sampling-mesh-monitor/jupyter_notebooks/Traces.ipynb

1544 lines
2.2 MiB

{
"cells": [
{
"cell_type": "code",
"execution_count": 4,
"id": "c30b6a4f-cb8a-4da2-8939-beaa5420a8a8",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import math\n",
"import json\n",
"import statistics\n",
"from pathlib import Path\n",
"from scipy import interpolate\n",
"from matplotlib import pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "c8fbf52a-76df-4d5a-a50d-0e16d4a5921c",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"74lvc_mesh_new_p0.3mm\n",
"74lvc_mesh_new_p0.4mm\n",
"74lvc_mesh_new_p0.6mm\n",
"74lvc_mesh_new_p1.0mm\n",
"74lvc_mesh_p0.3mm\n",
"74lvc_mesh_p0.3mm_flip\n",
"74lvc_mesh_p0.3mm_term\n",
"74lvc_mesh_p0.4mm\n",
"74lvc_mesh_p0.6mm\n",
"74lvc_mesh_p1.0mm\n",
"74lvc_new2_mesh_p0.3mm\n",
"74lvc_new2_mesh_p0.4mm\n",
"74lvc_new2_mesh_p0.6mm\n",
"74lvc_new2_mesh_p1.0mm\n",
"74lvc_new2_open\n",
"74lvc_new_mesh_p0.3mm\n",
"74lvc_new_mesh_p0.3mm_flip\n",
"74lvc_new_mesh_p0.3mm_term\n",
"74lvc_new_open\n",
"74lvc_open\n",
"long_sample_a_bwd\n",
"long_sample_a_bwd_term\n",
"long_sample_a_bwd_term_short\n",
"long_sample_a_fwd\n",
"long_sample_a_fwd_term\n",
"long_sample_a_fwd_term_short\n",
"long_sample_a_mod_flip\n",
"long_sample_a_mod_flip_term\n",
"long_sample_a_mod_flip_term_short\n",
"long_sample_a_mod_fwd\n",
"long_sample_a_mod_fwd_term\n",
"long_sample_a_mod_fwd_term_short\n",
"long_sample_b_bwd\n",
"long_sample_b_bwd_term\n",
"long_sample_b_fwd\n",
"long_sample_b_fwd_term\n",
"long_sample_b_fwd_term_short\n",
"long_sample_b_post_2mod_1\n",
"long_sample_b_post_2mod_10\n",
"long_sample_b_post_2mod_2\n",
"long_sample_b_post_2mod_3\n",
"long_sample_b_post_2mod_4\n",
"long_sample_b_post_2mod_5\n",
"long_sample_b_post_2mod_6\n",
"long_sample_b_post_2mod_7\n",
"long_sample_b_post_2mod_8\n",
"long_sample_b_post_2mod_9\n",
"long_sample_b_post_2modb_1\n",
"long_sample_b_post_2modb_10\n",
"long_sample_b_post_2modb_2\n",
"long_sample_b_post_2modb_3\n",
"long_sample_b_post_2modb_4\n",
"long_sample_b_post_2modb_5\n",
"long_sample_b_post_2modb_6\n",
"long_sample_b_post_2modb_7\n",
"long_sample_b_post_2modb_8\n",
"long_sample_b_post_2modb_9\n",
"long_sample_b_post_demod2_1\n",
"long_sample_b_post_demod2_10\n",
"long_sample_b_post_demod2_2\n",
"long_sample_b_post_demod2_3\n",
"long_sample_b_post_demod2_4\n",
"long_sample_b_post_demod2_5\n",
"long_sample_b_post_demod2_6\n",
"long_sample_b_post_demod2_7\n",
"long_sample_b_post_demod2_8\n",
"long_sample_b_post_demod2_9\n",
"long_sample_b_post_demod_1\n",
"long_sample_b_post_demod_10\n",
"long_sample_b_post_demod_2\n",
"long_sample_b_post_demod_3\n",
"long_sample_b_post_demod_4\n",
"long_sample_b_post_demod_5\n",
"long_sample_b_post_demod_6\n",
"long_sample_b_post_demod_7\n",
"long_sample_b_post_demod_8\n",
"long_sample_b_post_demod_9\n",
"long_sample_b_post_mod_1\n",
"long_sample_b_post_mod_10\n",
"long_sample_b_post_mod_2\n",
"long_sample_b_post_mod_3\n",
"long_sample_b_post_mod_4\n",
"long_sample_b_post_mod_5\n",
"long_sample_b_post_mod_6\n",
"long_sample_b_post_mod_7\n",
"long_sample_b_post_mod_8\n",
"long_sample_b_post_mod_9\n",
"long_sample_b_pre_mod_1\n",
"long_sample_b_pre_mod_10\n",
"long_sample_b_pre_mod_2\n",
"long_sample_b_pre_mod_3\n",
"long_sample_b_pre_mod_4\n",
"long_sample_b_pre_mod_5\n",
"long_sample_b_pre_mod_6\n",
"long_sample_b_pre_mod_7\n",
"long_sample_b_pre_mod_8\n",
"long_sample_b_pre_mod_9\n",
"long_sample_bwd_term_short\n",
"long_sample_fwd_term_short\n",
"max3748_mesh_p0.3mm\n",
"max3748_mesh_p0.3mm_flip\n",
"max3748_mesh_p0.3mm_term\n",
"max3748_mesh_p0.4mm\n",
"max3748_mesh_p0.6mm\n",
"max3748_mesh_p1.0mm\n",
"max3748_open\n",
"pi3hdx_clipline_offset_a_mesh_p0.3mm\n",
"pi3hdx_clipline_offset_a_mesh_p0.3mm_flip\n",
"pi3hdx_clipline_offset_a_mesh_p0.3mm_term\n",
"pi3hdx_clipline_offset_a_mesh_p0.4mm\n",
"pi3hdx_clipline_offset_a_mesh_p0.6mm\n",
"pi3hdx_clipline_offset_a_mesh_p1.0mm\n",
"pi3hdx_clipline_offset_a_mesh_p1.0mm_manip_scope_probe_a\n",
"pi3hdx_clipline_offset_a_mesh_p1.0mm_manip_scope_probe_b\n",
"pi3hdx_clipline_offset_a_mesh_p1.0mm_manip_scope_probe_none\n",
"pi3hdx_clipline_offset_a_mesh_p1.0mm_manip_short\n",
"pi3hdx_clipline_offset_a_open\n",
"pi3hdx_clipline_offset_b_mesh_p0.3mm\n",
"pi3hdx_clipline_offset_b_mesh_p0.3mm_flip\n",
"pi3hdx_clipline_offset_b_mesh_p0.3mm_term\n",
"pi3hdx_clipline_offset_b_mesh_p0.4mm\n",
"pi3hdx_clipline_offset_b_mesh_p0.6mm\n",
"pi3hdx_clipline_offset_b_mesh_p1.0mm\n",
"pi3hdx_clipline_offset_b_mesh_p1.0mm_manip_short\n",
"pi3hdx_clipline_offset_b_open\n",
"pi3hdx_clipline_risetime\n",
"pi3hdx_clipline_risetime_new\n",
"pi3hdx_manip_test2_baseline\n",
"pi3hdx_manip_test2_baseline2\n",
"pi3hdx_manip_test2_open\n",
"pi3hdx_manip_test2_scope_probe\n",
"pi3hdx_manip_test2_short\n",
"pi3hdx_manip_test_baseline\n",
"pi3hdx_manip_test_baseline2\n",
"pi3hdx_manip_test_baseline3\n",
"pi3hdx_manip_test_open\n",
"pi3hdx_manip_test_scope_probe\n",
"pi3hdx_manip_test_scope_probe2\n",
"pi3hdx_manip_test_short\n",
"run2_74lvc_mesh_p0.3mm\n",
"run2_74lvc_mesh_p0.4mm\n",
"run2_74lvc_mesh_p0.6mm\n",
"run2_74lvc_mesh_p1.0mm\n",
"run2_74lvc_open\n",
"run3_74lvc_manip_baseline1\n",
"run3_74lvc_manip_baseline2\n",
"run3_74lvc_manip_baseline3\n",
"run3_74lvc_manip_baseline4\n",
"run3_74lvc_manip_cut\n",
"run3_74lvc_manip_probe1a\n",
"run3_74lvc_manip_probe1b\n",
"run3_74lvc_manip_probe2a\n",
"run3_74lvc_manip_probe2b\n",
"run3_74lvc_manip_probe3a\n",
"run3_74lvc_manip_probe3b\n",
"run3_74lvc_manip_short1\n",
"run3_74lvc_manip_short2\n",
"run3_74lvc_manip_short3\n",
"run3_74lvc_mesh_p0.3mm\n",
"run3_74lvc_mesh_p0.4mm\n",
"run3_74lvc_mesh_p0.6mm\n",
"run3_74lvc_mesh_p1.0mm\n",
"run3_74lvc_open\n",
"run3_max3748_mesh_p0.3mm\n",
"run3_max3748_mesh_p0.4mm\n",
"run3_max3748_mesh_p0.6mm\n",
"run3_max3748_mesh_p1.0mm\n",
"run3_max3748_open\n",
"run3_pi3hdx_manip_baseline1\n",
"run3_pi3hdx_manip_baseline2\n",
"run3_pi3hdx_manip_baseline3\n",
"run3_pi3hdx_manip_baseline4\n",
"run3_pi3hdx_manip_cut\n",
"run3_pi3hdx_manip_probe1a\n",
"run3_pi3hdx_manip_probe1b\n",
"run3_pi3hdx_manip_probe2a\n",
"run3_pi3hdx_manip_probe2b\n",
"run3_pi3hdx_manip_probe3a\n",
"run3_pi3hdx_manip_probe3b\n",
"run3_pi3hdx_manip_short1\n",
"run3_pi3hdx_manip_short2\n",
"run3_pi3hdx_manip_short3\n",
"run3_pi3hdx_mesh_p0.3mm\n",
"run3_pi3hdx_mesh_p0.4mm\n",
"run3_pi3hdx_mesh_p0.6mm\n",
"run3_pi3hdx_mesh_p04mm\n",
"run3_pi3hdx_mesh_p1.0mm\n",
"run3_pi3hdx_open\n",
"run3_tdp0604_mesh_p0.3mm\n",
"run3_tdp0604_mesh_p0.4mm\n",
"run3_tdp0604_mesh_p0.6mm\n",
"run3_tdp0604_mesh_p1.0mm\n",
"run3_tdp0604_open\n",
"run4_pi3hdx_manip_baseline1\n",
"run4_pi3hdx_manip_baseline2\n",
"run4_pi3hdx_manip_baseline3\n",
"run4_pi3hdx_manip_baseline4\n",
"run4_pi3hdx_manip_probe1a\n",
"run4_pi3hdx_manip_probe1b\n",
"run4_pi3hdx_manip_probe2a\n",
"run4_pi3hdx_manip_probe2b\n",
"run4_pi3hdx_manip_probe3a\n",
"run4_pi3hdx_manip_probe3b\n",
"tdp0604_mesh_p0.3mm\n",
"tdp0604_mesh_p0.3mm_flip\n",
"tdp0604_mesh_p0.3mm_term\n",
"tdp0604_mesh_p0.4mm\n",
"tdp0604_mesh_p0.6mm\n",
"tdp0604_mesh_p1.0mm\n",
"tdp0604_new_avg_flip_mesh_p0.3mm\n",
"tdp0604_new_avg_flip_mesh_p0.4mm\n",
"tdp0604_new_avg_flip_mesh_p0.6mm\n",
"tdp0604_new_avg_flip_mesh_p1.0mm\n",
"tdp0604_new_avg_mesh_p0.3mm\n",
"tdp0604_new_avg_mesh_p0.4mm\n",
"tdp0604_new_avg_mesh_p0.6mm\n",
"tdp0604_new_avg_mesh_p1.0mm\n",
"tdp0604_new_avg_term_flip_mesh_1.0mm_open\n",
"tdp0604_new_avg_term_flip_mesh_1.0mm_open_fix\n",
"tdp0604_new_avg_term_flip_mesh_1.0mm_open_fix_finished\n",
"tdp0604_new_avg_term_flip_mesh_1.0mm_open_fix_wire\n",
"tdp0604_new_avg_term_flip_mesh_1.0mm_probe_a\n",
"tdp0604_new_avg_term_flip_mesh_1.0mm_probe_b\n",
"tdp0604_new_avg_term_flip_mesh_1.0mm_probe_no\n",
"tdp0604_new_avg_term_flip_mesh_1.0mm_short\n",
"tdp0604_new_avg_term_flip_mesh_p0.3mm\n",
"tdp0604_new_avg_term_flip_mesh_p0.4mm\n",
"tdp0604_new_avg_term_flip_mesh_p0.6mm\n",
"tdp0604_new_avg_term_flip_mesh_p1.0mm\n",
"tdp0604_new_avg_term_flip_open\n",
"tdp0604_new_mesh_p0.3mm\n",
"tdp0604_new_mesh_p0.4mm\n",
"tdp0604_new_mesh_p0.6mm\n",
"tdp0604_new_mesh_p1.0mm\n",
"tdp0604_new_open\n",
"tdp0604_open\n",
"works\n"
]
}
],
"source": [
"meas = {}\n",
"for f in Path('../data').glob('*.json'):\n",
" d = json.loads(f.read_bytes())\n",
" d['adc1'] = np.array(d['adc1'])\n",
" d['adc2'] = np.array(d['adc2'])\n",
" d['var1'] = np.array(d['var1'])\n",
" d['var2'] = np.array(d['var2'])\n",
" meas[d['meta']] = d\n",
"\n",
"for n in sorted(meas):\n",
" print(n)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "f6038e2f-53b9-41a0-ab7c-e5ba72c05e4f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'mesh_flip': False,\n",
" 'mesh_flip_n': True,\n",
" 'rf_term': False,\n",
" 'rf_term_short': False,\n",
" 'sampling_phase_var': '6',\n",
" 'sampling_width': '2',\n",
" 'stimulus_offset': '104',\n",
" 'oversampling': '256'}"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"meas['tdp0604_new_avg_mesh_p0.3mm']['settings']"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "d70ba947-0154-483b-ad2a-86ece294e5be",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x300 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x300 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x150 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1383x1125 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1430x1208 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1424x1026 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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t2rXzLLNlyxZGjBgBQFZWFs2aNeOzzz7DxsYGgI8++oj58+djMBiwtbVl2rRp1K9f/6Ztmc1mzp07h5OTE4qi3Mr+aWhoaNxRVFUlOTkZX19fdLryaz/Qrq8aGhr3GsW+vqolpFWrVuq8efNUVVXV7777Tm3UqNFNy6SmpqpGo1FVVVXNzs5Wu3fvrk6dOlVVVVWNjo5WAwIC1OTkZFVVVfWbb75R69evn++2YmNjVUB7aA/toT3uuUdsbGxJL693FO36qj20h/a4Vx9FXV9LZLm9dOkSu3btYu3atQD06NGDkSNHEhMTQ1BQUM5y9vb2OX8bjUbS09PzKOysrCxSU1NxdHQkISEBPz+/fLfn5OQEQGxsLM7OziUZqoaGhsZdISkpCX9//5zrV3nlTlxfjx6FMWPggw/gulsEAGfOnOHpkBC+0elw+eor6NKlTMagoaFx/1Dc62uJxG1sbCy+vr4YDPIxRVEICAjg9OnTecQtQExMDN26dePYsWN06tSJYcOGARAeHs4LL7xA5cqVcXd3x8bGhj///DPf7RXmKrOxsckJc9DQ0NAob5R3V79lfM7OzmUmbitXBisrSE+HGzfh6upKhk6HvU4n29cMGBoaGsWkqOtriQPCblyhqqr5LhcUFER0dDQXLlwgMzOTFStWAHDq1ClWrVrF8ePHOXPmDM8//zyPPfZYodv09/fHxcUlz+P9998v6dDvCKqq8u2337Jz5867PRQNDQ2Nu4qbGxgMcOnSze8ZDAZMqoq12Qznzt35wWloaNy3lMhy6+/vz5kzZzCZTBgMBlRVJTY2loCAgAI/4+joSJ8+fVi4cCF9+vThu+++IzQ0FB8fHwAGDRrE6NGjyc7ORq/X57uO/Nxm5dVqu3r1ahYsWIBOp2PkyJG0a9fubg9JQ0ND466gKFChAly+fPN7BoMBo6Jgpapw8eKdH5yGhsZ9S4kst15eXkRGRrJgwQIAli9fTlBQ0E0hCcePHycrKwuQmNsVK1YQFhYGQHBwMJs2bSIlJQUQMVirVq0ChS3kus2uf5RHcXv48GHmzp1Lly5daN++PZ999hkrV66828PS0NDQuGt4eRVsub2g17PZzg4eeujOD0xDQ+O+pcSlwGbNmsXAgQOZOHEizs7OfPXVVwAMGTKELl260KVLFzZs2MCnn36KXq/HZDLRunVr3nzzTQC6d+/O9u3bqVevHjY2Njg5OeWI5XuZtLQ0Jk+eTLVq1Rg0aBB6vR47OzvmzZtHRETETRMADQ0Njf8CXl4QE3Pz6waDARPXQttMpjs9LA0NjfsYRS0oaLYckJSUhIuLC4mJieW+WsJff/3FBx98wMyZs1m71gcvL2jTxsRzz43E1dWV999/v9wnmGhoaNw+98p1606Nc8kS+PFHuNGGYTQa8XF0JMZkwmn0aJgypczGoKGhcX9Q3OtW+a0wfo+xd+9efH0rsXq1D99/D7NmwXPPGWjV6nn279/Phg0b7vYQNTQ0NO44FSpAYiIYjXlfNxgMZFpibuPj787gNDQ07ks0cVtK7Nu3D1Xtypo10L9/Ch9+mIWbGyxdWoPQ0IeYO3cumZmZd3uYGhoaGncULy95vjGpTKfTYbbUP79R+WpoaGjcBpq4LQY7d+5kzJgxBb4fHx/P0aNG9u9vSNu28Sxd+iSzZr3K888nXkum6E98fDLR0dF3btAaGhoa5QCLuM0vqUyn12MG0Cb+GhoapYgmbovBqVOn2Lt3L4mJifm+v3fvXhISquHubs/Bg2/h5ubGlStXGDPmJfr3v0h8vCOpqZJIp6GhofFfwsNDSoLlJ24VRRFxq1luNTQ0ShFN3BaDy5cNXLxYn9OnT+f7/t69e4FIMjN3EBd3kbFjx/LRRx9hMBj48ssx9O5tIiHhAf7883CBTS80NDQ07kcMBhG4+VpudTquKgp4et75gWloaNy3aOK2GBw65Mrp0x04ceJsvu/v3n2AtLRArl79g1GjRuHv74+Xlxdjxozh8uXLwE+4u7sSE+PJiRMn7uzgNTQ0NO4yXl75N3LQ6XSkKYooYA0NDY1SQhO3xcBkUlFVhb17425679KlSxw/bkt2tg4/v8s0b9485z0/Pz8efPBBVq5cRESENWlptbTQBA0Njf8cBTVy0Ov12JrNWocyDQ2NUkUTt8UgOTmdrCwjR46k3fTevn37SEoKRq+/SpMmATfVsu3Xrx9ms5m0tE0oSjhbtuy8U8PW0NDQKBcUJG51Oh0OkP+bGhoaGreIJm6LwdmzF0hNTePEiZuTHvbv34/JVAe9/l/q1o286X0XFxceffRRTpz4DltbF3bvziQhIeEOjFpDQ+N+4ujRozRp0oTq1avToEEDDhw4cNMyW7ZsISIigoiICEJCQhg+fHi5KEFYoQJcuXJzIzK9Xs8FgKpV78awNDQ07lM0cVsMjEYzAJcuWZGcnJznvT17TpGW5oWz83EiI28WtwAdOnTAxuYCTk6ZJCZWY8eOHWU+Zo07g6rCTz/BE09Ajx7QvTvMmKF1E9UofYYPH86wYcM4cuQIr7zyCoMHD75pmfDwcLZv3050dDT79u3j8uXLzJo16y6MNi8BAfJbOXMm7+s6nQ6TokB29t0ZmIaGxn2JJm6LQXa2lKxJSXHLUzEhJSWFAwdsMJvNhIRk4e7uLm8cOwY7dsC5c5CdjZOTE7Vr18LO7hAQxc6dWmjC/cDlyzB+PHz+OURFwcCB0KsXrFsH774L6el3e4Qa9wuXLl1i165dPP744wD06NGDkydPEhMTk2c5e3t7rKysAGlvm56ejk539y/zgYHyfPJk3tcNBgPOqop67NidH1RZoqqQkXG3R6Gh8Z9FS1EtBllZKjqdjowMD06fjiUkJASAw4cPk5wcgMFwlsaNa8vCBw/Ca6+BWay91K4NkybRoEEDtm37E0V5iq1bT2A2m8vFTUej5CQmwnffwZo14OwsAjcqKvf9kBCYOBHeegvef19LBNe4fWJjY/H19cVw7WRSFIWAgABOnz5NUFBQnmVjYmLo1q0bx44do1OnTgwbNqzQdSclJd30mo2NDTY2NqU2fgcHibu9QYuj1+u5AgS5uKDk98F7jfh4WLsWNm6ERo1gwABITRVVHxp6t0enofGfQVNXxcA3LoHwzEzAmv37c+vZHDp0iLQ0P2xtY3JDErKyoH59mDMHnnsODhyALVto0KABtraHsbbWce6cD0ePHr0r+6Jxe5w8CaNGiXW2d2+YOTOvsAUID4d33oGjR2HhwrszTo37jxuTVQuqmR0UFER0dDQXLlwgMzOTFStWFLpef39/XFxc8jzef//9Uhu3hcqVb7bc6vV61ut0mNu0KfXt3XH+/VcuDsuXQ7Vq0KqVvL56NbzxBixenGv00NDQKFM0m1Ix8ExKI0VJxKA6cehQSs7r+/Ydw2jsjK/vTkJq1xZXVFiYPAAqVoQNG2DhQvymTaNSJVeysy9w/nwtdu3aRY0aNe7ODmncEgcOiGj19oZx48DNreBla9SAxx+Hr7+GyMjcU+J6srMhKanw9WhogAjQM2fOYDKZMBgMqKpKbGwsAQEBBX7G0dGRPn36sHDhQvr06VPgcrGxsTg7O+d5rTStthYqV4Zff837mpWVFbZmM+bz50t9e3eUCxdg7Fhx27z2Gjg55b736KNyb1i8WNT9a6+B5rXT0ChTNHFbDFJ11rjrLmJr9uT4cck8VlWV3btTUFWFsDBrrA8fhpUr5cJlbZ374ccfh5deQtm0iQYNGnD8+D9AK7Zvn0ffvn3vyv5olIwLF+D778VaW7Om3MPs7Yv+XI8eEB0NkydDw4bg7y+CNjFR3LOHDklYnr+/vN+kiSSNK/eFf1ajNPHy8iIyMpIFCxYwcOBAli9fTlBQ0E0hCcePHycgIAArKyuMRiMrVqwgLL+Z1XU4OzvfJG7LgqAguHpVzn8XF3nNysqKhwDDihUwfXqZj6HM8PYW62xUFOj1ed/T6aBvXwgOhvfekxnvwIF3ZZgaGv8VtOljMUhRrDCQhafhAhcu6ElNTSU2NpYrVzyANKKiKsqCOh1cS+bIoUYNqFcPli+nQf36KMouDAZHdu3KuKnygkb544cfYNgw2LRJDDDjxxdP2IKI1BdfhAYN4MQJWLQIVqyA7dvlNOndG15+GapXF4vWCy/AkCEiojU0bmTWrFnMmjWL6tWrM2nSJL788ksAhgwZwqpVqwDYsGEDkZGRhIeHExkZScWKFXnzzTfv5rBzqFxZnq8PTTAYDJgA9V6tlrB6tTxAfug3CtvradgQBg8GS+KxhoZGmaFZbotBtlnBoKj4Gi6wN8WHtWvX4uDgQHKyD3Z2sdSoUT1vOMKNDBsGNjaEODnh7p5IRkYmCQnB7Nmzh2bNmt3ZndEoNj/9JKHT3bqJAf5WPLVubvDss4Uv06KFWHT//VdE7mefyTzpfghD1Cg9atSowZYtW256fc6cOTl/Dx48ON8SYeUBb2/5DZ08CRER8pqVlRUmuDdLgf3yC8yeLfX/ikvXrrl/L14sMUs1axa8vNks7p3izqg1NDQATdwWi6P2zsRYmXH0TcH2ajXmzp2Ag4MjRuMI3Nx2UNO3ofiYq1cHo1FMcGazzORbtxZ/HGCVmUmd0BCSko6QnBzBzp07NXFbTvntNynx9fDD8OSTZR8qoNdLIlpYmGSWT50qz40ale12NTTuFDqdXAqvt9xaW1uTxT1ouf3zT/jf/6BTJxg0qOSfT0+Hv/4Sd07fvvK4/iJz9Ch8+qmUk2zeXFxAGhp3mxMnYNs2cHSEWrXkB12Yt6Iw4uOl3FAZlRPSxG0xMKo6sm101A7Uk5rmxciRrzNjxlzMZhe8vRPwOHJELnSLFsmX3qWLZB9t2CBlYSyxZM8+S8u6dfkt428UZRibN3/H6NHqTVnQpUlmZiYGgwH9rZ6A/0G+/x7mzoX27WHo0DsbA6soMGKEVA/64AOJ161W7c5tX0OjLKlcWewAFnIst/dSFYHoaPjkE3jgARg+/NYuEHZ20u3lu+/gm2/EKDJggKzr338lc9XfX9YfHCyf+esvafPWpcutC4o7RXq6xF8dOACnTkFaGnToAG3b5s1JKc+oKmRmgq1t6awL5Pv97Tc5hywTlhdfhJQU+U6trMS9YTBAcrI8atWC558vm+NmMsk5lZgos8/MTNi5U3RMjx7SFnvoUHj7bXG3/P47rF8vy5lMMk5/f/Dxkd+w0SgVQzw9JbY8IQFGj5ZtxcfLdmJj4e+/YetWyVFq3Lj09wtN3BaL2gnJVDNepfXpg7yY3hZowjPPRDJyZAx16zqi7NolLXjWrRMf9oMPyiMlBUaOhGXL5CLVvTvBQUE4rP+AtDQrTp3y4Pjx41Qtg9aTMTExLF68mM2bNwNga2tL//79efjhh0t9W/cLqgrz5om47dVLuo7djeQunU6uZa+/Lvknn36qVVTQuD8ICpJ7o+W+aGNjw79ApLPzvXMzCg4WS2vPnrd3gVAUCeS3sZH4p8aNJaP0s8/ECzh2bF5hdfo0fPutHMDhwwsOg7ubnDkj9Q+3bROh4+cnX7qzs9RNXLRIkg0eeqh8FgBfuxb27RNRd/q03MNr1pSybl5eItKbNZOL9IULUvrT319uHqoq3+mpUzKDs7eX72/fPti8WeKtmzSR79vOLnebDRuKNcNkkvUZjfK3v7+s4+pVEbapqeJOfOQROQdNJhHEJT0HExPFNRgbCxcv5gpvC05Ool9Avrfhw+V7BOjXTzwV2dnSrOr4cTlOFy7I92lrK8IX5DOWzNH4eJm8WQgIENFchudwOTy7yh82WSpOJiOVg8AtYzvTp9fC19cWs/kcEaH+ooYCA2UG3qlT7gzL0REmTJBgM0WBnj3xV1U8PKxR1TjOnavF9u3bS13cfv/998ydO5eKFSsybNgwbG1tOXDgALNnz8bFxYUWLVqU6vbuF5Yvl69y2DAJR7ibWFlJ8vXzz0tDiIkTb85V1NC416hcWe7JZ86I5rG2tsYI90bMrapK7T4XFxFopUXXriKcvL1FrLzzjiSd3Wipe+wxiVOaNQvGjJHZd69e5aO8SmamuLt++UWsdo8/Dk2byn5ZOH9eLNVffCEJDf37y/7cifGbTCLqEhLkGFesKMf32DGxwo8cKU02Ll4US6anJ9StK9/1tm1yzC3ehagoiRmbNg1cXSUrOCZGso1tbSWU5Hrc3GQ/fX3l/2bN5GHh0UeLtw9ZWRAXl9vbfeFC+PlnWa+Li4jirCwZp6rKse/VS4TwL7/AkSNiRXVwkPcbN5bPenvLfljEub9/rmfA1hY6dswdgyX2W6+XBlW1axc83tat835u7FgRy35+eUvllRGauC0GcQYbUnV6dC1bUDF1GQ8/3JPvvtNhY3OKOlbO4oLJyJAahzdekCwznthYcHZG+ftvehgMfKHbg6JEsW3bnFItCXb69Gm+/vprunTpwsCBg7hwwUDFitC2bVvMZjOffvoprq6uRZYH+q/xzz/iRend++4LWwvu7iJwX3kFfvyxZHkrGhrlEUtZXou4tbGxwRswJCbm3lzLK8uXS/mUmTNFIJQm17tmvb0LXq5KFYlVWrxYRFf37uVj1jt/vliUBw7Ma+C5Hh8fEVedO8OXX8qM3c9P3N8tWtye291kku6gsbEiLuPiZCKSlJRbf+5GFEUE4YkTEuPs6yuVjfr3F2ut5Vy0eGGNRhFplszi4cNzLZP29iJYLeElBoOEHuzdK+I2O1tuMjExIiQtArRaNRF8xcHVVVpeWmjQQM7DM2fEqmtvL9u1CNPz53MnjXZ28lBVWWbcuJId39vF1lYs1HeQEovbo0ePMmDAAK5cuYKrqyvz58+n9g3qfcuWLYwYMQKArKwsmjVrxmeffZZTGPz06dM888wzHDlyBEVReOaZZxg1alQp7E7ZYDbrMChmKiUn42bMxNHxB3r3rsrSpb9T+WpLmYWcPVtwentmJrz0kvyoU1NpcOECn2Vsxta2HdHRycTHx+NeCuVhVFVl+vTpVKxYkf79B/DllwbWrJHzKiJCoUePUVy9epV33nmHsWPHEmFJWf6PExMDH30k95fHHrvbo8lLjRoSprZ8uXjySiP8S0PjbuHgIB5dSxVEOzs7SSgDueGX11jS9HQJCXjwwdIXtiVFUcQ93KuXCNvDh+XZEpt7pzlwQGbfQ4dKPHBRWOr9HjwoIXtTp0o8WPv2YiAKCIAKFQqe6MTHixXy7FkRrhcuwJ49YmCyWGU9PXOthO7u8nBzE4FoMonwi4uTMJAKFWRdhw9L2+TffhMhXrMmVKok7x07Jieul5e8Fhoq4zx4UD6XmipC8ty53Lgbd3exbJrNIqC3bhWxfT2KIsv06CGdTUtCrVryKA4tW8rjP0SJxe3w4cMZNmwYAwcOZNmyZQwePPim8jTh4eFs374dKysrzGYzPXv2ZNasWYwePRpVVenevTuvvfYavXr1QlVVLl68WGo7VBZ4Z5pw06Xh9tNfPBsYyNuLF+Pu7k5wsCM2hw/Lj+PEiZv7sFqwsYF27cSFMHIknt9/T6DuGCdsIDk5mJ07d9KuXbvbHufPP//MwYMHmTRpEsuWWbNmTW6Yy4YN8MYbBoYNG4tON5G3336b1157jYZ3eDZV3sjIEEOIt7eEAJRHw1Hv3hLH/+OPEuanoXGvoiiiDVOuNXq0trbmLGC0s8O6vApbkELXmZl5S3ndbSwW2xUrYMsWieesXVsEz53qBmM0SoxwzZpivCkJtWrBm2+KePz5Z3GdL1sm79nbSwyLv7+E9xkMUmbj6FERt5Zl3NzAw0OEfr16Eh5Y1HmkqiJg9+2THBmDQQRrgwYSTrF7t1jFjx2T50qVoE4dOZ6XL0sy1MqVuevz8BDRrNeLoB08WErf+Pnd/B1kZEhohMEgAnjvXvjjD3j3XXjqqbwhABq3RYnE7aVLl9i1axdr164FoEePHowcOZKYmJg8nXLsr6vJZzQaSU9PR3et3eBvv/2GnZ0dvXr1AqRfundhbphyQJpiQK8T8349Hx+e6t2bWbNmUa9WLQkU79JFTGyWEIT8ePhhWLUKLl/GxsmJRomJxDmcIiurPtu2bb1tcZuVlcWCBQto3749586FsGSJCNvOnTOwsbGhSxeFzz+HGTOs6dPnTWxtP+T9999nxowZVKpU6ba2fS8zc6Zcr6ZMKb9WUS8vMWqsWCHXPq3kpca9jKOjGLpA7hWZgGIyle+whPXrRbB4et7tkdzMyy/DmjVSTWH+fIm7HD++YGNLabJsmcSpjhkjls2rVyXJyMpKXPbp6bJcYRbGSpWke83gwRLvevq0CNnjx0XMpqbKxCIgQOI4q1cXd76Hx62dLz/8IEL62WdvTmpTFIm1rVu38HVYEs6Cgkp2Ttja5g078fYWw9cXX0iy2IULYs24296B+4ASidvY2Fh8fX0xXDshFEUhICCA06dP39QGMiYmhm7dunHs2DE6derEsGHDADhw4AAVKlSgT58+HD58mKCgID7++GOCC3GpJN1oykditcqi/3l+pGPFZVcniXc6e5ZOnTpRtWpVKp4+LbO4Tp3EjVEYFStKgP1PP0F4OA02bWJZ+j9kZ3dn1645OT3jb5Vt27aRnJxMu3bdeecdaNgwhZMnP6dXrz+xtbXF29ubxx9/Ag+PBixdqufTT1/gyJGn+Oqrr3jjjTduebv3Mn/8IRP4554rfF5SHnj0USnGsXp16eayaGjcaRwdcy23tra2OAI2KSkSL2kJyi1PGI0SD9q+/d0eSf4YDGJR7tpVrIH794t7H3JLrXTqJB7G0iQ9XYRiRERuxv22bTe3UQ4LkzCEK1fg44/FGuvsLKI2LExEKoiwrFBBHmUlzLdtk8S3nj3lfpyRcWtWDS+vvMlyt4OiSEiHhwcsWCBW7PbtpUJDlSrld8JXzimxmrqxJqt6YxmJawQFBREdHU1KSgqPP/44K1asoE+fPmRlZbF+/Xq2bt1KSEgIs2fPpk+fPmzbtq3Abfr7+9/02rhx4xg/fnxJh39LWKkKJmu9lMD44ANISaFGjRrignj8cQlJ8PDIDYi/ljyWE2xuoXt3UVOVKhG8fj027ECv78OVK56cPHmSardR0PS3336jRo0abN7sx4ULV0hJeREXFzNDhgzBbDazY8cOJk+exFtvvcsff4SwaJE1TzzxBJ988gkHDx6kVnFjd+4TUlJkstyixb3RCczDQ653q1aJJ+0Ozes0NEqd68MS7O3t2QVc9fCgQnl1SVhbi9v4XsBgEAsziOB0dxer7vLlEusaESHC7sZsdVUVS2RgoPw/dqyI5AoVZH2+vtJMwtNTrLUrVsh9LyZG3OwW62uzZiJMLdUJrK3lPZAv3c5OYlSTknKrEsydKwLuzz/FyhAQUPwyYVlZEkaQnCxluoxGiX3t0kVE65w5sh8WAb18uSQ29e8vx+XLLyWkwsNDxla7tohKk0nGaEnEuhXMZgmhOHlSjquXl4xl40YZZ2ambCMwUEr0PPKI/Dj27RPL8rffyvf0yCO5791pYmPFSl29ev7nTHa2PBTl5oRAk0ms7hkZ8r+1tUy0rq/5W4aUSNz6+/tz5syZHCujqqrExsYSUMhs29HRkT59+rBw4UL69OlDYGAgkZGRhFybWT7++OOMGDGC7OzsAhsNxMbG4nxDRuGdstoC2GUrVEy9dqJb6rtFRMgP38kJPvxQynJYW8OFC6jPPYei00mQeLduuTPD6tXlEReH8+zZ1Es5zXpdCikp1Th06NAti9v4+Hh27NhBnz7PsXSpmezs74iKCubll1/OCRHp3Lkz48ePZ9Kkd+nRYwpff+1Nly4PEBy8knnz5jF58uQybSZR3liyRK6L5bRTab507y6T+nXrSh7epqFRXnB0zE0os7e35xhw1dWVCuWxuL/ZLGKjTh1xu99LKIrEpvXqJYX5t20TAXktJJDZsyXGSVVFcF28KGLPy0tm/A0bSjxsdLQkbQQHixgNDpYwu7lzRUSOHCnHB0SAWUTYjeGGQUHw1lu5/ycminBSFBFBH38sx9tgkLCAnj0lnEFV5YRxcsoVRBaBZDJJzK9FSFtbS+xrVJRYPatWFXEVFyfCMj1dMnQVRfZPVaVpRlycvGdnJ+L23Dl45hlZLipKLrg1asjJazaLBkhJkbFaWYmwDguTv+fMkXDFuLjc8mFPPSXW86tXRdzb2MhYnZ1zLcDnzkljD8v+ZWWJMF6xQhIuKlSQ49yunRzL689HS+Ho4nD5shzvoCAJg5g2TcZ99aoc54oVpZJFZqa4NY1G+ZyXl+zPtGlyHN59Vxp1WKhUSYx9zZqJFeaLL/JuNzJSytylpYmlukoVmWSUUZeiEolbLy8vIiMjWbBgAQMHDmT58uUEBQXdFJJw/PhxAgICsLKywmg0smLFipzSUw899BCvvvoqZ8+epVKlSvzyyy+EhoYW2kHL2dn5JnF7R1H1OGal59axmz9fOnasWiXZkjVr5tSOy5o2jR0HDpARFcUD336LsnWr1NGznIiJibBjB7rgYFodP87vSXtRlHAOH95+yw0W/vjjD6ysrDh5shlpaRdwcFjHoEFTsL96VdwcaWlY1azJG2+8weuvv85PP71B5cozmTfPmv79BzJ+/Fts27btP5NcduaMXCsee0wMG/cKFSuK8eT77yVpuzzWQNfQKApHR0lWB6mW4AC4Xb4she8bNLirY7uJgwfFivnRRyJu7kXs7eXC0bx57muqKvekH34QMdi0qbixLBbOVq0KXl/duiKCbG2l00zlyrc2LheXXO+mg4NYKmNipBLCL7+IeJo/X4TXwIEy5ooVRcilpYnI8vCQGrSWrl438sAD8khNFUH17LO5WbkVKohIz+++6+kpQvzKFRnL+PEitD/4QARefu2Q58yR8Xl7S2UCLy9ZT2BgbkjIjTVur8fXV+7XV66IxdfRUSyd1tYicD/5RKzm48bJ8fL2FouHm5uI6QsXcsX81avQp49YfE+cECu1nZ1MVE6dyhWaqppbI9dinbVYYm1tYdIk2daRI/K560uNdeki541eL0L8xIncbkOWWsCOjrluRouGs7KSY378eJm6IEt8e5w1axYDBw5k4sSJODs789VXXwEwZMgQunTpQpcuXdiwYQOffvoper0ek8lE69atefPNNwFwcHDgf//7H506dUJVVVxdXVm0aFHp7lUpoqoqCnqcMlLliwsLk8D92bPFHZKWJt1qAP7+m9gffmCltzcHk5I4FxFBv927Udauze34ERsrMUktW1Lt7Fmy4naQkTGQf/9ddsvj++233wgNbc3WrVYYDMtp2jiSgJ075Yfi6Cg/uEqVcHBw4M033+S5557DZJrFyZMjOX06krCwMBYsWECDBg3+E9bbL7+Ua055SnwuLj17SnfDv/4q/P6joVFeuT7m1sHBAUfALTERdu0qf+J2714Z8P3WA1tRJIygf38RuSWZKauqiK3IyFsXtvlhayuGopo1RfycO5fr6n7jDZkRXbwo4sjVNdfdXRx3/cqVYoksbsKCvX1uaa4HHxRLrcWCaTCIsHZwECGYlSXC0WIpuVW3mqLkCv4qVfK+Z0m4O3xYXHf794uY3L9fjtuZM2IFP3VKhGW3brnW9ORkGX9ysuiX3r1zE+Z8fKSQekFYzntLA4rrKayUaKVKueEoN2JtnauZypASi9saNWrcVPoLYM6cOTl/Dx48mMGF+Hs7dOhAhw4dSrrpu0J2djZmVY9ByQbna/EiHTuKe+eVV6SUSWQkpKdzeeJENplMtH3jDdrrdEydOpWq9vY0XLBAZs0ODvLDtbcHb29cv/oKt15Pk5iocvSoLYmJibjcGKdbBEeOHCE2NhZv71dJS7uCjc0fDCFS6gZ27SpuAsvsKCODCt98wxsDBvD69Ol4e9fn668b8cwzA5k69QX+/vtvmhU0q7xP2L4dduwQg0N59IIWRVCQXLuWLRODxH9gLqJxn+HgkFstwdbWlqtcq3ObkHD3BlUQe/bcmyEJxeVWLoJ794qwKss4ZEXJK47q1bu99fn63rqrTlFuntzc4K2+IyhKrvi/EVUV4b9pEyxdKq5JJycZZ3i41BL+j3Gf/mJLj+zsbDIwgB4RiefOSdvDyZPlwtCgAVStStpffxG7dy9xXbvStm1b2rRpw8CBA/ksIYG0+HhpOwgy64uMhOhoHBwdaVDXHyurSyQlBXPkyJESj+/nn3/Gw8OHQ4cCUNX1NK9VmYq7domoHTw4r9k/KwvOnSPEy4snnniCc+cmY2V1hdWrqxEZWZ9FixZhtsQI3YdkZUkYUHh43oZA9xp9+kjux19/3e2RaGiUHEspMFWVsIR4yxv5dZG6XYxGaYv+zjtSMuvzz6W8VHHIyBBLmdbNMS/ffy8WW0vi2r1Aq1bior9fURQJU+jZU8I0GjWSm91TT0mFput/W0Zjbizw3aaAggSlgRa1VwQmk4njBhvSXR1z6/hdHzR/rTvb2R9/5ILBwBMvv5zj2u/SpQtr1qxhXWoqXX/4QdwVnp4yC/3sM5g+nScOH+Z7/EhPr8GhQ4eoX4IuJampqfz111+EhIzkjz8SsLH5hQH2AeIiyS+OyJL8pij0DAtjX3Q0+w5M5vjxibRtO5Tdu4exceNGWt2n/u4ffpDJ7dix97bFs2ZN8ZgtXJgb8qShca/g6Cj3tLQ0SShL5Jrl1pJlVlqoqiQprVghP/hu3aTH9uTJkjDTr1/hn4+Pl3jJe0nElTWnTkly2gsv3DsX0aVLpcFFea/3WFq4uUmb4+7dZWI3a5YUdPfzE++I5XdmYyNxsJYObq6uEhJha5v3PTc3+dvRMe93bjKJSM6vSsLFi/L78/bOG/KSkSEJfAcOSIz9lSsyvjI4lzRxWwRZWSZQdShki5vkww/ljbQ0CX6vXh30ejK3bSMpOBjP6wo6GwwG+vXrx/8+/pjWOh1Oq1bBk0+KX7l5cwgJwbliRZyn/kNSUjN27drGE08Uf2x//PEH2dnZxMU1IivrL1rXc8f333/F/VJQ+RJFAVVF+eQTXnVzY5j9btLSfuGvvzoTFtaWWbNmERQUROXSjKUqB8TFSb7Cww/f/VKa6enpJCUl4ebmhvUtxkY8/rjkRvz+uyTPamjcKzg6ynNKilS9SQBMioJ1dnbpbmjePOnc9fHHIm4MBvnhrF5dvIB7X1/p7qKRy8qVksR1fXJaeSYxUZKpAgP/O+LWgr+/xConJcE//0jcrYeHPMxmqQ6RmCg3R0sVh6QkEaAZGSJSr0evF7Hq6yvLx8RIzLHl2CYlybouXsz9rE4nBj17e/n79Gl5z81NrDRRUbKOMsiO1sRtERiT06iWbcLu4lnU8x4oIHEtiiKZhF9+iWoyYTp7FvuBA2/6/AMPPMB3333H+gsX6P7rr+JTdnMTFxlQQVXx/e4nzp2DnTtNmM3mnG5uhaGqKr/++itVqjzI9u1GDIa1dOvfX06iotSbokBoKA4zZvB6t268snw+WVlRWFuPwMcnhrfeeosPPvgAn6IaU9xDzJkjk9E7EMdeIDExMaxZs4YNGzaQcS0Zwt7eHmtra6ytrXFzc8PLywsPDw9cXFyws7MjOTmZlJQUPDw88PX1xdbWlqysLFRVpUoVPz7/3J6aNTOoWNGN7OxsEhMTycjIyEnmPH/+POfPn8fOzo6KFSvi4eGBvb09VlZWZGRkYDQa8fPzy6lWYlmHm5vbfyK5UOPOc6O4TVMUUqyssC/Nijjr1kkogsU6O3euJN106SIlnrKzJSHYzi7/GEaQ7POKFe8dC2VZEx8vJcH69793SrW4uOTW0f2v4uwsFpCSWkHS0+U7v3pVhOvVq5LUd+6cCNo2bSS579gxec3ZWcJVfH1zJxLnzkmiW0aGhEN06JBbN7k81bn9L5KRZcYImBUzGSdOYHfwoLi17OzEkuvlRdzXX5ORlYWfpSLCdej1evr168fM996jQ0YG9mvXinssNRX270fR63nYUeGgwzkuX/bjzJkzhdYNtnD48GFiYmKoXPk1EhMP0baVmYjw8OInPnToANu2EfrnnzzUoj4/rJ/D1q2v89pr77B48cu88cYbvPjii4SGhpbsgJVDdu6U+ciLL97ZOtiqqnLmzBmio6P57bffOH78OO7u7nTv3p1atWpx9epVEhMTMRqNZGZmEh8fz6VLlzhx4gQJCQlkZGTg7OyMvb09cXFxOYLYQnq6O//++zQ9evxKxYrbCxiFxDVmZmYWGE/t5eVF165dUVWVVatWcenSJSpWrEjdunXp2LHjTaX+NDRuB8tvMDVVxG22opANpReWoKpSqtHRUaxUH34oWeEODiJ4n3lG6rfOmCGJQpMm3ZwglJIihfWfe05avmpI6cvy3KntRoxGEWXlsWXyvYBF4xRU9cBCYcUB7mK8uiZuiyA9SyUbBZRsMi9dwi4wUC6cn3ySk5V0ed06zjk707GAloGNGjVimrMzR+ztibDE3h46JNmmzZvT/PRppljt5+rVeuzatbtY4nb16tU4O1dn3z5nbGx+5ilvL5RXXsmJqS0SRYGnn4ann2aIXs/fngeJj9/NnDkNeOON95g3bzKvv/46nTt3ZtCgQbfsPr/bGI2SQxIeLqUHyxpVVTl06BA///wz27ZtIzU1Fb1eT/369enTpw/16tW7pTbLqqpy9epVsrKysLKyAsBoNDJjhhW7dlXjmWf2Ym+vw8XFBVtb2xwPgLe3N87OzpjNZuLi4rh69Srp6elkZWXlNEJZv349c+fOBaBFixYMGDCAgwcPsnXrVn7++WcaN25M8+bN8fT0pFKlSne35rTGPc/1lls3NxsURcEpK0vi8EqDP/4Qa9KwYZJ1+fjjUv7IbJYSjtOnS1iCt7cMYswYmDAhb1mrf/8VkXwfTO5LhdRU6SDz0EN3p1PWrbBhg0xg5s27twqaa5QKmrgtgrT4RAyoZJNNRnq6mNnr1oWvvhKBmJ2NOToaY+3a2BbQo9ra2pq6deuy5sQJIi5cgK1bZR2KAg4OeJrN+Fsf4Kp1B1as+IOuXbsU6hK+dOkSmzZtws/vXQ4dOkNY2Hmqdhop3UxKYur39IRBg7D73/8Y2akTE1Z+THr650yb5sGkSZPYsOFH5s+fT3p6Os8+++w96aZesULCgN5+u2y9IKqqsmXLFpYuXcrx48fx9vamS5cuhISEUL16dexutYXjNRRFwT2fC/SoUTB8OKSmPkA+joMc9Ho9Xl5eeOXTDz0sLIxBgwahKAqurq6AiNzBgwezceNGli5dmlP+z8rKiq5du9KrV6+c7ncaGiXBoo1SUsDLSyZqKTodjpYC8LfLp5+KizQ5WSy2lix5nU5+LPb2UkuvTp3cwvNjxsBrr4ml6cQJmRFXrpzbPeq/zi+/iKWgS5e7PZLiYTTCokWScasJ2/8kmrgtgswLV7AGsg2QnpEh4rZatZwUddP+/WTExeHy5JOFrqdhw4Z8unkzGb6+2G7bJl1KqlSB1FTsXV1pkHaIE4569u+35cSJE1S5sYjzdaxatQorK09OnaqBXj+Djh3botSpk1u0uSQ8+CD89htNDxygTogfl+M+5urVd3n/fR1vvtkFJycnPvnkE6pVq0anTp1Kvv67iKpK6F3r1kV7VkqK2Wxm3bp1/PPPP2RlZXH58mXOnj1LWFgY48ePp27dundkMuDlJV7C5cvlq7xVo4pbPsLCYDDQpk0bWrduTVpaGleuXGHTpk2sWLGCdevWUbduXWrXrk3jxo1LXJ9Z47+LTifnqXQvNaAoCikGQ+lYBE0mWXH9+mK9ff99iQu0oChiyT10SDokZWTIdfPiRRlYUpIUwa5UKW+r2P8yWVkSktC69b0jFFevlsoAJcnQ1riv0OrcFoExLRMjcNFaT4KqSqzWdVz85RfSgCqFmc2A+vXro9PpOOrgIIXBVRVCQuDwYXRhYTTRq3h5xZKeHsG6desKXE9KSgq//vorFSsOJD4+ngoVttExLk7caLfCtU41ysmTPB8RQXz8Ppo338iJE/DqqxAa2oqHH36YL774gt27d9/aNu4Shw9LLHtphCOoqsrZs2fZv38/mzZt4sUXX2T69OkYjUYcHR2pXbs2H3zwAe+99x5RUVF31Mrdu7c031m5smzWrygKDg4OBAYG8thjjzFr1ixatWpFbGwsn3/+OUOGDGHJkiU3xQRraBTE9eIWZLLIhQu3v2KDQQrYq6rUNs0vrECng5dekmWtreHXX6UeaGioWHxfeEFKhV3zYvznWb9ekonulTqxyclSV/7BB8Vyr/GfRLPcFkFGSgagkKVXOQNE3iBuk3//ndgKFWhaRN9xJycnateuzZaEBOrEx0sb3shIKacRFkaVNWswWP2FtfVQfv11GU8+acw3zvWXX34hK0slPr4BVlY/0CE0EIc1a8SafKvxYTVrQvPm+Kak0KFDB/78cxZvvRXFJ5848+KL8NprTxIbG8tbb71FmzZteOKJJ3B3dy/3YQp//imGhtBQEacnT57k4sWLXLlyhfPnz3Pu3DkcHR1p06YN4eHhmEwmLl++zPHjxzl69CjZ2dl4eXmRmZnJxo0biY2NzVl3cHAwH3zwAbVq1SrRmC5dusSXX37JkSNHsLGxwdraGlVVMZvNOc86nQ4rKyusra2xsbHB3t6eqKgomjVrhkM+1i13d2jS5AqLFzvx4IM2Oe3hL126xJ49ezh48CDe3t40bNiQgICA2/7ePD09czoQJicns3TpUr799lvWrl3LK6+8Qs2Css81NK5haeSg1+tRFAU7s1nCAW6HY8dg40YRr5mZMGBAwcu6u0tMzzvvyAT/q69yKtjQsOHtjaMkpKZKmITlN5mSApcvi0umOJbsxERpu7h5s9xTTCYYOVJKLMXGyvu3Ezd88aLErJaF+6usWLxYqmH06XO3R6JxF9HEbREYk1Ix4Ii9auI8YDx1ihzJGR8PR49iatq0WOW7GjVqxMJ58xis06HfvVuSGqKi4MIFXOztqZG5mXSX5zh71o9//vmH5jfUEkxPT2flypUEB/dh9+4sKf9ldpOYsdutO/jCC2Aw0D85mU2bNvHbb/P5+OPRvPcejB1r4Omn36Zp07V8/fXX/PbbbxgMBjw8PHj44Yfp1KlTvklScXFxnDhxAqNRhLrFfZ+YmIiiKBgMBlq1aoW3t/ftjT0fzGapkNC0qYn163/n+++/58yZM4DEjXp7e+Pr68uJEyfYuHEj1tbWGC29w4GKFStiY2PDxYsXAWjcuDGDBg3Cx8cHe3v7EpfKOnv2LH/88Qfff/89Tk5OtGrVCpPJhNFoRKfToShKzrPZbCYrKwuj0YjRaOTq1avMmDGD2bNnExQUhIODA56entStW5dKlSqxZMkS/vxzJ/v2jeSxx9J55JFYdu3axdmzZ1EUhcDAQP766y+++eYbHBwcckqO1a1bl3r16hETE8M///zDhQsXcioq6PV6rK2t8fb2JiAggIYNG+Ybr+vk5MTgwYPp1KkTH3/8Ma+++ir9+/fnkUceKfeTH427h6Oj6DgrKysUReFXe3uGPPbYra9QVWH8eBG3ISFSrsoyyyuIhg0l0/TAAfncQw+VbQKZyZRbQmvePKk9evasHIwaNcTiePSo7EtwsLRMVVURacOGSeml3bth7VoJpzh1SoSwokCtWhJfamWVGyf866+wbZsk0YHEEbu5iWi2t5fj4+0ty+d3/8rOlhrBzs6y/XuBTZskJGHIEM3y/h9HE7dFkJWYih5HbPQqcba2ZJw4gbWqgqJg3rqV5NRUnIrZ0atBgwbMmTOH8+7u+O3ZI+L2WrFjh+rVqbN9O+f8LnL2bDOWLl1K48aN84jGFStWkJ6ejqp2RK8/SG2vNPyPXpEL+e1WM7i2Haddu3g+LIx3160jMDCQiRO78vnnMHWqjt69H2TWrKbs2bOHhIQEjh8/zpdffsmaNWsIDQ0lKyuLtLQ0rl69yuXLl0nIp1e8tbV1TtJSamoqK1eu5Nlnn6VJkya3N/4b2LcP4uPNREdPY82aP2jYsCFPPfUUQUFBODs75wgvVVU5cuQIBw4cwMXFBU9Pz5xlLO+rqlqsycv1JCcns337dg4dOsS+ffs4c+YMNjY2dOrUib59+5Y4wSwuLo6NGzdy9uxZUlNTOXz4cE74iqenJy+9NIItW1yYP78C69ZtoGXLUPr3709YWBiOjo4YjUb27dvHyZMnSUhIIDY2lvnz5zNnzhwAgoKCqFKlSs5+Zmdnk5mZyeHDh1m/fj1ff/01Tz31FK1bt85XtHp7e/P++++zYMEC5s+fj4uLC23bti3RPmr8d7CIW8v1LUGnK34Zw/z4+2+JsWzRQq5lxXGhKwoMHCg1Al1dxYtWVuJ282aYP1+aQtjbizCtU0diii5elBhgLy9xpV/fbEBRZJnq1eX/rCzLrED2NThYao7++6/EYcXFiaD19oYKFWRdzz8vAvXUKbnfpKdLwpUFFxep/NO0KUREyGuqKglZhw5J6cv8kkezsmS7x4/LuB0dpRPWhQsy0TAaYcQIMeCEhMiYdTrZ77KouHD6tEwIWrS4dxLfNMoMTdwWgSktEwAbexti7SDz6lVx9bi6krh2LSft7aldt26x1uXj44O/vz970tPx27dPLjRz58KOHegbNqTh7t38kP4HDg4DOHlyNosXL+aJawHx8fHxrFy5kiZNevP777ZkZ6+mn709itksFofS4t9/qe/gQM+ePZkzZw56vZ5Rozrj6yueOzs7J3r0aJazePfu3Vm4cCGnT5/GysoKOzs7KleuTFRUFFWqVKFq1arY2tpiNBoxGAw4OTnliKPU1FSmTZvG+++/T9u2benbt2++1sFb4c8/ISHhMHr9RiZMmEBYAfX2FEWhRo0a1CggrERRlOJZIDMy5KZqMHBg/36mT5jAxcREKgYFERISwsCBA4mMjLzlkmoeHh48csMN+/Lly5w4cYKIiAhsbGxo2VLq1FeoMJmRI/N+3tramqioKKKuK1eXlpbG/v378ff3L9R6np6ezqxZs5gyZQo7duxg6NCh+VZuMBgMDBw4kISEBL744gsiIiLydOzT0LDg4CCdNy1hCWHp6SKm3n675CszGsU6Wb26WD5Hj5YWosWhRg0RdUePFl6vs6SYTFIVx2wWsVW9unjXLL2yx48Xz9/WrXLdCA2V5jt168oyu3ZJi/Y6daBTJ0l0W7RIQi+ulfAjJkaszkeOyP9Vq4pA9vERwbx1q4j2ypXlc3FxssyAAbK9y5elKH90tIjvs2dF3F64IK1bra2lJrCbGxw8KPuSkSHhI0eOSO5Ierp8mQ0aiLiNiMjbnapBAyk0/vPPucfG1lYaCnTtKk0ybhezWbal14uQHjXqv920QQPQxG2RmFJF3Cp2Vqi+HmQcPiwxTs2bk7ltG8c9POhmmVUXgwYNGvD7ihV0VFWUw4dlRrt6NTzwAJlVqmCcNAezeSD16j3Fd999Sv369alRowaLFy/GYDBgZdWFrKzLeFhtJ/w80oHnNstM5WHECBRFoT9gc+UKs2bN4uzZs/Tv35+MDDvmz5cJe61acs3z9w/g9ddfz3dV6elyz3Bykuu25bpuwcHBgVdffZWff/6ZhQsXsmHDBpo0aYKnpydOTk60bt06XxFVFJJPcI7U1J8ZO/apAoVtDqp6Sy0AU7Zu5eKSJegPHcJw8SIpHh780aMHv/z8MxMPHcL/5ZdxHjq0xOMvLhUqVKBChQo5/xsMYsR//30xqBRlhLK3t6d+/fpFbsfOzo7nnnuOunXrMnv2bIYPH07v3r3p1KlTvhbooUOHsnv3bj777DPefvttLTxB4yZuDEtwzM6W7M9b4fffJaygXj2xWJa06cITT0jN77VrJQbWzk76dN8q589LvfGjR6VqQ4sWIiR375ZQgcqVcwWsXi9iT1Vl205OYmU9e1aE6rp18L//SQyxjY3cL0CWt7YWYdmihQjnwiqWqKqI0YUL4c03peSZlZVYc9PSRByeOCHHIiFBJgxjx4qwnj1b7lEW7OxEJPfoIaEdgYG5YrJRo9zlDAYpvQayb5bndeukJe5PP8n7t2OcsTRVmjJFYoJfe+3W16VxX6GJ2yIwpYv7RrE14FizJoeSkvD/3/8gJobUhASMLVqUyBpXv359VixbRrKi4BwdLe4TRYGTJ4lo1QqP2bOJiz9BWlpLqlVbw5gxYzCbzZhMJh58cBTr1tni7PwjPTIU7GxsCr8IJyeLuy4kRPpMF4drrkHlwgV6b9pEbV9fJv76K//88w+DBw+hS5fGLFyYK1YqVYK2beUaffCgGAwMBhHAMTFyTQW5Lnt5yXI2NnJtrF0bwsIUOnbsSOvWrfnpp5/YtGkTx44dIz4+nhUrVvDUU08RFRWVk+BVVImtU6dOMWpUNMeOefDSSy48WFgVi6tX4bffJBv44kWJ0+rYMfdCHRcnvelbtZKbSEwMJCRgSk7m6PTppG3axCWDgdPu7iR5e5Npbc3JHTvo0bMnNWvWRG8pzbZihVhu7kBB+MaNxVO5aJEkfJcmLVq0ICoqikWLFvHNN9/w7bff0rx5c7p27UpgYGDOcg4ODowePZrx48ezevVqumguQo0buDGhLB1kgnkt5KtEZGfLhSghQaoe3DiLLgo/PxGIy5blNOa5ZbZulQY/rq7yXKGCPP/xhyT9PvSQXEfS0sRl36JFros+JkaWi4uTpLCQELku/flnbl5FcS3SN6IoYlUND5dr2sqVciFu1UrEdHa2PMxmuYC3a5crlh99VMat04kgrlCh5N+RZR8dHOCxx6BnT7HmWhJyf/wR9u+XEj2qKqEO6emyTT8/GWNmpkwc1q6VcTz5pExmHngg90ajoXENTdwWwVUnNzKBLHsb/Pz9+f78edp5e8OqVZxWVfyKYfm6npo1a+Lg5MRxVSVy5075oVevDrt2YXB0ZGxsLGNcF3HgwHv07fsWDRv+gr29Pc7OXixYUB8fnwwun5zPA+nJ4joqqFvU2bPi4jt/Xv6vWlVcNjVrisgq6iLp7Y3y9NOEzZzJXAcHvrKxYdKk96lcuTIvv9yf6tXrcf68aMNFi+RaV6OG7IrZLP936iQCNilJvFiXL8uqU1LEaLFmjfxfpQpERNgSGvoIEyY8gr09JCUlMXPmTD788MM8w6pfvz6jRo3Kty7rL7/8wpQpizh06HmGD7fn+eeb5r6pqnDpEuYKFTixdSteK1bgdOQIipUVNGkix2TmTLk5BQTA0KGc27SJ9HHj+LxhQ+y8vHjwn39wO36ctPR0Lltbk9GvHy1fe40Hi6occeAAfPON3LDatCn8uN8miiLG/AkTYO/e0u9+6ODgwNChQ+nevTvr16/n119/Zf369bRu3Zp+/frlhJVERUXRtWtX5syZg6+vL/Xq1SvdgWjc01gst3q91LlNA7lwmEx569IWRUoKLF0q4s/HR8TardC7t1hvg4Juvb3s33/DBx+I9XL0aLEmv/mmCLSRI2W9hV0ngoJg0KC8r3l7i7gsLRRFrnclyXFwdS395CwbG2lDf/02fH1z/3/++bzLW1vnxgk7OeXGVLu5Sdy0hsYNaOK2CC65VSAJBZOrI8F+fvz444+YPv4Y49tv89fFi7QtYSkovV5PVFQUmzZvJvLoUYm7qltX/MiBgbg9/DD6DRuoU/8sK1b4MXXqo3h4wKxZsmiHDr/z12kV9wcfLDhp4uBBEbbu7uLSio2VC+0vv8C338pF9JNPir6JtGsHtWtjP20aI/bvp1tYGLOMRj788G1at27NsGHDiIx0uD7cFJBY2j179gBw4YIVCQkJJCefx83NjhYtWlDxWpzV1asS7rVzpxgsli+Xa29gINSu7UyTJq/QqFE7srLiqVGjBmfPnmXatGk888wztG3blubNm1O5cmX0ej1Llixh0aJFODm9TtOm4bz6qi7PfSTpnXc4vG0bU93cSIuPp++RIxypWJHz1aqRfuAAVlZWNPfzo9mGDZz29mbZ3r2ciImhQp06RIWFkZyczG+1a1OhaVN8AwOJatMGv+Jaw197TYTzlClisbkdl2cxaNBA5jILF0rIXllEBXh6etKnTx969uzJr7/+yuLFi9m4cSMPPfQQvXv3xsXFhSeffJLz588zefJkPvzwQ4KCgkp/IBr3JI6OYig0GiWmPQVE3Kanl0zcPvGEuP99fEQE3kJra0A8W02aSH3URo3ketmxY/GtwJs3SyhCs2ZSeeZ//xMLY7t2IlidnG5tXP8VmjWTB8gFa+pUMcBkZYmh5vJlMeRUqCAWcEvcsYZGAWjitgisrsRjS0VsrHT4+fmRnZ3NqUuXON+tG9sPH2ZUCcUtSNzt9N9+Yzhg/c8/0LdvjgLxfuUV3I8fx9p6MRUqvMxLL4keUlUYNCiJVauWEtqyJTavvJL/yjMy4KOPxPo4bpy4gSwXblWV7Nc33oAlS4rXvaVSJQni/PlnfObNY5yjI7vatuWTP/8kOjoaNzc3MjIycHd3p2rVqqSkpPDnn3+SmZmJg9FI5aQkrtrZYQwMJDUpiR9nzcIjLIyKFSvi4eGBv78/3btX5dlnA7l82cD+/aLN9+yRkCxFiaROHZm4N27sx/TpNVmy5Ft+/13Ke4FMGLKzs3nggZFs3NiYJweq2G74BQ4eJKl2bRadPMneP//E1dGR1q1b07hxY4xGI1YnT+KXmIhOpyM9PZ09x47xg7c3XhUrUq1qVXr17k2jRo3yLXNWIgwGScywtYU5c+S7CQ+/vXUWgsV6+847chwtCdBlgcFgoFOnTrRp04ZVq1axfPly1q1bx7PPPkuzZs14+eWXefXVVxk3bhyTJk3Cp5SLqquqTJJAdNGePfJwchKvQWSkGHc0yhfXt+DV6XScUhSJ5czIKNgbdSPR0VIZIDhYJuwljbW9kd694dlnpRvXt9+KW75Fi6I/98MP8OWXIs6ef17+XrsWnnuuzD019y3Bwbl/XxfypKFRXDRxWwQV9h/BmYrY6VWCg4Px8PBgzJgx+Pn54e3tna97vCgiIyPJtLYm1s6OKlu3SjzTtYQCxWBglJcXn274la6jHuTMmTpUqwaVK6fx2WdjCDt7lsG9ehW88gULJPbsvfduLrdiqYfYu7cUum7cWEx8RaEoYsWoXx9l+nSi1q9nVlgY3/j5YZWWRtCJE+y1suLvv/8m4MoVXqlYkVC9HuuYGMwuLhj0enS2tpgUhcsZGSz29cUUE4P1zz/zuZMT2Ug2f7Vq1YiIiGDYsG7Y2tpy5YrkYPz+u3j7BBf0+mF07jyE8PD9JCVdIjMzE70+gPnzQwmrmkb7PyeQunMbB00mVq5YwbFKlej19NM8/PDDeeKjw8tQYOZ7DAcNkgSOyZPh009LJ1O4AOrVEwPHokWio8s6p8vW1pZHH32Uhx56iJkzZzJ58mSOHj1K//79GT9+PK+//jpjxoxh0qRJpVYRIzlZDuU1JwEghrYaNcTY8+uvUsHohRfubF3+suLo0aMMGDCAK1eu4Orqyvz586ldu3aeZX7//Xdef/11kpOT0el0dO3alQkTJpS7pD5HR3m2iNszOp3MYNPTi7+SDz6QE9vOTibqtzsJDQ6WE+XPP2VGuHChhCsVldQaFgaDB4sI+/BDseI+/bQmbDU07iKauC2CS64emACdjQF7e3umTZvGnDlz+P3332l9i5YCS7ey7adPU2XvXsmsmDdPhM/77xMaG0tPnY7vVn7C//73P1JSUvj444+5cuUK7zZsiEtBWcVHj4rVYcAAidUqiJ49Jalg6lQRWcW9KVSoICVszp7F0WRiRFCQbHPMGNq+9ppYiD//XBRpcDD06iUhFzEx8PvvGMxmfN56ixeCguQGYjbz6McfczImhoz//Y+Y2Fh2bNnCv999x6PPPENY69a0ayeevdhYCV3V6SSpesUKHVu31qF9OxUv5wwWzkrD7cq/vJb1IWfjY/lIVUmtUoWHH36Y19u1y7ez1x1Hr4dXXhG1NX06vPtumW3KYr19++2yt95ej5OTEy+99BLVq1dn7ty5pKWl8cwzzzBhwoQcgfv+++/fdomwM2fEMp2SIofT0VG82dWr55bkTEyEGTMk/vihh8SCm5oqxyIq6t6rFjR8+HCGDRvGwIEDWbZsGYMHD2bLli15lnFzc2Px4sUEBweTkZFB27ZtWbx4Mf369btLo86fG8WtSWIUJIGqOJa6CxfkGuLlJRP2221iY+HxxyVetnlzuei8+CK89ZZUOLie48elNuKrr4og/+UXOSl9fTWLrYZGOUATt0VgMoEKGBwlAcvJyYnnn3+ejh075inDVFIiIyP59cABHs3ORrdzp5jZrnWeUfr2pc0nn7Dx9Glef/11Tp06hb29PW+99RauNWtKsNqNqKoIy6AgqR+IJFgtXryYgIAAIiIiaN++PU5OTiJmn31WXGgrV4rYLS6KkrfIeLVqktBhyVZ96qmbVUNExM3qqkULaNIEW4OBWtWrg8FAZHY2D1lbE7N3L0l9+7IqIICkXr2o2qIFNWvWpEMHVynUHbue1tMG8cUchZXv7CX5Sibu1sm802Qlf5PBlzY2PNirFwMGDEBf0szpssbJScJQPv1UVHopWTHzIypKrJgLF94Z660FRVHo2rUrdnZ2TJs2jdDQUFq2bMl7773Ha6+9liNwb6XMG0h4+oQJYlD75JOC53EuLvD661Ks4rvvJEzPYBAvcuXKkst5r1h0L126xK5du1i7di0APXr0YOTIkcTExOSJZY6MjMz529bWloiICE4U0dY2KSnpptdsbGywKcO4Rou4tVRMMKiqxF/FxkrQeFF8/72IYTc3qX9XWid3UJBcm9avh0mTxDXw0ksS4xIcLCdd166yPVUVgfvLL/JDmzRJlrvXZk0aGvchJW4Jc/ToUZo0aUL16tVp0KABBw4cuGmZLVu2EBERQUREBCEhIQwfPpzMzMw8y6iqSps2bcp9kXfni1fQATr7vBf6GjVq3PLNGeQmdMlsJsHdXTL069aVi+WuXdChAzZNmjBaVUk5d47+Dz/M/JAQaqWmyoUzP0vrvn1iRX3yScw6HXPmzGHGjBnUrl0bvV7PokWLGDNmDMnJybJ8cLCUIVu8WKwlt4vlgl6SC7tlP/R6EXtLlmD7/ffUWLcOp3HjqGowUHvGDOL79GFG27aMGDGCP5YvJ2vDBnwcknjrLVg038i3C028t9iJiRVUZptMjHz9dZ588snyJ2wtNGkiN9CsrDLdjKKIjj50SEIT7zTt2rWjVatWTJ8+nTNnzuDl5cV7771HZmYmY8aM4cqVKyVepyUBvWpV8QAX1blZUaQc55IlokPmzJESac7OIpAnTxYLb3knNjYWX1/fnPhvRVEICAjg9OnTBX7mwoULLFu2jI4dOxa6bn9/f1xcXPI83n///VId/43cGHN7DmTiV1it1ut56inJtq9XT66dpcljj8lJsXWrCNY+fWRm9NdfYgwAEdaXL4sIHjRITqSQEE3YamiUE0psuS2Oayw8PJzt27djZWWF2WymZ8+ezJo1i9GjR+csM336dIKCgnKy6ssrVsnpKIDe4RbrCxZAlSpVcHBw4KCLC0137BDfao0aUjagRQsYPZpKR44wx85OTE0GQ+HFrn/4Qdx54eHM/fJLVq1axfDhw+ncuTMAp69Zgd966y0mTJggbvrHHpNe3J9/Lsln5eHC7OiI4uhIraefhiFDUFevJjUmBh9XV9bHx/PZxo1M0+kI+egj6tSpg42NDZcvX2b9+vU4Ozvz8ccfl/+sfFtbePnlO7KpunXl/v/ppyIGi1vgoTRQFIWnn36aY8eO8cEHH/DJJ5/g4+PDxIkTGTNmDCNGjOCJJ56gc+fOxWpvvHYtTJsmHt+RI28txFJRpIJEaKholZkzpY58u3by87q+GlF548a4WbWQ2p5JSUk8/PDDvPLKK9QtQvzFxsbmtJu2UJZWW5DvztbWUg5MTxzIJPcGI0i+nDwpoQDnz0sZqNK+bvn4SNmur7+WAfbqJd6tuDiprzdpksTVVq8OY8bc2R+VhoZGsSjR7aG4rjH76/pQG41G0tPT89y8jh49ypIlS5g/fz4//PDDbe5C2ZJsbUc22Rgc8umtfRvodDrCw8PZfOIETdPTpT1imzZSD8toFPfXCy/I/z16QMuWBffjPndOuqaNGsX5Cxf48ccfc0SDhYCAACZMmMAbb7zBe++9x4QJE9DZ2ooFZMIEuVg3bZr/+u8W1tYoPXrgCEReeyQMHcqGDRvYu3cvy5YtIzs7mwoVKtCoUSOGDh1aPmJri0N2tsQ9BwaW6c1RUURHv/qqhEt/9FHJqwdkZ0s44fHjYtCqWBE8PCRpKyZGolQeeEDygW7E1taWl156iRdeeIHvvvuOvn374uvry/Tp0/n666+ZM2cOq1atokWLFjzwwAMEBATkO4YNGyRMuWPH/CNfSoqiyBwyPFx+YuvXi1Gufn35uZU377K/vz9nzpzBZDJhMBhQVZXY2Nh8j1dycjIPPvggXbp04YUXXihy3c7OzjeJ2ztBbq1bPUmqipqWhnLwoBTILghVlYTYlBQp2VVWcSVDhogVeflyKdtiMkklBxBRO3RoyUqFaWho3FFKJG4Lc43daC2LiYmhW7duHDt2jE6dOjFs2DAAzGYzQ4cOZcaMGVgVs57h3YgJs2DOUtGRja4MthUeHs6crVvJtrJC/++/4mZ78MHcu2q9evIoilWrxM/asiVff/opbm5udL0Wd3s9lStXZsyYMbzxxhssXbqUPn36yM2hfn2YO1eeS9Bt7W7g6upKt27d6NatW47lqrxlghcLRREf+cMPl7nlx95eDPMvvigld0ePzu3iWRipqdJEaPVqqbEMYm2z3ONBQoYvX4b582X+Vb269Am5vuJXcHAwPXv25Ntvv6Vx48YEBQXh4ODAiBEjaNu2Lb/88gs///wz3333HY0bN6Zfv355rifbt4vluU2b0hG21+PiIo2OHn9cLLkrVsgx8vOTMmKRkWL9vtsaxsvLi8jISBYsWMDAgQNZvnw5QUFBN113U1JSePDBB+nQoQNvvvnm3RlsMbGIW4PBQIKqSrbo9SdXfsTEyHJ2diKCy+qLsbYWz1abNlJ2w9lZTuoaNbTachoa9wAlduwV1zUWFBREdHQ0KSkpPP7446xYsYI+ffrw0Ucf0aJFCyIiIoiJiSnWNv3zufmPGzeO8ePHl3T4JcYxKRV7TGUibiMiIsgym7ng5UWlf//NTey6ckVMY8W5i6ekiNnpkUc4fPIkmzZt4rnnniuwJXBoaCh9+/Zl0aJF1KlTh5CQECljM3KkmK5KsxtOGXNPiloLOp2k8t8hS7Onp8SaTpki4q19e9HVFm2kqiJgjx2TbnIHD8Lhw1JXv3VrafxUuTLXuseJh9bbW/4/f166zW3bJl00QcTio4/mnsK9e/dmy5YtfPrpp0ycODHHwl6tWjWqVavGiBEj2LhxI4sXL2bUqFH4+/tTq1YtgoOb8tVXEdSvr2PUqLKzplpbi45p3VrC3rdsgX/+kTJ0ixaVzTZLyqxZsxg4cCATJ07E2dmZr776CoAhQ4bQpUsXunTpwtSpU9m2bRupqak5daB79erFmDFj7ubQ88XBQSZQVlZWxCkKpsaNsSqqysDSpXLSubjceiexkuDtLdVnNDQ07ikUtbDArRu4dOkS1apVIy4uLsc15uPjw9atWwuNc1yyZAkLFy5k9erVdO7cmb1790r5F5OJ8+fP4+/vz+7du2+qGZuUlISLi0uBMWF3wnL7secItsY158nZqTw0dGiprltVVQYPHkw/KyvaxsdL1suxY5Kd+8knUomgKL7/Hr7+GnXuXN744ANSUlKYOnVqoTGM2dnZjBkzhosXLzJt2jQcHR2l8PjPP0srNA+PUtxLjUJRVYkzvNWe8SXEbBYv66JFUic2MFCMXxcvitAA0Q21a8ujZcuSGapSUsSRsHixCOJRo3IbTh0/fpwxY8bg5OTEq6++StV8aiybTCY2b97Mvn372Lv3MGvXtsPa2ok337xK796di+3tKQ1UVcIwStp51HLdSkxMvCvu/uJyt8c5frzkaS1YEELMkSPEt2yJzauvSgB0fqxfL/VjfX0ldmTUqDs6Xg0NjbtPca9bJaqWcL1rDCjQNXb8+HGyrmWCG41GVqxYQdi1Jvc//vgjp0+fJiYmhk2bNuHm5kZMTEyhzRAsMWHXP+6EsAUwZ4MeU5m46xVFISIigs1JSeKOO3FCBK27O6xbV4zBmcVU1qIFe0+f5t9//6V///5FJufo9Xpeeukl0tPTmTVrlrzYp48IrJkzc8t6aZQ9b74p4Ql3CJ0OOneWXJmxY6FKFQkl6NFDGtfNnQvffCN/d+tWcg+so6PU1335ZXHzv/56bkhDlSpVmDp1Kk5OTrz88susy+ccNxgMtGjRgqeffoYaNT6jRo1W9O17kmXLvmL06NHs3LmT7du3s2TJEn799VeuWtqTlQGKUnJhq1F8rK1lXmdtbY1RVbGy1N4uiNWrZSbm4FBw63ENDQ0NbqEU2KxZs5g1axbVq1dn0qRJfPnll4C4xlatWgXAhg0biIyMJDw8nMjISCpWrFju478KQs1W0JONoYwsa+Hh4exMSiJLUaSAp04nlos//pC6j4WxbRtcuoTauTMLFy6kWrVq1CtOjC7g6enJ8OHD2bBhA5s2bZIbxsiRUv7m229LYc80ikWVKnLMzeY7ulmDQcKtn39eOgP36iUN6ypUKB3Xf4sWklR+5YqUVN6+XRLTKlasyOTJk2nbti2fffYZc+fOxZzPvq9cKT+BN95wZPz4QTmiePz48bzzzjv88MMPzJgxg/79+/PCCy/wzTffsHfvXlKvmZ9VVSUxMZHEe6HO13+U68UtioKqKAVf8/79VzIaK1cWd0KlSnd2sBoaGvcUJY65rVGjxk2lvwDmXGd9Gjx4MIMHDy5yXUFBQbdU6/JOopoV9JhQyijRqlatWph1Oi55ekrcbffuUpNo2TL47TcJjCyI1auhVi32pKZy8OBBxo0bV6I41AceeICtW7fyv//9j9q1a+PeqJEkUSxcCAEBUo9Vo2xp0kSymPbvlxpV9xE1akiM7+TJ0k3MxUV2t1cvK55++mkCAgL44osvOHLkCAMGDKBWrVoA7NwpDft69hSRDBAYGMjkyZM5cOAAnp6eeHl5kZKSwvbt29m5cye//PILS5cuBWTilpGRQUpKCgC+vr4EBweTlpZGQkICmZmZmM1mXF1dqVWrFtWqVcPFxQUnJyd8fX0LjFfXKF1sbKQwjLW1NaqqYtbp0Ocnbi9ckPa6lsoQ91BegIaGxt1B61BWBPvcvUhNNaMvI8tthQoVcHV15YSdHZX27xcLnoeH1FayBEHmx6lTsHcv6ssvs3DhQmrUqEFUVFSJtq0oCs888wzDhw9n5cqVPPnkk1Jm5/Rp+Phj8UlfExwaZUT16pLttXnzfSduQdz6EydKf5HNm2W+tn49dO2q0KvXwwQEBDBnzhxeeeUVatWqTWJifXbtiqJFC3eeeCJvQX9FUSQB8hpOTk60bt2a1q1b55TGOnHiBKdOncLOzg4/Pz+ys7PZv38/p06dwsnJiZo1a2JtbY1Op+PSpUts3LiRFStW5KzTYDAQFBREeHg4DzzwQPmvmXwPY2MjlltL6UizTndznVuzWYRtXJx07ggPz82C1NDQ0CgATdwWwVWDDXqlZKXAlixZQpUqVahfv36RyyqKQs2aNdkVE0Pz1FQpdRMcLL7cwqywa9aAuztHPDw4dOhQia22FpydnWnXrh3r1q3jsccek1jm556T2lFvvy3KJDi4xOvVKCaKIvEAf/8Nw4aVr+KqpYSiiIavXl3mTitWyGPdOnj88XBef/0zli/fy/LlKZw544ar62YOH17JnDnt6NSpExUqVCjSmmopS5hf3dfmzZsX+DlVVUlJSSE5OZnExEROnjzJ4cOHWbt2LcuXLyc4OJgPP/xQs+aWARbLrZ2dHaqqkp2fuJ08WRondOsmZTl6974rY9XQ0Li30MRtEVSJSyRetcdQTHG7e/duFi5ciKIoPPvss7QpqrQNEuqxfPduRtvYoGzbJmJSUSTJbM+emwuVp6dLQGL37mzZvh0XF5ciuxAVxkMPPcTKlSv5888/adeunQTDvfmmdN956y2p3hARccvr1yiCJk0kxOTwYSkSex9jZyeRLx06SOLajBkAChBO7doSxhASUo1Vq2xZsmQJq1evBsDDw4Nq1apRo0YN2rdvX2rZ/Yqi4OTklBOSUKtWLTp27IjJZGLnzp0cPXpUE7ZlhCXm1mK5TXJzw75ixdwFTCYpoFyligjbfv2KV0FGQ0PjP48mbovANcNEJqacxhWFYTabmTt3LrVq1SIwMJApU6aQmZlZZG/3mjVrkpKZydW6dXFfv16sE4oiCWMffigX9T59cq16GzbIXaF9e7aOHUv9+vWL1b60IHx8fKhXrx4//vgjbdu2FQuwvX2u5fbNN6WS/dChUt1eo3SpXVtCUX7//b4XtxY8PSWZrXv3XI+zS04UghU9evSgffv2nDx5ksuXL3PmzJmczobLli2jb9++dOzYscxKgxkMBho2bEjDsuqApZEjbp2dHVEUhXSDQbIOLWzaJPXqfHykwYxmtdXQ0CgmmrgtgitWNmRlmYslbn///XdiYmL46KOPqF69OgDz5s2jZcuWhbaFrVq1KoqicLBSJZru2iWZwXXqSDbNxYtStyk7W0xeIPVoGzTgbGYmZ8+eZdCgQbe9n506dWL8+PEcOnQoJ7EHZ2d4/33J5p83T9TIc8/dWpvejAzZh3ulPe6dRKeTDgI//igNNe5QmbvyQFBQwSGUTk5OOSUELSQmJrJw4UK+/PJLFi5cmFOVJSAgAH9/f1xcXPJfmUa5wxKW4OjoiKqq6FJTpaezhQcekPZx589LK/L7MGRHQ0OjbNDEbRGYzXoUTOiLaPOYmZnJN998Q4sWLahRowYAffv2Ze3atfzxxx907ty5wM/a2tpSuXJldqan09THRzJuLMlFvXpJbcd58yS5on59OHkSBgxg69atWFtbE1EKIQN169bFx8eHxYsX8/bbb+fG71piQiMj4bPPpL5T587SV93fH86ckUwhGxuxQFasKIVN4+IgIUGe9+0TwQ7QoIG0gapTR6zDGkL79iJyTab/lLgtKS4uLjz99NN07dqVv//+m23btjFz5sycTok+Pj6Ehobi5eWFnZ0d9vb2ODg45IQeODo6cvHiRU6ePImDgwONGzfG9g410NDIi40NZGWBvb1Ybs3Z2dIFBCQDUVGkikj//tqkWENDo0Ro4rYIPIwmEtSiwxKio6OJj4+nX79+Oa+5u7vTuHFjfvrpJzp16lRowleNGjXYv38/tG0rdWaHD88Vf488IsLnyhVJJKtYEerW5Z9vvyUyMrJUGlooisKwYcN4++23+e6773j0xnI7trZSmb9aNemk9uOPkgqfkCDvZWfLnepGHBykJtSTT4o4X78eJkyQG1flyiJyw8Pl+T8mMkwmE0lJSVy4cIGLFy/iWL06Xleu4G424+DgcFuhJvc7lSpV4tFHH+XRRx8lKyuLCxcuEBMTw/79+9m/fz/bt28nIyODjIyMfD9vMBgwmUzY2tpSt25dFEXBZDLh6+tL9erV8fPzy2kYUxyvjUbJsVy2bG0lfvq8oyOVLfHNo0ZJt8bQUPFqaGhoaJQA7apdBEYMZCvZ/Pvvv4SGhha43L59+/Dy8qLSDcXFO3XqxBtvvMG+fftucrFeT40aNfjll19IbdgQhwULJN7s+t7p3bpJctnYsfDUUyQmJXHo0CFGjx59u7uYQ7169ejTpw8LFiygevXqN1uEFUWCJDt3ht27xSJbuzZERcl7x46J1dbTU7qsubrm9l610KULnDsHBw6IVebvv+GHH+RO17SpNLAICbnvXJCqqnLo0CG2bdvGrl27OHv2LJk3ZIbbZGfT6MIF9np4cNXWFhcXF6pWrUr16tVp1qwZAQEBmM1mdu/ezd69e0lOTiYtLQ29Xo+VlRXOzs64u7vj6emJj48PLi4unDp1iuPHjxMfH09ycjImkwlra2ucnJyIiooiPDz8nhdvVlZW+Pv74+/vf1NlhOzsbNLS0khKSiIlJYWUlBQ8PDzw8/MjPj6e3377jX379mEwGNDpdGzatInvv/8+z7qXL19+S5VINArHomMt4jZVVSVOITNTJsteXnJNKMctjDU0NMon9/ZdraxRVTIVA2lKFl988QU9e/YsUAjs27ePOvnUKQ0NDcXf3581a9YUKm5r1qyJqqociY8nsn59WLxYqiRYYghTUyWV3Noa/vqLbdfuDMUpN1YS+vbty+HDh/nggw94//33CQwMvHkhKysJL2jQIO/rxamJqyjSXahSJRGyqioxdZs2iVX399/Fotutm8Qc3+PCS1VV9u7dy6JFizhw4ACurq5ERkbSunVrHB0dcXR0xMfHR5oSxMdjGDmS2A4dOF+5MpcvX+bo0aOsXr2axYsXU61aNRITE7l06RIVKlTAzc0Ne3t7zGYzRqORQ4cOERcXd5O10sHBgQoVKuRYIZOSkjhw4ACrV6/G3t4eLy8v7O3t81QFMJlMANSpU4eWLVveNGm7V9Dr9TkhCTfi5eVF37596du3b57Xr169yqVLl0hMTCQjI0MTtmWE5XTT68VDZZOWBomJMok3GsVz9dBDd3GEGhoa9yr3tnIoa0wmVLMeHekAnD9/Hn9//5sWS05O5uTJk3Tp0uWm9xRFoVOnTsyePZuEhARcC2hW7+vrS4UKFdi8eTORTz8tdW4/+EBaOwHMmiUCt18/mD+fLUYjderUKfUEGp1Ox8svv8yYMWMYO3YskyZNKlthoyjg6ytdh3r1khvbDz/Ap59KraiuXeHBB++5kIW0tDT+/PNPfvrpJ06ePEm1atV46623qFevXoFiydbXF5Ytw1Wn4/ppkslkYtu2bWzYsIGgoCA6dOhA9erVC1xPcnIyFy5c4OrVqwQEBFCxYsWbllVVlVOnTrFt2zauXr1KamoqWdeFlRgMBoxGIz/88AOLFy/GwcEBBwcHAgMDGTFiBBUqVLjtY1RecXNzw83N7W4P477HEpZgZeWAoijE2NjQwt8fvvwSLl2SNrvXNe3Q0NDQKC6auC2MrCyszQpOSjaKonDu3Ll8xe2BAwdQVTVfyy1AixYtmD17Nlu3buXBBx/MdxlFUWjVqhVr1qxh6NChWL/yioQgjB8vHcPi46VSQVQUmbNmkbFlC+0mTizFnc3FycmJd999l9dff5033niDiRMn3hnLnaJIPd2ICIiNheXLpc7l8uUi6tu1K9eW3OTkZH7//Xe2bt3KwYMHMZvNNGjQgIEDBxIZGVk8C6BOJ5Ul1q+HTp1AUTAYDDRp0oQmxWyHXJCl8noURSEoKKjIDlxGo5Fdu3Zx7tw5UlJS2LBhA6NHj+a5557TymRp3BYWy61OZwfAAVtbCXPat09qebdte9+FJ2loaNwZyq9SKA9kZWHCgIIJRVE4c+ZMvjd0S7ytl5dXvqtxcnIiNDS0UHEL0Lp1a5YuXcr27dtp2rSplIX69lto3lwu9NcKmJ/U66mVlkbjxo1LZz/zwcXFhQkTJjB27Fheeuklxo4dm6f1aZnj7y9ivl8/WLgQPv9cGh289NJd75iWea0E27lz54iLiyMtLY3z58/z999/YzabiYyMZNiwYTRo0ABPT8+Sb+DYMbHUW1lJ3PXlyxLHfBcSzKytrWnUqFHO/927d+ezzz5jwoQJBAcH07JlS9q2bVtqTRU0/jvkOmNsUBQFXUaGxOK7uUFAAFx33mloaGiUBE3cFkZWFmb0oJjR6XScvb4G43UUFG97PY0aNWLu3LmkpqYWWPO2UqVK1KhRg99//13Ebdeu8rgOVVXZlJZGMysrbMu4ZJS7uzsffPABEydOZOzYsfTs2ZMGDRrk1OW9I3h5SX3drl1h6lR48UWp99ujxx2z6mRnZxMbG5uTEBYdHZ3jwrexscHBwQFnZ2d69+5Nhw4d8g8VSU2VkIuzZ8XleuEC1Ksn+3X2rFio09KkIkZmpliu5s6Vpg4vvyzCNjRUmmk0aiQJewCnTkn5JKNR4pd1OpkYeHjIutavl6Yf1tYQGCiTpPBwKeH2669iCa9YUYrN+vhc30khX5ycnHjjjTdywiQWLlzI8uXLGT58OM2bN9fiUzWKzfUxt4qi4JWaKsmmfn5SLlBrGKOhoXGLaOK2MLKyyMaADkmuyU/cFhZvez2NGzdm9uzZ7Ny5kxYtWhS4XOvWrZk9ezaJiYn5iqR9+/axzs6O5h9+eEfEnaOjI++88w5ffvklq1atYsmSJXh6etKrVy/atWuHlZUV2dnZ6HS6QoVNVlYWRqMRGxubW8vODw6Gjz8WK+7XX4uYu67sWnFISEjgn3/+YceOHaSkpJCdnU12djZGoxG9Xk9wcDDVq1fH1dUVGxsbYmNj2blzJ/v37yczMxNFUQgJCWHAgAHUrFkTX1/fwt3/V65IYKGTk5RPW7kSHB1FsHt7i4UKJAxBWjVJq1EbG6lt/PffEpYyapQI4D17YPZsmDlTxLC7uwj+o0fzbvfllyUZb+1a+P57yTi3soKYGAlxCQ+XEm7bt0v5tsuXRRgHBsL06fL3vHkipt3dZSw+PjmmNkVRcrp3JSYmMnPmTD788EM2bNjAU089VaAHQ0PjenLFrR06nY44s1leuHhRamtraGho3CKauC0MsxkTeqwUU4GW26LibS14enpSrVo1tmzZUqi4bd68OV988QUbN27MVzD/+uuvuAYGUr2UqyQUhsFgYPjw4QwePJhDhw7x66+/MnPmTBYsWIBOpyMxMREHBwcCAgJwdXUlISGBpKQkFEVBURSSkpJITEzMWZ+joyNt2rShc+fOeHt7l2QgMGAA2NlJsllwcJGuS6PRyObNm/n999+Jjo4GoHbt2nh5eaHT6dDr9VhbW5OZmcmxY8dYv359TkMAKysrQkJC6Nu3LzVq1KBKlSrY2dkVPsbkZPjrL/jjDzh0SFoWd+kiFtqHHxZheyNVquQmDl5P27YShrFsmbRB7tNHrLT79+dabl9+WcomWVuL1dZszrW+du0qVSfya5YRGioiWQ6SWHItpcmSkqT183UlsXB0FGHt5CQWZjs7UBRcXFx49dVXadmyJTNnzmTEiBH06dOHRx55pMjGJxr/bSyOJ53OVq4TFnHr7KyFJGhoaNwWmrgtjEqVOGiwwVkn1qrExERSUlJwdHTMWWTfvn1UqFChWNaqRo0a8d1332E0GvOUXboeJycnmjZtytKlS2nevHmerO3Vq1fz559/MnLkSJRff4UdOyTp7A5hMBgIDQ0lNDSU3r1789tvv2Fra4ubmxuJiYnExMSQkpKCr69vTpe27OxsnJ2d8fT0xNbWlszMTE6fPs26detYtWoVfn5+VK1alUaNGtG4cePiubV79YITJ8SS+8kn4obPh+joaKZPn87FixcJCQnhmWeeoVGjRoVWmMjKyiI9PZ2MjAxcXFxK1iDju+9gwQL5u25dCaGwTEJuJfbW01Mst6+9Bq+/Ln+7u0uJOAs+PgV/vrhdnayt88Yxu7hIjPOFCxIeYTSK1ddipR44UKzNHh4i1j09aTRgAOGff87PH37I9qlTOfnHHwx7911cPTxy16uqYjGOiREx7ego4RCVK4uw3rhRrNCnTon4bteu8P27XbKzxRp+8qQkMQYHawlMd5DrE8p0Oh27QGJtw8IkHEdDQ0PjFtHEbSGoqgqqHpVs7OzsMBqNnD17Nke4ARw8eJDatWsXa32NGzfmm2++Yc+ePYXWpx06dCgjR45k6tSpjBs3DkVR2LhxI7Nnz+aRRx6hQ4cOUhf2n39EKBSR8V4W+Pn5MWDAgFv+/GOPPcbff//NoUOHOHz4MH/88Qd169blqaeewqcoQaMokmz27LNiwX3jjTxvm81mPv/8c3755RfCwsIYP348fsWM37OyssppiFAgCQniOjUapa1w9erSyKJ2beks16SJNLAoDYKCYPJkEbYvvQT/+1/hZdGSkyXMwBLqoKq5IQeenmKVTUyUeMbChJyi5BWW14uN0aNlPXFxEj8cHw86HXZ2djzi5ERbg4Hjq1ZxbM0aqjdvjvOgQdJlav16aeEMYoU3maSt8zvvyN/Tp4u4qVQJfvpJYoK/+kqWjY7ODedQFBGmer38raq5z/HxUmmjYkUZ/65dsGiRCNjq1SUko1Yted6xQ7rlGQy5YR6NG8NTT8mx+/BDCX25ywmM9ysGg3yFYINOpyPZbJbzrHnzUkueVFWVgwcPsnPnTvbu3UuDBg3o0qVLqXR11NDQKL9o4rYQzHv24J8N1koWbgEBHDt2LI+4NRqNHD9+nDbFbA/p5+eHj48PO3bsKFTcuri48PzzzzNu3DhmzJjBxYsX2bNnD23atGHgwIGyUKNGYjlbtUrExj2GdUoKrUwmWkVGwogR7Ni4kV8/+ogRTz1Fs+bN6dq1a+GJa7a20LGjiJLk5ByroqqqzJ49m19//ZWnn36aBx98MP91rFwpd1YvL7EcWuq2KooIpKQked/RUdz6VlZyw/3lF6lkcK3JAdbWYsmMipKanGVRUSIwUITWZ5/l+nLfeUdEQKtWsHOn7M/JkyJc8+OZZ6Re8ObNIpBXrBB1cemS7HtJLJbNmhX83vPP4zxsGMHR0Xz7/vscOn2a3k5OWIFYR19/XY63t7cI8LQ0+Zy9vYRfWMx5RqNYcA0GWeatt0S86vUSeqGq8t17eEg96G3bcsuoQW44iF4vyzRsCIcPy3G6elXEbd26ErMcECChHrt25Qr6tDT5jrUWyGWKfN0ibhMsYQmlGG+7ePFiPvjgA9KunWdr1qzh+++/5/nnny/1BjgaGhrlB03cFkK2wUA2esCEo6MjHh4eeeJujxw5QnZ2NrWK05kLCW2Iiopi27ZtqKpaqAu+bt26dOvWjZUrVxIaGsqoUaNo3bp17mcMBqmDunixiKt7oRRTdjb8+aeU9Dp6VATVQw9Bo0bUM5mINJs5ZTazbs0aJv/8M0nu7gQEBuLv70+lSpWoUqUK4eHh6CyCo2VLqSjw559yLIBly5axZs0aRo4cKRZuEDG0c6cIu1GjRLCsXy+Z2ZbGBTodTJsmQmfhQknGup4ePeQ4V6kCfftKdzYbG7HQFhWHWxp4eubG5aqqiHJL2IHRmHs++PvLe3Z2Mj7LsbKE0jRtKtZgg0GE4MiRojBCQiQMoF692x+rgwMuTZvy0Oef8+yzz5Kxdy9DGjQQEX198wc7u9xjpyi5whbk72ul77CzEyF7+rR8ZzqdTDYs+9S+vVjNTSZpCOLvnxsGEh4uj/ywssq1yt64nJubWMs1yhRra1AUEbeXs7IkHKaUamrHxsby9ttv4+TkxNNPP03lypWZP38++/fv55133mHp0qVFx9BraGjck2jithCyXFzIxIBep2IwGKhUqVIecXvw4EHs7Ozyb1FbAHXr1uXHH3/k3LlzRTZGePLJJ+nZs2fBMaIdOkgW/vbt4va1kJAgj7sQrnATRqNYQT09xQ38yScioF54QZ4tcZxt2qCvWJHgn35i2I4d9Ll4kSPe3vzl68upU6f4+++/SU9Px8PDg7Zt2+aUJNNFRaH+9ht7KlVi+fLlREdH89hjj4mw3blTwgb+/FMslFWritXOwyO3KkBcnFg8L1/OTcTq2VOOrckkCVxpablxvdWq5Yquu4WiiOvcQuPGxbd2OTnlhhjY2EjM9t69YrV8+2144gmJaS6F2FN/f3+eeOIJ5s2bR6NGjQgNDb21FSmKhAy4u4v190YiI+Whcc8hjghr9Ho9ZrMZk7c3hlI498xmM0OGDCEjI4Nvv/2WiGvnTbNmzRg3blxO570nn3zytreloaFR/tDEbSGYr1zBjAEzJgwGA15eXhw4cCDn/YMHD1KjRo1cS2IxqFOnDgaDgV27dhUpbpVr2egF4uwsGeweHrlxh4cPw7vvSimoYcOKPa4y4d9/YdIksXa+/bZYO6dNK1h0h4ZCaCiKyYTLtm3U9/amfnAwnDiBamfHsZQU1q5dy+rVq/n2229xcHAgNDGR9rt387+9e3ENDeW1Z5+liUXof/mliNOoKAlhuFGUKoqI7huTvXx8yjaRqbygKJK8ExYmtYMXL5YY5pMnoXfvUpkcde3ala1bt/Lxxx8zZcqUUm8XXepkZ0uyYkKC/K/TyfmjUSbY2EBWlg4rKytUVSUzM/PWSgXewAcffEB0dDTjxo3LEbYAHh4evPvuu2zfvp0pU6bQq1evIrv5aWho3Hto4rYwdu9Ghwso2RgMBnx9ffOUijp06BAPP/xwiVZpa2tLSEgIu3btKvFn88WSjT5xovj4tmyRmMZHHpHX160Tl+2daJ97Pb/8IqWmQkJg0CB5TVGKJ5gMBknKsvD11yh79lCtY0eq9enD8OHDOXr0KPv27cPh2DGCL1zgYy8v3J2dUWbOlP2vUkUSsRwdtQz44qAokjzl5ycTpk2bZDLw1lu3lRyn0+l4+eWXee655/jggw945513il8iLDlZqiqcPy+xxFZWco5nZsrD3l4Sx3x9cxPNVFXqCzs45C2BZpn8Wf5OS4Pjx8WbcPy4vJ6dLX9b4nZBYru/++6W91+jcGxs5Ku0trbGbDaTkZFRYJOb4pKYmMjs2bNp0KABTz/99E3vu7m5MW7cOIYMGcLEiRN5//33b2t7Ghoa5Y8Si9ujR48yYMAArly5gqurK/Pnz7+pWsCWLVsYMWIEIKWVmjVrxmeffYaNjQ379u3jmWee4dKlS1hZWdG4cWOmTZtWLrNXs62tycRApl7KYPn5+WE0Grl8+TKZmZkkJycXO972eurWrcvChQsLLQlWIlRVxNzvv8MDD4jL2tpaXl+9WuIVx42TbPE7wdKlYgHs3FlaCN+uJea11+CHH6Tu6k8/YWjalFovvijH/umnJXxgyxYRY/365daS1SwyJadFC5lY7NghXgAXFzmPjh2TeORb+J16enry2muvMWbMGObNm8eQIUMKXvjMGYl5PnRIRKoFOzuJjzaZROTa2IhAtSQh2dmJtf38eSlfBiJ8HR0lJCU5WZLLLOLY8jl3d6meYKm8UK+eeBAqVpT/tYlRmWL5Ouzs7FBVlZSUFDyuLx93C7z33ntkZGTw7rvvkpyczPr168nOzsbGxoZmzZrh5ubGQw89RPPmzVmwYAGDBg2i+p26NmpoaNwRSqw6hg8fzrBhwxg4cCDLli1j8ODBbNmyJc8y4eHhbN++HSsrK8xmMz179mTWrFmMHj0aW1tbpk+fTlhYGNnZ2fTr14+PP/6YN24o51QeyMo2k42OLL0Zg8FAYGAgiqLw1VdfUbt2bRRFyVMWrLjUrVuXefPmceDAgTwus1tGUaTAf58+N7/+3nuSiPTGG/Dqq7l1V4vCZJK6o2vWSFzq/PnFv9FXrizNFnr2LNFuFIitrbjJH35YykNt3ChuYzc3KeV05Ig89+8vIl/j9jAYpBqHpZD+zp2SXPW//0ns8bZtIiQLqC+cH6GhoQwZMoTZs2fj5ORE7x498k56srLEQvrdd5J09sADkuzl7y9WWUv5s+stsNnZUtnizBmxuJ47JxUk7OxEvF66JBZfLy8JTzGZ5DMWC7C9vYhkS03dhASJPfb3F8vv4cP/jfCUu4i1tYTl2177fpOTk29rfadPn2bFihU0atSI8PBw3n77bfbs2YOdnR3p6eksWrSIoUOH0qpVK6ZMmUKTJk149tlnWbNmTYnCyzQ0NMo3JRK3ly5dYteuXay9lkneo0cPRo4cSUxMDEHXuZvtr3MHGo1G0tPTcy4c1a6Le9Tr9dSvX59Dhw4Vut2kpKSbXrOxsSlza6/x7AV0uKFHxK2npyevvPIKn3zyCX///TeVK1e+pWzbwMBA3N3d2bVrV+mI28JwchLh99FHEov7yiu5pZzMZrH2LlsmN/kpU0Q4zJghN/lLl0QMN2ggouD8ebFw+frmv63jx0WQ1K9ffBFdEuztoXt3eVhwd89NTNu6VRO3ZUGtWnJOeHuLuFy4UOJSq1SR79kiAG1sREhWqJAbynDpkrzu4sLD1asT6ODA+Zdf5sykSVRq0AClSRM5pxYulKS+vn2looXRKJMqS7LmiRMymXF1FSvsuXNy/jo4yPptbXNL4g0eLBbowYOlhfGkSXJ+WFnJeazTyTZtbCRu3fIbjImBTz+VChwODuItaN8+/yQ2jVLBxka+agcHB1RVvW1xO2nSJLKysnjhhRdYvXo1O3fuZPz48URFRZGUlMQXX3zBp59+yuHDhxkxYgTDhw9n6tSpLFiwgP79+5fSXmloaNxtSiRuY2Nj8fX1zQn4VxSFgIAATp8+nUfcAsTExNCtWzeOHTtGp06dGJZPclNqaipz5sxh8uTJhW7XPx8L0bhx4xhfxqV6ss9fRk8tdNdibkGybS1JCXXr1r2l9SqKQt26ddm1a1eZZuteunSJtWvXYm1tjXPdurTw98c+LEzenDVLEr5iYnLLQ11vEQsPlzqhlu9VVcUK7OMjIQ43cuyYtIIdMUIEwZ3EYBCRtXWrJEZplC729hKSYOGjjyQM5J9/JOwlNTXv8m5u8PXX8verr0ob4cceA0UhrFo1TB4ezNmxg4ijR2m5fTuu586hODlJbHhYmJjz/vhDKlqsWiXn5f/+J5ZUi6nvRhwcoHVrGeubb+aWCYuKknPdx6doz0NEBCxfLiIYcsukaZQZNjZiMLd0fYyPj7/lde3fv5+NGzcSFhaGr68vH3/8MV26dCHqWkKgs7MzL774ItWrV2f27Nk0bNiQ0aNHs3LlSj7++GPatGlTZJKvhsb9jMlkQq/XoygKRqORhIQEEhMTSU1NJTMzEx8fnzwasDxT4hHeWJvVklx1I0FBQURHR5OSksLjjz/OihUr6HOd2zwrK4vevXvTvn17unbtWug2Y2Njb+oYdSdidLOSUlGBLMWcJwmmVq1azJ8//7bcWOHh4axfv56EhARcS6ub1TXMZjM//vgjX3/9NVZWVuj1epKTk/ne25v3OnbEEyRe0dtbivvf2Ooyv6YQigKPPy5JWnv3igixkJ4uhfSDgkRg3A0aNRJBdP685koua6ysxDLaooVMerKz5fX0dLG+Xu9pefVVsa6DxHy/+y51AXXnTnZMm8aR/fuJqVaNqNmzqVq7tqwPpOnC9RPmF1+UidjFi5JEWamSjCM1VZ4rV86t6Xv952xtC/Y05Mf1Yvb6hDSNMsGSUObs7IyqqiRYqlTcAvPnzyc9PZ2BAwcyc+ZMfH198+2i2LlzZ7Zt28a0adOYMWMGr7zyCs8//zyTJk3is88+K14L8FsgMTGRbdu2sXv3bmJjY3FxccHd3Z3AwECqVauGn58frq6uee4rJpOJ1NRUFEXJE7qRmpqac+/NysoiMzOTrKwsTNeayzg4OODo6EilSpW0cIv/OOnp6Rw/fpzjx49z4sQJDh8+TFJSEkajEd21zpJ6vZ6UlBTSr+Ur6HS6nHNJVVWys7PJzs7GaDRiNpvx8/MjODgYOzs7kpKSiIuLIysrC7PZjLe3N5UqVcJgMOT8nh966CHq1avHqVOnWLx4MVevXiUgIICKFSvSs2fPMvnNlUjc+vv7c+bMGUwmKY2lqiqxsbEEXG/VuQFHR0f69OnDwoULc8RtVlYWjz76KD4+PkydOrXI7To7OxfeDrWMyErNBMCkZGNlseZc43YTwcKvFYzfu3cvLVq0uK113cgXX3zBjz/+SOfOnenfvz92dnacP3+esWPH8uqrrzJhwgR8nn++5Ctu2hRq1BAr2osvSgJXfLz8f/WqxGXerRld3boiTP75B7p1uztj+C+iKLnfuZPTzUl8N06crhFlb09UcjLxTz7JkvR0Fr/xBl26dCE4OBh3d3eqVauG3fXx7P+V8mz/MSwJZZYScVevXr2l9Rw/fpyff/6ZKlWq4O/vz/z58xk3bly+12lFURg1ahTPPPMM8+bNY/jw4SxYsICff/6ZzZs307Rp09vapxvJyMhgxYoVLFy4kLi4OJydnbGxsSEuLo6EhATMZjN2dnY4Ojri6OiIq6ur1Pw1mXLEhMlkIutawxmDwYBer8doNGI0GsnKyiIrK4tsyyQTuT9ZW1vj7e3NAw88QJ06dXBzc6NixYp4eXmVmYDXKD/ExcUxY8YMtm/fnmOBzc7ORlEU9Hp9zqTHfC251srKCjs7O0wmE9nZ2ej1eqysrDAYDDnnnMWie/DgQWJiYrC3tychIQGTyZRzTkVHR2MwGLC2lvrVaWlpzJ07N0cI6/V67O3tycrKwsrKip6llZtzAyVSIl5eXkRGRrJgwQIGDhzI8uXLCQoKuikk4fjx4wQEBGBlZYXRaGTFihWEXbP0mUwm+vTpg7u7O7Nnzy7XPzJTurg/TXq1+OWLiombmxsBAQFER0eXqrg9ffo0a9as4cknn6T7dbGpPj4+TJ48mbFjxzJu3Dg+++yzHEtAsVEUePZZsdLOni3Pf/0l4Q3PP18yC1lpY2srbuUtWzRxW9756y+J4a1eHfd33uFDRWHx4sWsXr06x3JgMBioXbs2NWrUwMvLi8DAQGrWrFmurxdlTXEq1cTExDBw4EB2795NtWrV2LFjx10abfGwRJm4X7PuJxbUProIvvjiC5KTk3n33XdZsWIF1apVywlHyA8vLy8GDRrE559/ToMGDRg/fjy9evXinXfe4Ycffij5tfEGsrKy2LRpEzt37mTDhg2cPHkSKysrfH198fPzw9fXl4oVK+Li4sKJEyfYsWMHV65cIT4+nuTkZOzt7bGxsSE9PZ2Ma6XpLOL1eqFhERHOzs44ODig1+vJzs4mLi6OtLQ0jh07xt69e7GyssLJyQknJyeCgoKoX78+LVu2pHr16v/p39T9yqZNm5g+fToXL17MOUeaNWtGvXr1CA0Nxc3NDVtbW7KyskhKSiIpKYnMzEwyMjLyCFOQ3Cg7OzscHBzw8PDAxcWF/fv3s2HDBhISEqhZs6YYI+zsUBSF8+fPc/LkSVJSUrCzs8PKyoozZ87k9AVo1aoV1tbWXL16lfT09DI7/0psZps1axYDBw5k4sSJODs789VXXwEwZMgQunTpQpcuXdiwYQOffvoper0ek8lE69atefPNNwH49ttvc8Ru5LWuQk2bNmXGjBmluFulQ7KrJybAqJjLJMYkPDycf/75p8hWvCVh7ty5eHt707lz55ve8/T05K233mL06NHMmzcvp1xbifD3h6lTJQvd0j63bdvcVrB3k0aNpElEfHyuK1yj/JCWJt/Ppk1S1eCZZ8DKCgPwxBNP8MQTT5CRkcGVK1eIjo5mx44dbNy4kStXrmA2m6lVqxb9+vUjPDz8P3lDLk6lGmdnZyZMmEBiYiLj8ouNL2dYwhLc3NyA/JOHi+Ls2bOsWrWKmjVrEhgYyNy5c3nzzTdzzhFLOMC+ffto0qQJja5VAXnooYfYsWMHU6ZMYdq0afTt25cvv/yS+fPn89T1HQBLyNGjR/noo4/YvXt3jrW1Xr16PP7447Rs2TJfa7Kqqly6dIljx45x9uxZUlJSyMjIwM3NDS8vL9zc3HB2dkav1+fEQLq7u+e8d2PogaqqJCUlcejQIf7991+io6M5fPgwaWlp7Nu3j927dzNv3jxCQ0Np1qwZ/v7++Pr64urqiqura7HFfVZWFidPnuTUqVOcP3+e1NRU0tPTcXFxwcfHh6pVq1KtWrX/5O/1brFmzRqmTJlCZmYmjo6OPPjgg3Ts2JGqVauW2jbq1q1bYM5RSEhIqW3ndlDUgoJmywFJSUm4uLiQmJh4V8ISVnyymMkvOpHtNZXXZgwvdfP5tm3bePfdd5k9ezY+peByjY6O5s033+T111+nyfVNEG5gzZo1zJw5k3feeSdngnFfkJIiDSO6dpX4YI3yg9EoiYgnT4qobd682B81m83s3LmTxYsXc/ToUZycnKhTp05OnGJgYCDe3t7l5gZaFtetS5cuUb16da5cuZITEubj48PWrVtv8pwBbNiwgZdeeqlQy61lnAXlNNyJvIZly2DFCmjZchZPP/00Tz31VIkNHePHj2fOnDl8+eWXbNy4kdTUVKZMmYKiKKxZs4ZZs2YB4Ovry9mzZ2nYsCFPPfUUnp6eJCYmMnr0aPz8/HjppZfo1KkTycnJOdbfkpCWlsa3337LggULuHTpUk5IQPv27YmKirrrsa+pqakcOHCAAwcOsGfPHnbu3Mnly5cxm82oqpoTGmFvb4+7uzve3t45vzF3d3esra2xsbHB1tYWg8HAli1b+PHHH4mNjc2JCzYYDOh0OrKyssjIyPh/e+cdHlW19eF3SiZl0kglPSGQUEKTJkU60kTgEwS5NCs2UMByvYJX8YJeC1hQ4aIoil4piiCIAoI0kV5CCYQSkgAJ6WUyM8lkzvfHueeQQAgJpBH2+zzzQGZOWfvsM3t+Z+2118LR0ZEWLVrQt29fOnXqRHR0dJXPggqusH79embPno3ZbKZdu3ZMnTr1pnLx12UqOr7W/SVvtYjtUhpaXCkqkS2hKomJiUGr1XL48OFbFreSJPHll1/SvHlzOnfuXO62gwYN4q+//uLDDz/ks88+u6l0ZnUSV1fo31/OzTtixJXcqILaxWaT03HFx8vp6Co52Gq1Wjp06ED79u05fvw4hw4dIjY2lhUrVlBQUADIHstGjRqh1+vVmLGioiJcXFxo1KgRERERNGjQADc3N3XKzcnJCaPReFus/K1MpprKUlvZaOBaz21lU4Hl5OSwbNkymjdvjre3N7GxscyYMQONRsPGjRtZsGAB9913H6NHj8bd3Z1du3axcOFCZsyYoZaDnjZtGjNmzGDv3r28+uqrTJ48mddee01dkFsRtmzZwqJFizh58iQajYa+ffsybdq0Mq9tbWE0GunQoQMd/pemMTs7m/3793P27FnOnz9PXFwcaWlp5OXlkZaWxqFDh1i7di1GoxGj0YhWq0Wj0aDVatFqteTl5WG32/Hw8KBZs2Y0btwYJycnVdwWFBTw559/Ehsby/Hjx9HpdHh7e9OzZ0/uvvtuOnTooGbJENwahYWFLF26lAULFmC1Whk1ahTTp0+v0gfUqpxhrgnq/qhei4Su34Ank7iklarlB9DFxYUmTZpw+PBhBgwYcEvHiouL4+zZs7zxxhs3vAE1Gg1TpkzhySefZOXKlYwbN+6Wzl2nGDoU1q6Viz3cIAuHoAbIzZXzJx88KKfougUvgkajoUWLFuq0lyRJZGVlqSuAz58/D8heR2UhRE5ODlu2bGHlypXXPa6HhwcxMTG0atVKXVDh7OyMr68vfn5+eHp61olBvaKZaipLbWWjgSsxt56eNyduFyxYQHZ2Nh9++CFff/01zZs3p2PHjvz55598/PHHDBo0iCeeeEK9dl26dCEsLIznn3+ezz77jKlTp9K6dWu6d+/Od999x4IFC+jduzebN2/mm2++uWGqRrvdzhdffME333yD2WwmICCAiRMnMnz48DI9lCkpKXz77bccPHhQXXHevHlzWrZsqS6qA9RKmB4eHri6uiJJkhqOoCwWU8Rmeno6ycnJmEwmHB0dMRgMODg44ODgQFBQED4+PmXev56envTp04c+ffqo72VkZHDu3Dm0Wi16vZ5jx46xefNmLly4gN1ux263U1xcjN1up3HjxgwbNoyBAweWsr0kZrOZjRs3snXrVo4dO0ZqaipfffUV33//PcHBwfTr149BgwZVaeiCyWQiPj6exMRE0tPTMRqNODk5kZiYSFxcHHa7nbCwMIKCgvDw8MBoNGKxWMjLy8NoNBIWFkZwcDAeHh63hZf5xIkTvPfee+zZswdHR0cmT57Mo48+Wup65uTkcOrUKcxmMwUFBWqcbVZWlrrQTIkFV4pvXbhwgfj4eC5duoTFYkGSJFq0aEGHDh2w2WycO3eO3Nxc1Ung6+uLr68vqampnDp1irS0NMxmM5IkERkZSXR0NL6+vri5uWGz2UhPT6egoKBUFq2qRIjbcsj0aUgxYMNWbd6dNm3a8Msvv9zyU9Gvv/5Kw4YNKxxm4Ovry/Dhw/nxxx/p378/fkrJ2tsdX185RdVPP8HgwbWXvaE+k5kpp4MrLJTTgJ0/D8eOyUUXPDzkPLeNGsklbFeulKuPvfqqnNGiCtFoNHh5eeHl5UX79u3L3dZkMqkDupIyyWq1kp+fz6VLlzhy5AgLFy5UVw4rODg48MMPP1Sp3TfDzWSqqSi1lY0GrmRec3GRxVFlxK3FYmHJkiW0aNECnU7HuXPneO+997BYLHz66ad07tyZJ5988ppxNSgoiKeffpq5c+fSunVrevfuzdixY3nqqadYu3Yt//jHPzh06BCfffYZOTk5PPXUU2XGoJpMJt5++21+/PFHjEYjAwYM4Omnny41C6eE1MTHx3Pu3Dn27t2Lh4cH/fr1IyUlhX379vHzzz8D4ObmpgrZ1NRU9eHFaDRSVFREYVn5nSuAh4eHmiHBw8ODBx98kKbXyWLi7e1dqvxxq1atGD16NGazWc3aYDabMZvNBAUF3fAhyNnZWV2LI0kSycnJbNy4kXXr1pGQkMBXX33FihUraNOmDQMGDKBx48b4+vri7e1dod/DjIwMYmNjsVgsFBQUcPDgQfbs2UNeXh5FRUWqh9lkMuHu7k5AQACOjo4cO3ZMfd9ms+Hi4oKPjw8gzxQ5ODhgMBjw8vKiVatWdOzYkeDgYJycnFRvvk6nq9UHX6vVytdff82SJUvIysoiMjKSqVOn0qtXL3WbrVu3sm7dOuLi4tT7SaPR4ObmhoeHB56ennh4eKDVajl16hR//PGHOgb6+fkRFRVFly5d1If+gwcPsmTJEhwcHIiIiMDLywuLxUJycjIHDx4kMzOTBg0a0KRJEzp06IDRaMRmsxEfH8+aNWtKfb8NBgN+fn6MGjWq9lOB3WlYdAYkwF5NnluQB49ly5Zx/vz5m55ezM/PZ8eOHTz00EOVuklGjBjBhg0bWLJkCS+++OJNnbtO8n//J+e83bJFLqsqqBr27JHL4548eSUfLcgpulq0kONoc3MhPV1OyZaSIhcDmTat1hf4KVOr5YX/lEy1ZDKZuHz5Mrm5uXXCa1vRTDW3G4o2cnBwRaPRqGEmFWHhwoVkZmby/vvvs3TpUrp27Up0dDTffvstZrOZxx9//Lp916tXLw4fPsxnn31GmzZtCAgIYODAgaxcuZL+/fszadIkvvrqK3744QdOnDjBiBEjuOeee9QQrt27d/Ovf/2Lw4cP07RpU/7+97/Tq1cv9XySJLF161aWLVtGcnIyHh4ehIWFMX78eAYPHlxKFGZkZKhezfz8fCRJIiQkBH9/f3JyckhNTcVgMODv719K6CoeVG9vb4KCgnBzc1Nz3ioPb+fPnyc+Pp6srCwkSSI+Pp4XX3yRrl270rNnT5o1a3Zdr6uCRqMpVXX0ZvOyazQaQkJCeOSRRxg7diw7d+7kl19+4a+//mLbtm1s3boVNzc31QvYpk0bGjZsSFJSEikpKTg6OuLq6oqzszMGg4GUlBROnDiB2WwmLy+PgoICJEnCxcUFd3d3AgMDCQkJUcWy1WolKysLq9Vaql0ajYYLFy5w7tw5LBaLKpSzs7NJS0tj7969fPzxx2ossiIGQX4giYiIwNPTE4PBQHFxMfn5+epiLnd3dzUOWWmXj48Pfn5++Pr6ViilqMlk4tChQyQkJGCxWDCZTCQnJ3PkyBHOnDmDp6cnI0eOZPLkyeqDSVFREf/5z3/49ddfadeuHc899xytWrXCzc0NR0fHmx7Thg4dWqrQw9WU95nyeV5eHnq9HldX12odW4W4LQen1Aw0gFQNqcAUmjZtil6vJzY29qZ/qDZv3kxxcTF9+/at1H5OTk6MGzeOjz76iPvvv5/oknlFb2fCw6FHD7mMart2tS6sbnvMZli0CDZulIt3PPecXJLZ1bX8ql8Wi6xe6oA4rAgl4yuVnKN1iYpkqrFarURGRmK1WsnJySE4OJhx48bx1ltv1bL1ZaNoPJ1OFhlKKrgbIUkSixcvJjo6msLCQjIzMxk/fjyZmZmsWrWK+++/X/XEXY/HH3+cvXv3smTJEqZOncqoUaPYtGkT3333HY899hiSJLFixQqSk5N55513WLhwIV5eXpjNZuLi4sjLy2PUqFG8+uqrpQRfSkoKH3zwAceOHaNDhw5MnTqVqKio69rh7e1dZekglZAFhYYNG9KpUyf1b7vdzpYtW1i2bBk7d+4E5Fm84OBgQkJCCAsLU6fljRXIgFNYWMipU6c4cuQI586dw2g04u7uTlFREfn5+RiNRpo3b07z5s1L9YfBYKBXr1706tWLCxcusHXrVrZt28bp06exWq3ExcWxf/9+7HY7DRo0wNPTUxWdWq22lAfV0dGRgIAAoqOjadmyJS1atKBJkyaV/v7a7XZyc3PJzMwkKyuLzMxMsrOzsVqtpKWlsW/fPpKTk8nNzVXTZWVmZnL58mU15zDI4YZGoxEPDw+cnZ3JzMxUp/aVogkuLi4YDAY8PT3x8/PDyckJu92uziYVFBSo4SXK9L+iQYqLizGZTOj1enr37s0zzzyjploF+f575513SEhIYMqUKfSrYgdPeY6+GzkB9Xq9Gl9f3QhxWw5OGdloARy0FV5YUFkMBgNRUVEcPXqUIUOGVHp/SZL49ddf6dy58009Uffp04c1a9bw5Zdf8tZbb9UJL1WVMGmSvCr/o4/kVfo11a70dHkBlafnbSXsyuTSJTl2edMmedXP5MmyJ7yibRIL+qqU6Ojoa1J/AXz++efq/x0dHUlOTq5Js26JK+LWuVLidvny5aSkpPD3v/+dVatW0atXLwIDA/nkk08wGAwVymxjNBoZN24cn3zyCYMGDSI6Oppx48axaNEiOnXqxBNPPEFYWBgLFy6kuLiYCxcucPHiRSRJwsnJiSlTpjB27FjViydJEhs3bmTRokW4u7szZ84cWrZsedPXpjrQarVqnG1aWhonTpzg3LlzJCcns3//fn7++Wd1+trDwwMfHx81P66SSzc/P5+cnBySkpJITk7Gbrfj6upK48aNyc7O5sSJExgMBlxdXYmPj2fdunWAPPugZE5o2bKl+lsTFBTEmDFjGDNmDCaTidOnT5Oeno7JZCI/P1+tnOXs7Iyzs7M6qwIQFRVFdHQ0zZo1u+XcxFqtVk2Fdj3Onz/P2bNnMZvN5Ofnk5GRQUZGBoDqEbVYLGRmZnL69Gk1b7OyeC4+Pp7s7GwsFovqgU9NTVVjmUHWBHq9nry8PHJzczEYDDRo0ICwsDA1hCgmJoa2bdsSHh5e6jd769atfPLJJ7i7u/Pvf/+70hk/6hNC3JZDtqsnVqC4mrIlKMTExPDbb7/dVNxtXFwcSUlJPPHEEzd1bq1Wy8SJE3n99dfZt2+fupL2tsfNTS4j/MYb8gKzm3hwuCGSJE+9JyfDmTNyAYmzZ6987uAg22E0yqVhJelKuVo/P3kav2lTuQhGbKwcL9y0qVxK1tu7dCnY6sRul8vaZmfLXtrkZNi2TQ4/MBrlkspDh8oxtAJBFaLc4lqtM1qtVp0yvhGfffYZDRs2xNPTk8zMTEaOHMnZs2f57bffePTRRyvkdQS49957+eWXX1i0aBHvvvsuQ4YMYe/evcybN4/58+fTv39/evTowdmzZzl9+jSFhYU4ODjQqFGjUsI1Ly+P+fPn8+eff3Lvvffy2GOP1fksNMoCoJJe48LCQpKSkrhw4QLJyclkZWWVErMmk0n1SsbExDBkyBCaNGlCRETEdVOd5eTkcOzYMY4fP86BAwfYsmUL0dHRjBgxgo4dO5baz2g0qtU7bxVJksjLy1OruBUUFGAymQA5FrhBgwY39O5fjeLZrgj5+fnExcURGhqqrmlR4qnPnz/P+fPn1QVdkiTh6OioxtMDqn0hISFERkaWK97T0tJYtGgRu3btokePHjz11FMV/g7UV4S4LQd7MdgBrY5qXTXZsmVLli9fTnJycqVTx/z22280bNjwlgaEu+66i5YtW/L111/XiXyMVUb79jBokFxN7fBhePTRWy/hmp0Nq1fLYvT8eXnqHcDZWQ6BGDEC3N3lIhc5OZCXB/8bUAFZ5Go0sgieP18WuzqdXMr45ElYterKth4eckiFjw+0bCkXqbgZ+4uK4Phx2L9fFq5ms/yy2eTP0tLkfxX0ennx14svyuesKZEtuOO4Im6d0Gg0FRK3f/75J3FxcUyfPp2VK1fStWtXAgMDefnllwkODmbw4MEVPr9Wq+WJJ57glVde4bfffmPAgAFMnTqVZ599lnnz5vHyyy/j5OSkTq1fjcViYf369fz4448UFxfzj3/847qpGCVJIj09ncTERDIyMtDpdDg6OuLt7Y2/vz8NGjSotHPDYrGQk5NDdnY2mZmZpKenYzabadKkCdHR0aViZSuCwWAgMjKSyMjISu1XHh4eHnTp0oUuXbogSRIHDhxgxYoVzJ49m4CAAO69917CwsIIDAwkMDDwlmYPU1JS1IIdJ06cuGHFOz8/P2JiYvDy8sLZ2Rl3d3e8vb1xdXXFbrej0WgICwu7KaHo6up6zUJXjUZDw4YNrwkXuVkKCwtZs2YNy5Ytw8XFhZdffpmuXbve8BpaLBY2b95MUVERrVu3JiwsrMx9MjMzSUlJUbNv2Gw2bDYbRqMRLy8vNWa5LiLEbTkYcgtwAHQ6qdrCEkCOu9XpdMTGxlZK3JpMJrZv337Lqw01Gg0TJkzghRdeYMuWLaVSw9z2PPmkLAwXL4ann4YHH5QF6I36s7gYLl+GixflUIOCAnma/vffZfHXsSN07QqhoRAWJntaK9sHmZmQkADR0VcqvGVkwIULsuBMT5e3SUmBb76R22A0yt5gPz95sVaLFnLWgqwsOQwgIEBWDCkpsvg+ckT2DFutslCOjJTFspOTfA30etljHBwsv+/sLMfSipACQQ2ghCXY7Q7odDp1UV95vP/++7i6utKiRQu2bdvGjBkz2Lx5MydOnGDOnDmVnmWLiYmhf//+fPHFF7Ru3ZqAgACmTp3K22+/zbRp03j55ZfLzEqxfft2FixYgMlkonfv3owZM6ZMT2BOTg4bN25k/fr16nR6WTg5ORESEoKnpyfZ2dnk5OSoK9dtNhtFRUXY7XbVw5eXl3fNw4Ber8fR0VEtqtCqVSt69uxJmzZt8PT0rPWczhqNhnbt2tGuXTtOnTrFTz/9xH//+181XtXb25sOHToQEhKiTsfHxMSo4lLxvhYVFZGYmMju3bs5fvw4xcXF2Gw2MjIy0Ov1NGvWjP79+9OoUSM1PleJhQU5RVlaWpqag/f48eMUFBSQl5dXZoq9oKAgGjZsiNFoxNPTk5CQEAICAtBoNGo4Achx++7u7jg5OVFQUIDZbCYwMPCGi/Yqis1mIzc3l8uXL5OQkMCKFSvIyMjgvvvuY8yYMdd9mMnPz+fUqVNkZWWRnJzMb7/9hslkUr9zTk5OeHp6qqEnLi4uJCYmkpSUVK49Li4uBAYG4uvrS2FhIVarVQ1JsdvtZGZmYrFY1FkCs9lMdnY2Op0Of39/fH19GTZsWLUIZFGhrBx+dh/ER3lPkRIzm+++W1St8VMvvPACfn5+vPTSSxXe55dffmHhwoV8+eWXam32W+Hdd99l//79zJs3r0oqptUprFZYvhx++AEaNoTx42WvZEkvtdUKhw7J4QV79sheV5BFq4uLLPr69JFDHKposVGFQ1EsFjlX7KVLsl1JSbI3WvEcl4XBIIvf1q1lT2x4+O0dA3ybUNvjVkWpC3ZmZsKECfDaa9C3r7wKPSsr67rb79ixg5EjRzJu3Djy8vIICAhg+vTpTJo0idatW9901hez2czkyZPx8vLi7bffRqvVkpSUxL///W8uXbpEjx49GDhwIAEBAeTl5bFy5Uo2bNhAt27dePjhh8tMpRgXF8e6devYsWMHWq2We+65h65duxIaGoqvry92ux2LxUJGRgapqalcuHCBxMREcnJyaNCgQak8q8oCJkDNhlAynZOnp6daohfg4sWLxMbGsn37dmJjY0vF0fr5+eHv70/79u3VNE+1iSRJZGRkkJiYyIEDB9i3bx8ZGRlYrVYkSUKr1RIWFkZWVhbZ2dml9g0JCaFNmzY4Ocme/8jISNq2bXvTbSouLiY7O7uU8Dt37hynTp0iMzNTjbO9dOnSNWkDyyMwMBA/Pz/14SQ6OpqoqChsNhvZ2dkUFRWh0+nUAhkg93NBQQHJycmcOXOGS5cuXfMw07FjRx555BGCgoKuOeelS5fYvXu3+gCg2Ovm5kaPHj0YPnw4np6enDhxgrNnz5Kbm6vmUi4oKFAzVoSHh6seW71ej06nIz8/n8zMTFJTU7l48SIZGRlq9Tqr1UpeXh5arRYvLy8cHR1JS0sjLS0NFxcXPD09sdlspKamYrFYWLx4caX6qKLjlhC35bDa9T4+Nk0irdWbfP/9kmotY7dkyRJ+//13lixZUuGnmOeffx4fHx9mzJhRJTaYTCamT5+OTqfj/fffv+UA/TpJYiIsXCh7NIOCZNFns8le0sOHZS9oSAh07ix7fAMDZY9mFYVqKN72w4cPc/r0aVJTU9XYKiXnoHLdXVxcaNeuHdHR0WWHithsssg1GuUFbGaz7LG1WmW7vb3JyMxkw4YNBAQE0LVr12qdgRDI1Pa4VVHqgp0mE4weDS+/DEOHelNYWHjdXLc2m41u3bqRl5fHRx99xAcffMB7773HX3/9xdq1a9VsBjfLsWPHeOWVVxg7diwPPvggIE/7rlq1il9//ZX09HR1W4PBwJNPPknfvn2vGa/T0tJYuHAhu3fvVlOM9e3bFzc3t5u27VbIyMggISGBzMxMMjIyuHz5MklJScTFxWEwGGjevDkhISFERETQtm3bCseh5ubmsnbtWk6fPq0WTikqKlIrA3p6ehIVFUXnzp1vKqxPkiTS0tI4cOAAp06dwtvbm+DgYLXKoLe3d605YWw2G2lpaWrFNuUeUISdxWLBxcUFR0dHEhMTOX78ODk5OWi1WkwmE3FxcWr8L8hhjyU9wCA/0Dg5OREQEEBkZCTBwcFqFhd/f3/8/f3LFPHHjx9n0aJFnD59GgcHB1q3bk3Hjh1p06YNPj4+t/1vgCi/WwXYJS0SoK3GPLcKMTExrFy5kosXL5b5FHY1Z86c4cyZM4wZM6bKbDAajbz66qtMnz5djTerN/G3CqGhMHv2lfjWQ4euLPwaO1YON6jA9a8MkiRx6NAhNmzYwO7du7HZbDRt2pROnToRGBhIVlYW6enp5OTkkJCQoE7NZmZmsmzZMtzd3QkODlbzIzZs2BAfHx91YDu+fz9Hjx7F1dWV5s2b4+vrS9aBA5w8eZLNmzej1+uxWCwsWrSILl26EBkZibu7O4cPHyY2NpbAwEDat2+Pm5sbCQkJ5ObmEh0dTUxMTP0p7iGokygxt4WF8pRuedkS5s6dS0JCAh988AFr166lVatWeHt7s2bNGv7v//7vlmevWrRowciRI1m6dCmRkZG0a9cOg8HAqFGjGDFiBIcPH6agoABXV1dCQkJKFTsA+Xu+du1avv7660rFP1Y3VxdmUEhLS2Pr1q2cPHmSAwcOsHbtWiRJIiAgAL1ej9VqVfORKqmqQF6M5eDgwP79+wH5tys/P5+ioiI1NjM1NZW4uDhWrVqFv78//fv3Vx/cr04Ldj00Gg1+fn4MGDDglit4VjV6vb7Cwjo8PPyaVG+SJKm5e5VcuMr7kiRht9srrTkKCgr4/PPP2bhxI9HR0bzyyivcdddd9dNJVQGEuC2HYnvNidtmzZqh1+s5cOBAhcTthg0b8PLyol27dlVqR0hICNOnT2f27Nl89NFHPPfcc7U+OFcL0dHw979X2+FzcnLYvXs3cXFxHDp0iLS0NEJCQhg3bhw9evSo0A+x3W7n5MmT7N+/n9TUVNLT09X67yUnXJQfjJSUFHbs2EFxcTEajQZfX1/+9re/MWjQILKysli/fj0HDx5kw4YN2O12dSFiUlISn376KZIk4enpidFo5JdffgHkWLP27dvTs2dPGjduXG3XS3BnotfLkTKFhbI3tKypXkmS+OWXX1iwYIE6k/Htt9/y5ptv8t133+Hs7Mzw4cOrxJ6//e1vnDt3jnfffZe5c+cSGBgIyJ61u8qpsHfp0iU+/PBDjh07xuDBgxk/fnylF3PVNL6+vqVSpuXl5XH48GGOHz+OVqvF0dFRzVdrtVrR6XRIkqQWTRg+fDhDhgwp13t29uxZfvjhB77//vtSFdaaNWtG165dufvuu/GvpiwsZrOZ9PR0NVuC3W5HkuTfchcXF1xcXFQvcE2j0WjKFMcajUb1BleGS5cu8eabb5KRkcHTTz/NgAED6ufvdiUQ4rYckhr4YL5UjE6nrXZx6+LiQtu2bdm2bdsN890WFhaydetWBg0aVC1ZHDp16sT06dN5//330Wq1TJ48+Y7/olSGXbt28fHHH5Ofn094eDgdO3akV69eREVFVeo6arVamjVrdk04jM1mIycnB7PZjM1mIzg4WL0/lWmxqxePuLi48NhjjwGoU79eXl6qPUoZSmXhQ15eHkePHmX//v1s376d1atX065dO0aNGlWt4TmCOwuNRl5UZrXKeUIVAaLcl+fOnWPq1Kns3bsXb29v3n//fRYvXkyTJk3w8vJi06ZNPP7441UmJLVaLdOnT2f69OnMnDmTSZMm0aFDh+t+by0WCytWrGDVqlV4e3vz1ltvERMTUyW21DRubm5069aNbt26VdkxGzVqpMZBS5JEfn4++/btY/v27Xz11Vd8/vnnREVFMX78+FvK+FNUVMShQ4eIi4vj1KlTapqtiuDk5ISPj49aAU4ptBAQEEBAQIBaVczd3b3O/Q5arVZ27drFf/7zH9zc3Jg7d26FnGN3AkLclsMFtwYUpNhx0mhqZJVpjx49eO+990hNTS33aXbnzp2YTKYqrzxytS12u5158+aRkZHBtGnTqmzFZ31CkiROnDjBgQMH1FWs+/fvp1OnTjz77LM3XaqyPPR6fZnTjCALhBvVe1fi1UpydaobNzc3OnfuTOfOnbHb7ezYsYPly5fz0ksv0aFDB8aNG0dERMStNUQgQA5NsFrl6W5JkrDZbGqIwujRo0lNTWXChAm8+OKLrFy5kpMnTzJr1iwWL16Mn58fAwcOrFJ7jEYjb7zxBvPnz+fNN9+kTZs2PPzwwzRq1Ejdpri4WK1mpngxR44cecdOAVcEjUaDm5ubWpnMbDazf/9+Vq9ezYwZM2jTpg3e3t6YzWZ19snZ2Rk/Pz81DMvBwUF9ODebzWr1sD179mAymWjQoAFRUVH079+fwMBA/P391ewSSlnYoqIizGYzJpOJvLw8cnJySEtLIzU1lezsbOx2OyaTiS1btmApsWDXxcVFLYvs4uKi2uPg4ICPjw9BQUF4e3urD2mJiYkkJiaSn5+PxWJBkuSsS25ubjRp0oQmTZqU6TVWcuF6enri5OSkxh5nZWWpxz558iRHjx5lz549WCwWtRJebcV110WEuC0Hv8wcjJINew2J206dOuHo6Mi2bdsYOXLkdbfbuHEjMTEx1R5M36tXLzw8PJg7dy5TpkzhxRdfvG29ElWFyWRi586dJCQkkJ6ezqlTp8jIyFCr+RiNRp577jn69OlT557ybxatVkv37t2555572LFjB0uXLuW5557jvvvuY/z48eIHXXBLKJ5bRdwWFBTg4eHB5MmTSUpK4rPPPmPo0KGsW7eONWvW8NRTT5Gfn8/+/fuZOXNmtYzN/v7+zJo1i71797J48WKee+45unfvTlRUFLm5uezcuZMLFy7QvXt3JkyYIGLTbwJnZ2e6detG165d2blzJ6tXr+bChQuq99Rut5OTk0NsbCwZGRmlQrGU1F6Ojo64ubkxZMgQ7rnnHkJCQqps3JUkSRW+6enpajaL9PR0Ll68iNlsVquMKYUYrkYRs0r1sqKiInJzc7FaraUqogUFBREVFaVWuVNScPn5+WEymUotPgM5TKZRo0Y88MAD9OjRo/5lN6oChLgtB//sfDywka3RVGsRBwUnJyc6depUrri9dOkSsbGxTJs2rdrtAbnAw0cffcR7773HzJkzmTJlCr169aqRc1cnBQUF7Nq1i+TkZIqLi9W8e4GBgWrmguzsbE6ePElSUhIFBQVkZGSwf/9+NRTA19dXHZybNm1ab8Ts9dBoNNxzzz107tyZdevW8fXXX7Nnzx7GjBlD586daz2lkOD2xGCQY26NRiOSJJGdnc1PP/3E2rVrGTduHIMGDeLbb79l2bJlDB06lF69evHUU0/RqVMnOnbsWG12aTQaOnbsSLt27fj999/573//y549e3B3dyciIoKXXnqplDdXcHNoNJobhkPY7XZVSBoMBgwGQ7WPtxqNRhWfNypjW1hYyMWLF8nOzsZqtWK32wkNDSUgIOCa+Nni4mLOnz9PfHw8GRkZZGVlcf78eXbv3o3dbufuu+9m/PjxmEwmEhMTMRqNREREqLlk7XY74eHhwqlwA4S4LYdMRxesNhsajabG0md0796df/3rX5w/f77MMn+bNm3CxcWFLl261Ig9AF5eXsyaNYtPP/2UuXPncvr0abp160bjxo2ve13MZjNHjx7l8OHDpKamkpWVhdFopGvXrnTu3LlGp09MJhObNm1iz549atqWY8eOUVRUhK+vr5rC5uqFWgp+fn4YjUaMRiNjx46lZ8+eVZJX+HZFr9czdOhQOnbsyIIFC5g3bx6ffPIJPXr04OGHHxZTY4JK4egoi1vX/+WOPnr0KK+//jrNmzdn0qRJPP/881y4cIFRo0bx0EMPsXjxYvLz82+65Hhl0el03HvvvfTr16/eP8DWVZQFbjcKuaotDAYD4eHhFdpW8bpe/WBUXFysFlQQ3DpC3JZDsV2LRiOX4KsJzy3InlKj0cjmzZt5+OGHS30WGxvLTz/9RP/+/Wv8S67X65k8eTKBgYEsX76cNWvWqAOOUhVHWdSRk5NDbm4ukiTh6+tLaGgowcHBpKWlMX/+fObPn09ERAQtW7Zk4MCB1RYAb7fbWb58OT/88AM2m4277roLg8FAUVERDz30ED179iyVkkZJLJ2ZmamK8ejoaPVHV1CagIAA3njjDS5fvsy2bdtYuXIl+/fv5/nnn6dt27a1bZ7gNkEJS1BW3b/yyisAvPnmm7z22mt4e3vzwQcfEB4ezrp161i9ejWPPPJIjYcCCGErqE50Ol2N6Yw7ASFuy8G5sBhnyUahtvqzJSg4ODgwaNAgVq1axT333KOmXzp+/DizZs2iefPmTJw4sUZsuRqNRsOIESMYPnw4CQkJxMfHq3FHVqtVzVHp4eGBl5cXLVq0UEsUKmRnZ7N3716OHj3Ktm3bWLduHcOGDePBBx+s0mntzMxM3nvvPY4ePcrw4cMZOnToDb2ter2eoKAgsdq0kvj5+TFixAh69uzJhx9+yGuvvcaMGTOqpHa6oP6jLCjz9PRU839OnjyZBQsW4OPjw+zZs3Fzc2P9+vUsWLCAYcOGMWzYsNo2WyAQ1GGEuC0HOzo0yKs2a7Im95gxYzh48CDvvPMOH3zwAVu3bmXx4sVERUUxY8aMWsnLVxKdTkdkZCSRkZGV3tfT05N+/frRr18/CgsL+fHHH1mxYgXr16+nb9++9O3bl9DQ0FsqHpGQkMBrr72GRqNhzpw5d/wiuJrCx8eHWbNm8fbbbzN37lzmzZun5gkVCK6H4rlVPLGRkZHEx8fj5uam5u6cP38+f/75J0OGDOGRRx4RXlSBQFAulVYQ8fHxdOnShaioKDp27Mjx48ev2WbXrl20adOGNm3a0KJFCyZNmlSqJvLatWtp2rQpjRs35oEHHiA/P//WWlFNFGgcKNAUl6r3XBPo9XpefPFFsrKyeOyxx/j000/p3r07M2fOrLMxRzeDwWBg9OjRLFy4kIEDB7JlyxYmT57MiBEjmDJlCp9//jmHDx/GZrNV+JgnTpzg73//O15eXnz44YdC2NYwGo2G5557jgYNGjBnzpxSqXQEgrJQFpQ1atRIDW9ycnLi5Zdf5ssvv2Ty5MmcPXuW559/nscff1wIW4FAcEM0UlkraMqhd+/ejB8/nokTJ7Jy5Uref/99du3aVWqbgoICNf+b3W5XpyynTJlCfn4+kZGRbN26laZNm/Lss8/i5ubGW2+9dc25arv2+b8cnuOP4sZo+qxh48aNNX7+HTt2sGbNGsaPH39HiLTCwkJOnDhBYmIiZ8+e5cCBA2RmZuLk5ERMTAytWrUiKiqKyMjIMoPut2/fzgcffEBUVBQzZ86s8xWC6jNJSUlMmzaN9u3b89JLL91RgqS2x62KUlfs/OADuHAB+vb9jfHjx9O7d2/GjBnD999/j91uZ8KECfTt27dGZ88EAkHdpKLjVqVGi8uXL3PgwAE2bNgAwAMPPMCzzz5LQkJCqZWCJUVFYWEhZrNZ9XyuX7+e9u3b07RpUwCefvppBg0aVKa4rW0ci8FTKsJUS4NqVVeLqesYDAZat26tVqqRJIlz585x4MABDh8+zNKlSyksLESn09G2bVt69OhBo0aNcHBwYO3ataxZs4YePXowZcqUWg/duNMJCQlh6tSpvPXWW0RERPDggw/WtkmCOoqSLSE4OBh/f3/Cw8P5z3/+Q9euXXnyySerpRCKQCCo31RKtSUlJREYGKg+QWs0GkJDQ0lMTLwmDUZCQgLDhg3j9OnTDB48WE3bkpiYWCrFVXh4OBcuXMBut1936j83N/ea96o9LYgkUYweDcU1lgZMUBqNRqOmTBkxYgTFxcUkJiZy9OhRtm/fzvvvv69uq9PpmDRpEoMHD76jvIR1mS5dujB69Gi++eYbwsLCxAIzQZkoC8rc3d0JCwvj2LFjPPbYY9x///3iuywQCG6KSrskrx5srhfVEB4ezqFDh8jPz2fs2LH8+OOPjB49usxj3IiQkJBr3vvnP//J66+/XqnjVIriYorRodXYhLitI+h0OiIiIoiIiGDIkCGkp6eTnp5OYWEhPj4+YvFSHWTMmDEkJibyzjvv8M9//pNWrVrVtkmCOoayoMzf358uXbrQv39/7rrrrto2SyAQ3MZUapVUSEgIycnJ6gIfSZJISkoiNDT0uvu4uroyevRovv32WwBCQ0NJSEhQP09ISCAoKKjcBVtJSUnk5OSUeim5EKsNu51iSfbcilivuomPjw9NmzalVatWQtjWUTQaDdOnT6d58+bMmjWLY8eO1bZJgjqG4rk1GAy88sorQtgKBIJbplKqzc/Pj7Zt27J06VImTpzIDz/8QHh4+DUhCWfOnCE0NBQHBwc13ZPisRkwYADPPPMMcXFxNG3alE8//VT16F4Pd3f3ml/wYLfLnlts6ET8pkBw0xgMBmbMmMGsWbN4/fXXeeGFF0SIgkDF3x/y8uCVV2DYMPDxAbsdJEl+KUgSFBTIL7sdtFr5PYtFftnt8quoSI7hLS6W/y4ulsVzYSFoNKDTgYODLKqVf5X/Ozpe+b9OJ28P8v91OvlYNpt8LOW8yvGUY0kSmM3yOTUa+SVJ8r7FxbJ9NtuVtun1V85Xsq1KG7VaeT+lTSWvifK5Xi+fx2a7ch5JktujpA8vKJCPodfL59Lr5VdZKNdNOZdWe+Ua2O1XzmOzlT6n0gclbVDOp9PJxykqkq+N3X6lP5TrpNFcOVfJPnFwuHINFXtK7qPcK4pNyrmV62i3X9mv5H2lnEuxUaO5sq1yfRS7S76U8zo5yS9JunJepf3K31Da1pIo7yn7KH2unFNpW1GR/G/J96++Zkp7lHtRue+V9ijfjZL3nrJPcTGYTPJ9qxyjLH+jcoyS+zo4XLn/SvbF1dffbpe3U6JJbTZ5+8GDy74Hb5VKuyQXLlzIxIkTmTNnDu7u7ixZsgRAjZG6//77+eOPP5g3bx46nQ6bzUbv3r2ZOXMmAG5ubnz++ecMGzYMm81Gy5Yt1WPUKRwdOePgTILdQlMRliAQ3BKOjo7MnDmTuXPnMnv2bMaOHcvIkSNFTKWA7t3lH8gff4R//evmjqGIQ+XH1mC48oOr1V4RrVBaoF79qkTWQfW8ijC5GkU4lhSpihBWbIMrtigiBK4IGEUUKGKvpOAuKegUMaeISOX4hYWyaAEwGuVjKAJbuQ5lUVLQKQLFZivdFqUdJcVhyXbq9aUFp3KdlIcJRSiXFEElz1VUdOVBxWq9cnylDxWBJkmlH0JK3gslr+XV2yp9o5xPuRbKfooNJfulPqM8CClCXWl3yYeBkg8BcK1gVu4P5XPl/8o+yr0uSXI/ubhUn7itdCqwmqS2U9WMcHyH8/Zc7nokjYULF9b4+QWC+oYkSXz//fd89913tG3blsmTJ+Pr61vbZlUptT1uVZS6ZqckQXLyFQ+rIjKUH0qNRv7xdXG54kVVhGtVpSG/2vN7tde1pHgueV7Fu6Z4a52dS3tiBbcvV3sgS/5tsVzr7Sz5kFXyIUU51tXHvtpbW9LTqXymPKxcbcP1HgwKC+XjOTqWvg9LPvSVtEGjub4Xv6pRrsHN+jWqJRXYHYXJRGCRnSJtsUgrJRBUERqNhoceeojo6Gg+/vhjnnnmGUaNGkXfvn3x8PCobfMEtYhGA2WsHa5RFLFc2UQ8Gs0Vj6SgfnH11H9JRCr1ylNTk3VC3F6P4mJ0khYnSWRLEAiqmrvuuov58+fz1VdfsXTpUr755htatGiBVqtFkiSCgoKIioqibdu2eHl51ba5AoFAILiNEOL2eri6YkVLgUYS4lYgqAaMRiPPPPMM48eP548//iA2NlbNmnLkyBHWr1+PTqejX79+PPDAA/j7+9eyxQKBQCC4HRDi9noUF2NHiyQV4+BwbalXgUBQNbi5uTFkyBCGDBlS6v38/HzWr1/PTz/9xK+//krHjh3p378/np6eqnfXaDTWktUCgUAgqKtUURh+/cJqtTLvhRcwoMGNOyfm1mq18vrrr2O1WmvblBpFtLtuttvV1ZWRI0fyxRdf8PTTT5OamsqsWbOYNm0a06dPZ9y4cbz11lvs3LkTs9l8zf6SJKk5uQHsdjsWiwWLxVKn213fqev3XXUh2i3afSdQV9otsiVc57wxHh4M4kMu6uPp9HpDXn311Ro7f21R11ZP1xSi3bdHuyVJIjk5maL/JVo8cuQIW7Zs4ezZs+j1emJiYggMDKRBgwYkJydz5MgRsrKy0Ol06HQ6CgsLAQgLC+OTTz7h8uXL1ZKp4Xa5rrU5vt4O16eqEe0W7b4TqO52i2wJVUARWkwaSVQoEwjqABqNplQp7kaNGjFs2DBSUlLYs2cPR44c4cSJE2RkZODv70+fPn0IDg6msLCQoqIinJ2d0Wg0bNiwAYDx48djNBpxdXXFYDBgMBi46667uPfee/H29iYhIYG0tDS6d+9eW00WCAQCwU0gVNt1MAASOhywC3ErENRhGjZsqBaQqQgdO3bk3Xff5ZlnnqG4uJj8/HxsNhu5ubls2rSJVatWqds6OTnRtWtXdHUgaWl8fDwTJkwgPT0dT09PvvrqK5o3b37Ndl988QVvv/02drudPn368Omnn4oxTCAQ3FGIEe86uAI6NLhJxeKHQSCoh3Tv3v2aaa0nn3ySPXv2YLFYiIiIICQkpE4IW4BJkybxxBNPMHHiRFauXMmjjz7Krl27Sm1z7tw5Zs6cycGDB/Hz82Po0KF88cUXTJo0qZasFggEgpqnTqs2JRw4Nze3Rs+bm5uLDrBgpVCyUFRUVOM21AZKG++EtpZEtFu0uyQtW7ZU/282m8tcrFaR41flcobLly9z4MABNaTigQce4NlnnyUhIYHw8HB1u5UrVzJ8+HA1bdqTTz7JO++8U6a4Vey7cOHCNdfC0dERx8pWMqgg4r4T7b4TEO2unnZXdHyt0+I2Ly8PoFScXU1ygOehGNa8CC+++GKt2FAb1Nb1rm1Eu+8sqrvdeXl5VVZ1LSkpicDAQHUWSaPREBoaSmJiYilxm5iYSFhYmPp3eHg4iYmJ17UPKDO0oSYQ992dhWj3nUVtj691WtwGBgaSlJSEm5sbmpqq2SYQCAS3gCRJ5OXlERgYWKXHvXoMvJ7nouR25Xk3AgMDOXPmDA4ODtccuzo9twKBQHCzVHR8rdPiVqvVEhwcXNtmCAQCQaWoKo+tQkhICMnJydhsNvR6PZIkkZSURGhoaKntQkNDSUhIUP8+f/78NdsoaLVaGjVqVKV2CgQCQXVTkfFVFHEQCASCOo6fnx9t27Zl6dKlAPzwww+Eh4eXCkkAORZ31apVpKamIkkSCxYsYPTo0bVgsUAgENQedbqIg0AgEAhkTp48ycSJE8nIyMDd3Z0lS5bQokULHnvssVKp0BYtWsS///1v7HY7vXv35rPPPsPBwaGWrRcIBIKa447z3E6ZMoXw8HA0Gg1Hjx5V3798+TIDBgygSZMmxMTEsGPHDvWzgoICHnroIRo3bkxUVBQ//vhjbZh+S9xMuydOnEhwcDBt2rShTZs2t+Wiuuu1e86cOURHR6PValm7dm2pfepzf5fX7vrc34888gjR0dG0adOG7t27c+jQIfWz26W/o6Oj2bVrF6dOnWLfvn20aNECgM8//7xUjt/HH3+c06dPc/bsWT7//PMaFbZifBXjK4jxVYyvh9TPaq2/pTuMrVu3SklJSVJYWJgUGxurvv/www9L//znPyVJkqQ9e/ZIoaGhUlFRkSRJkvTGG29IEyZMkCRJks6ePSv5+/tLmZmZNW36LXEz7Z4wYYL08ccf14a5Vcb12v3XX39Jp0+flnr06CH9/PPPpfapz/1dXrvrc3+vXr1ava9//vlnqUmTJupn9aG/6wpifBXjqySJ8VWMr7U/vt5xntvu3buXuUht+fLlPPPMMwB06NABf39/9Sl72bJl6mcRERF0796d1atX15zRVcDNtLs+cL12d+rUicjIyDL3qc/9XV676wPXa/f999+vptG6++67OX/+PHa7Hagf/V1XEONracT4ei31ub/F+Fp3xtc7TtyWRUZGBna7HV9fX/W9kvkhK5M78nbiRu0GmDt3Lq1ateK+++4rNdVQn6mv/V0R7oT+/vDDDxk0aBBarTz83cn9XROI8VWMryWpr/1dEe6E/q4r42udTgVWk9woh2RFc0febpTX7tmzZxMQEIBWq2XVqlUMHDiQ+Ph4XF1da9rMGqe+9nd53An9vXTpUpYvX8727dtLvX8n9ndNIsZXGTG+ytTX/i6PO6G/69L4Kjy3gLe3NwBpaWnqeyXzQ1Ymd+TtxI3aHRQUpD59DR8+HHd3d06ePFnzhtYw9bW/b0R97+9ly5bxxhtvsHHjRvz8/NT379T+rinE+CrG15LU1/6+EfW9v+va+CrE7f8YOXIkn3zyCQB79+4lJSWFbt26XfPZuXPn2Lp1a6nVybcz5bU7OTlZ3e6vv/4iIyODxo0b14qdNUl97u/yqM/9vXz5cmbMmMGmTZuuGVjv1P6uScT4KsZXhfrc3+VRn/u7To6v1b5krY7x9NNPS0FBQZJOp5P8/f2lyMhISZIkKSUlRerXr5/UuHFjqXnz5tIff/yh7pOfny89+OCDUmRkpNSkSRNpxYoVtWX+TXMz7e7Tp48UExMjtW7dWrr77rulzZs315b5N8312j1nzhwpKChIMhgMkre3txQUFCRdvnxZkqT63d/ltbs+97der5eCg4Ol1q1bq6/09HRJkupHf9cVxPgqxldJEuOrGF9rf3wVRRwEAoFAIBAIBPUGEZYgEAgEAoFAIKg3CHErEAgEAoFAIKg3CHErEAgEAoFAIKg3CHErEAgEAoFAIKg3CHErEAgEAoFAIKg3CHErEAgEAoFAIKg3CHErEAgEAoFAIKg3CHErEAgEAoFAIKg3CHEruGN4++23Wbp0aaX2WbNmDf/4xz+qySKBQCCoH4jxVVCXEOJWcMdgsVgYO3Zspfa5//77MRgM1WSRQCAQ1A/E+CqoSwhxK6h3FBYWMnTo0No2QyAQCOodYnwV3A4IcSuod+zatYuoqKjaNkMgEAjqHWJ8FdwOCHErqFds2rSJOXPmoNVq2b59e5nb/PbbbwQGBrJ+/XrWrVvH448/jiRJ7Ny5k++//55ff/2Vl156qYYtFwgEgrqNGF8FtwtC3ArqFX379qW4uJhXX32Ve+65p8xt+vfvT1RUFB4eHgwePBiTycSlS5f46aefsFgsdOvWjWHDhtWs4QKBQFDHEeOr4HZBiFtBvcJqtWK1WnF3d7/htoGBgQAYDAYKCwt56aWX2Lt3Lx07dmTz5s3VbapAIBDcVojxVXC7IMStoF6xd+9e2rdvT15eHn/++Wel9v3vf//LJ598wtGjR9m3b181WSgQCAS3J2J8Fdwu6GvbAIGgKvH398dms/Hzzz/z0EMPlbnN77//zqlTp1i4cCEjRoxg3759LFiwAI1Gw/LlywEYOHBgTZotEAgEdR4xvgpuF4S4FdQrmjRpwscff1zuNn369OHixYvq30ePHq1uswQCgeC2R4yvgtsFEZYgEAgEAoFAIKg3CHEruGNwcnK6qfKQhYWF1WSRQCAQ1A/E+CqoS2gkSZJq2wiBQCAQCAQCgaAqEJ5bgUAgEAgEAkG9QYhbgUAgEAgEAkG9QYhbgUAgEAgEAkG9QYhbgUAgEAgEAkG9QYhbgUAgEAgEAkG9QYhbgUAgEAgEAkG9QYhbgUAgEAgEAkG9QYhbgUAgEAgEAkG9QYhbgUAgEAgEAkG9QYhbgUAgEAgEAkG9QYhbgUAgEAgEAkG94f8B83d9YX7TI04AAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 700x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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0uRby97+reO+9dRiNfyM/v59586qpqKigsLAQg8GAyWTCbDbvU5/s6JGHa7We3w+//z0sXSozbpyfa6/tpbjYg9sdYMkSP2azmd7eXrq7uwkEAni9Xnw+HxqNBkmS6O/vx+l0Eg6HcTqdNDY2MjAwgCzLcROyI2azmYyMDFJTU8nIyCA9PZ1oNEokEkGWZcLhMKFQCJ/Ph9vtRqVSxc1SNBpFowkyZ85iRo/eTE3NNF5/fQ65uWupqlqH3R4hEAgQCoXifeTz+eK/63Q6vF4vy5Yto6enh9TUVFJSUvB4PPT398ePjWG328nKysJisZCTk0NxcTFjxoyhtLT0sDS7I4nCwkJaW1sJh8NoNBpkWaalpSUecYhRXFzM8ccfH4/+XnTRRXuN0NpstuEze9/7Hvzud/D++yKEmSRJksOWI+JTecyYMQCEBsKYcLPWYiFjxQry//EP0OloOOccBgYHGf3qq3GDFMNkMnHVtdfyvM3GQ089xc1vvEFuSgq0tpKRnsYDzje4rsfKF1/M4cIL/8zll4/j+OOPR6VS8fXXX/Pss/9kw4ZTGRwsYq7lXf6Y9im5Z58O110HVute267NzCTr5ZdY+PzzfP/9P/JJh5F3/EfToj4GV/g41qwJsWpVKybTMlJSXkGt9qFWB8nO1pCTk0Y4rCYYhFAoiMcTweWKEo2G0OmCRCJBwuEQanUArVZFaWkp48ePp7CwkKysLDQaDTabjcLCwn3ev66xcZBbbx1kzZoBsrNfYNOmtWyLLg8hFskZgizH57o0Gg0ajQa7ycRoo5HySAQ5GmVgwgSysrLIWLuWRlmm02DAPTiIw+GgubmZAwmM6nQ6Sku/RpbH0Nh4PA0N+eTmfk1u7teoVLuuXqlSqdDpdITDYcLhMN3d3XR3d8f/Hw6HMZvNFBUVkZaWFjei0WiUDRs28MknnxAOh9Hr9Zxwwgmce+655ObmfmcNB0LsfTJSycrKoqqqihdffJHLLruM119/nZKSkiFTbQDnn38+ixYtwuVyYbPZ+PDDD5k8efKha+iECZCaCqtXg8cz4vt9R5SiRSk6QDlaEqXjiJhuiyVunjzmAYwNZiou+JIzvvmGGWPH4goGqW1oQP3AA5w4f/5uzyHLMs8//zxNf/4zV0kS2VdcAf/6F9FQiPq1G7i97xKW6r+H0VpHSsoqolENg4MlhEMzkQJdlE/9jIdvP4dRbjcce6wwA/398MEHsHKlWKNus4nlXRYL5OXBGWeInzE2bqTnb38j+t//4mxro2VApkY1kY9MR7E1OgPCFox6PSqDnkAgSDTqB8QUYDQcRi3LaIEoEFZJaCUJyWBErVah1YaIRh0Eg72EQv3odH40Gj8ajRejMURqapRIpJO0NAOlpaWUlaWRlZWKTqcjGAyybFkdn3yio7FuIhbcnDXlXWYVh7D196N1OgkFAuiDQVKCQb6eO5fVoRDH9vSQFgqx8qijCAYCnPHXv+KNRNBoNKhUKuRwGNnvJ7qtvPaAXs//bbuY/XzlSpqmTqXrmGMo7emhaskSAhUVGOfNI+OEE5BUKqLRaNyUSJKELMtEo9F4dMnpdNLb20swGCQYDOJyufD7/eTn52M0ZvDGGyo+/zyFjAyJH/7Qy1FH6YhGozgcDnw+X/wx9fX1jBo1CrvdHjeTsiwTiUTwer10dXWxceNGtmzZgtfrjbcnKyuL/Px89Ho9Ho+HDRs2EAqFqKys5Nhjj2X27NkHPD0XDIpEeRARPqdTDD2rFfLzxerCb79PhoNE1UnatGkTl112GX19fdhsNp577jkmTJjAwoULOeusszjrrLMAeP755/nd736HRqMhPz+fJ598koKCgkOn44orxHz0/feztbJy2Po90QznGEokStEBytGSqM+nI8IkxeYyT8u6D3uvmms/n8WjDz9McVcX+R4PqnPO4Zrf/Gav002yLPP000/jfOwxLjMYyLjgAvjvf5EzMti6ag3/2FLIO7rz6dWXE4qGkaUOjpU+YIH+Syb8+5+kZmeLE3k88MIL8NFH+KNRmjMy2KLRYJZl0oDi9HQsra3iijZnDsyfLwoGxbRMnw5NTYRXr2agpoa64mLWo8L/Vg3Zy9fy6NjJBIM2TtzSRXbYgY4gahn06jAmyQ2o8EtWAmGZZ8eVE4waOKrZQbsmg9XWAjQ+LQWOMBFdKl5VKgOymahKg0atRopGiAaDBKUoAUs/RslFyYCHDbopyAYtJ0rvcPHgXzGpfEQlCYfJRDg1Fb3ZTNhgwKHRsCk/n7rBQaoCAdI7O1lSWYnVZGKmy0WqXk80GiUajaLV6zGkpZFSWYlt9Gg0aWmotl3VM9LS0MbyQZqa4NNPRYG+tjZhLH/5S5HndYC0tYlVcCtXihIFP/qRMBe7Gl97Q5Zlenp66OjooLu7m9bWVpqbm2lpaaG7u5tIJEI4HN6WJ+VHr9dTXl7O7NmzmTp1KgUFBXutOivLUFcn2rtqFWzYsPstXFQqUWDTZIJoFDyeJubMKaasTNyflrb/SewxksUk98Lf/w6//S3MmMGSq65i5qxZw3fuBJLMfzn8UIqWROUkHVEm6UbNnWiiIW5quwa9Xs/GjRtpb2/n9NNPx2g07tO5ZFnmkUceIfzii1xhMmE75xxxNZk3j4E//IHed9+jxxmifuYkwmeezrGjRzMqLQ1pwgRxgrVr4eGHCfT28ondzrM9PQS1WoqKiggGg/T09BAOhxk3ahQX5uQwefNm1L29cNRRcPHFLGlr2/1A6e1F7ujAXVIiLqaffUagtxeVRoM1Nxd1aqpY5+73Q38/st2Op7iYQCSC9OGHeCwW+ktKCDY2Yvn73xno6SHS04OxfwBH0ExfKBU/evxqDStMo/naNgnJp6a8f4CBgl7s4/uYMzqLcaWlZI4aRdaoUeQWFu4y1+agvHFlGTZtgscfF2W7f/Yz4WyG4bRffQVPPSWCf2PGiET0sjLIzYWGhmVUV0/H7wevV9RjcrvFsZ2doiSOxyPKIBgM4qfPJwKG2dniJdHpAqhUm2lr+4rPP/83TqdzW0TLGM+z0el05OXlkZ6eTk5ODgUFBaSlpWG12nA6s6mtTWPZMjUDA8L4TJwoNqGPFeTU6SC2P6TTKeoabtwotoCRJFi5sp1oNI/BQXGMVis2rc/LEz/tdmGe9qVLkyZpL7jd4j3d0sKqRx9l8oUXDt+5E0jygnz4oRQtSZN0CD5Mr1P9Hiud3Or6LRaL5TufJxwO89vf/paiDz7g4owMjH/4g6h/8sUXouhPMCh2At9xqiwchpdfJvqPf1CnVvNAKEQwNZULL7yQY489Np5o7fP5WL58OZ999hk1NTXYTCYuKy7mmLY29C6X+GA94QRRgfFQJfqGwxAIEJYk+gcH6ezqwul0Mjg4iEqlwmAwMHr0aPLz8w+PrVr8flEtcvFiuP56URhpGAgGYelS8TJv2CCMxp5QqYQJyswUixYlaXtVcKMRBgfFfqiDg+KaGY2KGdfx48MEg6tZseJT3O5GLJZ+cnKs2O129Hp9PIG9tdVDd/d4ensn4/Vmo9cPMnp0B5MmebHZOohGQ6SkpJCSkoLdbsdqtWIymQAxznQ6Xfx9EAqFtk1PqggG7fT323A4dAwM6HE4DDidOgYHVVRWws9/vve+SpqkfeD+++Guu+DHPxYr3ZIkSXJISJqkb1FbW8vUSZO4QvskWerV3B16fLcXc5/PxxtvvEFDQwOTJk3iqKOO2mX9FI/Hw89vvJHvr1jBCWPHorrnHlF0sq4Ozj9fGJmcHHFwdzc88AChDRt4MRrlba2WM88+m//93/+NX7R2RUdHB++99x4ff/wxBrWaO2bMIGXJErK8XpFUMnMmjBsnyk6XlQ3PHhuHiNraWqZOnXrwnkCWxevx4Yfw//4fTJ8+7Kd3OITJWbx4ExUV49DrRQTHYtl+28d8d4JBEdVZvRrWrRP1Bv1+GY/Hg9vtJhLpIhjcTCQySCRixO9PJxCwo9erKC7uori4Dqu1Hrdb5FVlZGSQlpZGMBhkcHAQl8uF2+3eY2K70+ncbQ6UJEmkpaUxZ84crrzyyr3qSZqkfaCvD6ZMoWfKFDLffXd4z50gDvr7+hChFB2gHC3DqSNZAuBbhEIh5IEBvJhAHSCyLTn426xfv5777rsPj8fDuHHjeOGFF3jppZe4+uqrOeGEE4YcazabuemWW/h/119PQVcX43/+c7FibcsW+Mc/RIGg4mI46yx45hkCWi332Wxs0Wr5w29+Q2lp6V7bnZubyxVXXMEFF1zAn/70J27+978pLCjgJxdfTHl/P6qlS0UZa1kWcyOjR4uwhckk5noCAWGmNBq2LXETN5dL3CwWyMgQ8yhWqwhjpKSI+7KyxO3bK9CGidiS+uHC6/XS2dmJw+HA4/EQCoUIl5VhnTaN7q1b0fX0oNVo0GyrjRSrY5Senh6vsxQIiLGhUqniq9ZitZRkWcbr9Q4pB6BWq7FarRQUNFFZmT9kTIkSBBrU6n0zrjodTJokbiBeUp9PoqvLQlOThaamHLZunUh/v5dweACr1U1m5iAm00Z6erbg8/kIBPTbDJSf1tbWeIE4nU6H0WgkOzsbk8mEwWBAp9MhSVL8vaDVatmyZQuZmZmYzWaMRiPhcJhIJIJarSYUCuH1eg9o9eCRQqzooNls3nNkNT0dysvRbyuGqASG+32dKJSiA5SjJVE6jgiTlJqair+1FQ8WBqOD/PWvf+WKK64Yckx3dzf33HMPBQUF/OxnPyMzMxOfz8cTTzzBww8/zIYNG7j66quHJM6OHj2a7//oR9z2179yt8lE+e9/L5KFTz9dhANWrICmJpyVldzf1ES7Tsd99967T9W5d8Rms3H77bfz6aef8te//pVfPvkkdrudWbNmUX3BBUy02zFv3bp9T6jWVpEnZbWKeZxQSFyFdTphjHJyhCFyu8XSp7Y2MefjchFPSAExP5SeLqYNCwrEzrOxrN4DjFqlpqbu8f+yLDM4OMjg4CA+n49QKEQkEmFgYICuri4cDke8Wm2sovC2B8azjU3hMBqjEXnNGjL7+jhtyxaeHzOGXpMJQziMJhrFq9EQ3Usy9C4aN+RPj9e727pUFosFm82GWq0mPT2d8vJyiouLycjIoKCgYLePkyThdUeN2jH/XAVYtt1i7Bwhk2WZ3t5e2tracDgcDA4O4vf7cbvdDA4OEgwG40nisZ+xisYpKSnbpvKEwYqt0PP5fEQiEaz7ULbiSCQYDPKPf/yDDz/8kHXr1sX7MhAIIEkSCxYs4Oyzz9654GxaGqaaGpG0to+1zQ5n9va+HikoRQcoR0uidBwR021ut5vBL77ikjOCmAxPoD5Vx9NPP03atg0m/X4/t9xyC16vl4cffninC8Enn3zC//3f/3Hcccdx/fXXD6kZJMsyixYt4u233uKHEyZwpk6HsbkZ0tMJFBSwOD2dNY8/znSHg1F//zvZB1iPZXBwkPb2dr766iuWLFkSLz1vNptJSUmJV3gOb1vSZDKZUKvVBINBZFlGkiRCoVDclWs0GjIyMsjKysJqtWIzmSi2WjE4nSLruKNDJEG3tIif4bCITFVViT08Zs0SyTc74HQ6aWhooKWlhZ6eHvr6+uLL5mN9FgwGsVqtmM3meAQmVj3b7XZvm2LavqGhKholJRDAHgwimc0ES0rI1es5oa6ONEkiVZaxRKPoJAn5jTfQaLWof/5zpG3bM+DzIXd2En7oIXyzZ8Ptt6P68kv8Oh2qlBR0GRnIEycSWLAAyeXCfNNNIhokSYRVKqRgkIGHH8Zgs2H7/e/RrF2LLMuEwmH8gQDdP/gBvdOmYVuzhqyPPyZitRIwGPD5/fSZzWyurqazrQ3Vf/6Dy+8nrFIRUqlIy8rCWFXFqDFjqMjLY8yYMehtNtGnPp8woyaTuIjGjGAoJP4XiWwPPcVel/0lFl00GnG73Vhiz5uRIf7v8Yhzq1TIOh0RlQrNPkQXj7TpNp/Px6xZswiHw2RmZoro9bZSE16vF5fLxYQJE7jrrruG7mT+zDNE770X1X/+MzSHcYTidrsPKN/zcEEpOkA5WoZTR3K67VusW7cOw8YWJLJxa/yYQhJvvPEGCxcuBOAvf/kL7e3tPPjgg7v8pnzyySej1+t5aFty5Y033jik/s7ChQspLCzkySef5JVolIqKClwuF63//S+RSIQTTjmF6pYWNL/7ndjYcs4ccWJZFiYkI2OfIzPr169n5syZjBs3jssvv5zu7m7WrVuHw+Ggr6+PtrY2NmzYEDcesQhAbIsObTCIPRTCIsvYPB7MTiftgQAvWa3ow2Eu27CBZQYDkexsdNnZaHJzcY0fj76gAKNWS47fT57TSfq6dRjvvJPw5Mk4r7ySzsFBtmzZwtdffEHP+vWYwmFkvR5KSig0Gjlz/XoMkoSsVhPRaun2eNhyxhl4PB7Kly/HOjiI1mhEbzSiNxgYOOssDOXl5K1cSdoHH6DZtgRLazajPuoopNtvF1Gvhx4SU4RpaWLa0GAQN0mCK68UkbJIBHQ6JLUabVkZWpNJPNZsxhKJiCVpra0QiWD9y19ERrbBIHLLIhFRA6CqipSiIhEhXL1aGAedDn1aGt5AgIpAQJjKoiI47bTtUTlZhlGjOO7yy8HrRV6+nIheTzAYxOv14tm8mWcLC3ljzRoCK1fidzpJz8ggJycHo8EACxfC2WdDbS088MDQwTBuHDz4oHiO887bbqj0enHfvfeK6ddFi0TGeWxZXTgM//M/8IMfiDoBv/0tqNWEentFkcPCQpHPBWJDO79fjHVA8847+/7GO4IwGo3cdNNNVFRUMHXqVBobG1m5ciWjR48mJSWFJ598ktdee42LLrqIq6++mhtuuEE8cMYMnDk5pCpkp/Z169YpYiWVUnSAcrQkSscRYZIA3F+uRMMpRLVBKiun88EHHzB79mza29v517/+xY033rjHQlWxvZ8efPBB7HY7l19++ZB8g1NOOYU5c+bwySefsH79egoKCpg3bx6zZ88WEavBQXj0UbjvPjFd9ac/iYvWT38qvsmXlIj12lOnQmXl0KhAMCjyi2IXPxDTalu2kOX3k6XTicKTuzJa0ahYimWziYvfRx+JdoAwEgUFUFXFtVdeidvlIvL44wxu3kywuRl5wwbk5ct5wudjMBzmqNWr8bjd1Oj1qGSZIrebvNpael59lVXp6Uzv6+NKo5G01FQsZjP6o4/ebmYeflgs6QqHweejo6GBM3/6U9GGv/wlblKIRITG8nKYPVtM92Vmbi+wmZUlDBGI6cTf/Gb3L3p5+e7/98wzwqCuWQMDA2Lq0eEQP7OzRYTm+98XxxqNIt/LYBBtuOaa7Yajr4/QypWi/StXisjLD34AV10lpjE/+EAYEoC2NqSHHkJjt6PRajGFw2SEQvw6JwdZpaLtv/9lw3/+wwf//S8+l4uCvDwqAgGqBgawl5SIrSxg+7K43l5R7sDtFv0Uqz/gdIo+fPBB8bq3tYl2ybIYayoV1NSI/LmuLqFXpyMgy0JjOAw33bQ9dy0QEPdFIsKU/uxnu+/XI5RIJEJFRQVLlizhqaeeIi8vj/LyclpaWnA4HNx2222ce+653HjjjTzyyCMsXLhQfCvOycHY0CDqJt18c6JlJEmS5FscEdNtvb29rDj9Rh5eej4D+b/jyQ//wh/+8Ad6enoAOOmkk7j++uv36VzvvvsuTz75JAsWLOCcc87Zv4bIMnzzjVjtdvbZhMNhal95hd5ly2DjRnI7O7GGQmy95x6mHnccaa+8Ii7i7e1xczRw1VWknHEGvPEG/PWv28+dkQE33igu7sGgeMyyZWJ/qN5eOPdcuPxycRFtaxOmIzNz7xEst1scC/C3vxFZvRp/UxPBaBSvXs/g9Olk/utfmHw+dN/7HuoJE0TOk92+PS9qF/T29pIRm9IZ4cS1yLIobKlWC0O6cqUwMY88IgzubbeJKBQIExwzwlqt+L8kwT33EMrIYOvPfkbr8uU8nJaGPhzmvhUrsEUimCIRdIBKrUbW65GMRtRaLZLdDmeeKc73/vuimNOYMWJ34S+/FAYKti+3C4fF80mSMICVlfg6OjAuWyZMXkGBqHWwaZNop0oljn3kEWFe98KRNt0WDoe56KKLsNvtVFVV0dXVRV1dHYFAgGAwiE6n4/jjj6e4uJiFCxfy2GOPcd5554EsE01JQVVRIUpWjHCU8r5Wig5Qjpbh1JGcbvsWXq+XVn06ISBojJKTk8NTTz1FfX09DQ0NnLgfdXTOPPNM+vv7eeaZZ8jOzmb2Plww4khS/ALz1Vdf8eyzz9LZ2Ul+fj7Fxx/PGkki1NTE0mefRXruORZYrcyuqCDz+98XRiUQwG2zkQJw8slie5PYSrbnnxdRARDRoiefFBffY4+FU04RUzMgzhP7fV/YcQ54/nzU8+djBsxAPI3uggvg1luFAfje98TeVHshtj2HEohrkaR4ZXRAbF78xBPb//7lL4V57esT0atQaHt0JxgUv5vNaDUaxpx4ImOsVuY4HDhXrSJsNuNQqVihVtMsSbj0eiKShAREJYkgsGHNGnJycjgxPx9fYSHhUaNIzcwkNzMTTXo6KrudiNEoctOCQdQmE/rMTNTp6ajT0+loaqLIaESVk4PWZMI6fz4qt1u0LRoVBmv06EPWryMJjUbD448/Tmpq6k4r2vr7+/n000/5xz/+QUZGBmazmbfffluYJEkiYrOh6uhIUMuHF6W8r5WiA5SjJVE6jgiT1NHRQaDXRxSImmWsVitqtZpx48Yxbn8MwzYuueQSOjs7efDBB/nd737H6P24cAQCAf7yl7/w6aefMn36dO64446ddikfHBzk888/5+233+apxYuZq9VyySWXkJ2dTduSJRTA0AhNfj786lfbp+JmzxYXs6KiQ7NiJiNDFMa7/37RjtNOE9GIPbj+jo6OnXSPVPaoxe+H5mZRP6u9XUzpBQLitYpNj6lUwtAajSJy09AgptSsVvTV1WSddpqYgi0uZhzQ19eH0+kkFAoxODiI0+nE7/czzuOho6ODL/V6nD09uBsb8fl8+LflFO0Nh8MxZAWJJEnx8gcqlQq9Xk91dTU//elPh6HXlIfdbmfVqlXU1tZiNpvJzc0lOzub3Nxczj//fGbPns1dd92FSqViyZIlRKNRVCoVvtRUtM3Nwoju70rLwwylvK+VogOUoyVROo4IkwRgbh1ARRSjWb3zMtz9RJIkbrzxRn75y19yzz338Mc//nGfNiLt6Ojg3nvvpb29nRtuuGG3ESyr1cqZZ57Jaaedxr/+9S9eeuklfvzjH3POOedQXFy8p4aJnxkZezQoB4W0NGGS3n0XXn5ZFHGsrhZTPqNGiTys9PRdbwYWCok8Gp9PGIhIRJiH9nYxVej1iltsh1aHQ1xQtFoxFaRWi4uLLIubRiMSkI1GcXwoJEyl0SimF/V68VirVRwX+9tmE5GzWG6UXi/O7feLnB6nc/st1k5ZJrOhAZYs2Z67EwyK6F5Pz/aSChqNyGdKS9u+q2x2tiipEOsDj0f8PPNMUcF9woRdrlhLT08nPT19n1+aSCSCx+MhGAwiSRIqlQpJkggEAvGaUqFQiFWrVjFx4kTC4TCBQACXy4XP50OSJKLRKMFgkNzc3P0dGUcEgUCAhQsXMjAwQHp6OqFQCJfLBYjPi6OOOorzzjuPq666ipqaGpqbm/nyyy+ZO3cugYICUb6jo2PnjQGTJEmSUI6InKRIJMK9Odfyr95jMJ/2Ev/85z+H5by9vb3ccMMNFBYWcuedd6Ldw9LoZcuW8dBDD2G32/nVr361X7sZ+/1+3njjDV5//XVkWeaoo45i7ty5TJ48+YAN30HB64VPPhH5V1u3CsMDIqqVmwtGI9FwWEzlDAwMrc20IxrN9j09jEZxs9kgNRVZpcLZ24vX5SKwrSq12+1m0O3GNziIxulEFQwSNBqRdDqMkQjaSARNOIxepcKkVmMMhdCFw/HikZIkgSwTjkSIRiKoNRpUKhVyNCqW+vt8yCoVUmoqapMJtVZLaJt5kEwmtGYzIVkmvK2+lCY7G11BAZaxY8mYPh3NPu4PmChihSOHgyMtJwnggw8+YMyYMZSVlSFJEh6Ph+7ubtavX8/bb79NZ2cnP/rRj3jhhRf44osvuOiii3jkkUeIvPAC6htugNdeg+OPPzTCDhLDOYYSiVJ0gHK0JOrzab9N0ubNm7n00kvp7e0lJSWFZ599loqKiiHHLF68mKuvvhoQVTKPPvpoHnnkEfSxXdu/Y2O/K6tWreL/TnmZVd2jGX3BZ7zyyivDdu5169Zxxx13MH78eG677badigPKsswrr7zCK6+8IjbZvfHG3RYQ3BsOh4NFixZRX19PW1sbBoOB8ePHU15ezqRJkxg3btwejVqsPbECgnq9/qDvtSZHowTb21E3NRFoaMDb0EDE46G7t5fssjLU6emoMjORUlPxShK+SIQI4JVlOsNhnNuKH7rdbvr7+/F6vYRCIVpaWvB4PPHn0Wg0pKenk5mZuW3TVys6nY5gMEgwGCQcDhONRuOVsx0OB36/n7DXS8TvJ+LzoQ8G0YdCGK1WtHo9IbebcCAABgPalBRSiooI6nR09/TEoyxGo5FgMIhxW50hvV6PRqOJR25iSJJETk4ORUVFlJSUMHr06Phmtd91PAw3q1atYvIB1vGKcSSapD0RjUZ59tlnefPNNzEajSxbtgy9Xs+qVato+OwzKi6/XOT1XXfdMLb+0DOcYyiRKEUHKEdLoj6f9nu67aqrruLKK6/ksssu47XXXmPBggUs/taqjMmTJ7Ns2TK0Wi3RaJQf/OAHPPHEEwnLZfD7/aQPhLHJnngByeFiwoQJ3H333dx9993cfPPNzJ8/n2nTptHa2srq1av58ssvaWpq4uKLL+b8888/IFOSmprKMcccw80330xraytLly5l/fr1vPfee7zyyiuo1WpsNhsmkykeHVGr1fGidh6PB5fLFS80qdFoSE1NxWazkZKSQmFhISUlJWRnZ5ORkYHRaBxS7HFvyLJMa2srK1euZOPGjWzZsoWurq5dlpN3OByk9vXt8XwqlQqbzRbfiDU9PZ20tDQ0Gg3Tpk1j7NixZGZmxqsbJ2pz3d3tTu33+xkYGKCnp4e2tjba2tpobm7mww8/xLnD7rhZWVmMHTuWuXPnMn369H3u7+FmX3OXkuw/KpWKyy+/HJ1OxxNPPEFWVhaNjY08+uijHDNrlphmralJdDMPGKWMIaXoAOVoSZSO/fo07u7upra2lo8//hiA8847j2uvvZatW7cOmT7acdPWYDCIz+cbsp3HrojN3++IXq/fZfRpf7HbbFgCWnJwH5TS5hUVFfz+97/n8ccfjxecBFFgrrq6miuuuIJJscrIB4jdbkeSJAoLCyksLOS8885DlmUaGxvZuHEjLpcLr9dLNBrdtn+YKFKn1WoxmUzY7XaMRiMajQa3201fXx8ul4v+/n4WL17MW2+9tdNzWq1iB/qUlBQsFkvclKSlpaHX6wmHw9TV1bF69Wp6enrQaDSMHj2aqqoqcnNzsVqtRKNRjEZj3Hw1NDRQVFSE3++Pb5NhMpkwm82o1Wr0ej2pqal7HTeHA7vLRzMYDOTk5JCTk8PEiRPj98uyTH9/P11dXfT09NDQ0MDq1au59957SUlJ4fjjj+eEE06guLj4kBq/fcmrS3JgnHjiibz88st4PB5ycnJ45plnOOmkk4RJUsAebkoZQ0rRAcrRkigd+2WSWlpayMvLi3/TlSSJoqIimpubd8qx2bp1K+eccw719fWcfvrpe905vLCwcKf7rrnmGh588EFWb6stU1xcTDQapaWlBYApU6ZQX1+P2+3GbDYzduxYVqxYAUBBQQFqtZqmpiYifj8eLKgkD263j1WrVjFhwgSWL18OQF5eHgaDgS1btgBQWVlJa2srAwMD6HQ6pkyZwtKlSwHIycnBYrFQv227i/Ly8vjeYeeeey4//vGPeeedd8jJyaGyspLMzEzq6upYsmQJ48aNo7+/n56eHlQqFdOnT6empoZIJEJ6ejpZWVls2LABgDFjxuByuejatqx/5syZ1NbW4vP5qKurIy8vj3Xr1gFQVlYWn25KT0+nurqatWvX4vf7sdvtFBUVsWbNGgBKSkoIh8O0trai1+s5+eST2bhxY3zvroKCAr744gtcLhcpKSm43W62bNmC2+3GZrPR3NyM0+mMV/Lu6+tDkiTGjh3LhAkTyMjIoLS0lGnTpsWPNRgMVFZWUlNTQ39/P7m5uZSVldHW1gaIaFx7ezsOhwOv18vUqVNZsmQJANnZ2dhsNjZv3hzv7+7ubvr6+lCr1VRXV7Ns2TKi0Wh8qm3Tpk0AjB07Nr6/myRJzJgxg+XLlxMOh0lLSyM7Ozve36NHj8btdtPZ2QnAjBkzWLlyJcFgkJSUFAoKCli7di0ApaWl+P3++JYwFRUVrFq1Cr/fj81mo6SkZMiYjUQi8b3QqqqqqKurw+PxYLFYmDVrFgaDgQkTJiDLMv/973959dVXeeaZZxg3bhwlJSUUFBRQXl7OtGnTqK2tBSA/Px+dTkdjYyMAEydOpKWlhYGBAfR6PZMmTWLZsmXxMWs2m2loaIi3t7Ozk/7+frRabby/w+EwjY2N2O32eH+PHz+e3t5eent742M21t8ZGRlkZGSwcePG+Jh1Op10d3cPmQpNsp3c3FyKiopoaWkhNTWVb775hk8++YTJBsN321bmMEMJq6hAOTpAOVoSpWO/cpKWL1/OJZdcEr84A0yfPp2HHnooXpH627jdbi6++GLmz5/P/Pnzd/p/bG6wpaVlp7nB4YokLfvXv3jhpFU4pSaOfXoyl19++QGfM1HsbmonUcSGz/5GPA43HQfCcGsJh8OsWLGCb775huXLl9O3bVoydoHNysqKvy8MBgMWi4Xs7Gzy8vLIysr6ztN1w6kjmZO0exYtWsSbb74JwJYtW7Db7Sz2ekWZh5deGpbnSBRKeV8rRQcoR0uiPp/269O0sLCQ1tZWwuEwGo0GWZZpaWnZo8OzWCzMnz+fl156aZcmKYbNZjtoH6Zqn48ABmTJn9zFfJhJVB6QktFoNEyfPp3p06cjyzKdnZ1s3LiRzZs3097eHo9wSZKE3+/H7XbH88wkScJut6NSqYZEF1NTUzGbzei37RvncrmIRCKoVCqi0Sggih4ODg6i1+tRq9Xxac+MjAxMJhMejweNRpMsA3CATJ8+nTfffJOcnBzq6+vp7u4W+w8mo29Jkhx27JdJysrKoqqqihdffJHLLruM119/nZKSkp2m2mL5JlqtlmAwyBtvvDFsOTnfhcLMTLx04ZGCI94k7U/pgMMZpeiAg6tFkiRyc3PJzc3l+N0sD5dlOb65cWzqF0Ttnv7+fvr6+mhubsbr9RIIBNDpdFitVjQaTbygoSzLtLW1xaeVd8fMmTO5/fbbh13nkURFRQVms5nS0lL+85//4HQ6iWi1qLdN345klPK+VooOUI6WROnY77j8E088wWWXXca9996LzWbjueeeA2DhwoWcddZZnHXWWXz++ec8/PDDqNVqwuEwJ5xwAnfcccewN35fCbvd+NDjUIdHvEmKRQxGOkrRAYnXIklSPD/oQGhrayM7O5tQKBQvmeD3++np6cHn82E2m4d9deiRSGx1ZkNDA8XFxbS3t9NfWUlmQUGim3bAJPq9MFwoRQcoR0uidOy3SRo3btxOS/4Bnn766fjvCxYsYMGCBQfWsmGka+1aQuSBKjTiTVJrayv5CqjKqxQdoBwtMR075jTZ7Xays7MT2Cplcs4553DzzTeTlZVFOBym3eslUwEF/5T2XlACStGSKB2H//rqYUDV3EIEPUZVEMuOG7YmSZIkSQIYO3Ys06ZNo7OzE0mSMK9eLbbySZIkyWHFEWGS0lKziCDh10RHfCRp6tSpiW7CsKAUHaAcLUrRMVKYP38+fr9f5IS5XGKvvxGOUsaQUnSAcrQkSscRYZI29Q4SAXwKyEmK1aQZ6ShFByhHi1J0jBRiWwrJsownFBIbJo9wlDKGlKIDlKMlUTqOCJPkbRd1ZiJ6eVjqLiUSr9eb6CYMC0rRAcrRohQdI4mKigokScIbiRBVQIKtUsaQUnSAcrQkSscRYZIsLd1oANmsGfF1fZSSU6UUHaAcLUrRMZKIlUrxRqPICogkKWUMKUUHKEdLonQcESapZ8JUBgC1VZfophwwZWVliW7CsKAUHaAcLUrRMZLIy8vDbDazRpLwGwyJbs4Bo5QxpBQdoBwtidJxRJikhk4HYcBoH/kfQqtWrUp0E4YFpegA5WhRio6RRF5eHmq1Gh8gB4Ow77tEHZYoZQwpRQcoR0uidBwRJqlwwxbsQFq6MsKOSZIkUQa5ubmYTCbSo1F0Ph8Eg4luUpIkSXbgiDBJZlcANZCRMbJXtkFyR+fDEaVoUYqOkYRer6ewsBAZkKLREb9/m1LGkFJ0gHK0JErHEWGSwiEVUSAtzZzopiRJkiTJEAoKCmgHAioVBAKJbk6SJEl24IgwScGghAzYbCN7+T9Ac3NzopswLChFByhHi1J0jDRSUlLokiSCkgShUKKbc0AoZQwpRQcoR0uidBwRJikU0aIhiNWazElKkiTJ4UVWVhZhWUYdjUJ3d6KbkyRJkh04IkzSoMZMmAAmkynRTTlgJk+enOgmDAtK0QHK0aIUHSONWbNmMQjIsgxOZ6Kbc0AoZQwpRQcoR0uidBwRJskX0RAlgNk88nOSGhoaEt2EYUEpOkA5WpSiY6QRCoXYqFKxQqeD0tJEN+eAUMoYUooOUI6WROk4IkySOqzGqBCT5Ha7E92EYUEpOkA5WpSiY6RhNBrRSBLp4TB0dia6OQeEUsaQUnSAcrQkSscRYZKkqBajQqbblKABlKMDlKNFCTo2b97MnDlzGDt2LDNmzGD9+vW7Pdbv91NRUUF1dfUhbOHOpKSkkKJWUxYOw5IlCW3LgaKEMQTK0QHK0ZIoHUeESRqUDAQVEkkaP358opswLChFByhHixJ0XHXVVVx55ZXU1dVxyy23sGDBgt0ee9tttzF79uxD2LpdM378eLxqNRoY8YnbShhDoBwdoBwtidJxRJgkn6wjSBC9fuSXAKitrU10E4YFpegA5WgZ6Tq6u7upra3l4osvBuC8886jsbGRrVu37nTsf//7XzZv3swPf/jDfTq3y+Xa6RYYpppGtbW1DGo04g+fb1jOmShG+hiKoRQdoBwtidKhScizHkqCQZB1aKUAOt3I3+A2SZIku6alpYW8vDw02wyHJEkUFRXR3NxMSUlJ/DiPx8MNN9zAO++8w+bNm/fp3IWFhTvdd8011/Dggw+yevVqAIqLi4lGo7S0tAAwZcoU6uvrcbvdmM1mxo4dy4oVKwBRQFKtVtPU1ITD4cCv1SIDXVu20LlqFRMmTGD58uWA2N/NYDCwZcsWACorK2ltbWVgYACdTseUKVNYunQpADk5OVgsFurr6wEoLy+nq6uL/v5+NBoN06ZNY+nSpciyTGZmJqmpqdTV1QEwbtw4+vv76enpQaVSMX36dGpqaohEIqSnp5OVlcWGDRsAGDNmDC6Xi66uLgBmzpxJbW0tDoeDuro68vLyWLduHSA2JvV6vXR0dABQXV3N2rVr8fv92O12ioqKWLNmDQAlJSWEw2FaW1sBmDp1Khs3bsTr9WKxWCgrK4vv4RWrwByrnzN58mQaGhpwu92YTCbGjx8fv7AWFBSg0WjihnnixIk0NzfjdDoxGAxUVlZSU1MDiK1iAoEAS7ZNfU6YMIH29nYcDgdarZapU6fG/5ednY3NZouPo/Lycrq7u+nr60OtVlNdXc2yZcuIRqNkZmaSlpbGpk2bABg7diwOh4Oenh4kSWLGjBksX76ccDhMWloa2dnZ8f4ePXo0brebzm05azNmzGDlypUEg0FSUlIoKChg7dq1AJSWluL3+2lvbwfEqslVq1bh9/ux2WyUlJQMGbORSCTe31VVVdTV1eHxeLBYLIwePZqVK1fG3wMqlYqmpiYAJk2aRGNjI4ODgxiNRsrLy+P9nZ+fj06no7GxMd7fLS0tDAwMoNfrmTRpEsuWLYuPWbPZHE/MrqiooLOzk/7+/iH97XA4aGxsxG63x/t7/Pjx9Pb20tvbGx+zsf7OyMggIyODjRs3xses0+mku7sbz/5UtpcTjNPplAHZ6XQenCfo7ZVv5m75LOkWub6+/uA8xyGktbU10U0YFpSiQ5aVo2U4dRz09/UuqKmpkSsqKobcV11dLX/xxRdD7rv66qvlRYsWybIsy//+97/ladOm7facMR0tLS2y0+kccvP7/cPS7tbWVjkvJ0d2gixfffWwnDNRJN8Lhx9K0ZKozyflR5LS0mhUGdki9SkikhT7ljzSUYoOUI6Wka6jsLCQ1tZWwuEwGo0GWZZpaWnZac+nL7/8kvfff58777wTv9+Pw+FgwoQJ8cjHrrDZbNhstoPSbo1Gg0anw7nteUYyI30MxVCKDlCOlkTpUH5Oks9HVNahkgKKyEnaVX7FSEQpOkA5Wka6jqysLKqqqnjxxRcBeP311ykpKRky1QawevVqtm7dytatW/nb3/7GxIkT92iQDjZbt25Fq9UShRFfTHKkj6EYStEBytGSKB3KN0mLF5Mi68hViElKkiTJ7nniiSd44oknGDt2LPfffz+LFi0CYOHChbzzzjuHpA39/bB8OXz4ITQ3gyzv/TE6nY5UILotXyVJkiSHB8qIw+2Jjg5C6AlLIUWYpIkTJya6CcOCUnSAcrQoQce4ceNYvHjxTvc//fTTuzz+uOOOiyfsHigOB7z4InzyyVBjVFgIv/qV+LkrJk6ciE6nIwLIfv+wtCVRKGEMgXJ0gHK0JEqH4iNJ4b4+gugJqEKKyElK7uh8+KEULUrRkQg8Hrj6avj6a1iwABYtgtdfh1//GlQq+MUvYHcL6Zqbm9Hr9XQB4ZycQ9ru4UYpY0gpOkA5WhKlQ/GRpEhfHwGK8GvCqFQj3xM6R3jOQgyl6ADlaFGKjkRgNsN118GkSWC1br+/uhrGjYM774Q77oDHHoO0tKGPdTqd6PV6fEAkHD6k7R5ulDKGlKIDlKMlUTpGvmvYC77eAcJoCGiiiW7KsGAwGBLdhGFBKTpAOVqUoiNRHHXUUIMUw2oVESWNBp58cuf/GwwGjEYjJkDaVoNmpKKUMaQUHaAcLYnSoXiT5DTYCAKBkZ+OBIhCckpAKTpAOVqUouNwxGKBK6+Er76CbTX04lRWVmIwGNgM+DIyEtK+4UIpY0gpOkA5WhKlQ/EmydMvKmtKBinBLRkehivJNNEoRQcoR4tSdByuHHMMVFXB888Pvb+mpgaLxcIyScLxrZpOIw2ljCGl6ADlaEmUjv02Sfuyy/Znn33GzJkzqaiooLKykttuuw15X9bBHgSim5tRAyqj4v1gkiRJDmMkCebMEWUBQqGh/zOZTIyXZUzbtotIkiTJ4cF+O4d92WU7NTWVV155hfXr11NTU8MXX3zBK6+8MiwN3l+CTj8SYFCIScrNzU10E4YFpegA5WhRio7DmeJiiEahrW37fbm5uVgsFsYDKdv2XBupKGUMKUUHKEdLonTsl3PY1122q6qqKC0tBUSy1ZQpU+KbMx5qeqyZBAGzWRkL+UwmU6KbMCwoRQcoR4tSdBzOxGbTdszPNplMWK1WQgCRSCKaNWwoZQwpRQcoR0uidOyXSdrTLtu7o7Ozk9dee43TTjttj+d2uVw73QKBwP40b5cE/DJRwGLRHvC5DgdiOyWPdJSiA5SjRSk6DmfMZsjIGGqSGhoasFqtBGDEmySljCGl6ADlaEmUjv0Or0jS0AToPeUauVwuzjzzTG655RamTp26x/MW7qIc7TXXXMODDz7I6m3z9MXFxUSjUVpaWgCYMmUK9fX1uN1uzGYzY8eOZcWKFQAUFBSgVquJNnehQkSSNmzYgMvlwmAwMGHCBJYvXw5AXl4eBoMhHu2qrKyktbWVgYEBdDodU6ZMYenSpQDk5ORgsVio3xYWLy8vp6uri/7+fjQaDdOmTWPp0qXIskxmZiapqanU1dUBohpwf38/PT09qFQqpk+fTk1NDZFIhPT0dLKystiwYQMAY8aMweVy0dXVBcDMmTOpra3F4XBQV1dHXl5efL+psrIyvF4vHR0dAFRXV7N27Vr8fj92u52ioiLWrFkDQElJCeFwmNbWVgCmTp3Kxo0b8Xq9WCwWysrKWLVqFUB8Y9CYCZ48eTINDQ243W6RQzF+PLW1tfH+1mg08ajixIkTaW5uxul0YjAYqKysjCfe5ebmEggEWLJkCQATJkygvb0dh8OBVqtl6tSp8f9lZ2djs9nYvK0SX3l5Od3d3fT19aFWq6murmbZsmVEo1EyMzNJS0tj07atHcaOHYvD4aCnpwdJkpgxYwbLly8nHA6TlpZGdnZ2vL9Hjx6N2+2ms7MTgBkzZrBy5UqCwSApKSkUFBSwdu1aAEpLS/H7/bS3twPiPbBq1Sr8fj82m42SkpIhYzYSicT7u6qqirq6OjweDxaLhdGjR7Ny5cr4e0ClUtG07Qo6adIkGhsbGRwcxGg0Ul5eHu/v/Px8dDodjY2N8f5uaWlhYGAAvV7PpEmTWLZtGVVOTg5mszn+IVNRUUFnZyf9/f1D+tvhcNDY2Ijdbo/39/jx4+nt7aW3tzc+ZmP9nZGRQUZGBhs3boyPWafTSXd3Nx6PhyS7prh4qEkCkaLgB6SoMkqVJEmiFCR5PzKqu7u7GTNmDH19ffFdtnNzc/nmm2922kRycHCQU045hVNPPZU77rhjt+d0uVzY7XZaWlp22gFbr9cf8FYiLxZdyGMt/0vlFZ/x5JMPH9C5DgfcbjcWiyXRzThglKIDlKNlOHXE3tdOp3NE72x/MHQ884yozB3bKcXtdvPPf/6TwfnzOd9oxOb1DsvzJILke+HwQylaEvX5tF/Tbfu6y7bb7WbevHmccsopezRIO2Kz2Xa6Dcdea40p2TgAu10ZBbVi0YuRjlJ0gHK0KEXH4U5xMXR1QWybtvb2dux2O51ARJL2bUfcwxSljCGl6ADlaEmUjv1e8rUvu2z/6U9/YunSpbz55ptMmTKFKVOmcM899wxvy/cRS48LPRGsVmNCnn+4cTgciW7CsKAUHaAcLUrRcbhTXCx+bssawOFwYLPZ0AHaUGjn+gAjCKWMIaXoAOVoSZSO/c5J2pddtm+77TZuu+22A2vZcOD3k9vtJJWAYjL8tVplJKArRQcoR4tSdBzuFBaKmklNTTBmjOh3g8GAHdCFwyLENEI341bKGFKKDlCOlkTpUEbxoN3hdBKUdUQVZJL2lgA/UlCKDlCOFqXoONzR6yEnZ3vy9tSpUzGZTAwCMoDbncDWHRhKGUNK0QHK0ZIoHco2ST09BNETUpBJiq36GukoRQcoR4tSdIwEioshVjpuyZIlGI1GtkgSHo0GVCP3Y1kpY0gpOkA5WhKlQxkVFndHaytBWUeAABZLaqJbkyRJkiQAVFTAiy9uTz/S6XR42VZSZSSUT+jpgbVrweeD7GwYP14UgUqSRGEo2yT19uKT9LjloCKWQIKoG6QElKIDlKNFKTpGApMni1IAmzaJftfpdKgBfTQqQkxlZYlu4q4JBuG3v4XYHnNqtfj5+ONgNitmDClFByhHS6J0KNsk+f0MSgacBDEalbG6bSTXnNkRpegA5WhRio6RwKhRYLEIrzFvng2tVssGlYomjYYJWVmJbt7ORCJiGlCng7Fj4ZRTYMoUET1yuSA1Ffx+Ml9+GX78Y0hLS3SLDwglvReUoiVROkbu5Pe+0NKCVzYQkvzDUnPpcCBWCXmkoxQdoBwtStExEpAkmDRJmKTNmzej0+lwSBLdKhUYDrOabu3tcPPN8O9/i78vvRTmzgWbTUSSUrelMvT14f36a7jxRvjwQxgc3P05ZfmwrgelpPeCUrQkSoeyTVJtLWHZREjyohuhS2qTJEmiTCZNEtNtgYCERqMhE5ji98O27XsOC778Em64QeQexQo87Y78fJp++lMoLYXHHoNLLhFmKUYwCM8+C5ddBt//PmzbUuewIhiElhZMdXV7NnkjlWAQmpuFO9+2HRIg8su6u8XvDgcsXQoDAwe3LStXQsz4+Hzwzjvw8MPw5z/D22+LNmzZIsbJpk3otm3RRTQ6NG9PlsUx//nPQWmmoqfb5HCYAWyE1C2KiSSVl5cnugnDglJ0gHK0KEXHSGHSJAiHQZIqkCSJkEqFKRzefuFINK+/LkzN3Llw7bWwDykLY2fNgu99T1xg331XzCsCfPQRvPmmKDV++uni/lGjxAXu9tuhvBzOOANSUg6mol3T0QGffCIu2g0NEI0yPhyG114TyWMnnwyzZ4MmAZfLmhrRLpcLentFDa2KCigpEYZHksS0Z24ubNggEuqPOko89oMPQKWi0u+HRx8Vjry5WZgMEHUonnpK/H7ffXDuufCDH0BdHdx9t5heraqCrCwwmSA/HwoKIDNTvE4ajWiD1yuiirFVmR6PeK6NG8Xr3dsrjJfLJdq7aJGYtn3+eWGox4wRr8Gzz4oxEQrBZ5+Jc+9A+ezZcNZZogrrtdfC738vFgz83/+J189mgzlzhv11UrRJimRl0YsNWfIoJpLU3d2tiDlmpegA5WhRio6RQkGBuNYsXuzhmGMsuGIXmcOhTlI4DIsXw/z5cOGF4uK2D8THUEoK/PCH2//R3y8usrfdJqppxggExN9vvw3vvQcLFsBJJ+3z8x0Q0agwD598InKrpk8XhqioiFaHg1EuF3zxBTzwwPYL8FFHQWXl/l+IBwdFYaz+fnA6hbHweMRrHbtpNKLfNmwQOWClpeL+hgYoKhKmRq0WG/+9/bYwJbIMt9wiTFJLC7zwAhxzjHj9XnwRWltROxwiClhWJvSVloqEuPR00QcqFfzxj9tNcFWVMDI1NWIM1NWJdnR3b58ivfpqOO00+Oor+MMf4B//ENPEv/qViEoBWK1ikGdkCPNjtYrXNZbsf++9238vKoK//317v8qyMFZ9feJvrZa2gQHKQLT75z8XjwGh6dhjhXk8CEZW0SYp1NmFCysqlRvD4TbP/x3p6+tj9OjRiW7GAaMUHaAcLUrRMVKQJBEQaGoKAODVaEQxycNhmkejERex/fxyudsx9L//u+sH6PUi0fuii8SF+ZFHhAn49a+FUQiFDk6OlizDE0/Ap5+KC/5JJw3R2r1kCaNOO00YgZYWcdyXX4rpQ5NJXJCzs0WUJSdH5GXp9cIAtbWJPK6ODvFaOhzbp7JAPI/RKIyZ1SoMS2qqMDadnbBunTAAsb/9fmGUPB5h1kIhYWxSUoQBWb4cVqyA1lZxrmuuERGcYBBSUnBbLBjMZti6Vdx2xGCAWbOEOY2tANfphK6Y/hjBoNDV1yc0A0ycKF6r2Gt0xhkwb54wZPn5eza7O76u3zY3kiSS/3dYANC7ZIkwSRaLiG7GOMgRcOWaJFkmuHQtMio0GuVEktQx5z3CUYoOUI4WpegYSaSmQnOz2G7Bo1Il3iTJssgLOekkMR+4n3znMWS1itynefO2R9K2bBEJ42PHQnW1iOTEogcHyptvwj//KaaX9HphbEaNEubis8/IWbFCTF1NmiQiFz/6kcilamwUuTJ1dSJisuNOxTE0GhHZyc0V7a2sFOcuLRWmZlfTlj7f9mib1yuOiW123NoKa9YIg+JyiSlAm0383tW1vSppYaEwJyqVMHDbpjS3bthARnW1MDkDA8JsqdXC0G3YIKJSNTViuu2oo0QbdoVOJ1z9jhvaZ2SIW4zYVN9BIFGfT8o1SUDD5GPo+0LCaAwrJiepuro60U0YFpSiA5SjRSk6RhIpKWAw5AIg63T0AEWJXD6/eLFYxXbSSd/p4Qc8hsaP3/57Vhb85CciJ+fNN+Gll8SU2P/7fyLK9J//CBNSWiqO7+vbfsF+8EFhAnJzxUXf54NTTwW7XUSsHnhAHPv66+L4H/1ImIrNm+H99ylOSRHHhcPClNx9t3jO118XU0jHHy+iKQUFwny4XMIs2WwiZ+fbVdNXrBA6olFhgrq6hPE7+mjxnD/5iWhvebk4x9FHw/nni8fW1YnniU2T7S1CE8Prhb4+qvV6MaXY1yfOc/TRwoh/8IE4ZupUkT/0+OMiTygzU7j36dPhzDO3R5i+Kz7fdmPo8Yg+tVpFv9XVidcwJUWYY69XRMrCYdFXdns8mlRdXi6iej6feKzBALGopcMhjj0I1eqVa5IkiU6s+CWIRp2KiSQtW7aM6dOnJ7oZB4xSdIBytChFx0giNRUaGvqBNNRqNV5JSlzFbVkWOS1VVd8pigTDPIbsdlGP6ZRTxIVz5crtUSanU+TCgLiIRiLiovrSS8JAaDRiWmzdOjFVZjLBzJnCgHz4oej4Sy8VU03jx2+fajv6aDj6aKFj4kRhYGL/GxwU0Z5Vq8Tzg4hCPfeciOI89ZRop90uLvI9PbBwoTAAn3wC33wjIjixzfvmzBHneOEFqK8XU1vTpwvDFVtZ5naLfKEdycgQ05JWq6hI2tgo9KvV4vnnzxfJ3O+/D889x8DAACmpqaJds2YJjZGIiISZTNujWGYz3HGH6LPHHhN9efPNwqwWFYncn8pK8f/6ehFRys0Vxqa0VOQF+f1QWyu0b94sIlWyLNoJcMUVoh9jZiYahSefFH30+OM7r1C78EIxVfv11wz84hek7JjYX1wscspkGa68UvTriy9+t7G2B5RrklpbMdduRiuDVutXjEmKxlYmjHCUogOUo0UpOkYSogajRCAAGo0GkyyLb9eJYN06MbXzk59851MctDGk1QoDESMtTSQL19WJnByNRuTHxLjhhl2f5733xIX86afFBX83RKNREanY8ZypqWIVGAjz0tEh+iu2HYvTKSIdAwOivTabOCYlRSQa7yr6s2yZiDI9/DCcffbO/7daRfSqr08YoN5eYTysVvF/WRaRHrVaGDOdbnuuz3HHwYQJbKmvZ+oppwzNL0tJEavCYsS2w7FYhJk8/3xhSj/6SESZmpqEufz4Y9GG7m4RzVGphFn5n/8RJqm1VfSRTicic7NnDzXcN90k2hkzgeXl2/ObfvADYcS0WvF6qlRiqhNg3DjaL7qIlLlzhbHTasUt1vZf/vKgfblQrklau5agR00UMJsjaBKxfPMgkJmZmegmDAtK0QHK0aIUHSOJlBTQ63XbrqtaUbgutqLnQAgEhCFYtkys0Dr2WJEgvWM+ybf5739FLsuECd/5aQ/pGDIYxAV4X6NePT0i6nPqqXs0SLAPOiwWsXR9zJjt9/3sZ7s/flcGKRgUEZtp08TS9t2h04mIDYiIztSp2/+3YMHuH7ctXyhFr997Ar4kDZ1Ws1jiUbWd2hwOi+hRZ6cwqB9/LG5NTSJSdfvtwsR5PMLoGAzif1arMJ063a77I1YuYlekp2P43ve2T63uiEolxkBnp8jbysvbs9b9RBnOYVe0t+OSrQSlIHazNtGtGTbSRni5/xhK0QHK0aIUHSOJ1FTQanU4HMIk9QN5BsOBVfnt6xPRoGAQxo0TF6m33xYRiJ/8RNQx2hULF4oclANYfn/YjiFZFobEZBLTbHvhkOh45x2RS3PPPQe15MGwatHpxM1kEiasslJMiS1dKqY1//Y3YdD3hEolokAGgzBjFos4n80mIoQ+n8jZslpFlCkQAJeLvLY2YdBSU8W3C51OGLEtW4Q5ikbF2L7uuuHTi5JNUksLg1iJSIOKmkbYtGkTM2fOTHQzDhil6ADlaFGKjpFEaiq43W4cjlR0Oh2tkkSlyfTdTzg4KHJbWltFLk9Xl7jQXH21iKQ8+KC4mMybN/RxsiwuXAUFB6TnsB1D//2vWMF1++3bp8f2wEHX4XKJ6cLTThv2yMe3OehatFqxqu2oo4SJaW4Wps9mE+PK7xfTk4ODwtTEkrMDge01ojweYe7r6kSSd1aWyJNav17kGtlsdPv9FFVUCGPZ3i6+BOj1Iv/q7LPF2B2u1Y87oFyT1NqKCytBya2YfKQkSZIoC6tVfLF2OECv1xOQZeQDmW679VZxkZo6VZih448XF6EXXxSrogYGxJOBuEjp9eIidvfdIuq0YwFIpeB0ippIRx0l8m0OB559VvycPz+hzRh2NJpdT4kNAx1LllCUgNdPmSZpcBC2bKFLNYuQ5B6aET/CGTt2bKKbMCwoRQcoR4tSdIwkJAny800MDAiT5IXvvmfWN9+IrTTy8sQUxm9/u32/tZNOEsUh8/JEIb5IRESXiotFgUGXa9eJw/vJYTmGnnxSRDR+/ON9fshB13HUUdvrHR1kDsvX5DuQKB3K3OD21VdBlmlRpxBWuVEdhNoJicIR+xY4wlGKDlCOFqXoGGkYDH4cDjAYDHwG+CZP3r79w/7w9ddi/i4nR2wPseOGtOPGiVVHqalw111ib63TThPmqKxMbCo6DEv3h4whp1NMv4D44trYKKZU/H5xi/0vRkxzKCSWjD/+uLi98QYsWSIKPn77MXvj3XfFsvIrr9yvfeEO2nuhr0/onDZNJNMfApTyvk6UDuVFkjo6REKcSoUnYiGs7UD+Lh84hyk9PT2UHqRw5qFEKTpAOVqUomOkodEM4nDYMRgMBEEssZbl/UvmDYfFFFthoTAEU6bsfExenkgSvv56sSpq+nRhmOz24RHS34/u3nvFlF9pqci5efddES3ZXXTsN78RhuHNN+Ff/xJ1b6JRsQWI2y3yTtxuoS+24WlpqVg6fttt4u+XXhIr8qZM2W6i1Gqxuu/JJ0Ul6V0ZEodDLNmPrY6LFVzMycHpcol2q9XCWA4HXq9IKj711EM6ramU93WidCjPJC1dCgMDyF4vTiygcium2jaAdCg2fjwEKEUHKEeLUnSMNKzWCAMDYDabKQYMGzeKqEtZ2b6d4JlnhCGJre7Z03LyvDy48UZRNHD1ahFxuuuu7fVo9hVZFtW5a2pEUtVPfgJ1dWhcLpFU29wsDEduroganXCC0LNkiUggj1VKfu89MUXY2yuiWjfdJKb/QqHtz2UwiL9jScDr1olj//MfYZhitXsCAVHb57nnxHGhkKjTYzKJzVP9fvEl+sQThUGsrRWFGt94QyQff/ONSBweGKBkYGB75Ck/XxR+nDt3zyUUdoXDIaJ2o0eL1WA333zQ9xr7Nkp5XydKhyQnOMzicrmw2+04nc7h2YHc64Uf/YiQLDPn9QvZZH6Niy6y8vjjjx/4uZMkSbJPDPv7OkEcCh3PPy9KGYVCl5D+wgs8qNGg/uc/d79Uf0c2b4af/lRMRVVXi2Xu+7Ih7JNPiuiN1SqiTw88sH1H9r2xZo2oLt3YKFYUSZKI4HR0DD2usFCsJPN4RMQGxBLv7GxhRqJRYR7y88XvarVI/C0pEUvLs7PFSienU0ST0tLE83zzDXz++fbd5nfE7xdTe0ajMH5W6/YNYbVaMRV56qmi/o/HI26ZmUOjdm63MGrBoLie1NaK54xGRXVsrVYYu8pKUa27q0uYwvR0kevV3y/qBy1dur3m1dVXD90sNklC2Z/3tbIiScGg+Fbh9+MOQL+kQ5IGcbuV4aQBli9fzrRp0xLdjANGKTpAOVqUoGPz5s1ceuml9Pb2kpKSwrPPPktFRcWQYz777DN+9atfMTg4iEql4uyzz+buu+9O2DfVvr56BgZGk5lpJr5XfHv73h8YiYhKzbIsjMUvfrFvBgnEZq0rVggTUFcn6ih9//t7fkw4LKa2Xn9dbDp79NEikhQOi0TkG29k9datTMrPFwZpx2kql0tEe0aNEobE59u+h9feSE0deq7YViWxHemzskS0KBoVNxBRoL29nmbzrssBWCwsDwS2vxeOPhquuUaUVdBqRX9/9pl47Pjxov8eeGDoObKy4JhjRNSotHR7VekEoIT3NSROh7JM0quvwp/+BGPH0tfjoUulQqvyoNcrp5JweH8TFw9TlKIDlKNFCTquuuoqrrzySi677DJee+01FixYwOLFi4cck5qayiuvvEJpaSl+v5+TTjqJV155hQsvvDAhbTaZAttKvqSyCcRFuKtr7w986CFhWEaPFtNd48bt+5PqdGJq62c/ExfwF18UOU27mk4KBuGf/xRGamBArJRrbhbTbd//PpxxRnwTUp/LtesK2Dbb0JVcsQ1PD4S8vINWY2in90IswgXCfD322Pb/zZkjpvj6+kQ0zGYTUaXDZJpLCe9rSJwO5Sz7AlED47bbIBymsWgCQSRUKjfp+zvffhhz2Fa03U+UogOUo2Wk6+ju7qa2tpaLL74YgPPOO4/Gxka2bt065Liqqqp4AqjBYGDKlCls2bLlUDc3TkGB2A5Cq82kGYiqVHvfh8rpFFNmWq3Ilfku9XbGjBHVkjs6hGm6+WaRaP1tmppg0SIxlSXLIsHZ4YDf/Q4uuSRukGDkj6EY+6VDrRZ9MGaMiBplZBw2BgmO0NdkGFFWJGnsWDE37/OxalwFIKNSucnOzk50y4YNpWhRig5QjpaRrqOlpYW8vLz4Po2SJFFUVERzczMlu0m47ezs5LXXXuP999/f47ldLtdO9+n1+mFZFFJWJj78NZpMugC/Xo92b1W3Fy0ShSAnTRKbp37XMif/8z8igXvrVjE9FEtW/uwzMZX35z+LjU1jnHuuyH0aP15EV77FSB9DMZSiA5SjJVE6lGGSolHxrSYQgIYGGDuWrX4dIKFSeXb5ATdS2bBhw+FZ9n8/UYoOUI4WJej4dl7RntaluFwuzjzzTG655Ram7rhp6C4oLCzc6b5rrrmGBx98kNWrVwNQXFxMNBqlZVuS8pQpU6ivr8ftdmM2mxk7diwrVqwAoKCgALVaTVNTEx0dLiKRE3A4ZHxAMBIh2tvLsiVLAMjLy8NgMMSjXZNaW+HZZwlLEu1nn83Y1FSWbjs2JycHi8VCfX09AOXl5XR1ddHf349Go2HatGksXboUWZbJzMwkNTWVhuOOo+QPf8D20Ue4OjtxffQR+rY28sNhBi68kJDNRvj00zH/4Ads2LoVPB7GuFy4XC66tk0Lzpw5k9raWrq7uyktLSUvL49169YBUFZWhtfrpWNbYnd1dTVr167F7/djt9spKipizZo1AJSUlBAOh2ltbQVg6tSpbNy4Ea/Xi8VioaysjFWrVgFQtG0LiubmZgAmT55MQ0MDbrcbk8nE+PHjqa2tjfe3RqOJRxUnTpxIc3MzTqcTg8FAZWUlNTU1AOTm5rJ169a4AZ4wYQLt7e04HA60Wi1Tp05lybb+zs7OxmazsXnz5nh/d3d309fXh1qtprq6mmXLlhGNRsnMzCQtLY1NmzYBojiiw+Ggp6cHSZKYMWMGy5cvJxwOk5aWRnZ2Nhs2bABg9OjRuN1uOjs7AZgxYwYrV64kGAySkpJCQUEBa7clssemkdu35bXJsozRaMTv92Oz2SgpKRkyZiORSLy/q6qqqKurw+PxYLFYGD16NCtXroy/B1QqFU1NTWIcTppEY2Mjg4ODGI1GysvL4/2dn5+PTqejsbEx3t8tLS0MDAyg1+uZNGkSy5Yti49Zs9lMQ0MDABUVFXR2dtLf3z+kvx0OB+PGjcNut8f7e/z48fT29tLb24tKpWL69Onx/s7IyCAjI4ONGzcCMGbMGJxOJ93d3Xj2FqndETnBOJ1OGZCdTud3P8nLL8vyGWfI8qmnyvKcObL87LPy+ec/J+t078uZmVny7373u+FrcIL55ptvEt2EYUEpOmRZOVqGU8ewvK/3k66uLtlms8mhUEiWZVmORqNydna23NjYuNOxLpdLnj17tnznnXfu8ZwxHS0tLbLT6Rxy8/v9w9LuxYu/kc89V5Z/+cuvZJVKJXs1Glk+8cRdH+xwyPK4cbKcmSnLv/61LEejw9IGeWBAlv/2N1m+4gpx++UvZfmJJ2T5iy9kORDY59Mk3wuHH0rRkqjPp5EdSYpERI2LV14R8/IffSTm1idPpue5pahUHkCmbF/rjYwARsfqi4xwlKIDlKNlpOvIysqiqqqKF198kcsuu4zXX3+dkpKSnaba3G438+bN45RTTuGOO+7Yp3PbbLaDVgJgzJjR2+o5iqKOYUkSq8F2xTXXiKTuyZPhqquGL/fFbocLLhC3A2Ckj6EYStEBytGSKB37PZG9efNm5syZw9ixY5kxYwbr16/f6ZitW7dy3HHHYbfbqa6uHpaGAmIJ6Z13ihodjz4KN9wg6lace67IRdLpwG5HHj+e5mYPer0ftVqtmGJaID7glYBSdIBytChBxxNPPMETTzzB2LFjuf/++1m0aBEACxcu5J133gHgT3/6E0uXLuXNN99kypQpTJkyhXvuuSdhbXa73dsWe4kVX306najd822ef16UOMnMFKvZcnMPaTv3BSWMIVCODlCOlkTp2O9I0r4ssbXZbNx99904nU5+/etfD1tjCQTE6orly8US0txcuPZaUXPj7bdFMqFOx5a2NhyOPOz2ZsJhlWIGCYhE0+Id92QaoShFByhHixJ0jBs3bqfPI4Cnn346/vttt93GbbEtLQ4DOjs7MZmKAQOSJOFUq0WUfEeCQVHixGCAM8/ce02jBKGEMQTK0QHK0ZIoHftlkmJLbD/++GNALLG99tpr2bp165CQdlpaGkcffTSff/75Pp97n1aP5OfD7kzXE0+IcvtnnMFnn60mEMikvHwFTU0qdDrdPrcjSZIkSQ41RiMEg3okSUIOh0Udohi9vaJw4Zgx25fq72t17CRJkhwQ+2WSvssS231ln1aP5OSgqa2lSa9HFQ5T6ffT1dBA2wknkNLfzxink7XASy+tR5ZnkZ3dSX19CJ1Oh8/nY+vWrbhcLgwGAxMmTGD58uXAzqtHKisraW1tZWBgAJ1Ox5QpU1i6dCnw3VaP1NXVAeJbbn9/Pz09PfFM/JqaGiKRCOnp6WRlZcVXM4wZM2aXq0dkWaaurm7Erx4pLS2NrxAZ6atHpk6dyqpVq0b86hFZlmlsbDz0q0eOcGbMmMG//gWDgxokSaJNkphiEbWTcLtF5MhkEgUKf/3rg1ZAcTiYMWNGopswLChFByhHS8J07E9GeE1NjVxRUTHkvurqavmLL77Y5fH//ve/5WnTpu3xnPu1emTDBrGKbcfbU0+JFR6vvSbL550nO3t75VGjHpdzcl6Sr7vuOrmkpET+6KOP9kfmYU1tbW2imzAsKEWHLCtHy3DqSMTqtoPBodBRW1srP/ywLF9zjVvW6/Xyr1JTZfm668Q/n35alseMkeVTTpHlhoaD1obhIvleOPxQipZEfT7tVySpsLCQ1tZWwuEwGo0GWZZpaWmJRxwOhH1aPTJ+vEjU3rx5e05SrJr28uUwaRK1a9YyMFBMWVkdGo0GlUqlqMTtYDCY6CYMC0rRAcrRohQdI41gMLhtuk2NWq3GGgyKDVUbGsTKXZtN5F5uqxJ+OKOUMaQUHaAcLYnSsV+r23ZcYgvsdontQSUlBaZPFzswxwyS1wvr10N1NcuXDxAOm5g1S4/X60WtVium4ihASqwi7ghHKTpAOVqUomOkkZKSgtEIgYAalUpFXigkdri/+WZYswamTYN58xLdzH1CKWNIKTpAOVoSpWO/SwDsyxLbQCBAQUEB//M//8Pq1aspKCjgV7/61fC2fEdWrhSrQaqr2bhRTTTq55hjsvD5fKhUqvg+TUqgoKAg0U0YFpSiA5SjRSk6RhoFBQWYTBAIqNBoNLiiUfF59uWXImJ+xRW73ALkcEQpY0gpOkA5WhKlY79NUmyJbV1dHTU1NUyYMAEQS2zPOussQKxKa21tpaenh2AwSGtrK/fdd9/wtnxHamqgsBCysmhu9qBWO5g4sRyv14tWq40nOCuBWPLwSEcpOkA5WpSiY6Sxdu3abdNtKtRqNT2yjAzCIB13nIgkjRCUMoaUogOUoyVROr7jroiHEbG6SduKVnZ2+tDpvIwePRq/3z8sG1AmSZIkycHEaIRwWMJgsNIV229Oq4Uf/vCw2lE+SZIjjZFvkhobob8//m3L6QSLJYJWq8Xv92MwGBQ13aYULUrRAcrRohQdI43S0tJtFbfBYEhloywjq1QiUXvu3AM6dzAYpLu7e48b/Q4nShlDStEBytGSKB0j3yR99RVYLLBt2s/r1WG1RgHiJsnv9yeyhcOKUrQoRQcoR4tSdIw0/H4/JpP43WzOZKsk4Zk5E370IxFN+g40NTVx3nnnMW3aNI4++mjOP/98Pvjgg2Fs9a5RyhhSig5QjpZE6RjZJkmWhUmaNQs0GsLhMH6/ntRUEZ4OBALo9fp40T8loBQtStEBytGiFB0jjfb29ngkyWzOoB1omTsXzj77O52vtbWVs88+m+XLl1NWVhYvLnvdddfx3nvvDV/Dd4FSxpBSdIBytCRKx8g2SU1NYmPbo48GwOl0EYlYyMgQ374CgQCm2Fe0JEmSJDlMiZkkmy2bKLC6okJEyPeTgYEBTj/9dJxOJ8899xxvvfUWL7/8Mq+++ip2u52bbropXk09SZIke2dkm6T//lfsaTR5MgAdHU6iURW5ueITRxRpMzJtBK0O2RtK0aIUHaAcLUrRMdKYNm1afLrNZssBiG9HtD/IssyCBQvo6+vj6aefpqenhxdffJE333yToqIiXnzxRaLRKBdccAEOh2M4JcRRyhhSig5QjpZE6Ri5JikaFVNts2fHa4i0trqJRmWKimxEIhFCoRAmk0lRJQCUokUpOkA5WpSiY6Sxbt26eCQpJSUXgN7e3v0+zx//+Ee+/vprFi5cyCeffMLLL7/Mv//9b1588UUuv/xyvvzySx577DG6u7uZP38+Pp9vOGUAyhlDStEBytGSKB0jo0LZjgwOwuefwzvvQGcn/OQn8X9t2dIHQGlpOsFgkGg0islkUkziGiST8A5HlKJFKTpGGn6/P26S7PYcZFmmr69vv86xcuVKHnvsMSoqKvB4PDQ1NXHvvfcyfvx43G4377//Pi+//DLHHXcct912G3fddRfXXHMNTz31VHzD8gMlGAyyadMmuru7xfYqVis5OTlkZ2ej0+n2+NhIJEIkEgEgHA4TCoXif+v1egwGA2q1eljauS8o6b1wKLVEo1F6enro6Oigq6sLj8dDMBiMv34+nw+/349arSYajeJ2u/H5fHi9XlQqFRaLhcLCQtLT04lEIvh8PsLhMAAdHR2Ew2F8Ph9arZbJkyej0+lYt24dDoeDlJQUcnJyyMrKGlZNI8ckyTLcfz8sWSJ+P+oouOUWGDMmfkhTkxNJMjFqVCp+vz9ukva6J9wIQilalKIDlKNFKTpGGjabDUkCgwGMxjQkSdovk+T1ernpppsAmDt3LitXrowbJACLxcL5559PTk4ODz74IKeffjr/8z//w2uvvcbdd9/Nr3/96++8v6Xb7aa+vp533nmHDz74gN7eXiRJipscnU6H0WjEZrNht9tRq9WEw2E8Hg+hUAgQ04SyLBONRuOPi0Qi8bIFGo0GvV7P6NGjqayspKioiKysLMaMGUNxcfGwmbwdUdJ74WBrkWWZmpoaXn75ZWpqaujv78fr9cbNmSRJyLKMJEnodDo0Gk3cAGs0mvjYi0ajBAIBwuEwJpOJSCRCIBCIPweAcdu3iWg0Gn+sx+NBlmU0Gg0nnHACzz///LDqGzkmSZIgKwsWLBC1Q+z2nQ5pb/cgSUby8mwEAgEikQhms/nQ7i13kFGKFqXoAOVoUYqOkUas300mMBjSAPYrZ+i+++5j48aNXHrppSxfvpxLLrmE8vJytmzZwrp16+jp6eHYY49l7ty5eL1e/vznPzNv3jxmzZrF008/TUlJCZdddtk+P58syyxdupQnn3yS5cuX43Q6iUQi5OXlMWfOHEaPHk1qaiqSJFFfX8+WLVvo7u6ms7MTEBdNtVps5qvdVuIgFAqh1+vJzMzEbDZjMpni5sftdtPT08Pq1av55ptviEajqNVqjEYjdrudqVOnUlVVRVFREampqZjNZtLS0sjIyNitgerq6mLz5s10dXXR39+/LZpnJDMzk9GjRytmKw84uO/r7u5u7r77bj7//HP8fj8pKSlMmjSJSZMmUVlZid1uR6PRxKNFoVCIcDiMRqOJRwbVajV6vR6z2YzFYqGlpYXVq1djtVopLi6OG6atW7fS39+P2WwmFAqxefNmgsEg06ZNIycnh+7ubkaNGjXsGkeOSQJhkPZAd3cAjcZDamoKXV1dRKNRLBYLq1evZubMmYeokQcXpWhRig5Qjhal6BhpxPrdaARJMiFJEgMDA/v02KVLl/Lcc88xffp0Ojo6qKio4LTTTuORRx7hk08+QaPRYDabefPNN5kyZQq33HILAH/+85858cQT6e3t5Te/+Q3p6emceeaZe3wur9fLRx99xEsvvcSqVauQZZnS0lLOPvtsvve97zF9+nRWrFjBjBkzdopMybKMy+WKR/hTUlIwGAzx42KRhj3hdrtpamqiqamJzZs3s2bNGtatW8fHH3/M22+/TTgcjk/Nxc6Vnp5OXl4eJpMJrVaLXq+nu7ubDRs24Ha7CYVCqNViY+FoNBpf7GMwGKiqqmLChAnMmjWL8ePHk5eX950jbonkYLyvg8EgH330Effffz9tbW2Ul5dzySWXcMopp5CWlrZf54r1u16vR5IkJk2axOmnn77TcUuWLInr2JfxMlyMLJO0F/r7o2i1XgwGQzySZPkOy2iTJEmS5FATM0kqlYrBwcG9Hh8IBLj22msxm82MGTOG9vZ2rrrqKm655RY6Ozv56U9/ynHHHYdKpeKbb77hscce49Zbb+Xuu+8mGo3y+OOPc8011/DAAw9w88034/P5OOecc3bKH5Jlmc8//5z77ruP+vp6DAYDc+bM4aqrrmL27NmEQiE6OztZsWIFL7/8Mr///e/R6XTk5uZSWFhIYWEhFoslPo3o8/lITU1FpVLhdDp3iiy4XK54JE2j0aDRaNDpdOTk5JCRkYHFYuHkk0/mpz/9KbIs09bWFs+B2bp1K01NTXg8HtxuN42NjWzatCk+nSfLcnzT8+OOO44xY8bE2xKNRvF4PPz73//mww8/ZOXKlXz11Vc89thj2O12SkpKOOmkkzjmmGMoLy/HbDbv9UIdM4eBQACn08mmTZvYsGEDzc3NDAwMIMsyfr+fgYEB1Go1qampGAwGNBoNWq0WrVZLTk4OOTk52Gw2UlNTKSsro6ioCJXq0K+78ng8vPvuuzz55JM0NDRgtVr5+c9/zuWXX47b7aa2tpbNmzfjcrkIBoN4vV48Hk88NyktLY2UlJT4NFlbW1t8rBuNRsaMGYMsy/HVnXq9HrvdjtFoZM2aNahUqnhOU25uLllZWZhMpng/T506le9///vDqlmSD1W9+t3gcrmw2+04nc4DnjsdO3YRXq+K1tYfsWLFCubNm8ejjz7KMcccQ05OzjC1OLF0dnYqQotSdIBytAynjuF8XyeSQ6Ej1u+33gpmc5C77rKRnZ1NU1PTHh9300038fLLL/PDH/6QTZs28etf/5r33nuPTZs2cf/991NUVDTk+JaWFm677TasVisPPPAATzzxBIsXL+aKK67gF7/4BW63m0mTJnHGGWcwadIk9Ho9bW1tPP744yxfvhyz2cw555zDxRdfTEVFBWvXruXjjz/mm2++ieeOpKamctppp6FSqWhvb6epqYm2trb4SrrU1FSMRmPcHNntdrRaLaFQiGhU7JRgtVrj0YjY/V6vl87OTrxeb1xPbm4us2bNori4mLy8PNLT00lPTx+S4B274MZynQKBAAaDgaKiIiRJYnBwcFvFc1GDwe/3Y7PZ6O3txWw209raytdff82nn37K+vXr42bGYrFgNpvJysqiuLgYg8GAy+UiGo2iUqkwmUzodDo2btxIZ2dnfLrJ7/ej1WoxGAxxY6ZSqTAYDICI0ITDYSKRCCqVCpVKFZ+iiumRJAmtVovdbsdiscTbk5+fHzejsXOkpKQQiUSwWq14vV5ycnJIT08nJSUFu90ej+jFojl+vz8+Hdra2kp9fT1OpxOn00lTUxMbN26ku7ub1NRUzjrrLK644grS09N55ZVXeP/994lGoxQUFJCeno5Op8NkMmEymbBYLGi1Wvr6+nA6nUiShF6vJz8/n7S0NLRaLb29vWzevBm1Wk12djYqlSpuLj0eD3q9njFjxmAwGAiHw7S3t9Pb24vX60WSJGw2G9XV1Zx44ol7fc/tz/taUZEkt1uDzSaSAWPu1Gq1xpPElIBStChFByhHi1J0jDRi/W4yQTisRa1W73VF0rJly/jb3/7G0UcfTV1dHRdccAENDQ0sX76cX//61zsZJIDCwkLuuecefvazn/HQQw/xs5/9jPr6el599VUefvhh/vrXv1JbW8t9990Xj5DENgm/4IILuP766ykoKKC2tpZbbrmFTZs2UVhYyPnnn8/EiRPJzMzE7/fvMp8nFsk5kBVqsizHzVh9fT2ffPIJX375JW+++Wb8GJVKRUZGRtwwxfKbYtNtPp8Pp9NJZ2cnra2tuyy1oFKpsNvtlJeXU1RUxLHHHsuCBQtwOBysWLGCr776ilWrVtHR0UFTUxMbNmxAluX4ZurRaDQetYoZhOLiYoqLi6mqqqKkpITMzEzS0tKw2WyoVKp4vg4QjyD19fXR2dmJy+XC7XbjdrtxOBx0dHTQ0tJCY2MjbrcbgL6+Purq6uIJ75IkxU1WbDxFIhHC4XD8Pp1Oh1qtRpKkuEEF4scFAoH4sbH8sezsbK644grOOeccbDYbb731Fm+//TYAF110Eaeddhpms/k7v8Z7oq2tjfz8/INy7j2hKJPk8+koKtrZJLW2tiakcw8GStGiFB2gHC1K0THSiPW70Qi9vSJKEAwGd3t8JBLh+uuvx2q1YrPZSElJYdSoUdx///1ccMEFeyy6V1hYyC233MJvf/tbXn31Ve68805uvfVWXnjhBe68804aGhqor6+noaEBWZax2+2cf/75FBYWsmTJEv70pz+xadMmysvL+c1vfsPUqVOH5BV98skneL1eZFlGq9XG27fjdNqeCIVCeL1e3G43g4OD+Hw+srOzycnJGRJxqayspLKyEgCfz0dPT0/81t3dTW9vL319fXR1deH1evF6vfF8I5vNRk5ODscddxyjRo3CYrHEl6DrdDp6e3v54osv8Hg8/POf/+Rvf/sb2dnZzJ49m2nTprFgwQIyMjLQ6XR4PB78fj9+vx+fzxdPQo5pSE9PJycnB51ORyQSobm5mS1btvDVV1/R398fL3cQM396vZ7s7GxKSkqwWq3o9XoKCwvjxkOj0ZCeno5KpUKWZdxud3xay+l0xld5RaNR/H4/zc3NfP3118ydO5fCwkL6+vpob2+nvb2dzs5OBgYGCAaDaLXa+Guk1+sxmUyUlZXF22E2mykuLsZms9HS0sJbb73FZ599RjQa5fTTT+e8887DvovFVF6vl40bN5KZmUl+fv5OU4RerxeXyxVPsI9EIhgMBsxm805J94n6fFKMSQoEAoRCJtLTxTewmEmy2WxDQrRJkiRJcjhiNILXCzqdbo+fWffeey9btmzh7LPPpqenh8svv5w//OEPzJ49mwsvvHCvzzNt2jQWLlzIU089hclk4t577+XWW2/l+uuv5+STT2bevHlcccUV8QTyf/zjH3z44YcEg0EmTJjAXXfdxeTJk+P/r6mpYdmyZaxcuZK2tjZSU1N3es6UlJT4lE8sSibLMqFQKD59FAqFdmsOdTodFRUVjBs3DrvdjtVqJSUlhfz8fDIzMykqKtpl9Oy7kpqaysyZM4lEIqxdu5Yvv/ySL774grfeegsQK/SKi4vJzc1Fq9WSnp5OaWlpPO8qEAjg9/vZsmULW7dujU/1xfRlZWWRnp4ejxrFlrYHAgGWLl0aj87sCq1WS2ZmJgaDAavVSkZGBiaTaUg0KFZ6IbZqUKVSEYlE4qbtrLPOwmaz4fP5CIVCqFQqJEmKT9UFAgG6u7vp6uqip6eH5uZmFi9eTH19PRs2bMBut3Puuedy6qmnxl/v3t5e6urq2Lx5Mw6Hg/7+ftauXRuPkKnVasxmczwx3u/377GyvNVqJTU1FVmWCYfDOBwOCgoK4uUjUlJS0Ol0uN3uePRvzpw5nHbaaQf02n8bxZik/n4nkYiJ7Gzx4eJ2u5EkCbPZzLhx4xLcuuGjqqoq0U0YFpSiA5SjRSk6RhqxfjeZwOcjnt+yK1577TUef/xxJk+eTEdHB/Pnz2fRokUUFhZy00037fOKn7POOgufz8eLL76IJEk88sgjfPDBB3FDZLVa0Wq1uFwu9Ho95513HieddBJZWVnxEgDvvPMOq1evRpIkxo4dy7nnnktRUVE86hMKheJJ2L29vbhcLsxmc3z1mSRJ8WhBKBRCq9XGp6fMZjNWqxWDwUBHRwdbtmxh7dq1fPrppwwODg4xU9nZ2ZSVlZGRkUFhYSFlZWXodDrC4TA6nS4+DQYiUuNwOPjyyy9pbW0dEsHQarVYLBbGjx/P5G1bXanVaiZPnszkyZO55ppr6OjooL+/n/b2durq6ujt7cXj8bBx48b4tJ/JZMJgMKDVaikuLmbevHno9Xp0Oh1lZWWUlZXFI2K7IxYdCgQCDA4Oxk1zMBiM5+IEAgFcLhetra0EAoF4n8qyTDAYjBddlGWZp59+Op7XFCN27N6IGa6UlBSys7P5xS9+waxZs9BoNDQ1NfHSSy9RU1MTr+2Vnp5OVlYWFouFSy65hGnTpuFwOGhtbY0XjwwEAmg0GkaNGkVaWlq8bWq1Oq7L4XAwMDCASqVCo9HEI5Sx8hBOp5NgMEhZWRmyLO/zitD9RTEmqaXFSTQqk58vVrN5PB5UKhVGo5G6urp4aHakoxQtStEBytGiFB0jjVi/xyJJsbowOy5zDgaDvPHGG/ziF79g1KhR5OXlkZGRwcaNGwkEAtx2221DzMC+cMEFFyDLMi+88AK9vb1cddVVnHnmmWzYsIG1a9ciSRJWq5W5c+ditVoJh8N8+umnvPbaa7S1tTF+/HhuuOEGqqur41Mta9eupbS0dFj7Jzs7mylTpgxZtRQIBHA4HDQ2NrJmzRpaWlpYvnw577777j5d+GMrAmMXZ41GE6+98+6778aTnPV6PWVlZUyYMIHx48dTWlpKXl4elZWVfO973xtyzh2vOXvC7/fT3t7O4OAgkUgknr8UW8VnNBrjZjFmTA6EtWvXMn78ePr7+5EkCb/fT0tLS9y0xqYCgSHtyMjI2G219M7OTp555hkWL15MWloaxx57LOXl5YwbN26XJQAKCwuZNGnSAetIxOeTYkxSfX0PAMXFKQDxEJzBYMDj8SSwZcOLUrQoRQcoR4tSdIw0Yv1uNIpIktVqjS8NNxqNvPXWW9x222309vaSn5/P3LlzqaurY/r06Xz44Yf85je/ISMj4zs99/z580lPT+fRRx9l5cqVnHrqqZxwwglMnDgxfkxbWxuvv/46n376KU6nk5kzZ3LDDTfEK3rvSsvBRq/Xx5fGz549O35/IBCgubk5niQey/eJRU0CgQB6vZ7KysrdFprs7u7mpZdeIj8/H5/Px6ZNm3jhhRfi22vMnTuX6upqwuFwPBE6FmkxGo3x5/X7/QQCAdxuNxs3bmTTpk20tbXhdDr3WWcsN0er1ZKSkkJqamp8VVpmZiZ2ux29Xo9Wq42vcktPT4+3o7+/n/Xr1xONRolEIvEinJMnT95lgnVMz7dznmRZprW1NR7RW7JkCXa7nRtvvJG5c+celKrn3yZRn0+KMEler5eXXvonKtXxjBsnXHfM1RsMBkXVSlKKFqXoAOVoUYqOkUas341GCAbBZhN5GLEE4l/+8pfk5+fz05/+lHXr1rF582ZOPvlk/vnPf3LRRRcxderUA3r+k08+mZKSEt555x2ef/55nnvuOaqqqjAajXR1dVFXV4fZbObEE09k3rx5FBYW7lVLoogtEz8QsrKy+N73vseECRPi94XDYRobG1m2bBmffPIJH3/88X6dMyMjg/LycqqqquLL8K1WKxqNJp7MHMtb8vv9eDweXC4XTqczvjx/YGCA/v5+WltbWb16NX19ffu0InVwcBCr1brT/VarFYvFQmpqKvn5+fT09LBu3Tqi0Sipqam43e6dVlmq1WrGjh3L/PnzOeuss/Y6bTicJGpsjfg6ST6fj9/85hFefbUMny+TmprxFBaKZYqffvopDQ0N8eQ1JRD7JjTSUYoOUI6W4dSRrJO078T6/auvxPaUWu0lvP32S/zsZz/jhRdeoLS0lJNOOona2loyMjL4wQ9+wFNPPcUxxxzDjTfeOKyVhwcHB/niiy9YvHgxIBa+zJ49m1mzZu11k9odtYx09qQjGo3idDrR6/XxlWQ+n4+BgYH4UvtYLaTY9Jndbh/2CtGx+lHBYDBeS8nlcsW3WQmHw6Smpg7ZNy+2qWxbWxvd3d14PB56e3tpb2/HZrNRVVUVr1lks9nIzMyMlwjIy8ujoKBgn8bBwSBRn08jKpJ0992f4vMF0OtBlqP09XlZvLifjo7p6HQaqqvfIDv7AWpqali1ahV5eXmoVCpWrlypmO0WlKJFKTpAOVqUomOkEev3WCpLamoesizz17/+laKiIrKzs2lpaeGqq67C4XDwxBNPMHHiRK677rphv/BarVbOOOMMzjjjjO/0eKWMoT3pUKlUO63gMxgMu1zVdzBRqVQ7RVd2tUR+yZIlO02Njh49+qC27WCQqLE1okzSyy9bcbnSdkholLDZgmRnb2TMmG+4996f4/P5+OMf/0hxcXHCHG+SJEmS7C8xk5SVJZayxzZ8LS8vJzc3l7///e84HA4uuOAC5s+ff0CFGZMkSbJvjCiTNGPG03R1OYlGxc7RkhTGZAozdWoVP/7xXQQCAX7xi18AcMIJJ7B8+XKAPc6hjzSUokUpOkA5WpSiY6QR6/dtO2NQWjoRk8lEYWEhWVlZrFy5kq1btzJ37lxOPvnkg7LT+XChlDGkFB2gHC2J0jGiTNJPf3o1oVAoHkmSJImMjAwGBgZ45513+Pjjj0lNTeX888/nvffei881JmIjwIOFUrQoRQcoR4tSdIw0Yv0eiyRlZ5cwduzYeL2dG264gWOPPRatVpvAVu4bShlDStEBytGSKB0jyiT9+c9/pru7e5f/S0tLY9SoUTidTp566immTJnC5ZdfDkBTU5MiNiAF5WhRig5Qjhal6BhpxPo9ZpKs1ixOOeUUZsyYwZlnnnlIllcPF0oZQ0rRAcrRkigdI+fdBxQUFGC32+N1HEAszfR6vfT29rJ27VrKy8u57777kkXxkiRJMqIwmUCrhaee0lNdfR+9vfDMM0OPiUTA74dwGFQqiEZF2YBIBGRZ3B8Oi/tjf4dC4li1GjSaoTetVvxUq8UxIH6qVOKckQgEAuLnjueA7c8rSeK5ZBmamvJ57z3x/DD0eBDHgHgMiLZ9e3117PllWZwndi69Xtwfe95Ye1Sq7eeLPUfs9u1zxs4XiQz9ueNNpYKuriLy88V5Y30qSTvfVKqhfQniHDseE2PH5/52O2N9GOubWHtj/RDTENMb0xw7v0YDsRTcb2vaujWXL74Y2pZv5/vHXscddcXOs+NzxR73bf2yvP342Ov2rQLfgBhLsfG4q9ctNo5h6NiRJGhuzuOTT7b3WayfNRrxMxKBqir4jmsOdsuIMkkGg4HBwcF47YbYfi0FBQV873vfY9y4cVRUVOy04uNAK30eTihFi1J0gHK0KEXHSCPW72o1/PGP8MUXUFsrzMC3L7QqFRgM4sIQu4DFjA6I/+1oHGL/ixmmSERcpGI/fT7xezi8/eIUuwDFLso6nThH7PGxYw2G7RfxWBsLC7OH3B8zWjFix8Wey2wWzxG7b0djtKNRgO3myGzebni+ff7Yc+x4Ef62AdrRFO7YVzs+V35+Omq1aE/MBO1oanZsa8xEbduiLH5szDDs2K6Y0Yv9Hbvt2Ic79kHMCID4PWYqY+eOnT8cFv0TG0cxLWo1mM25uFw7m9EdH69Wb++rHY1b7HXc8dhv69/RhMe0fdscx9DrwWIZahZj54yNtW+PndhzZWXlxPtjR3MWG487Pv+wIicYp9MpA7LT6Two5/f7/fI111wj+/3+g3L+Q4lStChFhywrR8tw6zjY7+tDRfLzad9Rihal6JBl5WhJ5OfTfheT3Lx5M5deeim9vb2kpKTw7LPPUlFRsdNxixYt4v777ycajXLiiSfy2GOP7XJu/WAXa1NKUTtQjhal6ADlaBluHcl+OTzOfyhRihal6ADlaEnk59N+B6euuuoqrrzySurq6rjllltYsGDBTsc0NjZyxx138OWXX1JfX09nZyeLFi3a36dKkiRJkiRJkiRJGPtlkrq7u6mtreXiiy8G4LzzzqOxsZGtW7cOOe61117j3HPPJTs7G0mS+PGPf8wrr7yyx3O7XK6dboFAYP/UJEmS5Ihm8+bNzJkzh7FjxzJjxgzWr1+/y+MWLVrEmDFjKCsr48orr4zvBp8kSZIkO7JfidstLS3k5eXFp80kSaKoqIjm5mZKSkrixzU3N1NcXBz/u6SkhObm5j2ee1eFoq655hoefPBBVq9eDUBxcTHRaJSWlhYApkyZQn19PW63G7PZzNixY1mxYgUgVsKp1Wrq6+u59dZb8fv9tLW14XK5MBgMTJgwIV5sMi8vD4PBwJYtWwCorKyktbWVgYEBdDodU6ZMYenSpQDk5ORgsVior68HoLy8nK6uLvr7+9FoNEybNo2lS5ciyzKZmZmkpqZSV1cHwLhx4+jv76enpweVSsX06dOpqakhEomQnp5OVlYWGzZsAGDMmDG4XC66uroAmDlzJhs2bODWW2+lqamJUaNGsW7dOgDKysrwer10dHQAUF1dzdq1a/H7/djtdoqKilizZk38tQiHw7S2tgIwdepUNm7ciNfrxWKxUFZWxqpVqwAoKiqKv54AkydPpqGhAbfbjclkYvz48dTW1sb7W6PRxA3zxIkTaW5uxul0YjAYqKyspKamBoDU1FQqKytZvXo1Wq2WCRMm0N7ejsPhQKvVMnXqVJYsWQJAdnY2NpuNzZs3x/u7u7ubvr4+1Go11dXVLFu2jGg0SmZmJmlpaWzatAmAsWPH4nA46OnpQZIkZsyYwfLlywmHw6SlpZGdnR3v79GjR+N2u+ns7ARgxowZrFy5kmAwSEpKCgUFBaxduxaA0tJS/H4/7e3thEIhdDoddXV1RCIRbDYbJSUlQ8ZsJBKJ93dV1f9v7/5Cmnr/OIC/W6ZEZoGyoZtmbtMy0XURCY0VRVBSiy6Kusn1B4qi7rqJKHbRoL8QERXRReCN6x9idFOEUhcjiQIp+qc2VjBsE23VTeLzvfC3h/bzOJ0tz3kO7xd4c/bH53M+28fHZ2efZyU+fPiAnz9/ori4GC6XC69fv5bvAYvFgmg0CmD8gt6BgQGkUinMnz8fy5cvl+fbbrejsLAQAwMD8nzHYjEMDw+jqKgIjY2N6Onpka/ZBQsWoK+vDwBQX1+PeDyOoaEheb57e3tx4sQJfP36FaOjo/J8L1u2DIlEAolEQr5m0+e7rKwMZWVlePfunXzNjoyMyD2h9JBe6Q4EArh79y72798v9yFLS690v3r1ClarFdu2bcOtW7dw8OBBXcZMRMaV0zVJL1++xJ49e+QfZwBYtWoVLl68CJ/PJ48dPXoUVVVVOH78OADgzZs32Lp1q5yE/GlkZASLFy/G27dvJ+xUXFRU9Ncb2n3//h2VlZWIxWJKfyYLmCcWs8QBmCeWfMeRfr7h4WEsWrQoDyOc2uDgIGpra5FIJFBQUAAhBMrLyxGJRDL+iTt//jw+f/6Mq1evAgAePXqEc+fOoaura8Jzsj5Nn1liMUscgHli0bM+5bSSVFlZiS9fvmB0dFQWoVgsJlcc0qqqqjI+gotGoxPuk5ZKpQBA8+LvfDJLa3bAPLGYJQ7APLHkO45UKjVrk6R/sdLN+pQ7s8RiljgA88SiR33KaZJktVqxcuVKtLW1IRAI4N69e6iurs4oQMD4tUperxenTp2C1WrF9evXsWvXLs3nrKioQCwWw8KFC/O+ozUR6UMIgVQqhYqKiln9vf9fQyZbKP/zftkW0ysqKtDX14d58+ZNeO58rCQR0ezLpT7l3Ezyxo0bCAQCCIVCKCkpwe3btwEABw4cgN/vh9/vR01NDYLBINasWYOxsTGsX79e81twwHhDSIfDkeswiMjgZmsFKe1frHRbLBbU1NT8y2ETkQ6mW59y7pNERGRU69atQyAQkBduX7hwAZFIJOM+/f398Hq9GRdut7S04NChQzqNmoiMipMkIjKN9+/fIxAIIJlMypXuFStWZKx0A8DNmzdx9uxZudJ97do1zEtvvkVE9D+cJBERERFp+Bfbwc2qY8eOobq6GnPmzJF9bIDxrwNv2rQJbrcbDQ0NeP78ubzt169f2L17N1wuF2pra3H//n09hp5hJnEEAgE4HA54PB54PB7ZckFvk8USCoVQV1cHi8WChw8fZjxGpZxki0O1nOzbtw91dXXweDzw+XyyZxNgzJyohvVJnfcC65N+DF2f8rJbnI66u7tFLBYTS5YsEb29vfL43r17xenTp4UQQrx48UJUVVWJ379/CyGECAaDorW1VQghRH9/v7DZbGJoaGi2h55hJnG0traKK1eu6DHcrCaLJRKJiE+fPom1a9eKzs7OjMeolJNscaiWk46ODvl66uzsFG63W95mxJyohvVJnfcC65N+jFyflF9J8vl8mt+OC4fDOHLkCIDxhpc2m03+l9Pe3i5vW7p0KXw+Hzo6OmZv0BpmEodRTRbL6tWr4XQ6NR+jUk6yxWFUk8Xi9/tlX6Hm5mZEo1GMjY0BMGZOVMP6ZDysT8Zj5Pqk/CRJSzKZlNtUpP3ZMG4m26boYao4AODSpUtobGzEli1bMpYiVaNKTqZD1ZxcvnwZLS0tsFjGy4KZcmIkrE/qUSUn06FqTvSqTzn3SVLFVE3lpttMTm/Z4jhz5gzKy8thsVjw4MEDbN68GR8/fkRxcfFsDzMvVMlJNqrmpK2tDeFwGM+ePcs4boacGBHrk3pUyUk2quZEz/pkypWk0tJSAMC3b9/ksT8bxuXSTE5PU8Vht9vlrHr79u0oKSmRm7uqRpWcTEXFnLS3tyMYDOLx48ewWq3yuFlyYjSsT+pRJSdTUTEnetcnU06SAGDHjh1yA8uenh7E43F4vd4Jtw0MDKC7u1v2TzGabHGkd5YHgEgkgmQyCZfLpcs4/5ZKOclGtZyEw2GcPHkST548mVBgzJITI2J9UotKOclGtZwYoj7l/VLwWXb48GFht9vF3Llzhc1mE06nUwghRDweFxs3bhQul0vU19eLrq4u+ZgfP36InTt3CqfTKdxut7hz545ew5dmEseGDRtEQ0ODaGpqEs3NzeLp06d6DT/DZLGEQiFht9tFYWGhKC0tFXa7XQwODgoh1MpJtjhUy0lBQYFwOByiqalJ/iQSCSGEMXOiGtYndd4LrE/6MXJ9YjNJIiIiIg2m/biNiIiI6G9wkkRERESkgZMkIiIiIg2cJBERERFp4CSJiIiISAMnSUREREQaOEkiIiIi0sBJEhEREZEGTpKIiIiINHCSRERERKThPyRQLfReyP/PAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 700x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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t2rXzLLNlyxZGjBgBQFZWFs2aNeOzzz7DxsYGgI8++oj58+djMBiwtbVl2rRp1K9f/6Ztmc1mzp07h5OTE4qi3Mr+aWhoaNxRVFUlOTkZX19fdLryaz/Qrq8aGhr3GsW+vqolpFWrVuq8efNUVVXV7777Tm3UqNFNy6SmpqpGo1FVVVXNzs5Wu3fvrk6dOlVVVVWNjo5WAwIC1OTkZFVVVfWbb75R69evn++2YmNjVUB7aA/toT3uuUdsbGxJL693FO36qj20h/a4Vx9FXV9LZLm9dOkSu3btYu3atQD06NGDkSNHEhMTQ1BQUM5y9vb2OX8bjUbS09PzKOysrCxSU1NxdHQkISEBPz+/fLfn5OQEQGxsLM7OziUZqoaGhsZdISkpCX9//5zrV3nlTlxfjx6FMWPggw/gulsEAGfOnOHpkBC+0elw+eor6NKlTMagoaFx/1Dc62uJxG1sbCy+vr4YDPIxRVEICAjg9OnTecQtQExMDN26dePYsWN06tSJYcOGARAeHs4LL7xA5cqVcXd3x8bGhj///DPf7RXmKrOxsckJc9DQ0NAob5R3V79lfM7OzmUmbitXBisrSE+HGzfh6upKhk6HvU4n29cMGBoaGsWkqOtriQPCblyhqqr5LhcUFER0dDQXLlwgMzOTFStWAHDq1ClWrVrF8ePHOXPmDM8//zyPPfZYodv09/fHxcUlz+P9998v6dDvCKqq8u2337Jz5867PRQNDQ2Nu4qbGxgMcOnSze8ZDAZMqoq12Qznzt35wWloaNy3lMhy6+/vz5kzZzCZTBgMBlRVJTY2loCAgAI/4+joSJ8+fVi4cCF9+vThu+++IzQ0FB8fHwAGDRrE6NGjyc7ORq/X57uO/Nxm5dVqu3r1ahYsWIBOp2PkyJG0a9fubg9JQ0ND466gKFChAly+fPN7BoMBo6Jgpapw8eKdH5yGhsZ9S4kst15eXkRGRrJgwQIAli9fTlBQ0E0hCcePHycrKwuQmNsVK1YQFhYGQHBwMJs2bSIlJQUQMVirVq0ChS3kus2uf5RHcXv48GHmzp1Lly5daN++PZ999hkrV66828PS0NDQuGt4eRVsub2g17PZzg4eeujOD0xDQ+O+pcSlwGbNmsXAgQOZOHEizs7OfPXVVwAMGTKELl260KVLFzZs2MCnn36KXq/HZDLRunVr3nzzTQC6d+/O9u3bqVevHjY2Njg5OeWI5XuZtLQ0Jk+eTLVq1Rg0aBB6vR47OzvmzZtHRETETRMADQ0Njf8CXl4QE3Pz6waDARPXQttMpjs9LA0NjfsYRS0oaLYckJSUhIuLC4mJieW+WsJff/3FBx98wMyZs1m71gcvL2jTxsRzz43E1dWV999/v9wnmGhoaNw+98p1606Nc8kS+PFHuNGGYTQa8XF0JMZkwmn0aJgypczGoKGhcX9Q3OtW+a0wfo+xd+9efH0rsXq1D99/D7NmwXPPGWjV6nn279/Phg0b7vYQNTQ0NO44FSpAYiIYjXlfNxgMZFpibuPj787gNDQ07ks0cVtK7Nu3D1Xtypo10L9/Ch9+mIWbGyxdWoPQ0IeYO3cumZmZd3uYGhoaGncULy95vjGpTKfTYbbUP79R+WpoaGjcBpq4LQY7d+5kzJgxBb4fHx/P0aNG9u9vSNu28Sxd+iSzZr3K888nXkum6E98fDLR0dF3btAaGhoa5QCLuM0vqUyn12MG0Cb+GhoapYgmbovBqVOn2Lt3L4mJifm+v3fvXhISquHubs/Bg2/h5ubGlStXGDPmJfr3v0h8vCOpqZJIp6GhofFfwsNDSoLlJ24VRRFxq1luNTQ0ShFN3BaDy5cNXLxYn9OnT+f7/t69e4FIMjN3EBd3kbFjx/LRRx9hMBj48ssx9O5tIiHhAf7883CBTS80NDQ07kcMBhG4+VpudTquKgp4et75gWloaNy3aOK2GBw65Mrp0x04ceJsvu/v3n2AtLRArl79g1GjRuHv74+Xlxdjxozh8uXLwE+4u7sSE+PJiRMn7uzgNTQ0NO4yXl75N3LQ6XSkKYooYA0NDY1SQhO3xcBkUlFVhb17425679KlSxw/bkt2tg4/v8s0b9485z0/Pz8efPBBVq5cRESENWlptbTQBA0Njf8cBTVy0Ov12JrNWocyDQ2NUkUTt8UgOTmdrCwjR46k3fTevn37SEoKRq+/SpMmATfVsu3Xrx9ms5m0tE0oSjhbtuy8U8PW0NDQKBcUJG51Oh0OkP+bGhoaGreIJm6LwdmzF0hNTePEiZuTHvbv34/JVAe9/l/q1o286X0XFxceffRRTpz4DltbF3bvziQhIeEOjFpDQ+N+4ujRozRp0oTq1avToEEDDhw4cNMyW7ZsISIigoiICEJCQhg+fHi5KEFYoQJcuXJzIzK9Xs8FgKpV78awNDQ07lM0cVsMjEYzAJcuWZGcnJznvT17TpGW5oWz83EiI28WtwAdOnTAxuYCTk6ZJCZWY8eOHWU+Zo07g6rCTz/BE09Ajx7QvTvMmKF1E9UofYYPH86wYcM4cuQIr7zyCoMHD75pmfDwcLZv3050dDT79u3j8uXLzJo16y6MNi8BAfJbOXMm7+s6nQ6TokB29t0ZmIaGxn2JJm6LQXa2lKxJSXHLUzEhJSWFAwdsMJvNhIRk4e7uLm8cOwY7dsC5c5CdjZOTE7Vr18LO7hAQxc6dWmjC/cDlyzB+PHz+OURFwcCB0KsXrFsH774L6el3e4Qa9wuXLl1i165dPP744wD06NGDkydPEhMTk2c5e3t7rKysAGlvm56ejk539y/zgYHyfPJk3tcNBgPOqop67NidH1RZoqqQkXG3R6Gh8Z9FS1EtBllZKjqdjowMD06fjiUkJASAw4cPk5wcgMFwlsaNa8vCBw/Ca6+BWay91K4NkybRoEEDtm37E0V5iq1bT2A2m8vFTUej5CQmwnffwZo14OwsAjcqKvf9kBCYOBHeegvef19LBNe4fWJjY/H19cVw7WRSFIWAgABOnz5NUFBQnmVjYmLo1q0bx44do1OnTgwbNqzQdSclJd30mo2NDTY2NqU2fgcHibu9QYuj1+u5AgS5uKDk98F7jfh4WLsWNm6ERo1gwABITRVVHxp6t0enofGfQVNXxcA3LoHwzEzAmv37c+vZHDp0iLQ0P2xtY3JDErKyoH59mDMHnnsODhyALVto0KABtraHsbbWce6cD0ePHr0r+6Jxe5w8CaNGiXW2d2+YOTOvsAUID4d33oGjR2HhwrszTo37jxuTVQuqmR0UFER0dDQXLlwgMzOTFStWFLpef39/XFxc8jzef//9Uhu3hcqVb7bc6vV61ut0mNu0KfXt3XH+/VcuDsuXQ7Vq0KqVvL56NbzxBixenGv00NDQKFM0m1Ix8ExKI0VJxKA6cehQSs7r+/Ydw2jsjK/vTkJq1xZXVFiYPAAqVoQNG2DhQvymTaNSJVeysy9w/nwtdu3aRY0aNe7ODmncEgcOiGj19oZx48DNreBla9SAxx+Hr7+GyMjcU+J6srMhKanw9WhogAjQM2fOYDKZMBgMqKpKbGwsAQEBBX7G0dGRPn36sHDhQvr06VPgcrGxsTg7O+d5rTStthYqV4Zff837mpWVFbZmM+bz50t9e3eUCxdg7Fhx27z2Gjg55b736KNyb1i8WNT9a6+B5rXT0ChTNHFbDFJ11rjrLmJr9uT4cck8VlWV3btTUFWFsDBrrA8fhpUr5cJlbZ374ccfh5deQtm0iQYNGnD8+D9AK7Zvn0ffvn3vyv5olIwLF+D778VaW7Om3MPs7Yv+XI8eEB0NkydDw4bg7y+CNjFR3LOHDklYnr+/vN+kiSSNK/eFf1ajNPHy8iIyMpIFCxYwcOBAli9fTlBQ0E0hCcePHycgIAArKyuMRiMrVqwgLL+Z1XU4OzvfJG7LgqAguHpVzn8XF3nNysqKhwDDihUwfXqZj6HM8PYW62xUFOj1ed/T6aBvXwgOhvfekxnvwIF3ZZgaGv8VtOljMUhRrDCQhafhAhcu6ElNTSU2NpYrVzyANKKiKsqCOh1cS+bIoUYNqFcPli+nQf36KMouDAZHdu3KuKnygkb544cfYNgw2LRJDDDjxxdP2IKI1BdfhAYN4MQJWLQIVqyA7dvlNOndG15+GapXF4vWCy/AkCEiojU0bmTWrFnMmjWL6tWrM2nSJL788ksAhgwZwqpVqwDYsGEDkZGRhIeHExkZScWKFXnzzTfv5rBzqFxZnq8PTTAYDJgA9V6tlrB6tTxAfug3CtvradgQBg8GS+KxhoZGmaFZbotBtlnBoKj4Gi6wN8WHtWvX4uDgQHKyD3Z2sdSoUT1vOMKNDBsGNjaEODnh7p5IRkYmCQnB7Nmzh2bNmt3ZndEoNj/9JKHT3bqJAf5WPLVubvDss4Uv06KFWHT//VdE7mefyTzpfghD1Cg9atSowZYtW256fc6cOTl/Dx48ON8SYeUBb2/5DZ08CRER8pqVlRUmuDdLgf3yC8yeLfX/ikvXrrl/L14sMUs1axa8vNks7p3izqg1NDQATdwWi6P2zsRYmXH0TcH2ajXmzp2Ag4MjRuMI3Nx2UNO3ofiYq1cHo1FMcGazzORbtxZ/HGCVmUmd0BCSko6QnBzBzp07NXFbTvntNynx9fDD8OSTZR8qoNdLIlpYmGSWT50qz40ale12NTTuFDqdXAqvt9xaW1uTxT1ouf3zT/jf/6BTJxg0qOSfT0+Hv/4Sd07fvvK4/iJz9Ch8+qmUk2zeXFxAGhp3mxMnYNs2cHSEWrXkB12Yt6Iw4uOl3FAZlRPSxG0xMKo6sm101A7Uk5rmxciRrzNjxlzMZhe8vRPwOHJELnSLFsmX3qWLZB9t2CBlYSyxZM8+S8u6dfkt428UZRibN3/H6NHqTVnQpUlmZiYGgwH9rZ6A/0G+/x7mzoX27WHo0DsbA6soMGKEVA/64AOJ161W7c5tX0OjLKlcWewAFnIst/dSFYHoaPjkE3jgARg+/NYuEHZ20u3lu+/gm2/EKDJggKzr338lc9XfX9YfHCyf+esvafPWpcutC4o7RXq6xF8dOACnTkFaGnToAG3b5s1JKc+oKmRmgq1t6awL5Pv97Tc5hywTlhdfhJQU+U6trMS9YTBAcrI8atWC558vm+NmMsk5lZgos8/MTNi5U3RMjx7SFnvoUHj7bXG3/P47rF8vy5lMMk5/f/Dxkd+w0SgVQzw9JbY8IQFGj5ZtxcfLdmJj4e+/YetWyVFq3Lj09wtN3BaL2gnJVDNepfXpg7yY3hZowjPPRDJyZAx16zqi7NolLXjWrRMf9oMPyiMlBUaOhGXL5CLVvTvBQUE4rP+AtDQrTp3y4Pjx41Qtg9aTMTExLF68mM2bNwNga2tL//79efjhh0t9W/cLqgrz5om47dVLuo7djeQunU6uZa+/Lvknn36qVVTQuD8ICpJ7o+W+aGNjw79ApLPzvXMzCg4WS2vPnrd3gVAUCeS3sZH4p8aNJaP0s8/ECzh2bF5hdfo0fPutHMDhwwsOg7ubnDkj9Q+3bROh4+cnX7qzs9RNXLRIkg0eeqh8FgBfuxb27RNRd/q03MNr1pSybl5eItKbNZOL9IULUvrT319uHqoq3+mpUzKDs7eX72/fPti8WeKtmzSR79vOLnebDRuKNcNkkvUZjfK3v7+s4+pVEbapqeJOfOQROQdNJhHEJT0HExPFNRgbCxcv5gpvC05Ool9Avrfhw+V7BOjXTzwV2dnSrOr4cTlOFy7I92lrK8IX5DOWzNH4eJm8WQgIENFchudwOTy7yh82WSpOJiOVg8AtYzvTp9fC19cWs/kcEaH+ooYCA2UG3qlT7gzL0REmTJBgM0WBnj3xV1U8PKxR1TjOnavF9u3bS13cfv/998ydO5eKFSsybNgwbG1tOXDgALNnz8bFxYUWLVqU6vbuF5Yvl69y2DAJR7ibWFlJ8vXzz0tDiIkTb85V1NC416hcWe7JZ86I5rG2tsYI90bMrapK7T4XFxFopUXXriKcvL1FrLzzjiSd3Wipe+wxiVOaNQvGjJHZd69e5aO8SmamuLt++UWsdo8/Dk2byn5ZOH9eLNVffCEJDf37y/7cifGbTCLqEhLkGFesKMf32DGxwo8cKU02Ll4US6anJ9StK9/1tm1yzC3ehagoiRmbNg1cXSUrOCZGso1tbSWU5Hrc3GQ/fX3l/2bN5GHh0UeLtw9ZWRAXl9vbfeFC+PlnWa+Li4jirCwZp6rKse/VS4TwL7/AkSNiRXVwkPcbN5bPenvLfljEub9/rmfA1hY6dswdgyX2W6+XBlW1axc83tat835u7FgRy35+eUvllRGauC0GcQYbUnV6dC1bUDF1GQ8/3JPvvtNhY3OKOlbO4oLJyJAahzdekCwznthYcHZG+ftvehgMfKHbg6JEsW3bnFItCXb69Gm+/vprunTpwsCBg7hwwUDFitC2bVvMZjOffvoprq6uRZYH+q/xzz/iRend++4LWwvu7iJwX3kFfvyxZHkrGhrlEUtZXou4tbGxwRswJCbm3lzLK8uXS/mUmTNFIJQm17tmvb0LXq5KFYlVWrxYRFf37uVj1jt/vliUBw7Ma+C5Hh8fEVedO8OXX8qM3c9P3N8tWtye291kku6gsbEiLuPiZCKSlJRbf+5GFEUE4YkTEuPs6yuVjfr3F2ut5Vy0eGGNRhFplszi4cNzLZP29iJYLeElBoOEHuzdK+I2O1tuMjExIiQtArRaNRF8xcHVVVpeWmjQQM7DM2fEqmtvL9u1CNPz53MnjXZ28lBVWWbcuJId39vF1lYs1HeQEovbo0ePMmDAAK5cuYKrqyvz58+n9g3qfcuWLYwYMQKArKwsmjVrxmeffZZTGPz06dM888wzHDlyBEVReOaZZxg1alQp7E7ZYDbrMChmKiUn42bMxNHxB3r3rsrSpb9T+WpLmYWcPVtwentmJrz0kvyoU1NpcOECn2Vsxta2HdHRycTHx+NeCuVhVFVl+vTpVKxYkf79B/DllwbWrJHzKiJCoUePUVy9epV33nmHsWPHEmFJWf6PExMDH30k95fHHrvbo8lLjRoSprZ8uXjySiP8S0PjbuHgIB5dSxVEOzs7SSgDueGX11jS9HQJCXjwwdIXtiVFUcQ93KuXCNvDh+XZEpt7pzlwQGbfQ4dKPHBRWOr9HjwoIXtTp0o8WPv2YiAKCIAKFQqe6MTHixXy7FkRrhcuwJ49YmCyWGU9PXOthO7u8nBzE4FoMonwi4uTMJAKFWRdhw9L2+TffhMhXrMmVKok7x07Jieul5e8Fhoq4zx4UD6XmipC8ty53Lgbd3exbJrNIqC3bhWxfT2KIsv06CGdTUtCrVryKA4tW8rjP0SJxe3w4cMZNmwYAwcOZNmyZQwePPim8jTh4eFs374dKysrzGYzPXv2ZNasWYwePRpVVenevTuvvfYavXr1QlVVLl68WGo7VBZ4Z5pw06Xh9tNfPBsYyNuLF+Pu7k5wsCM2hw/Lj+PEiZv7sFqwsYF27cSFMHIknt9/T6DuGCdsIDk5mJ07d9KuXbvbHufPP//MwYMHmTRpEsuWWbNmTW6Yy4YN8MYbBoYNG4tON5G3336b1157jYZ3eDZV3sjIEEOIt7eEAJRHw1Hv3hLH/+OPEuanoXGvoiiiDVOuNXq0trbmLGC0s8O6vApbkELXmZl5S3ndbSwW2xUrYMsWieesXVsEz53qBmM0SoxwzZpivCkJtWrBm2+KePz5Z3GdL1sm79nbSwyLv7+E9xkMUmbj6FERt5Zl3NzAw0OEfr16Eh5Y1HmkqiJg9+2THBmDQQRrgwYSTrF7t1jFjx2T50qVoE4dOZ6XL0sy1MqVuevz8BDRrNeLoB08WErf+Pnd/B1kZEhohMEgAnjvXvjjD3j3XXjqqbwhABq3RYnE7aVLl9i1axdr164FoEePHowcOZKYmJg8nXLsr6vJZzQaSU9PR3et3eBvv/2GnZ0dvXr1AqRfundhbphyQJpiQK8T8349Hx+e6t2bWbNmUa9WLQkU79JFTGyWEIT8ePhhWLUKLl/GxsmJRomJxDmcIiurPtu2bb1tcZuVlcWCBQto3749586FsGSJCNvOnTOwsbGhSxeFzz+HGTOs6dPnTWxtP+T9999nxowZVKpU6ba2fS8zc6Zcr6ZMKb9WUS8vMWqsWCHXPq3kpca9jKOjGLpA7hWZgGIyle+whPXrRbB4et7tkdzMyy/DmjVSTWH+fIm7HD++YGNLabJsmcSpjhkjls2rVyXJyMpKXPbp6bJcYRbGSpWke83gwRLvevq0CNnjx0XMpqbKxCIgQOI4q1cXd76Hx62dLz/8IEL62WdvTmpTFIm1rVu38HVYEs6Cgkp2Ttja5g078fYWw9cXX0iy2IULYs24296B+4ASidvY2Fh8fX0xXDshFEUhICCA06dP39QGMiYmhm7dunHs2DE6derEsGHDADhw4AAVKlSgT58+HD58mKCgID7++GOCC3GpJN1oykditcqi/3l+pGPFZVcniXc6e5ZOnTpRtWpVKp4+LbO4Tp3EjVEYFStKgP1PP0F4OA02bWJZ+j9kZ3dn1645OT3jb5Vt27aRnJxMu3bdeecdaNgwhZMnP6dXrz+xtbXF29ubxx9/Ag+PBixdqufTT1/gyJGn+Oqrr3jjjTduebv3Mn/8IRP4554rfF5SHnj0USnGsXp16eayaGjcaRwdcy23tra2OAI2KSkSL2kJyi1PGI0SD9q+/d0eSf4YDGJR7tpVrIH794t7H3JLrXTqJB7G0iQ9XYRiRERuxv22bTe3UQ4LkzCEK1fg44/FGuvsLKI2LExEKoiwrFBBHmUlzLdtk8S3nj3lfpyRcWtWDS+vvMlyt4OiSEiHhwcsWCBW7PbtpUJDlSrld8JXzimxmrqxJqt6YxmJawQFBREdHU1KSgqPP/44K1asoE+fPmRlZbF+/Xq2bt1KSEgIs2fPpk+fPmzbtq3Abfr7+9/02rhx4xg/fnxJh39LWKkKJmu9lMD44ANISaFGjRrignj8cQlJ8PDIDYi/ljyWE2xuoXt3UVOVKhG8fj027ECv78OVK56cPHmSardR0PS3336jRo0abN7sx4ULV0hJeREXFzNDhgzBbDazY8cOJk+exFtvvcsff4SwaJE1TzzxBJ988gkHDx6kVnFjd+4TUlJkstyixb3RCczDQ653q1aJJ+0Ozes0NEqd68MS7O3t2QVc9fCgQnl1SVhbi9v4XsBgEAsziOB0dxer7vLlEusaESHC7sZsdVUVS2RgoPw/dqyI5AoVZH2+vtJMwtNTrLUrVsh9LyZG3OwW62uzZiJMLdUJrK3lPZAv3c5OYlSTknKrEsydKwLuzz/FyhAQUPwyYVlZEkaQnCxluoxGiX3t0kVE65w5sh8WAb18uSQ29e8vx+XLLyWkwsNDxla7tohKk0nGaEnEuhXMZgmhOHlSjquXl4xl40YZZ2ambCMwUEr0PPKI/Dj27RPL8rffyvf0yCO5791pYmPFSl29ev7nTHa2PBTl5oRAk0ms7hkZ8r+1tUy0rq/5W4aUSNz6+/tz5syZHCujqqrExsYSUMhs29HRkT59+rBw4UL69OlDYGAgkZGRhFybWT7++OOMGDGC7OzsAhsNxMbG4nxDRuGdstoC2GUrVEy9dqJb6rtFRMgP38kJPvxQynJYW8OFC6jPPYei00mQeLduuTPD6tXlEReH8+zZ1Es5zXpdCikp1Th06NAti9v4+Hh27NhBnz7PsXSpmezs74iKCubll1/OCRHp3Lkz48ePZ9Kkd+nRYwpff+1Nly4PEBy8knnz5jF58uQybSZR3liyRK6L5bRTab507y6T+nXrSh7epqFRXnB0zE0os7e35xhw1dWVCuWxuL/ZLGKjTh1xu99LKIrEpvXqJYX5t20TAXktJJDZsyXGSVVFcF28KGLPy0tm/A0bSjxsdLQkbQQHixgNDpYwu7lzRUSOHCnHB0SAWUTYjeGGQUHw1lu5/ycminBSFBFBH38sx9tgkLCAnj0lnEFV5YRxcsoVRBaBZDJJzK9FSFtbS+xrVJRYPatWFXEVFyfCMj1dMnQVRfZPVaVpRlycvGdnJ+L23Dl45hlZLipKLrg1asjJazaLBkhJkbFaWYmwDguTv+fMkXDFuLjc8mFPPSXW86tXRdzb2MhYnZ1zLcDnzkljD8v+ZWWJMF6xQhIuKlSQ49yunRzL689HS+Ho4nD5shzvoCAJg5g2TcZ99aoc54oVpZJFZqa4NY1G+ZyXl+zPtGlyHN59Vxp1WKhUSYx9zZqJFeaLL/JuNzJSytylpYmlukoVmWSUUZeiEolbLy8vIiMjWbBgAQMHDmT58uUEBQXdFJJw/PhxAgICsLKywmg0smLFipzSUw899BCvvvoqZ8+epVKlSvzyyy+EhoYW2kHL2dn5JnF7R1H1OGal59axmz9fOnasWiXZkjVr5tSOy5o2jR0HDpARFcUD336LsnWr1NGznIiJibBjB7rgYFodP87vSXtRlHAOH95+yw0W/vjjD6ysrDh5shlpaRdwcFjHoEFTsL96VdwcaWlY1azJG2+8weuvv85PP71B5cozmTfPmv79BzJ+/Fts27btP5NcduaMXCsee0wMG/cKFSuK8eT77yVpuzzWQNfQKApHR0lWB6mW4AC4Xb4she8bNLirY7uJgwfFivnRRyJu7kXs7eXC0bx57muqKvekH34QMdi0qbixLBbOVq0KXl/duiKCbG2l00zlyrc2LheXXO+mg4NYKmNipBLCL7+IeJo/X4TXwIEy5ooVRcilpYnI8vCQGrSWrl438sAD8khNFUH17LO5WbkVKohIz+++6+kpQvzKFRnL+PEitD/4QARefu2Q58yR8Xl7S2UCLy9ZT2BgbkjIjTVur8fXV+7XV66IxdfRUSyd1tYicD/5RKzm48bJ8fL2FouHm5uI6QsXcsX81avQp49YfE+cECu1nZ1MVE6dyhWaqppbI9dinbVYYm1tYdIk2daRI/K560uNdeki541eL0L8xIncbkOWWsCOjrluRouGs7KSY378eJm6IEt8e5w1axYDBw5k4sSJODs789VXXwEwZMgQunTpQpcuXdiwYQOffvoper0ek8lE69atefPNNwFwcHDgf//7H506dUJVVVxdXVm0aFHp7lUpoqoqCnqcMlLliwsLk8D92bPFHZKWJt1qAP7+m9gffmCltzcHk5I4FxFBv927Udauze34ERsrMUktW1Lt7Fmy4naQkTGQf/9ddsvj++233wgNbc3WrVYYDMtp2jiSgJ075Yfi6Cg/uEqVcHBw4M033+S5557DZJrFyZMjOX06krCwMBYsWECDBg3+E9bbL7+Ua055SnwuLj17SnfDv/4q/P6joVFeuT7m1sHBAUfALTERdu0qf+J2714Z8P3WA1tRJIygf38RuSWZKauqiK3IyFsXtvlhayuGopo1RfycO5fr6n7jDZkRXbwo4sjVNdfdXRx3/cqVYoksbsKCvX1uaa4HHxRLrcWCaTCIsHZwECGYlSXC0WIpuVW3mqLkCv4qVfK+Z0m4O3xYXHf794uY3L9fjtuZM2IFP3VKhGW3brnW9ORkGX9ysuiX3r1zE+Z8fKSQekFYzntLA4rrKayUaKVKueEoN2JtnauZypASi9saNWrcVPoLYM6cOTl/Dx48mMGF+Hs7dOhAhw4dSrrpu0J2djZmVY9ByQbna/EiHTuKe+eVV6SUSWQkpKdzeeJENplMtH3jDdrrdEydOpWq9vY0XLBAZs0ODvLDtbcHb29cv/oKt15Pk5iocvSoLYmJibjcGKdbBEeOHCE2NhZv71dJS7uCjc0fDCFS6gZ27SpuAsvsKCODCt98wxsDBvD69Ol4e9fn668b8cwzA5k69QX+/vtvmhU0q7xP2L4dduwQg0N59IIWRVCQXLuWLRODxH9gLqJxn+HgkFstwdbWlqtcq3ObkHD3BlUQe/bcmyEJxeVWLoJ794qwKss4ZEXJK47q1bu99fn63rqrTlFuntzc4K2+IyhKrvi/EVUV4b9pEyxdKq5JJycZZ3i41BL+j3Gf/mJLj+zsbDIwgB4RiefOSdvDyZPlwtCgAVStStpffxG7dy9xXbvStm1b2rRpw8CBA/ksIYG0+HhpOwgy64uMhOhoHBwdaVDXHyurSyQlBXPkyJESj+/nn3/Gw8OHQ4cCUNX1NK9VmYq7domoHTw4r9k/KwvOnSPEy4snnniCc+cmY2V1hdWrqxEZWZ9FixZhtsQI3YdkZUkYUHh43oZA9xp9+kjux19/3e2RaGiUHEspMFWVsIR4yxv5dZG6XYxGaYv+zjtSMuvzz6W8VHHIyBBLmdbNMS/ffy8WW0vi2r1Aq1bior9fURQJU+jZU8I0GjWSm91TT0mFput/W0Zjbizw3aaAggSlgRa1VwQmk4njBhvSXR1z6/hdHzR/rTvb2R9/5ILBwBMvv5zj2u/SpQtr1qxhXWoqXX/4QdwVnp4yC/3sM5g+nScOH+Z7/EhPr8GhQ4eoX4IuJampqfz111+EhIzkjz8SsLH5hQH2AeIiyS+OyJL8pij0DAtjX3Q0+w5M5vjxibRtO5Tdu4exceNGWt2n/u4ffpDJ7dix97bFs2ZN8ZgtXJgb8qShca/g6Cj3tLQ0SShL5Jrl1pJlVlqoqiQprVghP/hu3aTH9uTJkjDTr1/hn4+Pl3jJe0nElTWnTkly2gsv3DsX0aVLpcFFea/3WFq4uUmb4+7dZWI3a5YUdPfzE++I5XdmYyNxsJYObq6uEhJha5v3PTc3+dvRMe93bjKJSM6vSsLFi/L78/bOG/KSkSEJfAcOSIz9lSsyvjI4lzRxWwRZWSZQdShki5vkww/ljbQ0CX6vXh30ejK3bSMpOBjP6wo6GwwG+vXrx/8+/pjWOh1Oq1bBk0+KX7l5cwgJwbliRZyn/kNSUjN27drGE08Uf2x//PEH2dnZxMU1IivrL1rXc8f333/F/VJQ+RJFAVVF+eQTXnVzY5j9btLSfuGvvzoTFtaWWbNmERQUROXSjKUqB8TFSb7Cww/f/VKa6enpJCUl4ebmhvUtxkY8/rjkRvz+uyTPamjcKzg6ynNKilS9SQBMioJ1dnbpbmjePOnc9fHHIm4MBvnhrF5dvIB7X1/p7qKRy8qVksR1fXJaeSYxUZKpAgP/O+LWgr+/xConJcE//0jcrYeHPMxmqQ6RmCg3R0sVh6QkEaAZGSJSr0evF7Hq6yvLx8RIzLHl2CYlybouXsz9rE4nBj17e/n79Gl5z81NrDRRUbKOMsiO1sRtERiT06iWbcLu4lnU8x4oIHEtiiKZhF9+iWoyYTp7FvuBA2/6/AMPPMB3333H+gsX6P7rr+JTdnMTFxlQQVXx/e4nzp2DnTtNmM3mnG5uhaGqKr/++itVqjzI9u1GDIa1dOvfX06iotSbokBoKA4zZvB6t268snw+WVlRWFuPwMcnhrfeeosPPvgAn6IaU9xDzJkjk9E7EMdeIDExMaxZs4YNGzaQcS0Zwt7eHmtra6ytrXFzc8PLywsPDw9cXFyws7MjOTmZlJQUPDw88PX1xdbWlqysLFRVpUoVPz7/3J6aNTOoWNGN7OxsEhMTycjIyEnmPH/+POfPn8fOzo6KFSvi4eGBvb09VlZWZGRkYDQa8fPzy6lWYlmHm5vbfyK5UOPOc6O4TVMUUqyssC/Nijjr1kkogsU6O3euJN106SIlnrKzJSHYzi7/GEaQ7POKFe8dC2VZEx8vJcH69793SrW4uOTW0f2v4uwsFpCSWkHS0+U7v3pVhOvVq5LUd+6cCNo2bSS579gxec3ZWcJVfH1zJxLnzkmiW0aGhEN06JBbN7k81bn9L5KRZcYImBUzGSdOYHfwoLi17OzEkuvlRdzXX5ORlYWfpSLCdej1evr168fM996jQ0YG9mvXinssNRX270fR63nYUeGgwzkuX/bjzJkzhdYNtnD48GFiYmKoXPk1EhMP0baVmYjw8OInPnToANu2EfrnnzzUoj4/rJ/D1q2v89pr77B48cu88cYbvPjii4SGhpbsgJVDdu6U+ciLL97ZOtiqqnLmzBmio6P57bffOH78OO7u7nTv3p1atWpx9epVEhMTMRqNZGZmEh8fz6VLlzhx4gQJCQlkZGTg7OyMvb09cXFxOYLYQnq6O//++zQ9evxKxYrbCxiFxDVmZmYWGE/t5eVF165dUVWVVatWcenSJSpWrEjdunXp2LHjTaX+NDRuB8tvMDVVxG22opANpReWoKpSqtHRUaxUH34oWeEODiJ4n3lG6rfOmCGJQpMm3ZwglJIihfWfe05avmpI6cvy3KntRoxGEWXlsWXyvYBF4xRU9cBCYcUB7mK8uiZuiyA9SyUbBZRsMi9dwi4wUC6cn3ySk5V0ed06zjk707GAloGNGjVimrMzR+ztibDE3h46JNmmzZvT/PRppljt5+rVeuzatbtY4nb16tU4O1dn3z5nbGx+5ilvL5RXXsmJqS0SRYGnn4ann2aIXs/fngeJj9/NnDkNeOON95g3bzKvv/46nTt3ZtCgQbfsPr/bGI2SQxIeLqUHyxpVVTl06BA///wz27ZtIzU1Fb1eT/369enTpw/16tW7pTbLqqpy9epVsrKysLKyAsBoNDJjhhW7dlXjmWf2Ym+vw8XFBVtb2xwPgLe3N87OzpjNZuLi4rh69Srp6elkZWXlNEJZv349c+fOBaBFixYMGDCAgwcPsnXrVn7++WcaN25M8+bN8fT0pFKlSne35rTGPc/1lls3NxsURcEpK0vi8EqDP/4Qa9KwYZJ1+fjjUv7IbJYSjtOnS1iCt7cMYswYmDAhb1mrf/8VkXwfTO5LhdRU6SDz0EN3p1PWrbBhg0xg5s27twqaa5QKmrgtgrT4RAyoZJNNRnq6mNnr1oWvvhKBmJ2NOToaY+3a2BbQo9ra2pq6deuy5sQJIi5cgK1bZR2KAg4OeJrN+Fsf4Kp1B1as+IOuXbsU6hK+dOkSmzZtws/vXQ4dOkNY2Hmqdhop3UxKYur39IRBg7D73/8Y2akTE1Z+THr650yb5sGkSZPYsOFH5s+fT3p6Os8+++w96aZesULCgN5+u2y9IKqqsmXLFpYuXcrx48fx9vamS5cuhISEUL16dexutYXjNRRFwT2fC/SoUTB8OKSmPkA+joMc9Ho9Xl5eeOXTDz0sLIxBgwahKAqurq6AiNzBgwezceNGli5dmlP+z8rKiq5du9KrV6+c7ncaGiXBoo1SUsDLSyZqKTodjpYC8LfLp5+KizQ5WSy2lix5nU5+LPb2UkuvTp3cwvNjxsBrr4ml6cQJmRFXrpzbPeq/zi+/iKWgS5e7PZLiYTTCokWScasJ2/8kmrgtgswLV7AGsg2QnpEh4rZatZwUddP+/WTExeHy5JOFrqdhw4Z8unkzGb6+2G7bJl1KqlSB1FTsXV1pkHaIE4569u+35cSJE1S5sYjzdaxatQorK09OnaqBXj+Djh3botSpk1u0uSQ8+CD89htNDxygTogfl+M+5urVd3n/fR1vvtkFJycnPvnkE6pVq0anTp1Kvv67iKpK6F3r1kV7VkqK2Wxm3bp1/PPPP2RlZXH58mXOnj1LWFgY48ePp27dundkMuDlJV7C5cvlq7xVo4pbPsLCYDDQpk0bWrduTVpaGleuXGHTpk2sWLGCdevWUbduXWrXrk3jxo1LXJ9Z47+LTifnqXQvNaAoCikGQ+lYBE0mWXH9+mK9ff99iQu0oChiyT10SDokZWTIdfPiRRlYUpIUwa5UKW+r2P8yWVkSktC69b0jFFevlsoAJcnQ1riv0OrcFoExLRMjcNFaT4KqSqzWdVz85RfSgCqFmc2A+vXro9PpOOrgIIXBVRVCQuDwYXRhYTTRq3h5xZKeHsG6desKXE9KSgq//vorFSsOJD4+ngoVttExLk7caLfCtU41ysmTPB8RQXz8Ppo338iJE/DqqxAa2oqHH36YL774gt27d9/aNu4Shw9LLHtphCOoqsrZs2fZv38/mzZt4sUXX2T69OkYjUYcHR2pXbs2H3zwAe+99x5RUVF31Mrdu7c031m5smzWrygKDg4OBAYG8thjjzFr1ixatWpFbGwsn3/+OUOGDGHJkiU3xQRraBTE9eIWZLLIhQu3v2KDQQrYq6rUNs0vrECng5dekmWtreHXX6UeaGioWHxfeEFKhV3zYvznWb9ekonulTqxyclSV/7BB8Vyr/GfRLPcFkFGSgagkKVXOQNE3iBuk3//ndgKFWhaRN9xJycnateuzZaEBOrEx0sb3shIKacRFkaVNWswWP2FtfVQfv11GU8+acw3zvWXX34hK0slPr4BVlY/0CE0EIc1a8SafKvxYTVrQvPm+Kak0KFDB/78cxZvvRXFJ5848+KL8NprTxIbG8tbb71FmzZteOKJJ3B3dy/3YQp//imGhtBQEacnT57k4sWLXLlyhfPnz3Pu3DkcHR1p06YN4eHhmEwmLl++zPHjxzl69CjZ2dl4eXmRmZnJxo0biY2NzVl3cHAwH3zwAbVq1SrRmC5dusSXX37JkSNHsLGxwdraGlVVMZvNOc86nQ4rKyusra2xsbHB3t6eqKgomjVrhkM+1i13d2jS5AqLFzvx4IM2Oe3hL126xJ49ezh48CDe3t40bNiQgICA2/7ePD09czoQJicns3TpUr799lvWrl3LK6+8Qs2Css81NK5haeSg1+tRFAU7s1nCAW6HY8dg40YRr5mZMGBAwcu6u0tMzzvvyAT/q69yKtjQsOHtjaMkpKZKmITlN5mSApcvi0umOJbsxERpu7h5s9xTTCYYOVJKLMXGyvu3Ezd88aLErJaF+6usWLxYqmH06XO3R6JxF9HEbREYk1Ix4Ii9auI8YDx1ihzJGR8PR49iatq0WOW7GjVqxMJ58xis06HfvVuSGqKi4MIFXOztqZG5mXSX5zh71o9//vmH5jfUEkxPT2flypUEB/dh9+4sKf9ldpOYsdutO/jCC2Aw0D85mU2bNvHbb/P5+OPRvPcejB1r4Omn36Zp07V8/fXX/PbbbxgMBjw8PHj44Yfp1KlTvklScXFxnDhxAqNRhLrFfZ+YmIiiKBgMBlq1aoW3t/ftjT0fzGapkNC0qYn163/n+++/58yZM4DEjXp7e+Pr68uJEyfYuHEj1tbWGC29w4GKFStiY2PDxYsXAWjcuDGDBg3Cx8cHe3v7EpfKOnv2LH/88Qfff/89Tk5OtGrVCpPJhNFoRKfToShKzrPZbCYrKwuj0YjRaOTq1avMmDGD2bNnExQUhIODA56entStW5dKlSqxZMkS/vxzJ/v2jeSxx9J55JFYdu3axdmzZ1EUhcDAQP766y+++eYbHBwcckqO1a1bl3r16hETE8M///zDhQsXcioq6PV6rK2t8fb2JiAggIYNG+Ybr+vk5MTgwYPp1KkTH3/8Ma+++ir9+/fnkUceKfeTH427h6Oj6DgrKysUReFXe3uGPPbYra9QVWH8eBG3ISFSrsoyyyuIhg0l0/TAAfncQw+VbQKZyZRbQmvePKk9evasHIwaNcTiePSo7EtwsLRMVVURacOGSeml3bth7VoJpzh1SoSwokCtWhJfamWVGyf866+wbZsk0YHEEbu5iWi2t5fj4+0ty+d3/8rOlhrBzs6y/XuBTZskJGHIEM3y/h9HE7dFkJWYih5HbPQqcba2ZJw4gbWqgqJg3rqV5NRUnIrZ0atBgwbMmTOH8+7u+O3ZI+L2WrFjh+rVqbN9O+f8LnL2bDOWLl1K48aN84jGFStWkJ6ejqp2RK8/SG2vNPyPXpEL+e1WM7i2Haddu3g+LIx3160jMDCQiRO78vnnMHWqjt69H2TWrKbs2bOHhIQEjh8/zpdffsmaNWsIDQ0lKyuLtLQ0rl69yuXLl0nIp1e8tbV1TtJSamoqK1eu5Nlnn6VJkya3N/4b2LcP4uPNREdPY82aP2jYsCFPPfUUQUFBODs75wgvVVU5cuQIBw4cwMXFBU9Pz5xlLO+rqlqsycv1JCcns337dg4dOsS+ffs4c+YMNjY2dOrUib59+5Y4wSwuLo6NGzdy9uxZUlNTOXz4cE74iqenJy+9NIItW1yYP78C69ZtoGXLUPr3709YWBiOjo4YjUb27dvHyZMnSUhIIDY2lvnz5zNnzhwAgoKCqFKlSs5+Zmdnk5mZyeHDh1m/fj1ff/01Tz31FK1bt85XtHp7e/P++++zYMEC5s+fj4uLC23bti3RPmr8d7CIW8v1LUGnK34Zw/z4+2+JsWzRQq5lxXGhKwoMHCg1Al1dxYtWVuJ282aYP1+aQtjbizCtU0diii5elBhgLy9xpV/fbEBRZJnq1eX/rCzLrED2NThYao7++6/EYcXFiaD19oYKFWRdzz8vAvXUKbnfpKdLwpUFFxep/NO0KUREyGuqKglZhw5J6cv8kkezsmS7x4/LuB0dpRPWhQsy0TAaYcQIMeCEhMiYdTrZ77KouHD6tEwIWrS4dxLfNMoMTdwWgSktEwAbexti7SDz6lVx9bi6krh2LSft7aldt26x1uXj44O/vz970tPx27dPLjRz58KOHegbNqTh7t38kP4HDg4DOHlyNosXL+aJawHx8fHxrFy5kiZNevP777ZkZ6+mn709itksFofS4t9/qe/gQM+ePZkzZw56vZ5Rozrj6yueOzs7J3r0aJazePfu3Vm4cCGnT5/GysoKOzs7KleuTFRUFFWqVKFq1arY2tpiNBoxGAw4OTnliKPU1FSmTZvG+++/T9u2benbt2++1sFb4c8/ISHhMHr9RiZMmEBYAfX2FEWhRo0a1CggrERRlOJZIDMy5KZqMHBg/36mT5jAxcREKgYFERISwsCBA4mMjLzlkmoeHh48csMN+/Lly5w4cYKIiAhsbGxo2VLq1FeoMJmRI/N+3tramqioKKKuK1eXlpbG/v378ff3L9R6np6ezqxZs5gyZQo7duxg6NCh+VZuMBgMDBw4kISEBL744gsiIiLydOzT0LDg4CCdNy1hCWHp6SKm3n675CszGsU6Wb26WD5Hj5YWosWhRg0RdUePFl6vs6SYTFIVx2wWsVW9unjXLL2yx48Xz9/WrXLdCA2V5jt168oyu3ZJi/Y6daBTJ0l0W7RIQi+ulfAjJkaszkeOyP9Vq4pA9vERwbx1q4j2ypXlc3FxssyAAbK9y5elKH90tIjvs2dF3F64IK1bra2lJrCbGxw8KPuSkSHhI0eOSO5Ierp8mQ0aiLiNiMjbnapBAyk0/vPPucfG1lYaCnTtKk0ybhezWbal14uQHjXqv920QQPQxG2RmFJF3Cp2Vqi+HmQcPiwxTs2bk7ltG8c9POhmmVUXgwYNGvD7ihV0VFWUw4dlRrt6NTzwAJlVqmCcNAezeSD16j3Fd999Sv369alRowaLFy/GYDBgZdWFrKzLeFhtJ/w80oHnNstM5WHECBRFoT9gc+UKs2bN4uzZs/Tv35+MDDvmz5cJe61acs3z9w/g9ddfz3dV6elyz3Bykuu25bpuwcHBgVdffZWff/6ZhQsXsmHDBpo0aYKnpydOTk60bt06XxFVFJJPcI7U1J8ZO/apAoVtDqp6Sy0AU7Zu5eKSJegPHcJw8SIpHh780aMHv/z8MxMPHcL/5ZdxHjq0xOMvLhUqVKBChQo5/xsMYsR//30xqBRlhLK3t6d+/fpFbsfOzo7nnnuOunXrMnv2bIYPH07v3r3p1KlTvhbooUOHsnv3bj777DPefvttLTxB4yZuDEtwzM6W7M9b4fffJaygXj2xWJa06cITT0jN77VrJQbWzk76dN8q589LvfGjR6VqQ4sWIiR375ZQgcqVcwWsXi9iT1Vl205OYmU9e1aE6rp18L//SQyxjY3cL0CWt7YWYdmihQjnwiqWqKqI0YUL4c03peSZlZVYc9PSRByeOCHHIiFBJgxjx4qwnj1b7lEW7OxEJPfoIaEdgYG5YrJRo9zlDAYpvQayb5bndeukJe5PP8n7t2OcsTRVmjJFYoJfe+3W16VxX6GJ2yIwpYv7RrE14FizJoeSkvD/3/8gJobUhASMLVqUyBpXv359VixbRrKi4BwdLe4TRYGTJ4lo1QqP2bOJiz9BWlpLqlVbw5gxYzCbzZhMJh58cBTr1tni7PwjPTIU7GxsCr8IJyeLuy4kRPpMF4drrkHlwgV6b9pEbV9fJv76K//88w+DBw+hS5fGLFyYK1YqVYK2beUaffCgGAwMBhHAMTFyTQW5Lnt5yXI2NnJtrF0bwsIUOnbsSOvWrfnpp5/YtGkTx44dIz4+nhUrVvDUU08RFRWVk+BVVImtU6dOMWpUNMeOefDSSy48WFgVi6tX4bffJBv44kWJ0+rYMfdCHRcnvelbtZKbSEwMJCRgSk7m6PTppG3axCWDgdPu7iR5e5Npbc3JHTvo0bMnNWvWRG8pzbZihVhu7kBB+MaNxVO5aJEkfJcmLVq0ICoqikWLFvHNN9/w7bff0rx5c7p27UpgYGDOcg4ODowePZrx48ezevVqumguQo0buDGhLB1kgnkt5KtEZGfLhSghQaoe3DiLLgo/PxGIy5blNOa5ZbZulQY/rq7yXKGCPP/xhyT9PvSQXEfS0sRl36JFros+JkaWi4uTpLCQELku/flnbl5FcS3SN6IoYlUND5dr2sqVciFu1UrEdHa2PMxmuYC3a5crlh99VMat04kgrlCh5N+RZR8dHOCxx6BnT7HmWhJyf/wR9u+XEj2qKqEO6emyTT8/GWNmpkwc1q6VcTz5pExmHngg90ajoXENTdwWwVUnNzKBLHsb/Pz9+f78edp5e8OqVZxWVfyKYfm6npo1a+Lg5MRxVSVy5075oVevDrt2YXB0ZGxsLGNcF3HgwHv07fsWDRv+gr29Pc7OXixYUB8fnwwun5zPA+nJ4joqqFvU2bPi4jt/Xv6vWlVcNjVrisgq6iLp7Y3y9NOEzZzJXAcHvrKxYdKk96lcuTIvv9yf6tXrcf68aMNFi+RaV6OG7IrZLP936iQCNilJvFiXL8uqU1LEaLFmjfxfpQpERNgSGvoIEyY8gr09JCUlMXPmTD788MM8w6pfvz6jRo3Kty7rL7/8wpQpizh06HmGD7fn+eeb5r6pqnDpEuYKFTixdSteK1bgdOQIipUVNGkix2TmTLk5BQTA0KGc27SJ9HHj+LxhQ+y8vHjwn39wO36ctPR0Lltbk9GvHy1fe40Hi6occeAAfPON3LDatCn8uN8miiLG/AkTYO/e0u9+6ODgwNChQ+nevTvr16/n119/Zf369bRu3Zp+/frlhJVERUXRtWtX5syZg6+vL/Xq1SvdgWjc01gst3q91LlNA7lwmEx569IWRUoKLF0q4s/HR8TardC7t1hvg4Juvb3s33/DBx+I9XL0aLEmv/mmCLSRI2W9hV0ngoJg0KC8r3l7i7gsLRRFrnclyXFwdS395CwbG2lDf/02fH1z/3/++bzLW1vnxgk7OeXGVLu5Sdy0hsYNaOK2CC65VSAJBZOrI8F+fvz444+YPv4Y49tv89fFi7QtYSkovV5PVFQUmzZvJvLoUYm7qltX/MiBgbg9/DD6DRuoU/8sK1b4MXXqo3h4wKxZsmiHDr/z12kV9wcfLDhp4uBBEbbu7uLSio2VC+0vv8C338pF9JNPir6JtGsHtWtjP20aI/bvp1tYGLOMRj788G1at27NsGHDiIx0uD7cFJBY2j179gBw4YIVCQkJJCefx83NjhYtWlDxWpzV1asS7rVzpxgsli+Xa29gINSu7UyTJq/QqFE7srLiqVGjBmfPnmXatGk888wztG3blubNm1O5cmX0ej1Llixh0aJFODm9TtOm4bz6qi7PfSTpnXc4vG0bU93cSIuPp++RIxypWJHz1aqRfuAAVlZWNPfzo9mGDZz29mbZ3r2ciImhQp06RIWFkZyczG+1a1OhaVN8AwOJatMGv+Jaw197TYTzlClisbkdl2cxaNBA5jILF0rIXllEBXh6etKnTx969uzJr7/+yuLFi9m4cSMPPfQQvXv3xsXFhSeffJLz588zefJkPvzwQ4KCgkp/IBr3JI6OYig0GiWmPQVE3Kanl0zcPvGEuP99fEQE3kJra0A8W02aSH3URo3ketmxY/GtwJs3SyhCs2ZSeeZ//xMLY7t2IlidnG5tXP8VmjWTB8gFa+pUMcBkZYmh5vJlMeRUqCAWcEvcsYZGAWjitgisrsRjS0VsrHT4+fmRnZ3NqUuXON+tG9sPH2ZUCcUtSNzt9N9+Yzhg/c8/0LdvjgLxfuUV3I8fx9p6MRUqvMxLL4keUlUYNCiJVauWEtqyJTavvJL/yjMy4KOPxPo4bpy4gSwXblWV7Nc33oAlS4rXvaVSJQni/PlnfObNY5yjI7vatuWTP/8kOjoaNzc3MjIycHd3p2rVqqSkpPDnn3+SmZmJg9FI5aQkrtrZYQwMJDUpiR9nzcIjLIyKFSvi4eGBv78/3btX5dlnA7l82cD+/aLN9+yRkCxFiaROHZm4N27sx/TpNVmy5Ft+/13Ke4FMGLKzs3nggZFs3NiYJweq2G74BQ4eJKl2bRadPMneP//E1dGR1q1b07hxY4xGI1YnT+KXmIhOpyM9PZ09x47xg7c3XhUrUq1qVXr17k2jRo3yLXNWIgwGScywtYU5c+S7CQ+/vXUWgsV6+847chwtCdBlgcFgoFOnTrRp04ZVq1axfPly1q1bx7PPPkuzZs14+eWXefXVVxk3bhyTJk3Cp5SLqquqTJJAdNGePfJwchKvQWSkGHc0yhfXt+DV6XScUhSJ5czIKNgbdSPR0VIZIDhYJuwljbW9kd694dlnpRvXt9+KW75Fi6I/98MP8OWXIs6ef17+XrsWnnuuzD019y3Bwbl/XxfypKFRXDRxWwQV9h/BmYrY6VWCg4Px8PBgzJgx+Pn54e3tna97vCgiIyPJtLYm1s6OKlu3SjzTtYQCxWBglJcXn274la6jHuTMmTpUqwaVK6fx2WdjCDt7lsG9ehW88gULJPbsvfduLrdiqYfYu7cUum7cWEx8RaEoYsWoXx9l+nSi1q9nVlgY3/j5YZWWRtCJE+y1suLvv/8m4MoVXqlYkVC9HuuYGMwuLhj0enS2tpgUhcsZGSz29cUUE4P1zz/zuZMT2Ug2f7Vq1YiIiGDYsG7Y2tpy5YrkYPz+u3j7BBf0+mF07jyE8PD9JCVdIjMzE70+gPnzQwmrmkb7PyeQunMbB00mVq5YwbFKlej19NM8/PDDeeKjw8tQYOZ7DAcNkgSOyZPh009LJ1O4AOrVEwPHokWio8s6p8vW1pZHH32Uhx56iJkzZzJ58mSOHj1K//79GT9+PK+//jpjxoxh0qRJpVYRIzlZDuU1JwEghrYaNcTY8+uvUsHohRfubF3+suLo0aMMGDCAK1eu4Orqyvz586ldu3aeZX7//Xdef/11kpOT0el0dO3alQkTJpS7pD5HR3m2iNszOp3MYNPTi7+SDz6QE9vOTibqtzsJDQ6WE+XPP2VGuHChhCsVldQaFgaDB4sI+/BDseI+/bQmbDU07iKauC2CS64emACdjQF7e3umTZvGnDlz+P3332l9i5YCS7ey7adPU2XvXsmsmDdPhM/77xMaG0tPnY7vVn7C//73P1JSUvj444+5cuUK7zZsiEtBWcVHj4rVYcAAidUqiJ49Jalg6lQRWcW9KVSoICVszp7F0WRiRFCQbHPMGNq+9ppYiD//XBRpcDD06iUhFzEx8PvvGMxmfN56ixeCguQGYjbz6McfczImhoz//Y+Y2Fh2bNnCv999x6PPPENY69a0ayeevdhYCV3V6SSpesUKHVu31qF9OxUv5wwWzkrD7cq/vJb1IWfjY/lIVUmtUoWHH36Y19u1y7ez1x1Hr4dXXhG1NX06vPtumW3KYr19++2yt95ej5OTEy+99BLVq1dn7ty5pKWl8cwzzzBhwoQcgfv+++/fdomwM2fEMp2SIofT0VG82dWr55bkTEyEGTMk/vihh8SCm5oqxyIq6t6rFjR8+HCGDRvGwIEDWbZsGYMHD2bLli15lnFzc2Px4sUEBweTkZFB27ZtWbx4Mf369btLo86fG8WtSWIUJIGqOJa6CxfkGuLlJRP2221iY+HxxyVetnlzuei8+CK89ZZUOLie48elNuKrr4og/+UXOSl9fTWLrYZGOUATt0VgMoEKGBwlAcvJyYnnn3+ejh075inDVFIiIyP59cABHs3ORrdzp5jZrnWeUfr2pc0nn7Dx9Glef/11Tp06hb29PW+99RauNWtKsNqNqKoIy6AgqR+IJFgtXryYgIAAIiIiaN++PU5OTiJmn31WXGgrV4rYLS6KkrfIeLVqktBhyVZ96qmbVUNExM3qqkULaNIEW4OBWtWrg8FAZHY2D1lbE7N3L0l9+7IqIICkXr2o2qIFNWvWpEMHVynUHbue1tMG8cUchZXv7CX5Sibu1sm802Qlf5PBlzY2PNirFwMGDEBf0szpssbJScJQPv1UVHopWTHzIypKrJgLF94Z660FRVHo2rUrdnZ2TJs2jdDQUFq2bMl7773Ha6+9liNwb6XMG0h4+oQJYlD75JOC53EuLvD661Ks4rvvJEzPYBAvcuXKkst5r1h0L126xK5du1i7di0APXr0YOTIkcTExOSJZY6MjMz529bWloiICE4U0dY2KSnpptdsbGywKcO4Rou4tVRMMKiqxF/FxkrQeFF8/72IYTc3qX9XWid3UJBcm9avh0mTxDXw0ksS4xIcLCdd166yPVUVgfvLL/JDmzRJlrvXZk0aGvchJW4Jc/ToUZo0aUL16tVp0KABBw4cuGmZLVu2EBERQUREBCEhIQwfPpzMzMw8y6iqSps2bcp9kXfni1fQATr7vBf6GjVq3PLNGeQmdMlsJsHdXTL069aVi+WuXdChAzZNmjBaVUk5d47+Dz/M/JAQaqWmyoUzP0vrvn1iRX3yScw6HXPmzGHGjBnUrl0bvV7PokWLGDNmDMnJybJ8cLCUIVu8WKwlt4vlgl6SC7tlP/R6EXtLlmD7/ffUWLcOp3HjqGowUHvGDOL79GFG27aMGDGCP5YvJ2vDBnwcknjrLVg038i3C028t9iJiRVUZptMjHz9dZ588snyJ2wtNGkiN9CsrDLdjKKIjj50SEIT7zTt2rWjVatWTJ8+nTNnzuDl5cV7771HZmYmY8aM4cqVKyVepyUBvWpV8QAX1blZUaQc55IlokPmzJESac7OIpAnTxYLb3knNjYWX1/fnPhvRVEICAjg9OnTBX7mwoULLFu2jI4dOxa6bn9/f1xcXPI83n///VId/43cGHN7DmTiV1it1ut56inJtq9XT66dpcljj8lJsXWrCNY+fWRm9NdfYgwAEdaXL4sIHjRITqSQEE3YamiUE0psuS2Oayw8PJzt27djZWWF2WymZ8+ezJo1i9GjR+csM336dIKCgnKy6ssrVsnpKIDe4RbrCxZAlSpVcHBw4KCLC0137BDfao0aUjagRQsYPZpKR44wx85OTE0GQ+HFrn/4Qdx54eHM/fJLVq1axfDhw+ncuTMAp69Zgd966y0mTJggbvrHHpNe3J9/Lsln5eHC7OiI4uhIraefhiFDUFevJjUmBh9XV9bHx/PZxo1M0+kI+egj6tSpg42NDZcvX2b9+vU4Ozvz8ccfl/+sfFtbePnlO7KpunXl/v/ppyIGi1vgoTRQFIWnn36aY8eO8cEHH/DJJ5/g4+PDxIkTGTNmDCNGjOCJJ56gc+fOxWpvvHYtTJsmHt+RI28txFJRpIJEaKholZkzpY58u3by87q+GlF548a4WbWQ2p5JSUk8/PDDvPLKK9QtQvzFxsbmtJu2UJZWW5DvztbWUg5MTxzIJPcGI0i+nDwpoQDnz0sZqNK+bvn4SNmur7+WAfbqJd6tuDiprzdpksTVVq8OY8bc2R+VhoZGsSjR7aG4rjH76/pQG41G0tPT89y8jh49ypIlS5g/fz4//PDDbe5C2ZJsbUc22Rgc8umtfRvodDrCw8PZfOIETdPTpT1imzZSD8toFPfXCy/I/z16QMuWBffjPndOuqaNGsX5Cxf48ccfc0SDhYCAACZMmMAbb7zBe++9x4QJE9DZ2ooFZMIEuVg3bZr/+u8W1tYoPXrgCEReeyQMHcqGDRvYu3cvy5YtIzs7mwoVKtCoUSOGDh1aPmJri0N2tsQ9BwaW6c1RUURHv/qqhEt/9FHJqwdkZ0s44fHjYtCqWBE8PCRpKyZGolQeeEDygW7E1taWl156iRdeeIHvvvuOvn374uvry/Tp0/n666+ZM2cOq1atokWLFjzwwAMEBATkO4YNGyRMuWPH/CNfSoqiyBwyPFx+YuvXi1Gufn35uZU377K/vz9nzpzBZDJhMBhQVZXY2Nh8j1dycjIPPvggXbp04YUXXihy3c7OzjeJ2ztBbq1bPUmqipqWhnLwoBTILghVlYTYlBQp2VVWcSVDhogVeflyKdtiMkklBxBRO3RoyUqFaWho3FFKJG4Lc43daC2LiYmhW7duHDt2jE6dOjFs2DAAzGYzQ4cOZcaMGVgVs57h3YgJs2DOUtGRja4MthUeHs6crVvJtrJC/++/4mZ78MHcu2q9evIoilWrxM/asiVff/opbm5udL0Wd3s9lStXZsyYMbzxxhssXbqUPn36yM2hfn2YO1eeS9Bt7W7g6upKt27d6NatW47lqrxlghcLRREf+cMPl7nlx95eDPMvvigld0ePzu3iWRipqdJEaPVqqbEMYm2z3ONBQoYvX4b582X+Vb269Am5vuJXcHAwPXv25Ntvv6Vx48YEBQXh4ODAiBEjaNu2Lb/88gs///wz3333HY0bN6Zfv355rifbt4vluU2b0hG21+PiIo2OHn9cLLkrVsgx8vOTMmKRkWL9vtsaxsvLi8jISBYsWMDAgQNZvnw5QUFBN113U1JSePDBB+nQoQNvvvnm3RlsMbGIW4PBQIKqSrbo9SdXfsTEyHJ2diKCy+qLsbYWz1abNlJ2w9lZTuoaNbTachoa9wAlduwV1zUWFBREdHQ0KSkpPP7446xYsYI+ffrw0Ucf0aJFCyIiIoiJiSnWNv3zufmPGzeO8ePHl3T4JcYxKRV7TGUibiMiIsgym7ng5UWlf//NTey6ckVMY8W5i6ekiNnpkUc4fPIkmzZt4rnnniuwJXBoaCh9+/Zl0aJF1KlTh5CQECljM3KkmK5KsxtOGXNPiloLOp2k8t8hS7Onp8SaTpki4q19e9HVFm2kqiJgjx2TbnIHD8Lhw1JXv3VrafxUuTLXuseJh9bbW/4/f166zW3bJl00QcTio4/mnsK9e/dmy5YtfPrpp0ycODHHwl6tWjWqVavGiBEj2LhxI4sXL2bUqFH4+/tTq1YtgoOb8tVXEdSvr2PUqLKzplpbi45p3VrC3rdsgX/+kTJ0ixaVzTZLyqxZsxg4cCATJ07E2dmZr776CoAhQ4bQpUsXunTpwtSpU9m2bRupqak5daB79erFmDFj7ubQ88XBQSZQVlZWxCkKpsaNsSqqysDSpXLSubjceiexkuDtLdVnNDQ07ikUtbDArRu4dOkS1apVIy4uLsc15uPjw9atWwuNc1yyZAkLFy5k9erVdO7cmb1790r5F5OJ8+fP4+/vz+7du2+qGZuUlISLi0uBMWF3wnL7secItsY158nZqTw0dGiprltVVQYPHkw/KyvaxsdL1suxY5Kd+8knUomgKL7/Hr7+GnXuXN744ANSUlKYOnVqoTGM2dnZjBkzhosXLzJt2jQcHR2l8PjPP0srNA+PUtxLjUJRVYkzvNWe8SXEbBYv66JFUic2MFCMXxcvitAA0Q21a8ujZcuSGapSUsSRsHixCOJRo3IbTh0/fpwxY8bg5OTEq6++StV8aiybTCY2b97Mvn372Lv3MGvXtsPa2ok337xK796di+3tKQ1UVcIwStp51HLdSkxMvCvu/uJyt8c5frzkaS1YEELMkSPEt2yJzauvSgB0fqxfL/VjfX0ldmTUqDs6Xg0NjbtPca9bJaqWcL1rDCjQNXb8+HGyrmWCG41GVqxYQdi1Jvc//vgjp0+fJiYmhk2bNuHm5kZMTEyhzRAsMWHXP+6EsAUwZ4MeU5m46xVFISIigs1JSeKOO3FCBK27O6xbV4zBmcVU1qIFe0+f5t9//6V///5FJufo9Xpeeukl0tPTmTVrlrzYp48IrJkzc8t6aZQ9b74p4Ql3CJ0OOneWXJmxY6FKFQkl6NFDGtfNnQvffCN/d+tWcg+so6PU1335ZXHzv/56bkhDlSpVmDp1Kk5OTrz88susy+ccNxgMtGjRgqeffoYaNT6jRo1W9O17kmXLvmL06NHs3LmT7du3s2TJEn799VeuWtqTlQGKUnJhq1F8rK1lXmdtbY1RVbGy1N4uiNWrZSbm4FBw63ENDQ0NbqEU2KxZs5g1axbVq1dn0qRJfPnll4C4xlatWgXAhg0biIyMJDw8nMjISCpWrFju478KQs1W0JONoYwsa+Hh4exMSiJLUaSAp04nlos//pC6j4WxbRtcuoTauTMLFy6kWrVq1CtOjC7g6enJ8OHD2bBhA5s2bZIbxsiRUv7m229LYc80ikWVKnLMzeY7ulmDQcKtn39eOgP36iUN6ypUKB3Xf4sWklR+5YqUVN6+XRLTKlasyOTJk2nbti2fffYZc+fOxZzPvq9cKT+BN95wZPz4QTmiePz48bzzzjv88MMPzJgxg/79+/PCCy/wzTffsHfvXlKvmZ9VVSUxMZHEe6HO13+U68UtioKqKAVf8/79VzIaK1cWd0KlSnd2sBoaGvcUJY65rVGjxk2lvwDmXGd9Gjx4MIMHDy5yXUFBQbdU6/JOopoV9JhQyijRqlatWph1Oi55ekrcbffuUpNo2TL47TcJjCyI1auhVi32pKZy8OBBxo0bV6I41AceeICtW7fyv//9j9q1a+PeqJEkUSxcCAEBUo9Vo2xp0kSymPbvlxpV9xE1akiM7+TJ0k3MxUV2t1cvK55++mkCAgL44osvOHLkCAMGDKBWrVoA7NwpDft69hSRDBAYGMjkyZM5cOAAnp6eeHl5kZKSwvbt29m5cye//PILS5cuBWTilpGRQUpKCgC+vr4EBweTlpZGQkICmZmZmM1mXF1dqVWrFtWqVcPFxQUnJyd8fX0LjFfXKF1sbKQwjLW1NaqqYtbp0Ocnbi9ckPa6lsoQ91BegIaGxt1B61BWBPvcvUhNNaMvI8tthQoVcHV15YSdHZX27xcLnoeH1FayBEHmx6lTsHcv6ssvs3DhQmrUqEFUVFSJtq0oCs888wzDhw9n5cqVPPnkk1Jm5/Rp+Phj8UlfExwaZUT16pLttXnzfSduQdz6EydKf5HNm2W+tn49dO2q0KvXwwQEBDBnzhxeeeUVatWqTWJifXbtiqJFC3eeeCJvQX9FUSQB8hpOTk60bt2a1q1b55TGOnHiBKdOncLOzg4/Pz+ys7PZv38/p06dwsnJiZo1a2JtbY1Op+PSpUts3LiRFStW5KzTYDAQFBREeHg4DzzwQPmvmXwPY2MjlltL6UizTndznVuzWYRtXJx07ggPz82C1NDQ0CgATdwWwVWDDXqlZKXAlixZQpUqVahfv36RyyqKQs2aNdkVE0Pz1FQpdRMcLL7cwqywa9aAuztHPDw4dOhQia22FpydnWnXrh3r1q3jsccek1jm556T2lFvvy3KJDi4xOvVKCaKIvEAf/8Nw4aVr+KqpYSiiIavXl3mTitWyGPdOnj88XBef/0zli/fy/LlKZw544ar62YOH17JnDnt6NSpExUqVCjSmmopS5hf3dfmzZsX+DlVVUlJSSE5OZnExEROnjzJ4cOHWbt2LcuXLyc4OJgPP/xQs+aWARbLrZ2dHaqqkp2fuJ08WRondOsmZTl6974rY9XQ0Li30MRtEVSJSyRetcdQTHG7e/duFi5ciKIoPPvss7QpqrQNEuqxfPduRtvYoGzbJmJSUSTJbM+emwuVp6dLQGL37mzZvh0XF5ciuxAVxkMPPcTKlSv5888/adeunQTDvfmmdN956y2p3hARccvr1yiCJk0kxOTwYSkSex9jZyeRLx06SOLajBkAChBO7doSxhASUo1Vq2xZsmQJq1evBsDDw4Nq1apRo0YN2rdvX2rZ/Yqi4OTklBOSUKtWLTp27IjJZGLnzp0cPXpUE7ZlhCXm1mK5TXJzw75ixdwFTCYpoFyligjbfv2KV0FGQ0PjP48mbovANcNEJqacxhWFYTabmTt3LrVq1SIwMJApU6aQmZlZZG/3mjVrkpKZydW6dXFfv16sE4oiCWMffigX9T59cq16GzbIXaF9e7aOHUv9+vWL1b60IHx8fKhXrx4//vgjbdu2FQuwvX2u5fbNN6WS/dChUt1eo3SpXVtCUX7//b4XtxY8PSWZrXv3XI+zS04UghU9evSgffv2nDx5ksuXL3PmzJmczobLli2jb9++dOzYscxKgxkMBho2bEjDsuqApZEjbp2dHVEUhXSDQbIOLWzaJPXqfHykwYxmtdXQ0CgmmrgtgitWNmRlmYslbn///XdiYmL46KOPqF69OgDz5s2jZcuWhbaFrVq1KoqicLBSJZru2iWZwXXqSDbNxYtStyk7W0xeIPVoGzTgbGYmZ8+eZdCgQbe9n506dWL8+PEcOnQoJ7EHZ2d4/33J5p83T9TIc8/dWpvejAzZh3ulPe6dRKeTDgI//igNNe5QmbvyQFBQwSGUTk5OOSUELSQmJrJw4UK+/PJLFi5cmFOVJSAgAH9/f1xcXPJfmUa5wxKW4OjoiKqq6FJTpaezhQcekPZx589LK/L7MGRHQ0OjbNDEbRGYzXoUTOiLaPOYmZnJN998Q4sWLahRowYAffv2Ze3atfzxxx907ty5wM/a2tpSuXJldqan09THRzJuLMlFvXpJbcd58yS5on59OHkSBgxg69atWFtbE1EKIQN169bFx8eHxYsX8/bbb+fG71piQiMj4bPPpL5T587SV93fH86ckUwhGxuxQFasKIVN4+IgIUGe9+0TwQ7QoIG0gapTR6zDGkL79iJyTab/lLgtKS4uLjz99NN07dqVv//+m23btjFz5sycTok+Pj6Ehobi5eWFnZ0d9vb2ODg45IQeODo6cvHiRU6ePImDgwONGzfG9g410NDIi40NZGWBvb1Ybs3Z2dIFBCQDUVGkikj//tqkWENDo0Ro4rYIPIwmEtSiwxKio6OJj4+nX79+Oa+5u7vTuHFjfvrpJzp16lRowleNGjXYv38/tG0rdWaHD88Vf488IsLnyhVJJKtYEerW5Z9vvyUyMrJUGlooisKwYcN4++23+e6773j0xnI7trZSmb9aNemk9uOPkgqfkCDvZWfLnepGHBykJtSTT4o4X78eJkyQG1flyiJyw8Pl+T8mMkwmE0lJSVy4cIGLFy/iWL06Xleu4G424+DgcFuhJvc7lSpV4tFHH+XRRx8lKyuLCxcuEBMTw/79+9m/fz/bt28nIyODjIyMfD9vMBgwmUzY2tpSt25dFEXBZDLh6+tL9erV8fPzy2kYUxyvjUbJsVy2bG0lfvq8oyOVLfHNo0ZJt8bQUPFqaGhoaJQA7apdBEYMZCvZ/Pvvv4SGhha43L59+/Dy8qLSDcXFO3XqxBtvvMG+fftucrFeT40aNfjll19IbdgQhwULJN7s+t7p3bpJctnYsfDUUyQmJXHo0CFGjx59u7uYQ7169ejTpw8LFiygevXqN1uEFUWCJDt3ht27xSJbuzZERcl7x46J1dbTU7qsubrm9l610KULnDsHBw6IVebvv+GHH+RO17SpNLAICbnvXJCqqnLo0CG2bdvGrl27OHv2LJk3ZIbbZGfT6MIF9np4cNXWFhcXF6pWrUr16tVp1qwZAQEBmM1mdu/ezd69e0lOTiYtLQ29Xo+VlRXOzs64u7vj6emJj48PLi4unDp1iuPHjxMfH09ycjImkwlra2ucnJyIiooiPDz8nhdvVlZW+Pv74+/vf1NlhOzsbNLS0khKSiIlJYWUlBQ8PDzw8/MjPj6e3377jX379mEwGNDpdGzatInvv/8+z7qXL19+S5VINArHomMt4jZVVSVOITNTJsteXnJNKMctjDU0NMon9/ZdraxRVTIVA2lKFl988QU9e/YsUAjs27ePOvnUKQ0NDcXf3581a9YUKm5r1qyJqqociY8nsn59WLxYqiRYYghTUyWV3Noa/vqLbdfuDMUpN1YS+vbty+HDh/nggw94//33CQwMvHkhKysJL2jQIO/rxamJqyjSXahSJRGyqioxdZs2iVX399/Fotutm8Qc3+PCS1VV9u7dy6JFizhw4ACurq5ERkbSunVrHB0dcXR0xMfHR5oSxMdjGDmS2A4dOF+5MpcvX+bo0aOsXr2axYsXU61aNRITE7l06RIVKlTAzc0Ne3t7zGYzRqORQ4cOERcXd5O10sHBgQoVKuRYIZOSkjhw4ACrV6/G3t4eLy8v7O3t81QFMJlMANSpU4eWLVveNGm7V9Dr9TkhCTfi5eVF37596du3b57Xr169yqVLl0hMTCQjI0MTtmWE5XTT68VDZZOWBomJMok3GsVz9dBDd3GEGhoa9yr3tnIoa0wmVLMeHekAnD9/Hn9//5sWS05O5uTJk3Tp0uWm9xRFoVOnTsyePZuEhARcC2hW7+vrS4UKFdi8eTORTz8tdW4/+EBaOwHMmiUCt18/mD+fLUYjderUKfUEGp1Ox8svv8yYMWMYO3YskyZNKlthoyjg6ytdh3r1khvbDz/Ap59KraiuXeHBB++5kIW0tDT+/PNPfvrpJ06ePEm1atV46623qFevXoFiydbXF5Ytw1Wn4/ppkslkYtu2bWzYsIGgoCA6dOhA9erVC1xPcnIyFy5c4OrVqwQEBFCxYsWbllVVlVOnTrFt2zauXr1KamoqWdeFlRgMBoxGIz/88AOLFy/GwcEBBwcHAgMDGTFiBBUqVLjtY1RecXNzw83N7W4P477HEpZgZeWAoijE2NjQwt8fvvwSLl2SNrvXNe3Q0NDQKC6auC2MrCyszQpOSjaKonDu3Ll8xe2BAwdQVTVfyy1AixYtmD17Nlu3buXBBx/MdxlFUWjVqhVr1qxh6NChWL/yioQgjB8vHcPi46VSQVQUmbNmkbFlC+0mTizFnc3FycmJd999l9dff5033niDiRMn3hnLnaJIPd2ICIiNheXLpc7l8uUi6tu1K9eW3OTkZH7//Xe2bt3KwYMHMZvNNGjQgIEDBxIZGVk8C6BOJ5Ul1q+HTp1AUTAYDDRp0oQmxWyHXJCl8noURSEoKKjIDlxGo5Fdu3Zx7tw5UlJS2LBhA6NHj+a5557TymRp3BYWy61OZwfAAVtbCXPat09qebdte9+FJ2loaNwZyq9SKA9kZWHCgIIJRVE4c+ZMvjd0S7ytl5dXvqtxcnIiNDS0UHEL0Lp1a5YuXcr27dtp2rSplIX69lto3lwu9NcKmJ/U66mVlkbjxo1LZz/zwcXFhQkTJjB27Fheeuklxo4dm6f1aZnj7y9ivl8/WLgQPv9cGh289NJd75iWea0E27lz54iLiyMtLY3z58/z999/YzabiYyMZNiwYTRo0ABPT8+Sb+DYMbHUW1lJ3PXlyxLHfBcSzKytrWnUqFHO/927d+ezzz5jwoQJBAcH07JlS9q2bVtqTRU0/jvkOmNsUBQFXUaGxOK7uUFAAFx33mloaGiUBE3cFkZWFmb0oJjR6XScvb4G43UUFG97PY0aNWLu3LmkpqYWWPO2UqVK1KhRg99//13Ebdeu8rgOVVXZlJZGMysrbMu4ZJS7uzsffPABEydOZOzYsfTs2ZMGDRrk1OW9I3h5SX3drl1h6lR48UWp99ujxx2z6mRnZxMbG5uTEBYdHZ3jwrexscHBwQFnZ2d69+5Nhw4d8g8VSU2VkIuzZ8XleuEC1Ksn+3X2rFio09KkIkZmpliu5s6Vpg4vvyzCNjRUmmk0aiQJewCnTkn5JKNR4pd1OpkYeHjIutavl6Yf1tYQGCiTpPBwKeH2669iCa9YUYrN+vhc30khX5ycnHjjjTdywiQWLlzI8uXLGT58OM2bN9fiUzWKzfUxt4qi4JWaKsmmfn5SLlBrGKOhoXGLaOK2MLKyyMaADkmuyU/cFhZvez2NGzdm9uzZ7Ny5kxYtWhS4XOvWrZk9ezaJiYn5iqR9+/axzs6O5h9+eEfEnaOjI++88w5ffvklq1atYsmSJXh6etKrVy/atWuHlZUV2dnZ6HS6QoVNVlYWRqMRGxubW8vODw6Gjz8WK+7XX4uYu67sWnFISEjgn3/+YceOHaSkpJCdnU12djZGoxG9Xk9wcDDVq1fH1dUVGxsbYmNj2blzJ/v37yczMxNFUQgJCWHAgAHUrFkTX1/fwt3/V65IYKGTk5RPW7kSHB1FsHt7i4UKJAxBWjVJq1EbG6lt/PffEpYyapQI4D17YPZsmDlTxLC7uwj+o0fzbvfllyUZb+1a+P57yTi3soKYGAlxCQ+XEm7bt0v5tsuXRRgHBsL06fL3vHkipt3dZSw+PjmmNkVRcrp3JSYmMnPmTD788EM2bNjAU089VaAHQ0PjenLFrR06nY44s1leuHhRamtraGho3CKauC0MsxkTeqwUU4GW26LibS14enpSrVo1tmzZUqi4bd68OV988QUbN27MVzD/+uuvuAYGUr2UqyQUhsFgYPjw4QwePJhDhw7x66+/MnPmTBYsWIBOpyMxMREHBwcCAgJwdXUlISGBpKQkFEVBURSSkpJITEzMWZ+joyNt2rShc+fOeHt7l2QgMGAA2NlJsllwcJGuS6PRyObNm/n999+Jjo4GoHbt2nh5eaHT6dDr9VhbW5OZmcmxY8dYv359TkMAKysrQkJC6Nu3LzVq1KBKlSrY2dkVPsbkZPjrL/jjDzh0SFoWd+kiFtqHHxZheyNVquQmDl5P27YShrFsmbRB7tNHrLT79+dabl9+WcomWVuL1dZszrW+du0qVSfya5YRGioiWQ6SWHItpcmSkqT183UlsXB0FGHt5CQWZjs7UBRcXFx49dVXadmyJTNnzmTEiBH06dOHRx55pMjGJxr/bSyOJ53OVq4TFnHr7KyFJGhoaNwWmrgtjEqVOGiwwVkn1qrExERSUlJwdHTMWWTfvn1UqFChWNaqRo0a8d1332E0GvOUXboeJycnmjZtytKlS2nevHmerO3Vq1fz559/MnLkSJRff4UdOyTp7A5hMBgIDQ0lNDSU3r1789tvv2Fra4ubmxuJiYnExMSQkpKCr69vTpe27OxsnJ2d8fT0xNbWlszMTE6fPs26detYtWoVfn5+VK1alUaNGtG4cePiubV79YITJ8SS+8kn4obPh+joaKZPn87FixcJCQnhmWeeoVGjRoVWmMjKyiI9PZ2MjAxcXFxK1iDju+9gwQL5u25dCaGwTEJuJfbW01Mst6+9Bq+/Ln+7u0uJOAs+PgV/vrhdnayt88Yxu7hIjPOFCxIeYTSK1ddipR44UKzNHh4i1j09aTRgAOGff87PH37I9qlTOfnHHwx7911cPTxy16uqYjGOiREx7ego4RCVK4uw3rhRrNCnTon4bteu8P27XbKzxRp+8qQkMQYHawlMd5DrE8p0Oh27QGJtw8IkHEdDQ0PjFtHEbSGoqgqqHpVs7OzsMBqNnD17Nke4ARw8eJDatWsXa32NGzfmm2++Yc+ePYXWpx06dCgjR45k6tSpjBs3DkVR2LhxI7Nnz+aRRx6hQ4cOUhf2n39EKBSR8V4W+Pn5MWDAgFv+/GOPPcbff//NoUOHOHz4MH/88Qd169blqaeewqcoQaMokmz27LNiwX3jjTxvm81mPv/8c3755RfCwsIYP348fsWM37OyssppiFAgCQniOjUapa1w9erSyKJ2beks16SJNLAoDYKCYPJkEbYvvQT/+1/hZdGSkyXMwBLqoKq5IQeenmKVTUyUeMbChJyi5BWW14uN0aNlPXFxEj8cHw86HXZ2djzi5ERbg4Hjq1ZxbM0aqjdvjvOgQdJlav16aeEMYoU3maSt8zvvyN/Tp4u4qVQJfvpJYoK/+kqWjY7ODedQFBGmer38raq5z/HxUmmjYkUZ/65dsGiRCNjq1SUko1Yted6xQ7rlGQy5YR6NG8NTT8mx+/BDCX25ywmM9ysGg3yFYINOpyPZbJbzrHnzUkueVFWVgwcPsnPnTvbu3UuDBg3o0qVLqXR11NDQKL9o4rYQzHv24J8N1koWbgEBHDt2LI+4NRqNHD9+nDbFbA/p5+eHj48PO3bsKFTcuri48PzzzzNu3DhmzJjBxYsX2bNnD23atGHgwIGyUKNGYjlbtUrExj2GdUoKrUwmWkVGwogR7Ni4kV8/+ogRTz1Fs+bN6dq1a+GJa7a20LGjiJLk5ByroqqqzJ49m19//ZWnn36aBx98MP91rFwpd1YvL7EcWuq2KooIpKQked/RUdz6VlZyw/3lF6lkcK3JAdbWYsmMipKanGVRUSIwUITWZ5/l+nLfeUdEQKtWsHOn7M/JkyJc8+OZZ6Re8ObNIpBXrBB1cemS7HtJLJbNmhX83vPP4zxsGMHR0Xz7/vscOn2a3k5OWIFYR19/XY63t7cI8LQ0+Zy9vYRfWMx5RqNYcA0GWeatt0S86vUSeqGq8t17eEg96G3bcsuoQW44iF4vyzRsCIcPy3G6elXEbd26ErMcECChHrt25Qr6tDT5jrUWyGWKfN0ibhMsYQmlGG+7ePFiPvjgA9KunWdr1qzh+++/5/nnny/1BjgaGhrlB03cFkK2wUA2esCEo6MjHh4eeeJujxw5QnZ2NrWK05kLCW2Iiopi27ZtqKpaqAu+bt26dOvWjZUrVxIaGsqoUaNo3bp17mcMBqmDunixiKt7oRRTdjb8+aeU9Dp6VATVQw9Bo0bUM5mINJs5ZTazbs0aJv/8M0nu7gQEBuLv70+lSpWoUqUK4eHh6CyCo2VLqSjw559yLIBly5axZs0aRo4cKRZuEDG0c6cIu1GjRLCsXy+Z2ZbGBTodTJsmQmfhQknGup4ePeQ4V6kCfftKdzYbG7HQFhWHWxp4eubG5aqqiHJL2IHRmHs++PvLe3Z2Mj7LsbKE0jRtKtZgg0GE4MiRojBCQiQMoF692x+rgwMuTZvy0Oef8+yzz5Kxdy9DGjQQEX198wc7u9xjpyi5whbk72ul77CzEyF7+rR8ZzqdTDYs+9S+vVjNTSZpCOLvnxsGEh4uj/ywssq1yt64nJubWMs1yhRra1AUEbeXs7IkHKaUamrHxsby9ttv4+TkxNNPP03lypWZP38++/fv55133mHp0qVFx9BraGjck2jithCyXFzIxIBep2IwGKhUqVIecXvw4EHs7Ozyb1FbAHXr1uXHH3/k3LlzRTZGePLJJ+nZs2fBMaIdOkgW/vbt4va1kJAgj7sQrnATRqNYQT09xQ38yScioF54QZ4tcZxt2qCvWJHgn35i2I4d9Ll4kSPe3vzl68upU6f4+++/SU9Px8PDg7Zt2+aUJNNFRaH+9ht7KlVi+fLlREdH89hjj4mw3blTwgb+/FMslFWritXOwyO3KkBcnFg8L1/OTcTq2VOOrckkCVxpablxvdWq5Yquu4WiiOvcQuPGxbd2OTnlhhjY2EjM9t69YrV8+2144gmJaS6F2FN/f3+eeOIJ5s2bR6NGjQgNDb21FSmKhAy4u4v190YiI+Whcc8hjghr9Ho9ZrMZk7c3hlI498xmM0OGDCEjI4Nvv/2WiGvnTbNmzRg3blxO570nn3zytreloaFR/tDEbSGYr1zBjAEzJgwGA15eXhw4cCDn/YMHD1KjRo1cS2IxqFOnDgaDgV27dhUpbpVr2egF4uwsGeweHrlxh4cPw7vvSimoYcOKPa4y4d9/YdIksXa+/bZYO6dNK1h0h4ZCaCiKyYTLtm3U9/amfnAwnDiBamfHsZQU1q5dy+rVq/n2229xcHAgNDGR9rt387+9e3ENDeW1Z5+liUXof/mliNOoKAlhuFGUKoqI7huTvXx8yjaRqbygKJK8ExYmtYMXL5YY5pMnoXfvUpkcde3ala1bt/Lxxx8zZcqUUm8XXepkZ0uyYkKC/K/TyfmjUSbY2EBWlg4rKytUVSUzM/PWSgXewAcffEB0dDTjxo3LEbYAHh4evPvuu2zfvp0pU6bQq1evIrv5aWho3Hto4rYwdu9Ghwso2RgMBnx9ffOUijp06BAPP/xwiVZpa2tLSEgIu3btKvFn88WSjT5xovj4tmyRmMZHHpHX160Tl+2daJ97Pb/8IqWmQkJg0CB5TVGKJ5gMBknKsvD11yh79lCtY0eq9enD8OHDOXr0KPv27cPh2DGCL1zgYy8v3J2dUWbOlP2vUkUSsRwdtQz44qAokjzl5ycTpk2bZDLw1lu3lRyn0+l4+eWXee655/jggw945513il8iLDlZqiqcPy+xxFZWco5nZsrD3l4Sx3x9cxPNVFXqCzs45C2BZpn8Wf5OS4Pjx8WbcPy4vJ6dLX9b4nZBYru/++6W91+jcGxs5Ku0trbGbDaTkZFRYJOb4pKYmMjs2bNp0KABTz/99E3vu7m5MW7cOIYMGcLEiRN5//33b2t7Ghoa5Y8Si9ujR48yYMAArly5gqurK/Pnz7+pWsCWLVsYMWIEIKWVmjVrxmeffYaNjQ379u3jmWee4dKlS1hZWdG4cWOmTZtWLrNXs62tycRApl7KYPn5+WE0Grl8+TKZmZkkJycXO972eurWrcvChQsLLQlWIlRVxNzvv8MDD4jL2tpaXl+9WuIVx42TbPE7wdKlYgHs3FlaCN+uJea11+CHH6Tu6k8/YWjalFovvijH/umnJXxgyxYRY/365daS1SwyJadFC5lY7NghXgAXFzmPjh2TeORb+J16enry2muvMWbMGObNm8eQIUMKXvjMGYl5PnRIRKoFOzuJjzaZROTa2IhAtSQh2dmJtf38eSlfBiJ8HR0lJCU5WZLLLOLY8jl3d6meYKm8UK+eeBAqVpT/tYlRmWL5Ouzs7FBVlZSUFDyuLx93C7z33ntkZGTw7rvvkpyczPr168nOzsbGxoZmzZrh5ubGQw89RPPmzVmwYAGDBg2i+p26NmpoaNwRSqw6hg8fzrBhwxg4cCDLli1j8ODBbNmyJc8y4eHhbN++HSsrK8xmMz179mTWrFmMHj0aW1tbpk+fTlhYGNnZ2fTr14+PP/6YN24o51QeyMo2k42OLL0Zg8FAYGAgiqLw1VdfUbt2bRRFyVMWrLjUrVuXefPmceDAgTwus1tGUaTAf58+N7/+3nuSiPTGG/Dqq7l1V4vCZJK6o2vWSFzq/PnFv9FXrizNFnr2LNFuFIitrbjJH35YykNt3ChuYzc3KeV05Ig89+8vIl/j9jAYpBqHpZD+zp2SXPW//0ns8bZtIiQLqC+cH6GhoQwZMoTZs2fj5ORE7x498k56srLEQvrdd5J09sADkuzl7y9WWUv5s+stsNnZUtnizBmxuJ47JxUk7OxEvF66JBZfLy8JTzGZ5DMWC7C9vYhkS03dhASJPfb3F8vv4cP/jfCUu4i1tYTl2177fpOTk29rfadPn2bFihU0atSI8PBw3n77bfbs2YOdnR3p6eksWrSIoUOH0qpVK6ZMmUKTJk149tlnWbNmTYnCyzQ0NMo3JRK3ly5dYteuXay9lkneo0cPRo4cSUxMDEHXuZvtr3MHGo1G0tPTcy4c1a6Le9Tr9dSvX59Dhw4Vut2kpKSbXrOxsSlza6/x7AV0uKFHxK2npyevvPIKn3zyCX///TeVK1e+pWzbwMBA3N3d2bVrV+mI28JwchLh99FHEov7yiu5pZzMZrH2LlsmN/kpU0Q4zJghN/lLl0QMN2ggouD8ebFw+frmv63jx0WQ1K9ffBFdEuztoXt3eVhwd89NTNu6VRO3ZUGtWnJOeHuLuFy4UOJSq1SR79kiAG1sREhWqJAbynDpkrzu4sLD1asT6ODA+Zdf5sykSVRq0AClSRM5pxYulKS+vn2looXRKJMqS7LmiRMymXF1FSvsuXNy/jo4yPptbXNL4g0eLBbowYOlhfGkSXJ+WFnJeazTyTZtbCRu3fIbjImBTz+VChwODuItaN8+/yQ2jVLBxka+agcHB1RVvW1xO2nSJLKysnjhhRdYvXo1O3fuZPz48URFRZGUlMQXX3zBp59+yuHDhxkxYgTDhw9n6tSpLFiwgP79+5fSXmloaNxtSiRuY2Nj8fX1zQn4VxSFgIAATp8+nUfcAsTExNCtWzeOHTtGp06dGJZPclNqaipz5sxh8uTJhW7XPx8L0bhx4xhfxqV6ss9fRk8tdNdibkGybS1JCXXr1r2l9SqKQt26ddm1a1eZZuteunSJtWvXYm1tjXPdurTw98c+LEzenDVLEr5iYnLLQ11vEQsPlzqhlu9VVcUK7OMjIQ43cuyYtIIdMUIEwZ3EYBCRtXWrJEZplC729hKSYOGjjyQM5J9/JOwlNTXv8m5u8PXX8verr0ob4cceA0UhrFo1TB4ezNmxg4ijR2m5fTuu586hODlJbHhYmJjz/vhDKlqsWiXn5f/+J5ZUi6nvRhwcoHVrGeubb+aWCYuKknPdx6doz0NEBCxfLiIYcsukaZQZNjZiMLd0fYyPj7/lde3fv5+NGzcSFhaGr68vH3/8MV26dCHqWkKgs7MzL774ItWrV2f27Nk0bNiQ0aNHs3LlSj7++GPatGlTZJKvhsb9jMlkQq/XoygKRqORhIQEEhMTSU1NJTMzEx8fnzwasDxT4hHeWJvVklx1I0FBQURHR5OSksLjjz/OihUr6HOd2zwrK4vevXvTvn17unbtWug2Y2Njb+oYdSdidLOSUlGBLMWcJwmmVq1azJ8//7bcWOHh4axfv56EhARcS6ub1TXMZjM//vgjX3/9NVZWVuj1epKTk/ne25v3OnbEEyRe0dtbivvf2Ooyv6YQigKPPy5JWnv3igixkJ4uhfSDgkRg3A0aNRJBdP685koua6ysxDLaooVMerKz5fX0dLG+Xu9pefVVsa6DxHy/+y51AXXnTnZMm8aR/fuJqVaNqNmzqVq7tqwPpOnC9RPmF1+UidjFi5JEWamSjCM1VZ4rV86t6Xv952xtC/Y05Mf1Yvb6hDSNMsGSUObs7IyqqiRYqlTcAvPnzyc9PZ2BAwcyc+ZMfH198+2i2LlzZ7Zt28a0adOYMWMGr7zyCs8//zyTJk3is88+K14L8FsgMTGRbdu2sXv3bmJjY3FxccHd3Z3AwECqVauGn58frq6uee4rJpOJ1NRUFEXJE7qRmpqac+/NysoiMzOTrKwsTNeayzg4OODo6EilSpW0cIv/OOnp6Rw/fpzjx49z4sQJDh8+TFJSEkajEd21zpJ6vZ6UlBTSr+Ur6HS6nHNJVVWys7PJzs7GaDRiNpvx8/MjODgYOzs7kpKSiIuLIysrC7PZjLe3N5UqVcJgMOT8nh966CHq1avHqVOnWLx4MVevXiUgIICKFSvSs2fPMvnNlUjc+vv7c+bMGUwmKY2lqiqxsbEEXG/VuQFHR0f69OnDwoULc8RtVlYWjz76KD4+PkydOrXI7To7OxfeDrWMyErNBMCkZGNlseZc43YTwcKvFYzfu3cvLVq0uK113cgXX3zBjz/+SOfOnenfvz92dnacP3+esWPH8uqrrzJhwgR8nn++5Ctu2hRq1BAr2osvSgJXfLz8f/WqxGXerRld3boiTP75B7p1uztj+C+iKLnfuZPTzUl8N06crhFlb09UcjLxTz7JkvR0Fr/xBl26dCE4OBh3d3eqVauG3fXx7P+V8mz/MSwJZZYScVevXr2l9Rw/fpyff/6ZKlWq4O/vz/z58xk3bly+12lFURg1ahTPPPMM8+bNY/jw4SxYsICff/6ZzZs307Rp09vapxvJyMhgxYoVLFy4kLi4OJydnbGxsSEuLo6EhATMZjN2dnY4Ojri6OiIq6ur1Pw1mXLEhMlkIutawxmDwYBer8doNGI0GsnKyiIrK4tsyyQTuT9ZW1vj7e3NAw88QJ06dXBzc6NixYp4eXmVmYDXKD/ExcUxY8YMtm/fnmOBzc7ORlEU9Hp9zqTHfC251srKCjs7O0wmE9nZ2ej1eqysrDAYDDnnnMWie/DgQWJiYrC3tychIQGTyZRzTkVHR2MwGLC2lvrVaWlpzJ07N0cI6/V67O3tycrKwsrKip6llZtzAyVSIl5eXkRGRrJgwQIGDhzI8uXLCQoKuikk4fjx4wQEBGBlZYXRaGTFihWEXbP0mUwm+vTpg7u7O7Nnzy7XPzJTurg/TXq1+OWLiombmxsBAQFER0eXqrg9ffo0a9as4cknn6T7dbGpPj4+TJ48mbFjxzJu3Dg+++yzHEtAsVEUePZZsdLOni3Pf/0l4Q3PP18yC1lpY2srbuUtWzRxW9756y+J4a1eHfd33uFDRWHx4sWsXr06x3JgMBioXbs2NWrUwMvLi8DAQGrWrFmurxdlTXEq1cTExDBw4EB2795NtWrV2LFjx10abfGwRJm4X7PuJxbUProIvvjiC5KTk3n33XdZsWIF1apVywlHyA8vLy8GDRrE559/ToMGDRg/fjy9evXinXfe4Ycffij5tfEGsrKy2LRpEzt37mTDhg2cPHkSKysrfH198fPzw9fXl4oVK+Li4sKJEyfYsWMHV65cIT4+nuTkZOzt7bGxsSE9PZ2Ma6XpLOL1eqFhERHOzs44ODig1+vJzs4mLi6OtLQ0jh07xt69e7GyssLJyQknJyeCgoKoX78+LVu2pHr16v/p39T9yqZNm5g+fToXL17MOUeaNWtGvXr1CA0Nxc3NDVtbW7KyskhKSiIpKYnMzEwyMjLyCFOQ3Cg7OzscHBzw8PDAxcWF/fv3s2HDBhISEqhZs6YYI+zsUBSF8+fPc/LkSVJSUrCzs8PKyoozZ87k9AVo1aoV1tbWXL16lfT09DI7/0psZps1axYDBw5k4sSJODs789VXXwEwZMgQunTpQpcuXdiwYQOffvoper0ek8lE69atefPNNwH49ttvc8Ru5LWuQk2bNmXGjBmluFulQ7KrJybAqJjLJMYkPDycf/75p8hWvCVh7ty5eHt707lz55ve8/T05K233mL06NHMmzcvp1xbifD3h6lTJQvd0j63bdvcVrB3k0aNpElEfHyuK1yj/JCWJt/Ppk1S1eCZZ8DKCgPwxBNP8MQTT5CRkcGVK1eIjo5mx44dbNy4kStXrmA2m6lVqxb9+vUjPDz8P3lDLk6lGmdnZyZMmEBiYiLj8ouNL2dYwhLc3NyA/JOHi+Ls2bOsWrWKmjVrEhgYyNy5c3nzzTdzzhFLOMC+ffto0qQJja5VAXnooYfYsWMHU6ZMYdq0afTt25cvv/yS+fPn89T1HQBLyNGjR/noo4/YvXt3jrW1Xr16PP7447Rs2TJfa7Kqqly6dIljx45x9uxZUlJSyMjIwM3NDS8vL9zc3HB2dkav1+fEQLq7u+e8d2PogaqqJCUlcejQIf7991+io6M5fPgwaWlp7Nu3j927dzNv3jxCQ0Np1qwZ/v7++Pr64urqiqura7HFfVZWFidPnuTUqVOcP3+e1NRU0tPTcXFxwcfHh6pVq1KtWrX/5O/1brFmzRqmTJlCZmYmjo6OPPjgg3Ts2JGqVauW2jbq1q1bYM5RSEhIqW3ndlDUgoJmywFJSUm4uLiQmJh4V8ISVnyymMkvOpHtNZXXZgwvdfP5tm3bePfdd5k9ezY+peByjY6O5s033+T111+nyfVNEG5gzZo1zJw5k3feeSdngnFfkJIiDSO6dpX4YI3yg9EoiYgnT4qobd682B81m83s3LmTxYsXc/ToUZycnKhTp05OnGJgYCDe3t7l5gZaFtetS5cuUb16da5cuZITEubj48PWrVtv8pwBbNiwgZdeeqlQy61lnAXlNNyJvIZly2DFCmjZchZPP/00Tz31VIkNHePHj2fOnDl8+eWXbNy4kdTUVKZMmYKiKKxZs4ZZs2YB4Ovry9mzZ2nYsCFPPfUUnp6eJCYmMnr0aPz8/HjppZfo1KkTycnJOdbfkpCWlsa3337LggULuHTpUk5IQPv27YmKirrrsa+pqakcOHCAAwcOsGfPHnbu3Mnly5cxm82oqpoTGmFvb4+7uzve3t45vzF3d3esra2xsbHB1tYWg8HAli1b+PHHH4mNjc2JCzYYDOh0OrKyssjIyPh/e+cdHlW19eF3SiZl0kglPSGQUEKTJkU60kTgEwS5NCs2UMByvYJX8YJeC1hQ4aIoil4piiCIAoI0kV5CCYQSkgAJ6WUyM8lkzvfHueeQQAgJpBH2+zzzQGZOWfvsM3t+Z+2118LR0ZEWLVrQt29fOnXqRHR0dJXPggqusH79embPno3ZbKZdu3ZMnTr1pnLx12UqOr7W/SVvtYjtUhpaXCkqkS2hKomJiUGr1XL48OFbFreSJPHll1/SvHlzOnfuXO62gwYN4q+//uLDDz/ks88+u6l0ZnUSV1fo31/OzTtixJXcqILaxWaT03HFx8vp6Co52Gq1Wjp06ED79u05fvw4hw4dIjY2lhUrVlBQUADIHstGjRqh1+vVmLGioiJcXFxo1KgRERERNGjQADc3N3XKzcnJCaPReFus/K1MpprKUlvZaOBaz21lU4Hl5OSwbNkymjdvjre3N7GxscyYMQONRsPGjRtZsGAB9913H6NHj8bd3Z1du3axcOFCZsyYoZaDnjZtGjNmzGDv3r28+uqrTJ48mddee01dkFsRtmzZwqJFizh58iQajYa+ffsybdq0Mq9tbWE0GunQoQMd/pemMTs7m/3793P27FnOnz9PXFwcaWlp5OXlkZaWxqFDh1i7di1GoxGj0YhWq0Wj0aDVatFqteTl5WG32/Hw8KBZs2Y0btwYJycnVdwWFBTw559/Ehsby/Hjx9HpdHh7e9OzZ0/uvvtuOnTooGbJENwahYWFLF26lAULFmC1Whk1ahTTp0+v0gfUqpxhrgnq/qhei4Su34Ank7iklarlB9DFxYUmTZpw+PBhBgwYcEvHiouL4+zZs7zxxhs3vAE1Gg1TpkzhySefZOXKlYwbN+6Wzl2nGDoU1q6Viz3cIAuHoAbIzZXzJx88KKfougUvgkajoUWLFuq0lyRJZGVlqSuAz58/D8heR2UhRE5ODlu2bGHlypXXPa6HhwcxMTG0atVKXVDh7OyMr68vfn5+eHp61olBvaKZaipLbWWjgSsxt56eNyduFyxYQHZ2Nh9++CFff/01zZs3p2PHjvz55598/PHHDBo0iCeeeEK9dl26dCEsLIznn3+ezz77jKlTp9K6dWu6d+/Od999x4IFC+jduzebN2/mm2++uWGqRrvdzhdffME333yD2WwmICCAiRMnMnz48DI9lCkpKXz77bccPHhQXXHevHlzWrZsqS6qA9RKmB4eHri6uiJJkhqOoCwWU8Rmeno6ycnJmEwmHB0dMRgMODg44ODgQFBQED4+PmXev56envTp04c+ffqo72VkZHDu3Dm0Wi16vZ5jx46xefNmLly4gN1ux263U1xcjN1up3HjxgwbNoyBAweWsr0kZrOZjRs3snXrVo4dO0ZqaipfffUV33//PcHBwfTr149BgwZVaeiCyWQiPj6exMRE0tPTMRqNODk5kZiYSFxcHHa7nbCwMIKCgvDw8MBoNGKxWMjLy8NoNBIWFkZwcDAeHh63hZf5xIkTvPfee+zZswdHR0cmT57Mo48+Wup65uTkcOrUKcxmMwUFBWqcbVZWlrrQTIkFV4pvXbhwgfj4eC5duoTFYkGSJFq0aEGHDh2w2WycO3eO3Nxc1Ung6+uLr68vqampnDp1irS0NMxmM5IkERkZSXR0NL6+vri5uWGz2UhPT6egoKBUFq2qRIjbcsj0aUgxYMNWbd6dNm3a8Msvv9zyU9Gvv/5Kw4YNKxxm4Ovry/Dhw/nxxx/p378/fkrJ2tsdX185RdVPP8HgwbWXvaE+k5kpp4MrLJTTgJ0/D8eOyUUXPDzkPLeNGsklbFeulKuPvfqqnNGiCtFoNHh5eeHl5UX79u3L3dZkMqkDupIyyWq1kp+fz6VLlzhy5AgLFy5UVw4rODg48MMPP1Sp3TfDzWSqqSi1lY0GrmRec3GRxVFlxK3FYmHJkiW0aNECnU7HuXPneO+997BYLHz66ad07tyZJ5988ppxNSgoiKeffpq5c+fSunVrevfuzdixY3nqqadYu3Yt//jHPzh06BCfffYZOTk5PPXUU2XGoJpMJt5++21+/PFHjEYjAwYM4Omnny41C6eE1MTHx3Pu3Dn27t2Lh4cH/fr1IyUlhX379vHzzz8D4ObmpgrZ1NRU9eHFaDRSVFREYVn5nSuAh4eHmiHBw8ODBx98kKbXyWLi7e1dqvxxq1atGD16NGazWc3aYDabMZvNBAUF3fAhyNnZWV2LI0kSycnJbNy4kXXr1pGQkMBXX33FihUraNOmDQMGDKBx48b4+vri7e1dod/DjIwMYmNjsVgsFBQUcPDgQfbs2UNeXh5FRUWqh9lkMuHu7k5AQACOjo4cO3ZMfd9ms+Hi4oKPjw8gzxQ5ODhgMBjw8vKiVatWdOzYkeDgYJycnFRvvk6nq9UHX6vVytdff82SJUvIysoiMjKSqVOn0qtXL3WbrVu3sm7dOuLi4tT7SaPR4ObmhoeHB56ennh4eKDVajl16hR//PGHOgb6+fkRFRVFly5d1If+gwcPsmTJEhwcHIiIiMDLywuLxUJycjIHDx4kMzOTBg0a0KRJEzp06IDRaMRmsxEfH8+aNWtKfb8NBgN+fn6MGjWq9lOB3WlYdAYkwF5NnluQB49ly5Zx/vz5m55ezM/PZ8eOHTz00EOVuklGjBjBhg0bWLJkCS+++OJNnbtO8n//J+e83bJFLqsqqBr27JHL4548eSUfLcgpulq0kONoc3MhPV1OyZaSIhcDmTat1hf4KVOr5YX/lEy1ZDKZuHz5Mrm5uXXCa1vRTDW3G4o2cnBwRaPRqGEmFWHhwoVkZmby/vvvs3TpUrp27Up0dDTffvstZrOZxx9//Lp916tXLw4fPsxnn31GmzZtCAgIYODAgaxcuZL+/fszadIkvvrqK3744QdOnDjBiBEjuOeee9QQrt27d/Ovf/2Lw4cP07RpU/7+97/Tq1cv9XySJLF161aWLVtGcnIyHh4ehIWFMX78eAYPHlxKFGZkZKhezfz8fCRJIiQkBH9/f3JyckhNTcVgMODv719K6CoeVG9vb4KCgnBzc1Nz3ioPb+fPnyc+Pp6srCwkSSI+Pp4XX3yRrl270rNnT5o1a3Zdr6uCRqMpVXX0ZvOyazQaQkJCeOSRRxg7diw7d+7kl19+4a+//mLbtm1s3boVNzc31QvYpk0bGjZsSFJSEikpKTg6OuLq6oqzszMGg4GUlBROnDiB2WwmLy+PgoICJEnCxcUFd3d3AgMDCQkJUcWy1WolKysLq9Vaql0ajYYLFy5w7tw5LBaLKpSzs7NJS0tj7969fPzxx2ossiIGQX4giYiIwNPTE4PBQHFxMfn5+epiLnd3dzUOWWmXj48Pfn5++Pr6ViilqMlk4tChQyQkJGCxWDCZTCQnJ3PkyBHOnDmDp6cnI0eOZPLkyeqDSVFREf/5z3/49ddfadeuHc899xytWrXCzc0NR0fHmx7Thg4dWqrQw9WU95nyeV5eHnq9HldX12odW4W4LQen1Aw0gFQNqcAUmjZtil6vJzY29qZ/qDZv3kxxcTF9+/at1H5OTk6MGzeOjz76iPvvv5/oknlFb2fCw6FHD7mMart2tS6sbnvMZli0CDZulIt3PPecXJLZ1bX8ql8Wi6xe6oA4rAgl4yuVnKN1iYpkqrFarURGRmK1WsnJySE4OJhx48bx1ltv1bL1ZaNoPJ1OFhlKKrgbIUkSixcvJjo6msLCQjIzMxk/fjyZmZmsWrWK+++/X/XEXY/HH3+cvXv3smTJEqZOncqoUaPYtGkT3333HY899hiSJLFixQqSk5N55513WLhwIV5eXpjNZuLi4sjLy2PUqFG8+uqrpQRfSkoKH3zwAceOHaNDhw5MnTqVqKio69rh7e1dZekglZAFhYYNG9KpUyf1b7vdzpYtW1i2bBk7d+4E5Fm84OBgQkJCCAsLU6fljRXIgFNYWMipU6c4cuQI586dw2g04u7uTlFREfn5+RiNRpo3b07z5s1L9YfBYKBXr1706tWLCxcusHXrVrZt28bp06exWq3ExcWxf/9+7HY7DRo0wNPTUxWdWq22lAfV0dGRgIAAoqOjadmyJS1atKBJkyaV/v7a7XZyc3PJzMwkKyuLzMxMsrOzsVqtpKWlsW/fPpKTk8nNzVXTZWVmZnL58mU15zDI4YZGoxEPDw+cnZ3JzMxUp/aVogkuLi4YDAY8PT3x8/PDyckJu92uziYVFBSo4SXK9L+iQYqLizGZTOj1enr37s0zzzyjploF+f575513SEhIYMqUKfSrYgdPeY6+GzkB9Xq9Gl9f3QhxWw5OGdloARy0FV5YUFkMBgNRUVEcPXqUIUOGVHp/SZL49ddf6dy58009Uffp04c1a9bw5Zdf8tZbb9UJL1WVMGmSvCr/o4/kVfo11a70dHkBlafnbSXsyuTSJTl2edMmedXP5MmyJ7yibRIL+qqU6Ojoa1J/AXz++efq/x0dHUlOTq5Js26JK+LWuVLidvny5aSkpPD3v/+dVatW0atXLwIDA/nkk08wGAwVymxjNBoZN24cn3zyCYMGDSI6Oppx48axaNEiOnXqxBNPPEFYWBgLFy6kuLiYCxcucPHiRSRJwsnJiSlTpjB27FjViydJEhs3bmTRokW4u7szZ84cWrZsedPXpjrQarVqnG1aWhonTpzg3LlzJCcns3//fn7++Wd1+trDwwMfHx81P66SSzc/P5+cnBySkpJITk7Gbrfj6upK48aNyc7O5sSJExgMBlxdXYmPj2fdunWAPPugZE5o2bKl+lsTFBTEmDFjGDNmDCaTidOnT5Oeno7JZCI/P1+tnOXs7Iyzs7M6qwIQFRVFdHQ0zZo1u+XcxFqtVk2Fdj3Onz/P2bNnMZvN5Ofnk5GRQUZGBoDqEbVYLGRmZnL69Gk1b7OyeC4+Pp7s7GwsFovqgU9NTVVjmUHWBHq9nry8PHJzczEYDDRo0ICwsDA1hCgmJoa2bdsSHh5e6jd769atfPLJJ7i7u/Pvf/+70hk/6hNC3JZDtqsnVqC4mrIlKMTExPDbb7/dVNxtXFwcSUlJPPHEEzd1bq1Wy8SJE3n99dfZt2+fupL2tsfNTS4j/MYb8gKzm3hwuCGSJE+9JyfDmTNyAYmzZ6987uAg22E0yqVhJelKuVo/P3kav2lTuQhGbKwcL9y0qVxK1tu7dCnY6sRul8vaZmfLXtrkZNi2TQ4/MBrlkspDh8oxtAJBFaLc4lqtM1qtVp0yvhGfffYZDRs2xNPTk8zMTEaOHMnZs2f57bffePTRRyvkdQS49957+eWXX1i0aBHvvvsuQ4YMYe/evcybN4/58+fTv39/evTowdmzZzl9+jSFhYU4ODjQqFGjUsI1Ly+P+fPn8+eff3Lvvffy2GOP1fksNMoCoJJe48LCQpKSkrhw4QLJyclkZWWVErMmk0n1SsbExDBkyBCaNGlCRETEdVOd5eTkcOzYMY4fP86BAwfYsmUL0dHRjBgxgo4dO5baz2g0qtU7bxVJksjLy1OruBUUFGAymQA5FrhBgwY39O5fjeLZrgj5+fnExcURGhqqrmlR4qnPnz/P+fPn1QVdkiTh6OioxtMDqn0hISFERkaWK97T0tJYtGgRu3btokePHjz11FMV/g7UV4S4LQd7MdgBrY5qXTXZsmVLli9fTnJycqVTx/z22280bNjwlgaEu+66i5YtW/L111/XiXyMVUb79jBokFxN7fBhePTRWy/hmp0Nq1fLYvT8eXnqHcDZWQ6BGDEC3N3lIhc5OZCXB/8bUAFZ5Go0sgieP18WuzqdXMr45ElYterKth4eckiFjw+0bCkXqbgZ+4uK4Phx2L9fFq5ms/yy2eTP0tLkfxX0ennx14svyuesKZEtuOO4Im6d0Gg0FRK3f/75J3FxcUyfPp2VK1fStWtXAgMDefnllwkODmbw4MEVPr9Wq+WJJ57glVde4bfffmPAgAFMnTqVZ599lnnz5vHyyy/j5OSkTq1fjcViYf369fz4448UFxfzj3/847qpGCVJIj09ncTERDIyMtDpdDg6OuLt7Y2/vz8NGjSotHPDYrGQk5NDdnY2mZmZpKenYzabadKkCdHR0aViZSuCwWAgMjKSyMjISu1XHh4eHnTp0oUuXbogSRIHDhxgxYoVzJ49m4CAAO69917CwsIIDAwkMDDwlmYPU1JS1IIdJ06cuGHFOz8/P2JiYvDy8sLZ2Rl3d3e8vb1xdXXFbrej0WgICwu7KaHo6up6zUJXjUZDw4YNrwkXuVkKCwtZs2YNy5Ytw8XFhZdffpmuXbve8BpaLBY2b95MUVERrVu3JiwsrMx9MjMzSUlJUbNv2Gw2bDYbRqMRLy8vNWa5LiLEbTkYcgtwAHQ6qdrCEkCOu9XpdMTGxlZK3JpMJrZv337Lqw01Gg0TJkzghRdeYMuWLaVSw9z2PPmkLAwXL4ann4YHH5QF6I36s7gYLl+GixflUIOCAnma/vffZfHXsSN07QqhoRAWJntaK9sHmZmQkADR0VcqvGVkwIULsuBMT5e3SUmBb76R22A0yt5gPz95sVaLFnLWgqwsOQwgIEBWDCkpsvg+ckT2DFutslCOjJTFspOTfA30etljHBwsv+/sLMfSipACQQ2ghCXY7Q7odDp1UV95vP/++7i6utKiRQu2bdvGjBkz2Lx5MydOnGDOnDmVnmWLiYmhf//+fPHFF7Ru3ZqAgACmTp3K22+/zbRp03j55ZfLzEqxfft2FixYgMlkonfv3owZM6ZMT2BOTg4bN25k/fr16nR6WTg5ORESEoKnpyfZ2dnk5OSoK9dtNhtFRUXY7XbVw5eXl3fNw4Ber8fR0VEtqtCqVSt69uxJmzZt8PT0rPWczhqNhnbt2tGuXTtOnTrFTz/9xH//+181XtXb25sOHToQEhKiTsfHxMSo4lLxvhYVFZGYmMju3bs5fvw4xcXF2Gw2MjIy0Ov1NGvWjP79+9OoUSM1PleJhQU5RVlaWpqag/f48eMUFBSQl5dXZoq9oKAgGjZsiNFoxNPTk5CQEAICAtBoNGo4Achx++7u7jg5OVFQUIDZbCYwMPCGi/Yqis1mIzc3l8uXL5OQkMCKFSvIyMjgvvvuY8yYMdd9mMnPz+fUqVNkZWWRnJzMb7/9hslkUr9zTk5OeHp6qqEnLi4uJCYmkpSUVK49Li4uBAYG4uvrS2FhIVarVQ1JsdvtZGZmYrFY1FkCs9lMdnY2Op0Of39/fH19GTZsWLUIZFGhrBx+dh/ER3lPkRIzm+++W1St8VMvvPACfn5+vPTSSxXe55dffmHhwoV8+eWXam32W+Hdd99l//79zJs3r0oqptUprFZYvhx++AEaNoTx42WvZEkvtdUKhw7J4QV79sheV5BFq4uLLPr69JFDHKposVGFQ1EsFjlX7KVLsl1JSbI3WvEcl4XBIIvf1q1lT2x4+O0dA3ybUNvjVkWpC3ZmZsKECfDaa9C3r7wKPSsr67rb79ixg5EjRzJu3Djy8vIICAhg+vTpTJo0idatW9901hez2czkyZPx8vLi7bffRqvVkpSUxL///W8uXbpEjx49GDhwIAEBAeTl5bFy5Uo2bNhAt27dePjhh8tMpRgXF8e6devYsWMHWq2We+65h65duxIaGoqvry92ux2LxUJGRgapqalcuHCBxMREcnJyaNCgQak8q8oCJkDNhlAynZOnp6daohfg4sWLxMbGsn37dmJjY0vF0fr5+eHv70/79u3VNE+1iSRJZGRkkJiYyIEDB9i3bx8ZGRlYrVYkSUKr1RIWFkZWVhbZ2dml9g0JCaFNmzY4Ocme/8jISNq2bXvTbSouLiY7O7uU8Dt37hynTp0iMzNTjbO9dOnSNWkDyyMwMBA/Pz/14SQ6OpqoqChsNhvZ2dkUFRWh0+nUAhkg93NBQQHJycmcOXOGS5cuXfMw07FjRx555BGCgoKuOeelS5fYvXu3+gCg2Ovm5kaPHj0YPnw4np6enDhxgrNnz5Kbm6vmUi4oKFAzVoSHh6seW71ej06nIz8/n8zMTFJTU7l48SIZGRlq9Tqr1UpeXh5arRYvLy8cHR1JS0sjLS0NFxcXPD09sdlspKamYrFYWLx4caX6qKLjlhC35bDa9T4+Nk0irdWbfP/9kmotY7dkyRJ+//13lixZUuGnmOeffx4fHx9mzJhRJTaYTCamT5+OTqfj/fffv+UA/TpJYiIsXCh7NIOCZNFns8le0sOHZS9oSAh07ix7fAMDZY9mFYVqKN72w4cPc/r0aVJTU9XYKiXnoHLdXVxcaNeuHdHR0WWHithsssg1GuUFbGaz7LG1WmW7vb3JyMxkw4YNBAQE0LVr12qdgRDI1Pa4VVHqgp0mE4weDS+/DEOHelNYWHjdXLc2m41u3bqRl5fHRx99xAcffMB7773HX3/9xdq1a9VsBjfLsWPHeOWVVxg7diwPPvggIE/7rlq1il9//ZX09HR1W4PBwJNPPknfvn2vGa/T0tJYuHAhu3fvVlOM9e3bFzc3t5u27VbIyMggISGBzMxMMjIyuHz5MklJScTFxWEwGGjevDkhISFERETQtm3bCseh5ubmsnbtWk6fPq0WTikqKlIrA3p6ehIVFUXnzp1vKqxPkiTS0tI4cOAAp06dwtvbm+DgYLXKoLe3d605YWw2G2lpaWrFNuUeUISdxWLBxcUFR0dHEhMTOX78ODk5OWi1WkwmE3FxcWr8L8hhjyU9wCA/0Dg5OREQEEBkZCTBwcFqFhd/f3/8/f3LFPHHjx9n0aJFnD59GgcHB1q3bk3Hjh1p06YNPj4+t/1vgCi/WwXYJS0SoK3GPLcKMTExrFy5kosXL5b5FHY1Z86c4cyZM4wZM6bKbDAajbz66qtMnz5djTerN/G3CqGhMHv2lfjWQ4euLPwaO1YON6jA9a8MkiRx6NAhNmzYwO7du7HZbDRt2pROnToRGBhIVlYW6enp5OTkkJCQoE7NZmZmsmzZMtzd3QkODlbzIzZs2BAfHx91YDu+fz9Hjx7F1dWV5s2b4+vrS9aBA5w8eZLNmzej1+uxWCwsWrSILl26EBkZibu7O4cPHyY2NpbAwEDat2+Pm5sbCQkJ5ObmEh0dTUxMTP0p7iGokygxt4WF8pRuedkS5s6dS0JCAh988AFr166lVatWeHt7s2bNGv7v//7vlmevWrRowciRI1m6dCmRkZG0a9cOg8HAqFGjGDFiBIcPH6agoABXV1dCQkJKFTsA+Xu+du1avv7660rFP1Y3VxdmUEhLS2Pr1q2cPHmSAwcOsHbtWiRJIiAgAL1ej9VqVfORKqmqQF6M5eDgwP79+wH5tys/P5+ioiI1NjM1NZW4uDhWrVqFv78//fv3Vx/cr04Ldj00Gg1+fn4MGDDglit4VjV6vb7Cwjo8PPyaVG+SJKm5e5VcuMr7kiRht9srrTkKCgr4/PPP2bhxI9HR0bzyyivcdddd9dNJVQGEuC2HYnvNidtmzZqh1+s5cOBAhcTthg0b8PLyol27dlVqR0hICNOnT2f27Nl89NFHPPfcc7U+OFcL0dHw979X2+FzcnLYvXs3cXFxHDp0iLS0NEJCQhg3bhw9evSo0A+x3W7n5MmT7N+/n9TUVNLT09X67yUnXJQfjJSUFHbs2EFxcTEajQZfX1/+9re/MWjQILKysli/fj0HDx5kw4YN2O12dSFiUlISn376KZIk4enpidFo5JdffgHkWLP27dvTs2dPGjduXG3XS3BnotfLkTKFhbI3tKypXkmS+OWXX1iwYIE6k/Htt9/y5ptv8t133+Hs7Mzw4cOrxJ6//e1vnDt3jnfffZe5c+cSGBgIyJ61u8qpsHfp0iU+/PBDjh07xuDBgxk/fnylF3PVNL6+vqVSpuXl5XH48GGOHz+OVqvF0dFRzVdrtVrR6XRIkqQWTRg+fDhDhgwp13t29uxZfvjhB77//vtSFdaaNWtG165dufvuu/GvpiwsZrOZ9PR0NVuC3W5HkuTfchcXF1xcXFQvcE2j0WjKFMcajUb1BleGS5cu8eabb5KRkcHTTz/NgAED6ufvdiUQ4rYckhr4YL5UjE6nrXZx6+LiQtu2bdm2bdsN890WFhaydetWBg0aVC1ZHDp16sT06dN5//330Wq1TJ48+Y7/olSGXbt28fHHH5Ofn094eDgdO3akV69eREVFVeo6arVamjVrdk04jM1mIycnB7PZjM1mIzg4WL0/lWmxqxePuLi48NhjjwGoU79eXl6qPUoZSmXhQ15eHkePHmX//v1s376d1atX065dO0aNGlWt4TmCOwuNRl5UZrXKeUIVAaLcl+fOnWPq1Kns3bsXb29v3n//fRYvXkyTJk3w8vJi06ZNPP7441UmJLVaLdOnT2f69OnMnDmTSZMm0aFDh+t+by0WCytWrGDVqlV4e3vz1ltvERMTUyW21DRubm5069aNbt26VdkxGzVqpMZBS5JEfn4++/btY/v27Xz11Vd8/vnnREVFMX78+FvK+FNUVMShQ4eIi4vj1KlTapqtiuDk5ISPj49aAU4ptBAQEEBAQIBaVczd3b3O/Q5arVZ27drFf/7zH9zc3Jg7d26FnGN3AkLclsMFtwYUpNhx0mhqZJVpjx49eO+990hNTS33aXbnzp2YTKYqrzxytS12u5158+aRkZHBtGnTqmzFZ31CkiROnDjBgQMH1FWs+/fvp1OnTjz77LM3XaqyPPR6fZnTjCALhBvVe1fi1UpydaobNzc3OnfuTOfOnbHb7ezYsYPly5fz0ksv0aFDB8aNG0dERMStNUQgQA5NsFrl6W5JkrDZbGqIwujRo0lNTWXChAm8+OKLrFy5kpMnTzJr1iwWL16Mn58fAwcOrFJ7jEYjb7zxBvPnz+fNN9+kTZs2PPzwwzRq1Ejdpri4WK1mpngxR44cecdOAVcEjUaDm5ubWpnMbDazf/9+Vq9ezYwZM2jTpg3e3t6YzWZ19snZ2Rk/Pz81DMvBwUF9ODebzWr1sD179mAymWjQoAFRUVH079+fwMBA/P391ewSSlnYoqIizGYzJpOJvLw8cnJySEtLIzU1lezsbOx2OyaTiS1btmApsWDXxcVFLYvs4uKi2uPg4ICPjw9BQUF4e3urD2mJiYkkJiaSn5+PxWJBkuSsS25ubjRp0oQmTZqU6TVWcuF6enri5OSkxh5nZWWpxz558iRHjx5lz549WCwWtRJebcV110WEuC0Hv8wcjJINew2J206dOuHo6Mi2bdsYOXLkdbfbuHEjMTEx1R5M36tXLzw8PJg7dy5TpkzhxRdfvG29ElWFyWRi586dJCQkkJ6ezqlTp8jIyFCr+RiNRp577jn69OlT557ybxatVkv37t2555572LFjB0uXLuW5557jvvvuY/z48eIHXXBLKJ5bRdwWFBTg4eHB5MmTSUpK4rPPPmPo0KGsW7eONWvW8NRTT5Gfn8/+/fuZOXNmtYzN/v7+zJo1i71797J48WKee+45unfvTlRUFLm5uezcuZMLFy7QvXt3JkyYIGLTbwJnZ2e6detG165d2blzJ6tXr+bChQuq99Rut5OTk0NsbCwZGRmlQrGU1F6Ojo64ubkxZMgQ7rnnHkJCQqps3JUkSRW+6enpajaL9PR0Ll68iNlsVquMKYUYrkYRs0r1sqKiInJzc7FaraUqogUFBREVFaVWuVNScPn5+WEymUotPgM5TKZRo0Y88MAD9OjRo/5lN6oChLgtB//sfDywka3RVGsRBwUnJyc6depUrri9dOkSsbGxTJs2rdrtAbnAw0cffcR7773HzJkzmTJlCr169aqRc1cnBQUF7Nq1i+TkZIqLi9W8e4GBgWrmguzsbE6ePElSUhIFBQVkZGSwf/9+NRTA19dXHZybNm1ab8Ts9dBoNNxzzz107tyZdevW8fXXX7Nnzx7GjBlD586daz2lkOD2xGCQY26NRiOSJJGdnc1PP/3E2rVrGTduHIMGDeLbb79l2bJlDB06lF69evHUU0/RqVMnOnbsWG12aTQaOnbsSLt27fj999/573//y549e3B3dyciIoKXXnqplDdXcHNoNJobhkPY7XZVSBoMBgwGQ7WPtxqNRhWfNypjW1hYyMWLF8nOzsZqtWK32wkNDSUgIOCa+Nni4mLOnz9PfHw8GRkZZGVlcf78eXbv3o3dbufuu+9m/PjxmEwmEhMTMRqNREREqLlk7XY74eHhwqlwA4S4LYdMRxesNhsajabG0md0796df/3rX5w/f77MMn+bNm3CxcWFLl261Ig9AF5eXsyaNYtPP/2UuXPncvr0abp160bjxo2ve13MZjNHjx7l8OHDpKamkpWVhdFopGvXrnTu3LlGp09MJhObNm1iz549atqWY8eOUVRUhK+vr5rC5uqFWgp+fn4YjUaMRiNjx46lZ8+eVZJX+HZFr9czdOhQOnbsyIIFC5g3bx6ffPIJPXr04OGHHxZTY4JK4egoi1vX/+WOPnr0KK+//jrNmzdn0qRJPP/881y4cIFRo0bx0EMPsXjxYvLz82+65Hhl0el03HvvvfTr16/eP8DWVZQFbjcKuaotDAYD4eHhFdpW8bpe/WBUXFysFlQQ3DpC3JZDsV2LRiOX4KsJzy3InlKj0cjmzZt5+OGHS30WGxvLTz/9RP/+/Wv8S67X65k8eTKBgYEsX76cNWvWqAOOUhVHWdSRk5NDbm4ukiTh6+tLaGgowcHBpKWlMX/+fObPn09ERAQtW7Zk4MCB1RYAb7fbWb58OT/88AM2m4277roLg8FAUVERDz30ED179iyVkkZJLJ2ZmamK8ejoaPVHV1CagIAA3njjDS5fvsy2bdtYuXIl+/fv5/nnn6dt27a1bZ7gNkEJS1BW3b/yyisAvPnmm7z22mt4e3vzwQcfEB4ezrp161i9ejWPPPJIjYcCCGErqE50Ol2N6Yw7ASFuy8G5sBhnyUahtvqzJSg4ODgwaNAgVq1axT333KOmXzp+/DizZs2iefPmTJw4sUZsuRqNRsOIESMYPnw4CQkJxMfHq3FHVqtVzVHp4eGBl5cXLVq0UEsUKmRnZ7N3716OHj3Ktm3bWLduHcOGDePBBx+s0mntzMxM3nvvPY4ePcrw4cMZOnToDb2ter2eoKAgsdq0kvj5+TFixAh69uzJhx9+yGuvvcaMGTOqpHa6oP6jLCjz9PRU839OnjyZBQsW4OPjw+zZs3Fzc2P9+vUsWLCAYcOGMWzYsNo2WyAQ1GGEuC0HOzo0yKs2a7Im95gxYzh48CDvvPMOH3zwAVu3bmXx4sVERUUxY8aMWsnLVxKdTkdkZCSRkZGV3tfT05N+/frRr18/CgsL+fHHH1mxYgXr16+nb9++9O3bl9DQ0FsqHpGQkMBrr72GRqNhzpw5d/wiuJrCx8eHWbNm8fbbbzN37lzmzZun5gkVCK6H4rlVPLGRkZHEx8fj5uam5u6cP38+f/75J0OGDOGRRx4RXlSBQFAulVYQ8fHxdOnShaioKDp27Mjx48ev2WbXrl20adOGNm3a0KJFCyZNmlSqJvLatWtp2rQpjRs35oEHHiA/P//WWlFNFGgcKNAUl6r3XBPo9XpefPFFsrKyeOyxx/j000/p3r07M2fOrLMxRzeDwWBg9OjRLFy4kIEDB7JlyxYmT57MiBEjmDJlCp9//jmHDx/GZrNV+JgnTpzg73//O15eXnz44YdC2NYwGo2G5557jgYNGjBnzpxSqXQEgrJQFpQ1atRIDW9ycnLi5Zdf5ssvv2Ty5MmcPXuW559/nscff1wIW4FAcEM0UlkraMqhd+/ejB8/nokTJ7Jy5Uref/99du3aVWqbgoICNf+b3W5XpyynTJlCfn4+kZGRbN26laZNm/Lss8/i5ubGW2+9dc25arv2+b8cnuOP4sZo+qxh48aNNX7+HTt2sGbNGsaPH39HiLTCwkJOnDhBYmIiZ8+e5cCBA2RmZuLk5ERMTAytWrUiKiqKyMjIMoPut2/fzgcffEBUVBQzZ86s8xWC6jNJSUlMmzaN9u3b89JLL91RgqS2x62KUlfs/OADuHAB+vb9jfHjx9O7d2/GjBnD999/j91uZ8KECfTt27dGZ88EAkHdpKLjVqVGi8uXL3PgwAE2bNgAwAMPPMCzzz5LQkJCqZWCJUVFYWEhZrNZ9XyuX7+e9u3b07RpUwCefvppBg0aVKa4rW0ci8FTKsJUS4NqVVeLqesYDAZat26tVqqRJIlz585x4MABDh8+zNKlSyksLESn09G2bVt69OhBo0aNcHBwYO3ataxZs4YePXowZcqUWg/duNMJCQlh6tSpvPXWW0RERPDggw/WtkmCOoqSLSE4OBh/f3/Cw8P5z3/+Q9euXXnyySerpRCKQCCo31RKtSUlJREYGKg+QWs0GkJDQ0lMTLwmDUZCQgLDhg3j9OnTDB48WE3bkpiYWCrFVXh4OBcuXMBut1936j83N/ea96o9LYgkUYweDcU1lgZMUBqNRqOmTBkxYgTFxcUkJiZy9OhRtm/fzvvvv69uq9PpmDRpEoMHD76jvIR1mS5dujB69Gi++eYbwsLCxAIzQZkoC8rc3d0JCwvj2LFjPPbYY9x///3iuywQCG6KSrskrx5srhfVEB4ezqFDh8jPz2fs2LH8+OOPjB49usxj3IiQkJBr3vvnP//J66+/XqnjVIriYorRodXYhLitI+h0OiIiIoiIiGDIkCGkp6eTnp5OYWEhPj4+YvFSHWTMmDEkJibyzjvv8M9//pNWrVrVtkmCOoayoMzf358uXbrQv39/7rrrrto2SyAQ3MZUapVUSEgIycnJ6gIfSZJISkoiNDT0uvu4uroyevRovv32WwBCQ0NJSEhQP09ISCAoKKjcBVtJSUnk5OSUeim5EKsNu51iSfbcilivuomPjw9NmzalVatWQtjWUTQaDdOnT6d58+bMmjWLY8eO1bZJgjqG4rk1GAy88sorQtgKBIJbplKqzc/Pj7Zt27J06VImTpzIDz/8QHh4+DUhCWfOnCE0NBQHBwc13ZPisRkwYADPPPMMcXFxNG3alE8//VT16F4Pd3f3ml/wYLfLnlts6ET8pkBw0xgMBmbMmMGsWbN4/fXXeeGFF0SIgkDF3x/y8uCVV2DYMPDxAbsdJEl+KUgSFBTIL7sdtFr5PYtFftnt8quoSI7hLS6W/y4ulsVzYSFoNKDTgYODLKqVf5X/Ozpe+b9OJ28P8v91OvlYNpt8LOW8yvGUY0kSmM3yOTUa+SVJ8r7FxbJ9NtuVtun1V85Xsq1KG7VaeT+lTSWvifK5Xi+fx2a7ch5JktujpA8vKJCPodfL59Lr5VdZKNdNOZdWe+Ua2O1XzmOzlT6n0gclbVDOp9PJxykqkq+N3X6lP5TrpNFcOVfJPnFwuHINFXtK7qPcK4pNyrmV62i3X9mv5H2lnEuxUaO5sq1yfRS7S76U8zo5yS9JunJepf3K31Da1pIo7yn7KH2unFNpW1GR/G/J96++Zkp7lHtRue+V9ijfjZL3nrJPcTGYTPJ9qxyjLH+jcoyS+zo4XLn/SvbF1dffbpe3U6JJbTZ5+8GDy74Hb5VKuyQXLlzIxIkTmTNnDu7u7ixZsgRAjZG6//77+eOPP5g3bx46nQ6bzUbv3r2ZOXMmAG5ubnz++ecMGzYMm81Gy5Yt1WPUKRwdOePgTILdQlMRliAQ3BKOjo7MnDmTuXPnMnv2bMaOHcvIkSNFTKWA7t3lH8gff4R//evmjqGIQ+XH1mC48oOr1V4RrVBaoF79qkTWQfW8ijC5GkU4lhSpihBWbIMrtigiBK4IGEUUKGKvpOAuKegUMaeISOX4hYWyaAEwGuVjKAJbuQ5lUVLQKQLFZivdFqUdJcVhyXbq9aUFp3KdlIcJRSiXFEElz1VUdOVBxWq9cnylDxWBJkmlH0JK3gslr+XV2yp9o5xPuRbKfooNJfulPqM8CClCXWl3yYeBkg8BcK1gVu4P5XPl/8o+yr0uSXI/ubhUn7itdCqwmqS2U9WMcHyH8/Zc7nokjYULF9b4+QWC+oYkSXz//fd89913tG3blsmTJ+Pr61vbZlUptT1uVZS6ZqckQXLyFQ+rIjKUH0qNRv7xdXG54kVVhGtVpSG/2vN7tde1pHgueV7Fu6Z4a52dS3tiBbcvV3sgS/5tsVzr7Sz5kFXyIUU51tXHvtpbW9LTqXymPKxcbcP1HgwKC+XjOTqWvg9LPvSVtEGjub4Xv6pRrsHN+jWqJRXYHYXJRGCRnSJtsUgrJRBUERqNhoceeojo6Gg+/vhjnnnmGUaNGkXfvn3x8PCobfMEtYhGA2WsHa5RFLFc2UQ8Gs0Vj6SgfnH11H9JRCr1ylNTk3VC3F6P4mJ0khYnSWRLEAiqmrvuuov58+fz1VdfsXTpUr755htatGiBVqtFkiSCgoKIioqibdu2eHl51ba5AoFAILiNEOL2eri6YkVLgUYS4lYgqAaMRiPPPPMM48eP548//iA2NlbNmnLkyBHWr1+PTqejX79+PPDAA/j7+9eyxQKBQCC4HRDi9noUF2NHiyQV4+BwbalXgUBQNbi5uTFkyBCGDBlS6v38/HzWr1/PTz/9xK+//krHjh3p378/np6eqnfXaDTWktUCgUAgqKtUURh+/cJqtTLvhRcwoMGNOyfm1mq18vrrr2O1WmvblBpFtLtuttvV1ZWRI0fyxRdf8PTTT5OamsqsWbOYNm0a06dPZ9y4cbz11lvs3LkTs9l8zf6SJKk5uQHsdjsWiwWLxVKn213fqev3XXUh2i3afSdQV9otsiVc57wxHh4M4kMu6uPp9HpDXn311Ro7f21R11ZP1xSi3bdHuyVJIjk5maL/JVo8cuQIW7Zs4ezZs+j1emJiYggMDKRBgwYkJydz5MgRsrKy0Ol06HQ6CgsLAQgLC+OTTz7h8uXL1ZKp4Xa5rrU5vt4O16eqEe0W7b4TqO52i2wJVUARWkwaSVQoEwjqABqNplQp7kaNGjFs2DBSUlLYs2cPR44c4cSJE2RkZODv70+fPn0IDg6msLCQoqIinJ2d0Wg0bNiwAYDx48djNBpxdXXFYDBgMBi46667uPfee/H29iYhIYG0tDS6d+9eW00WCAQCwU0gVNt1MAASOhywC3ErENRhGjZsqBaQqQgdO3bk3Xff5ZlnnqG4uJj8/HxsNhu5ubls2rSJVatWqds6OTnRtWtXdHUgaWl8fDwTJkwgPT0dT09PvvrqK5o3b37Ndl988QVvv/02drudPn368Omnn4oxTCAQ3FGIEe86uAI6NLhJxeKHQSCoh3Tv3v2aaa0nn3ySPXv2YLFYiIiIICQkpE4IW4BJkybxxBNPMHHiRFauXMmjjz7Krl27Sm1z7tw5Zs6cycGDB/Hz82Po0KF88cUXTJo0qZasFggEgpqnTqs2JRw4Nze3Rs+bm5uLDrBgpVCyUFRUVOM21AZKG++EtpZEtFu0uyQtW7ZU/282m8tcrFaR41flcobLly9z4MABNaTigQce4NlnnyUhIYHw8HB1u5UrVzJ8+HA1bdqTTz7JO++8U6a4Vey7cOHCNdfC0dERx8pWMqgg4r4T7b4TEO2unnZXdHyt0+I2Ly8PoFScXU1ygOehGNa8CC+++GKt2FAb1Nb1rm1Eu+8sqrvdeXl5VVZ1LSkpicDAQHUWSaPREBoaSmJiYilxm5iYSFhYmPp3eHg4iYmJ17UPKDO0oSYQ992dhWj3nUVtj691WtwGBgaSlJSEm5sbmpqq2SYQCAS3gCRJ5OXlERgYWKXHvXoMvJ7nouR25Xk3AgMDOXPmDA4ODtccuzo9twKBQHCzVHR8rdPiVqvVEhwcXNtmCAQCQaWoKo+tQkhICMnJydhsNvR6PZIkkZSURGhoaKntQkNDSUhIUP8+f/78NdsoaLVaGjVqVKV2CgQCQXVTkfFVFHEQCASCOo6fnx9t27Zl6dKlAPzwww+Eh4eXCkkAORZ31apVpKamIkkSCxYsYPTo0bVgsUAgENQedbqIg0AgEAhkTp48ycSJE8nIyMDd3Z0lS5bQokULHnvssVKp0BYtWsS///1v7HY7vXv35rPPPsPBwaGWrRcIBIKa447z3E6ZMoXw8HA0Gg1Hjx5V3798+TIDBgygSZMmxMTEsGPHDvWzgoICHnroIRo3bkxUVBQ//vhjbZh+S9xMuydOnEhwcDBt2rShTZs2t+Wiuuu1e86cOURHR6PValm7dm2pfepzf5fX7vrc34888gjR0dG0adOG7t27c+jQIfWz26W/o6Oj2bVrF6dOnWLfvn20aNECgM8//7xUjt/HH3+c06dPc/bsWT7//PMaFbZifBXjK4jxVYyvh9TPaq2/pTuMrVu3SklJSVJYWJgUGxurvv/www9L//znPyVJkqQ9e/ZIoaGhUlFRkSRJkvTGG29IEyZMkCRJks6ePSv5+/tLmZmZNW36LXEz7Z4wYYL08ccf14a5Vcb12v3XX39Jp0+flnr06CH9/PPPpfapz/1dXrvrc3+vXr1ava9//vlnqUmTJupn9aG/6wpifBXjqySJ8VWMr7U/vt5xntvu3buXuUht+fLlPPPMMwB06NABf39/9Sl72bJl6mcRERF0796d1atX15zRVcDNtLs+cL12d+rUicjIyDL3qc/9XV676wPXa/f999+vptG6++67OX/+PHa7Hagf/V1XEONracT4ei31ub/F+Fp3xtc7TtyWRUZGBna7HV9fX/W9kvkhK5M78nbiRu0GmDt3Lq1ateK+++4rNdVQn6mv/V0R7oT+/vDDDxk0aBBarTz83cn9XROI8VWMryWpr/1dEe6E/q4r42udTgVWk9woh2RFc0febpTX7tmzZxMQEIBWq2XVqlUMHDiQ+Ph4XF1da9rMGqe+9nd53An9vXTpUpYvX8727dtLvX8n9ndNIsZXGTG+ytTX/i6PO6G/69L4Kjy3gLe3NwBpaWnqeyXzQ1Ymd+TtxI3aHRQUpD59DR8+HHd3d06ePFnzhtYw9bW/b0R97+9ly5bxxhtvsHHjRvz8/NT379T+rinE+CrG15LU1/6+EfW9v+va+CrE7f8YOXIkn3zyCQB79+4lJSWFbt26XfPZuXPn2Lp1a6nVybcz5bU7OTlZ3e6vv/4iIyODxo0b14qdNUl97u/yqM/9vXz5cmbMmMGmTZuuGVjv1P6uScT4KsZXhfrc3+VRn/u7To6v1b5krY7x9NNPS0FBQZJOp5P8/f2lyMhISZIkKSUlRerXr5/UuHFjqXnz5tIff/yh7pOfny89+OCDUmRkpNSkSRNpxYoVtWX+TXMz7e7Tp48UExMjtW7dWrr77rulzZs315b5N8312j1nzhwpKChIMhgMkre3txQUFCRdvnxZkqT63d/ltbs+97der5eCg4Ol1q1bq6/09HRJkupHf9cVxPgqxldJEuOrGF9rf3wVRRwEAoFAIBAIBPUGEZYgEAgEAoFAIKg3CHErEAgEAoFAIKg3CHErEAgEAoFAIKg3CHErEAgEAoFAIKg3CHErEAgEAoFAIKg3CHErEAgEAoFAIKg3CHErEAgEAoFAIKg3CHErEAgEAoFAIKg3CHEruGN4++23Wbp0aaX2WbNmDf/4xz+qySKBQCCoH4jxVVCXEOJWcMdgsVgYO3Zspfa5//77MRgM1WSRQCAQ1A/E+CqoSwhxK6h3FBYWMnTo0No2QyAQCOodYnwV3A4IcSuod+zatYuoqKjaNkMgEAjqHWJ8FdwOCHErqFds2rSJOXPmoNVq2b59e5nb/PbbbwQGBrJ+/XrWrVvH448/jiRJ7Ny5k++//55ff/2Vl156qYYtFwgEgrqNGF8FtwtC3ArqFX379qW4uJhXX32Ve+65p8xt+vfvT1RUFB4eHgwePBiTycSlS5f46aefsFgsdOvWjWHDhtWs4QKBQFDHEeOr4HZBiFtBvcJqtWK1WnF3d7/htoGBgQAYDAYKCwt56aWX2Lt3Lx07dmTz5s3VbapAIBDcVojxVXC7IMStoF6xd+9e2rdvT15eHn/++Wel9v3vf//LJ598wtGjR9m3b181WSgQCAS3J2J8Fdwu6GvbAIGgKvH398dms/Hzzz/z0EMPlbnN77//zqlTp1i4cCEjRoxg3759LFiwAI1Gw/LlywEYOHBgTZotEAgEdR4xvgpuF4S4FdQrmjRpwscff1zuNn369OHixYvq30ePHq1uswQCgeC2R4yvgtsFEZYgEAgEAoFAIKg3CHEruGNwcnK6qfKQhYWF1WSRQCAQ1A/E+CqoS2gkSZJq2wiBQCAQCAQCgaAqEJ5bgUAgEAgEAkG9QYhbgUAgEAgEAkG9QYhbgUAgEAgEAkG9QYhbgUAgEAgEAkG9QYhbgUAgEAgEAkG9QYhbgUAgEAgEAkG9QYhbgUAgEAgEAkG9QYhbgUAgEAgEAkG9QYhbgUAgEAgEAkG9QYhbgUAgEAgEAkG9QYhbgUAgEAgEAkG94f8B83d9YX7TI04AAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 700x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def do_plot(name, ax=None):\n",
" if ax is None:\n",
" fig, ax = plt.subplots()\n",
"\n",
" d = meas[name]\n",
" ax.plot(d['adc1'])\n",
"\n",
"do_plot('pi3hdx_clipline_offset_b_mesh_p0.6mm')"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "ab54ba7f-1e18-4373-899c-30e740399a55",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x300 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with plt.rc_context({\n",
" 'legend.fontsize': 8,\n",
" # RC config from ChatGPT:\n",
" \"font.size\": 8, # General font size\n",
" \"axes.labelsize\": 8, # Axis labels\n",
" \"axes.titlesize\": 8, # Axis titles\n",
" \"xtick.labelsize\": 8, # X-axis tick labels\n",
" \"ytick.labelsize\": 8, # Y-axis tick labels\n",
" \"legend.fontsize\": 8, # Legend font size\n",
" \"figure.titlesize\": 12, # Overall figure title\n",
" \"mathtext.fontset\": \"cm\", # Use Computer Modern for math\n",
"\n",
" # Line and Marker settings\n",
" \"lines.linewidth\": 1,\n",
" \"lines.markersize\": 3,\n",
"\n",
" # Tick settings\n",
" \"xtick.major.size\": 4,\n",
" \"xtick.minor.size\": 2,\n",
" \"ytick.major.size\": 4,\n",
" \"ytick.minor.size\": 2,\n",
" \"xtick.direction\": \"in\",\n",
" \"ytick.direction\": \"in\",\n",
"\n",
" # Axes settings\n",
" \"axes.linewidth\": 0.8,\n",
" \"axes.grid\": True,\n",
" \"grid.linewidth\": 0.5,\n",
" \"grid.linestyle\": \"--\",\n",
"\n",
" # Legend settings\n",
" \"legend.frameon\": False,\n",
"\n",
" # Figure size for single-column figures in print (inches)\n",
"# \"figure.figsize\": (3.5, 2.5), # Adjust based on journal specifications\n",
"# \"figure.dpi\": 300, # High resolution for print\n",
"\n",
" # Savefig settings for high-quality output\n",
" \"savefig.dpi\": 600, # Ensures high-resolution images\n",
" \"savefig.bbox\": \"tight\", # Trim extra whitespace\n",
" \"savefig.transparent\": True, # Avoid background color\n",
"}):\n",
" fig, axs = plt.subplots(2, 1, sharex=True, figsize=[7, 3])\n",
"\n",
" for name in [\n",
" 'pi3hdx_clipline_offset_b_mesh_p1.0mm',\n",
" 'pi3hdx_clipline_offset_b_mesh_p0.6mm',\n",
" 'pi3hdx_clipline_offset_b_mesh_p0.4mm',\n",
" 'pi3hdx_clipline_offset_b_mesh_p0.3mm',\n",
" 'pi3hdx_clipline_offset_b_mesh_p1.0mm_manip_short',\n",
" ]:\n",
" d = meas[name]\n",
" axs[0].plot(d['adc1'])\n",
" axs[1].plot(d['adc2'] - d['adc1'])\n",
"\n",
" axs[0].grid()\n",
" axs[1].grid()\n",
" axs[1].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" axs[1].set_xlim([465, 750])\n",
" axs[0].set_ylim([0.25, 0.45])\n",
" axs[1].set_ylim([0.05, 0.15])\n",
" fig.tight_layout()\n",
"\n",
"#fig.savefig('../paper/fig_edge_risetime.pdf')"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "035306ff-c645-47ca-8358-87ecd626bd4d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x300 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with plt.rc_context({\n",
" 'legend.fontsize': 8,\n",
" # RC config from ChatGPT:\n",
" \"font.size\": 8, # General font size\n",
" \"axes.labelsize\": 8, # Axis labels\n",
" \"axes.titlesize\": 8, # Axis titles\n",
" \"xtick.labelsize\": 8, # X-axis tick labels\n",
" \"ytick.labelsize\": 8, # Y-axis tick labels\n",
" \"legend.fontsize\": 8, # Legend font size\n",
" \"figure.titlesize\": 12, # Overall figure title\n",
" \"mathtext.fontset\": \"cm\", # Use Computer Modern for math\n",
"\n",
" # Line and Marker settings\n",
" \"lines.linewidth\": 1,\n",
" \"lines.markersize\": 3,\n",
"\n",
" # Tick settings\n",
" \"xtick.major.size\": 4,\n",
" \"xtick.minor.size\": 2,\n",
" \"ytick.major.size\": 4,\n",
" \"ytick.minor.size\": 2,\n",
" \"xtick.direction\": \"in\",\n",
" \"ytick.direction\": \"in\",\n",
"\n",
" # Axes settings\n",
" \"axes.linewidth\": 0.8,\n",
" \"axes.grid\": True,\n",
" \"grid.linewidth\": 0.5,\n",
" \"grid.linestyle\": \"--\",\n",
"\n",
" # Legend settings\n",
" \"legend.frameon\": False,\n",
"\n",
" # Figure size for single-column figures in print (inches)\n",
"# \"figure.figsize\": (3.5, 2.5), # Adjust based on journal specifications\n",
"# \"figure.dpi\": 300, # High resolution for print\n",
"\n",
" # Savefig settings for high-quality output\n",
" \"savefig.dpi\": 600, # Ensures high-resolution images\n",
" \"savefig.bbox\": \"tight\", # Trim extra whitespace\n",
" \"savefig.transparent\": True, # Avoid background color\n",
"}):\n",
" fig, axs = plt.subplots(2, 1, sharex=True, figsize=[7, 3])\n",
"\n",
" for name in [\n",
" 'pi3hdx_clipline_offset_a_mesh_p1.0mm_manip_scope_probe_none',\n",
" 'pi3hdx_clipline_offset_a_mesh_p1.0mm_manip_scope_probe_a',\n",
" 'pi3hdx_clipline_offset_a_mesh_p1.0mm_manip_scope_probe_b',\n",
" 'pi3hdx_clipline_offset_b_mesh_p1.0mm_manip_short',\n",
" ]:\n",
" d = meas[name]\n",
" axs[0].plot(d['adc1'])\n",
" axs[1].plot(d['adc2'] - d['adc1'])\n",
"\n",
" axs[0].grid()\n",
" axs[1].grid()\n",
" axs[1].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" axs[1].set_xlim([465, 750])\n",
" axs[0].set_ylim([0.30, 0.45])\n",
" axs[1].set_ylim([0.05, 0.15])\n",
" fig.tight_layout()\n",
"\n",
"#fig.savefig('../paper/fig_edge_risetime.pdf')"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "ad413015-63aa-4c37-aa97-aa465f2f45e0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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3WMK5RlEUzA4zNdYaFBTiAuJOuH9ECHFyDa2vzabKlBmOAhByFhYx+DsykkL58u7+jJ3tx8DaZD49MpeHk1K5beltPNrtUUa1GSUFSQjhNaqNZQBEhiWdsWNGBOqZOPoaZn9QxCvM4CGW8eQaHf/X5//QqDVn7DzNWYW5gq8OfsWao2uotlZTba2mxlpz3NXopKAk+iX2o19iP7rGdEWnadxiEkKIEzWbBja/ZC8A0aGtPBzJHxLD/Jk/qQ93feLHIzlxTC94m7eiIvjPhv+ws3wnT/Z8El9t4ycFb84URaHWVku5uZxqazUAapUaFSrUKjVqlRqdRkdKcIoUYSG8SI25Eq2iEBkef0aP26tVBOsG3MDGlaW8oPqKR/kOnUbH1F5TUaua1WrlZ4yiKGwp2cIX+79gWd4yNCoNFyZcSJvwNoToQgjRu7dQfSg2p401hWv4Oe9nPtn7Cf5af3rF92JA0gCGpAw5536HCNFUmk0De6TUvQJWQvTZXcSgsYJ9ffhgTDemLvLn8o0RfKF6gw4BZp7JWUJ2VTavDniVxKDmcdW4sY7WHWV53nK2lGyhzFRGubmccnM5Ntfpb8bQqrSkhaXRLrwd7SLa0S68HW3C2+CnPf2Ka0KIpmewVhPkUggJ+nvzwJ7KvRelccPBm7igrIRnyzfyBF/hr/VncrfJ59QnVSa7ia8OfsWX+7/kUM0hUoJTeKDzAwxPG06I1h9MlWCuBHOV+3n1IUDFwI4TmdJjCtnV2fxa8Csr81fy1JqneG3La9zY7kZGtRlFiP7vT28mxPmo2TSwRdVHCHK6iE9s6+lQTuCjUfPciI4sSA7j8q/DmO56i4+Ne3hA48eob0fxYr8X6ZvQ19NhnpaiKGRXZ/Nz3s8sz1vOvsp9+Kh96BzdmZahLekR14NIv0gi/SKJ8o8iRB+CChUKCoqi4FJcuBQXJoeJA5UH2Fu5lz0Ve1h8eDEOlwOdWseEThMY23EsPmofT6crhPgTo8NAgNNdz840rUbN66OzuOL125lrr+BfNQX8Z+9covyjGNth7Bk/X1NzupwsOrSIN397k2pLNQOTB/J4j8fpHtYO1d5F8OloOLLmpO9VUIFagyrtUtIzrie97U2M6ziOvNo8PtrzEe/veJ+ZO2dyTfo13NL+FmIDYps4OyG8U7O5iWvS+8Mo4DDzxuzC16f5jp06UGLg7rmbuLn2fa7U/MDjaVmstlcwodME7sy4s1mO+yo3l7PgwAIWHVpEniGPAJ8ALky4kIuTL6ZvQl8CXS6w1oLV8Pv25+eGE7/vckBiN0jtD7GdsCtODlYfZEnuEj7a/RGtw1rzTO9naBfRztOpC3FWeONNXI9/eRXFzjIWTNh51s734+5iHv54JasinufjYCczfOE/ff/Dla2uPGvnPNs2Fm3k5c0vs69yH0NTh3J/5r3Elx+CbZ+i7F0EdjP5Id34VduLHFswR0y+5Jp1VLkCqSaQYIxc77+ZG33Xkmjag+IbguqCqyFjNCR1p8JSyaf7PuXzfZ9jspsY1nIY92TdI42sOG81tL42mwZ29Nu98VHXMOfOXZ4Mp0GMVgdTvtqJ386PecbnQz5IbsN0jYlucd148cIXifCL8HSIKIrC9rLtfL7/c5bmLkWr0jI4ZTCDUwbTI6YbupLdsP872Pc9lO39y+O4fAJw6YJA795U+iDUuFAVbAaHGfzCIOVCaNkfWl3EbsXMU2ue4lD1IW7rcBsTMyai1zTdfL5CNIV/0sBmZ2dz6623Ul5eTmhoKB9++CHt2x8/dCo3N5cxY8bw22+/0bp1azZv3nzc699++y0PP/wwDoeDjIwM5syZQ2DgiUMD/hznffOGYHeamDtxW6PzbYx/L9rNyo2bWRr0LP+JCmWR1sFbF7/tFZ9S/dmR2iNM2zyNX/J/oVNUJyZn3E3HnI3Y172H3lhIkTaBz219+dLWB4NvLFnJYSSE+hId5EtMsC+xIXqig3yxOlx8u6OQxduLCDEe5rbADQxXryLIWgKR6ZB1E2SMxqQPZGH2QmbtmoXRbmRCpwnc0v4WuddAnHe8roEd8lYGrVRa3r5r8+nf1AwoisJnG/NZtHghr+neJdfPyGNx8Wh1gbwyYBpZ0adeuOFssTqtfH/4ez7b9xl7K/eSGJjI9W2v56rUywkp/A32fQf7l4ChCMUvjKLo/mxUZ5Bv9eeoWUt+nYY8o5Zqly9GfHGdZKpgrVpFRrw/V0UU0Fu9m+SaTfgUbQXFCV1vx37RE8zK/oIZO2aQFJTEM72fkanHxDnlnzSwF110Ebfccgtjxoxh/vz5TJs2jXXr1h23T2VlJXv27KGmpoapU6ce18DW1dXRqlUrVq5cSdu2bbn77rsJCgo66dLbf45z/LyBBDo0zLpz499LuoEsdicj311LVN1+3lee4sGkZDZqXMwePJsLIi84q+c+ExRFYdauWbyz7R2i/KK4v+ME+ubsw2fz+2gdRr5y9GGR5hL0KT3p2SqSXq0iaBcXjEZ96rG+DqeLtYcq+HrbUX7cVUiGYyf3ha+nq3kNasUJ6UOg8y3UJfVg+q73+XTvpyQFJfF498fpndC7ibIXwvO8roHt+XY7BqhieH7SL54Mp9F2F9Yw+dN1XF87m8E+y3gkKZXtagcPdHmQW9rf0mQ3MFSYK/hi/xd8vv9zqixV9E3oy/Vtr6evbxzq3z6GbZ+BsRRXaAvyoway2JrFzCPRVFsVEsP8aBHhT2ywH7EhemJD/IgN9iU8QIfTpWBzuLA5ndgcLqwOF9UmO1uOVLEpt5KiGvcSkh2j1EwMWc+wkvdR+UfAFW+QHZHM1LVT2VW+izsy7mBip4nNcoiFEI31dxvY0tJS0tPTKS8vR6vVoigKcXFxrF+//oQVDQFWrFjBww8/fFwD++WXX/Lhhx/y3XffAbBnzx6GDRtGbm7uKeO86YsLSXYE8/bEUy/rfSYUVpsZ/s4aLvffyyN1TzM+tQ0FPho+HjqX5ODk0x/AQywOC1PXTuX7nO8Zm34DQ49UkLz/E9QuO/O5mIJ247m0VxcyEkPQ/oOxxGabk0Xbj/LeysNUlpfwYOw2rlH9QkDVXghOgEHPkh3fkec2Ps/mks1cknwJk7tNJi4w7gxmK0Tz5HXzwNZoIEj9z5c4bGoXxIfw5b2X8Oy3CXy3uStvFMzkk1AHr2x+hRX5K7i5/c30T+x/1hq3wzWH+Wj3Ryw+tBiNWsPwVsO5qfU1tCjYBstehCOrUXxDOZJ4BV86+jEnJ5i6YietowO5tW8cl3WKIz0mqNHnvbV3CgAFVSY25VayKbeKJ3b24SNdOz4I/JiAuVfTOusmPr7kLf578Eve3f4uW0u28sKFLxDlH3Vm/yMI4SXy8/OJj49Hq3WXXpVKRXJyMnl5eSdtYE8mLy+PFi1a1H+dkpLC0aNHcblcqNUnb6pqa2sxqpzo8aW2thYAvV5/1pbrjg/147+3dGXUDDutkh7incMvcXOr9tyx7A4+HvYxkWdgOdszrdRUyn3L7+Ng9UHu1vbglqWv4VLge7/LUfe+m6t6dCJQf2Z+ZfrpNIzqlsw1XZJYsquI6b/EM7WoDyNjy3k04Fui54+lddolfDD0ZZbU7OOVza8w/JvhvHjhiwxMHnhGYhDC2zWrSfpC/c7s/IRNxV+n5fmrO3Lr6JsY7niJFpVdeae4FFvRdu775T6GLRzGrJ2zqLJUnZHzKYrChqIN3PXzXQz/ejgrC1YyMeMOlvV5mSnlFbR4/1L4agJlRhuzoqeQYXyTAbuG8lNVLOMvbMWyB/qx7MH+PHBp+t9qXv8sMcyfEVmJPDeiI4vu7kuNbzw9Cu5hb9dnYfc3aN7rw0TfFGYOmsnhmsNcu/ha1hetPyP/HYTwRv/7qczf+RCssZ/sJCUlUaeCssIqQkJCCAkJOemQgzMpMymUaddl8EROJ/Yk3cGMnL3YLNWM/3E85ebys3ruxtpVvovR346muK6YKcW+jD8wn/Xhwzly80aueewDru7X+Yw1r3+mUau4vFM8393blw9v606+Xxu6H7qNd+P/g6t0H6p3ezHs6D4WX7mQvgl9uX/F/SzMXnjG4xDCGzWbK7AAUSHNZxGDv2NoxzgykgZx/7xoNEe68opqAdWOfD5LCGT6treZvm06Q1OHclnLy2gX3o5Q39BGHd/isPDd4e+Yu3cuB6sP0jqsNc92eYRh1ZX4rPoAVdlejPooluuH8rqhB4cKYshMCmXSJbEMviCW1MiAs5P475LC/Zl/Z28emLeNYWucPDtgHjeWvYbqs1F063wLXw6ew+MbnmXCjxOYmDGROzrdIUMKxHklKSmJgoICHA5H/RCC/Px8kpMb/rF6cnIyy5cvr/86NzeXhISEv7z6CpCbl8vlyy8nPbU9NTXu956tq69/dnmneHLKjNywTGFl2wpm5n7DuFQ1t/1wGzMHzSQmIOasx3A63x/+nqfWPkU0EUw7vJ9ol8KeSz5k4IVXNVkMKpWKAW2iGdAmmu92FPH4Qi3zdS8yN/0X4pb/HwE7vuDly1/lOX0YU9dOpcJcwbiO486pOXaFaKxm1cAmRHv/tEvxoX58Nr4n762MYsiKjvR1buKpooU8ZMtlYWpn5h1dzTeHvgEg2i+a9PB00sPcW3JQMkG6IAJ1gQTpgurv3i8xljBv/zy+PPAlNdYa+if249GYfnTYtxr/3+7Hqaj5ka58anuUDY4MukRFcEvPWAZdEENcSNMuLBCo1zLjpi5MW7afJ345xNbMKbw47DJ8lv2LyCNreW/EDGbGdGX69ulsKdkiQwrEeSU6OpqsrCzmzp3LmDFjWLBgASkpKQ0ePgAwZMgQ7rrrLvbt20fbtm2ZPn06119//Snfo9a4lzUN8o1o8mm/7r4ojUNldQzdNZy1aQY+zPmJ21PSGfPDGGYNnkV8oGc+eSs3l/POtneYf2A+Hc2RzCreQGFQV/xum0OH8ASPxARwWac4MpNDeWDeNnr/dhH/7tafm8tfRzN7GE9c+RaRmZN487c3KTeX82j3R8/Z1c6EOJ1mcxNXl3fa8OUVy0hNOnPrdHtarcXOpxvymPXrIXpaVvKE/9dE2gs4ktKTA2HxHND7ckAxs7/uKMWm4hPe76P2IUgXRK21Fr1Wz/DYC7mkuJr2h38kwFHNDlcqC10DyI0bSqfWKfRsFUHn5LBmM4/uN9uO8sj8HVwQH8zMy0KJ+GESlOyCgVPYlNaHR1c9jsPl4Jk+zzAgaYCnwxWiwf7JLAT79+9nzJgxVFRUEBwczJw5c7jgggsYN24cV155JVdeeSVWq5VWrVphtVqpqakhOjqam2++uf5j/0WLFjF58mQcDgcdO3Zkzpw5J43jWJxb9/zCLRvv4cHQUdw2/Ikz8t+gMSx2Jzf8dz0FFXX8nPEzhh0zub1FGk6/EGYN+oCk4Kar+2aHmY/3fMysnbNwORVGljp4uC6Hki4PkXDZv+AUV7KbktOl8N7KQ7y27AAd4wL4KPZLgnbPhRHv8YWvmv9s+A+XtriU5/o+J1NtiXOK181CMOSN1syfsJsA33NvBSeL3cmCrQXMXJFNl9ofGeG/nTZKLpEOd9Pq1PhSGdmWkvBEarS+VGt8qFVrqVFrqAF86uoYlruNtpaDlCnBLNMOpKr1SC7I6kX31HD8dc3qQvpxtuVXc8fHm1EUeG90Bzoffg9Wvw4pfaka9iJP7XqPFfkrGNVmFA91fUiWohVewdsWMli65hMeyn6epxPu4epLJngklvI6K1e9swatWsXXPQ5g+XUK45OSMfmFMnPwLFJDUs/q+V2Ki8WHFvPmb29Saa5ggDGIJ0p3o/WJxPf62ehb9jmr5/+7tudXc9/nv1FuMPNLm6+IOjgfRrzPTyFhPPrro2RFZ/HawNcI0v2z+xmEaC68roG97tU2zHtgnydDOescThdLdhWz9lAFeZVGKitKCavZRztVLheoj5CkKiUEI6EqIyEY0avcH/vZFQ2b9d2pSLuGVr1H0DYh3KvGPpUaLNz1yVa25Vcz9YoLuDE6F9VXE8FuRBnxPl9Sy0ubXiIxMJEX+71Im/A2ng5ZiFPytgb20x+m8VzxbN5o+xwX9bjCY/HkV5q4/v31qFSwcLAV9dI7GBcdRrVfMO9c8t5Zmyd2XeE6Xt3yKvsq93GREsTDBfvROkKo7TyJNkMmgc7/rJz3TDFaHdw+ZxN7Cqv5NX0BodkLYORMNkUmc9/y+4gJiOHti98mIdBzQx+EOFO8roEd93In/vvwdk+G4hF2p4vCajNHKkzUmO3otWp0WjV6rQZflQ0/Ry0RYaFERXn+Zod/wuZw8X/f7eGjdUe4rmsizwxKwPfbu+HAD3DRFA51HMHkVY+SU5PDg10e5MZ2N3pVky7OL97WwL47/zHeqfuWT3p9TKf0TI/GdLTazA3/XY/d4eLLkeH4LbmFOwJc7PNR0zehL2M7jKVrTNcz8u9/X+U+XtvyGmsL15KJLw8V5hJsieDb4FFcfesDJEaG/vOEmojBYueG/26gpNrI8rR5BB74Gq6dzeH4jkz6eRJmh5m3L3qbjlEdPR2qEP+I1zWw973cm9cfXuPJUEQTmL+lgH99tZN2sUG8e2MW8dvegJUvQrsrsV7xOq/vmsncvXMZ1GIQ/9f3/2RIgWiWvK2BfeHjO/jEsZofL19JbKTnl7ouqbUw+r/rqbM4mHdjGok/T+CHqt3Mjksh21FLx8iOjO0wloFJA//WTCWFdYW8/dvbfHv4W1qo9dxflE+6I5YX6q4guse1PH5ZB3Ta5jHWtTEq6qxc+946HA47S1t8gl/2YrjuIypTenHf8vvYW7mX5/o+x6CUQZ4OVYi/raH1tdn8Cw7Uhnk6BNEErumSyIKJvSmvs3HF22vZmDIRRn0Ch5aj//ByHk27ltcGvMaqo6u4dcmtFBtPvLlNCNE4Bms1QS6F0OAQT4cCQEywL/Mm9CLU34dr52ZzeOg8rujxEAsOH+Bdkw5fh50HVjzA8G+G8/GejykxljTouOXmcl7Z9AqXf3U56478xBNVBj7NK2ON+VYusz7PsOsnMXV4J69sXgEiAvV8PK4HdkXN1UW3Yms9DL64lfDDq5k5eCYXJV3EQysfYtbOWX9rfmHhOYqiyM+skZrNFdgX372dyRNnejIU0YQq6qzc9elWthyp4v+u6sCoFib4fDSYKuCaD9gfnsQ9y+/B5rTx+sDXyYzO9HTIQtTztiuw9787jN3aHH4ct8fTIR2n0mjjppkbKKox8+boLPoElaL+ZhIU72Bnt5uZ7afml4KVOFwOMqMyGZQyiEtbXEpsQCwAVqeVrSVbWVe4jnVF69hXuQ9/tY5bjXZuLi1kkTKIabYRDOnalrsGppEQem58onOw1MC1760jLULPZ5Gz0e77BoZPR8m4nunbp/Pe9vcYkTaCJ3s9iY/63LsxurlQFAWL04LZYcaluOo3RVFw4cJkN1FgKKCgroB8Qz75hnwKDAWUmkpxKS6cirN+X5fiQqPSEO0fTWxALLH+scQG/v4Y8McWpg8754fXed0Qgplzn+H2G5/0ZCiiidmdLqYu2s2nG/K4vW8qjw+MQ/vVeDj0Mwz8FxVdxvDgrw+zs3wnU3tNZXjacE+HLATgfQ3sHW8PoNinjK8n7PJ0SCeoNtm47cNN/JZXTUKoH1dnxjBG+YaITa9CRCtqe05ihbOSHyt3sbbsN+wuOxlRGQT6BLK5ZDNWp5VIjT+9VQH0qK2kX9kR9rg68oz9Zrp07cmkc6hx/bPt+dXc8N/1dG0RwgcRn6LZ9hEMewW6j2fxocU8tfYpusd259UBrxLgc3YXsfFGVqeV7Krs+gazwODe8g351Npq0Wl0+Gp83Y9aX/QaPSpUGB1GjDYjdfY6jHYjTsV52nPpNXoSAxNJCkoiMSiR2IBYtGotKlRoVBpUKhVqlRqHy0GpqZRiYzHFpmKK6oooMZVgd9nrj6VT64gJiKlvciP8Igj3Da9/DPcNJ8oviki/SK9tdL2ugf1u6TyGDbrOk6EID1AUhY/XH+HpxXvomxbJW9d3Inj9NPj1ZUi7BPtV7/B/O6azMHsht7a/lQe6PCCrdwmP87YG9uY3e2DXmfnsjuZ5o6zLpbD5SBVf/VbAtzuKMFgcXBFbxVOud4iq/eOqsUGtZUVEHD8G+GFzOehZU0Efk4lUB+RoUtlgbcFKJYuYzlcw6aLW52Tj+mdrD5YzZvYmBrWP5s2IBajXvwMXPwUXPsSGog3c/8v9JAUlMf2S6UT6RXo63GahsK6QefvnsTB7IdXWagBCdCFE+cUToI5G7YzAYffDqdhxKjYcig0ndlyKDY3KSahvMJH+IcQEhRIfEka4XzC+ah0aWx1qS+3vWw0qczW+LgcJISlEhrVCHZwAwfEQEAVqDbicYKoEUzkYy8BYDpYa92tqLah9QKPFpdJQqdgpwUmxy0qx00ixrZZicxklphIqLZVUmCuos9cdl2eUXxQZURnuLTqD9hHt6xdHau68roH9bdtvZGZkejIU4UGrs8uZ9MkWooL0zLy1G6nV62DBePDxR7lmNp8as3lp00v0jOvJS/1eIkTfPMbyifOTtzWw17yRRaBOzeyJmz0d0mlZ7E5+2VfKwt+OsmJ/Kb5OI3GqClpoK2njW02qrppEdQV1Dg0r6hL5zZFKuX8a3dNi6d0qggFtookN8fV0Gk3mh11FTPpkKzd2T+aZsO9QrXge+twPl/yb/VUHuPOnO9FpdMy4dAYtglt4OlyPUBSFjcUb+WzfZ/yS/wt6tR+t/S9CY+pMcUUguaUKNqcLgChfJ1mBNSS5CkhyFZLoKiDJWUCC6yiBivGEYztQo8V1wvfrVIHY1L6EuKrQ/PkqrUoD+iB3s8o/aL98/MEvDPwjICAKq38EVf7BVOj8KdZq2aVxsa0uj90VuzE7zGjVWtqFtyMjKoPM6EwyozKbxVLOJ1NaWUpMRIz3NLAFxaUkxMiSoueznHIjt8/ZREWdjfdv7kKPCDN8eRsU/gaDnmV9ciaP/DqZAJ8A3hj4hswXKzzG2xrYYW90oIUumOkTvWuml2qTjYOldZTUWik1WNyPtRZKDBaC9D70TougV8sI0qIDvfbj0jPh8415PLZwJ/de3JoHA5fB0n9B19th2CsUmoqZ+NNEqi3VvHPxO+fVNFtOl5PP937NBztnU2o9go8zDmN5D6xVWXTyqWBE6EFa66pIVJcT6SjB31yE2lzxxwF8QyAyHSJaQ2QaBMXjUhQMFhtVdWaq6qxUGS0YbAq1mjBqNeHUqMOo0YRix4dai4NDJTXUVZUQTSWxqkra+teRHGDH5RcO/pGoAiLxCY5GHxKDPiAUu9OJzWrFZrNht1ux22woDguBmAjGSKBSR6BSh7/TgJ/DgN5eid5Sic5ajtZcgdpUhtpmcMfvF44jsTsHYtPY7hfINlsF2yt2cbTuKABxAXFkRmWSGZ3JpS0u9eiy7naXnXWF6/gh5wd+3P8jW8Zv8Z4Gtrn/IhBNo8Zs5865W9h8pIq3R2cxqG0ELJsK69+B9sM5evEU7l/7BLk1uTzT5xmGpg71dMjiPOQtdetYnAPfbEeGLp7X7vjJ0yGJs+TdFYd48Yd9TL2iPbf5rYJF90L6YLj6fWpUcPfPd7O/aj+v9H+Ffon9PB3uWaUoCktylvHCuteochTgMLQj0nUx3WN7cHFYGX0LPyA453vQ+kJIEoQkQmgShCS7n4e1cDetAZFwBv4wMtucHCqr40CJgf0lBnLLjVSb7NSY7VSZbFSZ7NgcJ17F9fVxzwnvo1Fhtbsw2Z04Xadv2YIwcXFQHgP9c8hkHwl1u9E6TSgaHaq4TMriO7E9OIJtajvbqrPZXbEbRVHon9ifkekj6RPfp0mG6rkUF1tKtrAkZwnLjiyj2lpNQkALUtXdeW/kVGlghfexOpw8MG8bP+wq5oWrO3FdtyTYswi+uQsCojBfM4unD83ju8PfMeaCMdzX+T606ua7nK4493hL3ToWZ/e323KxLp3nxn/j6ZDEWaIoCs8v2cf7vx7m9VGZXBW4Bxbc7h5zef1nWMKSefTXR1lZsJKnez99zt4Uu/boOp5Z8wpHzQdwGlszKO42nrh0EJGG/e45x/d9C6EtoN/DkDEaNM1jlgaL3YnB4vh9ISP3drJPFexOFyabE4vdicnmxOZwYbE7sf7p0WCxc6Ckjr1FtewtqqXCYKKd6gi9fQ4yKCSPC5z78DMVug8YmkxtYle+i01lQeUO9lftJzYglqvTrmZE6xH1M378HXW2OjYUb2Bd4TpKTaUY7e6b30x2E7U2AwarAbtiI0gJpqUpmgsqVHS2VRFtK6TzSwekgRXeyelSePKbXXy6IY/HhrZlYv9WUHEI5t0MVTkol7/BJz42Xtn8Cl1ju/LihS8S4ef5CdrF+cFb6taxODtMb8sov648MeZjT4ckziJFUZg8fwdf/XaU92/pwkVRdfD5DVBzFK5+H2f6YJ5d/ywLshfwePfHuaHdDZ4O+YzZU7GHp1e/xJ7qLTjNSXTyH83zw64m1boffn0F9n8HYanuxrXTqGbTuDaFijore4sMbMuv4tsdRewrNpDmW8uYpFIGBuQSX7EOVdlelPgsdmdey3x7KUtyf8DsMNMqtBUdIzvSIbIDHSM7khaW9pdTs7kUF/sr97OmcA2rj65me+l2HIqDhMBkwjVRYLSgNRkJsNQQ7ailhauKzjYTGVYbLjQY/eJxhaViD0oi+oZ3pYEV3ktRFF5bdoA3lx9kQr+WPDakLWqHGb59AHZ8Dt0nsCljBA+vfhyAp3s/zYCkAZ4NWpwXvKVuHYuz3bvtGBd8MQ/e8JanQxJnmcPp4s5PtvLrgTLmjO1OzwQdfDXRfeVxwOMoFz7CK1tf5aM9H3Ff5/sY13Gcp0P+R8x2M1NWTmNZwRc4rdHEOK/iP5deR2/nZlj3NhxZA+Etod8j0PE60MindQdKDCzaVsii7YXkVZqIDNAxJuYQI0xfklC9GWdYSyy97uTn0Ai2VexmV/kuDlQdwKk40Wv0tAlvg16jx+Jwz4Frdlgw2syYHEZsLgs++JBsi6CdUU2PWgPdnUXEqyoBsONDhX8Ktoj2BCR1IqxFR9QRrSA0GbQ6wAtnIWjuvwiE53y4Jod/L97D1Z0TeHFkJ3zUKtj8AfzwGMRlUH7Fa/x71wxWFqxkZOuRPNLtEZn3UJxV3lK3/tzA3h91LRNGPu3pkEQTsNid3D7HPbfuh7d1p3uLUFj1CvzyH2hzGcqIGby3fy7Tt01nbIex3N/5fq+7Cc5kc/DmmqV8njMNh6qKEMtlPJh1IyPUa1Cvnw6VhyCxO/S+G9pe7p6eShxHURS2F9SwZFcR2/Kq2XW0hlb2A0zULmaIZhN1mlCKA9ph8o2hxi+SHF8Nh7Q28qnGZjWhtpjRWY0E2o1EKUZiFANZNhOZFisqtFT5JmEMaokzojXByR2JaNkZdVTr0179lgZWnFO+2XaUh77YTlp0IC9d04lOiaFQsAW+uAUcZpTLXmWB1s5Lm18mwjeC5y58jqzoLE+HLc5R3lK3/tzATk25i1FD7vJ0SKKJmG1Oxn64iR0F1Xx0e3e6tAiH/Uvc0xNGt4Mbv+Sjw4t4efPLjGozin/1+BdqVfNfYrew2sx/V+9lfs4MCF5LEK15OPNfjKhbi2r1q+7pqdpdAb3uhqTung7XqzhdCjnldewoqOHowZ2k5H5BpK2ACGc5EUoFEdQct78LNTW6WCxByWgiWhIU3xq/2LbumRvCUv721W5pYMU5Z9fRGh5dsIO9RbXc3jeVBy5Nx99eA4vuhv3fQ8uB5Pd/iMd3z2Bn+U7GdhjLnRnuORCFOJO8pW79uYF9veP/MajP1Z4OSTQhk83BmNmb2FNYy0e3d6dzchgc3QIfX+3+yPbmr1lwdAVPr3uay1pexjN9nmnWS8/+sq+Ue7/5FCIXotWaGNfhbu5M7Yf660mQtx663e5uXMNTPR3quclhRTEUYa8pQhcU7Z7BQXvmf782tL42/z+3hPhdh4QQvr6rD5OHtOWjdUcY/PqvrCp0wejPYPQ8qMohac4IPtSmcneH8Xy460OGfz2cH3J+wKWcOEWJEOeTiNAET4cgmpi/TsvsMd1oFxfErbM2si2/GhK6wJjvwFAEHw5jZFwfXur3Ej/k/MDN39/M4erDng77BC6XwvNL1zLpp3shdhbdEtrw7dVfc5dGh/q9fu6b1G77Hi6bJs3r2aTVowpLQZfSCyJanZXmtTGkgRVexUejZmL/Viy9vx+Jof7cPGsjD32xnfKEgTBpA/R7BO3G9xn/yzvMbzeBtNBWPPLrI9zw3Q1sLNro6fCF8JjoiGRPhyA8IECvZfZt3WkdE8jNszaws6AGYjvAmO/BUgsfDGFIWHs+GvoRRruRaxdfy5zdc5rNH/2VRhNXfPwMnxTeTXBIIS/0fZFZF75AwvePw9d3uocL3LkGWvT2dKiiiUkDK7xSSmQAn47vwUsjO7FsTzH9X/qF11bkUdfrIbhrAyR0ptV3j/HWkUPM7vI4apWa23+8nUk/TSK7KtvT4QvRpPxdLsJDIz0dhvCQQL2WOWO70yoqkJtmbWB3YQ1EpcPYJaC44IOhdFT78+UVX3Jdm+t4ZfMrjF06lgJDgUfj/nrfSi76/ErylIUMiLuSn6/9lsusDlTv9obcVXDdRzDiXfBtvsN4xNkjY2CF16sy2nh35SE+XJtLoF7L3QPTuLFnMvrcX+DHJ6F0D0qHa/ix3UW8sf8TjtYdrV8POisqi8zoTMJ8wzydhvAi3lK3jsXZ7610Vty1z+vuNBdnVq3Fzk0zN3C0ysy8O3qSFh3k/vj9o+FgrXU3hMk92VS8iSdWP0G1tZpHuj3CyNYjm/T/nWJjMZOXP8dvlb/gY2/Fy/2ncHHdAVj7JpTtg7RL4Mq3ITiuyWISTUdu4hLnncJqM2/8lM2XW/KJC/HjwUvTuSojFs32T9zTx5irsfeYwKKEtqwp28q20m2UmcsASAlOITM6k+6x3emT0Idw33APZyOaM2+pW8fiHPJ6G5bct8/T4YhmoMpo4/r311NttvHlHb1JjvCHulL3ggcFm6DrWLh4KnUaLS9vfpmF2QvpENGBSZmT6JvQ96w2smaHmdm7PuT97TOxO3S0147g41Q9vptnQO1RSB8Cfe6HFr3OWgzC86SBFeetg6UGXll6gB92F5MeE8iDl6YzuHUgqrVvwZo3QecPGaNRUvtTGJHKbzX72Va6ja2lW8muykaFivYR7emb0Je+CX3pENlBlqoVx/GWunUszhGvtWfh/bs9HY5oJkoNFq57bx1OReGLO3oRF+IHLidsmgU/P+OukUNfhPZXsbF4E2/99hbbyrbRKbITkzIn0Tu+9xltZBVFYemRpbyyaRqlxjKclb2YHuFPv6L5qGx10PFa6H0vxLQ/Y+cUzZc0sOK8ty2/mmk/7mdVdjkdE0J4aFA6/WPtqFZNgwM/uP+iV/tAYjdoOQBaDqAsLJG1JZtZc3QNa4vWUmOtIVgXTI+4HvSI7UH3uO6kBKfIR7HnOW+pW8fivP7VDD57YJunwxHNyNFqM9e9tw69j5ov7uhFZKDe/ULNUVgy2b1yV/oQGPYKSkgi6wrX8c72d9hRtoPMqEwmZU6iZ1zPf1QLFUVhR/kOXtvyGltKtqAxd6BnZQte91mMr7kEuo2DXndBaNIZylp4A2lghfjd+sMVvLJ0P5uPVNEtJYyHB7WhR2o4VByEwyvcW84qsNaA1hfiMiGxK86ELuwKCGZ1zX42FG1gZ9lOHIqDaP9oesT2oEdcDzpGdSQpKKlZz50ozjxvqVvH4hzzaldmP7DJ0+GIZian3Mh1M9YRGajn8/E9CfH/Ux3b+y18/4h7YYCeE6H7HSiB0aw+uprp26azq2IXqSGpDE4ZzOAWg0kLS2vwebOrslmSs4SluUvJM+QRrkvCdbgLb6jW0tm2GVpdDENfgsiGH1OcO6SBFeJPFEVhxYEyXlm6n92FtbSNDeLidtFc0i6GjMRQ1IoTirZD/gb3OLCCzVCT535zUDykXYyxw0i26jVsKNrIxuKN7Kvch4KCVqUlOTiZ1JBUWoa0JDUkleTgZGL9Y4n0i0QjSxieExwuBwWGAnJqcth9dDf39L6n2detY/V14mt9eff+VZ4ORzRD+4sNjHp/HSkRAcy6tSsRx67EgnuarV9fgs2zwWmDjOuh1z0oka1ZV7SO7w9/z/K85RjsBlqGtGRwymAGtRhEXGAcVqcVm9OG1WnF6rRispvYULSBH3J/4GD1QYJ0QfSMHkBpQQrds1cxyWcJmuA4VENfgDbDQD7lOm9JAyvESbhcCsv3lfL9ziJ+2V9KlclOZKCei9pGcUm7GLqnhhPq//vkzIZidyObvx52f+NuaMNSIfMGyLieat9gDlQd4HDN4fotpzqHUnNp/fm0Ki1R/lHEBsS6G1r/SEL1oYTqQwnRh9Q/99f6o1ar0ag0qFChUWtQq9Ro1Vr8tH5yhfcsszqtVJgrqLJUUWmppNJS6X5uraTAUMDh6sMcMRzB4XIAoLfr2TJ+S7OvW8fq6/1vDOK1e5d6OhzRTO0sqOHGmeuxOxVu7JHMhH4tiQ72/WMHczVs/gA2vAd1Je4Gs/e9kNwTm8vO+qL1LM1dyvK85dTZ6/7yPP5afwYmD6Rn9MXkbq4idN8CrtKsIUhtRXPhg9D3fvDxO+v5iuZNGlghTsPhdLE1r5qf95bw094SDpUZAYgO0tMmNoi2sUGkxwTRNjaYNjEB6ArWwbZPYc83YDdCyoXQZijEdnJPDO7nnorLYDNQWFdIsbHYvZmK659XWCqosdZQY63BqTgbHOuxRvbYFqILIS4wjvjAeBICEogLjCMhMIEY/xgCfAIaPS5NURSqrFWUGEsoMZVQbi7HaDeesJkcJqwOKxanBYvDgtXpfu5wOdBr9Php/fDX+tfHqdfqcSkuHC4HDpcDp+Ksf/RR++Cr8UWn0aHX6NFpdPiofXApLuwu+x+b045TcRKoCyRMH0aoPpQw3zBC9CGE6cMI9w0n3C+cEF3Iaa92uxQXBYYCsquyOVB9gOyqbLKrsskz5J0wcXuATwBh+jASghJIDU6lZWhLYn0TCbQFUldYyUUDL2n2detYfX3snZE8P2m+p8MRzViV0cYHa3L4cE0uVqeL0d2SuKN/K+JD/9RQOqyw4wv3dFblByAoDpK6Q1IPSOqJLbotG8t+o85eh16tr/93fewxxObDzu/nkHjkK9qpjmDSRaDrPBptj/EQluKx3EXzIg2sEI10pMLIjoIa9hcb2Fds4ECJgbxKEwD+Og29WkbQLz2K/in+tCj9CdX2zyB/Izgs7gOEJv/ezHZyL2foF+5uav3D3I/6EFC71w5xKS7q7HXUWGqotlZjdphxKk4URcGpOHEpLlyKC5vLhtlhxuwwY3FY6p9XWaooMhZxtO4oJcYSHIqjPg+tSkuwPrj+Km+ILgR/H39ciqu+gXQpLhyKA7PdTKmplFJTKTaXrf4YKlT4+/gToA0gQBfgfvQJwM/HDz+NuzHVa/T4anzRa/Vo1VqsDmt9fPUxOy1oVBq0am39o1atRa1SY3faj/uI0fb7plH74KPxwUf9x6ZRaTDYDVRbqqm2urf//QNArVITqg8l3DecMN8wnC5nfRwmu8n96DDVvy9UH0p6aBppfrG0UAUSZAW92Yav2YKf0YTWXIPKUo2PtQp/RzVBzhpCMaBVuai1KoS8YGj2detYfX3m/bE8OX6Wp8MRXqDGbGfO2lw+WJOD0ergmi5J3NYnhfSYoD92crng8C/uxQTyNkDhVncd1PpBfBb4h7tnNXA5cDrt1JksGIxGYgx7AMiJ7E/iwNvxbzcENDLDizieNLBCnAFGq4P9JQbWH67g1wNlbDlShd2pkBjmR7/0KNpG+RFtLyDGeICIun2EVO8loGo3WmvNiQdTqSEgCoITICTRvR177hsMTrt7nJnD+sdzlRr0Qe7X9SF/PNcFgo8/qNU4XU7KzGUcrTtKqam0/gpvtbWaWlstNdYajHYjGrUGrcrdPGrUGjQqDXqNnhj/GGICYojxjyE2IJYY/xjCfcPdVzNdLjBVuD82NJaCoQTqit2PhiL39w3FYK4EtRY0evf62Fpf0OhQNDpcLgeK8/ft9+e4HKhdNlROK2qnFZXThur3K6CKSo1KHwy+IX9sfqEQkuz+wyA8FSUsFYN/OFX22vqP/SssFVSa//j4333V2hd/pxOtuQ4MNWgMlcQZDbQ2VpNsLiXUVX3cj8ilqKjFn1oCMWmCsGqDsOnDcPlFogmIwCckmoDQaFS6INL6XNXs69ax+vrqnAd54JZpng5HeJE6q4O5648wc9VhyutsZCSFcl3XRK7IiCfY93+GNDlsULwD8jfgyt9IXW01FWYX5UYn5SYnNkWNRqNFm9SF7ldMIDw63jNJCa8gDawQZ4HR6qhvZldll1NQbcbm+N81wxV8sRGuqqOFv43UAAtJvlbidSbClRqCbMUEWUsItpYQYi9B57L87Xicaj1OrR8urR+Kjz8qXQAqfRBqvxC0/sHuRlAf5J4uzFaHYqnBZa7BYa5BMdeg2M2Ayt0oq1SAyt1AuhxozOX4WCpQ/c+VTos2GINPBNXqcMpVYZQqoZQ5A1GcdtQuOxqXDbXLhtZlQ6M4cKLGgQYn6uOeWxUdNrRY8cGK+7ld0RCgshKhMROtsxKptRCuMRGqqiPCXkKYrRDN71ebXSoNRt847Fp/XCotLpUWp8oHl8p9fF9TMWHWo/hgB8CmaMhTYihWR2PQxWANiIPgBHzCkgiIakFoVDzh4ZFEBvvirzv1VSFvqVvH4nz/i+cYf+3jng5HeCGrw8nyvaV8uaWAFftL8dGoGdohlpFdEtFrNeSWG8mpMLofy40cqTBhtjvx12nokRpOn7RIerWKoF1sMGq13JglTq+h9VWu3QvRCAF6LRe3i+HidjH133M4XZjsTkxWJ0abA6PVQaXRRkmtheIaK8W1FjbWmCmutWKyOdCoVKjVKjS+KtR+EKKqw08xY8cHq6LFjgabosGuaFEUJ34uI74uE/4uI/6KET+XEb3LhNpuwUex4Ge14aey4IeNACwEqswEUkiQ6hDBagvBmPBROahT/Khx+VGj+FOHHwYlFBMxqFBQoaD+06MDDeVKe8oIoVwJoUwJpUwJoVwVgp86gDCNjhA/H0L9fQjz1xHsq8VXp0GvUaP30aDXqlFp1Wi0agJ8NPj6aPD706NOq8alKDicCg6XC4fL/dzmdFFtslFeZ6OwzsrOOisVdTYqjDbMGid2jY0QRxkx9qPEOouIqyvBDys6nPionPjgRKdyoFE5Mek6YI26HHVkawLj2xCb3JrU6BDS/M6/G+JCA6M8HYLwUnqthqEd4xjaMY6SWgsLtx7lyy35fL2tEHD/3Rsf4kdqZABdU8K4pksimUmhZCSF4qNRezh6cS6TBlaIf0irUROsUZ/4sVoTsDlcmGwO6qwOTDYnBosDg8VOrcVBkcVe/7XN4SLY14cQfx/3o58PMX7a+iuNigKu3z+MURT3LyW9Vo1eq8HXx/2o91Gj06jlKooXCg+Wj2zFPxcT7MudA1oxsX9L9hTV4qNRkxzuj6+PTBUomt55++eR1Wrl3//+N1ar1dOhNInzLV84P3LWadWE+utIDPOnRaiOxbPfoFdKCFdmxHNjjxZM7N+KRwa3Zcpl7bnn4tbc0iuFq7ISGNg2mi4twmkXF0y7uGDaxwfTISGEDgkhdEx0P7aOCSI5wp/oYF9C/H3w9dE0u+b1fPgZnwmRYU27ktH59nM53/JVqVSkRfjy6bvTULkcp3/DOeB8+xlD88/5vB0D6y1j2M6U8y1fOP9yPt/yBakfp3MszrzCEpLiopv8vM39v8+Zcr7lC+dfzudbvtD862ujr8BmZ2fTu3dv0tPT6d69O3v27PnLfS0WC+3bt6dr166NPY0QQpyTGlpDZ82aRevWrWnVqhUTJkzA4XBf6crNzUWr1ZKZmVm/HTp06JTnDPLTn/J1IYTwNo1uYO+44w4mTJjAgQMHmDx5Mrfffvtf7jtlyhR69er1jwIUQohzSUNqaE5ODk8++SSrV6/m4MGDFBcXM2vWH/O4hoaGsm3btvqtVatWpzxncxv6IYQQ/1SjGtjS0lK2bt3KTTfdBMDIkSPJyckhNzf3hH1XrVpFdnY2N9988xkJVAghvF1Da+j8+fMZMWIEMTExqFQqJk6cyGeffeaBiIUQonlq1CwE+fn5xMfHo9W636ZSqUhOTiYvL4+UlJT6/YxGI/fffz+LFi0iOzv7lMc8NgT36NGj1NbWHveaXq9Hrz87H30dO9f/nvNcdb7lC+dfzudbvuC5nI+dr7G3EDS0hubl5dGiRYv6r1NSUsjLyzvu/N26dcPpdHLVVVcxZcoUNJoT7wSX+to0zrd84fzL+XzLF5p/fW30NFr/u8b6yU7wyCOPcNddd5GQkHDaBtZgMADQvn37xoZyRiQlNe3duZ52vuUL51/O51u+4LmcDQYDISEhjXpPQ2ro/+73533i4uIoKCggOjqayspKRo0axbRp05g8efJJ4wOpr03lfMsXzr+cz7d8ofnW10Y1sElJSRQUFOBwONBqtSiKQn5+PsnJycftt3r1ar7//nueeeYZLBYLVVVVXHDBBezevfuEY8bHx3Po0CF8fHxOKOxn8wqBEEL8XYqiYDAYiI9v3PyqDa2hycnJxw0rOHLkSP0+er2e6Gj3jALh4eGMHTuWTz/99KQNrNRXIYS3aWh9bVQDGx0dTVZWFnPnzmXMmDEsWLCAlJSU4z76AtixY0f98xUrVvDwww+zefPmkx5TrVbTsmXLxoQhhBAe19grr9DwGjpy5Ej69u3LU089RXR0NO+99x7XX3894B5HGxYWho+PD1arlYULF5KVlXXS80l9FUJ4o4bU10bPQjBjxgxmzJhBeno6L7zwQv2dsePGjWPRokWNj1IIIc4jDamhLVu25Omnn6ZPnz60atWK6Ojo+tkKVq9eTVZWFhkZGXTu3JnY2FimTJnisXyEEMITPL6QgRBCCCGEEI1xzi8l+/TTT6NSqdi1axcAmzdvplevXmRlZdGuXTteeuml+n1NJhOjR48mLS2N9PR0Fi5c6Kmw/7b/zXfTpk306dOHTp06kZmZyfLly+v39fZ8U1JSaNu2bf1k7vPmzQPcH7EOGTKE1q1b06FDB1avXl3/Hm/O+a/yfe6552jTpg1qtZpvv/32uPd4c77w1zmPHTuWNm3akJmZSb9+/di2bVv9e7w9Z28i9VXqq9RX78wXzoH6qpzDtmzZogwZMkRJTk5Wdu7cqSiKomRmZirffPONoiiKUlFRoURFRSm7d+9WFEVRnn76aeXWW29VFEVRDh8+rMTExCiVlZUeif3v+N98XS6XkpCQoCxfvlxRFEXZu3evkpiYqJhMJkVRvD/fFi1a1P9c/+y2225Tpk6dqiiKomzcuFFJTk5W7Ha7oijenfNf5bt+/Xrl4MGDSv/+/ZXFixcf95o356sof53zN998U/8zXbx4sdK6dev617w9Z28h9VXqq9RX781XUby/vp6zDazFYlF69uypHD58+LgfUmZmpjJnzhxFURQlLy9PSUhIUIqKihRFUZT27dsrGzdurD/Gtddeq8yePbvJY/87TpZvWVmZ4ufnd9x+HTp0UBYsWKAoinfnqyh//Y8vICBAKS0trf+6W7duyi+//KIoinfn/Ff5HnOyAuvN+SrK6XNWFEUpKytTdDqd4nQ6FUXx/py9gdRXqa/HSH31znwVxfvr6zk7hOCpp57ipptuIjU19bjvz549myeffJLk5GTS09N5/vnniY2NBU4/eXhzdrJ8IyMjiYmJYcGCBQBs2LCBAwcO1E/P4835HnPjjTfSsWNHxo0bR1lZGRUVFbhcLqKiour3+XNe3p7z/+Z7Ot6eL5w+5zfeeINhw4ahVrvL2bmQc3Mn9VXq6zFSX703X/Du+npONrDr1q1j06ZNTJo06YTXXn75ZV5++WXy8vLYvXs3U6ZMYf/+/fWv/9Xk4c3ZqfL95ptvmDlzJp07d2b69On07dsXHx+f+te9Md9jfv31V7Zv387WrVuJiIjg1ltvBU4/Uby35vxX+Z6Ot+YLp8957ty5fPHFF8yYMeO473tzzs2d1Nc/SH2V+uqt+YL319dzsoFduXIl+/btIzU1lZSUFAoKChg8eDAff/wxX331Fddddx3gnqqmR48erF27Fjj15OHN2V/lu2TJEjp16sSSJUvYunUrc+bMobCwsH5VHm/N95hjsfr4+HD//fezatUqIiIiAI77S/LPeXlzzifLtyHv8dZ84dQ5z5s3j6effpply5bVT+x/7D3enHNzJ/VV6qvU1z/e4635wjlQXz0ycKGJHRvn4XA4lLCwMGXFihWKorjHdiQmJtaP55g6depxg5Ojo6OViooKT4X9t/15XMux8WeKoijvv/++0qVLF8XlcimK4t351tXVKVVVVfVfT5s2TbnwwgsVRVGUW2+99bibDJKSkuoHpHtrzqfK95iTjdHy1nwV5dQ5z5s3T0lLS1Nyc3NPeJ835+yNpL66SX313pylvnpnfT2vGlhFUZRly5YpnTt3Vjp16qS0a9dOef311+v3q6urU6677jqlVatWSuvWrZUvv/zSUyH/I3/O99///rfSunVrJS0tTbniiiuUvLy8+v28Od9Dhw4pmZmZSseOHZUOHTooV155pZKTk6MoiqIUFxcrl156qZKWlqa0b9++/heqonhvzqfK97nnnlMSEhIUnU6nREREKAkJCfU3WXhrvopy6py1Wq2SmJioZGRk1G/l5eWKonh3zt5I6qvU12O8NWepr95ZX2UhAyGEEEII4VXOyTGwQgghhBDi3CUNrBBCCCGE8CrSwAohhBBCCK8iDawQQgghhPAq0sAKIYQQQgivIg2sEEIIIYTwKtLACiGEEEIIryINrBBCCCGE8CrSwAohhBDitF544QXmzp3bqPcsWrSIf/3rX2cpInE+kwZWCCGEEKdlsVi46aabGvWeK6+8Ep1Od5YiEuczaWCFEEIIUc9mszF8+HBPhyHEKUkDK4QQQoh669atIz093dNhCHFK0sAKIYQQAoCffvqJ5557DrVazapVq066z9KlS4mPj2fJkiV89913jB8/HkVRWLNmDZ9//jk//PADkydPbuLIxflGGlghhBBCAHDJJZfgdDqZMmUKF1544Un3GTx4MOnp6YSEhHDZZZdhNBopKiri66+/xmKx0LdvX6666qqmDVycd6SBFUIIIQQAVqsVq9VKcHDwafeNj48HQKfTYbPZmDx5Mps2baJ79+4sX778bIcqznPSwAohhBACgE2bNtG1a1cMBgNr165t1Hs/++wz3nnnHXbt2sXmzZvPUoRCuGk9HYAQQgghmoeYmBgcDgeLFy9m9OjRJ93n559/5sCBA8yYMYNrrrmGzZs3895776FSqfjiiy8AGDp0aFOGLc5D0sAKIYQQAoDWrVvz1ltvnXKfiy++mMLCwvqvd+3adbbDEuIEMoRACCGEEEJ4FWlghRBCCHFavr6+f2spWZvNdpYiEuczlaIoiqeDEEIIIYQQoqHkCqwQQgghhPAq0sAKIYQQQgivIg2sEEIIIYTwKtLACiGEEEIIryINrBBCCCGE8CrSwAohhBBCCK8iDawQQgghhPAq0sAKIYQQQgivIg2sEEIIIYTwKtLACiGEEEIIryINrBBCCCGE8Cr/DwwlISy8+FnXAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 700x150 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with plt.rc_context({\n",
" 'legend.fontsize': 8,\n",
" # RC config from ChatGPT:\n",
" \"font.size\": 8, # General font size\n",
" \"axes.labelsize\": 8, # Axis labels\n",
" \"axes.titlesize\": 8, # Axis titles\n",
" \"xtick.labelsize\": 8, # X-axis tick labels\n",
" \"ytick.labelsize\": 8, # Y-axis tick labels\n",
" \"legend.fontsize\": 8, # Legend font size\n",
" \"figure.titlesize\": 12, # Overall figure title\n",
" \"mathtext.fontset\": \"cm\", # Use Computer Modern for math\n",
"\n",
" # Line and Marker settings\n",
" \"lines.linewidth\": 1,\n",
" \"lines.markersize\": 3,\n",
"\n",
" # Tick settings\n",
" \"xtick.major.size\": 4,\n",
" \"xtick.minor.size\": 2,\n",
" \"ytick.major.size\": 4,\n",
" \"ytick.minor.size\": 2,\n",
" \"xtick.direction\": \"in\",\n",
" \"ytick.direction\": \"in\",\n",
"\n",
" # Axes settings\n",
" \"axes.linewidth\": 0.8,\n",
" \"axes.grid\": True,\n",
" \"grid.linewidth\": 0.5,\n",
" \"grid.linestyle\": \"--\",\n",
"\n",
" # Legend settings\n",
" \"legend.frameon\": False,\n",
"\n",
" # Figure size for single-column figures in print (inches)\n",
"# \"figure.figsize\": (3.5, 2.5), # Adjust based on journal specifications\n",
"# \"figure.dpi\": 300, # High resolution for print\n",
"\n",
" # Savefig settings for high-quality output\n",
" \"savefig.dpi\": 600, # Ensures high-resolution images\n",
" \"savefig.bbox\": \"tight\", # Trim extra whitespace\n",
" \"savefig.transparent\": True, # Avoid background color\n",
"}):\n",
" fig, axs = plt.subplots(1, 2, sharex=True, figsize=[7, 1.5])\n",
"\n",
" for name in [\n",
" #'pi3hdx_clipline_offset_b_mesh_p1.0mm_manip_short',\n",
" 'pi3hdx_clipline_offset_a_mesh_p1.0mm_manip_scope_probe_none',\n",
" 'pi3hdx_clipline_offset_a_mesh_p1.0mm_manip_scope_probe_a',\n",
" 'pi3hdx_clipline_offset_a_mesh_p1.0mm_manip_scope_probe_b',\n",
" ]:\n",
" d = meas[name]\n",
" axs[0].plot(d['adc2'])\n",
" axs[1].plot(d['adc2'] - d['adc1'])\n",
"\n",
" axs[0].grid()\n",
" axs[1].grid()\n",
" axs[1].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" axs[1].set_xlim([475, 525])\n",
" axs[0].set_ylim([0.40, 0.55])\n",
" axs[1].set_ylim([0.05, 0.15])\n",
" fig.tight_layout()\n",
"\n",
"#fig.savefig('../paper/fig_edge_risetime.pdf')"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "7a81769c-4734-45c5-92fa-0228cc5cf241",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x500 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with plt.rc_context({\n",
" 'legend.fontsize': 8,\n",
" # RC config from ChatGPT:\n",
" \"font.size\": 8, # General font size\n",
" \"axes.labelsize\": 8, # Axis labels\n",
" \"axes.titlesize\": 8, # Axis titles\n",
" \"xtick.labelsize\": 8, # X-axis tick labels\n",
" \"ytick.labelsize\": 8, # Y-axis tick labels\n",
" \"legend.fontsize\": 8, # Legend font size\n",
" \"figure.titlesize\": 12, # Overall figure title\n",
" \"mathtext.fontset\": \"cm\", # Use Computer Modern for math\n",
"\n",
" # Line and Marker settings\n",
" \"lines.linewidth\": 1,\n",
" \"lines.markersize\": 3,\n",
"\n",
" # Tick settings\n",
" \"xtick.major.size\": 4,\n",
" \"xtick.minor.size\": 2,\n",
" \"ytick.major.size\": 4,\n",
" \"ytick.minor.size\": 2,\n",
" \"xtick.direction\": \"in\",\n",
" \"ytick.direction\": \"in\",\n",
"\n",
" # Axes settings\n",
" \"axes.linewidth\": 0.8,\n",
" \"axes.grid\": True,\n",
" \"grid.linewidth\": 0.5,\n",
" \"grid.linestyle\": \"--\",\n",
"\n",
" # Legend settings\n",
" \"legend.frameon\": False,\n",
"\n",
" # Figure size for single-column figures in print (inches)\n",
"# \"figure.figsize\": (3.5, 2.5), # Adjust based on journal specifications\n",
"# \"figure.dpi\": 300, # High resolution for print\n",
"\n",
" # Savefig settings for high-quality output\n",
" \"savefig.dpi\": 600, # Ensures high-resolution images\n",
" \"savefig.bbox\": \"tight\", # Trim extra whitespace\n",
" \"savefig.transparent\": True, # Avoid background color\n",
"}):\n",
" fig, axs = plt.subplots(4, 1, sharex=True, figsize=[7, 5])\n",
"\n",
" d = meas['74lvc_new2_mesh_p1.0mm']\n",
" sampling_period_ns = 1000 / 168 / 32\n",
" t = np.linspace(0, len(d['adc1'])*sampling_period_ns, len(d['adc1']))\n",
"\n",
" for ax, (chip, (chip_label, adc, shift)) in zip(axs, {\n",
" 'pi3hdx': ('PI3HDX12211', 'adc2', 0),\n",
" '74lvc': ('74LVC1G157', 'adc1', 4),\n",
" 'max3748': ('MAX3748', 'adc2', 0),\n",
" 'tdp0604': ('TDP0604', 'adc2', 0)}.items()):\n",
" low, high = 1000, -1000\n",
" for name in [\n",
" 'run3_{chip}_mesh_p1.0mm',\n",
" 'run3_{chip}_mesh_p0.6mm',\n",
" 'run3_{chip}_mesh_p0.4mm',\n",
" 'run3_{chip}_mesh_p0.3mm',\n",
" ]:\n",
" d = meas[name.format(chip=chip)]\n",
" v = d[adc]\n",
" th = (v.min() + v.max()) / 2\n",
" idx = np.argmax((v[:-1] >= th) & (v[1:] < th))\n",
" t_off = idx*sampling_period_ns + shift\n",
" ax.plot(t - t_off, v)\n",
"\n",
" v_slice = v[idx+10:idx+350]\n",
" low = min(low, v_slice.min())\n",
" high = max(high, v_slice.max())\n",
" \n",
" amp = high - low\n",
" low -= 0.3*amp\n",
" high += 0.3*amp\n",
" ax.set_ylim([low, high])\n",
" \n",
" ax.set_title(chip_label)\n",
" ax.grid()\n",
" axs[-1].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" axs[-1].set_xlim([-2, 70])\n",
" fig.tight_layout()\n",
"\n",
"fig.savefig('../paper/fig_mesh_length.pdf')"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "857c241e-083d-49e9-81da-61670501d567",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 900x1200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with plt.rc_context({\n",
" 'legend.fontsize': 8,\n",
" # RC config from ChatGPT:\n",
" \"font.size\": 8, # General font size\n",
" \"axes.labelsize\": 8, # Axis labels\n",
" \"axes.titlesize\": 8, # Axis titles\n",
" \"xtick.labelsize\": 8, # X-axis tick labels\n",
" \"ytick.labelsize\": 8, # Y-axis tick labels\n",
" \"legend.fontsize\": 8, # Legend font size\n",
" \"figure.titlesize\": 12, # Overall figure title\n",
" \"mathtext.fontset\": \"cm\", # Use Computer Modern for math\n",
"\n",
" # Line and Marker settings\n",
" \"lines.linewidth\": 1,\n",
" \"lines.markersize\": 3,\n",
"\n",
" # Tick settings\n",
" \"xtick.major.size\": 4,\n",
" \"xtick.minor.size\": 2,\n",
" \"ytick.major.size\": 4,\n",
" \"ytick.minor.size\": 2,\n",
" \"xtick.direction\": \"in\",\n",
" \"ytick.direction\": \"in\",\n",
"\n",
" # Axes settings\n",
" \"axes.linewidth\": 0.8,\n",
" \"axes.grid\": True,\n",
" \"grid.linewidth\": 0.5,\n",
" \"grid.linestyle\": \"--\",\n",
"\n",
" # Legend settings\n",
" \"legend.frameon\": False,\n",
"\n",
" # Figure size for single-column figures in print (inches)\n",
"# \"figure.figsize\": (3.5, 2.5), # Adjust based on journal specifications\n",
"# \"figure.dpi\": 300, # High resolution for print\n",
"\n",
" # Savefig settings for high-quality output\n",
" \"savefig.dpi\": 600, # Ensures high-resolution images\n",
" \"savefig.bbox\": \"tight\", # Trim extra whitespace\n",
" \"savefig.transparent\": True, # Avoid background color\n",
"}):\n",
" fig, axs = plt.subplots(1, 2, figsize=[9, 12])\n",
" \n",
" d = meas['74lvc_new2_mesh_p1.0mm']\n",
" sampling_period_ns = 1000 / 168 / 32\n",
" t = np.linspace(0, len(d['adc1'])*sampling_period_ns, len(d['adc1']))\n",
"\n",
" for name in [\n",
" 'tdp0604_new_avg_term_flip_mesh_p1.0mm',\n",
" 'tdp0604_new_avg_term_flip_mesh_1.0mm_open',\n",
" #'tdp0604_new_avg_term_flip_mesh_1.0mm_open_fix_wire',\n",
" 'tdp0604_new_avg_term_flip_mesh_1.0mm_short',\n",
" #'tdp0604_new_avg_term_flip_mesh_1.0mm_probe_a',\n",
" 'tdp0604_new_avg_term_flip_mesh_1.0mm_probe_b',\n",
" #'tdp0604_new_avg_term_flip_mesh_1.0mm_probe_no',\n",
" ]:\n",
" d = meas[name]\n",
" _1, _, foo = name.rpartition('_')\n",
" axs[0].plot(d['adc1'], label=foo)\n",
" axs[1].plot(d['adc1'], label=foo)\n",
" #axs[1].plot(d['adc2'] - d['adc1'])\n",
"\n",
" axs[0].legend()\n",
" axs[0].grid()\n",
" axs[1].grid()\n",
" axs[1].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" axs[0].set_xlim([415, 425])\n",
" #axs[1].set_xlim([505, 515])\n",
" axs[0].set_ylim([1.75, 1.92])\n",
" #axs[1].set_ylim([1.80, 2.00])\n",
" fig.tight_layout()\n",
"\n",
"#fig.savefig('../paper/fig_edge_risetime.pdf')"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "8c16dfd9-e0e0-4709-9a68-075489b3e3d0",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 700x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with plt.rc_context({\n",
" 'legend.fontsize': 8,\n",
" # RC config from ChatGPT:\n",
" \"font.size\": 8, # General font size\n",
" \"axes.labelsize\": 8, # Axis labels\n",
" \"axes.titlesize\": 8, # Axis titles\n",
" \"xtick.labelsize\": 8, # X-axis tick labels\n",
" \"ytick.labelsize\": 8, # Y-axis tick labels\n",
" \"legend.fontsize\": 8, # Legend font size\n",
" \"figure.titlesize\": 12, # Overall figure title\n",
" \"mathtext.fontset\": \"cm\", # Use Computer Modern for math\n",
"\n",
" # Line and Marker settings\n",
" \"lines.linewidth\": 1,\n",
" \"lines.markersize\": 3,\n",
"\n",
" # Tick settings\n",
" \"xtick.major.size\": 4,\n",
" \"xtick.minor.size\": 2,\n",
" \"ytick.major.size\": 4,\n",
" \"ytick.minor.size\": 2,\n",
" \"xtick.direction\": \"in\",\n",
" \"ytick.direction\": \"in\",\n",
"\n",
" # Axes settings\n",
" \"axes.linewidth\": 0.8,\n",
" \"axes.grid\": True,\n",
" \"grid.linewidth\": 0.5,\n",
" \"grid.linestyle\": \"--\",\n",
"\n",
" # Legend settings\n",
" \"legend.frameon\": False,\n",
"\n",
" # Figure size for single-column figures in print (inches)\n",
"# \"figure.figsize\": (3.5, 2.5), # Adjust based on journal specifications\n",
"# \"figure.dpi\": 300, # High resolution for print\n",
"\n",
" # Savefig settings for high-quality output\n",
" \"savefig.dpi\": 600, # Ensures high-resolution images\n",
" \"savefig.bbox\": \"tight\", # Trim extra whitespace\n",
" \"savefig.transparent\": True, # Avoid background color\n",
"}):\n",
" fig, axs = plt.subplots(1, 2, figsize=[7, 2])\n",
" \n",
" d = meas['74lvc_new2_mesh_p1.0mm']\n",
" sampling_period_ns = 1000 / 168 / 32\n",
" t = np.linspace(0, len(d['adc1'])*sampling_period_ns, len(d['adc1']))\n",
"\n",
" for name, label in {\n",
" 'pi3hdx_manip_test2_baseline': 'Baseline',\n",
" 'pi3hdx_manip_test2_baseline2': 'Baseline',\n",
" 'pi3hdx_manip_test2_scope_probe': 'Probed',\n",
" }.items():\n",
" d = meas[name]\n",
" _1, _, foo = name.rpartition('_')\n",
" axs[0].plot(t[470:550], d['adc1'][470:550], label=label)\n",
" axs[1].plot(t[470:550], d['adc2'][470:550], label=label)\n",
" #axs[1].plot(d['adc2'] - d['adc1'])\n",
"\n",
" axs[1].legend(loc='lower right', ncol=3)\n",
" axs[1].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" axs[0].set_xlim([90, 95])\n",
" axs[1].set_xlim([90, 95])\n",
" axs[0].set_ylim([0.32, 0.38])\n",
" axs[1].set_ylim([0.42, 0.50])\n",
" axs[0].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" axs[1].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" axs[0].grid()\n",
" axs[1].grid()\n",
" fig.tight_layout()\n",
"\n",
"#fig.savefig('../paper/fig_probe_shape.pdf')"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "964e2441-a7de-449c-bad2-5f9b37a48247",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with plt.rc_context({\n",
" 'legend.fontsize': 8,\n",
" # RC config from ChatGPT:\n",
" \"font.size\": 8, # General font size\n",
" \"axes.labelsize\": 8, # Axis labels\n",
" \"axes.titlesize\": 8, # Axis titles\n",
" \"xtick.labelsize\": 8, # X-axis tick labels\n",
" \"ytick.labelsize\": 8, # Y-axis tick labels\n",
" \"legend.fontsize\": 8, # Legend font size\n",
" \"figure.titlesize\": 12, # Overall figure title\n",
" \"mathtext.fontset\": \"cm\", # Use Computer Modern for math\n",
"\n",
" # Line and Marker settings\n",
" \"lines.linewidth\": 1,\n",
" \"lines.markersize\": 3,\n",
"\n",
" # Tick settings\n",
" \"xtick.major.size\": 4,\n",
" \"xtick.minor.size\": 2,\n",
" \"ytick.major.size\": 4,\n",
" \"ytick.minor.size\": 2,\n",
" \"xtick.direction\": \"in\",\n",
" \"ytick.direction\": \"in\",\n",
"\n",
" # Axes settings\n",
" \"axes.linewidth\": 0.8,\n",
" \"axes.grid\": True,\n",
" \"grid.linewidth\": 0.5,\n",
" \"grid.linestyle\": \"--\",\n",
"\n",
" # Legend settings\n",
" \"legend.frameon\": False,\n",
"\n",
" # Figure size for single-column figures in print (inches)\n",
"# \"figure.figsize\": (3.5, 2.5), # Adjust based on journal specifications\n",
"# \"figure.dpi\": 300, # High resolution for print\n",
"\n",
" # Savefig settings for high-quality output\n",
" \"savefig.dpi\": 600, # Ensures high-resolution images\n",
" \"savefig.bbox\": \"tight\", # Trim extra whitespace\n",
" \"savefig.transparent\": True, # Avoid background color\n",
"}):\n",
" fig, axs = plt.subplots(1, 2, figsize=[7, 2], sharey=True)\n",
" \n",
" d = meas['74lvc_new2_mesh_p1.0mm']\n",
" sampling_period_ns = 1000 / 168 / 32\n",
" t = np.linspace(0, len(d['adc1'])*sampling_period_ns, len(d['adc1']))\n",
"\n",
" for name, (label, linestyle) in {\n",
" 'pi3hdx_manip_test2_baseline2': ('Baseline', '--'),\n",
" 'pi3hdx_manip_test2_scope_probe': ('Probed', '-'),\n",
" }.items():\n",
" d_b = meas['pi3hdx_manip_test2_baseline']\n",
" d = meas[name]\n",
" _1, _, foo = name.rpartition('_')\n",
" a, b = 470, 550\n",
" axs[0].plot(t[a:b], (d['adc1'] - d_b['adc1'])[a:b], label=label, color='black', alpha=0.8, linestyle=linestyle)\n",
" axs[1].plot(t[a:b], (d['adc2'] - d_b['adc2'])[a:b], label=label, color='black', alpha=0.8, linestyle=linestyle)\n",
" #axs[1].plot(d['adc2'] - d['adc1'])\n",
"\n",
" axs[1].legend(loc='lower right', ncol=3)\n",
" axs[1].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" #axs[0].set_xlim([90, 100])\n",
" #axs[1].set_xlim([90, 100])\n",
" axs[0].set_title('Positive')\n",
" axs[1].set_title('Negative')\n",
" #axs[0].set_ylim([0.32, 0.38])\n",
" #axs[1].set_ylim([0.42, 0.50])\n",
" axs[0].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" axs[1].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" axs[0].grid()\n",
" axs[1].grid()\n",
" fig.tight_layout()\n",
"\n",
"#fig.savefig('../paper/fig_probe_shape.pdf')"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "b1744aea-18f3-4522-9be1-a73fd55e3f64",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with plt.rc_context({\n",
" 'legend.fontsize': 8,\n",
" # RC config from ChatGPT:\n",
" \"font.size\": 8, # General font size\n",
" \"axes.labelsize\": 8, # Axis labels\n",
" \"axes.titlesize\": 8, # Axis titles\n",
" \"xtick.labelsize\": 8, # X-axis tick labels\n",
" \"ytick.labelsize\": 8, # Y-axis tick labels\n",
" \"legend.fontsize\": 8, # Legend font size\n",
" \"figure.titlesize\": 12, # Overall figure title\n",
" \"mathtext.fontset\": \"cm\", # Use Computer Modern for math\n",
"\n",
" # Line and Marker settings\n",
" \"lines.linewidth\": 1,\n",
" \"lines.markersize\": 3,\n",
"\n",
" # Tick settings\n",
" \"xtick.major.size\": 4,\n",
" \"xtick.minor.size\": 2,\n",
" \"ytick.major.size\": 4,\n",
" \"ytick.minor.size\": 2,\n",
" \"xtick.direction\": \"in\",\n",
" \"ytick.direction\": \"in\",\n",
"\n",
" # Axes settings\n",
" \"axes.linewidth\": 0.8,\n",
" \"axes.grid\": True,\n",
" \"grid.linewidth\": 0.5,\n",
" \"grid.linestyle\": \"--\",\n",
"\n",
" # Legend settings\n",
" \"legend.frameon\": False,\n",
"\n",
" # Figure size for single-column figures in print (inches)\n",
"# \"figure.figsize\": (3.5, 2.5), # Adjust based on journal specifications\n",
"# \"figure.dpi\": 300, # High resolution for print\n",
"\n",
" # Savefig settings for high-quality output\n",
" \"savefig.dpi\": 600, # Ensures high-resolution images\n",
" \"savefig.bbox\": \"tight\", # Trim extra whitespace\n",
" \"savefig.transparent\": True, # Avoid background color\n",
"}):\n",
" fig, axs = plt.subplots(1, 2, figsize=[7, 2])\n",
" \n",
" d = meas['74lvc_new2_mesh_p1.0mm']\n",
" sampling_period_ns = 1000 / 168 / 32\n",
" t = np.linspace(0, len(d['adc1'])*sampling_period_ns, len(d['adc1']))\n",
"\n",
" ivl_start, ivl_end = 530, 650\n",
"\n",
" legend_names = []\n",
" legend_handles = []\n",
" for name, (label, color, linestyle) in {\n",
" 'run3_pi3hdx_manip_baseline1': ('Baseline', 'black', '-'),\n",
" 'run3_pi3hdx_manip_baseline2': ('', 'black', '-'),\n",
" 'run3_pi3hdx_manip_baseline3': ('', 'black', '-'),\n",
" 'run3_pi3hdx_manip_baseline4': ('', 'black', '-'),\n",
" 'run3_pi3hdx_manip_short1': ('Short @ location 1', 'red', '-'),\n",
" 'run3_pi3hdx_manip_short2': ('Short @ location 2', 'red', '--'),\n",
" 'run3_pi3hdx_manip_short3': ('Short @ location 3', 'red', '-.'),\n",
" 'run3_pi3hdx_manip_cut': ('Cut', 'blue', '-'),\n",
" }.items():\n",
" d = meas[name]\n",
" _1, _, foo = name.rpartition('_')\n",
" h, = axs[0].plot(t[ivl_start:ivl_end], d['adc1'][ivl_start:ivl_end], color=color, alpha=0.7, linestyle=linestyle)\n",
" h, = axs[1].plot(t[ivl_start:ivl_end], d['adc2'][ivl_start:ivl_end], color=color, alpha=0.7, linestyle=linestyle)\n",
" if label:\n",
" legend_handles.append(h)\n",
" legend_names.append(label)\n",
" #axs[1].plot(d['adc2'] - d['adc1'])\n",
"\n",
" fig.tight_layout()\n",
" fig.subplots_adjust(top=0.8, bottom=0.1)\n",
" fig.legend(legend_handles, legend_names, loc='upper center', ncol=5, bbox_to_anchor=[0.5, 0.95])\n",
" #axs[1].legend(loc='lower right', ncol=3)\n",
" axs[1].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" #axs[0].set_xlim([87, 102])\n",
" #axs[1].set_xlim([87, 102])\n",
" axs[0].set_ylim([0.29, 0.382])\n",
" axs[1].set_ylim([0.00, 0.35])\n",
" axs[0].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" axs[1].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" axs[0].grid()\n",
" axs[1].grid()\n",
"\n",
"fig.savefig('../paper/fig_manip_shape.pdf')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "7639a590-153a-4354-a902-73c71c123df4",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 700x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with plt.rc_context({\n",
" 'legend.fontsize': 8,\n",
" # RC config from ChatGPT:\n",
" \"font.size\": 8, # General font size\n",
" \"axes.labelsize\": 8, # Axis labels\n",
" \"axes.titlesize\": 8, # Axis titles\n",
" \"xtick.labelsize\": 8, # X-axis tick labels\n",
" \"ytick.labelsize\": 8, # Y-axis tick labels\n",
" \"legend.fontsize\": 8, # Legend font size\n",
" \"figure.titlesize\": 12, # Overall figure title\n",
" \"mathtext.fontset\": \"cm\", # Use Computer Modern for math\n",
"\n",
" # Line and Marker settings\n",
" \"lines.linewidth\": 1,\n",
" \"lines.markersize\": 3,\n",
"\n",
" # Tick settings\n",
" \"xtick.major.size\": 4,\n",
" \"xtick.minor.size\": 2,\n",
" \"ytick.major.size\": 4,\n",
" \"ytick.minor.size\": 2,\n",
" \"xtick.direction\": \"in\",\n",
" \"ytick.direction\": \"in\",\n",
"\n",
" # Axes settings\n",
" \"axes.linewidth\": 0.8,\n",
" \"axes.grid\": True,\n",
" \"grid.linewidth\": 0.5,\n",
" \"grid.linestyle\": \"--\",\n",
"\n",
" # Legend settings\n",
" \"legend.frameon\": False,\n",
"\n",
" # Figure size for single-column figures in print (inches)\n",
"# \"figure.figsize\": (3.5, 2.5), # Adjust based on journal specifications\n",
"# \"figure.dpi\": 300, # High resolution for print\n",
"\n",
" # Savefig settings for high-quality output\n",
" \"savefig.dpi\": 600, # Ensures high-resolution images\n",
" \"savefig.bbox\": \"tight\", # Trim extra whitespace\n",
" \"savefig.transparent\": True, # Avoid background color\n",
"}):\n",
" fig, axs = plt.subplots(2, 1, figsize=[7, 4], sharex=True)\n",
" \n",
" d = meas['run4_pi3hdx_manip_baseline1']\n",
" sampling_period_ns = 1000 / 168 / 32\n",
" t = np.linspace(0, len(d['adc1'])*sampling_period_ns, len(d['adc1']))\n",
"\n",
" fig_handles, fig_labels = [], []\n",
" for name, (label, color, linestyle, linewidth) in {\n",
" 'run4_pi3hdx_manip_probe1a': ('Probed @ location 1A', 'red', '-', 1),\n",
" 'run4_pi3hdx_manip_probe1b': ('Probed @ location 1B', 'red', '--', 1),\n",
" 'run4_pi3hdx_manip_probe2a': ('Probed @ location 2A', 'blue', '-', 1),\n",
" 'run4_pi3hdx_manip_probe2b': ('Probed @ location 2B', 'blue', '--', 1),\n",
" 'run4_pi3hdx_manip_probe3b': ('Probed @ location 3A', 'orange', '-', 1), # Note: Location 3 A/B labels are flipped on PCB and source data\n",
" 'run4_pi3hdx_manip_probe3a': ('Probed @ location 3B', 'orange', '--', 1),\n",
" 'run4_pi3hdx_manip_baseline3': ('Baseline', '#333', '-', 1),\n",
" 'run4_pi3hdx_manip_baseline1': ('', '#333', '-', 1),\n",
" 'run4_pi3hdx_manip_baseline4': ('', '#333', '-', 1),\n",
" }.items():\n",
" d_b = meas['run4_pi3hdx_manip_baseline2']\n",
" d = meas[name]\n",
" _1, _, foo = name.rpartition('_')\n",
" a, b = 540, 650\n",
" x = 540\n",
" y = x + (b - a)\n",
" delta1 = (d['adc1'] - d_b['adc1'])[a:b]\n",
" delta2 = (d['adc2'] - d_b['adc2'])[x:y]\n",
" delta1 -= delta1.mean()\n",
" delta2 -= delta2.mean()\n",
" h, = axs[0].plot(t[a:b], delta1, color=color, alpha=0.7, linestyle=linestyle, linewidth=linewidth)\n",
" h, = axs[1].plot(t[x:y], delta2, color=color, alpha=0.7, linestyle=linestyle, linewidth=linewidth)\n",
" if label:\n",
" fig_handles.append(h)\n",
" fig_labels.append(label)\n",
" #axs[1].plot(d['adc2'] - d['adc1'])\n",
"\n",
" fig.tight_layout()\n",
" fig.subplots_adjust(top=0.8, bottom=0.1)\n",
" fig.legend(fig_handles, fig_labels, loc='upper center', ncol=4, bbox_to_anchor=[0.5, 0.95])\n",
" axs[1].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" axs[0].set_xlim([100.5, 120.5])\n",
" #axs[1].set_xlim([90, 100])\n",
" axs[0].set_title('Positive')\n",
" axs[1].set_title('Negative')\n",
" #axs[0].set_ylim([-0.005, 0.005])\n",
" #axs[1].set_ylim([-0.01, 0.02])\n",
" axs[0].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" axs[1].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" axs[0].grid()\n",
" axs[1].grid()\n",
"\n",
"fig.savefig('../paper/fig_probe_shape.pdf')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "acc9cbe7-dda4-402f-8577-0bbccf547462",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x170 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with plt.rc_context({\n",
" 'legend.fontsize': 8,\n",
" # RC config from ChatGPT:\n",
" \"font.size\": 8, # General font size\n",
" \"axes.labelsize\": 8, # Axis labels\n",
" \"axes.titlesize\": 8, # Axis titles\n",
" \"xtick.labelsize\": 8, # X-axis tick labels\n",
" \"ytick.labelsize\": 8, # Y-axis tick labels\n",
" \"legend.fontsize\": 8, # Legend font size\n",
" \"figure.titlesize\": 12, # Overall figure title\n",
" \"mathtext.fontset\": \"cm\", # Use Computer Modern for math\n",
"\n",
" # Line and Marker settings\n",
" \"lines.linewidth\": 1,\n",
" \"lines.markersize\": 3,\n",
"\n",
" # Tick settings\n",
" \"xtick.major.size\": 4,\n",
" \"xtick.minor.size\": 2,\n",
" \"ytick.major.size\": 4,\n",
" \"ytick.minor.size\": 2,\n",
" \"xtick.direction\": \"in\",\n",
" \"ytick.direction\": \"in\",\n",
"\n",
" # Axes settings\n",
" \"axes.linewidth\": 0.8,\n",
" \"axes.grid\": True,\n",
" \"grid.linewidth\": 0.5,\n",
" \"grid.linestyle\": \"--\",\n",
"\n",
" # Legend settings\n",
" \"legend.frameon\": False,\n",
"\n",
" # Figure size for single-column figures in print (inches)\n",
"# \"figure.figsize\": (3.5, 2.5), # Adjust based on journal specifications\n",
"# \"figure.dpi\": 300, # High resolution for print\n",
"\n",
" # Savefig settings for high-quality output\n",
" \"savefig.dpi\": 600, # Ensures high-resolution images\n",
" \"savefig.bbox\": \"tight\", # Trim extra whitespace\n",
" \"savefig.transparent\": True, # Avoid background color\n",
"}):\n",
" fig, axs = plt.subplots(1, 2, figsize=[5, 1.7])\n",
" \n",
" d = meas['long_sample_b_pre_mod_10']\n",
" sampling_period_ns = 1000 / 168 / 32\n",
" t = np.linspace(0, len(d['adc1'])*sampling_period_ns, len(d['adc1']))\n",
"\n",
" fig_handles, fig_labels = [], []\n",
" for name, (label, color, linestyle, linewidth) in {\n",
" 'long_sample_b_post_demod_1': ('Straight Wire Patch', 'black', '-', 1),\n",
" 'long_sample_b_post_demod_2': ('', 'black', '-', 1),\n",
" 'long_sample_b_post_demod_4': ('', 'black', '-', 1),\n",
" 'long_sample_b_post_demod_6': ('', 'black', '-', 1),\n",
" 'long_sample_b_post_demod_8': ('', 'black', '-', 1),\n",
" 'long_sample_b_post_2modb_1': ('Looped Wire Patch', 'red', '-', 1),\n",
" 'long_sample_b_post_2modb_2': ('', 'red', '-', 1),\n",
" 'long_sample_b_post_2modb_4': ('', 'red', '-', 1),\n",
" 'long_sample_b_post_2modb_6': ('', 'red', '-', 1),\n",
" 'long_sample_b_post_2modb_8': ('', 'red', '-', 1),\n",
" }.items():\n",
" d_b = meas['long_sample_b_pre_mod_10']\n",
" d = meas[name]\n",
" _1, _, foo = name.rpartition('_')\n",
" a, b = 600, -1\n",
" x = 600\n",
" y = x + (b - a)\n",
" delta1 = (d['adc1'] - d_b['adc1'])[a:b]\n",
" delta2 = (d['adc2'] - d_b['adc2'])[x:y]\n",
" delta1 -= delta1.mean()\n",
" delta2 -= delta2.mean()\n",
" lam = 10\n",
" spl1 = interpolate.make_smoothing_spline(t[a:b], delta1, lam=lam)\n",
" spl2 = interpolate.make_smoothing_spline(t[x:y], delta2, lam=lam)\n",
" h, = axs[0].plot(t[a:b], spl1(t[a:b]), color=color, alpha=0.3, linestyle=linestyle, linewidth=linewidth)\n",
" h, = axs[1].plot(t[x:y], spl2(t[x:y]), color=color, alpha=0.3, linestyle=linestyle, linewidth=linewidth)\n",
" if label:\n",
" fig_handles.append(h)\n",
" fig_labels.append(label)\n",
" #axs[1].plot(d['adc2'] - d['adc1'])\n",
"\n",
" fig.tight_layout()\n",
" fig.subplots_adjust(top=0.8, bottom=0.1)\n",
" fig.legend(fig_handles, fig_labels, loc='upper center', ncol=4, bbox_to_anchor=[0.5, 0.95])\n",
" axs[1].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" axs[0].set_xlim([115, 190])\n",
" axs[1].set_xlim([115, 190])\n",
" #axs[0].set_title('Positive')\n",
" #axs[1].set_title('Negative')\n",
" #axs[0].set_ylim([-0.005, 0.005])\n",
" #axs[1].set_ylim([-0.01, 0.02])\n",
" axs[0].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" axs[1].set_xlabel(r'$t\\;[\\mathrm{ns}]$')\n",
" #axs[0].grid()\n",
" #axs[1].grid()\n",
" \n",
"fig.savefig('../paper/fig_drill_mod_shape.pdf')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.13.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}