sampling-mesh-monitor/jupyter_notebooks/baseline_classifier.ipynb

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311 KiB
Text

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "027ac99f-d1fc-4e18-a162-455560f2bc8f",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import math\n",
"import json\n",
"import itertools\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": 2,
"id": "0d587133-9b85-4d97-8e7f-f12a70d358b6",
"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_new2_risetime\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_new2_risetime\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",
"pi3hdx_new2_risetime\n",
"pi3hdx_new3_risetime\n",
"risetime_74lvc_1\n",
"risetime_74lvc_10\n",
"risetime_74lvc_2\n",
"risetime_74lvc_3\n",
"risetime_74lvc_4\n",
"risetime_74lvc_5\n",
"risetime_74lvc_6\n",
"risetime_74lvc_7\n",
"risetime_74lvc_8\n",
"risetime_74lvc_9\n",
"risetime_max3748_1\n",
"risetime_max3748_10\n",
"risetime_max3748_2\n",
"risetime_max3748_3\n",
"risetime_max3748_4\n",
"risetime_max3748_5\n",
"risetime_max3748_6\n",
"risetime_max3748_7\n",
"risetime_max3748_8\n",
"risetime_max3748_9\n",
"risetime_pi3hdx_1\n",
"risetime_pi3hdx_10\n",
"risetime_pi3hdx_2\n",
"risetime_pi3hdx_3\n",
"risetime_pi3hdx_4\n",
"risetime_pi3hdx_5\n",
"risetime_pi3hdx_6\n",
"risetime_pi3hdx_7\n",
"risetime_pi3hdx_8\n",
"risetime_pi3hdx_9\n",
"risetime_tdp0604_1\n",
"risetime_tdp0604_10\n",
"risetime_tdp0604_2\n",
"risetime_tdp0604_3\n",
"risetime_tdp0604_4\n",
"risetime_tdp0604_5\n",
"risetime_tdp0604_6\n",
"risetime_tdp0604_7\n",
"risetime_tdp0604_8\n",
"risetime_tdp0604_9\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_new2_risetime\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": 124,
"id": "a8df715f-fa15-43b2-9121-22f2c7df624e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Baseline threshold set at 0.846000\n",
"Within class: 0.999±0.000683 max: 1\n",
"Cross class: 0.693±0.0692 max: 0.764\n",
"Baseline false negative probability: 0.000000000000\n",
"Baseline false positive probability: 0.013368210079\n"
]
},
{
"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 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"roi = 530, 650\n",
"curves = { 'run3_pi3hdx_manip_baseline1': ('Baseline', 'black', '-'),\n",
" 'run3_pi3hdx_manip_baseline2': ('Baseline', 'black', '-'),\n",
" 'run3_pi3hdx_manip_baseline3': ('Baseline', 'black', '-'),\n",
" 'run3_pi3hdx_manip_baseline4': ('Baseline', '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",
" }\n",
"\n",
"#for name, (label, _color, _linestyle) in curves.items():\n",
"# d = meas[name]['adc1'][roi[0]:roi[1]]\n",
"# plt.plot(d, label=label)\n",
"#plt.legend()\n",
"\n",
"n = roi[1]-roi[0]\n",
"d = np.zeros((len(curves), n))\n",
"for i, name in enumerate(curves):\n",
" d[i] = meas[name]['adc1'][roi[0]:roi[1]]\n",
"\n",
"labels = [label for label, _color, _linestyle in curves.values()]\n",
"\n",
"# Normalize each curve such that its mean is at 0 and its min is at -1\n",
"deltas = d[:,1:]\n",
"deltas -= np.repeat(deltas.mean(axis=1)[:,np.newaxis], n-1, axis=1)\n",
"deltas /= -np.repeat(deltas.min(axis=1)[:,np.newaxis], n-1, axis=1)\n",
"\n",
"# Align all curves such that the trace starts where the trace crosses 0.5\n",
"roi_refined = round(np.mean(n - 1 - np.argmax(deltas[:,::-1] < -0.5, axis=1))), n\n",
"deltas = deltas[:,roi_refined[0]:roi_refined[1]]\n",
"\n",
"#corr = np.zeros((len(deltas), len(deltas)))\n",
"#for i, j in itertools.product(range(len(deltas)), range(len(deltas))):\n",
"# corr[i, j] = np.correlate(deltas[i], deltas[j])[0] / np.sqrt(np.correlate(deltas[i], deltas[i])[0] * np.correlate(deltas[j], deltas[j])[0])\n",
"\n",
"corr = np.corrcoef(deltas)\n",
"\n",
"fig, ax = plt.subplots()\n",
"for x, lab in zip(deltas, labels):\n",
" ax.plot(x, label=lab)\n",
"ax.legend()\n",
"\n",
"within_class = corr[:4, :4][np.triu_indices(4)]\n",
"cross_class = corr[4:, :4].flatten()\n",
"\n",
"cdf = lambda x, mu, sigma: 1/2 * (1 + math.erf((x - mu) / (sigma * math.sqrt(2))))\n",
"threshold = (np.mean(within_class) + np.mean(cross_class)) / 2\n",
"print(f'Baseline threshold set at {threshold:.6f}')\n",
"\n",
"for name, data in [('Within', within_class), ('Cross', cross_class)]:\n",
" print(f'{name} class: {np.mean(data):.3g}±{np.std(data):.3g} max: {np.max(data):.3g}')\n",
"print(f'Baseline false negative probability: {cdf(threshold, np.mean(within_class), np.std(within_class)):.12f}')\n",
"print(f'Baseline false positive probability: {1 - cdf(threshold, np.mean(cross_class), np.std(cross_class)):.12f}')\n",
"\n",
"#corr -= np.min(corr)\n",
"#corr /= np.max(corr)\n",
"\n",
"#for i in range(len(corr[0])):\n",
"# corr[i, i] = math.nan\n",
"\n",
"fig, ax = plt.subplots()\n",
"cax = ax.matshow(corr, interpolation='nearest', cmap='managua')\n",
"fig.colorbar(cax)\n",
"ax.set_xticks(list(range(len(labels))))\n",
"ax.set_xticklabels(labels, rotation=45, ha='left')\n",
"ax.set_yticks(list(range(len(labels))))\n",
"ax.set_yticklabels(labels)\n",
"fig.tight_layout()\n",
"fig.savefig('../paper/manip_pearson_corr.pdf')\n",
"None"
]
},
{
"cell_type": "code",
"execution_count": 121,
"id": "76cedc75-cc4b-4ff1-9805-408bca2dc0e4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Baseline threshold set at 0.996519\n",
"Within class: 0.999±0.00123\n",
"Cross class: 0.994±0.00104\n",
"Baseline false negative probability: 0.036804692576\n",
"Baseline false positive probability: 0.017889448821\n"
]
},
{
"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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le/lk+b7iDq+hNXy4v3sM93SN1pglIm5IxYhIdXcyCX75M2z5wfXc2x+6PQbxj4Nv1f17lJlbwBcrkvh48R5S0nIACPT1Ynj3WIZfGauiRMSNqBgRqa7ys10dUxe/CQU5YLFBh3uh93PFA5W5g3yHkx83HOS9xN3FY5YE+nhx/5WxPNA99vwzCItIlaBiRKS6MQzYOgt+GXd6rJCYHtD/nxDW0txsl8DpNPh50yHemrvj7KJELSUiVZqKEZHq5MRemPUn2DnX9TyoPvR92TV7rsUz7kpxOg1+2XSIt+btKJ5BONjPm8f6NGJot2h1dBWpglSMiFQHTgf89h78+jLkZ4HNDvGjXXfJ2APMTlcpioqSNxK2syM1E4CIYF/G9m3KTe3rY9MtwSJVhooREU93aCN8/zgcXON6Hn0lDHoLQhuZm+sycTgNZq7Zz5sJ24s7ujYNC+TZ/k3p07QuFg9pERJxZypGRDxVQZ5r0LIlE8FZAD7B0Pfv0H4oWKvfXC85+Q7+s3Qv787fSXrhLcHdG9XmxUEtaRIWaHI6kepNxYiIJzq8Gb59CA797nre/AYY8C+3ukumsqRl5TM5cSf/XrqXvAInNquFoV2jGXNNE915I2ISFSMinsTpgOWTXSOoOvJck9kNmggtBpudrMpJOpbFy7M2M2eza7j7mv7ePNWvKXdcEaX+JCKXmYoREU9xYh989wjsW+J63uQ6GDQJAsPMzVXFLd5xlL/9sKm4k2uLekG8fFMrOmgyPpHLRsWIiCfY9J2rk2puOngHwHUTXAOYqXNmmeQ7nHyyfB9vJmwnPacAiwXu7hLFM9c1I8hXl25EKpuKERF3lp/jGsp91ceu5w06w80fQK1Yc3O5qWOZufxj9lZmrtkPQN1AH166oSX9W4XrrhuRSqRiRMRdHd0JXw2Dw4WdVK8cA32eB5v+J3+plu46yvPfbmTP0VMAXNWsLuMHt6RBTX+Tk4l4JhUjIu5ow1fwwxOQfwr8Q+Hm96HRNWan8ig5+Q4mJ+5iSuJO8h0G/nYb4/o34+4u0VjVwVWkQqkYEXEnjnxIeMF1xwy45pS5+UMIqmduLg+2MzWDP3+zkRV7jwMQ37A2/7ylDZG11EoiUlHK+vu7+o2QJFLVZB6BGTedLkR6PAX3/k+FSCVrVDeQLx7qykuDWuDrbWXprmNcN3Ehn69Iwg3+jybiUdQyImKmA2vgy6GQvh/sNeCm96D5ILNTVTt7j57iqa/Ws2rfCQB6NqnDP29pTb1gP5OTibg3tYyIVHXrv4Cp17kKkdqN4MFfVYiYJCY0gC8f7sZfrm+O3cvKwu1H6PvmQn7ccNDsaCLVgooRkcvN6YR5f4dvHwZHLjTp7ypE6jQ1O1m1ZrNaGNEjjtmje9A2MoSMnAIe+2wtz3y9nlO5BWbHE/FoKkZELqf8bJj5ACx6zfW8x5/gjs/AN9jcXFKsUd0afD2yG4/1aYTFAv9dtZ9Bby9m44E0s6OJeCwVIyKXS+YR+M8g2PQNWL3hxilw9QvVcqbdqs7bZuWpfk35bERXwoN82X30FDdNXsKHC3fjdFb5bnYibkf/CopcDqlb4aOrYP9K8A2Bod9Cu7vMTiUX0K1hbX56ogd9W4SR7zB4ZfYWhk1byfFTeWZHE/EoKkZEKlvSbzC1H5xMgpqxMGIuxPYwO5WUUc0AO+8P7cgrN7XC19vVuXXgpEWsSz5pdjQRj6FiRKQybf8Fpg+GnJOu+WVGzIPQxmanknKyWCzc3SWa7x7tTmxoAAfTcrjtvaXMWLZXY5KIVAAVIyKVZd3n8PmdUJANjfu6BjILqG12KrkEzcKD+N9j3bmuZTj5DoO//m8TY75cR1ae7rYRuRQqRkQqw9K34buRYDigzRDXHTN2DTPuCYJ8vZlyTweeH9Acm9XCd+sOcuO7S9h9JNPsaCJuS8WISEUyDJj7N5jzF9fzro/Cje9pxl0PY7FYeLBnHJ+N6EKdQB+2H85k8LtLSNyWanY0EbekYkSkohgG/PJnWPyG6/k1L0G/V3TrrgfrElebWaOv5IqYmmTkFDB82ko+WrRb/UhEykn/SopUBKcTZj91erK761+HK8eARVPSe7q6gb58OqIrQzpF4jTg5VlbePrrDeQWOMyOJuI2VIyIXCqnE358AlZ+BFjghrfhihFmp5LLyO5l5f9uac2Lg1pgtcDXq/dz14e/cSQj1+xoIm5BxYjIpXA64H+jYM10sFhds+52uNfsVGICi8XC/d1jmXZ/Z4J8vVi97wQ3vKNh5EXKQsWIyMVyOuDbkbD+c7DY4JaPoO0dZqcSk/VsUofvHu1OXJ0AUtJyuP39ZerYKnIBKkZELobTCT+Mht//C1YvuG0atLrF7FRSRcTVqcG3o7rTvVFtsvIcPPCfVXy5MsnsWCJVlooRkfIyDPjpaVj7ievSzC0fQYsbzE4lVUywnzf/HtaZmzvUx+E0eHbm77wxZ5vutBEphYoRkfIwDNcYIkWdVW98D1reZHYqqaLsXlZev60tj1/VCIBJv+7kT1+tJ6/AaXIykarlooqRyZMnExsbi6+vLx07dmTRokXn3f/dd9+lefPm+Pn50bRpU6ZPn35RYUVM9+vLsOwd1/qgt6DtEHPzSJVnsVj4U9+mTLi5NTarhW/WHGD4tJWk5+SbHU2kyih3MfLll1/y5JNP8vzzz7N27Vp69OhB//79SUoq/XrolClTGDduHC+99BKbNm3ib3/7G48++ig//PDDJYcXuawWvQGLXnOtD3gNOt5nbh5xK3d2juKj+zrhb7exeOdR7vxgOUczdeuvCIDFKOcFzC5dutChQwemTJlSvK158+bceOONTJgw4az94+Pj6d69O//617+Ktz355JOsWrWKxYsXl+kz09PTCQ4OJi0tjaCgoPLEFakYq//j6rAKcO146P6EuXnEbW08kMZ9U1dw7FQecaEBzBjRhfohfmbHEqkUZf39Xa6Wkby8PFavXk3fvn1LbO/bty9Lly4t9Zjc3Fx8fX1LbPPz82PFihXk56uZUtzA1lnw45Ou9SvHqhCRS9KqfjBfjexGRLAvu4+e4rYpSzXJnlR75SpGjh49isPhICwsrMT2sLAwDh06VOox/fr146OPPmL16tUYhsGqVauYOnUq+fn5HD16tNRjcnNzSU9PL7GImGLfUvh6OBhOaH8PXP2C2YnEA8TVqcHXj8QTVyeAg2k53PbeMg2OJtXaRXVgtfxhvg3DMM7aVuSvf/0r/fv3p2vXrnh7ezN48GCGDRsGgM1mK/WYCRMmEBwcXLxERkZeTEyRS3N4E3x2BxTkQNMBMPAtzTUjFSYixI//PtyNlhFBHDuVx50fLGfFnuNmxxIxRbmKkdDQUGw221mtIKmpqWe1lhTx8/Nj6tSpZGVlsXfvXpKSkoiJiSEwMJDQ0NBSjxk3bhxpaWnFS3Jycnliily6E/tgxs2QmwZR3eDWqWDzMjuVeJjQGj58/lBXOsfUIiO3gHun/sbC7UfMjiVy2ZWrGLHb7XTs2JGEhIQS2xMSEoiPjz/vsd7e3jRo0ACbzcYXX3zBwIEDsZ5janUfHx+CgoJKLCKXTfZJ+PRWyDwEdVvAnZ+DtzoYSuUI8vXmP8M706dpHXLynYyYvkrDx0u1U+7LNGPHjuWjjz5i6tSpbNmyhTFjxpCUlMTIkSMBV6vGvfeenihs+/btfPLJJ+zYsYMVK1Zwxx13sHHjRv7xj39U3FmIVJSCPPjvUDi6HYLqwz0zwa+m2anEw/nZbbw/tBN9W4SRV+Dkoemr+XXrYbNjiVw25S5GhgwZwsSJExk/fjzt2rVj4cKFzJ49m+joaABSUlJKjDnicDh4/fXXadu2Lddeey05OTksXbqUmJiYCjsJkQphGDBrDOxZCPYacNeXEBRhdiqpJuxeVt69uwPXtQwnz+Hk4RmrmbtZBYlUD+UeZ8QMGmdELotFr8O88a75Zu78Epr0vfAxIhUs3+HkyS/WMev3FLxtFt69qwN9W4abHUvkolTKOCMiHmvjN65CBKD/qypExDTeNitv3dGOgW3qke8wGPXpGn7eWPrQCSKeQsWISPJK+NbV54muo6Dzg+bmkWrPy2Zl4pB23NA2ggKnwWOfrWHOJhUk4rlUjEj1lnYAvrgLHLmusUT6vmx2IhHAVZC8cXtbbmxXVJCs1W2/4rFUjEj1lZ8DX94Dp1Khbku4+UOwlj4Qn4gZvGxWXrutLf1buTq1PjRjFb/tPmZ2LJEKp2JEqifDgB+egINrXLfu3vkZ+NQwO5XIWbxsVt66o33xOCQP/GcV65JPmh1LpEKpGJHqaflk2PAFWGxw23+gZozZiUTOye5lZco9HekWV5vM3ALum7qCLSmas0s8h4oRqX52zYc5f3Gt9/sHxPUyN49IGfh62/jovk50iAohLTufez76jZ2pmu1XPIOKEaleju+Gr4a5ZuFtdzd0edjsRCJlFuDjxb/v71w8ud49H/3G/hNZZscSuWQqRqT6yM+GL4dCzkmo3wmuf0Oz8IrbCfbzZsYDXWhctwaH0nO4d+oKjp/KMzuWyCVRMSLVx6yn4PBGCKgDQ2aAt6/ZiUQuSq0AO9Mf6ExEsC+7j5zi/mkrycorMDuWyEVTMSLVw5rpsO4T11Dvt3ysOWfE7dUL9mP6A50J8fdmffJJRn26hnyH0+xYIhdFxYh4vpQNrlYRgD7Pq8OqeIxGdQP5+L4r8PW2krjtCM9+vQGns8pPNyZyFhUj4tmyT8J/h7pGWG3cD64ca3YikQrVMbomk+/ugM1q4Zu1B/jnz1vNjiRSbipGxHMZBnw3Ck7shZAouOk9sOpHXjzPVc3C+OctbQB4f+FuPlq02+REIuWjf5nFcy17B7bNApvdNbCZfy2zE4lUmls7NuDZ65oB8PKsLcz+PcXkRCJlp2JEPNOB1TD3Jdf6dROgfgdT44hcDiN7xTEsPgaAMV+uY03SCXMDiZSRihHxPDnp8PVwcBZA8xug0wNmJxK5LCwWC38d2IKrm9Ult8DJQ9NXkXxcg6JJ1adiRDyLYcCssa5+IsGRcMMkDWwm1YrNamHSne1pGRHE0cw87p+2krTsfLNjiZyXihHxLOs/h9+/ck2Ad8vHrhl5RaqZAB8vPr7vCsKDfNmZmsmoT1drDBKp0lSMiOc4uvOM8UTGQVQXc/OImCg82JePh3XC325jyc5j/OXbjRiGxiCRqknFiHiGglz4+n7IPwUxPTSeiAjQMiKYd+5qj9UCX65KZsqCXWZHEimVihHxDPPGw6EN4FcLbv4ArDazE4lUCVc1C+OlG1oC8OrP20jYfNjkRCJnUzEi7m/PIlj2rmt98Luad0bkD+7tFsO93aIBePKLtWw/nGFyIpGSVIyIe8tJg+8eAQzocB80G2B2IpEq6a8DW9Atrjan8hw8OH0VJ7PyzI4kUkzFiLi3n56FtGSoGQP9/mF2GpEqy9tm5d27O9Cgph/7jmXx2GdrKdAdNlJFqBgR97X5e9etvBYr3PQ++NQwO5FIlVYrwM5H97nusFm88yivzN5idiQRQMWIuKuMw/DDE6717k9AVFdz84i4iWbhQbxxezsA/r1kL/9dmWxuIBFUjIg7Mgz4/nHIPg5hraH3n81OJOJWrmsVzpPXNAbg+e9+Z/W+4yYnkupOxYi4n9XTYMcvrtl4b/4AvOxmJxJxO6Ovakz/VuHkOwxGfrKG1PQcsyNJNaZiRNzLiX3wy/Ou9atfgLAW5uYRcVNWq4XXbmtLk7AaHMnI5bHP1mrIeDGNihFxH4YBP4x2jbIaFQ9dHzU7kYhbC/Dx4r17OlLDx4sVe4/zz5+2mh1JqikVI+I+1kyH3Yng5QuD3wGrfnxFLlVcnRq8dltbAD5avIdZG1JMTiTVkf41F/eQdgDm/MW1ftVfoHZDc/OIeJDrWoXzcK84AJ7+ej07UzVCq1xeKkak6jMM+PFJyE2H+p2g6yizE4l4nKf7NqVbXG2y8hw8PGM1mbkFZkeSakTFiFR9G76EHXNcd88MfleT4IlUAi+blbfvak94kC+7jpzi2a83YBiG2bGkmlAxIlVbxmHXkO8AvZ+Dus3MzSPiwUJr+PDu3R3wtlmY9XsKHy/eY3YkqSZUjEjVZRgwayzknIR6bSF+tNmJRDxex+ia/HWg65b5//tpK+uST5obSKoFFSNSdW3+Drb+CFYv1+UZm7fZiUSqhaFdo7m+dT0KnAaPfbaGtOx8syOJh1MxIlVTTtrpyzNXjoXw1ubmEalGLBYLE25pTVQtf/afyFb/Eal0Kkakapr7N8g8DLUbQY8/mZ1GpNoJ8vXmnbva422z8POmQ0xfts/sSOLBVIxI1ZO8AlZNda0PfBO8fc3NI1JNtWkQwrj+zQF4ZdYWNh5IMzmReCoVI1K1OPLhhycAA9rdDbE9zU4kUq3d3z2Ga1uEkedw8uhna8jIUf8RqXgqRqRqWfYOpG4Gv1pw7d/NTiNS7VksFv51axvqh/ix71gW4775Xf1HpMKpGJGq4/geSPyna73fKxBQ29w8IgJAiL+dSXe2x8tq4ccNKXyxMtnsSOJhVIxI1WAYMOtPUJANMT2g7Z1mJxKRM3SMrslT/ZoCMP6Hzew6kmlyIvEkKkakatg4E3bNA5sPDJwIFovZiUTkDx7qEUd8w9pk5zt48ot15BU4zY4kHkLFiJgvJx1++bNrvedTENrI3DwiUiqr1cIbt7cj2M+b3w+k8ebc7WZHEg+hYkTMl/h/rjFFajWE7k+YnUZEziM82Jf/u9k1COF7C3axbNcxkxOJJ1AxIuY6vBl+e8+1PuBV8PIxN4+IXFD/1vUY0ikSw4Cx/11HWpZu95VLo2JEzGMYMPtpMBzQbCA0usbsRCJSRi8MakFMbX9S0nL487e63VcujYoRMc/GmbBvMXj5wXUTzE4jIuUQ4OPFW3e4bved9XsKM9ccMDuSuDEVI2KO3AyY8xfXeo8/QUiUuXlEpNzaRoYw5tomALz4v43sO3bK5ETirlSMiDkW/BMyUqBmLMQ/bnYaEblII3s1pHNsLU7lOXjyy3U4nLpcI+WnYkQuv9StsHyKa73/q5oIT8SN2awW3hzSjkAfL9YmneT9hbvMjiRuSMWIXF6GAT89Dc4CaDoAmvQ1O5GIXKL6IX68eENLAN5M2M7WQ+kmJxJ3o2JELq8t38OeheDlq06rIh7klg71uaZ5GPkOg7FfrtforFIuKkbk8snPgTl/da13fwJqxpgaR0QqjsVi4R83t6KmvzebU9J559cdZkcSN3JRxcjkyZOJjY3F19eXjh07smjRovPu/+mnn9K2bVv8/f2pV68e999/P8eOadS+amf5ZDi5DwIjNNKqiAeqG+jLyze6Rmd9N3EX65NPmhtI3Ea5i5Evv/ySJ598kueff561a9fSo0cP+vfvT1JSUqn7L168mHvvvZcHHniATZs28dVXX7Fy5UpGjBhxyeHFjWQchkWvu9aveQnsAabGEZHKcX2begxqG4HDafCnr9aTk+8wO5K4gXIXI2+88QYPPPAAI0aMoHnz5kycOJHIyEimTJlS6v7Lly8nJiaG0aNHExsby5VXXsnDDz/MqlWrLjm8uJFf/w55mVC/I7S+zew0IlKJ/j64JXUCfdiZmsnrc7aZHUfcQLmKkby8PFavXk3fviXvgOjbty9Lly4t9Zj4+Hj279/P7NmzMQyDw4cP8/XXX3P99def83Nyc3NJT08vsYgbS1kPaz9xrV/3f2BVVyURTxbib+eft7gu13y0eA8r9hw3OZFUdeX6rXD06FEcDgdhYWEltoeFhXHo0KFSj4mPj+fTTz9lyJAh2O12wsPDCQkJ4e233z7n50yYMIHg4ODiJTIysjwxpSoxDPh5HGC4WkQiO5udSEQug6uahRVPpvfUV+s5lVtgdiSpwi7qv6gWi6XEc8MwztpWZPPmzYwePZoXXniB1atX8/PPP7Nnzx5Gjhx5zvcfN24caWlpxUtycvLFxJSqYMv3sG+Ja/6Za14yO42IXEZ/Gdic+iF+JB3P4l+/6HKNnFu5ipHQ0FBsNttZrSCpqalntZYUmTBhAt27d+fpp5+mTZs29OvXj8mTJzN16lRSUlJKPcbHx4egoKASi7ih/JzT8890Hw3BDczNIyKXVaCvNxNudl2u+c+yvazaq8s1UrpyFSN2u52OHTuSkJBQYntCQgLx8fGlHpOVlYX1D30EbDYbgKac9nTLJ8PJJN3KK1KN9WxSh9s6NsAw4JmZG3R3jZSq3Jdpxo4dy0cffcTUqVPZsmULY8aMISkpqfiyy7hx47j33nuL9x80aBDffPMNU6ZMYffu3SxZsoTRo0fTuXNnIiIiKu5MpGrJTNWtvCICwF+ub0GdQB92HznFpHkaDE3O5lXeA4YMGcKxY8cYP348KSkptGrVitmzZxMdHQ1ASkpKiTFHhg0bRkZGBu+88w5/+tOfCAkJ4aqrruKf//xnxZ2FVD0L/um6lTeivW7lFanmgv29+fvgVoz8ZDXvL9zNgNb1aFU/2OxYUoVYDDe4VpKenk5wcDBpaWnqP+IOju6Ad7uA4YD7foTYHmYnEpEq4NFP1zDr9xRa1Avif491x9um2/w9XVl/f+snQSrevL+5CpEm16kQEZFiL93QkpDCuWveX7DL7DhShagYkYqV9Bts+QEsVt3KKyIl1An04cVBLQCYNG8nOw5nmJxIqgoVI1JxDAMSCmflbX8P1G1ubh4RqXJubFefPk3rkOdw8szMDTicVb6ngFwGKkak4mydBcm/uQY46/1ns9OISBVksVh45abW1PDxYm3SSaYv22t2JKkCVIxIxXDkw9wXXevdHoWgeubmEZEqKyLEj+f6NwPgtV+2cfBktsmJxGwqRqRirJkOx3aCf20NcCYiF3RX5yg6RIVwKs/BS99vMjuOmEzFiFy63AxInOBa7/Uc+Or2axE5P6vVwoSb2+BltTBn82F+2VT6ZKtSPagYkUu39B04dQRqxUHHYWanERE30TQ8kId6xgHw4v82kamZfastFSNyaTKPwNK3XetXvwhednPziIhbefyqxkTV8udQeg6vz9HMvtWVihG5NIteh/xTENEBWgw2O42IuBk/u42Xb2wFwH+W7mXD/pPmBhJTqBiRi3cyGVZ97Fq/+gWwWMzNIyJuqWeTOgxuF4HTgHHf/E6Bw2l2JLnMVIzIxVvwT3DkQUwPiOttdhoRcWN/ub4FQb5ebDqYzrSle82OI5eZihG5OEd3wLpPXetqFRGRS1Qn0Ic/D3CN2vxGwnYOaOyRakXFiFyc+a+A4YQm/SGys9lpRMQD3N4pkitiapKV5+CF7zbiBpPKSwVRMSLll7IeNn3rWr/qL+ZmERGPYbVa+MdNrfG2WZi3NZVfNh02O5JcJipGpPx+fdn12OpWCG9lbhYR8SiNw06PPfL3HzeTnecwOZFcDipGpHz2LYMdc8Bigz6aDE9EKt5jfRpTP8SPAyezeWf+DrPjyGWgYkTKzjBg3t9c6x2GQu2G5uYREY/kZ7fxwqAWAHywcDe7j2SanEgqm4oRKbud8yBpGdh8oOczZqcREQ/Wt0UYvZvWId9h8OL3m9SZ1cOpGJGyMQz4dbxrvfODEFzf3Dwi4tEsFgsvDWqJ3WZl0Y6j/LxRE+l5MhUjUjbbfnLdReMdAFeOMTuNiFQDMaEBjOzl6sw6/sfNZOVpIj1PpWJELswwIHGCa73LQxAQam4eEak2HundiAY1/UhJy+HtX3eaHUcqiYoRubCts+DQBrDXgPjRZqcRkWrEz27jpUEtAfho0W52pqozqydSMSLn53RC4v+51rs8DP61zM0jItXONS3CuLpZXfIdBi+pM6tHUjEi57f1Rzj8O9gDodtjZqcRkWrqxUEtsXtZWbzzKLN/V2dWT6NiRM7tzFaRriPVKiIipomq7c+o3q6xjf7+42ZO5aozqydRMSLntuV7SN0EPkHQdZTZaUSkmhvZqyGRtfw4lJ7DlMRdZseRCqRiRErndMKCf7rWu6hVRETM5+tt4y/XF47Mumg3ycezTE4kFUXFiJRuy/8gdTP4BEM3tYqISNXQt0UY3RvVJq/AySuztpgdRyqIihE5m9MJiYWtIl0fAb+a5uYRESlksVh4YWBLbFYLP286xNKdR82OJBVAxYicbfO3cGSLq1Wk6yNmpxERKaFpeCD3dIkC4G8/bKbA4TQ5kVwqFSNSktNxulWk26PgF2JqHBGR0oy5tgkh/t5sO5zB5yuSzI4jl0jFiJS0+X9wdBv4Brtu5xURqYJC/O386domALyesJ2TWXkmJ5JLoWJETnM6YeFrrvWuo1wFiYhIFXVn5yiahQdyMiufNxO2mx1HLoGKETlt+8+ucUXsgdD5IbPTiIicl5fNyguDXLf6fvJbEtsOZZicSC6WihFxMQxY+C/XeucRGldERNxCfMNQ+rcKx+E0+NsPmrfGXakYEZddv8LBNeDlpzloRMSt/HlAc+xeVpbuOsYvmw6bHUcugooRcSnqK9JpOASEmptFRKQcImv583DPOABemb2ZnHyHyYmkvFSMCOxdAklLwWaH+MfNTiMiUm6P9G5IeJAvycez+feSvWbHkXJSMSKn+4q0HwpB9czNIiJyEfztXjzdrykAk+fv5FhmrsmJpDxUjFR3+1fB7vlg9YLuT5idRkTkot3Uvj6t6geRkVvAxLk7zI4j5aBipLor6ivS5g6oGW1uFhGRS2C1Wopn9f1sRRI7U3Wrr7tQMVKdpWyA7T+BxQpXjjE7jYjIJesaV5trW4ThcBpMmL3V7DhSRipGqrNFha0iLW+G0EbmZhERqSDj+jfDy2ph3tZUlmhWX7egYqS6OrINNn/vWu/5lLlZREQqUFydGtzT1XXZ+eVZW3A4NRBaVadipLpaPBEwoNlAqNvc7DQiIhVq9NWNCfT1YktKOjPX7Dc7jlyAipHq6GQy/P5f13qPseZmERGpBLUC7Dx+levy82u/bCMrr8DkRHI+Kkaqo2XvgrMAYntB/Y5mpxERqRT3xccQWcuP1IxcPli42+w4ch4qRqqbU8dgzX9c61c+aWoUEZHK5ONl47nrXJeh31+wm8PpOSYnknNRMVLdrPgA8rOgXluI62N2GhGRSjWgdTgdo2uSne/g9TnbzI4j56BipDrJOwUr3netXzkGLBZz84iIVDKLxcLz17taR75avZ/NB9NNTiSlUTFSnayZDtknoFYcNL/B7DQiIpdFh6iaDGxTD8NwzeprGLrVt6pRMVJdFOTB0ndc6/GjwWozN4+IyGX07HXNsNusLNl5jEU7NBBaVaNipLrY+DWk74caYdD2TrPTiIhcVpG1/BnazTUQ2v/9tBWnBkKrUlSMVAdOJyx5y7XedRR4+5qbR0TEBI/1aUSgjxebU9L5fv1Bs+PIGVSMVAfbf4YjW8EnGDoNNzuNiIgpagbYGdm7IQCvzdlGboHD5ERS5KKKkcmTJxMbG4uvry8dO3Zk0aJF59x32LBhWCyWs5aWLVtedGgpB8OAxW+41q94AHyDzM0jImKi4d1jCQvyYf+JbD5ZnmR2HClU7mLkyy+/5Mknn+T5559n7dq19OjRg/79+5OUVPqX+tZbb5GSklK8JCcnU6tWLW677bZLDi9lsG8p7F8JNh/o+ojZaURETOVntzHmmiYAvPPrDtJz8k1OJHARxcgbb7zBAw88wIgRI2jevDkTJ04kMjKSKVOmlLp/cHAw4eHhxcuqVas4ceIE999//yWHlzJY/Kbrsf3dUKOuuVlERKqAWzs2oGGdAE5k5fPBAg0TXxWUqxjJy8tj9erV9O3bt8T2vn37snTp0jK9x8cff8w111xDdHT0OffJzc0lPT29xCIX4dBG2JkAFivEP252GhGRKsHLZuXZ65oB8NFiDRNfFZSrGDl69CgOh4OwsLAS28PCwjh06NAFj09JSeGnn35ixIgR591vwoQJBAcHFy+RkZHliSlFlhWOK9JisGugMxERAeDaFmF0jK5JTr6TiXN3mB2n2ruoDqyWPwwjbhjGWdtKM23aNEJCQrjxxhvPu9+4ceNIS0srXpKTky8mZvWWfhB+/8q1rlYREZESLBYL4/q7Wkf+uyqZnamZJieq3spVjISGhmKz2c5qBUlNTT2rteSPDMNg6tSpDB06FLvdft59fXx8CAoKKrFIOf32PjgLILo71O9odhoRkSqnU0wtrm0RhsNp8K9ftpodp1orVzFit9vp2LEjCQkJJbYnJCQQHx9/3mMXLFjAzp07eeCBB8qfUsonNwNW/du1rlYREZFzeqZfU6wW+GXTYVbvO2F2nGqr3Jdpxo4dy0cffcTUqVPZsmULY8aMISkpiZEjRwKuSyz33nvvWcd9/PHHdOnShVatWl16ajm/NTMgNw1qN4bG/cxOIyJSZTUOC+T2Tq5+if/8aasm0TOJV3kPGDJkCMeOHWP8+PGkpKTQqlUrZs+eXXx3TEpKylljjqSlpTFz5kzeeuutikkt5+YogOWFt1l3exSsGmRXROR8nrymCd+tO8CKvceZtyWVa1qcv9uBVDyL4QZlYHp6OsHBwaSlpan/yIVsnAlfDwf/UBizEbz9zE4kIlLlvfrzViYn7qJpWCA/PdEDq/XCN2XIhZX197f+2+xJDAOWTHKtd35IhYiISBk93LMhQb5ebDucwQ8bNIne5aZixJPsWwIp68DL1zUPjYiIlEmwvzcP93JNovdGwnbyHU6TE1UvKkY8ydLCQc7a3QUBoeZmERFxM/d3jyG0hp19x7L4atV+s+NUKypGPMWR7bD9J8ACXR81O42IiNvxt3vxWJ9GAEyat4OcfIfJiaoPFSOeomjo92bXQ2gjc7OIiLipO7tEUT/Ej0PpOXyyfJ/ZcaoNFSOeIDMV1n/hWu/2mLlZRETcmI+XjSeuaQzAu/N3kpGTb3Ki6kHFiCdY+RE4cqF+J4jqanYaERG3dnP7+sTVCeBEVj5TF+81O061oGLE3eVlwYoPXevxj0MZJiwUEZFz87JZ+dO1TQH4cNFuTpzKMzmR51Mx4u7Wfw7ZxyEkGpoPMjuNiIhH6N8qnJYRQWTmFvDegl1mx/F4KkbcmdN5euj3ro+A1WZuHhERD2G1Wniqn6t1ZNrSvRxOzzE5kWdTMeLOds2DYzvAJwja32N2GhERj9K7SR2uiKlJboGTt3/dYXYcj6ZixJ0tn+x67HAv+ASam0VExMNYLBae7tcMgC9WJLPv2CmTE3kuFSPuKnUL7PoVLFbo/KDZaUREPFLn2Fr0alKHAqfBxLlqHaksKkbc1W/vuR6bXQ81Y0yNIiLiyZ7q6+o78t26A2w7lGFyGs+kYsQdZR0/PchZ11HmZhER8XCtGwTTv1U4hgGvz9lmdhyPpGLEHa2aCgU5UK8tRHUzO42IiMcbe20TrBaYs/kw65NPmh3H46gYcTcFea4RV8HVKqJBzkREKl3jsEBubF8fgDfnbjc5jedRMeJuNv8PMlKgRhi0vMnsNCIi1cboqxpjs1pI3HaE1ftOmB3Ho6gYcSeGAcvfda1fMQK8fMzNIyJSjcSEBnBLB1fryES1jlQoFSPuJHkFHFwLNh/oNNzsNCIi1c7jVzXGy2ph0Y6jrNhz3Ow4HkPFiDspGuSsze0QEGpuFhGRaiiylj+3dYoE4M0EtY5UFBUj7uJkEmz53rXe9RFzs4iIVGOPXdUIu83Kst3HWLrrqNlxPIKKEXex4gMwnBDbC8Jamp1GRKTaqh/ixx2dXa0jExN2YBiGyYncn4oRd5CbCaunu9Y1yJmIiOlG9W6E3cvKir3HWbLzmNlx3J6KEXew/nPITYNacdC4r9lpRESqvfBgX+7uEgXAGwnb1DpyiVSMVHVOJyyf4lrv8ghY9ZWJiFQFj/RuiK+3lTVJJ1mw/YjZcdyafrNVdTvnwvFd4BMM7e4yO42IiBSqG+jL0K7RALyRsF2tI5dAxUhVt+J912P7e8CnhrlZRESkhId7NcTP28aG/WnM25Jqdhy3pWKkKju609UyggU6jzA7jYiI/EFoDR/ui48B1DpyKVSMVGUrP3Q9Nu7r6rwqIiJVzkM94wiw29icks4vmw6bHcctqRipqnIzYN1nrvUuD5mbRUREzqlWgJ37u8cCrjlrnE61jpSXipGqav0XkJsOtRtB3FVmpxERkfMY0SOWQB8vth7K4KeNh8yO43ZUjFRFhgErCi/RdH5It/OKiFRxIf52hl95unXEodaRctFvuapodyIc3Qb2GtD2TrPTiIhIGTzQI5YgXy92pGYy6/cUs+O4FRUjVdGKD1yPbe8E3yBzs4iISJkE+XrzwJWumw3enrdDfUfKQcVIVXNiL2z7ybXeWR1XRUTcybDuMQQWto6o70jZqRipalZ+BBgQ1wfqNDE7jYiIlEOwnzfDC++seftXtY6UlYqRqiQvC9bMcK13edjcLCIiclGGdz99Z82czWodKQsVI1XJ7/+FnJMQEq3ZeUVE3FSwvzfDuscA8Na8nWodKQMVI1VFidt5HwSrzdw8IiJy0YZ3jyXAbmNLSjpzt2hU1gtRMVJV7FsKhzeCt79rUjwREXFbNQPsxXPWvDVvh+asuQAVI1VF0ey8bW4Hv5rmZhERkUs2okcc/nYbmw6m8+tWzeh7PipGqoK0/bDlR9e6bucVEfEItQLsDO0WDah15EJUjFQFq6aC4YCYHhDW0uw0IiJSQR7sEYeft40N+9NI3HbE7DhVlooRs+XnwOpprnW1ioiIeJTQGj7c0zUKUOvI+agYMdumbyDrGAQ1gKYDzE4jIiIV7MGecfh4WVmXfJKFO46aHadKUjFitqLbea94AGxe5mYREZEKVzfQl7u7FPYdmbtdrSOlUDFipgOr4eAasPlAh/vMTiMiIpVkZK847F5W1iSdZMnOY2bHqXJUjJhp5ceux5Y3QUBtc7OIiEilqRvky12di/qOqHXkj1SMmCXrOGyc6Vq/YoS5WUREpNKN7NUQu83Kyr0nWLZbrSNnUjFilnWfQkEOhLeBBp3MTiMiIpUsPNiXIVdEAvDW3B0mp6laVIyYwek8fYnmihFgsZibR0RELotHejfE22bhtz3HWa7WkWIqRsyw+1c4sQd8gqH1rWanERGRyyQixI/bOrlaRybNU+tIERUjZljxkeux/d1gDzA3i4iIXFajejfEy2ph6a5jrNx73Ow4VYKKkcvtxD7Y/rNrvdNwc7OIiMhl16CmP7d2bACodaSIipHLbfU0wIC43hDa2OQwIiJihlG9G2GzWli04yjrk0+aHcd0F1WMTJ48mdjYWHx9fenYsSOLFi067/65ubk8//zzREdH4+PjQ8OGDZk6depFBXZrBbmwZrprXbfziohUW1G1/RncNgKAd+bvNDmN+cpdjHz55Zc8+eSTPP/886xdu5YePXrQv39/kpKSznnM7bffzrx58/j444/Ztm0bn3/+Oc2aNbuk4G5p8/8g6ygERkCT/manERERE43q0xCLBRI2H2broXSz45jKYpRzGLguXbrQoUMHpkyZUrytefPm3HjjjUyYMOGs/X/++WfuuOMOdu/eTa1atS4qZHp6OsHBwaSlpREUFHRR71ElfNwXkn+DPs9Dr2fMTiMiIiYb9elqZv9+iBvaRjDpzvZmx6lwZf39Xa6Wkby8PFavXk3fvn1LbO/bty9Lly4t9Zjvv/+eTp068eqrr1K/fn2aNGnCU089RXZ29jk/Jzc3l/T09BKL20vZ4CpErF7Q4V6z04iISBUwqncjAH7ccJA9R0+ZnMY85SpGjh49isPhICwsrMT2sLAwDh06VOoxu3fvZvHixWzcuJFvv/2WiRMn8vXXX/Poo4+e83MmTJhAcHBw8RIZGVmemFXTqsJBzpoPgsBwc7OIiEiV0Kp+MFc1q4vTgCmJ1bfvyEV1YLX8YcRQwzDO2lbE6XRisVj49NNP6dy5MwMGDOCNN95g2rRp52wdGTduHGlpacVLcnLyxcSsOnLSYMN/XetXPGhuFhERqVIe7eNqHflmzQH2n8gyOY05ylWMhIaGYrPZzmoFSU1NPau1pEi9evWoX78+wcHBxduaN2+OYRjs37+/1GN8fHwICgoqsbi1dZ9DfhbUaQ7R8WanERGRKqRjdE3iG9amwGnwwcLdZscxRbmKEbvdTseOHUlISCixPSEhgfj40n/Jdu/enYMHD5KZmVm8bfv27VitVho0aHARkd2MYcDKwhFXr3hA89CIiMhZHrvK1TryxcpkUtNzTE5z+ZX7Ms3YsWP56KOPmDp1Klu2bGHMmDEkJSUxcuRIwHWJ5d57T3fQvOuuu6hduzb3338/mzdvZuHChTz99NMMHz4cPz+/ijuTqmrPQji2A+w1oM0Qs9OIiEgV1C2uNh2iQsgrcPLR4j1mx7nsyl2MDBkyhIkTJzJ+/HjatWvHwoULmT17NtHR0QCkpKSUGHOkRo0aJCQkcPLkSTp16sTdd9/NoEGDmDRpUsWdRVVW1CrSZgj4uvnlJhERqRQWi4XHr3KNyv3J8n2cOJVncqLLq9zjjJjBbccZST8Ib7YCwwGPLIWwlmYnEhGRKsowDAa+vZhNB9MZfVUjxvZtanakS1Yp44xIOa2e5ipEouJViIiIyHlZLBYeK7yz5t9L95Kek29yostHxUhlceQXTooHdNY8NCIicmH9WobTqG4NMnIKmLFsn9lxLhsVI5Vl6yzIPAwBdaHZILPTiIiIG7BaLTzapyEAHy/eQ1ZegcmJLg8VI5VlVeGsxB2Ggpfd3CwiIuI2BrWJIKqWP8dP5fH5Cjcf9LOMVIxUhqM7Yc8CwAId7jM7jYiIuBEvm5VHertaRz5YuIvcAofJiSqfipHKsPrfrsfG10LNaHOziIiI27m5Q33Cg3w5nJ7L16tLH63ck6gYqWj5ObDuU9d6p+HmZhEREbfk42Xj4V5xAExJ3EW+w2lyosqlYqSibf4fZJ+AoAbQuK/ZaURExE3dcUUUoTXs7D+RzffrDpodp1KpGKloRZdoOt4HVpu5WURExG352W08cKWrdeTdxJ04nFV+jNKLpmKkIh3eDEnLwGKD9kPNTiMiIm7unq5RBPt5s/vIKX7eeMjsOJVGxUhFKmoVaTYAguqZm0VERNxeoK83w+JjAHhn/k7cYAaXi6JipKLknYL1X7jW1XFVREQqyP3dYwiw29iSks6vW1PNjlMpVIxUlI0zITcdasZCbG+z04iIiIcI8bdzTzfXMBFv/+qZrSMqRipK0Yirne4Hq/5YRUSk4oy4Mg4fLyvrkk+yfPdxs+NUOP3WrAgH1sDBtWCzQ7u7zU4jIiIepk6gD7d3igRgcuJOk9NUPBUjFaGo42qLwRAQam4WERHxSA/1jMNmtbBox1F+359mdpwKpWLkUuWkwe9fu9bVcVVERCpJZC1/bmgbAcCUBZ7VOqJi5FJt+C/kZ0GdZhDVzew0IiLiwYom0Ptp4yF2Hck0OU3FUTFyKQzjjI6rw8FiMTePiIh4tCZhgVzTPAzDgPcX7DI7ToVRMXIpkn+D1M3g5QdthpidRkREqoFRfVytI9+uPUBKWrbJaSqGipFLUdQq0voW8AsxNYqIiFQPHaJq0jWuFvkOgw8X7jE7ToVQMXKxTh2DTd+51tVxVURELqNRvRsB8PmKJI6fyjM5zaVTMXKx1n8Gjlyo1xYiOpidRkREqpEejUNpVT+I7HwH05buNTvOJfMyO4BbcjphVeHYIuq4KpfI4XCQn59vdgwxmd1ux6rRm6WMLBYLo3o3YtSna/jP0r081DOOGj7u+yvdfZObae9COL4L7IHQ6laz04ibMgyDQ4cOcfLkSbOjSBVgtVqJjY3FbrebHUXcRL+W4cSFBrD76Ck+/y2JB3vGmR3poqkYuRhFHVfbDgGfGuZmEbdVVIjUrVsXf39/LGphq7acTicHDx4kJSWFqKgo/SxImdisFkb2asgzMzfw0eLd3BsfjY+XzexYF0XFSHllHIKts1zrHe83N4u4LYfDUVyI1K5d2+w4UgXUqVOHgwcPUlBQgLe3t9lxxE3c2L4+b87dTkpaDt+sOcCdnaPMjnRRdIGyvNbOAGcBRHaB8FZmpxE3VdRHxN/f3+QkUlUUXZ5xOBwmJxF3YveyMqKH6/LM+wt24XAaJie6OCpGysPpgNXTXeu6nVcqgJrjpYh+FuRi3dk5khB/b/Yey2L27ylmx7koKkbKY+c8SEsCv5quGXpFRERM5m/3Ylh8DACTE3dhGO7XOqJipDyKOq62uxu8/czNIuJGEhMTsVgsF7xzKCYmhokTJ57z9b1792KxWFi3bl2F5jvTSy+9RLt27Srt/UUqw7D4GPztNrakpJO4/YjZccpNxUhZpe2HHb+41jsOMzWKiFnee+89AgMDKSgoKN6WmZmJt7c3PXr0KLHvokWLsFgsbN++nfj4eFJSUggODgZg2rRphISElPvzIyMjSUlJoVUr9dcSOVOIv527CjuvTpnvfhPoqRgpqzXTwXBCTA8IbWx2GhFT9OnTh8zMTFatWlW8bdGiRYSHh7Ny5UqysrKKtycmJhIREUGTJk2w2+2Eh4dfcr8Im81GeHg4Xl66EVDkj0b0iMPbZmHF3uOs2nvc7DjlomKkLBwFsGaGa12tIlKNNW3alIiICBITE4u3JSYmMnjwYBo2bMjSpUtLbO/Tp0/xetFlmsTERO6//37S0tKwWCxYLBZeeuml4uOysrIYPnw4gYGBREVF8cEHHxS/9sfLNEXvO2/ePDp16oS/vz/x8fFs27btvOexf/9+7rjjDmrVqkVAQACdOnXit99+K3XflStXcu211xIaGkpwcDC9evVizZo1JfZ56aWXiIqKwsfHh4iICEaPHl382uTJk2ncuDG+vr6EhYVx660aKFEqR3iwL7d0aAC4+o64ExUjZbFjDmQcBP/a0HyQ2WnEQxmGQVZegSlLeTq89e7dm/nz5xc/nz9/Pr1796ZXr17F2/Py8li2bFlxMXKm+Ph4Jk6cSFBQECkpKaSkpPDUU08Vv/7666/TqVMn1q5dy6hRo3jkkUfYunXreTM9//zzvP7666xatQovLy+GDz/33W6ZmZn06tWLgwcP8v3337N+/XqeeeYZnE5nqftnZGRw3333sWjRIpYvX07jxo0ZMGAAGRkZAHz99de8+eabvP/+++zYsYPvvvuO1q1bA7Bq1SpGjx7N+PHj2bZtGz///DM9e/Y877mIXIqHezXEaoFft6ayJSXd7DhlprbOslhdOA9Nu7vBy8fcLOKxsvMdtHjhF1M+e/P4fvjby/bPQe/evRkzZgwFBQVkZ2ezdu1aevbsicPhYNKkSQAsX76c7OzsUosRu91OcHAwFouF8PDws14fMGAAo0aNAuDZZ5/lzTffJDExkWbNmp0z0yuvvEKvXr0AeO6557j++uvJycnB19f3rH0/++wzjhw5wsqVK6lVqxYAjRo1Oud7X3XVVSWev//++9SsWZMFCxYwcOBAkpKSCA8P55prrsHb25uoqCg6d+4MQFJSEgEBAQwcOJDAwECio6Np3779OT9L5FLFhgbQv3U9Zm1IYUriLibd6R4/b2oZuZCTSbAjwbWuSzQi9OnTh1OnTrFy5UoWLVpEkyZNqFu3Lr169WLlypWcOnWKxMREoqKiiIsr/1wZbdq0KV4vKlhSU1PLfEy9evUAznnMunXraN++fXEhciGpqamMHDmSJk2aEBwcTHBwMJmZmSQlJQFw2223kZ2dTVxcHA8++CDffvttcQffa6+9lujoaOLi4hg6dCiffvppiX41IpXhkV4NAfhxw0H2HTtlcpqyUcvIhayZARgQ2xNqNzQ7jXgwP28bm8f3M+2zy6pRo0Y0aNCA+fPnc+LEieIWifDwcGJjY1myZAnz588/q0WhrP44FLrFYjnnJZTSjinqJHuuY/z8yndb/rBhwzhy5AgTJ04kOjoaHx8funXrRl5eHuC6w2fbtm0kJCQwd+5cRo0axb/+9S8WLFhAYGAga9asITExkTlz5vDCCy/w0ksvsXLlyou6m0ikLFrVD6ZXkzos2H6E9xfu5h83tTY70gWpZeR8HAWu4d9B89BIpbNYLPjbvUxZynuXS58+fUhMTCQxMZHevXsXb+/Vqxe//PILy5cvL/USTRG73W7asOdt2rRh3bp1HD9etrsNFi1axOjRoxkwYAAtW7bEx8eHo0ePltjHz8+PG264gUmTJpGYmMiyZcv4/fffAfDy8uKaa67h1VdfZcOGDezdu5dff/21ws9L5Eyjerv+8/z1qv2kpueYnObCVIycz/afISMFAupAs4FmpxGpMvr06cPixYtZt25dccsIuIqRDz/8kJycnPMWIzExMWRmZjJv3jyOHj16WS9d3HnnnYSHh3PjjTeyZMkSdu/ezcyZM1m2bFmp+zdq1IgZM2awZcsWfvvtN+6+++4SrSvTpk3j448/ZuPGjezevZsZM2bg5+dHdHQ0P/74I5MmTWLdunXs27eP6dOn43Q6adq06eU6XammOsfWomN0TfIcTj5evMfsOBekYuR8SnRctZubRaQK6dOnD9nZ2TRq1IiwsLDi7b169SIjI4OGDRsSGRl5zuPj4+MZOXIkQ4YMoU6dOrz66quXIzbgapWZM2cOdevWZcCAAbRu3Zr/+7//w2Yr/VLV1KlTOXHiBO3bt2fo0KGMHj2aunXrFr8eEhLChx9+SPfu3WnTpg3z5s3jhx9+oHbt2oSEhPDNN99w1VVX0bx5c9577z0+//xzWrZseblOV6opi8VS3DryyfJ9pGXlm5zo/CyGGwxin56eTnBwMGlpaQQFBV2eDz2xD95qCxjw+Br1F5EKlZOTw549e4iNjS31jg+pfvQzIRXNMAz6v7WIrYcy+NO1TXj86ss/YGdZf3+rZeRc1kwHDIjrrUJERETcjsVi4ZHC1pF/L91Ldp45/bTKQsVIaRz56rgqIiJu7/rW9Yiq5c/xU3l8sTLJ7DjnpGKkNNt+gszDro6rTQeYnUZEROSieNmsPNTTNd7Phwt3k1dw/tvkzaJipDRFHVfb36OOqyIi4tZu7diAOoE+HEzL4X/rDpgdp1QqRv7oxF7YVTgGQIf7TI0iIiJyqXy9bTxwZSwA7y3YhdNZ9e5bUTHyR6v/43pseBXUijU3i4iISAW4u0sUQb5e7DpyijmbD5kd5ywqRs7kyIe1n7jWNQ+NiIh4iEBfb+7tFgPA5MRd5Zqp+3JQMXKmrbPgVCrUCFPHVRER8Sj3d4/B19vKhv1pLNl5zOw4JagYOdPqaa7H9veAzfu8u4qIiLiT2jV8uOOKKAAmJ+40OU1JKkaKHN8Nu+cDFuhwr9lpRKSS9e7dmyeffNLsGCKX1YM94/CyWli66xjrkk+aHaeYipEiZ3ZcrRljahSRqu7QoUM8/vjjxMXF4ePjQ2RkJIMGDWLevHlmRxOR86gf4sfgdvUBmDy/6rSOqBgBKMiDdZ+61jtpxFWR89m7dy8dO3bk119/5dVXX+X333/n559/pk+fPjz66KPnPC4/v2pP1CVSXTzSOw6LBeZsPsyOwxlmxwFUjLhsmwWnjkCNcGhyndlpRKq0UaNGYbFYWLFiBbfeeitNmjShZcuWjB07luXLlxfvZ7FYeO+99xg8eDABAQG8/PLLAEyZMoWGDRtit9tp2rQpM2bMKPH+L730ElFRUfj4+BAREcHo0aOLX5s8eTKNGzfG19eXsLAwbr311vNmXbJkCb169cLf35+aNWvSr18/Tpw4Ueq+n3zyCZ06dSIwMJDw8HDuuusuUlNTi18/ceIEd999N3Xq1MHPz4/GjRvz73+7BkjMy8vjscceo169evj6+hITE8OECRPK9wcrcpk0qhtI3xau2banLNhlchoXL7MDVAmrCkdc7TBUHVfFPIYB+VnmfLa3P1gsF9zt+PHj/Pzzz7zyyisEBASc9XpISEiJ5y+++CITJkzgzTffxGaz8e233/LEE08wceJErrnmGn788Ufuv/9+GjRoQJ8+ffj666958803+eKLL2jZsiWHDh1i/fr1AKxatYrRo0czY8YM4uPjOX78OIsWLTpn1nXr1nH11VczfPhwJk2ahJeXF/Pnz8fhKH2ysLy8PP7+97/TtGlTUlNTGTNmDMOGDWP27NkA/PWvf2Xz5s389NNPhIaGsnPnTrKzswGYNGkS33//Pf/973+JiooiOTmZ5OTkC/55iphlVO9G/LLpMN+vO8jYa5vQoKa/qXkuqhiZPHky//rXv0hJSaFly5ZMnDiRHj16lLpvYmIiffr0OWv7li1baNas2cV8fMU6tgv2LEAdV8V0+VnwjwhzPvvPB8F+dnHxRzt37sQwjDL/3b3rrrsYPnx4iefDhg1j1KhRAMWtKa+99hp9+vQhKSmJ8PBwrrnmGry9vYmKiqJz584AJCUlERAQwMCBAwkMDCQ6Opr27duf87NfffVVOnXqxOTJk4u3tWzZ8pz7n5kzLi6OSZMm0blzZzIzM6lRowZJSUm0b9+eTp06ARATE1O8f1JSEo0bN+bKK6/EYrEQHR1dpj8fEbO0jQyhe6PaLNl5jA8X7uZvg1uZmqfcl2m+/PJLnnzySZ5//nnWrl1Ljx496N+/P0lJ558NcNu2baSkpBQvjRs3vujQFarodt5G10BIlKlRRKq6ooGSLGVoRQGKf3EX2bJlC927dy+xrXv37mzZsgWA2267jezsbOLi4njwwQf59ttvKSgoAODaa68lOjqauLg4hg4dyqeffkpW1rlbkopaRspq7dq1DB48mOjoaAIDA+nduzdA8b9tjzzyCF988QXt2rXjmWeeYenSpcXHDhs2jHXr1tG0aVNGjx7NnDlzyvy5ImYZ1bsRAF+sTOZoZq6pWcrdMvLGG2/wwAMPMGLECAAmTpzIL7/8wpQpU857jbRu3bpnNeGariBXHVel6vD2d7VQmPXZZdC4cWMsFgtbtmzhxhtvvOD+pV3K+WMhYxhG8bbIyEi2bdtGQkICc+fOZdSoUfzrX/9iwYIFBAYGsmbNGhITE5kzZw4vvPACL730EitXriz13xY/P78ynRPAqVOn6Nu3L3379uWTTz6hTp06JCUl0a9fP/Ly8gDo378/+/btY9asWcydO5err76aRx99lNdee40OHTqwZ88efvrpJ+bOncvtt9/ONddcw9dff13mDCKXW3zD2rRtEMz6/Wn8e8kenu5n4tUKoxxyc3MNm81mfPPNNyW2jx492ujZs2epx8yfP98AjJiYGCM8PNy46qqrjF9//fW8n5OTk2OkpaUVL8nJyQZgpKWllSfuhf3+tWG8GGQYrzU1jIL8in1vkfPIzs42Nm/ebGRnZ5sdpdyuu+46o379+kZmZuZZr504caJ4HTC+/fbbEq/Hx8cbDz74YIltt912m3H99deX+llbt241AGP16tVnvZaZmWl4eXkZM2fOLPXYYcOGGd27dz/nefTq1ct44oknDMMwjFWrVhmAkZSUVPz6jBkzDMBYu3Ztqce/9957RmBgYKmv/fzzzwZgHDt27Jyf/0fu/DMh7uun31OM6Gd/NFq9+LORnp1X4e+flpZWpt/f5WoZOXr0KA6Hg7CwsBLbw8LCOHSo9Il36tWrxwcffEDHjh3Jzc1lxowZXH311SQmJtKzZ89Sj5kwYQJ/+9vfyhPt4hR1XG0/FGzqyytSFpMnTyY+Pp7OnTszfvx42rRpQ0FBAQkJCUyZMqX4kktpnn76aW6//XY6dOjA1VdfzQ8//MA333zD3LlzAZg2bRoOh4MuXbrg7+/PjBkz8PPzIzo6mh9//JHdu3fTs2dPatasyezZs3E6nTRt2rTUzxo3bhytW7dm1KhRjBw5Ervdzvz587ntttsIDQ0tsW9UVBR2u523336bkSNHsnHjRv7+97+X2OeFF16gY8eOtGzZktzcXH788UeaN28OwJtvvkm9evVo164dVquVr776ivDw8KrXGizyB31bhNGobg12pmbyyfIkHund0Jwg5alwDhw4YADG0qVLS2x/+eWXjaZNm5b5fQYOHGgMGjTonK9ftpaRvUsM4+sRhnEi6cL7ilQgd/9f8MGDB41HH33UiI6ONux2u1G/fn3jhhtuMObPn1+8D6W0jBiGYUyePNmIi4szvL29jSZNmhjTp08vfu3bb781unTpYgQFBRkBAQFG165djblz5xqGYRiLFi0yevXqZdSsWdPw8/Mz2rRpY3z55ZfnzZmYmGjEx8cbPj4+RkhIiNGvX7/i1pszW0YMwzA+++wzIyYmxvDx8TG6detmfP/99yVaRv7+978bzZs3N/z8/IxatWoZgwcPNnbv3m0YhmF88MEHRrt27YyAgAAjKCjIuPrqq401a9aU68/U3X8mxH19v+6A8Y/Zm43D6RX/s1fWlhGLYZR96r68vDz8/f356quvuOmmm4q3P/HEE6xbt44FCxaU6X1eeeUVPvnkk/P+D+pM6enpBAcHk5aWRlBQUFnjilRZOTk57Nmzh9jYWHx9fc2OI1WAfibEE5X193e57qax2+107NiRhISEEtsTEhKIj48v8/usXbuWevXqleejRURExEOVu6PE2LFjGTp0KJ06daJbt2588MEHJCUlMXLkSMB1nfbAgQNMnz4dcN1tExMTQ8uWLcnLy+OTTz5h5syZzJw5s2LPRERERNxSuYuRIUOGcOzYMcaPH09KSgqtWrVi9uzZxYP8pKSklBhzJC8vj6eeeooDBw7g5+dHy5YtmTVrFgMGDKi4sxARERG3Va4+I2ZRnxHxNOofIH+knwnxRJXSZ0RERESkoqkYETGR0+k0O4JUEW7QSC1SaTTSl4gJ7HY7VquVgwcPUqdOHex2e5nnexHPYxgGR44cwWKx4O2tmcOl+lExImICq9VKbGwsKSkpHDxo0nw0UqVYLBYaNGiAzWYzO4rIZadiRMQkdrudqKgoCgoKcDgcZscRk3l7e6sQkWpLxYiIiYqa5dU0LyLVmTqwioiIiKlUjIiIiIipVIyIiIiIqdyiz0jR/ffp6ekmJxEREZGyKvq9faFxdNyiGMnIyAAgMjLS5CQiIiJSXhkZGQQHB5/zdbeYm8bpdHLw4EECAwM1MNRlkJ6eTmRkJMnJyZoLqIrRd1M16XupuvTdmMswDDIyMoiIiMBqPXfPELdoGbFarTRo0MDsGNVOUFCQ/vJWUfpuqiZ9L1WXvhvznK9FpIg6sIqIiIipVIyIiIiIqVSMyFl8fHx48cUX8fHxMTuK/IG+m6pJ30vVpe/GPbhFB1YRERHxXGoZEREREVOpGBERERFTqRgRERERU6kYEREREVOpGPFAkydPJjY2Fl9fXzp27MiiRYvOu/+7775L8+bN8fPzo2nTpkyfPr3E6/n5+YwfP56GDRvi6+tL27Zt+fnnn0vs89JLL2GxWEos4eHhFX5u7syM7wXgwIED3HPPPdSuXRt/f3/atWvH6tWrK/Tc3J0Z301MTMxZf2csFguPPvpohZ+fOzPjuykoKOAvf/kLsbGx+Pn5ERcXx/jx43E6nRV+flLIEI/yxRdfGN7e3saHH35obN682XjiiSeMgIAAY9++faXuP3nyZCMwMND44osvjF27dhmff/65UaNGDeP7778v3ueZZ54xIiIijFmzZhm7du0yJk+ebPj6+hpr1qwp3ufFF180WrZsaaSkpBQvqamplX6+7sKs7+X48eNGdHS0MWzYMOO3334z9uzZY8ydO9fYuXNnpZ+zuzDru0lNTS3x9yUhIcEAjPnz51f2KbsNs76bl19+2ahdu7bx448/Gnv27DG++uoro0aNGsbEiRMr/ZyrKxUjHqZz587GyJEjS2xr1qyZ8dxzz5W6f7du3YynnnqqxLYnnnjC6N69e/HzevXqGe+8806JfQYPHmzcfffdxc9ffPFFo23btpeY3nOZ9b08++yzxpVXXnmp8T2aWd/NHz3xxBNGw4YNDafTWd5T8FhmfTfXX3+9MXz48BL73HzzzcY999xzUechF6bLNB4kLy+P1atX07dv3xLb+/bty9KlS0s9Jjc3F19f3xLb/Pz8WLFiBfn5+efdZ/HixSW27dixg4iICGJjY7njjjvYvXv3pZ6SRzDze/n+++/p1KkTt912G3Xr1qV9+/Z8+OGHFXFaHsHsvzNn5vjkk08YPny4JgMtZOZ3c+WVVzJv3jy2b98OwPr161m8eDEDBgy45POSczC7GpKKc+DAAQMwlixZUmL7K6+8YjRp0qTUY8aNG2eEh4cbq1atMpxOp7Fy5Uqjbt26BmAcPHjQMAzDuPPOO40WLVoY27dvNxwOhzFnzhzDz8/PsNvtxe8ze/Zs4+uvvzY2bNhgJCQkGL169TLCwsKMo0ePVt4JuwkzvxcfHx/Dx8fHGDdunLFmzRrjvffeM3x9fY3//Oc/lXfCbsTM7+ZMX375pWGz2YwDBw5U7Am6MTO/G6fTaTz33HOGxWIxvLy8DIvFYvzjH/+ovJMVXabxJEV/eZcuXVpi+8svv2w0bdq01GOysrKM+++/3/Dy8jJsNpsRERFhPPPMMwZgHD582DAM17XtwYMHG1ar1bDZbEaTJk2MUaNGGX5+fufMkpmZaYSFhRmvv/56xZ2gmzLze/H29ja6detW4r0ff/xxo2vXrhV8lu6pqvyd6du3rzFw4MCKPTk3Z+Z38/nnnxsNGjQwPv/8c2PDhg3G9OnTjVq1ahnTpk2rvBOu5nSZxoOEhoZis9k4dOhQie2pqamEhYWVeoyfnx9Tp04lKyuLvXv3kpSURExMDIGBgYSGhgJQp04dvvvuO06dOsW+ffvYunUrNWrUIDY29pxZAgICaN26NTt27Ki4E3RTZn4v9erVo0WLFiXeu3nz5iQlJVXwWbqnqvB3Zt++fcydO5cRI0ZU/Am6MTO/m6effprnnnuOO+64g9atWzN06FDGjBnDhAkTKu+EqzkVIx7EbrfTsWNHEhISSmxPSEggPj7+vMd6e3vToEEDbDYbX3zxBQMHDsRqLfnj4evrS/369SkoKGDmzJkMHjz4nO+Xm5vLli1bqFev3sWfkIcw83vp3r0727ZtK7H/9u3biY6OvsSz8gxV4e/Mv//9b+rWrcv1119/6SfkQcz8brKyss7a32az6dbeymR204xUrKJb4T7++GNj8+bNxpNPPmkEBAQYe/fuNQzDMJ577jlj6NChxftv27bNmDFjhrF9+3bjt99+M4YMGWLUqlXL2LNnT/E+y5cvN2bOnGns2rXLWLhwoXHVVVcZsbGxxokTJ4r3+dOf/mQkJiYau3fvNpYvX24MHDjQCAwMLP7c6s6s72XFihWGl5eX8corrxg7duwwPv30U8Pf39/45JNPLtepV3lmfTeGYRgOh8OIiooynn322ctxqm7HrO/mvvvuM+rXr198a+8333xjhIaGGs8888zlOvVqR8WIB3r33XeN6Ohow263Gx06dDAWLFhQ/Np9991n9OrVq/j55s2bjXbt2hl+fn5GUFCQMXjwYGPr1q0l3i8xMdFo3ry54ePjY9SuXdsYOnToWR3thgwZYtSrV8/w9vY2IiIijJtvvtnYtGlTpZ6nuzHjezEMw/jhhx+MVq1aGT4+PkazZs2MDz74oNLO0V2Z9d388ssvBmBs27at0s7N3Znx3aSnpxtPPPGEERUVZfj6+hpxcXHG888/b+Tm5lbquVZnFsMwDLNbZ0RERKT6Up8RERERMZWKERERETGVihERERExlYoRERERMZWKERERETGVihERERExlYoRERERMZWKERERETGVihERERExlYoRERERMZWKERERETGVihEREREx1f8D1b0EHtS929sAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"roi = 200, 650\n",
"curves = {\n",
" 'long_sample_b_post_demod_1': ('Straight Wire Patch', 'black', '-', 1),\n",
" 'long_sample_b_post_demod_2': ('Straight Wire Patch', 'black', '-', 1),\n",
" 'long_sample_b_post_demod_4': ('Straight Wire Patch', 'black', '-', 1),\n",
" 'long_sample_b_post_demod_6': ('Straight Wire Patch', 'black', '-', 1),\n",
" 'long_sample_b_post_demod_8': ('Straight Wire Patch', 'black', '-', 1),\n",
" 'long_sample_b_post_2modb_1': ('Looped Wire Patch', 'red', '-', 1),\n",
" 'long_sample_b_post_2modb_2': ('Looped Wire Patch', 'red', '-', 1),\n",
" 'long_sample_b_post_2modb_4': ('Looped Wire Patch', 'red', '-', 1),\n",
" 'long_sample_b_post_2modb_6': ('Looped Wire Patch', 'red', '-', 1),\n",
" 'long_sample_b_post_2modb_8': ('Looped Wire Patch', 'red', '-', 1),}\n",
"\n",
"\n",
"#fig, ax = plt.subplots()\n",
"#for name, (label, _color, _linestyle, _foo) in curves.items():\n",
"# d = meas[name]['adc2'][roi[0]:roi[1]]\n",
"# ax.plot(d, label=label)\n",
"#ax.legend()\n",
"\n",
"n = roi[1]-roi[0]\n",
"d = np.zeros((len(curves), n))\n",
"for i, name in enumerate(curves):\n",
" d[i] = meas[name]['adc2'][roi[0]:roi[1]]\n",
"\n",
"labels = [label for label, _color, _linestyle, _foo in curves.values()]\n",
"\n",
"# Normalize each curve such that its mean is at 0 and its min is at -1\n",
"deltas = d[:,1:]\n",
"deltas -= np.repeat(deltas.mean(axis=1)[:,np.newaxis], n-1, axis=1)\n",
"deltas /= np.repeat(deltas.max(axis=1)[:,np.newaxis], n-1, axis=1)\n",
"\n",
"# Align all curves such that the trace starts where the trace crosses 0.5\n",
"roi_refined = round(np.mean(n - 1 - np.argmax(deltas[:,::-1] > 0.5, axis=1))), n\n",
"n = roi_refined[1] - roi_refined[0]\n",
"deltas = deltas[:,roi_refined[0]:roi_refined[1]]\n",
"\n",
"for i in range(len(deltas)):\n",
" t = list(range(n-1))\n",
" spl = interpolate.make_smoothing_spline(t, deltas[i], lam=100)\n",
" deltas[i] = spl(t)\n",
"\n",
"fig, ax = plt.subplots()\n",
"for x, lab in zip(deltas, labels):\n",
" ax.plot(x, label=lab)\n",
"ax.legend()\n",
"\n",
"#corr = np.zeros((len(deltas), len(deltas)))\n",
"#for i, j in itertools.product(range(len(deltas)), range(len(deltas))):\n",
"# corr[i, j] = np.correlate(deltas[i], deltas[j])[0] / np.sqrt(np.correlate(deltas[i], deltas[i])[0] * np.correlate(deltas[j], deltas[j])[0])\n",
"\n",
"corr = np.corrcoef(deltas)\n",
"\n",
"within_class = corr[:5, :5][np.triu_indices(4)]\n",
"cross_class = corr[5:, :5].flatten()\n",
"\n",
"cdf = lambda x, mu, sigma: 1/2 * (1 + math.erf((x - mu) / (sigma * math.sqrt(2))))\n",
"threshold = (np.mean(within_class) + np.mean(cross_class)) / 2\n",
"print(f'Baseline threshold set at {threshold:.6f}')\n",
"\n",
"for name, data in [('Within', within_class), ('Cross', cross_class)]:\n",
" print(f'{name} class: {np.mean(data):.3g}±{np.std(data):.3g}')\n",
"print(f'Baseline false negative probability: {cdf(threshold, np.mean(within_class), np.std(within_class)):.12f}')\n",
"print(f'Baseline false positive probability: {1 - cdf(threshold, np.mean(cross_class), np.std(cross_class)):.12f}')\n",
"\n",
"xs = np.linspace(np.mean(within_class), np.mean(cross_class), 1000)\n",
"ys_w = [1 - cdf(x, np.mean(within_class), np.std(within_class)) for x in xs]\n",
"ys_c = [cdf(x, np.mean(cross_class), np.std(cross_class)) for x in xs]\n",
"fig, ax = plt.subplots()\n",
"ax.plot(xs, ys_w, label='Within class')\n",
"ax.plot(xs, ys_c, label='Cross class')\n",
"ax.legend()\n",
"fig.savefig('../paper/patch_cdf.pdf')\n",
"\n",
"#for i in range(len(corr[0])):\n",
"# corr[i, i] = math.nan\n",
"#corr -= np.min(corr)\n",
"#corr /= np.max(corr)\n",
"fig, ax = plt.subplots()\n",
"cax = ax.matshow(corr, interpolation='nearest', cmap='managua')\n",
"fig.colorbar(cax)\n",
"ax.set_xticks(list(range(len(labels))))\n",
"ax.set_xticklabels(labels, rotation=45, ha='left')\n",
"ax.set_yticks(list(range(len(labels))))\n",
"ax.set_yticklabels(labels)\n",
"fig.savefig('../paper/patch_pearson_corr.pdf')\n",
"None\n"
]
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