+0qENKmsLOs3JbVEmSKq4CLeakKMrtp5Y4KNo0LqnA1FZWxB0r2HJHYZMmA3Bn6jTuAFANqIbKOI1Gr9yDlARNi2cFaOXMbNUsuzPVs0wcquOm31ikcqFZbXMcrE3ZdiqcoW3q53+BJElSOVSQFs7bGd3qihDCUAjxPnCxhON67qlrWJEeHU16LmuCZZWWywLxaYmq/95EhxVXaHqVmXCW2RbOag3A0AzuynGcUsEIIXilRR1OhD7m9qN4fYcjSZJUIgqScI4D3gLqAGGAa8Z7qQSpMtbizC2ZLDQL2+IpR88sjDS7S5XZxd8NDDStnHLikFQI/Vw1C1b/HhKez5mSJEnlU74Jp6IoDxVFGaooSk1FUawVRRmmKEoxZUFSbtTVC7b4e4FUqgztJ0E5XgIrk75bOLedCqfDFwE0mLGTDl8EsO2UjgTBxgXunYN0OfJEKhjbalVo3cAS/1PhOrfsk6TnQWBgIK6urjRr1owuXfKfRNezZ0+qVq1Knz59sh2/ceMGbdq0wcHBgcGDB+vcPSgkJIQ//yz86i4RERF4e3sX6pqhQ4fSuHFjnJyceOONN0hJScn13CdPnlCnTh0mTpyY47O3334bU1PTQsdcVuSbcAohGgghFgohtgohtmd+lUZwzzN1jYJtb5kvi7rQfR4c/BICvyiGyPSrsroyaqHWS8K57VQ4H2w9S3hUAgoQHpXAB1vP5kw6a7lASjxEXi/1GKXy6xXXOlx/EMf5O2W09V6qEB7EP8Bnlw8PE4qhMaMYRUVFMWHCBLZv38758+fZvHlzvtdMnTqVH3/8Mcfx6dOnM2XKFK5evUq1atVYvXp1jnPySjjz2rbSxsZGu7tRQQ0dOpRLly5x9uxZEhIS+OGHH3I9d+bMmTqT7aCgIKKiogp137KmIF3q24BQYCnwdZYvqQT9t71l3rsN5WvKOWg1RvPlXLi/ysoiIQTmRvrZT/2r3ZdJSMneapmQksZXuy9nP1E7cUh2q0sF19vZBkOVAf66Ws0lqZisPLOSk/dO8u3pb4ulvIULF+Lk5ISTkxOLFy8GNAvCN2nShJEjR+Li4oK3tzfx8Zrxybt27aJJkyZ07NiRSZMmaVsnN2zYwIABA6hXrx4A1tbWAJw4cQIXFxcSExOJi4ujWbNm2qWYunbtmmMRdkVRCAgI0LZCjhw5km3btmU7Jzk5mVmzZrFp0ybtDkR+fn6MHTuWl156iREjRhAaGkqnTp1wc3PDzc2NI0eOAHDz5k2cnJwAWLt2LQMGDKBnz544ODgwbdo0nXX08ssvI4RACEHr1q0JC9M9pyI4OJh79+7x0ksvZTuelpbG1KlT+fLLL7MdP3DggHa3ohYtWuS5hWdZUJBZ6omKoiwp8UikbFTa7S3z/ytUZWVFmo7zMseBIgR4zPjvg5AN0PhlqFy1OEItdWaGZnpp4bwTlZD/8a8cIE6zHy6/jdZ8AZhYw9SrJRyhVJ5ZVKmEZ5MabD99hw96NUGtKoM7aUnlVsufWpKc9l/X8q+Xf+XXy79iqDIkeFhwkcoMDg5mzZo1HDt2DEVRaNOmDV26dKFatWpcvnyZ1atX06FDB9544w1WrFjBxIkT8fX1JSAgAHt7ewYPHqwt68qVK6SkpODh4UFMTAyTJ09mxIgRtGrVir59+/Lxxx+TkJDAsGHDtAmfLpGRkVStWhW1WpPe2NraEh6e/Y84Q0ND5s6dS1BQEMuWLQPAz8+P4OBgDh8+TOXKlYmPj2fv3r0YGxtz9epVhgwZgq6dDUNCQjh16hRGRkY0btyYt99+m7p16+qMLSUlhR9//JFvvvkmx2fp6em89957/Pjjj+zbty/bZ8uWLaNv377Y2NhkO75gwQKWL19Ohw4diI2Nxdi4bK/9XJDfaN8IIWYLIdoJIdwyv0o8suecgaEhKgsL0gqw21Cjw4dwvHRR+2Xq4YGBmRkNd+gY+fDoBuyYDP8Uz1+3+mBuaK6XZZFqV62c//HMZPNpuR2XpCz6t6jDg5gkjlyXw+Sl4rVrwC5ebvAyxipNUmKsMqZ3g97sfnV3kcs8fPgw/fv3x8TEBFNTUwYMGMChQ4cAqFu3Lh06dABg2LBhHD58mEuXLtGgQQMcHBwQQjBs2DBtWampqQQHB7Nz5052797NvHnzuHLlCgCzZs1i7969BAUF5dqKmEnXGOinlnXMVd++falcWfP7PCUlBV9fX5ydnRk4cCAXLuheW7lr165YWFhgbGxM06ZNuXnzZq7lT5gwgc6dO9OpU6ccn61YsYKXX345R7J6584dNm/ezNtvv53jmg4dOvDuu++yZMkSoqKitEl2WVWQ6JyB4cCLQHrGMSXjvVSCDKpW5cn//R9W48ehrlGjwNfVeHcKN/q9QuSq76k5/an/OC0bwOg9UDP3vxDLOnNDc720cE7t0ZgPtp7N1q1uIDTHJak4eDS2xtxYzbZT4XRuVPD/5iUpPzWq1MCkkglJaUkYqgxJSkvCxNAEq8pWRS4zrwluTyd5me9zS/5sbW2xsrLCxMQEExMTOnfuzOnTp2nUqBGPHj0iNjaWlJQUEhMTMTHJfadtKysroqKiSE1NRa1WExYWRu3atQv0PFnLXbRoETVr1uT06dOkp6fn2npoZGSkfa1SqXId/zlnzhwePHjAd999p/Pzo0ePcujQIVasWEFsbCzJycmYmprSqVMnrl27hr29PQDx8fHY29tz7do1ZsyYQe/evfnzzz9p27Ytf/31F02aNCnQs+pDQVo4+wMNFUXpoiiKZ8aXTDZLQXpCAmmPH/NgReFaI40bNcKiXz8e//wzKXfu5DyhdgtQVYKkGFj/Ctwq2ALz+uaxyQPndc78fedvzj48i/M6Z5zXOeOxyaNU7v9Kizp8PsCZOlUrIwBrMyM+7+/MKy3qlMr9pYrPuJKKl51t2H3+LvHJuU9ckKSieJT4iEGNB7Hh5Q0MajyIyIRna0nv3Lkz27ZtIz4+nri4OPz9/bWtd7du3eLo0aMA/PLLL3Ts2JEmTZpw48YNrl+/rj2eqV+/fhw6dIjU1FTi4+M5duwYjo6OAIwdO5Z58+YxdOhQpk+fnmdMQgg8PT21E3vWrVtHv379cpxnZmaW55jH6OhobGxsMDAw4McffyQtreirjvzwww/s3r2bX375BQMD3WnXzz//zK1btwgNDWXBggWMGDGCL774gt69e3P37l1CQ0MJDQ2lSpUqXLt2DYDr16/j7OzM9OnTcXd359KlS0WOsTQUJOE8DVQt4Tikp6Tcv68dlxm9dSupDwo3eajGJE3z+4Nly3M/KSEKntyBxOiihlmqIhN1/3LM7XhJeKVFHf6e8SI3vujN8Y+6Mbh1PVLT0rl2v2wP1pbKj1da1CEuOY29F+7pOxSpglnsuZiP235MY8vGfNz2YxZ7Ln6m8tzc3PDx8aF169a0adOGMWPG0KJFCwAcHR1Zt24dLi4uPHr0iPHjx2NsbMyqVavo3bs3HTt2pH79/3bWcnR0pGfPnri4uNC6dWvGjBmDk5MT69evR61W8/rrrzNjxgxOnDhBQEAAAJ06dWLgwIHs27cPW1tbdu/WDA+YP38+CxcuxN7ensjISEaPHp0jdk9PTy5cuKCdNPS0CRMmsG7dOtq2bcuVK1fybFXNz7hx47h37x7t2rXD1dWVuXPnApqZ52PGjClyuYsXL8bJyYnmzZtTuXJlevXqVeSySoPIb803IUQg4AKcAJIyjyuK0rfYgxHiFaA3YA0sVxRlT17nu7u7K7oG8ZaGwMBAPDw8Sqz8CL85RP36K6SnQ6VKVPX2xmb2rEKVce+L+Txav56Gv2/DyMFB90lpqaDKGFkRdRuq6h7sXBTFXUfO65xz/ezsyLPFdp/C+tD/LP93NoLA9z2x+DKP7im/nIl9Sf8cVQTPWx2lpyt0nB9A41pmrBnVukDXPG91VBQVsY4uXryobQUsDjExMTlmfRdFaGgoffr00c4mz01gYCALFizgjz/+eOZ7lpbiqqOKQNfPnxAiWFEUd13nF6SFczaabvXPKMKySEKI/wkh7gshzj11vKcQ4rIQ4poQYgaAoijbFEXxBXyAwTqKey6k3L9PtL+/JtkESEkpUitn9TfHYlClCvcXLc79pMxkM+IMLHOHUz8XLejn2BsdGjDbqxkWVSppZqPrkttxSXqKgYGgX4s6HLz6kIexSflfIEmSVA4UZKehA7q+CnGPtUDPrAeEECpgOdALaAoMEUI0zXLKxxmfP5cervgWJTPZzKCkpxd6LKe6WjWqjxlDbEAA8cH5LHth7Qjt3oLGZbtJviyytzbVjuNMfOeSpiXTLxom/KM5oc9iuSSSVCj9W9QhLV3hj9M6xmBLUhlnZ2eXb+smgIeHR7lq3ZSeTa6z1IUQhxVF6SiEiEEzK137EaAoimJekBsoinJQCGH31OHWwDVFUf7NuNdGoJ8Q4iLwBfB/iqKczCWuscBYgJo1axIYGFiQMIpdbGxsid3b8vBhKj299VVKCg8OHeJyYe/ZwA4rc3OuzprN4/ff06zJmRtVZzh+BpR06oTvJMKmB+kqw0LHn6kk6+hp+vo5yOrq4zSWhSTxbksj6purQFFoa2RN7NGfORfbQOc1pVlH5dXzWkf1zAxYf/ASdim5L7OS6Xmto8KoiHVkYWFRrIt9p6WllfnFw/VN1tF/EhMTC/XfVK4Jp6IoHTO+l8RghTrA7Szvw4A2wNtAN8BCCGGvKMpKHXGtAlaBZgynvsbklOh4oCzl3vvyKx7/+CONThzHoIiLuj5+HMVdPz9aKgpmnp75XxD6Nxz4AQfnVtD8tSLdE4q/jqpvqq5zglB14+plYmxW87hkjsecoUt7R+ysMgaYx/fDOORnPDq00exp/5SKOK6suD2vdTTM4Dqf/XmJ+k6taGCV94SF57WOCqMi1tHFixeLdTyhHJ+YP1lH/zE2NtZOEiuIguylnmOjUl3HCklXM5uiKMoSRVFaKooyTley+Tyq4u6OkpJCwpmib5NY9dUBGNavz4NFi1AKsrSDXQcYewBcMobR5jOxrLQEDg7k7MiznB15lv2D9iMQTHCdQODgQH2HBkA1E0O+H+H+X7IJ0KiHZl/10MP6C0wql/o2r4MQsE1udSlJUgVQkElDzbK+EUKogZbPeN8wIOt0aFtADlbSoUpLNxCC+GeYjS8qVaLGlCkkXb1G9O86dh/Spbarpvs96jasfgnul631vawqW9HCugV7b+7Vdyg5JKakMXPbOXafvwt2naBSFbhS9N08pOdTLQtj2r9QnW0h4XkusC1JklQe5JpwCiE+yBi/6SKEeJLxFQPcA35/xvueAByEEA2EEIbAa0ABMyEQQngJIVZFR5eP9SOfhcrCAqPGjUl4xuWfzHq8hLGzMw+WLiU9qRAzXxOjITEKlKIveltSXrJ7iauPr3Ij+oa+Q8nGQAhOh0Vx+W4MVDKGBl00CadMGqRCesW1Djcj4zl1O0rfoUiSTqampkW+9tdff6Vp06Y0a9aM119/Pc9zIyMj8fT0xNTUlIkTJ2b7LDg4GGdnZ+zt7Zk0aZLOP9ACAwM5cuRIoWMMCgpi0qRJhb4ONFtlPr3ve2Ge+WkHDx7Ezc0NtVqtXdg+07Rp02jWrBmOjo651oG+5ZpwKoryecb4za8URTHP+DJTFKW6oigfFPQGQohfgKNAYyFEmBBitKIoqcBEYDdwEfhVUZTzBS1TUZQdiqKMtbCwKOgl5VoVd3fiT4WgPD2RqBCEEFi/9x6pERE8/nlDwS+s5aSZbV0zo6H76HJY5AR+VTXfz/xa5JieVdd6XQH46+ZfeotBF0O1AZvHtWNS14y1Txv1gOhb8KBstRJLZV9Pp1oYqQ1kt7pULHb+u5OXtryEyzoXXtryEjv/3am3WK5evcrnn3/O33//zfnz51m8eHGe5xsbGzNv3jwWLFiQ47Px48ezatUqrl69ytWrV9m1a1eOc/JKOHPbjhLA3d2dJUuW5P0wOmzdujVHMl7YZ35avXr1WLt2bY5E9ciRI/z999+cOXOGc+fOceLECQ4cKMxiQqWjIMsiFTi5zOX6IYqi2CiKUklRFFtFUVZnHP9TUZRGiqK8oCjKp89yj4quirs7SkICNwYNKvRanFmZtG2DSceOPPzuO9KeFGIvcgOV5vuuD2H3hxB9G1A033dM0lvSWcukFs1rNC+T3epGak2dXb0Xw/8lZSxYfyXnL0FJyouZcSW6N63JH2ciSElLz/8CScrFzn934nfEj4i4CBQUIuIi8DviV2xJZ0REBJ07d8bV1RUnJycOHToEwJo1a2jUqBFdunTB19dX2zr5/fff89Zbb1GtWjUArK01axX7+/vTrVs3FEUhIiKCRo0acffuXUxMTOjYsWOOPc0jIiJ48uQJ7dq1QwjBiBEj2LZtW7ZzQkNDWblyJYsWLcLV1ZVDhw7h4+PDu+++i6enJ9OnT+f48eO0b9+eFi1a0L59ey5fvgxoEtU+ffoA4Ofnx4QJE/Dw8KBhw4a5JqKxsbEsXLiQjz/+ONvx3J45MDCQLl26MGjQIBo1asSMGTP4+eefad26Nc7OztqtQO3s7HBxccmxPaYQgsTERJKTk0lKSiIlJYWaNWsCMGPGDJo2bYqLiwvvv/9+Qf4pS0xBxnBKelbFXTNkNunipUKvxfk063enkB4dTeQPqwt/8YVtOY+lJMC+uc8U07PoXr87Fx9d5HbM7fxP1oNl+68x50A06TWd4UqeG2dJkk6vuNbhUVwyh64W/Y9N6fkwatcotl3bBkBKegqjdo1ix/UdACwOXkxiWmK28xPTEpl/fD4AjxMf89bBtwi8HQjAw4SHhbr3hg0b6NGjByEhIZw+fRpXV1ciIiKYPXs2f//9N3v37uXChQva869cucKVK1fo0KEDbdu21bZK9u/fn1q1arF8+XJ8fX2ZM2cOtWrVyvW+4eHh2Nraat/b2toSHp69R8DOzo5x48YxZcoUQkJCtPu9X7lyhb/++ouvv/6aJk2acPDgQU6dOsXcuXP58MMPdd7vypUr7N69m+PHjzNnzhxSdPQ8zpw5k/fee48qVarkuFbXMwOcPn2ab775hrNnz/Ljjz9y5coVjh8/zpgxY1i6dGmuzw/Qrl07PD09sbGxwcbGhh49euDo6MijR4/w9/fn/PnznDlzJkcCXNrKZcL5PI3hBM2i75nrZxZlx6GsjJs2xbxPHx6tX0/KvfuFu/hJLvO6osOKHM+z6la/G1D2utUzzenbjO1vd8CgUQ+4/Q/EP9J3SFI507lRDapVqYT/KTmvUiq6e/H3dB5/nPS4WMpv1aoVa9aswc/Pj7Nnz2JmZsaxY8fw8PCgRo0aGBoaMnjwfxsIpqamcvXqVQIDA/nll18YM2YMUVFRACxdupTPP/8cIyMjhgwZkud9dY1VFHmtN53FwIEDUak0vVHR0dEMHDgQJycnpkyZwvnzukf59ejRAyMjI6ysrLC2tubevez1GhISwrVr1+jfv3+Oa/N65latWmFjY4ORkREvvPACL730EgDOzs6Ehobm+RzXrl3j4sWLhIWFER4eTkBAAAcPHsTc3BxjY2PGjBnD1q1bcyTApa0gyyJZ6viqVBrB5eZ5G8P5cMW32oRTSU7m/jffPFN5NSZPQklL4+HyQm7mZGFbuOOloI5pHZpVb1ZmE86qVQyxNjNGadQDlHS4HqDvkKRyxlBtQB+X2uw5f5eYxKKP45YqvjU91/CK/SsAVDKoxJqea/B6wQvQDEHSxcbEBoBqxtVY3nk5HnU9AM1KIIXRuXNnDh48SJ06dRg+fDjr168Hck/+bG1t6devH5UqVaJBgwY0btyYq1c1O7KFh4djYGDAvXv3SE/PeyiJra0tYWH/NXqEhYVRu3btAsVsYvLfEnYzZ87E09OTc+fOsWPHDhITE3VeY2RkpH2tUqlyjP88evQowcHB2NnZ0bFjR65cuaJd/zWvZ85aroGBgfa9gYFBnmNMQTMMoW3btpiammJqakqvXr34559/UKvVHD9+nFdffZVt27bRs2fPPMspaQVp4TwJPACuAFczXt8QQpwUQjzr8khSPnLsq64oRP+2lbhnmLVuWLcu1QYPJuq330j6txAzvLvOyrl4eaXKmuMpuv/jLA3d63fnzMMzRMRG6C2G/Gx7UJNIxYwHwc+6wIP0PHqlRR2SUtPZfV53K5Uk5Wey22SMVdnHPxqrjJnsNrlYyr958ybW1tb4+voyevRoTp48SZs2bQgMDCQyMpKUlBQ2b96sPf+VV15h//79ADx8+JArV67QsGFDUlNTGTVqFBs2bMDR0ZGFCxfmeV8bGxvMzMz4559/UBSF9evX069fvxznmZmZ5blDUHR0NHXqaLYoXrt2bRFqQGP8+PHcuXOH0NBQDh8+TKNGjbS78eT2zM+qXr16HDhwgNTUVFJSUjhw4ACOjo7ExsYSHR3Nyy+/zOLFiwkJCXnmez2LgiScu4CXFUWxUhSlOpr9z38FJgArSjI4Sfe+6igKt3xGERNQ9NYyq/HjMDAy4kFhZsm5DAKvJWBRFxCa715LoLo9fNMcbh0rcjzPonv97gD8datstnIC9HapS4ytJ1b3DkFa3n+tStLT3OpVpZ5lFX4PkbPVpaLp3bA3fu39sDGxQSCwMbHBr70fvRv2LpbyAwMDcXV1pUWLFvz2229MnjwZGxsb/Pz8aNeuHd26dcPNzU17fo8ePahevTpNmzbF09OTr776iurVq/PZZ5/RqVMnOnXqxMKFC/nhhx+4ePEioBmL+e6777J27VpsbW21Y0K//fZbxowZg729PS+88AK9evXKEZ+Xlxf+/v7aSUNPmzZtGh988AEdOnQgrSAbpBRBbs9cUCdOnMDW1pbNmzfz5ptv0qyZZvUYb29vXnjhBZydnWnevDnNmzfHy8uLmJgY+vTpg4uLC126dGHRokUl8lwFJfJbq0kIEaQoiruuY0KIEEVRXEsywFxi8gK87O3tfTObo0tbaW2T9u8r/Um6lHM5HWFsjJKYiNXEiVhNGI8wKPxw3AfLlvNw2TLsNm2kcvPmRQ8y6hb8OQ36LgXTGtrDpbmVnPd2b6pUqsL6XutL5X5Fcm4rbBlF/NA/MH6hIwYGokJut1fcZB1pLNxzmWX7r3H0g67UNM/eUiXrKH8VsY4uXryIo6NjsZVX0ts2rl27lqCgIJYtW1Zi9yhpcmvL/+j6+RNCBD+dM2YqSJbySAgxXQhRP+NrGvBYCKEC9LJOx/M0hrPhNn8cL13M8dXon6NY9OvHw2XLCHt7EmmxsaTcv0/osOEFnlT0eINmPc7Qwa9xsYmj9utKx06FC7JqPXh9oybZVBQ4vRHSS3eh+O71uxNyP4T78YWcCFWaXngRxUDNb5v+x6pD/+o7Gqmc6deiDukK7DgtJw9JklT+FCThfB3N1pPb0OwwVC/jmAoYVGKRSXkyMDbG5ovPqfnhB8QGBhI6+DXuzZ9PQnBwgZdOSnuke8Z02sPCLYeRzfV94P8mnPcvehlF0N2uOwoK+27tK9X7FkrlqlCvLS+pQ2hlZ6nvaKRy5oUapjS3tcBfLgIvlVM+Pj7lunVTejYFWfj9oaIobyuK0kJRFFdFUSYqivJAUZRkRVGulUaQkm5CCCxHjKDe6tWkPnxIzM4/MyYV/fZMSyc9E/tuMOJ3cHpV876UttdqaNGQFyxeKJOLwGclGvWkZuK/tLTIffC6JOXmlRZ1OH/nCVfvyZ8fSZLKl4Isi9RICLFKCLFHCBGQ+VUawUkFY9K2DaadO2dbOul6r5e59/nnxB05gpKcXLoBNfQAITBMegTfvwhhwaVy2+523Qm+F0xkQmSp3K9IHHpovl/ZzcoD11l/oRD72kvPvT4utVEZCLbJyUOSJJUz6gKcsxlYCfwAlO7AvFxkmTSk71DKhJT794nZsydba2J6fDyPNvzCo3XrMTAxwaR9e0w9umDauTPqGjXyKK34qNISIDUJVIVbtvVB/AOmHpzKgi4LCrUWXPf63Vl5eiUBtwMY2GhgYcMtHVYOUK0BXN1DdPVOxCYrpKalo1aVyz0YpFLW65uDpKUrLN9/neX7r2uPmxvCGQ/9xSVJkpSfgiScqYqiPNt+isVMUZQdwA53d3dffcdSFuhcOkmlwuKVVzDz9CA28ACxBw4Qs1fT3WzcrBmmpTBbM6FKHRh3GDJn0N86BnVba1tidUlLT8PviB8n751k5emVfNy24FtxOVR1wM7cjr2he8tuwikENOoBwWt537suB40i+ONMBF/tvsydqARqV63M1B6NeaVFHX1HKpVBD2N191Y8KeVODEmSpMIqSLPKDiHEBCGETdbdhko8MqnAEv6/vfuOr+n+Hzj++tzsSASJWEFsISGIPSrVUkVKS9FWrSqlqLZUd9rq+GqrfnaX2Sq16aBWbCIkiBkjdkiMJGQn5/fHjSuRmynXTeL9fDzuw73nnvE+H9f1vp8ZEgIPrueanEzCkSM4PvkklT7/jNoBW6mxehXl3xqLsrIialbOU6jGbtlaOMHdSzYvHYC5nSFobo67/3PuH7Zf3o6GxurTq/O1nq9SiqeqP0VgRCC3E24/RNAmVrcLpCRgEb6DPVdTmLjiMJdvx6MBl2/H8/7KI6yWgSFCiBJm+vTp1KtXj4YNGzJhwoQc9z1x4gStW7fGxsaG7777LtN769evp169etSuXZtvvvnG6PGrV6/OtHZ7Xq1duzbbc2ZnyJAhuLq64unpmWn7smXLaNiwITqdjiAji7VcuHABBweHLPeXUXZldvjwYVq3bk3Dhg3x8vLKdmWkoiQvNZwD0/8cn2GbBjz89PiiUNRcnfuIcKUUtvXrY1u/Pi4jRpBy6xZ3d+wgcsZMki9cyLL/pZEjsaxUEasqVbB0KY+lszOW5V2wcHbG0sXF8LBwdkZnbZ3jtZOvX+fyxKm4DfkGS++Xctw3+Hqw4XmalpbvWs6nqz/NL0d+YevFrfSqk3Ut2yKheluwKgWn1rPiVGcSUjIPrIpPTuXbDSelllMIUWg6Lu3IjYSs/dudbZ0J6Bvw0OfXNA1N09BlMyf01q1bWbNmDYcPH8bGxobr13Oewq5cuXJMmzaN1atXZ9qemprKqFGj2LhxI25ubjRv3hw/Pz8aNGiQab/Vq1fTvXv3LNtBv6a5paXx9MfPzw8/P78cY3vQoEGDePPNN3n11Vczbff09GTlypUMHz7c6HHjxo0zOkn9PdmVWUpKCq+88gqLFi2icePG3LhxAysrs644nie5JpyaptV4FIGIR8uybFnsW7Ui5eNPHnjDkrL9+xG9eg0pkVFYlnMm8eRJ7kZFkZbNsmA6Jyd9QurigqWLMxYuLlg6u2B7I4o7SnFrxUriDxzgWuXKVPC6g1KxqI3voTq+i6rU0HCeyLhI1p5Za3idnJbM6tOrGdF4RJ77cnqU86CKQxU2nt9oNOFMvn6dy2+/g9sPUx5ZX9YsLG2gli+E/ceNhKeArF0MrtyOf/RxCSFKLGPJZk7b8yI8PJyuXbvi6+vLnj17WL16Nb/99hsLFy6katWqlC9fnmbNmvHuu+8ye/ZsJk6caFgj3NXVFYApU6YQGhrK3LlzOXLkCP379ycwMBBXV1dcXV35+++/M10zMDCQ2rVrG5aE7NevH2vWrMmUWO7evZu1a9eybds2Jk2axIoVKxg6dCht2rRh165d+Pn5UbduXSZNmkRSUhLOzs78/vvvVKhQIdPk9IMGDaJ06dIEBQURERHB5MmT6dKlS5Zy6NChA+Hh4Vm25zQp/+rVq6lZs2am9dwflF2Z/ffffzRq1IjG6Qu23FutKDU1laFDhxIUFIRSiiFDhjBu3Lhsz/+oZZtwKqWe1DRti1LqeWPva5q20nRhiUfBaN9PpdBSUqmxahXnX3qJlMhI3P9YjFWVKqQlJpIaFUXKjRukREUZHqlR6a9v3CD+6FFSo26QdvcuTsDFhYsMp45Zu5aYtfcTSj7rDRYWKGtrlLU1d0lkCokkW2gkW0CyBaRapnF0RW9qlK+LsrZGZ22NsrI2HHP/YWV4/7WrbuyM3EFE7J/Y2zll2ufmokWGuUorffpAsv0o1e0CJ/6ile1F9iZUy/L2gyvJCCFETv4X+D9O3My6Kl1eDF4/GNAnLBYWFobt9cvV570W7+V47MmTJ5k3bx6zZs3iwIEDLFmyhODgYFJSUmjatCnNmjUD4NSpU+zYsYMPP/wQW1tbvvvuO5o3b85bb71Fx44dWbVqFV9++SU//vgj9vb22V7v8uXLVK1a1fDazc2NffsyL6vcpk0b/Pz86N69O7179zZsv337Ntu2bQPg1q1b7N27F6UUv/zyC5MnT+b777/Pcr2rV6+yc+dOTpw4gZ+fn9GEM7/u3r3L//73PzZu3Jhjc3p2ZXbq1CmUUnTp0oXIyEj69evHhAkTCAkJ4fLly4SGhhrutyjJqYbzCWAL0MPIexpgtoRTRqkXjuz6fsYHB2PtVoWqP//M+QEDuDD0Naov/h3LcuXQVamCVZXcm3rT4uPZ+fff1AjYxp2tWyE1FSwssGvijeNTT6HF3UFLU2hJSWixN9CUDYGn/+FuXCJWqQqrFLBMBatUjfi4GFJv3NTvm5REWnISWlKy4bWWlAQZEueG6Y9bf3/KrWzii165kvIj3zBfLWedzgCMcD7Eoes1iE++PwGETsE7neuaJy5RpLk4WBsdOKQDYhKSKW1b9JvVRMlSvXp1WrVqBcCOHTvo1auXIWHM2DSdkpJiSPL279/Piy++yNmzZ9HpdMyfP59GjRoxfPhw2rZtm+P1jC3HrXIYiJpR3759Dc8vXbpE3759uXr1KklJSdSoYbwxt2fPnuh0Oho0aMC1a9fydJ3cfPrpp4wbNw4HB4cc98uuzFJSUti5cyf79+/H3t6eTp060axZM5o2bcrZs2cZPXo03bp1o3PnzoUSb2HJNuHUNO3T9D8HP7pw8kZGqReO3Pp+2tarS9XZs7gwZCgXh4+g+vx56HKo/s9IZ2cHVlbc3bFDn2wCpKaScCQUtx9+uJ/o3TgDP3YA3w8Y8Mkew/FLTyxl0r5JLOm+hIbODY1cITMtNfV+QpqYyMtr+lLPoSYfNn1Pvz05iRs//8Kd7dshNRUtLc28tZyOFaGSN03uHuTr5z82Oko9ITmVjceu0b1RpTx/oYqSLeijp7Ns2xEWyaC5gYz6/SBzBzXHSqbYeizlVhPptcAr2/fmPTMPKNg64Q82CWf3XeXm5sbzzz+PUooWLVqg0+mIioqifPnyhIWF4eDgwJUruS/b6ubmxsWLFw2vL126ROXKlfMd6+jRo3n77bfx8/MjICAAf39/o8fca84G48luQezbt4/ly5czYcIEbt++jU6nw9bWljfffDPTftmVmZubG0888QQuLvquZs8++ywHDx6kU6dOHDp0iA0bNjBz5kz+/PNP5s7NeaDuo5TtN5NS6u2cHo8ySGE+9s2aUeWHKSQcO8al0WPyNYl8qb//ydJkfy/RMyjrDm1GQ8PMPTeeqfEM1jpr1pxek6drKQsLdHZ2WDg5YeXqSrPGz/BPSgipNatg5+WJlZsbd3fvvp/8JicTvXKl+VZkAqj7DKVjTtGzri27Jj7JuW+6sWvik4bBQn8EXmD0H8EcvRJjvhhFkde+TnkGNbRmR1gUH6w8Umj/KQqRXx06dGDVqlXEx8cTGxvLunXrDO/17NmTLVv0a8acOnWKpKQkXFxciI6OZuzYsWzfvp0bN26wfPnyHK/RvHlzwsLCOHfuHElJSSxZssToIB9HR0disxl3ABAdHU2V9Na6BQsWFOR2C2zHjh2Eh4cTHh7OW2+9xQcffJAl2YTsy6xLly4cPnyYuLg4UlJS2LZtGw0aNCAqKoq0tDReeOEFvvjiCw4ePPhI7ys3Of0Udkx/+ABvAFXSHyOArMO+RIl1b2qlu7t3c+X9D7L2+8yG1dmz2TbZG+gsoONEKF1JP3H9tslw+wJONk50qtaJf879Q1Jq/icZfLr60ySlJbH90nbAeH/VLMnvo1a3MwoNThtfjvPV1u78NrQlnlWcAEhLk0RCGNfezYoxneqw7MAlpm+RFYdFVs62zvnaXhBNmzalb9++eHt788ILL9C+fXvDe0OGDOHs2bN4enrSr18/FixYgFKKcePGMXLkSOrWrcuvv/7KxIkTuX79OhEREbi5uTFlyhQmTZqEm5sbMTExWFpaMmPGDLp06YKHhwcvvvgiDRtmbQXr168f3377LU2aNOHMmTNZ3vf396dPnz60b9/eUFNYUP3796d169acPHkSNzc3fv31VwBWrVqFm5sbe/bsoVu3bnnq//naa68ZplDKrszKli3L22+/TfPmzfH29qZp06Z069aNy5cv07FjR7y9vRk0aBBff/31Q91XYVO5/RpWSv0HvKBpWmz6a0dgmaZpzzyC+HLk4+OjGZvb6lEICAig4yOYPL0oifrpZyKnTKHsgAFU+OD9XJt5811Gt87DnPbQ7i1wcmP3ts8ZXlrxXaxGlw6fQKMX83yqNC2Np5Y9hberN1M6TuFsz14knsjaod6mfv08TStlEmlpJH1dA+u6T0KfeTnueiIihjF/BDO9f1PqVcxfk1dx9zj+W8uvgIAAnnjiCd5ZdoiVBy/zfZ/GvNDMzdxhFSkl8XN0/PjxHEdC51dBmtRz4u/vj4ODA++++26hndPcCruMijNjnz+l1AFN03yM7Z+XeTirARmrmJIA94IGKIov52GvkXojipsLFmLp7IzLCONzixVY2eowcjeE74J1Y2iZHE8F+8qstkimy7ox+n3ymHTqlI5O1Tqx5swa4pLjzJdU5kSn44ZzMyqd3gypyTkuAZqSqmFnbUkZexkUIoxTSvHN842IiE7gvRWHqehkS9vaD1dzI4QQhSUvvcsXAYFKKX+llD+wD3i0HR5EkaCUwvW99yjdoweRU6dya9mywr+Ikxts+QKS47EA/O7cZbedLdfSkmDz5/k6VWf3zsSnxLPryq7Cj7OQ3HBuDonRcHFfjvt5VnFi9cg2VChti6ZprA+9Kk3sIgtrSx1zBjSjVnkHRiw6wMmI7PuwCWFq/v7+Jap2UzycXBNOTdO+BAYDt4CbwGBN04pWxwDxyCidjspfTqJUu3ZEfOpP7KZNhX+R6EuGpz1j75KmFOscSmXanhdNXZtSzrYcG8ON95EsCm6VbQw6Kzi1Ptd973Vh2B4WxYjfDrLucO4jOsXjp7StFfMGN8fO2oLB8wK5FlP0l7wTQpR8eZ0/IxVIy/AwK6VUD6XUT9HR0eYO5bGkrK1x+7+p2Hp6cvntd4jbv79wL+B0v+9ZtZQUmiYksMahFBpA3M08n6bTsk7cTLjJv+H/4rXAy/DouLRj4cb7EFruewPSkmH3dPB3uv/4tk62x3So48Ivr/rQo5F+KhAZlSweVLmMHXMHNSc6Ppkh8/dzJzHF3CEJIR5zuSacSqmxwO+AC+AK/KaUGm3qwHKiado6TdNed3JyMmcYjzVdqVJU/XEOVlWqcHHkKBJOniy8k3f6BKzsDC97xt4l3NqKPrXqEaXSf+8EzYMLOTdDm2Ipt8JmnXzb+Bt3s19nWCnFUw0qoNMpbt5NoufMXew9W3TuSRQNnlWcmPFyU05ExDLq94OkpJq9rkAI8RjLSw3nUKClpmmfapr2CdAKkAnXBZZly1Lt11/Q2dtz4bXXSLqUvybvbDV6EXpMA6eqgKKLRTksUJxMi2POoTmQkqSfPink9/vH5HGqppLmbmIKqZqGrZVF7juLx45vPVcm9fRk26lIPl4TKrXhQgizyUvCqdA3qd+Tmr5NCKwqV6baLz+jJSVzYehQUm4UUk1boxdhXCj43+bu8K1o6f0XV59eTVRyDIwO0teEgn61omnecGGv/vXhP+EHz8KJo4irWs6etaPa4V21DAA7w6JISnk8k29hXP8W1RjlW4s/Ai8yKyDrfIRCCPEo5CXhnAfsyzBKfS/wq0mjEsWKTZ06VJ09m5Rr17n4+nBS79wt1PPPOTwHlf4bJyUtRV/LaV0KSqVP+ZJ0V79iUdka+mRz7WiIvpj9CUsYnU5fNuFRdxk4L5CZW2Xib5HZu53r8Zx3Zb7dcJI1IZfNHY4wo8i4SAatH0RUfJS5Q2HQoEG5riwUEBDA7t27M237888/adCgAQ0bNuSll17K8fgbN27g6+uLg4NDltV8Dhw4gJeXF7Vr12bMmDFGWwCMXT8vgoKCGDNmTL6O+eOPP/Dy8qJRo0Y888wzREXd/zvKyz1/+OGHVK1aNcsa7YmJifTt25fatWvTsmVLwsPD830/hSEvo9SnoB+lfhP9SPXBmqZNNXFcopixb9qEKlN/IOHECS6NfpO0fCyBmZPIuEjWnF5DqqavZE/VUvW1nBm/LCs1goFrwbGCfuqklMdzVK67SynmvNKM1zvUBGQwkbhPKcXk3o1oWaMc45cdlj6/j7E5h+dw8NpB/Q/3QqRpGmkm6Nr0YMIXFhbG119/za5duzh69ChTp07N8XhbW1u++OILvvvuuyzvvfHGG/z000+EhYURFhbG+vVZZwvJKeFMScl+MJ6Pjw/Tpk3LMbYHzzV27Fi2bt3K4cOHadSoETNmzADyfs89evQgMDAwy/Zff/2VsmXLcvr0acaNG8d7772X57gKU64TvyulWgFHNU07mP7aUSnVUtO0nEdsiMeOY8eOVJo0iavvv8+V996DHj0e+pxzDs8hTcv8JZampTHn0Bw+avVR1gMyTJ3knJLKDcusfRvL2pR96LgKS5JVGeMDh0qVL9D5nm5QAYDk1DSGLzpA72ZuPOtV6SEiFCWFjaUFPw3w4YU5u3l9YRArR7ahtqusmFJS/C/wf5y4mXU1tYySUpM4EnUEDY0/T/7JiRsnsMqw4ERqaioWFve/M+uXq897LbJPTsLDw+natSu+vr7s2bOH1atX89tvv7Fw4UKqVq1K+fLladasWZ7m4nR3dycoKAgXFxeCgoJ49913mT9/PnPmzMHCwoLffvuN6dOns27dOkaNGkXZsvrvcVdXV0C/jOTMmTPZuHEjERERPPHEE2zfvp2KFSvSrl07Tp/O3PJz9epVYmJiaN26NQCvvvoqq1evpmvXrpnu78Hrz5kzhwoVKhAcHGxYyvOtt94iPj4eOzs75s2bR7169QgICOC7777jr7/+wt/fnwsXLnD27FkuXLjAW2+9laX2U9M0NE3j7t27ODs7ExMTQ+3atQH4+eefjd7zg1q1amV0+5o1a/D39wegd+/evPnmm2iaRkREBH379iUmJoaUlBRmz56daTnSwpaXJvXZwJ0Mr++mbxMiizK9euI6/l1i/12P49I/H7qW7dD1QySnZV6PPTktmZDrIcYPyDClUsDFyxw5d0H/uBrDfy/8h52lHY1dGz9UTIVpd9sF4B99//HqGv0b3jk3E+XmbmIK0fHJJKak5r6zeGw42Vsxb1BzrC0tGDRvP9djH8/WgMfV1btXM72+cvfh5/I9efIkr776KsHBwURFRbFkyRKCg4NZuXIl+x9yyjx3d3dGjBjBuHHjCAkJoX379pw6dYpTp07Rtm1bWrVqZaiV7NWrFxUrVmTmzJkMGzaMzz77jIoVK2Z77suXL+Pmdv//Czc3Ny5fztzdxNj1AU6dOsWmTZv4/vvvqV+/Ptu3byc4OJjPP/+cDz74wOj1Tpw4wYYNGwgMDOSzzz4jOTnz/2tWVlbMnj0bLy8vKleuzLFjxxg6dKjhesbuOa8uX75M1apVAbC0tMTJyYkbN26wePFiunTpQkhICIcOHcLb2ztf582vvCxtqbQMWYOmaWlKqbwcJx5TzkOHkhJ1A+bN44RHgyzvW7i4UHfnjjyda7nf/f49uy7vYsSmEfz49I+0qdzG+AGdPoF1YyA5PsMFbeCZr6nkUIk3qndnypllbL2wFd9qvnm/qdgIWD4Yes/XN92bSs2O0PRV/bycDXpClaYFOk0Ze2v+HN4ai/T+nYcv3ebYlRimbznNldvxVC5jx/gu9ejZpErhxS6Kharl7Jk7yIe+P+5l6Pwglg5vhb21fKUXdznVRIK+e1LXlV3R9DMao6ERkxTDt098i4udvj98QdYJr169uqFmbceOHfTq1Qt7e3sA/Pz88nsbuUpJSSEsLIyAgAAuXbpE+/btCQ0NpUyZMkyfPh1PT09atWpF//79czyPscqQe4tr5KZPnz6GmuDo6GgGDhxIWFgYSqksieQ93bp1w8bGBhsbG1xdXbl27VqmhDc5OZnZs2cTHBxMzZo1GT16NF9//TUfffRRjvecF9nda/PmzRkyZAjJycn07NnT5AlnXmo4zyqlxiilrNIfY4GzJo1KFHuu47NvQkmNKlhn9SauTbBQFuyPyOFX8wNTKuFUFZ6bYagxfOX0PmqnwjeBXxOXHJf3i2+brB8Fv+1/BYo9X57+AhwqwJo39VNAFdC9ZPNuYgr9f9rLh6tCuXw7Hg24fDue91ceYXWwDCB5HDVyK8OMl5pw9Eo0Y/4IJlWWSS3xcuqe9DBKlSqV6XVek7YHWVpaGvqAJiRkX/Pu5ubGc889h5WVFTVq1KBevXqEhYUB+po8nU7HtWvXcu1P6ubmxqUMU/ldunSJypUr5ynWjPf88ccf4+vrS2hoKOvWrcs2dhsbG8NzCwuLLP0/Q0JCAKhVqxZKKV588UVD39Gc7jkv3NzcuHhRP5A2JSWF6OhoypUrR4cOHdi+fTtVqlRhwIABLFy4MM/nLIi8JJwjgDbAZeAS0BJ43ZRB5UZWGir6lC6vi1jlnb2VPQ1dGuaccEKmKZUYF6p/nc6q32I+bv0pV+5e5adDc+DAfEhJzPl8sREQvAi0NAj5DWKvPfS95MiuDHSbAtePwq6pD326UjaW2FlbkPrAr9z45FS+3VCIE/aLYqWTRwU+82vIpuPX8V97VAaZlXD57p5UAB06dGDVqlXEx8cTGxvLunXr8nysu7s7Bw4cAGDFihWG7Y6OjsTGxhpe9+zZk61btwIQFRXFqVOnqFmzJikpKQwePJjFixfj4eHBlClTcrxepUqVcHR0ZO/evWiaxsKFC3nuueey7Pfg9R8UHR1NlSr6lqL58+fn+X4fVKVKFY4dO0ZkZCQAGzduxMPDA8j+nvPKz8+PBQsWALB8+XKefPJJlFKcP38eV1dXhg0bxtChQzl48GCB48+LXNtRNE27DvQzaRT5pGnaOmCdj4+PTED/mGlRsQXzQ+cTlxyHvZV9/k9g60RTj948dyOEBccW0OPiJWo5VIB6XbM/ZttkfbIJkJaqr+XsnvOX2UOr/yx4vqC/tkcPcPV4qNPduGO8pvTK7Xij28XjYUBrdy7diufH7WepWs6O1zvUMndIwkQydk8ylXuDaLy9valevXq+BqB8+umnDB06lK+++oqWLVsatvfo0YPevXuzZs0apk+fTpcuXfjvv/9o0KABFhYWfPvttzg7O/P555/Tvn172rdvj7e3N82bN6dbt254eHjg7u5OTEwMSUlJrF692nD87NmzGTRoEPHx8XTt2jXTgKHsrv+gCRMmMHDgQKZMmcKTTz5ZsIIDKleuzKeffkqHDh2wsrKievXqhgQ2u3sG8Pb2NtSOTpgwgcWLFxMXF4ebmxuvvfYa/v7+DB06lAEDBlC7dm3KlSvHkiVLAP0I/G+//RYrKyscHBxMXsOpcvtVq5Qqj35lIXcyJKiapg0xaWR54OPjowUFBZnl2gEBAXTs2NEs1y4ujtfPPkmqf+Qwysoq2/ezs/vyboZvGs6cp+bQtkrbAsd2M+EmPVb1oK59Jeb2+FNfI3vqPyhTNXNyFxsB/9c481RLlrYw9nCh9OXM8XN0NwpmNIdyNWHof6Ar+GpCbb/ZwmUjyWWVMnZsn+BraH4vior6v7XrMQm8+UcwM15qgqujrVlieJgySkvTGL0kmL8PX2XmS03p1qhkzmpQ1D9HBXH8+HFDLVhhKEgfzpz4+/vj4OCQp1HqxUVhl1FxZuzzp5Q6oGmaj7H989LuuQZwAjYBf2d4CFFg53r3If7w4Xwf5+3qjQUW+O/2f6iJi8vZlmNcs3EE3T7JunN/6ZfG3PA+/DM+844Zazfv0dIeTV/OUi7QdTJcDoJ9D9fPanyXetg9sPylnZUFL7WsRqfvAwi9LN1TCmryhhPsP3eTaZuL54T7Op3i+z6N8alelnF/hhAUftPcIQkhSqC8JJz2mqa9p2nan5qmrbj3MHlkothLLV3a6HadoyOpt28T3rcfEV99la+Vieyt7CljW4aIuIiH7uz+fJ3naVy+Md8HfU90ciwM3Qh+6U0mCTGw/xe4uA9SH2iOTk2CS1kn1zUJr95Q9xnY/AXcLPhYvZ5NqvD1815UKWOHQl+z+fXzXrSr7UJFJ1vcytoByOCRfIq4Hc/yA5fRgOVBF4vtNEO2Vhb8/KoPbmXseG1hEGcj7+R+kBC58Pf3591332XUqFF4e3tnesybN8/c4YlHLC9zYfyllHpW07R/TB6NKFGiJv8v2yas1Dt3iJzyA7cW/Ubsxk1U/PQTHPPQ3BUZF8ntxNsALD+1nIENBlK1dNUCxadTOj5u9TF9/+rL/x38Pz5p/QnYl9O/eWQZ/P0uDN8OkSf0KxhFXwQU9JoDjR9Rt2aloPsPMLMlrB0DA9fptxVAzyZVjE6DtOR1/cTHmqYxZP5+GlYuzYRn6j9U2I+LGVtPowANSNU0pm0+zaSenuYOq0DKlrJm3uDmPD9rN4Pm7WflyDa4ONjkfqAQuZg5c6a5QxBFQF5qOMeiTzoTlFIxSqlYpVSMqQMTJZuFgwMVP/mY6r//joVDKS6NeIPLb79NSi5TJs05PAed0n9sU7VUeq/rzfZL2wscR71y9XjJ4yWWn1rO4cgMTfw+Q2D4Nn2yuW5MhrXZNf3rw38W+Jr5VroydP4CwnfAwQUmu0xyqkYNl1JUctL3Q9Q0jZTUwl+qrqS4HpPAsgOXuFcnnJyqFetaToDqzqX4ZaAPF27G4TNpE+4T/8708Jm00dwhCiGKqbyspe6oaZpO0zRbTdNKp7823lYqRD7ZN21CjRUrcBkzmtiNmzjzbDduL19udIqWe+uqZ5zaIz4lnlGbRzFh24QC9+kc5T2K8vbl+WLvF6Skpc+NphRUaqyv2Ux+YLBNSqJ++6PUdCC4t4f/PoZo08ydaW2pw9+vIQNauwOw5cR1uv7fDi7ejGN18GXafrOFGhP/pu03W2T+TmDa5jDSHvic3qvlLM6aVMt+6deobGY7EEKI3OSacCq9V5RSH6e/rqqUamH60MTjQllbU37kSGqsWY1N3Tpc/ehjLgwcROK5c5n2MzZxsaXOkobODdl0YRN+q/1YGbYy3/MJlrIqxXvN3+PEzRMsObEk85sZ1mbP03ZTUQr8pkFqMvz9NjyCORNtLC1wK2tH4LkbvL/yiEwa/4CDF26TnJr57yE5VePg+VtmikgIIYquvDSpzwJaA/cWd74DSIcMUehsatak+sKFVPz8MxKOH+fccz2JmjMHLUlfq5LdxMUpaSks91tO3bJ1+XT3pwzZMIRz0eeMXSJbT1d/mrZV2jIjZAbX467ffyPD2uyZZLfdlMrVhE4fw6n1EGr6cXvt6rgwb3ALpmwMIz4585rsMmk8/DO2PeHfdCP8m26M7FgLS53iiH9n/hmb97kHhXjUkq9fJ/yVAaSkTzBeVAQEBODk5GQYVPT557m3Ij3zzDOUKVOG7t27Z9r+8ssvU69ePTw9PQ1LNz4oJCSEf/7J/9CUq1ev0rt373wdk108a9asoVGjRnh7e+Pj48POnTtzPM/o0aNxcHAwvM7v8eaWl4SzpaZpo4AEAE3TbgHWJo1KPLaUTkfZF1+k5t9/4eDrS+TU/+PcC72JP3SI5X7LOTLwSJbHcr/l1HSqydwuc/Fv7c/JWyd5Ye0LzDk0h+TUZCLjIhm0flCOTe5KKT5s8SEpaSlM3j/5/hudPgEruwf31m83h5YjoIoP/DtBP0/nI5Dd5PAyafx9T9QtT0qaxu4zN8wdihA5ipo1m/gDB4icOcvcoWTRvn17QkJCCAkJ4ZNPcv+OHT9+PIsWLcqy/eWXX+bEiRMcOXKE+Ph4fvnllyz75JRwPrjsZEaVKlVi+fL8TaKfXTydOnXi0KFDhISEMHfuXF577bVszxEUFMTt27czbcvP8UVBXhLOZKWUBfqBmPcmgpeRBMKkrFxdcfu/qbjNmklqbCzh/foTMenLHKdQ0ikdL9R9gbU919KpWidmhsykz7o+TNo7iYPXDuY6jVLV0lV5zes1NoRvYPdl/Rq2WdZmt3YAnaV+FSBz0Fno14ZPiNEnnY9A5TIPJtx6DraWMo1SuqbVy+JgY8m2U0Wr1sgUdp95ND90ROE60dib4/U9uL1kCWgat5cs4Xh9D0409n6o806ZMgVPT088PT2ZOnUqAOHh4dSvX5+BAwfSqFEjevfuTVxcHADr16+nfv36tGvXjjFjxmSpnXzQ/v37adSoEQkJCdy9e5eGDRsSGhoK6BMuY5OwP/vssyilUErRokWLTGumAyQlJfHJJ5+wdOlSvL29Wbp0Kf7+/rz++ut07tyZV199lfDwcNq3b0/Tpk1p2rSpYV3z8+fP4+mpn4li/vz5PP/88zzzzDPUqVOHCROMfydnF4+Dg4Nh7fm7d+9muw59amoq48ePZ/LkyZm2Z3f83bt36datG40bN8bT05OlS5fmWMaPSl4SzmnAKsBVKfUlsBP4yqRRCZHO8cknqfnXOsq+9BK3fv+ds927E7tla47HuNi58O0T3zKz00xik2LZcnELGhorTq0gKCIoxz6eQzyHUL10db7c9yWJqelrrGdcm/2ZbyAtGW6fL8S7zCdXD3higr5Z/YTpZyszNmm8hU5R2cmWIrxA0SNlZaGjbW1ntp2MLBFrkrs4GG/EslAw4NdAftlxtkTc5+Ok1sb/KN29G8pWPwuFsrWldI/u1N5U8JkHDhw4wLx589i3bx979+7l559/Jjg4GICTJ0/y+uuvc/jwYUqXLs2sWbNISEhg2LBhrFu3jh07dhAREZHpfHv27KFx48Z07dqVo0ePAtC8eXP8/Pz46KOPmDBhAq+88ooh4ctNcnIyixYt4plnnsm03drams8//5y+ffsSEhJC3759DfezZs0aFi9ejKurKxs3buTgwYMsXbqUMWPGGL1GSEgIS5cu5ciRIyxdupSLFy8a3S+7eFatWkX9+vXp1q0bc+fONXrcjBkz8PPzo1KlrKuAGTt+/fr1VK5cmUOHDhEaGprl/s0lL6PUfwcmAF8DV4GemqYtM3VgOVFK9VBK/RQdLaujPA4sHByo+PFHuP+xGAtHBy6NHMmlt8bl2gepg1sH2lVphy79Y56ipTB4w2A6LevExB0TWRW2iit3rmQ6xtrCmg9bfsiF2AvMPWLkH3/59PkpI83cf7HtW1DBUz+AKP62SS9lbNL47/s0Zs2b7VBKcTsuiZ+2n3nsp1B6oq4rl2/HcyYy7wsZFFVBHz1t6J+a8XHIvwtPebgy6e/jjFsaQnxSau4nE0WClasrOgcHtMRElI0NWmIiulIOWJYvX+Bz7ty5k169elGqVCkcHBx4/vnn2bFjBwBVq1albVv98sOvvPIKO3fu5MSJE9SoUYM6deqglOKVV14xnKtp06acP3+eQ4cOMXr0aHr27Gl475NPPmHjxo0EBQVlW4tozMiRI+nQoUOe13T38/PDzk7fopOcnMywYcPw8vKiT58+HDt2zOgxnTp1wsnJCVtbWxo0aMD589lXRhiLp1evXpw4cYLVq1fz8ccfZznmypUrLFu2jNGjRxs9p7Hjvby82LRpE++99x47duzAyckpT/dvanmp4UTTtBOaps3UNG2GpmnHTR1UHuJZp2na60WlEMWjYeftTY0VKyj/1ljubNnCmW7dufXnn2hpxhOdyLhI/j73N2kZeoBY6izxcvFi75W9fLL7E7qs6ELXFV3x3+3P+nPruRF/g9aVW9PVvSu/HPmFCzEXMp+0fN30k58w1W3mjaW1flWkO9dgY9YvqcLWs0kVdk18knPfdGPXxCfp2aQKtum1nusOXWHy+pMlItF6GB3qugAQcPJ6LnsWXw42lsx+uRnju9RjzaErvDB7Nxdvxpk7LJFHKVE3KNOvH+5Ll1CmX79c5z3OTU613A82D997nV2zcenSpQ0DYp599lmSk5OJSo/v5s2b3Llzh9jYWBIS8jbP7WeffUZkZCRTpkzJ0/4ApUqVMjz/4YcfqFChAocOHSIoKIikJONTgtnY3F8cwcLCItv+n7nF06FDB86cOWO453uCg4M5ffo0tWvXxt3dnbi4OGrXrp3j8XXr1uXAgQN4eXnx/vvv52kA1qOQp4RTiKJCWVvjMmIENdasxrZePSI++ZQLrw4k8WzWUenGplFSKMrbl2fri1tZ5beKiS0mUqdsHf4L/4/x28fT8c+OPL/2eeys7NApHZ/t+QxN0+4PPNKSoXQVuG7mhBOgSlNoMxoOLoSzAWYLY0Brd9a/1YF6FfV9qfacufFY1na6lbWntqtDie/HqdMpRvnWZu7A5ly8FYffjJ3sDJN+ncVB1RnTqfTpJ9jWr0+lTz+h6ozpD3W+Dh06sHr1auLi4rh79y6rVq0y1N5duHCBPXv2APDHH3/Qrl076tevz7lz5zhz5oxh+z0RERGGBDYwMJC0tDScnZ0BeP311/niiy94+eWXee+993KN65dffmHDhg388ccf6HTG0xxHR0diY2OzPUd0dDSVKlVCp9OxaNEiUlMLXpufXTynT5823PPBgwdJSkoy3PM93bp1IyIigvDwcMLDw7G3t+f06dM5Hn/lyhXs7e155ZVXePfddzl48GCBYy9MknCKYsmmRg2qLVxApUlfkHDqFOd69iRq9mzDFEqQ/TRKIddDUEpRu2xtXvZ4mWlPTmN7v+0sfnYxY5uOxdnWmb/P/k1CagKBEYF0X9WdUZtHcfDaQSYHTia6bDW04+sg9tqjvu2sOr4P5Wrpl71MMl8NY21Xfc3Euai7vPzLXmYFnDFbLObUsW559p27+Vg0NfvWd2Xdm+0o72jDq3P38fN26df5uGnatCmDBg2iRYsWtGzZktdee40mTZoA4OHhwYIFC2jUqBE3b97kjTfewNbWlp9++olu3brRrl07qlevbjjX8uXL8fT0pHHjxowZM4YlS5aglGLhwoVYWlry0ksvMXHiRPbv38+WLVsA/aj2Pn36sHnzZtzc3NiwYQMAI0aM4Nq1a7Ru3TrbKZZ8fX05duyYYdDQg0aOHMmCBQto1aoVp06dylT7mV/ZxbNixQo8PT3x9vZm1KhRLF261FAD/Oyzz3LlypWcTpvt8UeOHKFFixZ4e3vz5Zdf8tFHHxU49sKkivMXhI+PjxYUFGSWawcEBGS7TrjQe1RllBIZScRXXxH773ps6tSm4uefY5/+pVdQSalJHLx2kPd3vM+txFukapkTCEtNo6zOhnJlalDOthzl7Mrp/8zmYW9lb/Q6xsooMi6S8dvH890T3+Fi55J7sOd3w7yu0GokPPN1QW+50KwPvUqb2i6UtrXi1t0kHG0tsbQo+G/b4vRvbUdYJAN+DWTe4Ob41nN9ZNc1ZxndSUxh/LJD/BsagV/jyvzvhUbYWVvkfuAjVpw+R3l1/PhxPDw8Cu18sbGxRkd951d4eDjdu3c3jCbPTkBAAN999x1//fXXQ1/zUSmsMioJjH3+lFIHNE3zMba/5SOJSggTsixfHrcffiDWz4+Iz7/g/EsvU7Z/f8q/PQ6LDJPk5oe1hTWtKrciOS05S7IJYKVptI+N5mbFctxMucvF6xe5mXCTuBTj/dnsLO0MyWdZ27KG57dibhF7JhZnW2fK2ZWjrE1Zfjz0o2Eap49a5eGXafU20Pw12DsbGvaCqqZfCCynpPgZT/1ISk3TeOP3A1jqdCwa2iLbvlslSXP3ctha6dh2MvKRJpzm5GBjyayXmzJ72xm+3XCSsOt3+GlAM6qWM/4jSwjxeJKEU5QYjr6+2DdvQeT//R+3fvuN2M2bqfjpJzg++WSBzxmdZHwmhHidjs8io6C6A3T/6f72lHhuJdziZsLNzI/4+88j4yI5efMkNxNukpyWzKqdq4xeY+nJpfwX/h/2VvZYW1hjY2GDtYU1tha2WV+XccCmohs2/w7Hpvlr2FiVyryPpa3huY2FjeFh7LVO5V4bOefwnDwlxS+3rE5qmmZINtPSNHQleC4lWysLWtd0ZnsJ78f5IKUUIzvWpkGl0oz5I5geM3YyvX8T2tcp+AhoUXy5u7vnWrsJ0LFjxxJX6yyyJwmnKFEsHEpR8cMPcOrejasff8KlkaNw7NyZuKD9pN7Musa1hYsLdXfuKODVNP2AnSfeA8cKgL4m087BjsoOlXM/WtNYv3U9DXwaGJLSRccWEXw9mDTS0KGjnG05Gro0JDE1kcTURJJSk0hISSAuOY7ENP3rxNREElMSSSxlS1JqAimHc57gPjdWOqusSa3l/dcAByIOoKGx+vRqRjQeYbTpXylFj8b3y+G/oxHM3naGHwc0w9XR9qFiLMqeqFse/3XHuHAjjmrOj1ctX8d6rqwb3Y7XFx5g4NxAJjxTn+Edaj4WtdtCiJxJwilKJLvGjamxYjk35s4jaubMTIOJMkp9yGlBSEuGzZ9Dz5n5PlQphZ3Ojuqlq1O9dHUi4yIJvRFqmMYpjTQu3bnEL11+yVtfToBVI0g5soykIetJdKl9P0lNTbifnBrZdi+RzbhPxn0zHnPu9rn7MWppeW761wB7awvK2FmzOvgy3244yZXb8VQuY8f4LvXo2aRKvsuwKHqiniusO8a2sEgGOFfP/YASprpzKVaObMOEFYf55t8THLkczbe9G2FvLf/dCPE4k28AUWIpKytchr9O6S6dOfNMV9Nd6OTfQP4TzgcZm8YpPwkdAGEbsUxLwfKXp8hUt1bKFcaHPXSMkXGRdF15vyyT05JzrOXMqEvDinRuUIE1IVeYuPIwCcn6e718O573Vx4BKBFJp7uzPdXK2fNfaATrDl1hxktNSnSNrjGlbCyZ0b8JXlWcmLz+BGeu3+HHAc2o7lzwkb5CiOJNpkUSJZ61u7tpTuwfDe3GQfwt/Ujxh5TTNE55FpdNje3dwpmMPKekOC+UUny74aQh2bwnPjmVbzeYefWmQqKU4om65dl9Nor94TeZtvm0uUMyC6UUI56oxfzBLbganYDfjF0lfo5SIUT2JOEUIgfOts7Zvrfs1DLoMAHKVIO/3oYU4832ebXcbzlHBh7J8ljut/yhzluYCiMpvnI7Pl/bi6PGbk6kpoGmwfKgi1yPzdvqKCVRh7rlWfdmOyo52TJoXiCzAk7LfJ1mEr1uHWFPduK4RwPCnuxE9Lp1D31OhwLOBDJ//nzKly+Pt7c33t7e/PLLLznuf+PGDXx9fXFwcODNN980bI+Li6Nbt27Ur1+fhg0bMnHiRKPHBwQEsHt3/isGgoKCsl1HPTsffvghVatWzVI22d1zQEAA3bt3z/Gco0ePznS+gIAAnJycDOcqKqsJ5USa1IXIQUDfgCzbklOTGbt1LF/s+YJSlqV49tnvYPGLsHemvsazBCuM5LdyGTsuG0kuK5exe+hzFxX7w+8PUEvVNKZtPs2knp5mjMi8qjnbs3JkG95bcYTJ608Sejmab3s3ppSN/Bf0qESvW8fVjz9BS18aMuXKFa5+/AkATj16mCWmvn37MmPGjDzta2tryxdffEFoaGiWEfDvvvsuvr6+JCUl0alTJ/7991+6ds3cjSogIAAHBwfatGmT5dwpKSlYWhr/LPr4+ODjY3RayWz16NGDN998kzp16mR5Lz/3fE9QUBC3b9/Osr19+/bFag5TqeEUjwULF+P9C7PbnhMrCyumdJxCswrN+HDnhwTY2YBHDwj4H9w6/7Chms7FQHNHAMD4LvWws8o8MbidlQXju9Qr1OskX79O+CsDSIl8tM2412MSWB1y+X4cqdpjX8sJYG9tybR+3nz4rAfrQyPoNWsX4VHmWx2rJDo/4FVur9RPs6YlJ3N+wKtEr10LwPUpPxiSzXu0hASufaVfLCLl1i2uDx9B7Jat+tf5/Hdz9epVOnTogLe3N56enuzYoZ/9Y968edStW5cnnniCYcOGZaqdNGbVqlU89dRTaJrG1atXqVu3LhEREZQqVYp27dpha5u5P7S9vT2+vr4AWFtb07RpUy5dupRpn/DwcObMmcMPP/yAt7c3O3bsYNCgQbz99tv4+vry3nvvERgYSJs2bWjSpAlt2rTh5El9F5+MtY/+/v6MHDmSjh07UrNmTaZNm2b0Hlq1akWlSpXyVX537tyhd+/e1K9fn5dfftnQCpCamsr48eOZPHlyns4THh5O/fr1ee211/D09OTll19m06ZNtG3bljp16hAYaL7/ByThFI+Fujt34HHieJZHQadEsrW0ZfqT06lfrj7vBLzDvmb9QWcB/4zXt6MWRXOfgR1TIM2865z3bFKFr5/3okoZOxRQpYwdXz/vVegDhqJmzSb+wAEiZ84q1PPmZtrmMNIe+Azcq+V83CmlGNahJguHtCQyNhG/GTvZerJw+heLnKVERBjdnnor63RxBbF48WK6dOlCSEgIhw4dwtvbm6tXr/Lpp5+ya9cuNm7cyLFjxzIds2LFCho1akTv3r25ePEiAL169aJixYrMnDmTYcOG8dlnn1GxYsU8xXD79m3WrVtHp06dMm13d3dnxIgRjBs3jpCQEMN676dOnWLTpk18//331K9fn+3btxMcHMznn3/OBx98YPQap06dYsOGDQQGBvLZZ5+RnJxsdL/sGLtngODgYKZOncqxY8c4e/Ysu3btAmDGjBn4+fkZTWD37NlD48aN6dq1K0ePHjVsP336NGPHjuXw4cOcOHGCxYsXs3PnTr777ju++uqrfMVbmKQ9Q4gCcrB2YPZTsxm8YTCj933GL62G0Gj7NDjxl77G0xxKuRofIFSqPLi3g82fQfgO6PUjOJhvJZyeTaqYbET6icbeaImJhte3lyzh9pIlKBsb6h8KMck1Mzp44TbJqZkTzuRUjYPnC+c/9pKgXR0X1r7ZjuGLDjBk/n7eebouo3xry3ydD6n6ooWG58rKKtNry0qVSDGyNrdlZf1cuZZly+L64xzDso2W5fM3aX/z5s0ZMmQIycnJ9OzZE29vbzZv3kzHjh0pn36uvn37curUKUDf7Ny/f39sbGyYM2cOAwcONKyRPn36dDw9PWnVqhX9+/fP0/VTUlLo378/Y8aMoWbNmnk6pk+fPlhY6FtboqOjGThwIGFhYSilsk0ku3Tpgo2NDTY2Nri6unLt2jXc3NzydL2c7rlFixaG83h7exMeHk7NmjVZtmwZAQEBWc7VtGlTzp8/j4ODA//88w89e/YkLEw/E0mNGjXw8vICoGHDhnTq1AmlFF5eXoSHh+cpVlOQGk4hHkIZ2zL89PRPuNi58Ma1LZys2AD+fQ8SY80T0Pgw/ej5Bx/jT0PvedB9qn5E/Zx2cDbAPDGaWK2N/1G6ezdUetObsrWldI/u1N608ZFc/5+x7Qn/phvh33Rj4RD9MqPf92nMP2PbP5LrFxdVy9mz4o02+DWuzHf/neKN3w5yJzHF3GGVWK7j3jL8m7hH2driOu6tQjl/hw4d2L59O1WqVGHAgAEsXKhPdrP7EeHs7IyNjX4hiWHDhnHgwAHDe5cvX0an03Ht2jXS8tgi8/rrr1OnTh3eeuutPMdcqtT9abo+/vhjfH19CQ0NZd26dSQkGO8Ccy9mAAsLC1JS8v6ZzemejZ03ODiY06dPU7t2bdzd3YmLi6N27doAlC5d2jCI6NlnnyU5OZmo9HmlM55Lp9MZXut0unzFW9gk4RTiIZW3L8/PnX/G1tKW4U46zsddh/8+hnldIfaaucO7TynwGQzDtoBtGVjYEzZ/Aakl6z95K1dXdA4OaImJKBsbtMREdKUc8l1jUxja13GhjqsDv+48JyOzjbCztmBqX28+6ubBxuPX6DVzF+ekX6dJOPXoQaUvPtfXaCqFZeXKVPri80IbMHT+/HlcXV0ZNmwYQ4cO5eDBg7Rs2ZKAgABu3LhBcnIyy5YtM+x/9epVw/O1a9fi4eEB6GsqBw8ezOLFi/Hw8GDKlCm5Xvujjz4iOjqaqVOnZruPo6MjsbHZVwRER0dTpYq+1WX+/Pm5XrMgsrvn7HTr1o2IiAjCw8MJDw/H3t6e06f1XXMiIiIM3ymBgYGkpaXh7Jz9rCpFgSScQhSCKg5V+Lnzz6QpC4ZVr8HVkIVwfg9s+5+5Q8uqQkN4fSs0eRl2fAcLukP05dyPK0ZSom5Qpl8/3JcuoUy/fqQ87IpSBaSUYki7Ghy7GsO+czfNEkNRp5TitfY1WTSkBTfuJuE3YydbThShH2oliFOPHtTZshmP48eos2VzoY5ODwgIwNvbmyZNmrBixQrGjh1LpUqV8Pf3p3Xr1jz11FM0bdrUsP+0adNo2LAhjRs3Ztq0aYYk76uvvqJ9+/a0b9+eKVOm8Msvv3D8+HFA3xfz7bffZv78+bi5uXHs2DEuXbrEl19+ybFjx2jatGm2Uyz16NGDVatWGQYNPWjChAm8//77tG3bltTU1IcqiwkTJuDm5kZcXBxubm74+/vneM8FsXz5cjw9PWncuDFjxoxhyZIlRb5LiirOv7p9fHy0oKAgs1w7ICCAjh07muXaxcXjWEbHbxxn6PpBOMdFM+/qNVx01jD2sGGt9QeZvYwO/wl/jQMLK+g5G+qZcEWmAjJ7GT2khORU2nyzhWbVy/Lzq/mbXiWvinsZ3XPpVhwjfjvA0SsxjHuqLm/61kanK5z/REtKGWV0/PjxXGvJ8iM2NtbQh9MU5s+fT1BQUL6nBSpKTF1GxYmxz59S6oCmaUa/6IpMDadSqqZS6lelVNGZ5VqIfPJw9mCmfUOuWVowoqIr0WmJ+rXWi6pGL8Lw7eBUFf7oB+vfh5TE3I8TeWZrZcHLLaux6fg1mQYoF25l7Vk+og09vaswZeMphv92gNiE/I0CFkIUTSZNOJVSc5VS15VSoQ9sf0YpdVIpdVopNRFA07SzmqYNNWU8QphcbARNjv7N1OtRnLW2YlQFV+IOLYarh8wdWfaca8Frm6DFcNg7C37tDDfPmjuqEmVAq+pY6hTzd4ebO5Qiz9bKgikvNubTHg3YcuI6PWfu4kzkHXOHJQrBoEGDinXtpng4pq7hnA88k3GDUsoCmAl0BRoA/ZVSDUwchxCPxrbJoKXRJj6BydejOGJjzZgKLiTOe7ZoJ3GWNvDsZOj7O9wKhzkd4Ig0NhQW19K29GhUmT+DLhIdLzV2uVFKMbhtDX4b2pLbccn0nLGLjcekX6cQxZlJE05N07YDD/aUbwGcTq/RTAKWAM+ZMg4hHplLgZCqX1P9qbh4Po+6yT47W8aXtSN57jNw7WguJzAzj+4wYidUaAArhsLa0ZAUZ+6oSoQh7WoQl5TK0v0XzB1KsdG6ljNrR7fD3aUUwxYGMXXTKdLSiu+4AyEeZyYfNKSUcgf+0jTNM/11b+AZTdNeS389AGgJfAp8CTwN/KJp2tfZnO914HWAChUqNFuyZIlJ48/OnTt3DHNgCeOkjPS2xWxj+a3ldI1L5osbsYQ2+oTY0vplHItqGam0FNzD/6DahRXE2VflaMPxxJWqZpZYimoZFcTX++KJiteY3MEOi0IaDAMlq4yMSUrVWHA0iV1XjE/hVdoapj1Zyuh795TEMnJycjLMy1gYUlNTDROhC+OkjO47ffo00dHRmbb5+vpmO2jIHCsNGfuW1TRNuwGMyO1gTdN+An4C/Sh1c406LIkjHgublJFeRzpS+XBlpgVPo7SFMx8e+QzV/w+o+UQRL6On4PRLlFo1nBbBE6Dr/6Dpq/r5PB+hol1G+ZNUPoLXFx0gwaU+3Rrlb63lnJSkMsrO009q1Hj/H6PvxSSR6/2XxDI6fvx4oY6YlhHYuZMyus/W1pYmTZrkeX9zjFK/BFTN8NoNyLrelhAlyGterzHYczBLbTT+z7Ui/N4HTvxt7rByV7sTjNgFVVvAujH6ZvaEGHNHVWx18qhAtXL2/LqzCPfnLaKK+hyDRd2pdu05Xt8jy+NUu0ezApa/vz9VqlTB29sbb29v/vnH+I+He06cOEHr1q2xsbHhu+++M2y/ePEivr6+eHh40LBhQ/7v//7P6PGrV6/OsnZ7Xqxdu5ZvvvkmX8cMGTIEV1dXPD09M23P7z0/aNmyZTRs2BCdTkfGKSADAwMN52zcuDGrVq3K13nNxRwJ536gjlKqhlLKGugHrM3PCZRSPZRSPz1YlStEUaWUYlzTcbxY90V+tU7ml8o1YekAKkRsNXdouXOsAANWwZMfw9HV8GMHuBJs7qiKJQudYnBbdw5euE3wBVlbvTD9vu+8LI2Zg9RsFj/Ibnt+aZqW6zKU48aNIyQkhJCQEJ599tkc9y1XrhzTpk3j3XffzbTd0tKS77//nuPHj7N3715mzpxpNLHMKeHMaXlHPz8/Jk6cmGNsDxo0aBDr1683+l5+7vlBnp6erFy5kg4dOmTZHhQUREhICOvXr2f48OFmXbIyr0zapK6U+gPoCLgopS4Bn2qa9qtS6k1gA2ABzNU0LV8jKTRNWwes8/HxGVbYMQthKkopPmz1IXdT7vJ/Z/+mlLsX/U9MhUA38OgBywdD7/nZThJvVjoL6PAuVG+rr+X85Wl4+nNo9cYjb2Iv7vr4VGXKf6f4dec5ZrxU1tzhlBgfrgrlq7+P4+ddhZdbVsOzipO5Q3qkIr76isTjJwp07PkBrwKQkprKzQz9E2086lPxgw+yPS48PJyuXbvi6+vLnj17WL16Nb/99hsLFy6katWqlC9fnmbNmmVJGjOaMmUKoaGhzJ07lyNHjtC/f38CAwNxdXXF1dWVv//O3BJUqVIlKlXSd0dxdHTEw8ODy5cv06DB/cludu/ezdq1a9m2bRuTJk1ixYoVDB06lDZt2rBr1y78/PyoW7cukyZNIikpCWdnZ37//XcqVKiQaXL6QYMGUbp0aYKCgoiIiGDy5Ml06dIlyz106NCB8PDwPJU16CfAX716NampqYSGhvLOO++QlJTEokWLsLGx4Z9//qFcuXLZTupvb29veJ6QkGCo/U9NTWXo0KEEBQXpVzkbMoRx48blOS5TM/Uo9f6aplXSNM1K0zQ3TdN+Td/+j6ZpdTVNq6Vp2pemjEGIokSndHzR9gt8q/ryFTdZXNEL/nkX/ngJLuwtmkthZlS9tX4Ue52nYcP7sOQliJMlG/PDwcaSfi2q8s+Rq/ScuZPrsQnmDqlEWDWyDc96VWJV8CW6T9+J34ydLAm8wF2p9TSpkydP8uqrrxIcHExUVBRLliwhODiYlStXsn///kz7zpgxg0aNGjFkyBBu3dLX8L/11lucPn2aVatWMXjwYH788cdMCVVOwsPDCQ4OpmXLlpm2t2nTBj8/P7799ltCQkKoVasWALdv32bbtm288847tGvXjr179xIcHEy/fv2YPHmy0WtcvXqVnTt38tdff+W75jO7ewYIDQ1l8eLFBAYG8uGHH2Jvb09wcDCtW7dm4cKFuZ533759NGzYEC8vL+bMmYOlpSUhISFcvnyZ0NBQjhw5wuDBg/MdrymZY9CQEI81K50V3z7xLaM2j+J/V/dToU4HOoVt1795cCG0HA7l65k3yJzYl4N+i2HfHPjvY5jTDl74VZ+Mijx5tbU7P+84R8jFaKZtPs2knp65HyRwcbAm6k6S0e1NqpWlSbWyfNS9AauDL7N43wUmrjzCpL+P85x3ZepaPNz62EVdTjWRAMfrZ78EZvVF+gSnIANiqlevTqtWrQDYsWMHvXr1MiSMfn5+hv3eeOMNPv74Y5RSfPzxx7zzzjvMnTsXnU7H/PnzadSoEcOHD6dt27Z5uu6dO3d44YUXmDp1KqVLl87TMX379jU8v3TpEn379uXq1askJSVRo0YNo8f07NkTnU5HgwYNuHYtf3PBZnfPAL6+vjg6OuLo6IiTkxM90te19/Ly4vDhw7meu2XLlhw9epTjx48zcOBAunbtSs2aNTl79iyjR4+mW7dudO7cOV/xmlqRWdoyP6QPpyjubCxsmOY7jWrW1Rifcp7ddum/6NOSYWZL+O0FffJ594Z5A82OUvrm9Nc2goU1zO8G27+FtJL9n3phsbHUcW9WpGVBF6WWM4+CPnqa8G+6ZXkEffS0YR8nOysGtnFn/VvtWfFGG7o0rMjyA5f4dHcCz83cxZ/7LxKXJLWehaVUqczTUWU3uKtChQpYWFig0+kYNmwYgYGBhvfCwsJwcHDgypW8jR9OTk7mhRde4OWXX+b5558vUKyjR4/mzTff5MiRI/z4448kJBj/N2hjY2N4nt9pJHO654zn1el0htc6nS5f/TE9PDwoVaoUoaGhlC1blkOHDtGxY0dmzpzJa6+9lq94Ta1YJpyapq3TNO11J6fHq4+OKFnsrewZU6YfNZKSeMu1HME21vo3dDq4fkI/6fp3dWCBH+z/BWKL4EorlZvo12Jv2Au2TIJFvYpmnEXMtM1h6NL/Y05KSWPapjAzR1TyKKVoVr0s37/YmMAPnuLl+tbEJaYwYcVhWn65mU/WhHL86uMz44KFi0u+thdEhw4dWLVqFfHx8cTGxrJu3TrDe1evXjU8X7VqlWFEd3R0NGPHjmX79u3cuHGD5ctzXuFM0zSGDh2Kh4cHb7/9drb7OTo6Ehsbm+370dHRVKlSBYAFCxbk6f7yK7t7fljnzp0zJKXnz5/n5MmTuLu7ExUVRVpaGi+88AJffPEFBw8eLJTrFRZpUhfCjBpcWMuPUbcY7FqWgZUqoGWsHXDWT7TunHaOgL/fgb/fheptwMNPP8jIqYqZon6AbWl44Reo+QT8MwHmtIVeP+qnVBJZXI9JYNmBS6Skr5ijAUv2X2TMU3VwdbQ1b3AllJO9FU+7WzFpYAeCzt9i8b4LLNl/kYV7ztOkWhlealGN7o0qY2ddcif0rrtzh8mv0bRpU/r27Yu3tzfVq1enffv7Uy5NmDCBkJAQlFK4u7vz448/AvpR3CNHjqRu3br8+uuv+Pr60qFDB9LS0vDx8SEmJgadTsfUqVM5duwYhw8fZtGiRXh5eeHt7Q3AV199lWUEeL9+/Rg2bBjTpk0zmsT6+/vTp08fqlSpQqtWrTh37lyB77t///4EBAQQFRWFm5sbn332GUOHDs32nvNq1apVjB49msjISLp164a3tzcbNmxg586dfPPNN1hZWaHT6Zg1axYuLi4cOnSIwYMHG2YL+Ppro+vnmI3JVxoyJR8fHy3j3FSPUkmcRLiwSRnlLvZbbxzvnuOqhQWdq2WfQB55ZikcWwPH18L19Kk+3JpDg+f0CWjZ6o8o4lxcPw7LBkPkcWg3Dnw/BAurhzplSfscfbTqCEuDLpKcmvm798n6rswd1LxA5yxpZWQKD5bRrbtJrAy+zOJ95zkTeZfStpY839SNl1pWo26F4jGx9/Hjx7MdyVwQhT2pub+/Pw4ODjmOUi9uZOL3+4x9/pRSRWqlISFEugPNp9KxY0cqASzwyn7HCg30D9/3ISpMn3weWwP/faR/VPLWJ58NngPnWhAbYZ5pllw9YNgWWD8Rdv6gfzyolCuMf3ybkA9euJ0l2QQIOHmd8Ki7uLvkvESjKBxlS1kztF0NhrR1J/DcTRYHXmDxvgvM3x1Os+plealFNbo1qoStVcmt9RTiUSqWCadSqgfQozDXkBWiKFtyYgleLl7ULVsXK5c6+jkxO7wLN8/paz2PrYHNn+kfFTz1A3muBOtf+03Xz6P5qFjbg980OJhNv6i71x9dLEXQP2Ozruxy4UYcfjN38vqiIFaObIuDTbH8ai6WlFK0rOlMy5rOfNojiZUHL7F43wXeWXaIz/86xvNN9fN61naVWq388vf3N3cIoggplt9qMvG7eNx8uU8/Xa21zpr6zvXxcvHC08UTLxcvqrUZg2o7Fm5fhOPr4MgyuJLeWTzkdwhZDKXKg4MrlHLR1zCWKg8O5Y08dwFLmxwiEaZQzdmeGf2b8urcfbzzZwizX26GTmd8tK8wnXKlrHmtfU2GtqvB3rP6Ws/f9p5n3q5wWriX46WW1XjGs6LUegpRAMUy4RTicfPfC/9xOOowoVGhHIk6wsqwlfx+/HcASluXvp+AunnhGXkM52tHIDUZlAVU9IRKjeFuFNy5rq8VvRsJyXHGL2brpE9CS7mmJ6JGnpdy0Sew1g4FW2nowj6o1jL3/R4j7eq48MGzHkz6+zgzt55mdKc65g7psaWUonUtZ1rXcubGnQYsP3CJPwIv8NbSEMqss+KFpm70b1GN2q4O5g5ViGJDEk4highnW2duJGSdd9PZ1plKDpWo5FCJLu76ZdVS0lI4c/uMIQE9EnWEn4/8TJqmH51YpVJ5PBMT8UpMwiv6LB4vLsLuwYFFiXf0iefdSH0iauz59eNwZxsk3DYetKVd1hpSh/Ra05zM7Qy1OoHvB+BmtH/5Y2louxqEXo5myqZTeFQqzVMNiuAyp48ZZwcbhj9Ri2Hta7Ln7A0W77vAgt3h/LrzHC1r3K/1tLGUWk8hciIJpxBFREDfgDzva6mzpF65etQrV48X6r4AQFxyHMf/GsWR81s4YmXBERsbNjjoB6BYrO1BnXL1DM3wni6e1HKqhUW5GlDO+AobmaQkQVxU9onpnesQfVHflH83CrRcJoC3KQ1nt8KZzWBXFsrXh9JVwLqUvtbUuhTY6P+sEHERjsemb8/4XvpzC2vTref+iAdfKaX45oVGnI68w7ilIawa1VZq0YoInU7RtrYLbWu7EBmbaKj1HLskhLL2VvRupq/1rFle/r6EMKZYJpwyaEiIrOyt7Gl2LYxmt28btkVZ6Ai1tuGIsxuhtuXYEL6B5af0c9LZWdrR0LkhXi5eeJX3wsvFiwr2FYyvFGJpDaUr6x+5SUuD+Fswwwfijayzbmmnn8op4TZEnoBb4XBhD1jZg5WtPrlNumPY3QPgRA7X01lmTkYfTEgNSWzG9x2zf8/aQX+/ANsm31/jvvuU3O+9ENhaWfDjAB/8pusHEa0e1ZbStg83tZQoXOUdbXijYy2Gd6jJrjNRLN53gXm7wvl5xzla13TmpZbV6NKwItaWRW9tleTr17n89ju4/TAFy/K5tEQIUYiKZcIpg4aEyMaInZleugAd0x8AaVoaF2IuGJrhQ6NC+e34byQfTdbvb+eiT0DTa0EbujSktPX9dYo7Lu2YbbO/oYZWp4NSzjByD/xfY0jJsGScpS2MPZS5tjAhBvb9CHumQ9xN/aT2T7wHZWtA0l327dhCyyYNIOlu+uOO/s/EO/efG7ZneH37YubXyXfzXo4W1mBlBwnpy+eG/K6P6RFNMVWljB2zXm7Ky7/sY9ySEH5+1UcGERVBOp2ifZ3ytK9TnuuxCSwL0td6jv4jGOdS1vT2caN/82pFaqqrqFmziT9wgMhZs6n06SdmjWXQoEF0796d3r17Z7tPQEAA1tbWtGnTBoD58+czfvx4wypBb775Zo5LON64cYPevXuzf/9+Bg0axIwZMwCIi4ujT58+nDlzBgsLC3r06ME333yT6/XzKigoiIULFzJt2rR8HQf6NejPnj1LaGioYduff/6Jv78/SikaN27M4sWLCQkJ4Y033iAmJgYLCws+/PDDTOvFZ2TseAALCwu8vPRT8lWrVo21a9fmO968KpYJpxCiYHRKh7uTO+5O7vSo1QOApNQkTt48aUhAj0QdYevFrYZjajjVMCSgxpJNwPj2bZMhvU+pgZaWtbbQtjQ8MR5aDIN9c2DPTP1o+wY9oeNE4u0r6Qc9Pay0NH3SmTFBTbyTOYnNmLSeWg8JsUCa8bhNrGVNZz7p0YBP1hxl6qZTvN253iO7tsg/V0dbRvnW5o0narHjdBSL953nlx3n+HHbWdrVdqF/i2o83aCCyWo9I776isTjOTUFgJaURPzhw6Bp3F6yhMTjx1FW92vPU1JTuWlxvy+qjUd9Kn7wQZ6ur2kamqah0xXu/QUEBODg4JAp4evbt68hccyNra0tX3zxBaGhoZkSOIB3330XX19fkpKS6NSpE//++y9du3bN9fr3pKSkYGlpPI3y8fHBxyf//dNXrlyJg0PmbhlhYWF8/fXX7Nq1i7Jly3L9un5qOXt7exYuXEidOnW4cuUKzZo1o0uXLpQpUyZPxwPY2dkREhKS7zgLQhJOIR5z1hbW+ib18vcnno9OjObojaMcidQnoTsv72TtmXz+8r0UCKlJmbelJum3G2NXBjpOhJbDYc8s2Dsbjq3Bw7UdNKwM5evm7/oP0un0Tek2eZhPMTZCf33S7sf9iGs5AQa0qk7o5WimbTlNg8qlecaz0iO7tigYnU7xRN3yPFG3PNdiEvhz/0WW7L/IqMUHcXGwoU96rWc1Z/tHHlvSlSuZX1++jI27e4HPFx4eTteuXfH19WXPnj2sXr2a3377jYULF1K1alXKly9Ps2bN8rTSkLu7O0FBQbi4uBAUFMS7777L/PnzmTNnDhYWFvz2229Mnz492+NXrVrFzJkz2bhxIxERETzxxBNs376dihUr0q5dO06fPp1pf3t7e3x9fQGwtramadOmXLp0Kcv9PXj9OXPmUKFCBYKDgw1Leb711lvEx8djZ2fHvHnzqFevHgEBAXz33Xf89ddf+Pv7c+HCBc6ePcuFCxd46623GDNmTJZ7uHPnDlOmTOGnn37ixRdfNGz/+eefGTVqFGXLlgXA1dUVgLp1738nVq5cGVdXVyIjI7MknNkdn5OJEyeydu1aLC0t6dy5M999912ux+RGEk4hRBZONk60qdyGNpX1v+o1TSPibgSdV3TO+0keaN7PM7uy8OSH0OoN2D0dl92zYFZL8OytT/hcHkHf7bzWzpqYUorPn/Pk1LU7vP3nIWq4OFCvokxAXlxUKG3L6E51GOlbm+1hkSzed4Eft51hdsAZ2tdx4aUW1XiqQQWsLB6+VjC3msjk69c583RnuLectaaRFhNDlSnfG/pyFmTZxpMnTzJv3jxmzZrFgQMHWLJkCcHBwaSkpNC0aVOaNWtWoPsBfRI6YsSITMtjnjlzhhUrVrB9+3bq1q3LDz/8QNWqVenVqxcrVqxg5syZrF+/ns8++4yKFSvm6Tq3b99m3bp1jB07Ntfrz5kzh1OnTrFp0yYsLCyIiYlh+/btWFpasmnTJj744ANWrFiR5RonTpxg69atxMbGUq9ePd544w2srDL3zf7444955513sLfP/GPk1KlTALRt25bU1FT8/f155plnMu0TGBhIUlIStWrVynLtnI5PSEjAx8cHS0tLJk6cSM+ePbl58yarVq3ixIkTKKW4nWFcwMOQhFMIkSulFJUcHnHtmn05eOpT9qZ501YdgMCfIXQ5NOqnb4IvV9N0185v7awJ6QcRNaN7+iCitaPa4WQvg4iKEwudwreeK771XImITmDp/oss3X+BN34/SHlHG170caNf82r0mrWLqDtJWY53cbAm6KOnHyqGqFmz0dIy/4jS0tIeui9n9erVadWqFQA7duygV69ehoTJz8+v4AFno0ePHvTv3x8bGxvmzJnDwIED2bJlCwDTp0/H09OTVq1a0b9//zydLyUlhf79+zNmzBhq1szbd0qfPn2wSO96EB0dzcCBAwkLC0MpRXJystFjunXrho2NDTY2Nri6unLt2jXc3NwM74eEhHD69Gl++OEHwsPDs8QYFhZGQEAAly5don379oSGhhpqMq9evcqAAQNYsGCB0S4NOR1/4cIFKleuzNmzZ3nyySfx8vKievXq2Nra8tprr9GtWze6d++ep3LJTdEbQpcHSqkeSqmfoqOjzR2KEMLEkq2d4OnP9YONWo2Eoythug+sGaUf4W4KI3aCf3TWR0FrbR9ShdK2zHmlGVduxzN6STBXb8fz4o97uB6bkPvBokip6GTL2KfqsOO9J/l1oA+NqjgxO+AMHb7dajTZBLLdnh/xISHwYDKUnEx8cPBDnbdUqcwDoozOcpEHlpaWpKUnxAkJ2X+unZ2dsbHRr4Y2bNgwDhw4YHjv8uXL6HQ6rl27ZjhXbl5//XXq1KnDW2+9laf949PiSbRIJDlVX5Yff/wxvr6+hIaGsm7dumxjvxcz6AfqpKSkZHp/z549HDhwAHd3d9q1a8epU6fo2LEjAG5ubjz33HNYWVlRo0YN6tWrR1hYGAAxMTF069aNSZMmGRL/B+V0fOXK+plHatasSceOHQkODsbS0pLAwEBeeOEFVq9enaU2taCKZcKpado6TdNed3JyMncoQjxWnG2d87W9UDm4Qpcv9Ylni9fh8DKY3gzWjoHbF0x/fTOrVj6Fuo0XsePMWYYuCGJ/+E2mbT6d+4GiSLLQKTp5VODXQc3Z+d6TjH7StCtL1Vy9Co8Tx7M8aq5eVWjX6NChA6tWrSI+Pp7Y2FjWrVuX52Pd3d0NyWPGJmlHR0diY2MNr69evWp4vnbtWjw8PAB9Ld7gwYNZvHgxHh4eTJmSe9eXjz76iOjoaKZOnZrtPg9eP01L427yXcJuh3HlzhVu3b5lGDE/f/78PN2rMW+88QZXrlwhPDycnTt3UrduXQICAgDo2bMnW7fqB3JGRUVx6tQpatasSVJSEr169eLVV1+lT58+2Z47u+Nv3bpFYmKiYfuuXbto0KABd+7cITo6mmeffZapU6cW2qAiaVIXQuRZfianNxnHitD1G2g7Bnb+AAfm69eLb/oqtH8HnKqYO0KTmHN4Dhfjj1Lfw5Vjofq+tMuDLjKmk8xHXNxVLmPH20/XZdrmMHOH8lDuDaLx9vamevXqtG/fPs/HfvrppwwdOpSvvvqKli3vL3vbo0cPevfuzZo1a5g+fTr//POPYTBLuXLlDEneV199Rfv27Wnfvj3e3t40b96cbt264eHhgbu7OzExMSQlJbF69Wr+++8/SpcuzZdffkn9+vVp2rQpYHyKpQevD4Cm79d+O/E2fUf0Zfyb4/n+++/p1KnTwxVgNrp06cJ///1HgwYNsLCw4Ntvv8XZ2ZnffvuN7du3c+PGDUM5zJ8/H29vbz755BN8fHzw8/PL9vjdu3czfPhwdDodaWlpTJw4kQYNGnD16lWee+45EhIS0DSNH374oVDuQ2n3OhAXQz4+PlpQUJBZrh0QEGCo7hbGSRnlTsood7mWUfQl2PE9HFykX3Go2SBo9zaULhkjupv91oykB/uTAlqaJXdOTuKJui4MrBHHk+kjboVxxeHfmvvEv7N9L/ybblm2HT9+3FDDVxgKMmgoJ/7+/pkG3JQER6OOGt1ub2VPDac8rNpWghj7/CmlDmiaZnQ+qGLZpC6EEAZObtD9BxhzEBr3h6C5+gnn/50IsdfMHd1DW//8ep6t8Sy2FrYAaGlWJEd7c/f0ewBsOxXFBzviWHnwEsmpeeu3JoR4eEoplFKUtS2Lm6Nb7gc85qRJXQhRMpSpBn7ToP3bsP1bCPxJ39zefCi0fQsciucyfuXty1PKqhSJqYnosCJVpaCl2qCl6muiLHQQmwRv/3mIKRtPMbxDTfr4VMXWyiKXM4uixsXBOttR6sWRv78/AKNGjWLXrl2Z3hs7diyDBw82Q1QP797AqDI2ZShvXx4rncwakReScAohSpay7vDcTH2z+vbvYO8sfa1ni2HQZqx+2c1i5mbCTV6s9yIB+2txMWULyvL+IIbUNChXSjG1VzNmBZzm4zVH+b/NYQxpV4NXWlWXddiLkYJMfaRpWoFHhj8qM2fONHcIhcZKWeFg4/DYJ5oF6Y4pCacQomRyrgW9ZusHEm37H+yaBvt/1Y9wbzNaP89nMTHVdyoAH7UCyDq/YEBAAB0bVOApD1f2nr3JrIDTTF5/ktlbzzCgdXWGtKuBi4NNluNE8WZra8uNGzdwdnYu8klnSVHJuhKODo/34guapnHjxg1sbW3zdVyxTDiVUj2AHrVry+hMIUQuXGrDCz9Dh3f1iefOH/STyLd6A1qP1K9sVEIopWhdy5nWtZw5cima2dtOM3vbGX7deY6+zasyrH1NqpZ79EsqCtNwc3Pj0qVLREZGFsr5EhIS8p1EPG6kjPRsbW0zTVyfF8Uy4dQ0bR2wzsfHZ5i5YxFCFBPl60HvudBhPAR8A9snw74f9UlnqzfAtmTN6+vl5sSsl5txJvIOP247wx+BF/h93wWea1yZNzrWok6Fx7uWpiS4N5F3YQkICKBJkyaFdr6SSMqo4GSUuhDi8eLqAS8ugBG7oGYHCPgapnrBtm8hIcbc0RW6WuUdmNy7MdvG+zKwtTv/hkbw9A/bGbYwiOALt8wdnhDiMVEsaziFEOKhVfSEvr/B1UP6Gs+tk2DvTH3/zr2z4a6RZspSrjC+eE7OXbmMHZ/0aMCbT9Zm/q5zzN8dzsZj12hd05mRvrVoV9tF+gEKIUxGajiFEI+3So2h/x8wbCu4tYDNnxtPNgHuXn+0sZlAuVLWvN25Hrvf78QHz9bnTOQdBvwayHMzd/HvkaukpRXfxUCEEEWXJJxCCAFQpSm8/Ce8ttnckTwSDjaWvN6hFjve8+WrXl5Exyfzxu8HeeqHbfwZdJGklDSuxyTw4o97uB6bYO5whRDFnCScQgiRkZvRVdlKLBtLC15qWY3Nbz/BtP5NsLbQMWH5YTp+u5WRvx9kf/hNpm0+be4whRDFnPThFEIIgaWFDr/GlenRqBIBJyOZuukUQef1g4oW7ztPeQcbOnm44lGpNBY66esphMgfSTiFEEIYKKXwre/K5uPXOHolhpQ0jTQNfth0ih82ncLR1pLm7uVoUaMcLWuUw7OKE1YW0lgmhMhZsUw4ZeJ3IYRJlXI1PkColOujj8UMrscksOzAJVIyDCCysdTx4bMeHI+IZd+5G2w5oS8fe2sLmlUvS8sa5WhRw5nGVZ2wsZR13IUQmRXLhFMmfhdCmFQxnfqosEzbHEbaA2slp2kap67f4evnvQC4HpvA/nO32HfuBoHnbvLdf6cAsLbU0aRqGVrWdKZljXI0rVYWO2tJQIV43BXLhFMIIYTpHLxwm+TUzAlncqrGwfP3J4p3dbSlW6NKdGtUCYBbd5PYH36TfeduEnjuJjO2hDFNAysLRSO3MoYm+GbVy+Joa/VI70cIYX6ScAohhMjkn7Ht831M2VLWdG5Ykc4NKwIQk5DMgfBb7Dt3k33nbvDz9rPMDjiDToFnFSdDE3wL93I42UsCKkRJJwmnEEKIQlfa1grf+q741tf3e41LSuHg+dsEnrvB3nM3WbDnPD/vOIdSUK+CI61qOtOihn4wkouDjZmjF0IUNkk4hRBCmJy9tSXt6rjQro4LAAnJqRy6eNvQBL90/0Xm7w4HoLarg6EJvmUNZyo62WY61/WYBN78I5gZLzXB1dH2wUsJIYogSTiFEEI8crZWFvqBRTWdAUhKSSP0SjT7zt4k8NwN1oVcYfG+CwBUd7anhXs5w0CkH7edMUxIP6mnpzlvQwiRR5JwCiGEMDtrSx1Nq5WlabWyvNGxFqlpGseuxLDv3A32nbvJxuPXWHbgUqZj/gi8gKuDDbVcHahQ2oYKpW1xLW0j0zIJUQRJwimEEKLIsdApvNyc8HJz4rX2NUlL0zh1PZaPV4cSFH4LDUhN05iy6VSWY8vaW6Unn7ZUcLShopMt0RHJJB2NoEJpWyqUtsXFwRpLmbBeiEdGEk4hhBBFnk6nKGdvzeFL0WScsMnGUsfcQc1JTk3jekwi12ISuBabwLX05ycjYoiMTSRNg4XHDtw/nwIXB5v0BNQmPTnVP6/gdP95WXtrdLKUpxAPTRJOIYQQxUJ2E9L/GxqRY1/O1DSNdf9tpZZnM67FJBARk8D1mPSkNDaBy7cTOHjhNjfvJmU51spC4eqob6qvmF476lraJj0htaWikz5ZdbSxRClJTIXIjiScQgghioW8TEhvjIVOUcZWp2+ixynb/RJTUomMTeRaTGJ6QppAxL3nsQmEXb/DztNRxCakZDnWzsrifk1paVsqGvqU6pv17zXl52XVJRmFL0oiSTiFEEIUCwWZkD4/bCwtcCtrj1tZ+xz3i0tK4XpMIhHpSen9pvxErkUncPjSbTbGJJCQnJbl2NK2lobk0zU9Kb3Xz/ResjpjS5iMwhcljiScQgghRD7YW1vi7mKJu0upbPfRNI2YhBRD0/395PR+U/6+s3e5FpNASppm9BzLgy4yplNtqeUUJUKxTDiVUj2AHrVr1zZ3KEIIIUQWSimc7KxwsrOiTgXHbPdLS9O4GZdkqCmds+0MQeE3SdUgVdOkllOUGMVyTghN09Zpmva6k1P2fXGEEEKIok6nU7g42NCwshMNK5cm5OJt7nVTTU7VWB50keuxCeYNUohCUCwTTiGEEKKkMTYK/14tpxDFnSScQgghRBFQ0FH4QhQHxbIPpxBCCFHSmHoUvhDmJDWcQgghhBDCpCThFEIIIYQQJiUJpxBCCCGEMClJOIUQQgghhElJwimEEEIIIUxKEk4hhBBCCGFSknAKIYQQQgiTkoRTCCGEEEKYlCScQgghhBDCpCThFEIIIYQQJiUJpxBCCCGEMClJOIUQQgghhElJwimEEEIIIUxKEk4hhBBCCGFSknAKIYQQQgiTsjR3APcopUoBs4AkIEDTtN/NHJIQQgghhCgEJq3hVErNVUpdV0qFPrD9GaXUSaXUaaXUxPTNzwPLNU0bBviZMi4hhBBCCPHomLpJfT7wTMYNSikLYCbQFWgA9FdKNQDcgIvpu6WaOC4hhBBCCPGIKE3TTHsBpdyBvzRN80x/3Rrw1zStS/rr99N3vQTc0jTtL6XUEk3T+mVzvteB1wEqVKjQbMmSJSaNPzt37tzBwcHBLNcuLqSMcidllDspo9xJGeVOyih3Uka5kzLKma+v7wFN03yMvWeOPpxVuF+TCfpEsyUwDZihlOoGrMvuYE3TfgJ+AvDx8dE6duxoukhzEBAQgLmuXVxIGeVOyih3Uka5kzLKnZRR7qSMcidlVHDmSDiVkW2apml3gcGPOhghhBBCCGFa5pgW6RJQNcNrN+CKGeIQQgghhBCPgDkSzv1AHaVUDaWUNdAPWJufEyileiilfoqOjjZJgEIIIYQQovCYelqkP4A9QD2l1CWl1FBN01KAN4ENwHHgT03TjubnvJqmrdM07XUnJ6fCD1oIIYQQQhQqk/bh1DStfzbb/wH+MeW1hRBCCCFE0SBLWwohhBBCCJMqlgmn9OEUQgghhCg+imXCKX04hRBCCCGKj2KZcAohhBBCiOJDEk4hhBBCCGFSxTLhlD6cQgghhBDFR7FMOKUPpxBCCCFE8VEsE04hhBBCCFF8SMIphBBCCCFMShJOIYQQQghhUpJwCiGEEEIIkyqWCaeMUhdCCCGEKD6KZcIpo9SFEEIIIYqPYplwCiGEEEKI4kMSTiGEEEIIYVKScAohhBBCCJOShFMIIYQQQphUsUw4ZZS6EEKIx831mARe/HEP12MTzB2KEPlWLBNOGaUuhBDicTNtcxj7w28ybVOYuUMRIt8szR2AEEIIIbJX76N/SUxJM7z+bd8Fftt3ARtLHScndTVjZELkXbGs4RRCCCEeFzsm+OLnXRlbK/1/2bZWOp7zrsyO93zNHJkQeScJpxBCCFGEuZa2xdHGksSUNGwsdSSmpOFoY4mro625QxMiz6RJXQghhCjiou4k8nLL6rzUohqLAy8QKQOHRDEjCacQQghRxP04wMfwfFJPTzNGIkTBFMsmdZkWSQghhBCi+CiWCadMiySEEPkQGwHzukLsNXNHIoR4TBXLhFMIIUQ+bJsMF/bCtv+ZOxIhhKnNaQd/va3/oVmESB9OIYQoqSa5Qkri/ddBv+ofljbw0XXzxSWEMJ2IIxB5EkJ+B++X4YkJ4FjR3FFJDacQQpRYYw+DZx+wtNO/trQDrz4w9oh54xJCmFZqEqQkQPAi+L/GRaLGUxJOIYQoqRwrgo0jpCaCpa3+T5vS4FjB3JEJIR6Fe4nngXmwfLBZQ5EmdSGEKMnuXodmg8FnMATNgzsycEiIx4aFNShdetP6e2YNRRJOIYQoyfr9fv959ynmi0MI8eg8mGgWgVYNSTiFEEIIIUqKil7g1qLIJJr3SMIphBBCCFFSjNhp7giMKpaDhmSlISGEEEKI4qNYJpyy0pAQQgghRPFRLBNOIYQQQghRfEjCKYQQQgghTEoSTiGEEEIIYVKScAohhBBCCJOShFMIIYQQQpiUJJxCCCGEEMKkJOEUQgghhBAmJQmnEEIIIYQwKUk4hRBCCCGESUnCKYQQQgghTEppmmbuGApMKRUJnDfT5V2AKDNdu7iQMsqdlFHupIxyJ2WUOymj3EkZ5U7KKGfVNU0rb+yNYp1wmpNSKkjTNB9zx1GUSRnlTsood1JGuZMyyp2UUe6kjHInZVRw0qQuhBBCCCFMShJOIYQQQghhUpJwFtxP5g6gGJAyyp2UUe6kjHInZZQ7KaPcSRnlTsqogKQPpxBCCCGEMCmp4RRCCCGEECYlCacQQgghhDApSTgBpdQzSqmTSqnTSqmJOezXXCmVqpTqnduxSqlySqmNSqmw9D/Lmvo+TKmgZaSUqqqU2qqUOq6UOqqUGpthX3+l1GWlVEj649lHcS+m8pCfo3Cl1JH0cgjKsF0+R/rX9TJ8TkKUUjFKqbfS33usPkdKqY5KqegM9/tJbsc+bp+j7MpIvo8yvZ/T50i+j8jxc/TYfB8VKk3THusHYAGcAWoC1sAhoEE2+20B/gF653YsMBmYmP58IvA/c9+rmcqoEtA0/bkjcCpDGfkD75r7/sxdRunbwwEXI/vL58j4+xHoJxh+7D5HQEfgr/wc+7h9jnIoI/k+yqWM0t+T76NcyuiB85TI76PCfkgNJ7QATmuadlbTtCRgCfCckf1GAyuA63k89jlgQfrzBUBPE8T+qBS4jDRNu6pp2sH057HAcaCK6UN+5B7mc5QT+Rxl1Qk4o2mauVYZM6W8llF+j30cP0dZyPfRQ5PPUVYl+fuoUEnCqf+yuZjh9SUe+AJSSlUBegFz8nFsBU3TroL+Sw5wLcSYH7WHKaOM+7gDTYB9GTa/qZQ6rJSaW8ybZx62jDTgP6XUAaXU6xm2y+coq37AHw9se2w+R+laK6UOKaX+VUo1zMOxj9XnKJ2xMjJ43L+P0mVXRvJ9dF+OnyNK9vdRoZKEE5SRbQ/OFTUVeE/TtNQCHFsSPEwZ6U+glAP6Wqu3NE2LSd88G6gFeANXge8LI1gzedgyaqtpWlOgKzBKKdWhkOMrCgrjc2QN+AHLMmx+3D5HB9E33zUGpgOr83FsSfAwZaQ/gXwfQc5lJN9Herl9jkr691GhkoRT/6umaobXbsCVB/bxAZYopcKB3sAspVTPXI69ppSqBJD+Z16bUIuihykjlFJW6L/cf9c0beW9AzRNu6ZpWqqmaWnAz+ibOIqrhyojTdOupP95HVjF/bKQz1F6GaXrChzUNO3avQ2P2+dI07QYTdPupD//B7BSSrnkcuxj9TnKoYzk+yhdTmUk30d6OZVRupL+fVSoJOGE/UAdpVSN9F8r/YC1GXfQNK2Gpmnumqa5A8uBkZqmrc7l2LXAwPTnA4E1Jr8T0ylwGSmlFPArcFzTtCkZj7n3xZWuFxBqypswsYcpo1JKKUcApVQpoDP3y0I+R/p/a/f054Hmq8ftc6SUqpj+7wqlVAv03+M3cjn2sfocZVdG8n10Xw5lJN9H6XL4t3ZPSf8+KlSW5g7A3DRNS1FKvQlsQD/abK6maUeVUiPS38+2L1l2x6a//Q3wp1JqKHAB6GPK+zClhykjoC0wADiilApJ3/ZB+q/FyUopb/TNGOHAcNPcgek9ZBlVAFalf69ZAos1TVuf/p58jtIppeyBp8n6OXncPke9gTeUUilAPNBP0zQNkO8jci4jpVQ75PsotzKS7yNy/bf2WHwfFTZZ2lIIIYQQQpiUNKkLIYQQQgiTkoRTCCGEEEKYlCScQgghhBDCpCThFEIIIYQQJiUJpxBCCCGEMClJOIUQ4iEppT4oxHOVUUqNzPC6slJqeWGdXwghzEGmRRJClAjpEzSr9BU+HvW172ia5lAYMSn9Gt9/aZrmWYgh5plSylLTtJTsXudwnEV2S5IKIYTUcAohii2llLtS6rhSahb6dY+rKqXGK6X2K6UOK6U+y7Dvq+nbDimlFqVvq66U2py+fbNSqlr69vlKqWlKqd1KqbNKqd7p2ysppbYrpUKUUqFKqfZKqW8Au/Rtv2cT050McfRWSs1Pf15BKbUqPaZDSqk26CfXrpV+vm/Tzxeavr+tUmqeUuqIUipYKeWbvn2QUmqlUmq9UipMKTU5m/JqppTappQ6oJTaoO4vUxiglPpKKbUNGGvkdaf06x1RSs1VStmkHxeulPpEKbWTYjwJuBDC9B77lYaEEMVePWCwpmkjlVKdgTro1y9WwFqlVAf0y9F9CLTVNC1KKVUu/dgZwEJN0xYopYYA04Ce6e9VAtoB9dEvebcceAnYoGnal0opC8Be07QdSqk3NU3zBkMNpSGm9G3ZxT4N2KZpWq/08zkAEwHPB853zygATdO8lFL1gf+UUnXT3/MGmgCJwEml1HRN0y7eO1Dp1xCfDjynaVqkUqov8CUwJH2XMpqmPZG+b497r5VStkAY0EnTtFNKqYXAG8DU9OMSNE1rl90NCiEESMIphCj+zmuatjf9eef0R3D6awf0CWhjYLmmaVEAmqbdTH+/NfB8+vNFQMaawdXpTeHH0pf7A/36y3PTk7fVmqaF5CGmnDwJvJoeUyoQrZQqm8P+7dAnjWiadkIpdR64l3Bu1jQtGkApdQyoDlzMcGw9wBPYmJ4AWwBXM7y/9IFrLc1w3DlN006lv16APvGdms1xQgiRhSScQoji7m6G5wr4WtO0HzPuoJQag35t49xk3CfxgfOiadr29BrTbsAipdS3mqYtzCWmB89rm4c4spNtVSmZ400l6/e7Ao5qmtY6m+MfjPne65yuaew4IYTIQvpwCiFKkg3AEKWUA4BSqopSyhXYDLyolHJO336vSX030C/9+cvAzpxOrpSqDlzXNO1n4Fegafpbyem1ntm5ppTyUErpgF4Ztm9G3zyNUspCKVUaiAUcsznP9vQ4SW9KrwaczCnmDE4C5ZVSrdOPt1JKNczDcScAd6VU7fTXA4BtebymEEIAknAKIUoQTdP+AxYDe5RSR9D3u3TUNO0o+v6K25RSh4Ap6YeMAQYrpQ6jT6TG5nKJjkCIUioYeAH4v/TtPwGHlVK/Z3PcROAvYAuZm7HHAr7psR4AGmqadgPYlT4o6dsHzjMLsEjffykwSNO0RPJA07QkoDfwv/QyCAHa5OG4BGAwsCz9umnAnLxcUwgh7pFpkYQQQgghhElJDacQQgghhDApSTiFEEIIIYRJScIphBBCCCFMShJOIYQQQghhUpJwCiGEEEIIk5KEUwghhBBCmJQknEIIIYQQwqT+H/fJcS3goa4cAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 792x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"\n",
"for dsname in \"bigann1M\", \"deep1M\": \n",
" ci = 0\n",
" for sz in \"10x6 8x8 6x10 5x12\".split(): \n",
" for q in \"pq\", \"opq\", \"lsq\", \"rq\", \"rq_lut\": \n",
" fname = find_latest_version(f\"logs/BQ.{dsname}.{q}.{sz}.c.log\")\n",
" if not fname: continue\n",
" res = parse_log(fname)\n",
" tab = np.array(res.tab)\n",
" if tab.size == 0: continue\n",
" # print(fname) \n",
" enc_time = tab[:, 1]\n",
" recons_err_compat = tab[:, -1]\n",
" pyplot.semilogy(\n",
" recons_err_compat, enc_time, \n",
" \"o:\" if q == \"lsq\" else \n",
" \"s-\" if q == \"rq\" else \n",
" \"^-\" if q == \"rq_lut\" else \n",
" \"*\" if q == \"opq\" else \">\", \n",
" color = f\"C{ci}\",\n",
" label=f\"{q}{sz} train {pp_time(res.training_time)}\")\n",
" ci += 1\n",
" \n",
" pyplot.title(dsname + \" 64 bits\")\n",
" pyplot.xlabel(\"reconstruction error\")\n",
" pyplot.ylabel(\"encoding time\")\n",
" pyplot.gcf().set_size_inches(11,7)\n",
" pyplot.legend()\n",
" pyplot.grid()\n",
" pyplot.show()"
]
},
{
"cell_type": "code",
"execution_count": 142,
"id": "19264c12",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 128-bit options\n",
"\n",
"\n",
"for dsname in \"bigann1M\", \"deep1M\": \n",
" ci = 0\n",
" for sz in \"16x8 12x10 10x12 9x14 8x16\".split(): \n",
" for q in \"pq\", \"opq\", \"lsq\", \"rq\", \"rq_lut\": \n",
" fname = find_latest_version(f\"logs/BQ.{dsname}.{q}.{sz}.c.log\")\n",
" if not fname: continue\n",
" res = parse_log(fname)\n",
" tab = np.array(res.tab)\n",
" if tab.size == 0: continue\n",
" # print(fname) \n",
" enc_time = tab[:, 1]\n",
" recons_err_compat = tab[:, -1]\n",
" pyplot.semilogy(\n",
" recons_err_compat, enc_time, \n",
" \"o:\" if q == \"lsq\" else \n",
" \"s-\" if q == \"rq\" else \n",
" \"^-\" if q == \"rq_lut\" else \n",
" \"*\" if q == \"opq\" else \">\", \n",
" color = f\"C{ci}\",\n",
" label=f\"{q}{sz} train {pp_time(res.training_time)}\")\n",
" ci += 1\n",
" \n",
" pyplot.title(dsname + \" 128 bits\")\n",
" pyplot.xlabel(\"reconstruction error\")\n",
" pyplot.ylabel(\"encoding time\")\n",
" pyplot.gcf().set_size_inches(11,7)\n",
" pyplot.legend()\n",
" pyplot.grid()\n",
" pyplot.show()\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "73a50470",
"metadata": {},
"source": [
"## recalls"
]
},
{
"cell_type": "code",
"execution_count": 92,
"id": "5e13bb24",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 128-bit options, recall\n",
"\n",
"# for dsname in \"sift1M\", \"deep1M\", \"bigann1M\": \n",
"for dsname in \"deep1M\", \"bigann1M\": \n",
" \n",
" for q in \"pq\", \"opq\", \"rq\", \"lsq\", \"rq_lut\": \n",
" for sz in \"16x8 12x10 10x12\".split(): \n",
" fname = find_latest_version(f\"logs/BQ.{dsname}.{q}.{sz}.c.log\")\n",
" if not fname: \n",
" continue\n",
" res = parse_log(fname)\n",
" tab = np.array(res.tab)\n",
" if tab.size == 0: continue\n",
" # print(fname) \n",
" enc_time = tab[:, 1]\n",
" recons_err_compat = tab[:, -2]\n",
" pyplot.semilogy(\n",
" recons_err_compat, enc_time, \n",
" \"o:\" if q == \"lsq\" else \n",
" \"s-\" if q == \"rq\" else \n",
" \"^-\" if q == \"rq_lut\" else \"*\", \n",
" label=f\"{q}{sz} train {pp_time(res.training_time)}\")\n",
" \n",
" pyplot.title(dsname + \" 128 bits\")\n",
" pyplot.xlabel(\"symmetric 1-recall @ 1\")\n",
" pyplot.ylabel(\"encoding time\")\n",
" pyplot.gcf().set_size_inches(11,7)\n",
" pyplot.legend()\n",
" pyplot.grid()\n",
" pyplot.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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