From e19f5c4aba394abf2aa513356dd758aa507c0f2c Mon Sep 17 00:00:00 2001 From: jaseg Date: Fri, 11 Jul 2025 16:57:25 +0200 Subject: [PATCH] Lots of new plots --- jupyter_notebooks/classifier_tests.ipynb | 315 ++++++++++++++++-- jupyter_notebooks/multi_trace_viewer.ipynb | 177 +++++----- .../fig_cdf_distinguish_copies_large_run.pdf | Bin 9481 -> 8973 bytes ...ig_cdf_patch_0.3mm_large_sample_minmax.pdf | Bin 0 -> 9787 bytes paper/fig_cdf_patch_interleave_baseline.pdf | Bin 0 -> 10170 bytes paper/fig_cdf_patch_p0.3.pdf | Bin 9113 -> 9113 bytes paper/fig_cdf_patch_p0.3_minmax.pdf | Bin 8736 -> 8736 bytes ...fig_covar_distinguish_copies_large_run.pdf | Bin 12152 -> 12259 bytes ..._covar_patch_0.3mm_large_sample_minmax.pdf | Bin 0 -> 9052 bytes paper/fig_covar_patch_interleave_baseline.pdf | Bin 0 -> 14004 bytes paper/fig_covar_patch_p0.3.pdf | Bin 7837 -> 7837 bytes paper/fig_covar_patch_p0.3_minmax.pdf | Bin 7024 -> 7024 bytes ..._covar_patch_ref_exp_interleave_direct.pdf | Bin 0 -> 14471 bytes paper/fig_patch_interleave_scatter.pdf | Bin 0 -> 20913 bytes ...g_results_distinguish_copies_large_run.txt | 12 +- ...esults_patch_0.3mm_large_sample_minmax.txt | 12 + .../fig_results_patch_interleave_baseline.txt | 12 + paper/fig_results_patch_p0.3.txt | 2 +- paper/fig_results_patch_p0.3_minmax.txt | 2 +- ...esults_patch_ref_exp_interleave_direct.txt | 11 + paper/paper.tex | 73 +++- 21 files changed, 481 insertions(+), 135 deletions(-) create mode 100644 paper/fig_cdf_patch_0.3mm_large_sample_minmax.pdf create mode 100644 paper/fig_cdf_patch_interleave_baseline.pdf create mode 100644 paper/fig_covar_patch_0.3mm_large_sample_minmax.pdf create mode 100644 paper/fig_covar_patch_interleave_baseline.pdf create mode 100644 paper/fig_covar_patch_ref_exp_interleave_direct.pdf create mode 100644 paper/fig_patch_interleave_scatter.pdf create mode 100644 paper/fig_results_patch_0.3mm_large_sample_minmax.txt create mode 100644 paper/fig_results_patch_interleave_baseline.txt create mode 100644 paper/fig_results_patch_ref_exp_interleave_direct.txt diff --git a/jupyter_notebooks/classifier_tests.ipynb b/jupyter_notebooks/classifier_tests.ipynb index 547760e..2d15f14 100644 --- a/jupyter_notebooks/classifier_tests.ipynb +++ b/jupyter_notebooks/classifier_tests.ipynb @@ -27,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 63, "id": "32a509a0-ff60-4744-b0a6-7077c4a15bec", "metadata": {}, "outputs": [ @@ -922,7 +922,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 116, "id": "6f435bd9-ebbc-458d-bad6-044ca7d7a111", "metadata": {}, "outputs": [ @@ -951,7 +951,7 @@ " )" ] }, - "execution_count": 10, + "execution_count": 116, "metadata": {}, "output_type": "execute_result" }, @@ -977,7 +977,22 @@ } ], "source": [ - "def plot_vector_covar(group_a, group_b, do_cal=False, vector_method='norm', distance_method='corr', smooth=None, plot_cdf=False, covar_out=None, cdf_out=None, fig_out=None, do_lines=False, batchlabels=None, figsize=(3, 3), triangle_delta=False, sort_groups=False):\n", + "def plot_vector_covar(group_a, group_b,\n", + " do_cal=False,\n", + " vector_method='norm',\n", + " distance_method='corr',\n", + " smooth=None,\n", + " plot_cdf=False,\n", + " covar_out=None,\n", + " cdf_out=None,\n", + " fig_out=None,\n", + " do_lines=False,\n", + " batchlabels=None,\n", + " figsize=(3, 3),\n", + " triangle_delta=False,\n", + " sort_groups=False,\n", + " label_placement='xy',\n", + " return_matrix=False):\n", " if sort_groups:\n", " group_a = sorted(group_a, key=lambda entry: entry['info']['serial'])\n", " group_b = sorted(group_b, key=lambda entry: entry['info']['serial'])\n", @@ -1089,10 +1104,14 @@ " corr_ax = ax.matshow(corr, interpolation='none', cmap='managua')\n", " if batchlabels:\n", " ticks, labels = batchlabels\n", - " ax.set_xticks(ticks)\n", - " ax.set_xticklabels(labels, rotation=45, ha='left')\n", - " ax.set_yticks(ticks)\n", - " ax.set_yticklabels(labels, rotation=0)\n", + " ax.set_xticklabels([])\n", + " ax.set_yticklabels([])\n", + " if 'x' in label_placement:\n", + " ax.set_xticks(ticks)\n", + " ax.set_xticklabels(labels, rotation=45, ha='left')\n", + " if 'y' in label_placement:\n", + " ax.set_yticks(ticks)\n", + " ax.set_yticklabels(labels, rotation=0)\n", " else:\n", " ax.set_xticklabels([])\n", " ax.set_yticklabels([])\n", @@ -1184,6 +1203,8 @@ " *prints\n", " ]))\n", "\n", + " if return_matrix:\n", + " return corr\n", " return fig_c, ax_c, fig, ax\n", " #fig.savefig('../paper/manip_pearson_corr.pdf')\n", "\n", @@ -1226,7 +1247,9 @@ { "cell_type": "markdown", "id": "8590e565-f6a4-4e45-ae5a-cb9314018f77", - "metadata": {}, + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, "source": [ "## Can we distinguish one specimen from other specimens with the same layout?" ] @@ -1295,7 +1318,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 41, "id": "a0f3458f-60cc-4808-bb05-bec6c7226432", "metadata": {}, "outputs": [ @@ -1304,15 +1327,15 @@ "output_type": "stream", "text": [ "setting threshold for quantile 0.001\n", - "Baseline threshold set at 0.993585\n", + "Baseline threshold set at 0.995906\n", "\n", "Distribution parameters:\n", - "Within class: 0.995±0.000416 min: 0.994 max: 0.996\n", - "Cross class: 0.991±0.0015 min: 0.986 max: 0.993\n", + "Within class: 0.997±0.000312 min: 0.996 max: 0.998\n", + "Cross class: 0.993±0.00153 min: 0.988 max: 0.995\n", "\n", "Type 1 error (false alarm rate): 0.001000000000\n", - "Type 2 error (missed alarm rate): 0.022203681619\n", - "EER: 0.0 th: 0.9936163308531895\n" + "Type 2 error (missed alarm rate): 0.016860093382\n", + "EER: 0.0 th: 0.9957236470464688\n" ] }, { @@ -1324,13 +1347,13 @@ " )" ] }, - "execution_count": 30, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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", 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" ] @@ -1354,7 +1377,7 @@ "group_b = [value for value in data_runs[f'copy-interleave-25-07-11-01-p0.3'] if value['info']['serial'] in [1, 2]]\n", "group_b = sorted(group_b, key=lambda trace: trace['info']['serial'], reverse=True)\n", "\n", - "plot_vector_covar(group_a, group_b, plot_cdf=True, fig_out='distinguish_copies_large_run', do_lines=True, smooth=1e-9)" + "plot_vector_covar(group_a, group_b, plot_cdf=True, fig_out='distinguish_copies_large_run', do_lines=True, smooth=1e-8)" ] }, { @@ -3464,18 +3487,24 @@ { "cell_type": "markdown", "id": "559e538d-efb6-4500-8f32-757cc8ba6f35", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, + "metadata": {}, "source": [ "## Can we distinguish baseline versus patched traces?\n", "\n", "Patches are done using small wire loops 3~5 mm in length. This should be quite difficult." ] }, + { + "cell_type": "markdown", + "id": "2f2d23db-3878-4854-bc2e-1f73288c6cb7", + "metadata": {}, + "source": [ + "### Preliminary experiments" + ] + }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 44, "id": "3dc56847-7f42-4ca7-b001-f87333ff088a", "metadata": {}, "outputs": [ @@ -3483,6 +3512,7 @@ "name": "stdout", "output_type": "stream", "text": [ + "{5}\n", "10 2025-07-09T14:51:57.358Z\n", "10 2025-07-09T14:55:25.582Z\n", "setting threshold for quantile 0.001\n", @@ -3516,7 +3546,7 @@ " )" ] }, - "execution_count": 115, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, @@ -3565,12 +3595,241 @@ "group_a = [value for value in data_runs[f'patch-attack-25-07-09-01-p0.3'] if not value['info']['mods']]\n", "group_b = [value for value in data_runs[f'patch-attack-25-07-09-01-p0.3'] if 'loop_patch' in value['info']['mods']]\n", "\n", + "print(set(e['info']['serial'] for e in group_a))\n", "print(len(group_a), group_a[-1]['info']['timestamp'])\n", "print(len(group_b), group_b[-1]['info']['timestamp'])\n", "plot_vector_covar(group_a, group_b, plot_cdf=True, fig_out='patch_p0.3', do_lines=True)\n", "plot_vector_covar(group_a, group_b, vector_method='min', distance_method='max', plot_cdf=True, fig_out='patch_p0.3_minmax', do_lines=True)" ] }, + { + "cell_type": "code", + "execution_count": 43, + "id": "5cb2fee1-9e4c-42d9-8871-71e94fed8c07", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "setting threshold for quantile 0.001\n", + "Baseline threshold set at 0.982756\n", + "\n", + "Distribution parameters:\n", + "Within class: 0.993±0.00338 min: 0.981 max: 0.998\n", + "Cross class: 0.962±0.0871 min: 0.691 max: 0.996\n", + "\n", + "Type 1 error (false alarm rate): 0.001000000000\n", + "Type 2 error (missed alarm rate): 0.403632674999\n", + "EER: 0.3223134217006999 th: 0.9923087757179392\n" + ] + }, + { + "data": { + "text/plain": [ + "(
,\n", + " ,\n", + "
,\n", + " )" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "group_a = [value for value in data_runs[f'copy-interleave-25-07-11-01-p0.3'] if value['info']['serial'] in [1, 2, 5]]\n", + "group_a = sorted(group_a, key=lambda trace: trace['info']['serial'], reverse=True)\n", + "group_a += [value for value in data_runs[f'patch-attack-25-07-09-01-p0.3'] if not value['info']['mods']]\n", + "group_b = [value for value in data_runs[f'patch-attack-25-07-09-01-p0.3'] if 'loop_patch' in value['info']['mods']]\n", + "\n", + "plot_vector_covar(group_a, group_b, plot_cdf=True, do_lines=True, smooth=1e-8)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "73b78819-5a43-471a-ba9a-a80e074768ec", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "setting threshold for quantile 0.001\n", + "Baseline threshold set at 0.050430\n", + "\n", + "Distribution parameters:\n", + "Within class: 0.467±0.135 min: -0.0179 max: 0.651\n", + "Cross class: 0.34±0.291 min: -0.454 max: 0.656\n", + "\n", + "Type 1 error (false alarm rate): 0.001000000000\n", + "Type 2 error (missed alarm rate): 0.840804073508\n", + "EER: 0.4274782608695652 th: 0.48578685197009863\n" + ] + }, + { + "data": { + "text/plain": [ + "(
,\n", + " ,\n", + "
,\n", + " )" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "group_a = [value for value in data_runs[f'patch-interleave-25-07-11-02-p0.3'] if not value['info']['mods']]\n", + "# specimen 64 has a short somewhere that we weren't able to find.\n", + "group_b = [value for value in data_runs[f'patch-interleave-25-07-11-02-p0.3'] if 'loop_patch' in value['info']['mods'] and value['info']['serial'] != 64]\n", + "\n", + "plot_vector_covar(group_a, group_b, plot_cdf=True, do_lines=True, smooth=1e-10, vector_method='min', distance_method='max', fig_out='patch_0.3mm_large_sample_minmax', triangle_delta=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ff523649-f8af-47c0-a2ce-a0433686456f", + "metadata": {}, + "outputs": [], + "source": [ + "group_a1 = [value for value in data_runs[f'apply-patch-interleave-reference-25-07-11-03-p0.3'] if value['info']['serial'] != 74]\n", + "group_b1 = [value for value in data_runs[f'apply-patch-interleave-reference-25-07-11-03-p0.3'] if value['info']['serial'] == 74]\n", + "group_a1 = sorted(group_a1, key=lambda trace: trace['info']['serial'])\n", + "\n", + "smooth = 1e-10\n", + "batchlabels = ([5, 15, 25, 35], ['Reference A', 'Reference B', 'Control', 'Experiment'])\n", + "corr_before = plot_vector_covar(group_a1, group_b1, plot_cdf=True, do_lines=False, smooth=smooth, triangle_delta=False, return_matrix=True, batchlabels=batchlabels, figsize=(3, 3), fig_out='patch_interleave_baseline', label_placement='x')\n", + "\n", + "group_a2 = [value for value in data_runs[f'apply-patch-interleave-modified-25-07-11-03-p0.3'] if value['info']['serial'] != 74]\n", + "group_b2 = [value for value in data_runs[f'apply-patch-interleave-modified-25-07-11-03-p0.3'] if value['info']['serial'] == 74]\n", + "group_a2 = sorted(group_a2, key=lambda trace: trace['info']['serial'])\n", + "\n", + "corr_after = plot_vector_covar(group_a2, group_b2, plot_cdf=True, do_lines=False, smooth=smooth, triangle_delta=False, return_matrix=True, batchlabels=batchlabels, figsize=(3, 3), label_placement='x')\n", + "\n", + "fig, ax = plt.subplots(figsize=(3, 2))\n", + "alike = lambda corr, a, b, batch_size=10: corr[a*batch_size:(a+1)*batch_size, b*batch_size:(b+1)*batch_size].mean()\n", + "for cand, label in {2: 'Control', 3: 'Experiment'}.items():\n", + " x1, y1 = alike(corr_before, cand, 0), alike(corr_before, cand, 1)\n", + " x2, y2 = alike(corr_after, cand, 0), alike(corr_after, cand, 1)\n", + " ax.plot([x1, x2], [y1, y2], 'o-', label=label)\n", + "ax.grid()\n", + "ax.set_xlabel('Similarity to Reference A')\n", + "ax.set_ylabel('Similarity to Reference B')\n", + "ax.legend()\n", + "\n", + "colors = plt.get_cmap('tab20').colors\n", + "cit = iter(colors)\n", + "fig, ax = plt.subplots(figsize=(4, 3))\n", + "alike = lambda corr, a, b, batch_size=10: corr[a*batch_size:(a+1)*batch_size, b*batch_size:(b+1)*batch_size]\n", + "for cand, (label, marker) in {2: ('Control', 'o'), 3: ('Experiment', 's')}.items():\n", + " x1, y1 = alike(corr_before, cand, 0), alike(corr_before, cand, 1)\n", + " x2, y2 = alike(corr_after, cand, 0), alike(corr_after, cand, 1)\n", + " ax.scatter(x1.flatten(), y1.flatten(), label=f'{label} before', alpha=1, marker=marker, s=5, color=next(cit))\n", + " ax.scatter(x2.flatten(), y2.flatten(), label=f'{label} after', alpha=1, marker=marker, s=5, color=next(cit))\n", + "ax.grid()\n", + "ax.set_xlabel('Similarity to Reference A')\n", + "ax.set_ylabel('Similarity to Reference B')\n", + "ax.legend()\n", + "fig.tight_layout()\n", + "fig.savefig('../paper/fig_patch_interleave_scatter.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "id": "536e703b-4106-447c-a3ae-7483da51ab48", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "setting threshold for quantile 0.001\n", + "Baseline threshold set at 0.979357\n", + "\n", + "Distribution parameters:\n", + "Within class: 0.989±0.00314 min: 0.983 max: 0.993\n", + "Cross class: 0.985±0.00315 min: 0.98 max: 0.991\n", + "\n", + "Type 1 error (false alarm rate): 0.001000000000\n", + "Type 2 error (missed alarm rate): 0.972331318110\n" + ] + }, + { + "data": { + "text/plain": [ + "(
, , None, None)" + ] + }, + "execution_count": 119, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "batchlabels_before_after = (list(range(5, 45, 10)), ['Reference A (before)', 'Reference A (after)', 'Experiment (before)', 'Experiment(after)'])\n", + "fetch = lambda run, serial: [value for value in data_runs[f'apply-patch-interleave-{run}-25-07-11-03-p0.3'] if value['info']['serial'] == serial]\n", + "group_a3 = fetch('reference', 1) + fetch('modified', 1) + fetch('reference', 74)\n", + "group_b3 = fetch('modified', 74)\n", + "plot_vector_covar(group_a3, group_b3, do_lines=False, smooth=1e-10, triangle_delta=False, batchlabels=batchlabels_before_after, figsize=(3, 3), fig_out='patch_ref_exp_interleave_direct', label_placement='x')" + ] + }, { "cell_type": "markdown", "id": "fcd32eba-f122-42c2-b686-06243f200767", @@ -4893,6 +5152,14 @@ "metadata": {}, "outputs": [], "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7059f9ac-4c34-438f-8ffb-d1b677c0563d", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/jupyter_notebooks/multi_trace_viewer.ipynb b/jupyter_notebooks/multi_trace_viewer.ipynb index 807a552..bf7feda 100644 --- a/jupyter_notebooks/multi_trace_viewer.ipynb +++ b/jupyter_notebooks/multi_trace_viewer.ipynb @@ -5,15 +5,7 @@ "execution_count": 1, "id": "cec926b0-d88b-40d0-a829-0081c19f59b2", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The history saving thread hit an unexpected error (OperationalError('attempt to write a readonly database')).History will not be written to the database.\n" - ] - } - ], + "outputs": [], "source": [ "import numpy as np\n", "import re\n", @@ -33,7 +25,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 2, "id": "8ab12d51-7b36-4fd5-8606-2eba2e78e322", "metadata": {}, "outputs": [ @@ -41,9 +33,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_45331/2846935186.py:45: UserWarning: Unknown pitch for 'cal-open'\n", + "/tmp/ipykernel_97648/2846935186.py:45: UserWarning: Unknown pitch for 'cal-open'\n", " warnings.warn(f'Unknown pitch for {meta!r}')\n", - "/tmp/ipykernel_45331/2846935186.py:45: UserWarning: Unknown pitch for 'baseline-5-open'\n", + "/tmp/ipykernel_97648/2846935186.py:45: UserWarning: Unknown pitch for 'baseline-5-open'\n", " warnings.warn(f'Unknown pitch for {meta!r}')\n" ] } @@ -127,21 +119,26 @@ { "data": { "text/plain": [ - "{('open', 0.3): ['Baseline-2-p0.3',\n", - " 'Baseline-2-p0.3',\n", - " 'Baseline-2-p0.3',\n", - " 'Baseline-2-p0.3',\n", - " 'Baseline-2-p0.3',\n", - " 'mods-25-07-01-01-p0.3',\n", - " 'mods-25-07-01-01-p0.3',\n", - " 'mods-25-07-01-01-p0.3',\n", - " 'mods-25-07-01-01-p0.3',\n", - " 'mods-25-07-01-01-p0.3'],\n", - " ('open', 0.4): ['mods-25-07-01-01-p0.4',\n", - " 'mods-25-07-01-01-p0.4',\n", - " 'mods-25-07-01-01-p0.4',\n", - " 'mods-25-07-01-01-p0.4',\n", - " 'mods-25-07-01-01-p0.4'],\n", + "{('open', 0.3): ['simple-attack-25-07-07-01-p0.3',\n", + " 'simple-attack-25-07-07-01-p0.3',\n", + " 'simple-attack-25-07-07-01-p0.3',\n", + " 'simple-attack-25-07-07-01-p0.3',\n", + " 'simple-attack-25-07-07-01-p0.3',\n", + " 'simple-attack-25-07-07-01-p0.3',\n", + " 'simple-attack-25-07-07-01-p0.3',\n", + " 'simple-attack-25-07-07-01-p0.3',\n", + " 'simple-attack-25-07-07-01-p0.3',\n", + " 'simple-attack-25-07-07-01-p0.3'],\n", + " ('open', 0.4): ['simple-attack-25-07-07-01-p0.4',\n", + " 'simple-attack-25-07-07-01-p0.4',\n", + " 'simple-attack-25-07-07-01-p0.4',\n", + " 'simple-attack-25-07-07-01-p0.4',\n", + " 'simple-attack-25-07-07-01-p0.4',\n", + " 'simple-attack-25-07-07-01-p0.4',\n", + " 'simple-attack-25-07-07-01-p0.4',\n", + " 'simple-attack-25-07-07-01-p0.4',\n", + " 'simple-attack-25-07-07-01-p0.4',\n", + " 'simple-attack-25-07-07-01-p0.4'],\n", " ('open', 0.6): ['mods-25-07-01-01-p0.6',\n", " 'mods-25-07-01-01-p0.6',\n", " 'mods-25-07-01-01-p0.6',\n", @@ -177,21 +174,26 @@ " 'mods-25-07-01-01-p1.0',\n", " 'mods-25-07-01-01-p1.0',\n", " 'mods-25-07-01-01-p1.0'],\n", - " ('short_across_traces', 0.3): ['Baseline-2-p0.3',\n", - " 'Baseline-2-p0.3',\n", - " 'Baseline-2-p0.3',\n", - " 'Baseline-2-p0.3',\n", - " 'Baseline-2-p0.3',\n", - " 'mods-25-07-01-01-p0.3',\n", - " 'mods-25-07-01-01-p0.3',\n", - " 'mods-25-07-01-01-p0.3',\n", - " 'mods-25-07-01-01-p0.3',\n", - " 'mods-25-07-01-01-p0.3'],\n", - " ('short_across_traces', 0.4): ['mods-25-07-01-01-p0.4',\n", - " 'mods-25-07-01-01-p0.4',\n", - " 'mods-25-07-01-01-p0.4',\n", - " 'mods-25-07-01-01-p0.4',\n", - " 'mods-25-07-01-01-p0.4'],\n", + " ('short_across_traces', 0.3): ['simple-attack-25-07-07-01-p0.3',\n", + " 'simple-attack-25-07-07-01-p0.3',\n", + " 'simple-attack-25-07-07-01-p0.3',\n", + " 'simple-attack-25-07-07-01-p0.3',\n", + " 'simple-attack-25-07-07-01-p0.3',\n", + " 'simple-attack-25-07-07-01-p0.3',\n", + " 'simple-attack-25-07-07-01-p0.3',\n", + " 'simple-attack-25-07-07-01-p0.3',\n", + " 'simple-attack-25-07-07-01-p0.3',\n", + " 'simple-attack-25-07-07-01-p0.3'],\n", + " ('short_across_traces', 0.4): ['simple-attack-25-07-07-01-p0.4',\n", + " 'simple-attack-25-07-07-01-p0.4',\n", + " 'simple-attack-25-07-07-01-p0.4',\n", + " 'simple-attack-25-07-07-01-p0.4',\n", + " 'simple-attack-25-07-07-01-p0.4',\n", + " 'simple-attack-25-07-07-01-p0.4',\n", + " 'simple-attack-25-07-07-01-p0.4',\n", + " 'simple-attack-25-07-07-01-p0.4',\n", + " 'simple-attack-25-07-07-01-p0.4',\n", + " 'simple-attack-25-07-07-01-p0.4'],\n", " ('short_across_traces', 0.6): ['mods-25-07-01-01-p0.6',\n", " 'mods-25-07-01-01-p0.6',\n", " 'mods-25-07-01-01-p0.6',\n", @@ -240,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 4, "id": "a24d8e51-e083-402b-adde-1154ac1c9544", "metadata": {}, "outputs": [], @@ -306,15 +308,27 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 5, "id": "a61acf1d-1502-4850-99fd-a1b105df1a3a", "metadata": {}, "outputs": [ + { + "ename": "TypeError", + "evalue": "unsupported operand type(s) for *: 'float' and 'NoneType'", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mTypeError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[5]\u001b[39m\u001b[32m, line 7\u001b[39m\n\u001b[32m 5\u001b[39m axs_twin = np.array([[ax.twinx() \u001b[38;5;28;01mfor\u001b[39;00m ax \u001b[38;5;129;01min\u001b[39;00m axb] \u001b[38;5;28;01mfor\u001b[39;00m axb \u001b[38;5;129;01min\u001b[39;00m axs])\n\u001b[32m 6\u001b[39m load = (\u001b[33m'\u001b[39m\u001b[33mopen\u001b[39m\u001b[33m'\u001b[39m,)\n\u001b[32m----> \u001b[39m\u001b[32m7\u001b[39m \u001b[43mview_trace\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgroup_baseline\u001b[49m\u001b[43m[\u001b[49m\u001b[32;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxs\u001b[49m\u001b[43m=\u001b[49m\u001b[43maxs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mselect_load\u001b[49m\u001b[43m=\u001b[49m\u001b[43mload\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mxlim\u001b[49m\u001b[43m=\u001b[49m\u001b[43m(\u001b[49m\u001b[32;43m120\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[32;43m600\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mylim\u001b[49m\u001b[43m=\u001b[49m\u001b[43m(\u001b[49m\u001b[32;43m0.50\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[32;43m0.80\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 8\u001b[39m off = \u001b[32m0.007\u001b[39m\n\u001b[32m 9\u001b[39m view_trace(group_hot[\u001b[32m0\u001b[39m], axs=axs_twin, xlim=(\u001b[32m120\u001b[39m, \u001b[32m600\u001b[39m), ylim=(\u001b[32m0.50\u001b[39m+off, \u001b[32m0.80\u001b[39m+off), select_load=load)\n", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[4]\u001b[39m\u001b[32m, line 46\u001b[39m, in \u001b[36mview_trace\u001b[39m\u001b[34m(trace, xlim, ylim, axs, select_load, color, alpha, plot_variance, normalize, cal, smooth)\u001b[39m\n\u001b[32m 44\u001b[39m axs[i,j].plot(adc_trace, color=color, alpha=alpha)\n\u001b[32m 45\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m plot_variance:\n\u001b[32m---> \u001b[39m\u001b[32m46\u001b[39m axs[i,j].fill_between(adc_trace + var_trace, adc_trace - var_trace, color=color, alpha=\u001b[32;43m0.3\u001b[39;49m\u001b[43m*\u001b[49m\u001b[43malpha\u001b[49m)\n\u001b[32m 47\u001b[39m dy = max_y - min_y\n\u001b[32m 48\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m ylim:\n", + "\u001b[31mTypeError\u001b[39m: unsupported operand type(s) for *: 'float' and 'NoneType'" + ] + }, { "data": { - "image/png": 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", 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" ] }, "metadata": {}, @@ -339,28 +353,10 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": null, "id": "64f9f555-6258-4d3f-99dc-055542eb344f", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.22803859710693353\n" - ] - }, - { - "data": { - "image/png": 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kpQFGI4irK0ifPtDZ2eHY4cOwt7dHQECAzX3KZDL06tULKSkpiI+PR2lpKXr06NF0cMLPeAqFXLDKz5zzs9K87b0hEgk349vG9pTV1dXQXcsdr6ysRFZWFg1q6yzSJkQiEUzX9s3/XQoEAkilUhgMBiQkJECpVMJ4rfhfbW2t1XGEQiH9O64fsgQCgQAODg6oqqqCVCqFo4UAYhncikQi6HQ6FBUVQSQSQalUQiwWQyKRwN/fH46OjsjLy0NpaSnkcjl8fHxQUlKC2tpaeHh4wNvbG/n5+cjPz4dAIIBOp4NcLoezszNUKhUkEgn0ej0N7u3s7ODm5galUgmTyYS0tDRIJBK4ubnBZDKBEAKZTAa9Xo/s7GxUVFQAAFxcXCASieDq6gqZTIby8nLU1taCEAKtVguz2QxCCIxGIyduWVzXpq5Tc8uvB7lcDqlUCoFAAJFIBLVaDaPRCE9PT/j7+0Ov13N/J9cCa7lcDq1WC4PBAKVSCTc3NxBCoFarUVtbC4lEAhcXF1RUVMDNzY3e27aC/szMTBQWFqJbt27Q6XQoLS0FIQQKhQISiQRisRgikQjl5eWorKyEUCiEv78/qqqqUFlZibKyMphMJshkMvj4+NB71Gg0ora2Fjqdzuq+5cfBCzQGgwHkmqtHIpHAYOEw4AUFs9lM33dnZ2doNBpUVVVRkYEQAqVSCYPBgKt8PYt/MXeVoJCbm0s/xBgMBoPBYNzZxMfHIzo6GufPn6fLLly4gDlz5mDp0qWYMWPGbRwd406ElJRArVaDlJbCnJ3d4vqOjo64dOkSzGYz5z4ID6+3sqvVSDl1CsXFxejcuTNycnKa3ZdcLoe7uzvi4+ORnp4OT09PSCQSqFQqKJVKEEKg0WigVqshlUrh6uqK2tpaKBSK5meNG8AHTGq1GlVVVRCJRHB0dER5eTkMBgP0ej1qa2shl8uh0+mg0WjotgKBAN7e3igvL4dCoYC/vz/s7Oyg0+ng4OCAmpoaSKVSiEQiVFZWora2Ft7e3jCbzSgsLERtbS3EYjGMRiN8fHzoeYlEIojFYmi1WkilUpjNZlRVVUGr1cJoNKK4uBhKpRK1tbXUjUTfs2vBHx908ylPGo0GJpMJWq0Wly5dAsAF3S4uLqisrMTZs2chk8kgk8kQb5FW4uzsDJFIBKlUioqKCiQnJ1vFD/w2/Ngsl/Oz1w1xcHCAr68vCCE0QE5KSoLZbIa9vT3kcjkEAgHs7Oyou0KhUEAoFMJgMMDBwQEKhQI1NTXQarWwt7cHIQRCoRBSqRQ6nQ5VVVVwdXWFVCqljgRyTRiTSCR0XwDotZZIJFS0sBRRCgsL6T5MJhMcHBwgkUhw+fJlei35IFyv19PZeV50saSh0CESiWA2m6lQZDabUVNTA7FYDKFQCJ1OB6lUiuTkZHpdhUIhPQ6PWCyGk5MTfX95V4uTkxPkcjkqKipw4cIFyGQyCAQCiMViyGQy2NnZwcHBAVKpFIQQ1NXVoa6uDkajEVKpFAqFAg4ODjAYDKiqqoKzszN1cej1eggEAkgkElRWVkIsFuPKlSsQi8U0lUkgEEAgEKCsrIwKW/927ipBwc/PD74t5cgwGAwGg8G4I8jLy0P//v1RUVGBwsJCeHl5ISUlBYQQFBQUICAg4HYPkXGHUScUoszREX6dO8OzU6cW1w8ICIBIJEJZWRmioqKsbNB6vR6XL19GXFwcgoODW3X8gIAAhIaG4vz586ipqYHJZEJpaSlkMhm1pfOz/8XFxSCEQCwW01lvOzs7eHt7U1u72WxGfn4+nR3nAygefr+8EKBQKODk5ESDdzs7O3h4eMDBwYEe63q7qISEhFzXdu1BdXU1qqqq4ObmBplMhrq6OtTU1MDZ2RkCgQBVVVWorq6GXC6nBV55+KDcYDBAKpVazULzAb7ZbKaOlbq6OohEIqvg2NZMvF6vByEEdpYW/w5ObGwsTSfgXQaWooVIJIJer0dZWRlNw+DdCxUVFXB2dkZBQQEVFSoqKiAWi2Fvb09dHU5OTnBxcUFeXh6cnZ2tHCm8g8BoNFLBhRCC6upq2Nvbd8iUg7y8vNs9hNvOXSUoWH4IMBgMBoPBuHMxm81IT0/H7NmzkZOTA0dHRygUCpw8eRIAkJKSwr7zGW3GDG7mU6FStfr+6dWrFw4cOIDU1FTExMTQmgCXL1+GTCZDaGhos/ncDfH09MSYMWMAcDbtsrIyVFRUQCqVwsnJCY6OjlCr1aisrIRKpaI2b15kyG3QolGhUCAoKIjOnPKBFz8TazaboVar4eDgANF15KzfCchkMlrTgf9dZVE3wd3dHe7NdKxoKui3tdyy7kNzaVd34udTU2O2vA4ymQwODYpwymQyOF9Lw3G2lY5jA8t2rS3RkUUZ1sb4LhMUGIy7DssKwQwGg/EvYu/evaitrUVMTAzi4uJQXV2NL774AsePHwcAJCYm0hxuBqO1mK7N3rdUlNESmUyGHj164MyZMzh9+jTMZjOdoY2JiWmTmNAQ3krNF3PkcXFxoTPp7u7udPbfZDKhurqa1g7g7dnN/R0IhcJWB3kMBoPRVpigwGDcbNRqri2U2cy1yKmr41r1NPcAotNxbaRKSrjWT127MmGBwWD8q3j33XfRu3dvDBw4kAZLmzZtoq+Xl5ejuLi4USDGYDSH2WAAEQggamNFf29vb8TExCAxMRH29vaIiIiAr6/vLZ+FFolEcOLbIzIYDEYHgAkKreV6e9O2B3o91/O1teqy2cy1GlIo6ser1XJVgy1bB1liMNQHuITU95Rti43HaORaKAFcCxm+7ZHRyO1Ho6nvlazXc68TwvXWtbPjti0p4doZ8W2TamuBqiqusrGTU/0YjUZufzodVwFZIOACdYGgvvetWl3fnkav5/oEy+XcvnJyuJ7EHh7W7YRKS7kWTYRwfYz1eu51mYx7/41Grnqyiwt3TWtruf0pldxykYg7bmUlNza1mjsnOztuTHV13L6rq4G4ONvtcoqKgAsXuOMGBQFXrnDHY/VBGAzGv4QtW7bgwIED2LJli9XMq8e13uo9evTAxYsXkZiYCFdXV2RmZt7W/G3GnYOprg5EKLwu67+Pjw8tCMhgMBgMjrtKUBCmpnKBHMAFb/b2XCCn0XABs9lcH8AVFnLBpI8PF+SVlXEBIB+0FxXVB+WEAPn53L78/LigvKKCC1AFAu51hYILVtVqbvu6Om5/dnZcgFxbW9/Kx2yuD1JlMm6slZXc2JycuG1ra7mgUybjAmqjkQtajUYu+HV05PZl+Rp/3Koq7nylUu78amq4QBnggl+tljsmH8jr9dzxpVJuX5YtaVxcuOsnEHDHFIm4c5dIuP0IBPWiQRvbFNlEJALS0qyXyWTcGNuCUFh/ne3suPeCFzP490wqBTIyGm9rb8+dS2Zm/bptRSjkjiuXA716ce8D/1BcWQkcPcqd57Ue1ZSqKuDMGU7MiI7mxlhWxt1/TFBgMBj/Ao4ePYqHH34YDz74ICZMmGD1Gi8ojBkzBklJSbh8+TKKi4sxa9YsVFRUXFdPe8a/C7PBcN2CAoPBYDAac1cJCoKyMi6Q42err/XUhUDABdCWM8xubkBqKnCtZQnEYi54y8zkflep6oNvg4EL/DQa7nWjsV4oEAi4H34mmp8tVyi4ddRqTrzgZ80lEm4cZjMXJPNih0rFjTkzsz7Q9/TkhIVOnbjxFhbWCwyFhfVBvlhcH/Tb2XHrOjpygWheHnfs6GjuuIWFXHBLCHd9eNEjKoo7lkRSP0aDgVvf35/bd3k5t76PD3cN+ADXbK7fzrJHMu9yEIm4c5PLuf8Twv3fYOD2q9Nxr0sk3PWrrub+bzBw56ZQcK+r1fWihUjEiSh8wC0UcteGd2fodNw1qK7m3kOlkhOQdDruPBwd610GALdv/nryBXY0Gu7a8PeT0ciNRyAAiou51/hjaDTcayYTtz1/H1hgNptRW1sLqVIJSVAQkJ5efyxCuHHn5HD3Qu/eqNFqUZybCx9nZ9hlZdUfn8FgMO5ifvnlF/j5+WHDhg2NKnrzRdXCwsIQGhqKpKQk+Pn5Qa/XIy8vr9WV9hn/XswGA4hIxAQFBoPBaCfuqujE1K8f5yDgMRq5AFKhqM8/J6TeqWAw1DsDnJ3rA0ehsOnArVs3br+3o3JrW/NEPT2ByEjrZW216jXTkquqqgoSiYTOCPHFsfhWRqKWvrClUphMJgiv9eYFuKBbyIsSljNNUik3a2+BwWBATXU17BwcYGdnB4FAAIPBgBKtFkoXF0ilUthdaxdEsbOD2cGBVkI2y+XQaDRQenkB4PovC66No0KnQ01pKZydneHg4IDa2lrUarVQKBSQ+flx7Z60WqicnGB2cIDRaITJZILJZILgWsGk2tpalJeXo7S0FOXl5bSP76D+/eGQm8vVSbAYG1xcYA4LQ3Z2NpKSkmAymZBSV4fBBgOURUXMpcBgMO56kpOTER0dbbNyNu9QCA4ORkBAAHJycuj3DBMUGK3BfAMpDwwGg8FozF0lKOiuORL0ej39KSgogMlkgru7O5RKJbRaLQghUCqV0Ov1MJlM0Gq1MBYVwd3dnbacIRY298LCQpSWlsLOzg51dXUwGAxwcXGBWCymxXGMRiMqKipgNpshl8tRV1eHvLw86PV6KJVKSCQSODk5oaCgAGKxGG5ubjCbzTAajdBqtTCZTLCzs4NQKERlZSWEQiEcHBxQV1eHuro6iMViejyDwYCqqiqIxWJ4eXlBr9dDIBBArVbT48vlckilUtTU1EAikUAqlcJoNMJgMECr1aK2thYAaO9csVhM+87qdDrU1tZCKBTCzs4ODg4OUKvVEAqFkEgktNcx/6/yWrqFVquFg4MDNBoNjEYjRCIRXF1dYW9vDwAoLS2FVquFVCqFp6cnTCYTcnNzIZPJoFQqUVVVhbq6OqhUKggEAiiVStoDWKlUQqPRAOAqIhsMBvo7wBUp4nsqGwwGq+VyuRwmkwl6vR5yuRy1tbUQiURQKBRWYzWbzRCJRJDJZKitrYXZIvVDLBbDaDRe130pFovh6uqKiIgIODg4ICEhAZcuX0b/oUMh4AbJrXitDdWxY8dQU1MDf39/hIeH4/DhwyjIykJwWRkTFBgMxl1PcnIyZs6cafO1fv364bXXXkPfvn3h6+uLc+fO0XZirBc4ozWY6uoAkahD9rNnMBiMO5G7SlA4fPgw0tLSrAI/Pphv2LPXEolEApFIhCtXrsDNzQ0CgQAVFRUQiUSQSCQ0oNXpdDQ4z8nJaXE8jo6OUKlU0Gq1qKysRFZWFlQqFQghyMvLg/CaQi6XyyEWi1FSUgKz2QwXFxeYTCZkZWVxs+x2dqitrYXRaITRaIREIoG9vT00Gg0uXrwImUwGs9kMlUoFiUSC8vJyGljL5XK6HX8+vODA91Guqamhr9fV1UEqlcLe3p4G8/n5+fR3g8EAV1dXmEwmxMTEgBCCymt1K+RyOSorK+Ht7Q2VSgWNRoPS0lIUFRUB4PrS+vv7o7q6GsXFxQC4WSadToe6ujoEBgZCJpOhqqoKAOeAIITAzc0NWq0W7u7uEAgEdKxOTk5QqVTQ6/WoqalBTU0N3NzcEBgYSIWY6upq6HQ6CIVCKhQoFArU1dVBr9fD29sbTk5OqKqqgkgkgtFoRF1dHeRyORVD8vPzodPpoFKpIJfLodVq6TpisRgajYa6MXjRhxACo9EImUwGe3t7K5dEt27dcPz4cRw/dQrh4eFwdnaGTqdDdXU1Ll++jLq6OgwePJj2+A0ICEBBcjI6FxffXX+wDAaD0YCamhrk5uYivGF9mWsoFAr897//BQD4+vrizz//pH3gmaDAaA1mgwHCG2jzyGAwGAxr7qr4JDo6GiqVCnZ2drC3t6ez/ADoTDQfGGs0GshkMiomAEBRURFSUlJgZ2eH4OBg6PV6aLVa9OzZE05OTlb9rs1mM3UYlJaWQigUwsPDA0KhkAoPDfsS63Q6yGQymhbQHr2zeQt9W19rT3ybmTUPCgq66ccH6m2wPPwDZsPlTeHeIJ3CEj/LNBqA3lM8be3t7Obmhr59+yIpKQlHjx6FUCikbggnJyf069cPKr7rBAB/f39kK5Uoz86Gh2U3DgaDwbjLSE1NBYAmBQVLfHx8UFRUxBwKjDZRrVaDMHcCg8FgtBt3laDg7u7eKPjj4W35PI422id6eno228/aUgAQCoUQCoUQi8WNjskHsw3hH3oa7utGaE4wYHa+jouHhwfc3d1RVFQErVYLe3t7yGQym/elnZ0dFH5+qEpIgEdFBVdcksFgMO5Ckq8VSg4LC2txXV9fXxBCkJWVBYATFGbNmoXHH38cQ4YMuZnDZNzBvLJkCQaOHIn+t3sgDAaDcZdwVwkKDMadhEAggNe1YpAt4eznB/WZM1yHCiYoMBiMu5Tk5GR4e3s3coLZwtIdZ2dnhxMnTiA3Nxdubm5MUGA0SWV5Ocr4FuMMBoPBuGHYFDaDcQfg5uYGrUQCbWHh7R4Kg8Fg3DQSExNb5U4ArAWF6OhoWiuJT5tgMBpiNBohMJmg1etv91AYDAbjroEJCgzGHYCzszPMcjmqmKDAYDDuUrRaLXbv3o3hw4e3an1XV1faWjImJoYuT0tLuynjY9z5aDQaiABornUFYzAYDMaNwwQFBuMOQCwWQ+HmBk1Jye0eCoPBYNwU/vzzT9TU1GD69OmtWl8gEMDHxwdAvaCgUCiQnp5+3W1+GXc3vKDAHAoMBoPRfjBBgcG4Q7BzcYFeqwXYgxCDwbgL2bBhA+Li4trUHcjX1xcSiQTdu3cHADz00EMwGAy4evXqzRom4w5Go9FACEBTW3vTj6XX67Fp0yYmbjEYjLseJigwGHcIcldX6PV6QKu93UNhMBiMdsVsNmPfvn144IEH2rSdr68vvLy8EB0djXfffRcvvPACAFZHgWEbXlCouQXfo9988w0eeughLFu27KYfi8FgMG4nTFBgMO4Q7FxcYDAYYKyqut1DYTAYjHYlPz8fWq0WkZGRbdpu9OjRmDBhAsRiMV5++WWEh4dDKpUyQYFhE41GAwHqBQWz2Yzz58+3+3EIIfjyyy/h5uaG5cuX4/Tp0+22b41Gg4sXL7bb/hgMBuNGYYICg3GHoHR0hFkshq68/HYPhcFgMNqVK1euAABCQkLatN0TTzyB//3vf/R3kUiE4OBgJigwbMILCtprKQ9///03YmJikJ+f367HOXDgAJKTk/HLL79ALBa3q6Dw448/on///iCEtNs+GQwG40ZgggKDcYegUChgksmgKyu73UNhMBiMdiUtLQ1CoRBdunS54X317NkTR48ebYdRMe42NNXVAIBqjQaEEFy5cgWEEGRlZbXrcfbs2QMfHx8MHz4cnp6eKCgoaLd9l5aWQqPRoIq5FRmMO5ovv/wSgYGBsLOzQ0xMDA4fPtzkurNmzYJAIGj007Vr11s44qZhggKDcYcgk8lA5HLoKipu91AYDAajXUlLS0NAQABtA3kjjB8/HhcuXEB2dvZ1bR8TE4M//vjjhsfB6HjUXkt1MJhM0Ol0tHhnbm5uux4nLS0N4eHhEAgE8Pb2bldBgRcSSljXJwbjjmXjxo149tln8dprr+H8+fMYNGgQxo4d22RB4ZUrV6KgoID+5OTkwMXFBVOmTLnFI7cNExQYjDsImbMz6iorb/cwGAwGo11JS0tDcHBwu+xrzJgxkEql2LZtm9Xy9evX49tvvwUhBBcuXLC5bW1tLc6dO4d9+/a1y1gYHQtNTQ0AwAwuMM/JyQHQ/oLClStX6P3c3oJC9TWXBRMUGIw7l48//hizZ8/GnDlzEBERgU8//RT+/v5YtWqVzfUdHR3h5eVFf86cOYOKigo8/vjjt3jktmGCAoNxByF1ckKdWg2w3EkGg3EXceXKlTbXT2gKBwcHDB8+3EpQMJlMePnll/HWW29h586d6NmzJy5fvtxo27JrKWWJiYntMhZGx6L2mqBAAKjVaitB4dKlS/T9vxEIIUhLS6P3s7e3NwoLC294vzy8oFBaWtpu+2QwGDdOdXU1qqqq6I++iTbvdXV1OHv2LEaNGmW1fNSoUTh27FirjrVmzRqMGDECAQEBNzzu9oAJCgzGHYSdszP0Oh3QxIcUg8Fg3GmYzeZ2FRQAYNiwYTh16hQtXHf48GHk5eUhJycHn3/+OQDYrO7PB5S2xAbGnY+lQ0GtVlN7cU5ODkaOHInXX3/9ho9RVFQEjUZDHQpeXl53jENh79696N69O8xmc7vvm8G424mMjISjoyP9effdd22uV1paCpPJBE9PT6vlnp6erRIfCwoKsHPnTsyZM6ddxt0edEhB4d1334VAIMCzzz57u4fCYHQopI6OMBgMwC3ooc1gMBi3gpycHOh0unYVFMLCwlBTU0MfzjZs2ABfX18IhULs3LkTAGy23uMFhYKCAlQ0Ua8mKSkJGzZsaLexMm4d2poaCAUCEADl5eXIz8+HSCTCiRMnUFRUhD179tB1DQbDdR0jLS0NAKwcCkVFRTCZTDc8fuDmCgrnzp1DQkIC1Gp1u++bwbjbuXz5MtRqNf155ZVXml1fIBBY/U4IabTMFj/88AOcnJzwwAMP3Mhw25UOJyicPn0a33zzDXr06HG7h8JgdDhkTk4wm80wsOrODAbjLuHMmTMAuO4M7QUfzKWmpuKNN97Ad999h7lz59Jj2Nvb49KlSwAAnU5HAyhLy7uttIfCwkKMGjUKs2fPhtFovK6xFRUV2QwGX3zxRcyaNeu69sloHVqNBkqlEmYAycnJMJvNiI6OpjUUrly5gqtXr+LIkSNwcHBoskBac/AtUPmOJd7e3jCbze2WonAzBYXi4mIAaJfUDwbj34ZKpYKDgwP9kclkNtdzc3ODSCRq5EYoLi5u5FpoCCEE3333HR599NF2KWLcXnQoQaGmpgaPPPIIVq9eDWdn59s9HAajw2Fnbw+zSMTVUWAwGIy7gFOnTsHPzw8+Pj7tts+goCAIBAL8/vvveOutt/DSSy/htddew7BhwyAWizFr1izqUJg2bRq6dOmCw4cPo6ysDEKhECKRyGbawwsvvICioiLo9XpkZGRg1apVNp0My5cvR3p6us2xzZkzB/Pnz2+0/Pz5863On2VcH9qaGtjb24MASEhIAAD069cPAODk5ASBQIB9+/bh3XffhU6ns5kW0xJpaWnw9/eHXC4HwKU8AGi3tIebKSjw+2T1GRiMm4dUKkVMTIyVIwrg2s3279+/2W0PHjyIK1euYPbs2TdziG2mQwkKCxcuxL333osRI0bc7qEwGB0SOzs7mGUyJigwGIy7hpMnT6Jv377tuk+ZTIaAgACsW7cOYrEYr732GsRiMZYsWYIdO3ZgwIAByMvLw7Zt27Bt2zY4OTnh3nvvRVFREVxdXREcHGzToXD+/HlMmDABALB582YsWLCgUYvJ6upqLF26tMlq3ZmZmdQdYUlxcTGysrLazRrPaIxWo4GdnR2kMhkVFPgH+P79+6Nnz5744IMPsGPHDgBASkqK1faEEOzatavZGgOpqalWHUu8vb0BtL+gcDOC/jtZUDAajfj1119RV1d3u4fCYLTI888/j2+//RbfffcdkpKS8Nxzz+Hq1auYN28eAOCVV17BzJkzG223Zs0a9O3bF926dbvVQ26WDiMo/PLLLzh37lyTBSws0ev1VlU0+Q9XBuNuRyaTwSSVMkGBwWDcFZhMJpw5c6bdBQUACA0NRVlZGXr37g2lUgkA8PDwwMiRI2la5cyZM9GzZ0988cUXqK6uRnx8PFxdXdG1a9dGgoLZbEZ6ejoGDRoEFxcXfPPNNwBAbauFhYX4+eefkZeXBwCNZp94CgoKkJGR0ShHv7i4GAaDAfn5+e13EdoRtVp9x1vhtTU1EEskUNjbIyEhAQ4ODoiMjAQAxMTEYPny5VAqlejVqxeio6ORnJxstf3FixcxduxYHDlypMljnD17FtHR0fR33sJ8qx0KhJBGwkdBQQFqa2ub3OZOFRTMZjNmz56NqVOnYsuWLbd7OAxGi0ydOhWffvop3nrrLURHR+PQoUPYsWMH7dpQUFDQKOVKrVbjt99+63DuBKCDCAo5OTl45plnsH79etjZ2bW4/rvvvmtVRZP/MmAw7nZEIhEECgWrocBgMO54zGYzdu3aBY1Gc1MEBb6OwuDBgxu9FhoaiuHDh+OBBx7AL7/8gqCgIABcHSdXV1dERkY2SnnIycmBXq9HaGgounbtiuzsbABcTQQA+Prrr/HII4/QHPqLFy/S13j0ej3Ky8thNBqRkZFBl5vNZhrMZWZmtsfptzsLFy7E9OnTb/cwbohajQZSiQT2KhVqamowePBgBAYG0lajY8aMwenTp3H27Fl07969kaDAvzdZWVk2919aWoqsrCzExsbSZVKpFK6uru3SOtJsNqOmpgZubm4tCgrTp0+3Sq0hhKBPnz74+OOPm9yG3+edJhzt3r0bP/74I2QWzhMGo6OzYMECZGVlQa/X4+zZs1bfVT/88AMOHDhgtb6joyO0Wi3mzp17i0faMh1CUDh79iyKi4sRExMDsVgMsViMgwcP4rPPPoNYLG5k/3vllVesqmiy9k6MfxMSBwcYmSuHwWDc4bz99tu477774OzsjJiYmHbff2hoKABg0KBBjV4Ti8XYt28f1q5di9DQUHTq1AkCgQC5ubnUodCw00NqaioATqjo2rUrXc4HiufOnQMhBEePHqWv7du3z+q4lgKDZbBaUVFBn3U6qqBw5MgRmgLQVEDd0anVaiGVSqFUqQAAzzzzDBwcHFBeXo6hQ4darRsWFobk5GTaehQAnTHkxSQeQgg+//xz+n5bCgoA4OvrSws/3ggajQYAV/CxJUHh2LFj2L59Ox1/QkICcnNzm6ztAdy5DoWcnBwIhUIMGjTIZjoRo/U8++yz2LZt23Vty9+f7Q0hhAq1jI5JhxAU7rnnHly6dAkXLlygP71798YjjzyCCxcuQCQSWa0vk8msqmiqrn0xMBj/BsQqFQxaLXCdFcYZDAajI3D8+HGMGDECubm5NCWhPRk0aBBCQkJsCgoNkclk8PX1BQDqUAC4NmB1dXX47bffkJCQAIlEgoCAACooKJVKK0EBAA4dOgRXV1d069YN//zzj9VxLG3vlvn5lkKDpXPhVvP+++/j7NmzjZaXlJQgOzsbeXl5OHPmDAIDA5GUlHQbRnhj1Go0EEskcHJ2RteuXXHPPfcAQKPnTAAIDw9HRUWFVXCdk5MDgBMWqqqqaAB15coVLFq0CPPnz4ezszN1vPAEBwfTdpI3Ap/u0KVLF2g0mibTF2pqanD16lXk5+fT+2nv3r0A0GRKjUajgfZaS+o7TVAoKSmBi4sLoqKiOpxDYd26dbTuyp3Axo0b8eeff7Z5uyNHjsDT0/OmpKEfOXIEYWFh7eLyYdwcOoSgoFKp0K1bN6sfpVJJv5AZDEY9Mnt7LveWCQoMBuMOJiEhAX369IFCobgp++/ZsydSU1Ph6OjYqvUDAwMBcC29wsLCIBKJcPDgQQwZMgQPPvgg3nrrLXTp0gVisRiDBw+Gt7c3xo8fj6KiIhQXF9MZ6NOnT8PPzw+xsbE4f/48zp07hzFjxsBgMFBBoVOnTlaCAt+uz8PDA5mZmfShPCMjA+Xl5e12TZqDEII33ngDCxYssJqVB+pbexqNRuzevRsArnsmWKPR3DZnqa62FlKJBG++9Ra2bNnSbM/38PBwANZOEt6hcPXqVUyZMgVz5swBAPreV1RUoHfv3o32Gxoa2u6CAgD897//pfeOJZb31uHDhwHUu2Ua1nI4efIkqqurqTtBKpW2OuXh8uXLeOihh2wKG7dyRrm0tBTu7u7o1q0bMjIybtpM+fVw/Phx7N27t9HfVEelqqqKCmdtITMzExqNpk2fVw3ryDRFYWEhzGZzh60vw+ggggKDwWg9Urmcq2LMKoEzGIw7lIqKCuTl5XWoSQM+SHN1dYVMJkNwcDDeeOMNpKamYsSIEaisrKRpFD169EB+fj569OiBwsJC2l5QqVTCYDDAz8+Pzpb+9NNP+Pvvv5GWloaCggKIxWL079/fpqDQt29f/P7773B0dMTUqVMRERGBl156qdFY9+/fj1OnTqGmpgYbNmxoU7BCCMFjjz2GEydOWC2vqqqCTqfDqVOnGhWUPH36NP0/77rgU0DUanWbApBVq1Zh4MCBrV6/PdHX1kIqlSI8IoK+l00RHBwMR0dHPPnkk7RAJy8oZGVl4dixY/jrr79QV1dHBQVnZ2cMGDCg0b5CQkJw9erVZgsiNgf//vKCQlxcHHx8fLBixQp88MEHjdbnRZDAwEAcOnQIBoMBBw8ehLOzs5WgkJaWhri4OAwdOpQ6TkJCQlrlUKiursakSZOwadOmRmk6Z8+eRUhIyC1zC5SUlMDNzY1+njQlWKnVapsCTHMQQm7INVRUVAStVntHFJA3Go3QarWNigG2hqprtb1qampatf7Vq1ehUqmavLZGo7HRfX+rxFVG2+mwgsKBAwfw6aef3u5hMBgdDplCwRwKDAbjjoYP0Lp3736bR1IP71BwdXUFAERGRsJoNOLdd9/FypUrAdQXeuTx8vJCeXk5Tpw4AQcHBxpM+vr6Ijo6Gnq9HuvXrwfAzegXFhbC09MT3bt3x6VLl1BRUYHu3btjx44dkEqliI6ORnV1NYYNG4bff/8dcrkcZ86cwT///IPY2FhaZ2H+/Pn4z3/+g82bN2PGjBlYs2YNkpKSWjUzW1paih9//BGffPKJ1XI+0FQqlY1aXp4+fZrWBeBrRPCCwpw5c/DAAw9Y7eOXX37BX3/9ZfP4qampqKiosAqwzGZzs60Y2wtdbS0kEgkENlIcGiKTyXDkyBFoNBq8//77ALiUBwcHB6SmpqKmpgbV1dU4duwY8vLy4OLigsuXL9sUgEJDQ0EIabZ+QVPU1tbCy8sLO3fupNcsMjISeXl5WLhwIdatWwdjg+eBpKQk+Pj44N5778W+ffvw999/o6amBjNmzEBJSQltrfjjjz9CpVLh6tWrePLJJwEAERERrRIUvvjiCyqKVVZWWr3GO1oaFrW8WZSWlsLNzQ2RkZEQCARNChmvvPIKpk6d2qZ97927F0FBQY0EuNbCpzO1V5cPW5jNZixduvSGXSH8/ZWTk9NmRwW/bWvdIbm5udDr9U3+TXTv3p120uH3facVC/030WEFBQaDYRuZUglCCAw63e0eCoPBYFwXCQkJEIvFLc4S30oaCgpjx47FqFGjMHv2bERGRuKbb76hFnceLy8vAMCff/6JXr16ITg4GADg5+dHW1PyAcWlS5dQUFAALy8vDBw4EFVVVfj000+RkJCAn3/+GR4eHpg2bRrefPNN7N69G2VlZVi+fDkSExPx008/4cyZM7h69SqKioqQmpqKhIQEmnawcOFCREZGYunSpS2eJx8Ebt++3erhn89PHjlyJHVc8Fy8eBHDhw+HUqmks+xpaWnIzc3F1q1bkZ6ejszMTPj6+mL9+vV46qmn6NiHDBliFQjwBR0tA6znn38e9913X4tjvxEIIVRQELZCUACAbt26YfDgwUhPT6ctPfv3709fd3Jyws6dO5GbmwtfX194eXnZ7FbG3+fXk/ZQXFyM4uJirFixggZWfO2wxx9/HEVFRfj777+ttklOTkZERAQeeeQRXL16FYsWLUJkZCTGjh0LgLsnzWYz1q1bh2nTpmHu3LnUZREREdGqwO3MmTMICwsDAKvipUB9OkxWVhaefPJJfPjhh20+77ZQUlICd3d3KBQK+Pn5NRmkZmdnNyqo2RK8OPLGG29c19h4R8TNFBSys7OxfPlyTJ48udUumFOnTjV633iXgUajafRaS7TGoWApUvDr2brXKioqkJycTJ1RTFDo+DBBgcG4wxBKJAAAo15/m0fCYNw+6urqcPDgwds9DMZ1kpCQgLCwMEil0ts9FEpDQWHu3Ln4+++/acG+uXPnIiIiwmobT09PAJzFe8iQITRtwtfXF87OzrSnuIeHBxISElBQUABvb2/06dMHMpmMugTq6urg4eGByMhIvPHGGxCJRLC3t0fPnj1hMBjw888/A+Bm93mHQF5eHg4dOoShQ4fi/vvvx+DBg7Fx40abM/21tbVQq9UAuGBTIBBAq9VaFV/jA55Ro0YhOzsbV69exXvvvQe9Xo/c3Fx06dIFnTp1AsBZ+1NTU7F69WqYTCao1WqcOXMGhBDMnj0bVVVVOHfuHDZs2IBDhw5h2bJl9Di8oMDnQ+t0Onz//fc4fvz4Tc0zr62thQBotUOBJygoCOnp6cjLywMhhKZrBAYGYvz48di1axdyc3Ph5+fX5D7c3d2ps4HHbDbj448/pjUpmoKf/T948CB973lBITo6Gj169MC6devo+oQQJCYmIiIiAnFxcejbty+ysrIwY8YMeHt7A+De6zNnziA7OxszZsygDhMHBwf4+vqirKysScdIeno6NBoN4uPjMWTIEKsxnj17Fn///beVoPD777/TgpA3C96hwJ9DU+kFxcXFLXbHaEhCQgIUCgV2795NxYW20JJDwWw247nnnrsu9woPL1QlJiaid+/ejQSmhhBCMGrUKOoA4OE/IwC0mPbQnBjR1DEHDRqEFStWWK1nyw3Di578NWlNysO2bdtw8uTJZsfc3lRVVdHz/rfDBAUG4w5DLJMBAMzXLIsMxr+RLVu2YOjQoTf0EMa4fZw7d65D1U8AuLz0999/H3Fxca3ehncoAMDQoUNpdX8+uIyKioJCocC0adOoQ8Hb2xt2dnaIi4tDdXU17O3tAXCiQ0N69OgBgUBAH77T0tJw+PBhyK59D5w5cwaDBg3C5s2b8e6776KgoABHjx4FIQQHDx7EunXroNFo8OKLL2LAgAEwmUxISUlBYGAgYmJi8Mcff9BjFRYWQqlU0rSNF198Ea+88gp2794Ns9mMgIAA+Pv7AwBGjx6N8vJyrFy5ElFRUQC4SuwAJ44EBwdDr9fjm2++gUKhwJdffomffvoJRqORzhDzAdZff/2FqqoqVFZWtjm/vS1oNBoIwRUdbK1DAeAEhcLCQhrk8IJCTEwMhgwZgkuXLiEpKalZQUEgECA0NNRKUHj88cexePFifPHFFza3uXTpElatWkWDdalUiq+//hoikcjKBfHggw9ix44d0Ov1MJlMePjhh5GcnIzhw4cDAJYsWQKZTIbp06fDx8cHACfm8OfTq1cv9O7dG97e3nB3d4erqysViXguXryIIUOGoKKiArGxsXjhhReQnp6OuLg4SCQSGly+//77eOSRR3Dx4kUAXKpMSUmJVY2FmxGA8Q4FoHlBoaSkBDU1NW2qZXHp0iU8/PDDAEDPq7XodDp6vk11KLh8+TI+/fRTbNmypU37tiQtLQ0SiQQHDhyARCJp0alUXV1ts56E5XvTXF2Uq1evwsPDw8rJxF/zhg4FvV6PH3/8kQpi/EQA/5lmy3XA1/Pgv9/5cTXnUHjllVduuhOmIY8//jjmzp17S4/ZUWm1oPDHH3+0+ed6i88wGIymEV17kDQxQYHxL4bPwT906NBtHsntIzExkebU30kUFhbixIkTGD169O0eihUSiQRLlixpk2vC3d0dAoEAMpkMcXFx6N27N0JCQmhtiCeeeAIvvvgievbsiYyMDKSnp9NZYn5299lnnwVgW1Cwt7endRucnJyQmpqKw4cPY+LEiRCLxQBAhZm4uDj4+vpi06ZN2LlzJ4YOHYqZM2di8+bNSElJQWJiIn7//XekpKQgLCwMAwYMsJpxLSwshJeXF8LDwyEWi7Fp0yYAoAUaAwICqENh3LhxALiA6X//+x8ATlAIDAzEZ599ht9++w0ymQxlZWVYtmwZ7rvvPjzyyCNYsmQJzd/nBYV169bRc09KSkJFRQUmTpxIBYrWYjKZGtUSsKSqqgoCAGKJBAJh6+fTeNcJ3yWhV69ecHJyorP/hBCkpqbStqNNYSkolJeX48cff4SLiwuuXr2K0tJS/O9//7NyaKxfvx6vvPIKFRRGjx4NtVoNlUpl1UVi4sSJqK6uxr59+3DmzBls3LgR33//PSZOnAgAmDx5MgoLCxEQEAA3NzeIxWIUFBQgMzMT7u7usLe3h1AoxGOPPYbo6Gg6028ZvO3cuROHDh3CCy+8gIqKCqxZswaEEERFRcHZ2ZmOsaSkBGVlZaisrIS/vz+1rGdlZcFsNiMvLw9ubm60xWp7oNVqodVq6bhVKpVNQYEQQgPo1roUDAYDkpOT0bNnT7i4uLRZ8LJsB9uUQ4H/DmuqkOQvv/zSqEhqQ9LS0tClSxcMHDgQ9957b4vjzMvLA9A4QLcUFJpzKFy9ehVGo9GqWGtTKQ+//vorHnvsMYwfPx5A/Xk2JyjwtTf4OgutSXnIy8uzEuxuNoQQ/PPPP2xS4xri1q7I26Fai0AgoDc4g8FoP0QSCYhAAHMr2+0wGHcj/APHoUOH8Pjjj9/m0dx6qqurER0djc2bN99RPc4BYOvWrRCJRHfcuG0hFovh7u6OiIgI2NnZwc/Pz+qhdsKECZgwYQINoORyOR566CEAXCD466+/4tlnn8WqVavo7HFDoqOjodFoEBMTg6NHj+LChQtYsGABLl26hMTERCpeCIVCTJkyBRs3boRer0eXLl1QXV2N7OxsGkAsX74cVVVVGD9+PKKjo/HZZ59BrVbD0dGR1neQSqUIDw+nhe14u3qnTp2oQ2HMmDEQi8WYP38++vbtCwC4cOECBg8ejEWLFgHgAu/jx49jzJgxeOGFF/Dggw9i9erVAACRSIT8/HxkZ2fjzz//xMcff4wXXngBFy5cwMsvv4yTJ0+ie/fuNrtB8DOnPj4+OHbsGAYNGgQAWLx4MbKzs7F161ab1/H333+HVCSCp5cXhG0QFHjXyfr16xEZGQmVSoUzZ87Az88PYrGYBrDNORQATlDgRYn4+HgAwL333ovt27dj8+bNePrppxEWFoZRo0YB4AQetVpNg9/Jkyfjzz//pOkOPF27dkVwcDC2bt2KuLg4CASCRoUHnZycAHD3iJeXFwoKCpCbm4vOnTvTdd555x0IBAI6O5ybm0trgvApDN999x0kEgkMBgNEIhEiIyPh5OREBQVL+/r999+PL7/8EgDnWikoKEBqaioMBgMSExPRq1cvm9fpP//5D3Jzc/Hdd99ZLTeZTCCEUCGNhz8m71BoSlDQaDR0orO4uJiKY83Bj7d79+7w9PS0EghaAx/Yq1SqFgUF/ro35JVXXkHPnj0xcuRIumzq1KmYOnUqjEYjPv/8cyvh0cPDo0XBhE83Ki8vh9lshtFohFQqpaKAu7t7sw4FPvWAF/aBposy7tq1C87OzqioqEB0dDQuXLiAmpqaFgUF/n20bKPblKBQU1ODqqoqpKWlwWw2t+nv+3rhi8s25TzpKFi60FrLyJEjIZfL27RNqwUFgPtws6Wg26LhBx6DwWgfRCIRIBTCxGooMDo4er0ex44dQ48ePWheenvB23Wvp47C+vXr4eXlhREjRrTrmG4l5eXlMBqNHf5hxhabN2/GsGHD4OLicruH0i6MHz/eZqtAS3r27Ilff/0V99xzDz3v6OhoGkTs2bOnyYD0rbfeQnFxMXV/CoVC3H///dizZw/S0tJo0AcAU6ZMwaeffooffvgBTz31FI4dO4acnBzk5eXh/vvvx/bt20EIQVhYGHr37g2A69oglUpRWFhI3RM9evRAQkICPDw8kJSURAveTZ48GWazGe7u7jh69Ch69OgBqVRKgy3LAHXgwIHIyspC165dAXAixG+//Ub3X1BQgM8//xwODg6YPXs2Vq1ahQ8++AD5+fnw8/OjtRYa8tRTT6GwsBD/93//h9mzZyMjIwOBgYE2i8zxmEwmfPHFFxh9zz1QqlRtCji8vLwgl8tRUFBAA3VeZACAPn36YN++fS0KCiEhISgqKoJarUZ8fDxkMhlGjhyJdevWUafIJ598YiUoAEBGRgYUCgXGjBkDoPHztUAgwPjx47Fx40YolUoEBwc3Gwx4e3sjPz8fmZmZtG4Ivx9+nHZ2doiPj0dlZSUcHR1x6dIlKBQKaLVazJ07Fxs3bqQFKJ2cnOh1LykpQbdu3aDX6zF06FB8+eWXkMlk0Ov1yMzMpEFqc8HqkSNHcPToUaxcudLqXBcvXoz4+HjathTg6hvwQa2lQ4EPmC2xDLItZ/Dz8/NhZ2dn8/OIF1K6desGDw+PVjsUioqKrASIqKgoKigUFBTg0qVLCAsLQ6dOnXDo0CGoVCpcvnwZhBAr90lRURGysrLg5+dHHRYeHh7Ytm0bvL29IRQKaQrUggULAHBiQG1tLTQaDZRKpc3xWQoKX3zxBb799lvEx8dDrVZDIBAgPDy8WYcC/35buipsORTMZjN2796N+fPnY+rUqdDpdOjbt69VR5qmBIWRI0diy5YtSE9Pb7GGAi+Y1tbWIjc3t1Vi0Y3Cd/3gC5x2VG6VIaDVn6iPPfZYm9SKGTNmwMHBoU2DYTAYLSMWi0GEQpbycJdiNBqxc+fO2z2MdmHDhg0YPnw4vLy86INZe2AymZCamorBgwdbPaS2lrfeeqvR7NedBv+AZZnnfCeg1+tx8OBBan+9G1i9ejVmzZrV7DoCgQBTpkxpUkTp2bMnnWFtSFhYGAYNGkQ7BQwePBju7u6YMmUK5s6dC8m1Qr0Al/bg5+eHuro6jB07Fv7+/khOToZarcbUqVOxePFiAEB4eDjCwsKgVCrx+OOPY+TIkTh16hStCTF27FgMGzaMzoryxSW7du2KN998EwAXSPO5/LxzgV8P4Gaajx07RgMkfl8uLi4ICwtDZmYmVq9ejblz58Le3h4RERHIz8/H8OHDMWTIkCYFhfj4eJw/f55W3ef//lNTU5sM+Pbv34/MzEw8OGkSCGAVtLWEQCCgD9d8sG8J79BoTcoDwNnT4+Pj0b17d7rf3bt3Q6FQYNeuXdThwgsK6enpcHJyou1GbU3YDR06FHl5edi+fXuLtUl8fHyQk5PTSFDgEYvF6N69O86ePYunn34aixYtQnJyMp5++mm4uLjg0UcfxauvvorZs2cDAE15IISgtLQU8+bNQ2pqKj23oUOHAgAyMzNpkMp3lLBFXl4e6urqsGvXLrpMp9Phhx9+wOHDh61mwGfNmoXHHnsMQMsOBct7w1JcmDp1KgYPHmyzmGBKSgo8PT3h4uJiU1Awm82YPHmyVepQdnY2fHx8cO7cOSoo8AIawKU6jR49GvPmzUN6ejoKCgowY8YMVFdXIy8vD1lZWVi1ahUIIbTIYElJCXbv3o3OnTsjJycHer0eRUVFdP96vZ46FPjrwI/VaDQ2KnbKB+Dl5eVITExEYmIijEYjqqqq4ODggM6dO1vVvWiILYeCraKM586dQ2lpKUaPHo0ePXpQcfHy5ctNCgp1dXVIT0/HPffcA6lUaiUoNOVQ4M8HwE1Je6iqqmqUXnj8+HEA3PVt2Da1o1FYWEhb87b0o1AorusYrRYUvv/++za5DlatWkXVQgaD0X6IRCKYhUKW8nCXsmvXLowbN67NQXJH5OTJkwgICIDRaGyyL/j1kJ2dDb1ejyeffBIikahNlr66ujpkZGTc8ZWZ+fF39AeZhqSmpsJkMiE6Ovp2D+WOgw9IJ0+eDACYNGkSPv/8c6t1hEIhHnroISgUCgwdOhT+/v44e/YsAC7gXb58OdauXYuBAwdCJBKhZ8+eNPBQq9XUoTBjxgzs37+fHrOlGT9+dt7SoWBvb2/1e0BAAEJDQ9G5c2d4e3vj+PHjUKvVNGUpPDwcADB79mx07tzZpqBQUVFBZ1f5oDQ/Px9lZWUoKyujzp2GpKWlQSwWIyIsDBAK22yJDgoKglQqxeDBgxu9NmbMGLi6ulqdqy34gI8XFKKiouh1zcnJwaxZsyAWi2laBC8oXLlyhaYsvPjii5gxY0ajfQ8cOBACgQDp6ektCgp9+/bFsWPHkJuba1NQALh0le3btyMnJweJiYmoq6vDmDFjUFZWhri4ODz//PN47rnnAIA6FNRqNYxGIw1o+X336dMH7u7uyMrKatGhQAihweG2bdvo8r/++gtqtRomk4nm7et0OsTHx0N/za3ZsIbC9u3bMWTIEHodLcUAy/8nJSUhMTGR1jKxhHfLALASFP744w/0798fycnJ2LJlCw4fPky3uXLlCsxmMzIyMlBUVARXV1f4+/ujoKAABoMB6enpkEqlKCoqovn3fBrUhQsXMHnyZCxYsABHjx6ls+AlJSVISUmBTqej519YWGjlUOP/VvnrX1JSAoPBAD8/P/z666+NzgvghIHCwkKYTCYUFRVRQSE0NLTZFqe8oFBQUEDdCraKMu7duxf29vbo168fAECpVKJz587NCgrr1q2DyWRC3759ERgY2CZBQSQSUfdiazCbzU12pQC4+7Fv375wdHTEM888Y/Xa8ePHadcfW50qOgq3yhBww0kmpaWl+Ouvv/DHH3/c1B6rDMbdxNatW6HT6a5rW6FQCIhESE9Nvaktthg3hzfeeAPffvstAO4L383NzUrl5x+02tra6lZRXV2NF154AePGjWvxi/vs2bMYOnQoHBwc2lUgsay2ft9992HNmjWt3jY9PR0mk6nJKuB3Ci0JCg8//DBef/31Wzii1sFb/Bu2X2S0TGxsLBYuXIjp06c3u94bb7yBY8eOQS6Xw9/fn+aN+/r6QiqVYubMmbQV5uDBg9GlSxe6T8uuFUB9EGzpPLAFH3S1tN4rr7yCuXPn0noRoaGhVEgYNmwYunXrhokTJ6Jz587Izc2lBRwrKioQFRWFX375BQCX2uHj4wOFQoH8/Hyr4MfWw31ZWRlcXV1BzOY2OxQArhbGU089ZdNCPmjQIJSWltJuHU3h6OgIDw8POiMcFRUFHx8fWhMgOjoa0dHROHnyJIxGI/0O4B0KAPew/3//93+N9u3s7IwePXoAQIuCwujRo1FTUwOTydSkCNKrVy9UVFRALBbT8+Jrddg6dmVlZaNaBs7OznjiiScwceJEBAYGNpvywFvGq6qqoNFoEBERgT/++IMG8Bs2bECvXr3g4OBAW2deuHABRqMRAoEACoWCzqzygsKxY8dw6NAhDB8+HDqdjl7PgIAA+n+1Wo2ysjL07t0bP/74Y6PvBb5QKQCrFIZVq1bh+PHj9LvcMtDlg9uSkhIUFxfD09MT3t7eqKioQHp6OsxmM6KiolBeXk4D8169esHOzg7z5s3DxYsX4ePjg88++wwnTpyAQCBARUUFFdD4zgqFhYUoKipCbGws7O3t6fvDp6aXlJTg8uXLKCoqou1heaGDFxTKyspo7Jabm4uqqio4OjoiNDSUinS2qKiooJ1m+LQHWw6F48eP004gPJGRkUhMTLQpKOTl5eH555/H448/jpiYGHTp0oXWUOCvoa30gry8PDg5OSEkJKRZh0JNTQ1CQ0NpwdfvvvsOISEhTRY3Lisrw6lTpyCXy61qXBQUFODixYuYNm0aANzU7jQ3yq0yBNyQoPDbb78hODgYy5YtwxtvvIGgoCB8//33N7JLBuOuJy8vD5MmTWqx93RzVGk0WDhvXou9hhkdj61bt9KiYZcvX0ZZWZlVKyrLL/qOyMGDB/HRRx9h79692LBhg9VrJSUlNACoq6vDpUuXEBMTA39/fzrT1ZbZg6ZITk6mwdKcOXNw/vx5OgvbEvzx7xaHQlMpD6dPn8bGjRtv5ZCa5cKFC3jyySdx+fJl2pqO0TYUCgU+//zzFmtPODg40FaOfCoCYNuSv2zZMly8eBFPPPEEADQqDMnPerYkFPDHaWmWftasWZg3bx51QjzwwAM0uB81ahQuXboEuVyOzp07gxCCd999F7Nnz8aePXtw8eJFvPHGGxCJRFi7di2Sk5Ph6+uL/Px8qyCiuLi4UYBQWlrK3XNmMwRtaBnJ88QTT+Czzz5r83YNCQ0NxaZNm1BXV4eoqCiIRCIqxoSHh6Nv3744ceIESkpK6ISBWq2mgkJz8O6JlgSF6OjoRi6ChvAFE/v164cHHngA/v7+Td53fFFGPkjngxGBQIA1a9agZ8+eVoKCQCCwEhRWrVoFLy8vZGRk0GD8nXfegVgsxosvvkir6T/wwAOIi4vDsWPHAHCfcVKpFNOmTaP3E1DfNrKsrAxisZg6EIqLi+Hi4gIfHx9kZ2fjzTffpM65F154AXV1dY2eyywFBb7YYVlZGS1U+s033wCwFrEsBYWioiJ4eHhQJwpf8yc6OpoKClKpFCqVCv369YNMJsNPP/2EV199FZs2bcI///yDoUOHghBCx2opKBQWFmLixIlQq9VUSOCvf3FxMf1ePHjwIAgh2LBhA8LCwnD27FnI5XIYjUYqxuXm5kKtVsPBwQFhYWEAmk4fKC8vR69evSASiRAfHw+z2UydCfy/fMoGnxLEw4uFvKBQVVUFwzXHLX89P/74YwCcUJmfn4/q6mr6mWApohcVFWHIkCE4e/YsfH19G7VmbUhqairS0tLw/vvvA+BqcBQUFODChQtW6/D3GL+vAQMGWKVV7Ny5EwKBgKa6dWRBAYDV+d0s2iQoNGwFsmzZMpw6dQqnTp3C+fPnsWnTJrz22mvtOkAG426DV4NvZIa0rLISIqBd89IZN0ZdXV2rKkCXlZVRKy/fj92ygJSlFbEjwj84jRs3jj5UAVyupIeHB5RKJXbu3EltsjExMejUqRNycnLw1FNPtZhr3hri4+MRGRkJoVCIMWPGwN3dHb///rvVOk0VSuK7Q9wtgkJTDoWioiKkpaXZLKyl1Wpx5cqVmzm8RuzatQurV6/GL7/8wtwJtxA+0HdycrKZGysWi6FUKjF8+HD89ttvuOeee6xeDw8Ph6+vL/r06dPscfr27YuwsLAWCxPy8MLDpEmTbL7OB7rvvPMOvvvuO+pCKikpQWhoKORyOVQqFXx8fKigwLsujh07BpVKZZUyUVZWBjc3N5hNpja1jGxv+IAnMjIS/fv3B1Av1oSFhSEuLg4pKSmNKv63RlCYPHkyoqOjqaukKYRCYaPaGA3p1q0bpFIpRo4ciY8//pjOcNuCT3lo6FBouL9z584hOzsbXbt2RXl5ObRaLX7//XcsXLgQZWVleO+99+gsfFRUFN577z2sXbsWf/75JyorK9G3b18MGDAAx48fh9lsxunTpxEVFYXPP//cKj1CpVLBYDAgLy8PkZGRALggv7i4GO7u7nB3d8fWrVuxbNkyfPHFFwCAESNGoFu3bo3S5woKCqhY4eHhAbPZjB9++AEmkwldu3alQbGloMCfQ0lJCRUk+HHw9ZGio6NRXV2NoqIiuLi4QCAQYO/evUhLS8OUKVPw+OOP46WXXsLatWuxbNkyAKATD3zHmMrKSpSVlcHT09MqhUcqlcLR0RElJSV03dzcXGRnZ2Pfvn0wGo1WxVL5lAXeoeDg4EALvaampkKr1WLatGno378/XnvtNVRVVaG8vBze3t4YNmwYNmzYYBUf1tTUYP78+fj4449RVFTUSFBwcXFBRUUFNBoN/ZstLy8HIQQ///wzJk2aRO93Hx8f5OXloaamhn5mnD17ll738+fP49ChQ9iyZQt8fX0RGxuLQ4cONRng83Uhtm/fjoyMDPpeWRZ3fumll/Doo4/S8we4uheWz2l//fUX4uLi0KlTJ9jb23folAeAEwhjYmKwatWqm1Z3qU2fqjExMVZ/tGKx2OpNKyoqalP/Zgbj3wgfdDaXt9USZWo1REC7zPbeKu729IzPPvsMUVFRLVb7LS8vR3Z2Nggh9IHXMl2M//+tEBRyc3Ot0i0aUldXh//7v/+z+iItLS2Fg4MDxo0bR8Xky5cvY8uWLXB1dYW7uzsOHDiAs2fPQigUIioqCv7+/sjOzsalS5dw8uRJZGZm4o8//rjue+LEiROIi4sDwH0Pde3a1cryfP78efj5+TUSGfLy8q7LoWBp5+0oNCcoaLVa+oDH52Nb8s477yAyMhI7duy4qWO0hL+HUlJSmKBwC+EFhZYKBgoEAkyaNMnKmgxwOc+5ubk0B7ophgwZguTk5EbbN0X//v1x5syZRsGG5bgFAgF1PO3evZsGQPy/ABdw8O0Ie/bsCYAL2mpra6l4CNQ7FIjJdF0OhfaCD/bff/99murQqVMnODk5wd3dnV4PPrDlUyxaIygMGTIE58+fb9V7MH/+fCxcuJDa1htiZ2eHI0eO4LnnnoO7uzt1vNjC2dkZarWaPtvYch+NGzcOVVVVqK6upkLKvn37MHPmTEycOBHvvPMOfvjhB1ozwMfHBzNnzoRCoaCpW71790b//v1RUVGBlJQUnD59GrGxsXBxcbG6J3h7d1ZWFiIiIiAWi5Gbm4uSkhJ4eHjAw8ODzohv3boVjo6OcHFxoV1Q+KKHhJBGDgUA+Prrr9GvXz9qdxeJRDZTHoqLi5GTkwM/Pz94eHjA1dUVe/fuhYeHB3UCpaen0+sltKjtoVAo8N5772HmzJn0+Px+G3b2aZimBHCiTklJCc6ePYtx48ZBIBDg0KFDVrUeGjpZLFMelEol/P39kZKSgpdeegnbtm1DYGAgPvnkE0yZMgXl5eVwcXHBvHnzcOzYMZpC4OrqipqaGvz444944YUXAKDR37izszPKy8uh0WioAFlWVoZz584hLS0NDz/8MF3X19cXhYWFIIRQ8WvUqFF03/y1MJvN8PX1xYIFCyAWi6kDAeAKR/LCQEZGBpRKJRwcHLB+/XrqlOEFBUIIjh49ioyMDJSVlSE1NRWdOnVCUFAQqqurUV1djbq6OuzZswf33nsvvf4d3aFw9OhR9OrVCy+//DK8vb0xY8YMq24p7UGbBIW///4bX3/9NSZOnIj8/HysXLkSU6dOhZeXF9zc3PDyyy/TnrN3A0ePHqVVbBmM9oL/4LkRQaFcrYYY3MP5wYMH2/2Dob1ZtWoVze/k+emnn6itraNy5coV/Pe//21V4Hv8+HEUFRVZPcQ2RKvVQqfTQaPRWDkVbDkUbkXKw5IlS5r9jLt06RK++OILrFixgi7jc5FHjBgBk8mE3r17Y/jw4diyZQvGjh2Lnj17IjExEWfOnEF4eDh9MElISEBVVRUIIRgxYgQmTJhgVRm7KWpqarBnzx76e3l5OVJSUqigAADBwcFUUDAajZg7dy6MRiMuXryIXbt24YcffsDFixetilO1RVB45pln2tx66WbTnKDAP9iLRCIrFwnP6dOnYTKZMHny5FvmcrIUzfjZOsbNx8fHB0KhsEVB4VYjEAgQExPT5OtSqRS+vr6Qy+UYN24cAK42hJeXF213CdS3QExOTkbPnj0hl8upXdnyc5V3KJDrTHloL2bMmIHPP/+cnhPAdRl47rnnIBAIEBwcDHd3d2zatAlAfaHK1ggKbWHgwIGNCno2hM/NbwknJycQQpCZmQknJyebgkbPnj3pPcgLCo888gh8fX3xww8/YOHChRCLxfjf//4HNzc3yGQy2NnZYcSIEbh48SJCQkLg4uKCPn36QCgUYvPmzUhOTrbZrtVSUOCD94YOBQCQSCTQ6XQICgqCQCDAnDlzoFAoqANm+fLlMBgMVjUUAK6o5rhx4zB27FiIxWIMHz7cZspDcXExcnNzqTgWGRkJjUaDgIAAmj6Snp7eYgqTLceHpRDUlKBQUFCA+Ph4jBgxAj169MCXX36JjIwM2mHHsiaGnZ2dlUMB4Nw0P//8Mz7//HN88MEH2LBhA15//XWcPHmSCgrjx4+Ht7c3PvnkEwDc32NhYSG0Wi0AzmnECzE8zs7OqKmpgVqtpqkgZWVl2Lx5M9zc3DB8+HC6rmUKlmU61Z9//kkFHx5fX1+4uLjg2WefxRdffEG/I2fNmoW5c+cC4BwKQUFB6NWrFxISEpCbmwuFQoHDhw/DbDbjypUrNHXnzJkzSElJQVhYGL138/LycPjwYVRXV1sJCh215hVPv379sHr1ahQWFmLVqlXIzc3FiBEjEBQUhOXLlzfbdaW1tElQ6Ny5M3bs2IEpU6ZgyJAhiI+Px5UrV7Bnzx7s3bsXV69etfqQvNPZtGkTvv/++w7dX5Rx58E/7PMfuNdDSXk5dSgsWrQIr776ajuNrv0xGo147733kJCQQIOf0tJSzJ8/H19//bXVupMnT8bixYthNpuRmJh401wNarUagYGBtO2PLQghmDNnDl5//fVWuQX4HLXjx49Do9HYHLvlfrKysm57ysOZM2eanXnnVf01a9ZQW2RpaSnc3NzQpUsXdOvWDT179kRZWRmSkpJw3333ITIyEpcvX7ZyEfj7+9PK60FBQcjIyIBAIGhVjv/atWsxevRo+nBw6tQpALASFEJCQnDlyhUQQrBlyxacPXsW3t7eSEtLw8qVK/HGG2/QytharRZhYWGoq6uj1cFbIj4+HsePH2+yx/3toLkaCvxnzOjRo7Fv375G9+LFixfx/PPPIzg4GI888sh1F4htC/n5+XB0dATACjLeSsRiMby9vTucoNAaunbtigkTJtB2hSNHjsSlS5dodwEANB8+ISEBcXFxcHd3p59p+fn5OH78OJKTk60cCmhjQcb2xM/PDwsXLrQqCnnvvffiP//5DwBOaOEn7VxdXandvr0FhfbE2dkZABdoN1XMTSAQ4L777gNQ/9ldW1uLn3/+GSqVCvb29hgxYgRKS0ut7lV+Gz7lxsHBAd27d8dHH30EoVCI0aNHNzoWLyhoNBq4urrC19cXubm5KCoqgru7Ow1w+eKWQUFBAIAuXbogPj4eS5cuRUhICBV1GjoUAO6zNSYmBiUlJRgwYIBNQeHy5cvQ6/U0aOZdFAEBAVbXrCVBwdHRkYo0vJBg6S7ghQ5LPDw88M8//6C2thYxMTFYunQpbUH50UcfYdq0afTaApzgY1lDAeBScLKysjBy5EgsWLAAAPddq1arcfXqVbi4uEAikWD06NE4dOgQAE5Q4NMKJkyYQLezhD/fvLw8K0Hh8OHDGDZsGHXuANbOqpCQEDz11FP45JNPkJeXh4sXL9KUFIlEQtuUzpkzBzqdDtu3b0d1dTXOnTuHY8eOoaqqirZKDQ8Pp/UTxo8fT10vR48ehUAggL29PU6dOoXU1FSEhoZSYSM/Px/bt2+Hr68vde14enp2OAdjU8jlcjz22GM4cOAAUlNT8fDDD+Prr79GYGDgDcfv15VINn36dGp1HTp0KMxmM6Kjo2k/4ruFixcvghByx/X5ZnRs2iPlobi8HDKRCCUlJbh06RJSUlI6bErBn3/+SfO4+bzt5cuXo6qqCjk5OXTcubm52Lp1K7777jusXLkS3bp1w7333ttoJrk9uskcO3YMWVlZ+Pnnn5tcZ/PmzdQG11K+uVqtRkZGBgBg48aN8PT0xPbt23Hy5Emr3FNL10FWVpaVQ+Hzzz/HZ599RpVuvrrwzeqeU1VVhStXrjTbdjAtLQ0ODg4wGAy0ACPvUAC463jy5EnMmTMHYrEYo0aNQteuXZGZmYlLly5ZCQoA10bu3XffxZQpU/Dkk0/i119/bVGwTU5OBiGEOj9OnDgBV1dX+hAIcA6FqqoqlJaW4rvvvkP//v0xZswYpKWl4eLFi7h69Sr279+PkJAQfPLJJ5g/fz6A1tUxMZvNSEtLg9lsxv79++nyHTt20OJYtwNbDgW9Xo/333+fzjZMnz4dRUVFSEhIwJ49e1BXV4fi4mIUFhaib9++WL9+PS5dutQoNeRmUFBQgFmzZuHtt9/GoEGDbvrxGPW8+eabtOjincSvv/6KNWvWYPTo0SgtLYWTkxPc3NysUmt9fHyoPX3EiBFWQV9+fj6efPJJvPnmm/UOhduc8tAaeCs97/4FOragwI8tLS3N5mw6z+zZs3HPPfcgKCgI0dHRWL58uVX72Pvvvx+AdRDJ2/UtBeT+/ftDrVYjLi7OZnqFZUV7V1dX+Pn5ITs7m842T5kyBatWraLtSi2/S1xcXPDaa69h5MiRtGYBL+qoVCrIZDK4ubnRopX8PVlWVgZCCIxGI4qKiuDv70/dqPz3H+/MsnQo8DP9zSEQCOh9wAex3bp1o+kRDR0AAOdQyM/Ph6enJ/r164fJkyfjgQceQPfu3REcHIyff/4ZISEhtIZB7969GzkUYmNj4e7uju+//54ei0/ZMRgMVBTp0aMHTU3y8fGhkwcrVqygqQmW8NsVFxfTlIfc3FycOXOGuld4LB0Kjo6O+OqrrzB//nwolUrs2LEDhYWFiIyMxMWLF/HII4/Q692nTx/89ttvOHnyJMxmM4xGI/bv308FhbCwMCQlJYEQQkWp1NRUHD16FF27dkW/fv1w8uRJpKWlITQ01Mqh8Ndff9H7ErgzUh5sERQUhJdffhmvvfYaHBwcbrjIe5sFhZ07d+Kjjz7C2bNnsWbNGqxYsQLTp0/HkiVLaGuiuwFCCP0w6ajF0dpCQUGBVe7Uv51t27bhf//73205dns4FIpKSxF+rWgOwBXV6aiWqx9//JEq81euXIHJZMLatWsRHh6O2tpaOuv7888/QygUorKyEq+++iri4uLw999/W81i79ixA/7+/lYz+tcD33bqr7/+alKI2bBhA83JbSgo8JWS+c+8+Ph4AFwl4D179kCj0eCff/7B66+/jmnTplFRwFJQSE9Px9WrVxEcHIz8/Hx89tlnWLp0KQBuFqK8vByTJ0/Gf//73xs616bgHRWVlZVNXoPU1FT06NEDISEhtPYA71AAuAcskUiEDz/8EEeOHIGzszN9r81mM8275h+ounXrhilTpuDXX3/Fww8/jJycHOo4aAr+uLygcPToUfTt29dqho8vIPXPP/9g9+7dePzxxxESEoJLly7Re2XLli2Ijo7Gs88+S2d3WpP2kJeXR/9W+fQBQgjmzp3bqpQdvid5c+h0Olo8q7VYtuji84H37duHl156Cb/99hsEAgEmTJgAmUyGRYsWYdSoUXjzzTfp91qPHj0QFRWFwMBA6t64WRBCkJ+fjy5dumDp0qV33eRDR2fOnDkYOHDg7R5Gm3FwcKCFJJtq88gHHCEhIejUqZNVcJWbm4u0tDQkJiaiurqato3EbSzK2BoGDx4MLy+vO1JQaK7dXGxsLPbu3QuxWIxz587hxRdftHqdnzG3FBR8fX1x6NAhK0GMT3NoakbVUlBwc3ODr68vTp48CZ1Oh+joaPj6+mLevHno2rUrYmNjMWTIkEb7sBQ6eAeAQCCAl5cXRo4caVUE0c3NDQaDAdXV1SgsLKSTrDz89x//3di5c2caVAO2a040hBdq+HQfHx8fuLm5wc3NzWaKCb/+448/DolEAoFAgF9++QUHDhyg6wgEAjg7O0OlUiEsLAx5eXmorKykTrJZs2YhNzfX6v0Itnju5IUQy/oalt02GnaMabgdwP2N9+7dGx9++CH0en0jQcHy/Pj3VSaT4Z577sGePXtQUFAALy8vhIeHWwmNkydPxs6dO/H333/DxcUFwcHB2Llzp5WgwNO7d2/Y29sjLS0NJ06cQP/+/REbG4s9e/ZAr9fTFBhnZ2ccPHgQaWlpNN0B4NI6LGs43QkcPHgQjz32GLy8vPDiiy9i0qRJ9Ln4emnTp+qLL76IWbNm4fTp03jqqafw9ttvY+jQoTh//jxkMhmio6NpBdM7nYKCAvrw35LN9emnn8bbb799K4Z13fAWJwbHr7/+Sqv73gpWrlxJZ3hvtIaCyWRCcVkZwq8pxfwDVHO5+5YYjUZUVVWhoKAAixcvxrJly1oUIwoLCzFy5EirqtlNYTab8cUXX1jl0t9///1wc3NDWloazp07h4qKCsyZMwcA14/64MGD+OabbzBx4kRERERAp9Ph448/Rp8+fazy53/55ReYTCbqBrhejh49ChcXF2RkZNj8IuDbHY0ZMwaenp5WgsI///yDWbNmITU1lS6/cOECZDIZnfGwt7fHsWPHcPz4cWi1WioK8OKkn58fjh8/DqPRiH79+kGj0SAtLY3OmEdGRiI3Nxe5ubntPgtuNpuxcOFCrF27FgB3P9XU1NBZBUvS0tIQEhICX19fauPkZ/osUSqVtPASb2dXqVT0//wshKVNc8CAARCLxS2eH592kZycjPLychw4cKDRgyQ/w/Sf//wHdnZ2eOihhxASEkKt/AKBADqdjtbx4GdgGgoK27ZtQ1xcHAYPHkzbzvHHHzVqFL0Xs7OzkZ+f36KwlZSUhNDQUCtngy0+/fRTxMbG0vt6zpw59GG7srISw4cPR2pqKhYsWEDdFVVVVXR26eeff8b3339P6yHs378fbm5usLe3x4ABA3Dw4EHY29vj/fffx7fffguFQkGvWe/evVtVy+JGqKyshF6vt3rYZDDaAz5o4btT8IGUk5MTTp48Cb1eTwvP8g4FYQd3KIhEInz66adYsGABDTY7sqDAB8cajaZZh4IltgQib29vzJ8/3ypYA7h6D5YdSoYPH47Q0FBMmTLF5r75z3eg3qHAfxdYBr9CoRCnTp3CmDFjGu2DX0+lUtHCmACX/tdQ5Offo0OHDuGrr74CADoZIZPJ6DXp0aMH5HI5/ZdPX2jJoQDUt4Lk6454enrCy8vLZroD/zoA+pzFj6XhsVxdXeHl5YXOnTvDYDBAp9NZXb+GhfaVSiX9m+P3ZVkfi08PUSqVVsKOJZZiilKpxOzZs5GdnQ07OzsrIQbg3iNLhwhP7969acqDrRoSDz30EIxGIz7++GMMGDAAY8eOxc8//4y6ujqa8sDj7++PkJAQXLx4EUlJSYiJicHUqVMxYsQIzJs3j4qxPj4+2LBhA5RKpVU3nPnz5+Opp56yea4diZycHLz99tsICgrCsGHDkJ6ejv/973/Iz8/H6tWrrVxA1wVpA66uruTMmTOEEELKyspISEiI1esJCQlkwIABbdllu5CTk0MAkJycnHbb586dOwkAAoD8/fffza4bEhJCxo0b127HvhlMmDCBiMViYjabb/dQiFqtJhs3brytY7n//vuJvb39LTnWkSNHiEAgIKNHjyaEENKtWzcCgEyfPv269nf16lUSCJBNjz9OoqKiyAcffEBEIhF5/fXXyaOPPko0Gk2z27/22mtEJBIRBwcH4uLiQpRKJXn44Yeb3WbTpk0EABk8eDAxmUzNrvvLL78QAEQikZD/+7//IwDIr7/+Svr160ceffRR8s477xB7e3uSmZlJAJB3332XACCBgYHk9OnTZNWqVWTixInEbDaT119/nbi4uBCj0Uj0ej1xcnIiAMgvv/xCXnrpJfL777/bHENpaSm5cuWKzdfq6uqIXC4nb775JpHJZOTTTz9ttA7/mbJ161YyYMAAMmPGDPraqFGjSFhYGAFAjz9r1iwSExNDKioqyNKlS8k777xDPz/Gjh1LpFIpqa2tJV999RURCoXk3nvvJc7OzgQAWbVqFV2X/3n00UeJWCwmAIhSqSRGo9FqfEajkajVapvvhVarJVlZWU2+P6mpqY2Od/jwYaJQKMju3bvpemazmTg5OZF33nmHPPHEE6RPnz6EEEI8PDzI22+/3eT+CSEkICCA3HPPPVbL+vfvT3755RerZWFhYeSZZ55pcj9arZYIBAICgEycOJF89913RCAQkIKCgkbr+vj4EADkueeeI4QQcuHCBQKASKVS0r9/fwKA/PHHH4QQQpKTkwkAcvDgQat9DBgwgHTp0oUAIOvWrSOEEPLFF18QiURC1q5dSwCQyspKsn79egKAhIeHN3sdXn75ZQKArFmzptn1YmJiCADy/PPPk5KSEiIWi4lQKCQXLlwgP/zwAwFAFi1aRBQKBZHL5aS6upr069ePdOrUiQAgQUFBxNvbmzzyyCP0Pe3WrRshhNB78a+//iIDBgwgAOh7SQghK1assHmPtSeJiYkEADly5MhNOwbj34lWqyWurq70s2vJkiUEALn//vsbfc4dO3aMpP30Ezn75Ze3edStZ/Xq1QQAOXXq1O0eSpPw39VdunQhX3311e0eDjGZTPQ9P3fuHPn5558JANKpU6dW70Or1RKhUNgozrHF+fPnCQASEBBAj7tlyxb62WyJWq2m//fy8iIAWnXNpk6dSsRiMTl9+jQBQH7++WcyevToRt+zPKWlpWT79u0t7rdfv35k0KBBpK6ujn5/8N+TTTFkyBACgJw/f54u8/HxITKZjPz4448EAAkODm5ye41GQ6/T6tWrSWVlJZHL5WTQoEE214+LiyMASHV1NV3GX1+RSEQ+/PBDm9vt2rWLKBQK8vnnn5O8vDzi6+tLAJBLly4Rk8lE7OzsiL29PTGbzeShhx6iz5dN/a2NGjWKACBz5sxp9NrNiEPbkxEjRhCRSES8vLzIiy++SJKTk9v9GG1yKCgUClpsIycnp5FtsWvXrrR1yJ3Kxo0bodVqcfHiRarMNedQMJlMyMrK6vBpERkZGTAajc3mS98qtm7diqlTp9Jq67eD6upq1NTU3JJe9PPmzbOqRnujNRSys7NhBOCkUuH8uXNYvHgxgoKCsGLFCqxbt65F+/KZM2cQGhqKuXPnIjk5Ge+88w5+/fVX2j7HFikpKZBKpTh8+DA++eQT/Pe//21Skf3rr78QFRWFMWPG4PvvvwfA9cANDg6mRVyHDh0Kf39/iEQibNq0CSKRCImJiejduzfmzZuHLVu2QCAQYOTIkSgvL8f58+exY8cOev/m5ORg1apV2Lx5s80xvP766xg0aBC1glty/vx51NbWYtSoUQgODkZ6ejoMBoNVDhxvw+/Tpw8dN8D1ld63bx+eeeYZKBQKZGRkgBCC/fv3o3///nBycsLbb7+NwYMHA+BmBF5++WXU1dUhISEB5eXlcHZ2RkREBCoqKiCXy6nFz8nJCYMHD4ZEIkFoaCh1DGg0GqSnp1udw/jx4+Ho6Eh7iVuydOlSRERE4OzZs9i2bVujwoN8eoZKpaJ5oKdPn4ZWq8Xs2bNpzZiysjJUVlbS/MG8vDwQQmw6FBryxhtvYMmSJVbLjh49iqlTp1ot43uyN1UgkS+0GBMTg6SkJGzatAmDBg2yOSMRHBwMpVKJl19+mf4OcG4P3j3R0KFQUVGBhIQEuo+MjAw88sgjuP/++/HWW2/BZDIhJSUFQUFBdNukpCSbVeQbYjabsX79egBo5ACyrB2SnZ2Ns2fPIiIiAmvWrMHq1atBCEHnzp3x9NNP03v8yy+/hFarRW1tLf766y9UVVXRglbp6ekoKCiwcghazlB9+eWXGDt2LPbt24elS5di0aJFdL3evXtDo9EgJSUFdXV11InSXhQVFdG/H+ZQYLQ3crkcJSUl9LOQd+zxn8GWdIS2kW3lTnAoCAQCvPXWW0hPT+8QM7VCoZC6CniHAoBGs9/NIZfLERoaavO7piH8e5SdnY0xY8bgrbfeou48Pt2Bx3L2n5/hb41DwcPDA56enggPD0dsbCx69+6Nt99+G++8806TY2ro9LBFv379MHDgQEgkEqxbt86mA7AhfB0FS6dBVFQUHBwc6HVv7rPe0p2hVCrh6OiIjz76CIsXL7a5vo+PDwQCgZVThHc7mkymJt+j0aNHo6ioCPPnz4ePjw+2b9+ORx55BKGhoRAKhQgJCaEdOEJCQlBZWQmRSGTV/aLhOADgySefbPLcOipyuRy//fYbcnNzsWLFCquUj3ajLerD+vXriVwuJ97e3sTR0bHJ2cFbTXspQ9nZ2QQA+fzzz8lDDz1E+vfvT0QiEVm1alWT22RlZREAJDQ09IaOfTMxm81EqVQSACQlJeV2D4fOSHt4eJCKiorbMgZ+RjApKclq+b59+8gzzzxDysrK2uU4FRUVdCbT09OTGAwGOuM6cuTI69rnr7/+SnwAcvzVVwkxGAghhIwfP54qvitXrmx2+86dO5MlS5bQ36uqqoiDgwN5+eWXidFoJDt37iQ//fQTqa2tpes8+uijJC4ujjz//PNEIpHQmfOGM+Qmk4l4enqSF198kXz00UcEAHF0dCRms5m89dZbRKVSEalUSsfo7+9PAJCuXbvaHGtdXR1xcnIijo6ORCAQkNjYWBIWFkZmzJhBAJC4uDib2w0cOLBJpX3BggXEw8OD6PV6MnjwYDJ9+nTy1VdfETc3NzpL+9JLLxFfX19CCCFvv/02cXNzI6dOnSIvvfQSEYlEpLi4mHTr1o0sXLiQJCQkEABk165d9BgajYaIRCIycOBAotVqiUgkIt988w1ZvHgxCQ0NJdXV1eTEiROkqKiI1NTUEABk1KhRZNWqVWTAgAHUtcBf640bNxJCCL1f/f39ia+vLxEIBI3u1a5du1rNyq1YscLq9aVLlxIvLy+SnZ1NTpw4QQCQefPmEQDE3t6exMXFkREjRhBHR0cCgMTHx1NnRUlJCXWctAcvvPACCQoKIjNnziQTJ05s9DrvjFm2bBkRCoVEKBQ2OZuzbdu2Rg4IHx8f8uijj5KDBw+SsWPHUlcUf81551ZFRQXRarUEAPn+++/J/v37CQBy4cIFMmbMGDJ+/HjqllizZg2JiooiDg4OjWZNeM6fP08GDRpE38PFixeTiooKUlZWRo4cOUIAkGHDhpHCwkLy8ccfE6lUSi5fvkxdK6NGjaJjAEDGjRtHAJDu3buT2NhYMmnSJOLv708efvjhRrOwfn5+bXJAVVZWEgBk7dq15JNPPiGOjo5Wf/s3SnR0ND0vrVbbbvtlMGyRkZFBPv74Y/LHH3/QWWn+b6OsrIykrF1Lzn/77e0eZqupqKggr7766k11EN2N8LP/Go2GZGRkEADkP//5T5v28d5775GPPvqoxfUsZ9y3bNlCCOFc3LjmNmwK/jll3759LR7j8uXLHSbmWrFiBQFAqqqq6LLly5eT3r17k7///psAIA899FCz++Dfn23btrV4vEWLFhGVSmW1zGg0ErlcTgCQvXv3Xtd5zJ49mzz44IOEEEKdgLyzzxY//PADeeCBB2y6qzuyQyE+Pr5Nnx8JCQnEcC22aAttcig88sgjyMnJwbZt25CVlYUJEya0ZfMOg1qtRs+ePanbgoefRdm5cyd2796NkSNHwtnZuVn3AZ/zejMdCmfOnMH777/f6vVTUlIwd+5cOjtbUlJCZ8M7QmuTwsJCODo6ori4uNkiIIQQrFu3DmPHjsW8efPatbUZn6vecDZu48aNWLlyJXr37k2r1t4ISUlJALicv5KSEhQXF4MQAhcXl2YdCrt3726yaKRWq4UJ4PJAr+V5h4eHQyAQwNfXlxbbO3z4MObOnWuV71dbW4vs7Gyr/DGVSoXx48dj//792LFjB8aOHYvp06djx44ddB2+OvLy5cvRvXt3dO/eHRqNBmfOnMGMGTNoQbmLFy+iqKgIo0ePpoWOevbsSftrV1dXIygoCI899hiAevWezzdsiEQiweHDh/HCCy9g9erVOHLkCPz8/FrsvsBf9++++w4AN3NgMBhQWVmJtWvXYv78+ZBKpXB1dUVZWRkyMjJQWlpKtzt9+jRtUxUcHIzS0lL06dMHK1aswMiRI+Hu7o4uXbogIyMDO3fuhFwutyrspFAoMG7cOEyaNAlyuRwRERE4d+4cysrK4OLiAnt7e/Tt2xceHh5QKpVwd3dHv379MG/ePBw5coTOWPD9jy9cuIDff/8dERERSE5ORmFhIWbMmAFCCP755x8AXN58YmIiEhMT8fbbb2PhwoUYP348Pv30U6vZ/wsXLiA6OhqdOnWifZ1TUlKgUCiwf/9+ZGRkIDk5mbaA5GsomM1mXL58GQBadCi0ltDQUGRmZmLbtm1WRQn3798PjUaD1NRUODs7Y+DAgTCbzRg6dKhVTqgl48ePb+SA+Oqrr/DSSy9h8ODB2LFjB83bVSgUNH/WaDRatfAMDAykha/i4+ORmJiI8PBwyOVydOnSBYcOHcKlS5fo95+tLhzvvvsusrKy8O233yI2NhYlJSVYuHAhpk2bhqNHj0KhUODs2bP44osvsGXLFowaNQoRERE4cuQIoqOjsWjRIgwbNgyLFy+GSCTCypUr0blzZ8yYMQMTJ07E33//bdXDG6if+eKvga3K37ZwdHREaGgoTp48iePHj0OtVtPCXcuWLWvkAkpNTW11u01CCFJTU1FRUQEnJyfI5fJWbcdgXC+BgYF47rnnaCG5qKgo+Pn5QSgUwsnJiXModPCijJY4OTlh+fLltF4Ko3WoVCrY2dlBoVDAz88PMTExNmslNMdLL72E559/vsX1FAoFrfHA56E7OTlBJBI1cihYws/wt8ahEBER0WFirkmTJmHx4sWwt7eny1588UVaqwdo2Y3Gn7ul66ApBgwY0KgzkEgkol0zrtf59uWXX1IXIe+6aOpZFAAee+wxbN26tckCsR2Vnj17tilG7devH+3M1hbELa/CcfHiRXTr1g2urq6tqkiamJiIsLAwq36it4IPP/wQvXv3xtChQ5tcJz09HRcuXMDFixcRGBhotRzgLNsAV3H2p59+ajblwVJQMJvNVpVf24vNmzdj5cqVWLJkSatu5F27duHbb7/FkCFDMGPGDCu79PV0AkhPT4efnx+1KLWF0tJSPPHEE/jmm2+oLamwsBBRUVE4cuRIs5bht956C2+++SZiY2Oxa9cuzJw5s1EF2OulKUGhuLgYIpEImZmZtPXPjZCUlASBQIDBgwfjyy+/pMWhAgMDm+3y8PHHH+Pvv/9GdHR0ow/S2tpamAUCCAAqKMybNw9RUVHYt28fFRQ++OAD2rJwyZIlkMlk1ELe0O4UFRWFrVu34vTp03B3d0d5eTmKi4tRUFAAvV6PlJQUPPDAA7Czs8OpU6dQVVUFFxcXvP7669i9ezf++OMPHDhwAHv37oVCoaAF95ycnGhwNmjQIIwcORJfffUVrSLMWxGb+xDv1q2bVTE/Pz8/7Nu3DwB3f6nVaro/fllZWRmGDh2KP//8EytWrMDrr7+ON954AyqVCnV1ddSW6ebmhnPnztG/i1OnTqFbt25ITU2lokdoaCgAruLxvHnzaBDepUsX7Ny5EzqdDsOHD2+UAvbHH3/Q//fq1Qvnzp2Dl5eXzc/Pf/75BwEBAfR3fp2goCCYTCbs2rWLBnknT56EwWBAnz59EBoaij179iA0NBQjRoygX9Jz5syBl5cXkpOTERkZiQ0bNtAq2fHx8Zg+fToA0OuWkpICT09PxMbGIiUlBRKJxOqLnn+f+HSJ9hIUwsLCYDaboVarUVVVBZ1Oh6KiItxzzz1YsmQJTp8+jR49eqBfv3549tln8fLLL7fpwZpvQ9YQgUAAlUpFxYDs7GxaSTowMBAqlQpdunTBX3/9hZycHJoyERkZiZ9++gmEEMyZMwfr1q1Dfn4+fRgBQEWeuXPnYvbs2fjzzz9RWlpKW7wqlUrExMQgMDAQP/zwA3Jzc7FmzRq6f8sile+//z4WLlyIwMBAXL58GTKZjIotQL0gJxQKMX36dHz11VeYNm0aPvrooyaLddmif//+OH78OP1c3L59O4YPH44VK1Zg3LhxePDBBwFw9tLevXtjwoQJWLduXYv7LS8vp59zTVX8ZjBuBvz9Fhoaiurqauh0OgiFQhCzGQIbVfEZdxcqlYp+j0okkpteeNbV1RXu7u40uBUKhXj11VfxwAMPNLlNW1IeOhLBwcH48MMPrZaJxWKIxeJWpTwA9efcGkFh6tSpjSYLAO7Z8OzZs61KS7GFZcHJ1ggKdyqEELz++utWhU2b43onU1sd/fbs2dOq5VlLXK/CcSMcPXoUS5YsabEdIH8eDWfr09PT6cOql5cXevXqBRcXl2aVHT5YN5vNreppfj2UlJRAp9O12l3Az7StWLEChBCrivi2BAW9Xo/PPvuMVjW3hFzLX+YfeJuDEIKlS5daBel79+7Fn3/+ic8//5wuKywshK+vLzw9PZsUFGpra/Hpp5/imWeeoa3aWtNhoLU0Jyjws/ft4ea4fPkyAgMDqXDFB2SdO3du0qFACMGpU6cgEokwd+7cRtX3tVotJHZ2IISAXHOhBAYGYvr06YiKikJiYiIMBgMuX75MA3G+fgPfgq+hoMA7DrZu3YqePXvCxcUFZWVlWLJkCfr27Qu1Wk23EYlEcHZ2RpcuXbB7925ER0fDxcUFa9aswcGDBzFgwADIZDKIRCIcOHAAr7zyCgAuKN29eze6dOlCj9uSQ8EWli2MADSqL8C7DD755BOMGDECL7/8MgwGA3bt2oU//vgDI0aMoF92vEOBr59w+vRpGAwG5Ofn0wC/Z8+e2L17N1avXo2+ffvSQK1Lly64cuUKDhw4gEmTJjU75l69eiE+Ph5FRUU2BYWuXbtaqf38ly3fJzgxMRHHjx8HUF/fwdvbGyNHjsTOnTuxePFiuLq6ory8HJGRkfQLNjw8HGPGjME333yD+Ph4PP/888jJyaG5pHZ2drCzs0N+fj6d0XZycmr0Jc9fc/7+bY2o3Bos70P+s2rbtm0AgM8++wwHDhzAokWLIJfL8cknn7QpSG4Jy1zW7OxsZGZmQiKRWM1sbtmyBQCokBkZGQmDwYC+ffvSe7bhZ1hiYiJKSkowfPhwAFzV+ZKSEuTk5ECn02H79u3o1asXJk+ejJycHAiFQowfP97mGIVCIf3skMvlEAqFVn8rLi4uUCqVCAoKwtNPP41ly5ahV69e6Nu3LxVBWkP//v0RHx+PK1euwNPTE9u3b8fJkydRW1uLjIwMGAwGJCUlITs7G9XV1Vi/fr2VYNYU/DPA008/bdX2jcG42bi7u8PFxQW9evVCeHg4/Uy80xwKjOvDwcGh3YTv1uDt7d1owuutt96idYps0RaHwp3CzXAoNEWvXr2gUqmsajlcL+7u7vj+++8xc+bMG95XR2Pw4MFISUnB+fPnW/XTr1+/63ITtto+cKsUjhvhtddeA4AW+5o3JygMHDgQly5dwr333guhUAhnZ+cWHQpisRhGoxHl5eVWM6UN+frrr/Hggw+2+WGcH2dOTk6rWvJcvXoVLi4uSEhIwOnTp5GRkQF3d3eYTCabgsI///yDZ555BrGxsbh69So6d+5MH0YrKiqgVqsbBW22KCwsxPLly+Hr60tbm/Hvxddff037jxcWFqJXr17w8fGxCuiNRiMOHz6MoUOH4rfffkNlZSX+7//+Dw4ODnBxcWlRUDh37hwuXLjQ4oOr2WxGTU0NgMaCQlFREXr16oXExMR2ERSSkpIQERFBH2YOHToEiUSCsLAwHD9+HHl5eTAYDHTWG+Ba9VVUVOCdd97Bq6++iu3bt1up3LW1tZBcmw03GwywnK+NioqCXq/HhQsXkJGRgUWLFiEhIQGFhYUICAhAcnIyXFxcGn3R8kVoEhISMG7cOFy9ehVlZWXIy8ujwXZDESImJgYZGRmYMmUKsrKysH//ftqK0nI8zcELCm0plsTPloeFhSElJQVXrlyx+tJOSkqCUChEREQENm3ahJUrV8JoNGL58uUQCoVWyjovKFg6FPLy8mA2m6mdnC8O2ZAuXbrAZDLBw8ODzvg3RUxMDPR6Pf2wbgn+MyI4OBgDBgzAjz/+iM2bN+PEiRO06KaXlxcee+wxrFu3Dnv27MGGDRuQkZHRSK2fPXs2HnzwQYwfPx45OTkQCASIjY2lrzs5OaGwsLDZYN3NzQ1SqRQXL160Gt+N4uHhAQcHB/To0QNHjhxBWloatm3bhpiYGFy6dAlhYWGYOHFiuxyrIQ0FBYFAgICAACoq866dLl260GvKF9qaMGECVCoV7O3trQQFk8mEffv2QSqV0odLd3d35Ofn02KsRqMRMTExGDlyJJRKJeLi4tp0PV1dXeHv74+cnBw4ODjAyckJXbt2RUREBP7zn/8AAE6cONGma9G/f3+YzWYA9TZfPlUqPT0da9euxYIFC6grITg4GKtXr8b48eOh1+ubdK/xgsKrr77armIQg9ESIpEI6enpcHBwwPDhw+n3+Z1WlJFxfTg6Ot7SNJF169ZZfae0BhcXF0il0hsKqjsa3t7eiIqKsnrGsEVbHApN8dRTT2Hs2LHtloIwa9asdtlPR4N3t95sWi3T3iqF40ZIT0/H3LlzkZub26yVvjlBITQ0FPv27cO7774LgLvpS0pKMGDAAKte4sXFxYiMjMSePXto9e/y8nIYjUb85z//wRNPPIGzZ8/S9YuKijBv3jxs3bq11eczZswY/PrrrzTYaa3jIzs7m9rk8/LykJGRgS5dusDd3d1mkMzvNzExEc888wzee+89+ho/s92ayt/8upa1KU6dOoXY2FiUlZXhl19+AcBdCy8vL/j4+CA/P58GhX/++SeGDx+O/fv3Y9WqVRg2bBit1N65c+cWBYUPPviAikrNwYsJts6ruLgYXbt2BdB+DoXIyEj6MH3w4EGEhYXByckJWq0WixcvxsMPP2y1DR8MzJ8/H3Fxcfjiiy+sXtdqtZBc+9syNRDuoqKiIBAIsG7dOhBC6CyppUPBsn4Cj7e3N/2Aj46OprPdvJggFArpe8HDB/Hjx4/H0KFDkZycDLVabbO6dlPMmDEDmzdvbpPCzAsKvXv3hrOzM/bv348ff/yRVs1PTk5GUFAQZDIZVCoVli5dimnTpsFoNKKurs4qj9LV1RXV1dXIy8uDi4sLLl68iNTUVACwSkGwRVBQEABg4cKFjdIdGtKvXz/ExcWhrq6uVcGjt7c3Jk2ahBEjRgDgLH+bNm1CQEAATWnx9vZGbGwsiouLcf78eTz88MNYunRpoxoD999/P9zc3JCTk4OTJ08iKyuLjh2onyloLudeIBDAx8cHCQkJsLe3v670p6b2u3LlSnz22WdQKpU4deoUDh48iDlz5mD16tVYvXr1TUkjA6x7WvMOBUv3DC+GDRgwgC6Li4uDSqXC5MmTAXC26kuXLuG3336D0WhESEgInn32WavvPzc3N9ohg79PevXqBblcjjVr1jRZpbs5eJeCg4MD7rnnniZTO1pLREQErXHwf//3f4iJicHu3bshl8tRVVWFnTt3wmAwYMOGDZDL5Rg3bhxSU1Pxzz//wN3dvcluOVevXrXqw85g3EqcnJwgFArh5eVVnzZHCHMo/AtYtmwZVqxYccuO19qOEJZMnDgRb7311h2Xk98cCoUCFy5coOJ7U7SHQ0Emk1mlGzJuL612KNwqheNGmTdvHlavXo2TJ082ObNlS1AghCA9PR1Tp061mi11dnbGli1boNPp8OGHH9IA7dy5c9RaPXXqVJw7dw7l5eX466+/8Pbbb0Mul9NcWaDerl9UVIRTp06hsLCwSZsrABgMBuzevRthYWF0nCkpKYiOjsa3336L3r17o7i4GEeOHGlkt7569Sruvfde/PHHHygtLUV2djYCAgIgFottOhT4doF79+5FUVERTpw4AUIIBAIBDURzc3ObHCsPn4/Mp1gYjUacO3cO//3vf+Hk5IRvv/0W06ZNQ2VlJRUUTp06hSeffBJSqRQDBw4EAMycORP5+flWRQFbEhT4vOXWtMXk0x28vLyshKfa2lpUV1cjMDAQMpmMXvfnnnsOJpMJn332WYv7tjzGTz/9hOzsbEREREAmk8HJyQmVlZXo2rUrFAoFNBoN8vLycObMGWi1Wur+OXnyJMLDw+Hk5IQFCxZg5syZyMzMpNbn2tpaSK8FK0a9HlKL4zo5OSEuLo6mqAwaNAgikQgFBQV47LHHsH79ejz77LONxisQCNC9e3ccPHiQpjDwM/dPPvkkBg0a1CiIfPTRRyEWi9G1a1f65SCRSGgxw9bg6upKg7PWwgsKwcHBCAoKwtdff42vv/4aarUaixYtQlJSUiPRJCwsDN7e3pDL5VbCCO/UyMvLw/Tp0/HTTz9Ry71lwTtbhIWF4dtvv7WZ29cQkUiEb7/9Fj179myUsmELiUSC3377rdFyf39/HD16FE5OTjQ4lclkzTo8pFIpPvzwQ6jVapuzBnw7spZmkH19fZGVlUVrS7QX/KxAcHAwFc8mTJhw01sM8rNJoaGhXCtWo9EqTYC/ppaCQlhYGNRqNX0A9PHxwdq1a7F27Vq8++67yMzMxOuvv05rDgCwCqYnTJiAHTt2ULdPa+4dW/Ts2RN//PEHHBwcsHbt2uvahyVCoRADBgxARUUFJBIJPvvsMwwYMAAPPfQQ1q5dS9tR7ty5E127dkV4eDi+/PJL7N+/H9XV1UhPT6cih1qtRmZmJqKjo3H16lX4+/vfNFGIwWgrZpOJK2jMuKtpyR3ZEWhYH+rfRHsICoyOxV31Le/q6kqt9A3THviiPIBtQaGsrAxVVVVWM3cAd9Pz2+3atYsG32lpaZBKpdi7dy+WLl0KgHMofP3114iNjcXo0aPpTCdQLygUFhbi448/xuzZs23WLODJz88HIQR5eXlUBNi6dSvi4+Nx6NAhAMCGDRswefJk2hMd4ILN4uJiBAYGwsXFBaWlpdQRwOfyNoQ/Jz6QKiwsxMmTJ/HVV19dl0OBFxQSExNRW1uLPn36YM6cOTh69Citzs8LCnl5eYiPj8fZs2eRkJAAuVyO/Px8TJgwAWPHjqX7bklQSElJQVFREfR6PWpra22us2fPHkyZMoU6RyIiIqzOi782np6ecHNzo/fJgQMH8Ntvv9EZ8Nbwww8/YN68eVCpVNTizqvX3bp1g1KppLn6RqPR6n617DDAdw7gax8A3HssuyY+mK/VULDkvvvug1arhY+PD1xcXODp6YmEhAT8+OOPePXVV6n7piHdu3eHnZ0dQkJC4OrqipKSEpSVlSEmJgYzZsxotL6vry9eeOEF2l0iJCQEsbGxN92ZxPcNDgsLQ0REBNzc3DBz5kw899xzuHLlCs6cOdMowBYIBHjllVfw8ssvW80GWLoF7rnnHshkMmzZsgVubm4tpncJBALMnj3bqvZBc3Tt2hVXrlyxeS1bC58i0tZg+7HHHsPTTz9t8zVeUGipK8DMmTPx6quvtqqeyvUQHBwMtVqNBx988KaLCUC9oDBs2DCkpaUhOTnZKq2nc+fO2LJlS6OcSsv7hx+nQqHA0qVL0aVLFyxbtoy61gBrQeHTTz/FqVOnbrhYMS8MtWeO8KpVq2hKQ//+/XHkyBHqVuM/U41GI8LDwxEWFgaj0Yjff/8dgHV9m48++gh9+vRBUlISrl692qIwx2DcUsxmlvLAYNxmXF1dIRAIWp1Gz7gx2lID8Xq5qwQFvoVIXFwcdu/ebRUATpo0CfPmzQNgW1DgawQ0FBR4G3iXLl2gUCjw448/AuDa1QUFBeGee+6Bt7c3xGIxzp8/j127dmHevHkIDQ21EhT4NIDCwkLk5uaitLTUSghoCB/kZ2dn01n3kydP0mMD9QHw4sWL6bny2wUEBMDNzY0KCp6ennB3d0dmZiZGjhyJ5OTkRsfS6XQ0GJw0aRLmz59P28TxeeXN0TDl4cyZM7SI2IQJE+Dq6orly5cD4IJrX19fFBcXQ61Wo6KiAnv37sVjjz2GDz74AKtWrbLad2BgILKzs2E2m6HX6xsVyrR00Ngqonns2DGMGjUKmzdvpg/BkZGRKCgooIIRb+/38PCg144/n/z8fFrssjUcPXoU/fv3h1qtprPlvKDAOxSA+mt/9OhRaLVa2pqPr2nAB3l8/jXApTxIm0h5AOor2/N/D15eXvT6TJs2rUl7/qJFi/Ddd99BLBbD1dUVaWlpMJvNrbYrr1y58rrs223Fzc0Nhw4dwoMPPohPPvkE58+fx5dffgmRSIRPP/0UpaWl1O1iyaJFizB37lyrZZaCgq+vL6Kjo2m9iZtBp06daDeB64EXFK63qrEtWisoPPnkkze1fRlvXWxK+GhvHBwcIJPJ0K9fP6jVahgMhkaOgYkTJzYrkE2ZMgUvvfQSFi9eDJPJhKlTpzayr/JBv0qlgpeXl82Uo7Yybtw4nD59ulVul9bi7+9vlfIxYMAAeHl50e9APsUpPDycdj5JSEgAYC0oHD16FAaDAfPmzUNWVtYNd8phMNoTVpSRwbj9TJs2DRs3bmTutVtESEgIvvjiixbjuBvhrnon+Zyd+fPn49y5c1b9s/+/vTsPj6q6+wD+vbNvWWeyhyVAIBASpIkiIEpdsLiCVdy1Ra2+Li2ivm61CrXQ2ler1Wpf2qL2rVae+ohS16ZqAUVAEJBFASEQQjZIJtvsc+e+fxzunQxJIIGEyfL9PM88ITN37pw790yY3+/+zjk7d+7Em2++Ca/X22FCQQ0W206OB0TLcs4++2x873vf0wLx3bt3a6XTkiQhNTUVr732GnQ6HebMmaOV0arrdbcd8qAOH1AD246ogaa6zGDbWWDVhEJDQwNsNhvWrl2rLaOnzocwdOhQuFwuVFdXo76+Xkso7Ny5E//+979jyqkrKiq0JZbOPPNMDB8+XBu+oFYUhEKh484poD6nsbERbrcbu3btwrBhw2C322E2m3Httddi9erVAKIVCm01NjZiwoQJuP/++9tdoRw+fDiCwSC+++47TJ06FRMnToxZdvE///mP9sW/o0k0//3vfyM5ORnZ2dlaokdd237r1q0AokF724RCY2MjmpqaAIikhM/nw9SpU7Vx7J35/PPPY0ql1WMGREJBLfMKHakw+J//+R+kpKRg9erV8Hg8Wl+2WCxISkqKSSj4fD7YHQ4oktRhhcL48eORn5+vBQCZmZnYvn07JEk65niz0aNHa/M5tF3dpKvr2c+cOVOrqOhtZ511FoxGI5xOJ3Jzc2G32zFlyhRtzL26FvTxtL3Cm56erlWG9FZC4WSdaIXCsah/4+I9ad7VV1+NRx99tEuTVvaEnJwcFBYWan/zL7/88m4vbTh79mz8+te/xk9+8hMUFhZ2OBxETcj1ZGAtSZK2HGtvU5Ps6twcY8aMQXZ2dsyVJfX/N1mWsX79evzgBz/AqlWrsH79elYoUJ+isEKBKO5cLheuuuqqeDdj0Lj//vvx8MMP47TTTtPiup7W4wmF4wVavUm98nP++efjkksu0Zari0QiqK6uhsfjwfvvv99hQqGyshJ2u127WqdSA/nTTz89JsjavXt3THCWmpqKyspKFBcXw+FwID8/X5uXAYh+4aqurkZVVRXsdjuWL1+uZYtCoVDM8oBqQkEtNVWDQ0mSYhIKU6ZMwbhx4/CnP/0JQHS28tzcXLhcLi0Bkp6eHnOledWqVXjvvffwj3/8A5WVldpEdRMnTsTkyZO1K7fr16/XSrqPN49CTU2NFpzs3bsXe/bsian4uP766wGI8bpOp1P78p6cnKwFSOqEiEdTv/RffPHF2LlzJ2pqamJm61+/fj2mT58OoOOEwpo1azBlyhRkZ2dj9+7dAERZr8Fg0IZAqBUKaWlpWkJBrbYwGAxYs2YNNmzYgDVr1mgJnI5UVFSgsrKy3RJCmZmZMJvNGDlyZMyX8WnTpqG5uRnBYFA7j22vYqanp2ttA0SFgtVqhaLTdVihIEkS1qxZgyeeeAJANPjMy8s77uSBqrZX7vvLhGrnn38+gsEgiouLuzzbcnJysnZFOS0tTSsl76tBUG8kFLpaodDbTjvtNDz55JOnbIKqhx9+GGVlZSgoKIDNZjupyojc3Fxs27at3UooQPTzo8790d+MGDECQ4YMwezZszFu3DhMmTIFOp1Oq1LIysrS/n/bsWMHWltb8dBDD+Hxxx8H0Hc/SzRIRSKcQ4GIBpVHHnkEu3fvRmlpKc477zxcffXVXZobrzt6JKHQ1NSEF198ESUlJafsqklH2s4qes0112DPnj3weDw4dOgQwuEwdDodli1bhvr6eqSlpaGxsVG7QlxZWYnc3Nx2X2bVL+5qkF1fX49QKITy8vJ2CQUgOrZV/bKlXg3ft28fDAaDtqb3Pffcg/Lycvz9738HAMyaNStmdnY1oaBSEwrnnnsu9u/fj2AwiPr6ejidTtx2221Yvnw5Dh06hIqKCmRlZcFkMsHlcmkTR6rzAqjv05o1a/CTn/wEt956K/x+P84//3y4XC58//vfx29/+1usXLkSubm5CAaD2msfbx6Fmpoa7epieXm5NixENWnSJIwYMQLp6enQ6/VaQqG4uFh7jc4SCsOGDYMkSWhqasK7776LefPmYfHixVixYgUaGxtRXl6O8847D0B0yMPs2bPx17/+FbIs44svvsCUKVOQlZUVkzgoLCzEhg0bAIiEQkpKivbeHT58WPuifOGFF+Kzzz7DF198AQDa+/r2229j1qxZMcNr1KEsRycUrr76avzyl7+EXq+PmYhm0aJF2LVrFwoKCvDWW2/BbDbHVMpkZGS0q1Cw2WxQdLoOKxQAkf1VKzbUyoiOgp3O9NeEAoB2lSHHotfrtSRYWlpan69QUIPS3kgoxLtC4VSzWq3aHCNNTU29Vl1js9lgtVr7bULhvvvuw+9//3ut0kn9bIwePRo6nQ4zZ87U/k6uXbsWOp0OpaWl+MUvfoElS5a0mzSYKJ4isgywzJqIBpmMjAwsXboUX375JWpqalBQUIBf/vKXWiX9yTqpv6qffPIJbrjhBmRlZWHBggUYPnx4tyau62ltA3z1y3FdXZ0WCM+cOROffPIJ6uvrteBKDT7VhMLRSktLsWHDBkycOFGrUNi/fz9kWT5mQiEjIwMJCQnYvXs3FEXB/v37cdppp2kVCVdeeSVmz56NRx55BH6/H1988QX+9re/aRmjAwcOxFwxnD59OoxGI26++WZEIhHs27cPDQ0NSE1NxY033ggA+Mc//oGtW7dqyQyXy6XND5Ceno7TTz8d06ZNw9NPP43W1lZUVVVpy33l5+ejtrYWl1xyiVYKrO6nuLgYBoMBlZWVUBRFWyVB1djYiA0bNqC6uhqFhYVITEzEnj172lUoSJKE+fPna9UQTqcTRqMREyZMwLRp05Cfnx8ztKOthIQElJWV4euvv8Y555yDBQsW4KKLLsLs2bPxyiuvAIC2Aofb7UY4HMa7776Lv/71r9ixYweam5u1McGACCQtFgtKSkqwceNGvPfee/jmm2+099zpdGoVCjabDddffz22bNmC119/HYBYmnD37t248cYb8c4778QkW9auXYuRI0e2u+J75pln4oEHHgCAmAqF3NxcjBw5EmeccQZ8Ph9Gjx4dM069o4SC3W4HjpFQaEsNPrszdltNKBgMhnZVO31VaWkppk+f3u0yOqfTqY2nz8/Px5133hkzIWhfkp6ejssvv7xHg98RI0bA5XJ1+tkbDE52ksTjGTdu3DFX4ujLTj/9dMyaNavd/eeeey5mzJiBgoIC7Nu3D4qi4IsvvkBxcTHsdjt0Oh1uu+22Qd2vqA9ihQIRDWITJ07EypUr8corr+CVV15BQUEBli9fftL77XZCobKyEk8++SRGjhyJyy67DIqi4M0330RVVRUWLFhw0g06GW2XtWs7mZ0a7M2aNQsNDQ1oamrSEgrqsIfOEgqSJGlLP6oVCmrJfNvl545OKEiSpE3MWFtbC7/fH7MkWW5uLhYsWICKigq88cYbcLvdkGVZWzbtwIED2jhwvV6PH/zgB6ipqdHK+r/77jutQsHpdOKMM87Ap59+GjN2v+348IyMDIwZMwarVq3CeeedB4vFgrPPPlurEuhoaS/1PcrOzkZ2djZee+01LWFQXFysXZV68MEHMW3aNBw8eBBZWVkoKCjARx99hNbW1naTXN511114+eWXAYihD4899hhuuukm3HfffVqlQGfOO+88LSFgsViwbNkypKWlYcGCBbBYLCgqKoLdbkdDQwMOHDiAcDiM1atX47333oNer8fpp5+uBdeJiYnaud28eTMuueQSvPrqq1q/aTvkYfjw4Zg1axYSExOxZcsW2O12fPPNN3jkkUe04SBfffWV1s6dO3d2WmmhaluhoFYAqFfHj16/9+iEgrbEpF7fpYSC+p51J6Gg9ue0tLR+s0ayXq/Hp59+2u1g2+VyaedAp9PhD3/4Q7eqOU4lSZLw9ttv92gl2BVXXIF9+/ZxcqRetG7dOtx9993xbkaPuv322/HBBx9g+PDhaG5uhtvtxscff4yzzz473k0j6pQSibBCgYgGvSuvvBLffPMNbr/9dvz4xz/GBRdccFL769Zf1Ysuugj5+fn44osvsHDhQtTW1uK1117DRRddBL1e36cCD7VCoba2FlVVVdDr9bjooou0x7uaUGgrNTUVbrcbe/bsgcFgiNk+NTUVVqs1JpAcO3YstmzZos2joCYIjEYj0tLSMH78eDidTm0ZtgsvvBCvvfYaAJFQKCkpgdFohMvl0iZ+zMnJgdlsxnfffadVKABiecF3330XdXV17RIKCQkJMTOVm0wmLFmyBL///e9xxRVXwGw2d1jWrr5HmZmZGD58ONasWYPCwkL88Y9/xNatW7Fq1So0Nzfjtddeg9/vh9/vR2ZmJi688EJ8+umnAGKTLh157LHHUFpaCoPB0OVx7yqDwYCrrroKjY2NWhWFeo7UpSuDwSAef/xxzJ49G3a7XQuuExISAETL46+66ipIkhSTUAgEAti2bRvy8vJgtVpxzTXXaNs2NDRgxYoVuOeee5CWlqbNwwC0n1+jI2pCwWazaf9WEwpHB/6dDXmQDIYuJRTUpNGJVCjEe1z9qeB0OgfFcXZGkiSuBd3L+tr/jz1JHZ71r3/9CxUVFbjwwgvj2yCizigKFFYoENEgFggEsHnzZvzf//0fHnvsMaxevRomkwmffPLJSe23W3WeH374Ia677jrMmzcvrnMldIXL5YJOp9MqFNRVBXJzc1FZWamV89fX10OWZVRVVR03oeB0OqEoCnbs2IGsrKyYsvQbbrgBBQUFMaWzZ511Fv7+97/j/fffh8Ph0KoLsrOztauBkyZNwvvvvw+LxYIf/ehHuPbaa7F//34cOnQIw4YNQ1ZWlhb8AuIK6siRI7F9+3Z4PB4t8DvnnHOwaNEiSJKkzWOgJgk6CpbUYRK/+MUvcPHFF3d4dbLtpFtLly5FMBjUrp4vXLgQ3333HV5//XX4fD4UFhZi+/btyMrKQl5eHn75y18CQMwyZL3hmmuuwQsvvKDNwZCSkqIlFHQ6HTIzM1FdXa1Vz6gVCup7OmHCBBw4cAA5OTl4+eWXtUnv1GTMxo0btXXo77zzTqxduxa33norXnnlFQSDQVx++eVYtWqVVqEQCoWwb9++4yYU1CEPbc9NcXExxowZo/UTVXp6Og4dOoRIJAKdTqdNytjVhMKkSZPw17/+tcOlFDuj9qv+Mn/Cyfiv//oveDyeeDeDqF8aPXo0rFYrHnroIZhMplO20gtRtymKGJbLCgUiGkQWLFiArVu3Ytu2bdizZw9kWUZycjKKiopQVFSEyy67TFuu/kR1K6Hw+eefY+nSpTj33HORlZWF66+/Htddd91xr0LHg16vh8vl0ioU1PW6S0tLUVlZiVGjRkGn0+Hw4cOora2FLMtdqlAAgK+//rrd+t8lJSXa0AjVOeecA1mW8fzzz2P69OnIysqCTqeLeZ0zzzwT77//PgoKCrQKhldffRWACMbVioS2Ro0ahXXr1sW0SV2xYOzYsdqYdzUoPtZka2lpadqcBkebNGkSzj//fEycOLHdPkaNGoXdu3djzZo1mDFjBmbPno3bb78dWVlZGDVqFJxOJwwGgzYkoLdMnjwZM2fOxOWXXw5AJBQaGhqwZ88eDB06FLfffjvcbjfGjRsHAO0qFIDoRHdz587V7lPfu5aWFq2Ed8KECdiyZQsCgQD0ej2GDRuGcePGoaSkRBvGUV5e3m5+jY50lFAwm83aqhxtZWRkIBKJaJOJ+nw+WK1W6IzGLiUUdDqdlkDqKqvVCovFMigSCm0rl4ioe5KSkvDII4/gsccew7nnnstqF+q7IhEoisIKBSIaVN566y0UFxdj7ty5WhKhpyeK7lZCYfLkyZg8eTKee+45vPHGG1i6dCkWLFiA008/Hddff/1xx42fahkZGdqkjGrZd2lpKd5++22kpaUhIyMD+/fv1yZC7EqFAgBs3bq1S2NNxowZoy35d8EFF0Cv1yMtLS0mGaEmEQoLCzFs2DC4XC48/fTTSE5Oxplnnok5c+a0qx4YNWoU3nvvvZg2ORwOzJgxAxMmTNC260pC4VhSU1NRVlbW4WOjRo3Cli1bsHfvXtx77724+eabkZiYiNGjR0OSJMyePbvdShW9QafT4f33349pszop44gRI/DQQw/FbH90hUJnhg4disTERDzxxBOYM2dOzGNmsxkTJkzAjBkzIEkSvve972HRokXYuHEjampqAOC4CQWdTtflgL3t8J20tDRtDoWuJhROlNPpHBQJBSI6Offffz9WrFiBa6+9Nt5NIerckQoFXS9PwkpE1Jds2bKl11/jhP6q2mw2zJ07F3PnzsXOnTvxl7/8BYsWLUJtbW2fGieanp6uDXlQrzLPmTMH5eXlcLlcmDRpEr744gutsqCrFQrNzc3tKhQ6IkkSzj77bLz55puYMWMGAJGUaTs54xlnnAFJklBYWAhJknD66afjgw8+wA033ACj0Yh58+a12++oUaMgyzKA2OX91CSDSk0o9Mb48FGjRuHVV1+FLMsoKSmB2WzW5hgAgBdeeEFb0eJUSklJwcGDB3Ho0CFMnDix3eMdVSh0xOl0oqGhIWZYS1urVq2CyWQCIJYrLCwsxNSpU3HBBRfAYrF0qX/Y7fYunZu2CYXCwkKtQkHq4qSMJ+q5555rN0EkEdHRLBYL1q9fH+9mEB3bkQoF9KHvqUREA8FJDyQbM2YMnnrqKVRWVuKtt97CxRdf3BPt6hHqZHZVVVVahUJ+fj7+/Oc/Q6fTYcqUKVi3bh32798Ps9kcE5x3pO3jXQkYAeDqq6/G97//fW2Cw+XLl2P+/Pna40lJSXjnnXdw2223AYiuEjF79uxO99nR6hIdSUxMhMFg6JX15fPz87Wkhjp/QVtmszlmIshTpe2kjEevMKG2KyUl5bgJBQCdJhMAkQwwGo0AxDncsGEDJk+ejHfffVcbTtOVtnalH7VdsURdL1arUAiHj/v8E/XDH/5QGypCRETUnylHLnKwQoGIqGf12Mw0er0es2bNwooVK3pqlyctIyMDW7duRX19vTbBYFtTpkyB1+vF888/j6KiouNWV6jjyoGuJxSuvPJKfPLJJ8fc96WXXqpVE1x66aWYNGnSMWfKbptQSElJ6XQ7SZLw6KOPdriG+MlS25CVlaVd9e8LUlJSUFFRAbfb3emEkCNGjOjxNlssFjz//PPQ6XTHHe6geuedd2KSS51xOBxwOByorKyE1+sFAG0OBaUXEwpEREQDhZqA5xwKRNQXvPjii8jLy4PFYkFJSQlWr159zO0DgQAeffRRDBs2DGazGSNHjsTSpUtPUWuPbUCnaTMyMuB2u6HT6XDeeee1e7ykpAQmkwnl5eX49a9/3aV9Op1OHDx4sMsJhe4qLS3F2rVrj7nNkCFDYDQaYbfbj3kVHQCeeOKJHmxdlHr1/+iJKOMtNTUVgUAATqez03ku/vnPf/bKZJHjx4/HkiVLkJeX16XtuzqcQJIkjB8/Htu2bYPP5wNwpEJBUXp1yAMREdFAoVX0MaFARHG2bNkyzJs3Dy+++CKmTp2K//3f/8XMmTOxY8cODB06tMPnzJkzB7W1tfjLX/6CUaNGoa6uDuE+cmGxTyQUFi9ejLfeegvffvstrFYrpkyZgt/85jfaMIETpZb6T548ucMr+RaLBaWlpaivr8cPf/jDLu0zNTW1VxMKXWEwGJCXl6cNOYiHhIQEjBw5sltLEZ4K6hCQX/3qV51Wb6gTM/aGW265pVf2W1xcjHXr1sVWKASDTCgQERF1gXLk/0vdkfmPiIji5ZlnnsEtt9yCW2+9FQDw7LPP4qOPPsJLL72ExYsXt9v+ww8/xMqVK7F3714t1hk+fPipbPIx9YnFeFeuXIm77roLa9euRVlZGcLhMGbMmHHSa8OrCYWZM2d2us3SpUuxYsWK417pV6nzKMQzoQCIIQfHmj/hVNiwYUOXSvZPpQsuuAC/+93vtA/oQFFcXIwdO3agubkZAIc8EBERdUckGBT/4BwKRNQLWlpa0NzcrN3Uec+OFgwGsXHjRm3CftWMGTOwZs2aDp+zYsUKlJaW4qmnnkJOTg5Gjx6N+++/X6tcjrc+8Vf1ww8/jPn95ZdfRnp6OjZu3KitznAi8vPzYTKZcPnll3e6TXerIJxOJ5KTk2Gz2U64XT3hgQceQFNTU1zbkJycHNfX70hKSkqHK2P0d8XFxQiFQti0aROAI0MempuZUCAiIuoCVigQUW86eiLzxx9/vMOh54cPH4Ysy+0mzc/IyNCWnz/a3r178dlnn8FisWD58uU4fPgw7rzzTjQ0NPSJeRT6RELhaGqg3NkV+EAgEJP1aWlp6XC7UaNGoampSZtIsSdkZGT0iRKT6dOnx7sJdAoVFRUBgDa/htVqBYxGRGQZiESALqwqQURENFipCQXpyApNREQ9aceOHTEV7Gaz+ZjbHz1hv6IonU7iH4lEIEkSXnvtNSQlJQEQwyauvPJK/OEPf4jLynpt9bmEgqIomD9/Ps466yyMHz++w20WL16MBQsWdGl/PZlMAIDHHnsMjY2NPbpPouNJTk7G0KFDsW7dOgCiQsFvMCASiQCyzIQCERHRMciBABRJgoEVCkTUCxISEpCYmHjc7VwuF/R6fbtqhLq6unZVC6qsrCzk5ORoyQRATO6uKAoqKyu7vMJcb+lzUcjdd9+Nr7/+Gn//+9873ebhhx9GU1OTdtuxY8cpa19mZiYKCgpO2esRqSZMmIDt27cDEBUKepMpmlAgIiKiTsmBABSdDgbOoUBEcWQymVBSUoKysrKY+8vKyjBlypQOnzN16lRUVVWhtbVVu2/Xrl3Q6XTIzc3t1fZ2RZ9KKNxzzz1YsWIFPv3002O+OWazGYmJidotISHhFLaSKD5KSkqgKAqA6KSMMhMKRERExyUHAlD0eiYUiCju5s+fjz//+c9YunQpvvnmG9x7772oqKjAHXfcAUBcPL/pppu07a+77jo4nU78+Mc/xo4dO7Bq1So88MADmDt3btyHOwB9ZMiDoii45557sHz5cvznP/9BXl5evJtE1OeUlJQAEGOuzGYzdEYjoCiIhEJ9KzNIRETUx6gJha6u6kVE1Fuuvvpq1NfXY+HChaiursb48ePx/vvvY9iwYQCA6upqVFRUaNs7HA6UlZXhnnvuQWlpKZxOJ+bMmYMnn3wyXocQo08kFO666y68/vrreOedd5CQkKCNKUlKSuoTWReivkBNKFitVkiSJBIKAGQmFIiIiI6JFQpE1JfceeeduPPOOzt87JVXXml3X0FBQbthEn1Fn4hDXnrpJTQ1NWH69OnIysrSbsuWLYt304j6DPVzoS5ZqiUU1LW1iYiIqENyIADJaOx0FnUiIjoxfSJNq44LJ6JjKy0txebNmwEA+iMzVTOhQEREdGyRYBA6rvBARNTj+kRCgYi65sorr0RqaiqAaEIhcmRtbSIiIuqYzIQCEVGvYEKBqB+56aabtFlfWaFARETUNaxQICLqHX1iDgUi6j690QhFklihQEREdByRYBB6sznezSAiGnCYUCDqp/R6PcCEAhER0XFFgkFtMmMiIuo5TCgQ9VN6vR6KTseEAhER0XGwQoGIqHcwoUDUT+n1ekQMBkT8/ng3hYiIqO+KRCCHQkwoEBH1AiYUiPopnU6HiNkMxeuNd1OIiIj6rnAYsiwzoUBE1AuYUCDqzywWRHy+eLeCiIio7wqHEYlEmFAgIuoFTCgQ9WdWKxSPJ96tICIi6rtYoUBE1GuYUCDqxwwOB8IeD6Ao8W4KERFRn6SEQqxQICLqJUwoEPVjxsREBINBIBCId1OIiIj6JDkYBAAmFIiIegETCkT9mCkxEaFgEOA8CkRERB0KH1kNyWCxxLklREQDDxMKRP2YKSlJVChw6UgiIqIOyc3NUPR6JhSIiHoBEwpE/Zg1MRFBWUaEEzMSERF1KFJfj5DdDoPRGO+mEBENOEwoEPVjFosFstGIYHNzvJtCRETUJ0Xq6xFyOKDX6+PdFCKiAYcJBaJ+zGKxIGI2I3TgAFBZGe/mEBER9S1eLyI+H4J2OwwGQ7xbQ0Q04DChQNSPWa1WeNPSEFAUYNMmoKIi3k0iIiLqO9xuhEIhhBMSYOSQByKiHseEAlE/ZjQaEUpLQ3NxMTB8OPD110BLS7ybRURE1Dc0NKAxFEKiywWdjl97iYh6Gv+yEvVzVqsVfr8fKCwErFbg22/j3SQiIqK+4fBh1EsSnE5nvFtCRDQgcTAZUT9nsVhQWVmJQCCACaNHQ7d5M1BTA2Rmdm9Hsiye53aL5zqd4j5FAVgm2j2RCKBeCYtEgEBAJHsAUUESDgNJSdH3PC0NsFjEex0IiOfYbPFrP50c9Zz7/UAwCKSkiM+Qoojfm5uBhATAbAZCIcDrFX3CZBLP9XjE+U9OBnw+QK8HDAZxA8R+FAU4fFhsYzJ13AZJEreePra2+5Vl0Xb11twMNDWJfzsc4viCQbFdJBL9abWK98XpFMdlNIrjJOpJPh/8hw+jxWLBSJcr3q0hIhqQmFAg6ueGDh2K6upqVFVVwaDXoygzE9iwQQQaHo/44l9YCGRlRYPcthobgf37gaoqEQRYLEB5uQhSwmERuKSkABkZIkAwGKJBRTAI7N0rAgF1fW9FEYESIO4zGsXviYniuX6/+KnTiW09HqCuTmzv94v7dDoRiEQiIuAIBoHWVnF/QoK4qc9Xt09KEq/n8YigRQ1QQiERxFut0SDdYBABn9HYcbJElkVQFAiIfaivE4mIn6GQeMxkEsFgIBANrPx+0db0dLHv2lpxv90ufm9sFK+h04lbOCxew2gU+1EU8XhamtiXySSOTa8X77/dLgJJr1cch5qoUNvY9j2x2cT7oZ4L9bj9/mjiwmQS+wiFxHMCgWgw29AgXkeniwa0siyODxD9Qj3HqamijW2TKaqO7juWYDC2j6jv0akoV1aD/tZWceyA+Lf62VDb0tQkPgM2W7Sd9fXR/tCWGoBHIt1riyRF+0Pb+9TzEQiIn4mJ0QC/uVn0l8ZGsZ3TKR5raRHn1GwW23g84tw7neL5Ol20D4dC4rgOHRKv73CIx+rrRcJRUaJJjGCwfbvVvxPV1WI7kyl6/tTkSEuLmEi27fGlpIi/Uy6X2AcTDHSyDh1Cc0sLQqmpSE1NjXdriIgGJCYUiPq53Nxc5ObmYt++fdi6dSsyzjgD6QkJ4spmeroIHr76Snw5z82NVi54vSLYrasTAeWIEeJxu10EknV1IvjQ68V2u3aJoOJoaWkiYPD7xe+SJAIwRRFtCIePfxAWi3gd9fXUhIBOJ17XZBLBkCwDBw5EX6snJCWJ/Tc2ite0WESw2NGxqiRJtDUYFO+dGqybzSIQGjZMTJDp9wMjR4oESH292D4vT2zT2Ch+z84WgZcsR/cVCgH79oljDgTEuVCTFYB4jxISxHY+XzRgbXuLRMTjRmM0+dO27RaLeH/dbrFfozGaYPB6xb8NBtEf1KA+HBbPT0gQ933zTWyQbDKJ17HbxWuoiQv1fNrtYhs1+FXbqrbTahVBbEuLaJu6P/U1JCkakKrBtpoosttFuxwO8dput3i+wRBNsrS0iNdqahLbpqeL7czm6Geho76lJk3UAF69+q7TiQoTtX1q4k19f9V+oQbmBoNof2Ki+IyEQtGkkNEojlVNBLndYpuEhOi5VD9L4bA479nZot1+fzTZlZcnnpuXJ35vbIwmBd1ucS7sdtHOQEAE9W2PWZJEm9SkgpoU0+lE0qiwUByDmvyy26PJJvVYOqqY6EgwGK3YCQTE63z7rTgWoxEYNUqco8TEru2P6GiHDsGtKEhyubjCAxFRL5EU5ejLH/1PZWUlhgwZggMHDiA3NzfezSGKm7Vr18Lj8WD69Omx6203Nopgqbw8NrBMThaJhKysrpVGBwLRK7SyLG5d+bLv84ngSJZFsKEOpZCk6BX4znRUuh0KRY9BkkSbmppEYKQGQaGQeB2DQQR/ba8ch8PRhMDBg+L3tLRogJ6UJAIZi0XsQ6eLXhlu+/NUC4XElWX1CvDxqFUUaoIhHI4mGI7F7xe3pKRjb6ueR79fJKH8fvG+qgkZi0X8bjSKxzyeaNVL25v6uM8nrk67XOLcqO01m6Pl8uFwtGxebavXK/rX0ZUBHdHpxPvX0hJ7ddxmE58Dh0O8Z3a7uKnPGcjUc6JWEADRc9mFfi7LMvx+P3Q6HXQ6HQKBAHw+H6xWKxISEiB157Miy+LcVFSIm6KIKoqiIpFcIeoqnw/45BOsPnQIrkmTMHbs2Hi3iIgGIMahTCgQDSgejwcrV66Ew+HA2LFjodfrEQqF4HA4YLfbo2O7AREsHAmUIpEI9u3bh4MHDyIQCCA9PR3Nzc3Q6/VwOp1IT09HcnJyh6+pBhLBYBCSJMFqtQ76mbRDoZC2PFkgEIDb7YbRaITJZILZbEY4HEYkEoHZbIbf74fRaITZbIYsy5BlGWZ1yMgpEIlEEAgEYFWHTvRn6vAWv19ckVeHzagSEqIBs1r2n54eneOim0micDiMQCCgBdF+vx+BQAB6vR4mkwmhUAh+vx+NjY2wWq2wWCzw+XwAAIfDAVmWoSgKdDodJEmCLMta33A4HLDZbGhubtbOjdVqhSRJ8Hq9kI5MMhcMBmEwGGAymRCJRHr0s6coCrxHhn0YjUbU1NRAlmVIkgSPx4NAIIBIJIKamhp09lVC/RwYDAa4XC7IsozU1FRkZGTAdrx5QsJhUdmzfbtIGg0ZIqoy0tJ67BhpANu6Fb49e/AxgElTpyKN/YaIegHjUCYUiAacpqYmbNiwQQsEVBkZGSgoKEBim4oCRVFw8OBBfPvtt/D7/cjKyoLJZEJtbS2SjlQN1NfXIxQKITMzE3a7HZIkIRKJIBwOo6WlBW63O+Z19Ho9kpOTIUkSFEWBw+HQgofGxkaEQiEkJibC4XCgsbERtbW18Pv9kCRJ27eiKNDr9QgGg7BarWhubobX64XRaERycjJaW1uRlJQEn88Hj8cDg8EAm82GSCQCWZaRkJAAl8sFv98Pn88Hn88HvV4Pi8UCm82GpKQkLYBvbm6Goiiw2Wza9mpAqAaFNTU1kCQJRqNRK5v1er1wu91aAGk2m7VgLxwOw263w2w2o7GxEZEujJ1X3y9ATLQZDAZjgjSDwYDk5GS0tLRAr9fHVKAoiqJtazAYtDba7XY0NDQgEAhoxxMMBmG32xEMBmEymdDa2gqPx4OUlBQYjUZ4PB7YbDakpKSgubkZdrsdiqKgrq4OXq8XVqsVubm5MJvNMJvNMBgMMBqNcDgcsVUxXRQKhbS2q0F5a2urdk7VBJUaWDscju5d8e6CSCSC5uZm6HQ6GAwGeL1e1NTUoLq6GjabDXa7HTqdDl6vF4cPH0ZCQoLWpqPPbdvzCAA6nQ5JSUnweDwIh8Ow2WxQFAUejwc6nQ56vV5LLBgMBuj1eu21OtpfZ6+l7ke932q1wm63Q6/Xw+fzIRAIIDExEUajEbIsa8kHh8OhHX8kEoFer0dTUxNMJhP8fj/CR4ZZqO+5+tNsNsNqtSISiSAnJweJiYnaZ9dkMsFqtcLr9aK+vh6ASDy63W7o9XrtM+FyuZCfnw+bzXbs5EIkAuzZI4Y7eTxiSFF6ukgscJ4F6sihQ8C6dah0OLC5tRU/+MEPOOSBiHoF41AmFIgGJPXKYiQSgdFoxOHDh7Fr1y54PB5kZmYiJSUFHo8HDQ0NaG1tRVZWFgoKCuBwODrc18GDB7Fnz56YgMVgMMBsNiMnJwd6vR5GoxGKoqCpqQlut1tLELjd7pjkhk6niwnCEhISRPUEoAU56tVao9EIr9cLm82G5ORk+Hw+LchtbGyEyWRCamoqwuEwvF6vFqAdOnQIPp8PRqNRuzKslmX7fL5jBvhtAy5VUlIS9Ho9wuEwQkeGW1itViQnJ8NqtUKWZe1qrc1mg8ViQX19PSKRCJKTk5GVlaVtEwwGtaDR7/fDarUiFAppiQydToeWlhaYzeaYq83qle7ExEQoiqJdKVbPh/ozFAppV7lbW1uRkpICu92uvbbJZILH44HJZILP54PBYEBWVhZqa2u19jc0NMDj8WjvOQCkpKQgOTkZjY2NqK6u1oLHtuc1OTkZwWAQsizDZDIhISEBNpsNTU1NaGxshMPhgMPhgN/vhyzLCAaDaG5ubncOju4jRz+WlJSE1NRUJCYmIhwOa/1dr9cjLS0NycnJ8Hg8aGlp0ZJA6vsbCoW0gL2lpQU+n6/DpI/ZbEZ2drZWdaAG2+np6fAcmegyISFBOx8mkwkWiwUmkwmyLGtVKmoQo75X6rk6XjWB+rqJiYkIBAJaVQAgqhtCoRAOHTqk9Z9gMKh9BiORiJZsk2UZVqsVJpMJTU1N2nHodDqEw2G0trZCr9drCaFwOIykpCSEQiFYLBYkJSVBlmX4fD7k5OTA1NX5EY4hHA6jtrYWO3fu1I7JarWioKDg+P+H79snKhYiETGkpqio+yva0MBUWysqWgDRT5xObNDp4A8EcNZZZ8W1aUQ0cDEOZUKBaNCIRCI4cOAA9u3bB6/XqwV3w4cPR0pKSq++dmtrK3w+H1JSUqDX67VATg1YepoacHd0RSoSiWjl2mogJUkS/H4/LBaL9hw14AUwMIYD9DBFUbTkQTAYRENDAxoaGrT3MBAIoLm5WUtMJCcnw+12a1Un6tV4tTICEEG8xWLRrnyr1SVq1Ynf70dzczPcbjfq6+u14TaAqOoIh8PaOTseg8GAxMREWCwWpKSkaJ+BtsmQnq6EoFjqZ9Hr9aKyshJVVVVITk7GqFGjkJmZ2fn7r64Os2OHCCLT0sQQlxEjuMTtYNXaCqxaFZ3fJicHzTk5WPX55xg3bhxGjBgR7xYS0QDFOJQJBSIi6qfC4XBM0khRFDQ3N6OpqQl2ux2JiYla0kMdEmM0GmMqYajvOHz4MHbv3q0NKykqKoLT6Tz2kw4cEBOrut0ikLRaxeSaQ4eKyTUH+Xwug4IsA599JqpWzj4b0OuhKAo+//xzhMNhnH322YN+Xh8i6j2MQ7lsJBER9VNHV6BIkoSkpKSYqhdjB1esT2SuB+p9LpcLLpcLbrcb27dvx5o1a2Cz2VBcXNz5hHpDhoib3y/K3P1+YPduYOdOUa2QnR1ddtZqFauj2GzxWaWFeseOHaJCYdo0bU6NAwcOwO12Y8qUKUwmEBH1MiYUiIiIqM9ISUnB1KlTcejQIezduxfr16/HyJEjkZOTg4TOlo60WICCAvHvMWPEKh719WJIRDgskgwqnU6s+JGVFV1G1WIRy6SazeK5JpNIQFDftnevSCQVF0O221FdWYnDhw+jpqYGQ4YMOX6FCxERnTQmFIiIiKhPkSQJ6enpcLlc2L59O/bt24fvvvsOQ4YMQXp6OjIyMjq/8my1iltGBjBunLjP6xWJhWBQLC3qdgO7don5GNqO/NTpokuN2myA0ymSDgaDuKlzdKjLjMqyWHHC4RDLj/r94t/hsPjdYhHJCUWJVkWok9TabOJ+r1dsJ8viZrGIxxWl8yEbR1bfgMEglkdVn2u1iucoitjGYBCvqyjicb1e3N/aKu43mcTNYBDbuN3iGA0Gcb8sA4mJ4jXq68VzExLEMSqK2F8oFN1XczOgLlGsKNH9GgziOP1+sX9JEvsNh8V8GIoikjlms3i/w+HosXSmulpM0DlqFELZ2Vi7Zg0aGxuRlJSEtLQ0jFPPPRER9SomFIiIiKhP0ul0KCoqQmFhIcrLy7Fv3z5UVFTAZDIhMzMTLpcL6enpHQ5tidF2WUqXC8jLiwb5igL4fCIY9nrF8IhgEKirE/eFQiLADYejyQG/Pxrwb98uguAjK8DEUAPtYFC0QZbFcwERPCtKNMDuaEorNZEhSdEJB4FoEK7Xi32qjEYRiHs84n6dTgTuXm80GdLxGx1NkBxLZ+1U99GFJXK7TK8XiQuHAxg1ShyHyuMBtmwBMjMhjx6NdV98AY/Hg2nTpiE5Obnn2kBERMfFhAIRERH1aTqdDiNHjsTIkSPh8Xiwf/9+1NXVoaKiAkajEaNHj0ZaWhrsdnvXx8yrwbkkiWC/bdIB6NpylJEIUFUVrUaw2cTVf6MxOnzC7xf/9npF0K0GvE1N4mdKikhoqMmDQCDatmBQBPnqFX/158iRYptgMDo3hCQBDQ3iviFDRHv8fvE6LpcIyNUqBXWJ4GBQ3NSkidMpKgzU+3Q68XyTSbTTaBTH5/GIx9QqCLXSIjlZ/NTro4/rdOKY7Hbx/hiN4jiam8VzHY7osQQC0QqJxkbxOocPAytXiudmZ4sKk7o6cXwTJmDLli1obm7GlClTmEwgIooDrvJARERE/ZLf78e3336LAwcOABCJh6SkJJhMJsiyrC1Nm56eDocaRFP/EokAhw4BNTVimIPNBgwfDmRno7KmBps2bUJJSQmys7Pj3VIiGoQYh7JCgYiIiPopi8WC0047DYWFhWhpaUFTUxPcbjfC4TBMJhM8Hg+qqqqwfft2GAwGmEwmGI1GpKWlwWazQVEUGI1G2O12GI1GBAIBJCUlcSWQvkSnE/NhZGQAEyZod/v9fmzbtg05OTlMJhARxdGASigEg0EEAoF4N4OIiIhOMbvdDrvd3i64lGUZhw8fRmtrK8LhMLxeL/bu3YtAIABJknB0oaZer4dOp0MkEoFer4fFYoHFYoGiKLBarUhKSoLBYEBLSwtMJhMURYHJZILZbIYsywgEAkhJSUEgEEA4HIbBYIAkSQiHwwiHw7BarbBYLAgGg/B6vfAfmVMhOTkZFosFHo8HiqJAkiRYLBb4fD4Eg0EYDAY0NTXBZrNBkiSEQiEoigKLxQJZlhEKhWCxWBAIBNDa2gqz2QyDwQCv1wtJkrS2AoCiKFAUBV6vV3ueenyRSAQ+nw/hcBh6vR6yLMPhcMBsNsPr9SIcDiMjIwNNTU0wGAwwGAwIBALwer0wGo3aTZZlrUpEkiQ0NTWhvr4ekiQhISEBLS0t0Ov1iEQiMJvNMJlMCAQCsNls2vEYjUakpKQgJycHFnWySgCRSARr166FLMvIz8/ndz8iipvgseanGSQGVEKhsrISYXXmYyIiIqIj1ODXYrEgNTVVC9pDoZAWQBuNRrjdbiiKAp1OpyUgGhsbAQA+nw9er1dLIoTDYUiSBPl4kxkep12KonRpHyaTSfvyqlZRqM9Tg3+dTge73Y5QKKQlC9TjlCQJkjo/AwCz2Qyj0YhgMAhJkuD3+yFJEqxWqxbsS5KE8vJyyLKsJSW2bNkCs9mstdtkMsUkNtRkhCRJCAaDiEQicDgcSE5ORjgcxsGDB5GQkIBgMAidToeGhgZtP3V1ddDr9TAYDAgGg9i+fTsURdFW/QCAgwcPoqmpCRMnTkR1dfUJv/dERCerpqYm3k2IuwGVUMjNzUVOTk68m0FEREQDlCzLCIfDMJvN2n3hcBihUAg6nQ5GoxENDQ2wWCwwm80Ih8OIRCJaQsPj8WhX3202GwwG8VWsoaEB4XAYCQkJWtDv8/m0q/fhcFgL2iVJ0iafbBu8q0kDdZ+9Qa1sUCslels4HEZlZSX27duHQ4cOAQBSU1Mxbdo0LcFARBQvvfn3tr8YUO+AWnJIREREdKoc/d3jWBc3bEevJnFEVlZWu/uSkpK69dqn6jtQ2+EHvc1sNmPMmDEYM2aMVp1hMplO2esTER0L/x4NsIQCEREREQ1M/OJORNT3dHGx5lPjxRdfRF5eHiwWC0pKSrB69ep4N4mIiIiIiIiIOtBnEgrLli3DvHnz8Oijj2LTpk2YNm0aZs6ciYqKing3jYiIiIiIiIiO0mcSCs888wxuueUW3HrrrRg7diyeffZZDBkyBC+99FK8m0ZERERERERER+kTcygEg0Fs3LgRDz30UMz9M2bMwJo1a9ptHwgEYtYcbmpqAgAuHURERERERESnhBp/RiKROLckfvpEQuHw4cOQZRkZGRkx92dkZHS4tufixYuxYMGCdvefccYZvdZGIiIiIiIioqPV1tZi6NCh8W5GXPSJhILq6PWMFUXpcI3jhx9+GPPnz9d+b2hoQF5eHrZt29alJZZo4GppacG4ceOwY8cOJCQkxLs5FCfsBwSwH5DAfkAA+wFFsS8Q0HP9IBKJoLa2FhMnTuzB1vUvfSKh4HK5oNfr21Uj1NXVtataAMSaxB2ttTxkyBAkJib2Wjup72tubgYg1gBnXxi82A8IYD8ggf2AAPYDimJfIKBn+8FgrUxQ9YlJGU0mE0pKSlBWVhZzf1lZGaZMmRKnVhERERERERFRZ/pEhQIAzJ8/HzfeeCNKS0sxefJkLFmyBBUVFbjjjjvi3TQiIiIiIiIiOkqfSShcffXVqK+vx8KFC1FdXY3x48fj/fffx7Bhw477XLPZjMcff7zDYRA0uLAvEMB+QAL7AQHsBySwH5CKfYEA9oOeJCmKosS7EURERERERETUv/SJORSIiIiIiIiIqH9hQoGIiIiIiIiIuo0JBSIiIiIiIiLqNiYUiIiIiIiIiKjbBkRC4cUXX0ReXh4sFgtKSkqwevXqeDeJetHixYtx+umnIyEhAenp6Zg1axZ27twZs42iKHjiiSeQnZ0Nq9WK6dOnY/v27XFqMZ0KixcvhiRJmDdvnnYf+8HgcPDgQdxwww1wOp2w2Ww47bTTsHHjRu1x9oOBLxwO4+c//zny8vJgtVoxYsQILFy4EJFIRNuG/WBgWrVqFS699FJkZ2dDkiS8/fbbMY935bwHAgHcc889cLlcsNvtuOyyy1BZWXkKj4JO1rH6QSgUwoMPPoiioiLY7XZkZ2fjpptuQlVVVcw+2A/6v+P9PWjr9ttvhyRJePbZZ2PuZz/ovn6fUFi2bBnmzZuHRx99FJs2bcK0adMwc+ZMVFRUxLtp1EtWrlyJu+66C2vXrkVZWRnC4TBmzJgBj8ejbfPUU0/hmWeewQsvvIAvv/wSmZmZuOCCC9DS0hLHllNv+fLLL7FkyRIUFxfH3M9+MPC53W5MnToVRqMRH3zwAXbs2IGnn34aycnJ2jbsBwPfb37zG/zxj3/ECy+8gG+++QZPPfUUfvvb3+L555/XtmE/GJg8Hg8mTJiAF154ocPHu3Le582bh+XLl+ONN97AZ599htbWVlxyySWQZflUHQadpGP1A6/Xi6+++gqPPfYYvvrqK7z11lvYtWsXLrvsspjt2A/6v+P9PVC9/fbbWLduHbKzs9s9xn5wApR+7owzzlDuuOOOmPsKCgqUhx56KE4tolOtrq5OAaCsXLlSURRFiUQiSmZmpvLrX/9a28bv9ytJSUnKH//4x3g1k3pJS0uLkp+fr5SVlSnnnHOO8rOf/UxRFPaDweLBBx9UzjrrrE4fZz8YHC6++GJl7ty5MfddccUVyg033KAoCvvBYAFAWb58ufZ7V857Y2OjYjQalTfeeEPb5uDBg4pOp1M+/PDDU9Z26jlH94OOrF+/XgGg7N+/X1EU9oOBqLN+UFlZqeTk5Cjbtm1Thg0bpvzud7/THmM/ODH9ukIhGAxi48aNmDFjRsz9M2bMwJo1a+LUKjrVmpqaAACpqakAgPLyctTU1MT0C7PZjHPOOYf9YgC66667cPHFF+P888+PuZ/9YHBYsWIFSktLcdVVVyE9PR0TJ07En/70J+1x9oPB4ayzzsLHH3+MXbt2AQC2bNmCzz77DBdddBEA9oPBqivnfePGjQiFQjHbZGdnY/z48ewbA1hTUxMkSdKq2dgPBodIJIIbb7wRDzzwAAoLC9s9zn5wYgzxbsDJOHz4MGRZRkZGRsz9GRkZqKmpiVOr6FRSFAXz58/HWWedhfHjxwOAdu476hf79+8/5W2k3vPGG2/gq6++wpdfftnuMfaDwWHv3r146aWXMH/+fDzyyCNYv349fvrTn8JsNuOmm25iPxgkHnzwQTQ1NaGgoAB6vR6yLONXv/oVrr32WgD8ezBYdeW819TUwGQyISUlpd02/C45MPn9fjz00EO47rrrkJiYCID9YLD4zW9+A4PBgJ/+9KcdPs5+cGL6dUJBJUlSzO+KorS7jwamu+++G19//TU+++yzdo+xXwxsBw4cwM9+9jP861//gsVi6XQ79oOBLRKJoLS0FIsWLQIATJw4Edu3b8dLL72Em266SduO/WBgW7ZsGf72t7/h9ddfR2FhITZv3ox58+YhOzsbN998s7Yd+8HgdCLnnX1jYAqFQrjmmmsQiUTw4osvHnd79oOBY+PGjXjuuefw1Vdfdfucsh8cW78e8uByuaDX69tljOrq6tplo2ngueeee7BixQp8+umnyM3N1e7PzMwEAPaLAW7jxo2oq6tDSUkJDAYDDAYDVq5cid///vcwGAzauWY/GNiysrIwbty4mPvGjh2rTczLvweDwwMPPICHHnoI11xzDYqKinDjjTfi3nvvxeLFiwGwHwxWXTnvmZmZCAaDcLvdnW5DA0MoFMKcOXNQXl6OsrIyrToBYD8YDFavXo26ujoMHTpU+964f/9+3HfffRg+fDgA9oMT1a8TCiaTCSUlJSgrK4u5v6ysDFOmTIlTq6i3KYqCu+++G2+99RY++eQT5OXlxTyel5eHzMzMmH4RDAaxcuVK9osB5LzzzsPWrVuxefNm7VZaWorrr78emzdvxogRI9gPBoGpU6e2WzZ2165dGDZsGAD+PRgsvF4vdLrYrzR6vV5bNpL9YHDqynkvKSmB0WiM2aa6uhrbtm1j3xhA1GTC7t278e9//xtOpzPmcfaDge/GG2/E119/HfO9MTs7Gw888AA++ugjAOwHJ6rfD3mYP38+brzxRpSWlmLy5MlYsmQJKioqcMcdd8S7adRL7rrrLrz++ut45513kJCQoF15SEpKgtVqhSRJmDdvHhYtWoT8/Hzk5+dj0aJFsNlsuO666+LceuopCQkJ2rwZKrvdDqfTqd3PfjDw3XvvvZgyZQoWLVqEOXPmYP369ViyZAmWLFkCAPx7MEhceuml+NWvfoWhQ4eisLAQmzZtwjPPPIO5c+cCYD8YyFpbW/Hdd99pv5eXl2Pz5s1ITU3F0KFDj3vek5KScMstt+C+++6D0+lEamoq7r//fhQVFbWb7Jf6rmP1g+zsbFx55ZX46quv8O6770KWZe27Y2pqKkwmE/vBAHG8vwdHJ5KMRiMyMzMxZswYAPx7cMLitLpEj/rDH/6gDBs2TDGZTMr3vvc9bflAGpgAdHh7+eWXtW0ikYjy+OOPK5mZmYrZbFbOPvtsZevWrfFrNJ0SbZeNVBT2g8Hin//8pzJ+/HjFbDYrBQUFypIlS2IeZz8Y+Jqbm5Wf/exnytChQxWLxaKMGDFCefTRR5VAIKBtw34wMH366acdfie4+eabFUXp2nn3+XzK3XffraSmpipWq1W55JJLlIqKijgcDZ2oY/WD8vLyTr87fvrpp9o+2A/6v+P9PTja0ctGKgr7wYmQFEVRTlHugoiIiIiIiIgGiH49hwIRERERERERxQcTCkRERERERETUbUwoEBEREREREVG3MaFARERERERERN3GhAIRERERERERdRsTCkRERERERETUbUwoEBEREREREVG3MaFARERERERERN3GhAIRERERERERdRsTCkRERIPA9OnTIUkSJEnC5s2be2SfP/rRj7R9vv322z2yTyIiIuo/mFAgIiIaAObNm4dZs2Ydc5vbbrsN1dXVGD9+fI+85nPPPYfq6uoe2RcRERH1P0woEBERDQBffvklzjjjjGNuY7PZkJmZCYPB0COvmZSUhMzMzB7ZFxEREfU/TCgQERH1Y6FQCCaTCWvWrMGjjz4KSZIwadKkLj13+vTp+OlPf4r//u//RmpqKjIzM/HEE0/EbPPmm2+iqKgIVqsVTqcT559/PjweTy8cCREREfU3TCgQERH1Y3q9Hp999hkAYPPmzaiursZHH33U5ee/+uqrsNvtWLduHZ566iksXLgQZWVlAIDq6mpce+21mDt3Lr755hv85z//wRVXXAFFUXrlWIiIiKh/6ZmaRyIiIooLnU6HqqoqOJ1OTJgwodvPLy4uxuOPPw4AyM/PxwsvvICPP/4YF1xwAaqrqxEOh3HFFVdg2LBhAICioqIebT8RERH1X6xQICIi6uc2bdp0QskEQCQU2srKykJdXR0AYMKECTjvvPNQVFSEq666Cn/605/gdrtPur1EREQ0MDChQERE1M9t3rz5hBMKRqMx5ndJkhCJRACI4RRlZWX44IMPMG7cODz//PMYM2YMysvLT7rNRERE1P8xoUBERNTPbd26tV2lQU+RJAlTp07FggULsGnTJphMJixfvrxXXouIiIj6F86hQERE1M9FIhF8/fXXqKqqgt1uR1JSUo/sd926dfj4448xY8YMpKenY926dTh06BDGjh3bI/snIiKi/o0VCkRERP3ck08+iWXLliEnJwcLFy7ssf0mJiZi1apVuOiiizB69Gj8/Oc/x9NPP42ZM2f22GsQERFR/yUpXPuJiIhowJs+fTpOO+00PPvssz2+b0mSsHz5csyaNavH901ERER9FysUiIiIBokXX3wRDocDW7du7ZH93XHHHXA4HD2yLyIiIup/WKFAREQ0CBw8eBA+nw8AMHToUJhMppPeZ11dHZqbmwGI5SbtdvtJ75OIiIj6DyYUiIiIiIiIiKjbOOSBiIiIiIiIiLqNCQUiIiIiIiIi6jYmFIiIiIiIiIio25hQICIiIiIiIqJuY0KBiIiIiIiIiLqNCQUiIiIiIiIi6jYmFIiIiIiIiIio25hQICIiIiIiIqJuY0KBiIiIiIiIiLqNCQUiIiIiIiIi6rb/B5zMqNozTOTgAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(12, 2))\n", "trace_a = np.array(group_baseline[0]['data']['open_fwd']['adc1'])\n", @@ -392,31 +388,10 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "e760f517-a96d-4295-b9e4-8980df0f4fcf", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "entries = [value for entry in data.values() for value in entry if value['info']['meta'] == 'interleaved-25-07-02-01-p0.3']\n", "group_baseline = sorted([value for value in entries if not value['info']['mods']], key=lambda value: value['info']['serial'])\n", @@ -428,7 +403,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 8, "id": "56f5ae92-e6b6-4647-91ff-60803d5fcfe0", "metadata": {}, "outputs": [ @@ -436,13 +411,25 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'meta': 'probe-interleave-25-07-02-01-p0.3', 'specimen': 'SP-PITCH-V2-0010', 'mcu': '203632423631500f003f0034', 'chip': 'pi3hdx12211', 'timestamp': '2025-07-02T13:57:32.799Z', 'mods': [], 'mesh_id': 'M-SP-PITCH-V2-0010-0.3', 'mesh_layout': 'SP-PITCH-V2', 'pitch': '0.3', 'serial': 10}\n", - "{'meta': 'baseline-repeat-25-07-02-02-p0.3', 'specimen': 'SP-PITCH-V2-0010', 'mcu': '203632423631500f003f0034', 'chip': 'pi3hdx12211', 'timestamp': '2025-07-02T16:43:09.787Z', 'mods': [], 'mesh_id': 'M-SP-PITCH-V2-0010-0.3', 'mesh_layout': 'SP-PITCH-V2', 'pitch': '0.3', 'serial': 10}\n" + "{'meta': 'probe-interleave-25-07-02-01-p0.3', 'specimen': 'SP-PITCH-V2-0010', 'mcu': '203632423631500f003f0034', 'chip': 'pi3hdx12211', 'timestamp': '2025-07-02T13:57:32.799Z', 'mods': [], 'mesh_id': 'M-SP-PITCH-V2-0010-0.3', 'mesh_layout': 'SP-PITCH-V2', 'pitch': '0.3', 'serial': 10, 'baseline': True}\n", + "{'meta': 'baseline-repeat-25-07-02-02-p0.3', 'specimen': 'SP-PITCH-V2-0010', 'mcu': '203632423631500f003f0034', 'chip': 'pi3hdx12211', 'timestamp': '2025-07-02T16:43:09.787Z', 'mods': [], 'mesh_id': 'M-SP-PITCH-V2-0010-0.3', 'mesh_layout': 'SP-PITCH-V2', 'pitch': '0.3', 'serial': 10, 'baseline': True}\n" + ] + }, + { + "ename": "TypeError", + "evalue": "unsupported operand type(s) for *: 'float' and 'NoneType'", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mTypeError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[8]\u001b[39m\u001b[32m, line 6\u001b[39m\n\u001b[32m 4\u001b[39m \u001b[38;5;28mprint\u001b[39m(group_b[\u001b[32m0\u001b[39m][\u001b[33m'\u001b[39m\u001b[33minfo\u001b[39m\u001b[33m'\u001b[39m])\n\u001b[32m 5\u001b[39m fig, axs = plt.subplots(\u001b[32m2\u001b[39m, \u001b[32m2\u001b[39m, figsize=(\u001b[32m18\u001b[39m, \u001b[32m4\u001b[39m))\n\u001b[32m----> \u001b[39m\u001b[32m6\u001b[39m \u001b[43mview_trace\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgroup_a\u001b[49m\u001b[43m[\u001b[49m\u001b[32;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxs\u001b[49m\u001b[43m=\u001b[49m\u001b[43maxs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 7\u001b[39m view_trace(group_b[\u001b[32m0\u001b[39m], axs=axs)\n\u001b[32m 8\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m ax \u001b[38;5;129;01min\u001b[39;00m axs.flatten():\n", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[4]\u001b[39m\u001b[32m, line 46\u001b[39m, in \u001b[36mview_trace\u001b[39m\u001b[34m(trace, xlim, ylim, axs, select_load, color, alpha, plot_variance, normalize, cal, smooth)\u001b[39m\n\u001b[32m 44\u001b[39m axs[i,j].plot(adc_trace, color=color, alpha=alpha)\n\u001b[32m 45\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m plot_variance:\n\u001b[32m---> \u001b[39m\u001b[32m46\u001b[39m axs[i,j].fill_between(adc_trace + var_trace, adc_trace - var_trace, color=color, alpha=\u001b[32;43m0.3\u001b[39;49m\u001b[43m*\u001b[49m\u001b[43malpha\u001b[49m)\n\u001b[32m 47\u001b[39m dy = max_y - min_y\n\u001b[32m 48\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m ylim:\n", + "\u001b[31mTypeError\u001b[39m: unsupported operand type(s) for *: 'float' and 'NoneType'" ] }, { "data": { - "image/png": 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YS55l5HXQx9oTcH85RUKIOcad0tEpqrrKAEflPNbGHOJeLnGvP9cpmV4oKCoX9zOh/hfwztU5sjEw18os43mKrxMaxsBEntBMDQYwsYIB4lg8HKk1pNaSJYYssaSJITGGNG+QjE2RJCvsc+/j8QzPQ0DwRPw9ORLvoOpC2Yn93jmcNiBrxD7U52/V32ZvM0pSShM7Vxb4okvDVIwnjtQEAgYXwBOrlnBlF18VOA/eWFwweEwc9w7n3GK/KuOxTVKCzQmuIrguAUtImwQMoeoSXEkIhmDqLhiCq8CXpI0W+fgUjWaLRmIgeGY7BZ2iIjOBPIFGYmhY4rAJpFmGaY5jswbGewwBG9xQn+DjfhvsH2kaBmwCNonrbBI8Fm9s3HYS2g7apaddFLQ7Be1urytplxWz3YqD8yWz3YpQl3A4sFDx1Lxjf9uzf8Gzf8ExWxz/i24TmWGyYZnMLROZYSwztFJoJdBMoJUaWgn1tEAzNbTylFae0WrkNPMsfm4dLetoGkduPGm9n9fmMJVD3osv96/jXt8Dfsn0aQiHjzB/WP30/ouAvb6p79UGjAVjmFno8vHj3osiIiIicip4H+iUvdLK1VDJ5V6wOQaeyyX9OhC9pL/StF6/qJ7fAiErGctTxhsZY42U8UZKK0/xPtCtHNbEZ9pedX1ZYslSS54kZHU1frBY5Z4PoV8FX7+EcyA+E1tLYs1iZ+pnZbv8s7Q/vuQ71pLWfWN6yfJQr3sWtyNPqbxnvltiMKxpZTTSBDPwHBxCILEWW8cJbL38XvwgsQZj6mf++mu978/PzvCaP3r/STseIxXQ/qlvvID8rx/jZebLXGgPYoD42GsIAdbYkqkMJrPA2syzdqLJ2nPPY+2GF7Auh/HE0Sk9ncrTrnx8rXdumoWZwxyemeXp+ZKnC8MBP8aBMM4zYZxpmqR4GlSxMxV5b5gqPpBnKQ0baCTQSOKDYyN0abgOwSaUtkEZLJWLwaPKe0oXi+iXHiqTUJHijQVjMdZijI0P8r7CBIdNMtI0ITGBBE+KI8HF4E+S0AkJh6uUKhg2pm3W2w4LzjLvEiyenIrMQp4YuiFhukpxITAROjQomQlN5kKONYHEEDsgNYGEUE8PpAaSJF6ciQlkBFLjyY0nqx+kDZ7gA8GAJyUkGZXJcCah8gHnfHyNwvv+6xAeAzbF2ARTByRMCFg8xiaQpPEiCY48MUw1Uxp5xnwFHQfGeywOaxi6uGySYJM0XoChwnqH9WXdVVhfYoInCY4ywIKztL2l4wxtb2mHlIKEhi9o+i4tSlqmpB1SnvFNHIYxuoQA+90Yz/gGNnhSPBmOFEdaBxcMsZ5Sj8UnDSqb0wkJHZ/QrvuWQIIjw5OZUH/XA4F2yOiGhAlbssaWJP0ghMFjgYAJMaATTBIDBcTAFcbGAIJN4mcEjCshBLxJWLzDxd/qD9d9QwwQDZ6bQ52xGJvEQFHvFZQADos3Cd4kpK5D4rqkeBIT6ISUeRp4DDkOh+WZ0KITUsZMxZgpKbF0Q0IRUgosCYEGFRCYDznzIWPOpyyQH/G+Eer1iJ1ZYTg55ntQgiPHkRtHWl8XloCFenilPvG49uetO7P4WX/YGGxw8dw0AWvica2cpwrgTBbvFx6cj/s+Gfg9H0w8p0JCt+53QhqHyY7ntntaSHAkhPq+50kIdd8vuScOTK+HU+Mpg+2fa2voMGG6Q8fCMHxs4jkar+O47NgPxCCxr8Pzvj6H4nlvh8frflafM20yZmjSCVk/tL+0zxGmd0mZDY16G1bdlvMZxeLr++TicbHEvyHLu3idh+dhn+WUbDDznMscG8wc55q5OG5m2cD80LR1LDBpOkzQxZoAHujU3dmqONUrIKea+95DsPH8WHgkbdQZft06w6/O9KuHQ9lhvt3hwFyXA9OzHDh4mNmFhX4mq68qgnN4V+GdI4SYrdrKEjauSVg7OYGdWI8dm6KZpbSyhLE8pZVZ0jTB2ASbWIxJMEmdnrKL6SpcXBdfdHBlgTMpLm3hANeZx7iCNXlCkqYDGWsWZ5KY/q1cTANX8a0IAGMN1tiY1rWmfothsGNx2CaYrIlJc4L3cRt9RfAu/n2yWUy7lW2MK+L8Nm5Lv29STJLG4YHXnPtML8PJDg8vsyRDr1fIwBWLx80YyMcWu7QRMyB9VRdAqOrhKmbsNtbEQkOEmIndz9BcMtxLsy4dHsg8C0DpwQdIbHy26WeUh95r0TGQYEKIeW39jLjh9HAIPr5W7T2h7OCLdh2AMP3M0gDx816Gfwj9TMrCNlmwLQKQ+Arri7pfkfgyPsOMrcE019DpdFhYmMdmDfKxNeR5g7Ret07lKVxMDSRAYgOJMSQmxEDC0tpETTz/h/orTTvSvL1zv9cFN3Bcx+Ox6u+ngc774XOntxzbO5fq5ZdtKBYG5jfDny9dR0xch965E3rn0OI5FVyJc46yLCmr2J8vKua6jtmuqzOqPRuasDbzlJWjqDxd5+mWnmATTJISgoduO6bLbTx3bJLG51Ib+wAmBIL3GO/jd7wnOIepCkLlManFJgkmTUnSBL8wQ5g5CFWFyZqQZPFZKknqTbYYG/eDMQbTux9ZU09PsL1CPIaBIFK8d9g0xeY5xhpCEfeRzTNsmhHKkuAcSZpiG814r8P0ry0TXF0QxWCaE5CPYcoFTHcufl7fF4Ox4CpM2SaUJVWaUQVL6QOVN2TG0zAVxsf7XVXFZ/8qWKrmGqp0DO9DvG+5Cu88HnA2jcOuGugc3uaEJKVpPS0qgqsoq5LCBwpvKYOhDLHQRv8+2ius4ypwBcaXGFeSBE+exHT8bGVZcJbMGjIb7xcd13seqJ/FbSAJvr4thFilQq8tkF76PdT3nN6uNNR/e+LB6T9DW4u1sXAIxTzeO0KSE5Icn2QEG6t9CD4u39cByKHhAJ7F4Gdv2PtQPz8ECgcdDx1n6g66PvY73ixO95AaGEs8pr5flsFQeCi9ofCGMlD3zbJpXW9o+2N/lj6RmtYxlgRa1jNmKlq2omVDnJYGxpJYGGQs8XF66uO81tEyFWPWkYRYjV9Vec5vVlww5iFJ6ZgGuQmMmYJxUzJuivo3Qv/aXLy/9e5Rdvk9zA7ey+phXy0vOLtSYZDBuExVf1YMxGh6f+tsAiYZuFebJX8HVihccqSCKH7gNwd/ZyAudNS/x0vH83FmaJ2sUwAYsYD2OX6Wg7yAvwkX8DfuguUzeKAC2vX4QeAfAQZfEbB119MCNh37SiwtiNX7TREZaU0KLIEFGkecx5HQJqG9tMDhCMopacSsNEIdAFwasB2nYMq060yEYfHxPAYTAdpkzNHAEmhREjDM0aAT4p+ZxYAt/fEKS4WlrJd2JDH7DoqV/mQ92zFY6fMRPm4niqmD/osB4jichDrAb3oZVvFBLVYNERZL24d62CxOM3XiyBlLQUqXlIKUAKwhZgiWJHTrz7qkVKvIUILe+QkVCSfiBbaMKmZUUtIMRexT0gol43RZF+ZZEzrYOoP1HD/HhjDHC+w8G9MOL0jbbMzarE0rbGbjg6GtHz7H12HG1sYEJmti108wusUu+CUBg8EAwEAQoc7gGg7ydcGmden+vH5TJeGIwQs4NdMHAxErJXjnu8DnTsARlVG1/v/zV7Tyv+5nOrYoyerMwAVy5kODBTIqkhUyqsbrbrWmn3WOulhAneEZh90xZpY1KfoZnKvJPD/Vets8eM/vZf7mOMZNQYqjDAklw93gPb23HJYsa3B4OCN6cf7BtAJLhocf048+bYF8xX2f1BnkBiiWpEF6n8Fimuj5y0w++Jy+3fvbngykz2B5smdwv8bvLT8WCYHELBlfstzlv3+0z07MdwIwTYtnwhgBQ4tYyKd3DhYklM85xOFYjB+kLA+ZBKCsuyNJYMVATkwVxe5E6wW5CpbnFK+Uczz3LMt7ZhW/fSw5073raLbuVmOlbTpSYZ2BYF9fXneni3Fg/aleiROuQckYBWOmYIySFgVjpu5T0upNN3G+FiVjpqjT4gPzrvSdgelNYuGvZeoXD496acrz6yQXWhmpgPYD2y/g8W/+A/9nz0H2LXTq1+INpn4A7ISK+eCZJWGOlPksp91oMZu0mLYt2uQ0QkWDkqYvaYSS3JVkVclYt8Nk2WEqONYZmMpTNozlTLVyqsrRKUq6RUXpCjqFo1MGSu/wtsIZTxFiTlVpE8okpRviw7o1gcx6MjzWB6zz2LLCuIrUprG0M7GEsA0OTMz1MybmtLkylnQ1CYTE4OpEVVWXMvXWEhJLHiomygVsCBzMJ5lNWjSrgmYocaEOHCUplU3IgmO8XCBxnvmsRZnkTISCVqji7xuLq0saeGtxNiEkSRzG9Cuf92mGS2MJ5ioYynq9QjD9BKutt6VXKjf1LpaACAHrPUnwdaAg0C+mGuqS93Xl8nWGM72S+EWS0s6aVDah5QryUPa/47AEY/AmlpaIr8PHfm/f9V63X0ykGpyxJMHRdCUNX9BwJQ0fu8xXlDajaE3QsTldEnJXMFnOk3hPJ2uATTjHt1kbCkhSXJLikgyXpHTbBd35BQiBtNUiSSymaGOqLk3raVhoWWikQJLhspzKQ1lUlC5Qmbg3W/W6LDjDrE/A1jn5SYJJLQbwLhBcfPXe4LFpikkTbPCEoQBKiIn3Ogd7sbBKb2AgczAMPJLYXmmWOpeYgeSCicfVeId1sZSCDY603sulsxSuLqFkLU1X0nRdEgJVkmEtrHEdmqGik+Z0bE4aHLmvSH3se2Po2ph4abqCVtklK0rSoiIxvh/vCd7gnCeUFb6sMJXHBk+jmZDlCa5bYbollCU2eMbLDg1fYgx4a/BJQkosoeDThCpJcUlClaa4+hoPSX1+1edtHLZxvFcNg607bDwnQzw3A3XfxOn05jUmXq+ufmxO6v1eeqz35NaR2oCpHFQBD0PnuCGQuYq8ive21FfkriJ1JVlZxc9cSeJdvObqYziY5hvMwB38LBxhnn5v6XxLv7/kd5ZyxuBNgjMG00ixOdhGrzS9xedNfNai6FYUnQKHhbxBaLYoFxb617Gv718hTfFJis8yMqCJw1pDO2vRyZqEpC41lyTxuJnFoL4zdQn++r4RbIKz6WIpekNd6iO+EWLKEj8/B90OSZKSZkks5ZekMbhrLA1fMe4Kcl/Fe7yvS1+EgAl10LiX++091tRr4yFxFWOupOnKeCxxZFRkviK021RzC7GURNqkSlKSurRO7xE9vsESsN5hvCdtNcnGxyFJ8N0uoSjw3S6+LIdy7MNgdRH1cHiW8aMxaRq7/n0rJSQJLssJzTHsxDgmz2NpQyzJ+Dim1YrXCQMlUfr3d0sVi0z134YwxpAAxsbqa4yps7H7r8nFY0hVkRw+iD90iFCX5gzOEbyHuu87HarZWdz8/IrbUwJP1N3KniSdmqKxaRONjRtpbNpEvnEj+bnnkq1bF7v16xeH685mo/s2xXGbmYGbFNA+27XJaZOz/xgzHRuh5Bw/xzo3x7jrxPso8Z7a08tXscCCyThoJ5i3jViAyRg6JqNNTmVWDjjXKdQ6vLm6oHTntAqeHLtwlJBlB5gJx1ba6mjLOdXq91xX/dnpLmCpYNWZxUdZ4GmvfYzXWRYqJkKXCTpMhC4EeMaOM2NaZKEiw9EIFXmoYhlXs/imnKeuWg3oP5hSPweZ3nB8hl18lFqcvjTDJfT7/bLRQxkx/WGzNNNmhXmO8FtDwyu+XXHyJMHhVrinJvVz4WDGSS8OsPi2ZF3gIvSqnwv9DBcMdEhpmxwT6B+3NMS3IVNcLEltFrPOvOnFFqiPYUzb9+75E6FD05fxDViTkNXnAPTeoreUdbV1g0eyV4hjMNNu5fH62dmY/nHyxoCvlxF6hUh6b+36+FzQi6NQZw4OTAPq/UM9Hv/u2Xo+COTBxVhXqGiEGPdq+KqeVk/3cVsdhrbJCcQ3SzNfkQQf92+I+3exX5EGR+o9aajInCPtdsmLGJTObOi/kNGrDdDXfYgvNVgLrq7NMm1lpGNNTNYgZK36TSJDkmckY02S1jrSsSa22cBmKSZL6TbG6TbGsakhMQUmb2DG1mGaLWxiYtcrC5LEGEm/dPHQ2yJJLBSStyDJ6xLTS94uMkm90nVhkaEgyZFKMy8ZX1rquVcQpdctfWtlxbdqLEcsSNLf0Q6CGzgLBywreDLQX/oby0qXLylsc6zDEN/AeXof3HPD8nU6QUYqoH3Bjh28/N9Nsv0Y5w/OUc3PU83M4GZnqWZn4/DCAsnEBNnatbFbt450cjK+Vvgc+arCd7uLD+xJgrEn5o9ICIFQlviiiF39O7bRiF2eQwhUc3P4Tod0chLbbGKMIdSvPoUy1iVssqx+relI+eXPvi4rfTc4t/hZ3R3vbyzb7rIc6oeq6gdQlgVVBoO9SRLPhdnZuF+mpkjXrImBFdsL6i6+ImKsxaRp3Jfz8/hul3z9+hNyfpztQh2sC84tHqPneH4c0+/Wr30uPYYhhBjMKsv4ivKSc2xwWj+4V79WSP1aM871X28OVQXex3Mry+oMhTjcC+bZergXtHKdDr7dXh487J2X1g6fp0vHjYnXfzO+8unm5/FlSVoHLIunn6Z4+un+q5zV3BzVoUP4os4uXfJHzSz7I3eUz57tu73rv74P9oKYrRe+kLHv+z4AykOHYr1crRbJ2Fj/nuWLAtdu9+9vg+eJa7chBJKxsf5x9J1Of/kn6p4rx2/ofIaRPia9tISbq0syhUBx8CDdvXvp7ts31O/s3RvHn3wSt7BANT1NNT3N/N///TH/XjIx0Q9up2vWYFstkmYz9sfGyKamSCcn49+yqSmSZhOT5/HekufYujNZ1h9eOt4b7n9vhI+PnBn+4ooxXBWYm19grlvStTmlTRjLLGNZwngzZ2ysSd5qkjcbrJkYY2KiRdpqYZtNbLMZr5OB4ZXSbb6qcHNz8e/8QHq6MzPL3KHDVJXD11Erb2LmvYeY8VwP9+qRXKyzcqBOSxNfOZ8rAwuVw5jYTkSvDstYn2VcRpbE5SwGX2J1FdXCAuXsbLyF1pmvJJbgPa5b4MsK22phGjkW03+QNT70owfGGEyjgclzyHJMmuDKilCUuKLA1c8Trltgmg2ydesgyyinZ6jmF7BjLUyjgZtfoJidxTsP1lJ4WAjggum3f5EnlnSg30tPh7q6hGDr8ti2DsU4R/fwYcrD09BsYcbH8SZWzRjTV/VDv6urIOw/vNfpjDrzsjfd1MdnpWmt1NJK4372gVgdnvf94+pDIDOQ1MuP1SDG+Xrti5heVYYhQNkldAvSVous1YwnVVWSr1lDc9Mm0mYDPzdH6LT76Z6uhwUHuQk0gyNtNTFj43hrqTpdyk6HqtOl6hb1OkGzXu8AsWFeFyh8AAytzJLbWBmg8wEXQtyeOlPfJ0nM9LUWWzf6G5wnVCWhcnUmbgVl7PuyIti6kECSxCpxnMNVjqpyuKqiqjzOxenB1YVkAnWatD7WA+lTksVqNPvPVtbGv6ftNr7TjQVu6r9DvefSftWbvcIhg4GZgcHJRsb6sYzEGBYqjwuBrL6mssTE4bq+2jxLYzstabKYLh04p47G5nnMXE8S3MICvtMZfvasny366c/B4RXSo76q8J1OvE+lxx+G6aexlqa/e79TFLiFBYL3JOPj2DSNBReKIu7vvIHvdqkW5qnm5nEL8wRjSdZMYqylOHSIcm6OdM0EyfgEWFtXdREIvn6eSuoqQZP4WVJ0sd0OaZpgs4xgE4oAJomNRyf1dTuYNhx6fl+cuGzaUNzhaM8gx/BcciyfH+17q/2OMaZ/vHrPj4P9oWm9eZY+cw4WMlkyT1hhWn96Xf0RIfSfU3sxlJWedX392eBwP+6ydN7efN0urt3Gt9tU7TZFZ6D+vPp49wqIVDMzVM/Efqh6b//23nRYbYn9Y2RMTBO0WiStFnZsbHG47idjY4vDA9MxhlBV2EaDdO1a0omJeH/KMtKpKbK1a+M9bPD6r/u20SAZG8PkeX9/rniv6D3bn6R4SK8NrbKu8icWSlysv7tdVMx1S5xfOfcyhFhNcuV7y6jvAwPzOO/plg7nQ2w0PkvwIVaZ6kJgJn/hSdm2HhNCWHntTyMzMzNMTU0xPT3N5OTkqV4dERERkSMKIVDNztJ98km6Tz1Fd98+il7/4EHKZ56hPHQodvVwNT19ytbXJMliMLwOjJuBjCisXXyTwST9N1JIEoyxmLSe1ybx4dbGEvQxgGUIeU4YnyC0xvtFdYJzsYiOcyx0O/zUrvuVzjsLKY0vIiJy9gghxAyVmRnc3BzV3Fzsz87235p07TbV4cMxnXz4MNX0dD9w7hYWFod73cJCf9y32zGNOWJ6b2/Ht6/rN7nrGhNiA/cGZ+Ob48EYrHOkvopvXntXf5ZR2pTCJhAg9RUmBJxNcMZS2Vjrgq+X16/RoP/2eP1Gilms9aD3mYH6zYSl4WPTf6MlDsepvQzJTvB8+MlvnbR03kiV0BYRERE53RljyCYnySYnmXjZy47pO8E5yjrx3jlwkLn9T7MwPUNndp5iISbWq4V5/Mws1cw0bmYGNzPTL3Xli6IuORP7lCWmKmOjU1WJrSpsVWJd1X9VdvC3Q/0QcCqc9iUrREREROQ5M8aQ1G9S8YIXDH3WK1HcLeuGWiuHLR1UDlc6ysrRrRzdcrH/9Gybx5+ZZ3qhG9/yDYGF+Tad2TmKuQW68/OUCwtUC+34NkL9drTpdshcSaOK1c32quxs1NN6VRxmvmKiWKBZFZgQyHzFeNFmvGzXVeg6bAgxsBwCSXDkLlbbsho2hLrKkDPLwklevgLaIiIiIidY5Tx7Ds5xcK7D4YUuh+a7HF7oDgwXS6YXHJrvcHihoFsuTdAONCzJpvjq9VTdHQfrfb9UR+ZjCY/Uu4GuivVaBl+3e1E3Hho8Y6mlmVoahqFqAfCO4AM4R2oCGZCZQGqgGSrGyw7NsqjbC6jbAKlLinRcBV++7/h3tgiAq6AzA+1p6MzGuimzVqwfs9dPzsI66kVERJ5FCIH5bkm7cKRJrGbrwGyHg3MdSudx3uPqvvexX5SOhaJkoVuxUFTM1/3hzjHfLen0g9AxUL3ScOHcszXJc5wasWuuhSawdvjTxBpaWUozT2hmCY00odkfT2lmg9MTmqmt+4ZmmtBIDY3EkKcJNklIkjSmtV2JwZHYQGIN1qQkNsGa2OaPreuHj/1YAjoxsa05G+JnJtSNJnsf20Mqi9jeUpaT5BkmS7FJXTF5t0tSFSRVSZomZI2cNLH9UtyUZUwr1el7EwaqvakcIQxWi+P6bbMF54eqfYpVpAxUdQMQfL+qm/qEghCYabfhV37jZBxUYNQC2tVJbiJTRERE5AiKyjG9UPDU9AJ7Dy+wb3qBvYfn6/4CB2bbzHZKDs51+P8dmKVyqyudsZQxMN7IaKQJaWJIbayjNrVmxYT2sw7nMTGep0ld12jsWnnKORNNJls5S6vTbmYpY3nsGtnJafdgZmaGu6YU0D6b3fWbv8KLN02xbk2LsUajrvPRUSzMUszPUpRVnOZi6a2FbsF8p2Cu8CxUgQVvWQgpczSYDznzNJgnZz7kJATGTGywaoyClqloWU/LOMYST9PCWApjaayfeKyR0kphzDgaJjZiFgLMeUvbWfIkIU8MM5XhYGEpnSPxJSmOlPgwmpr6QbR+GI2NdsVhUzcx2ashONaM3GtQva4jmrru5t4FGeqXd62N9TonFlM39GYA4x0meOac5aDL6XiLxS82Xmwt1iTYxJKYWD90YhYbOk7qvrUGCySJGWoI2QaHdS4+hGcZNk1IgscFWKig7Wz/VeTEGmwS6wTtNehm6+21drF9ndjFzettS2YNrTQ2xvZ0mTHjUlIb67nO6wwyQ/387Ou6oKuC4OpGjRuN2HaOseADvtsmFPPxYbx+jRqTEGzssMlAlb1xoFeVaKj3ewj1sKswxSy+WGDa5cyGBhhDaiCzMdsxCRXGdbGurOv6tv1GpHvDsasbNO7VB87APgESX2CrdjwzkgRj6zpXTVJX/1w3etx7Dbz+7tJxzGJD1sYYTJLGqqF8SVJ1YmNz9foYm5BYyOtG+TrOUHjDmgzW5oHKZsyEPDaYWZ+j8ffqM9iEfrtnEAgEJhJYY91wddW9xhV7o/0RQy9i0m88z3tKH0iJgZyuDyyUEIp5ku4MnaJkujAUwWIsOJswH3LmQspct2K+chTeUHlDiaUkqRtRX6yLvf4hvA90gqHtLYRAhsNhWCCnIiHtX9fE4boRwhQf68XHkwaHC9AJljLYOA1PQmyMfT5kTIcGOY51pk0rFLFKgXi19htvNNQN2WFILFgTSGJz5VgAm8VzgsUGE+sm6BcbVzT1eN0QfEgaGJth8KTG1VWEZXHeUMXzJE1xWOYqKBysS0rWpg5PQpeMIhi63lB66HoLBMYoSY1ngZwOCUkIpFRx3wRPFQwdbyhIKGyON7ZupLDqV3dQOfA+4K3F2TQ28B5ifrkLYWB4sUuMJzO+bqAw3n8zHAGYCznzIevfv9ohZc7H9rGaxtEwFY3gwMAcTebJ+/utF1zsN2kbwvA9u3c/x/fP116d/dT38cXh3v09/l//i3XFL23CMyz+BsbiTcIzrsHTrsm4Kdho52jiKEjiuRxSSixVgCrExmwrEiqTUpEwHzJmQoNuGG5LwmE4HJoc9k18vY69dWmTUZ5m4cEER4NqsTPLh9ebBbaYQ6ylHav2JzBuCiboMm66TJiScbr9bswUjFHS6vUpyEydXnd1N8gs3ptYZanrI+o1nti/aa5Qn/wZYuYkh3BPrzP2Wdz83nfxT1+8jvHJtbRaYzERaqrYYq7xrJ+a4gUbN9JYfx5MbYY150JzEhoTLHtCg5h70J6GhUMw/wzt6QM8sf8gjx84zKGZOdLuLHk1T2bNYsMSaUKWJGRpQrPRYHxinPHxNbTWTGIaE8STMuZsxNZNY8MZVV0Ze+EcndLTKV3MpXKODE8DR8PGhHMjVDSsA2Pp2BZl0iRvNGk0W2R5hk3zxVZRXUXozhN8rFi/n4Dpt4wKS7JTVh4mvp7RLgNtB43EMJ7H5bTLUDdQYkiTFRpDONpvHONvn5DvPh+/7R34qm4Ft4rDvorDrlwcDo6QNPD5eP29CtOb17t+a7u93K2+sPiHbXh8hc+OeX4ga0DahKwZSyj1GxHqrdPym3NY0lpvL4m52BiKp/RQVCG2/0IgMZDYgB1sAIPFh4R+3/caExhoVCDE7/sQmC1hvgw4H8d9GGg4hMWHwKo3b+GpugtU3W5suRpL5XzdsE2Fc1XdcI7BBaiCicOYgeH4hyWxJj7o2ZjgrUKsN6qVWsYzy1hmGc8TGllKkiQxuJTE7/WCTUneIM3y2Nq2r+I8eSM+9ISSzHiyvEnaaOGSHJ/keB/qHG+Hcy7mfLveuMcHj3Oh7vu4X/xALrnzi8sIPm6v87SrQKcKtF2gXUGnCnRcoFMR+y72Cwe2PiLzJcxVkBhoJfFBtArxeFQBqjpR6QNkvQdNG8iT+MCZ2Xgse8d/8XSMY5kJNGygkQQaJpDbOJ6amGg1BNaknokkYJe2sdJLaNoUkzexaRYfMIInMb7fenovmJCa+rw0g8PEhDvx3LX18nt9Q9yupo3tGg1eUosNSVGf2zB4FfYfjBevmIFpi/NWHrre0HGx33XgywJfdfE2x+djsXGngWN9pC6EeOx9CHVdaznepnFde41FLevHdekN9z8DfDBD2+mDoReC8fWDqKc3z+J0X0+3MLDP43DaG7cMHIOAxcSSCIklSbI4repifYm1FmvjNZallswXZL5LhidLEzLjyKoOuIJ5l9IJlmYCzSQQMFTBUvkQz1kXG85yPnZdB0+XKc+UKbZ+4Gw7w7RLmXEJMy5l2uXMhAbTLqvH02UPBs+mQcW5SZt1ScHapGRtWrHOdllrO6ylzVqzwDrTZm1SsTZ1rMscU5lnTQbjmaFhPCYs+Zvjynj/7rWKHiyUBioLnV7r7fV69ltsL+IwrNBq+dI0wyqFMPD3ZEn/SAnzpb/VPUEPCDKyfuE7L4Q9rRU+WXNifmDpqXjmvdUrclrKKRmnqEOtpt/vpSUWh20/GJXWAcQ2+alcdZGz3hranGPmaVD1A/5J/axlTcz4Gadg3HQZqzONY8C46AeOYxC5pEm5PCg9NF4u+ywxxxHgXdL46HO2Yr3Rq5Rki+lw6McJT1uDQfylzwkrxRqP9pkFmDlpqzpSAe1PFq/hk99ZKbE7qMsUf8tG85e8wMyy0cwyRbtuWdyQBI8ltsJZBss+Jtnj1/J4WMuBoUTzRN0dizaG+f5F3DIlnbqUSDeGtI5xOUndLf3jXdRdPBHSOhXey9E9msUcxV7u4PCw7ycsjr6cweU1ezeYOunRywVeHF+cnuAxgMPi6t9yA781vF6LbVkffXh4Owz0fzcGVX2cayCwFJb1V5o2OP/Kn/c+cxjKkFASO1fnife2Lx6XOeDgMe3Xwf3b27bFaWFo2uD+OtZ5A/NH3AfD++jYz4Njnff5YYDxuns+rZSNC/HYj6qlQa3jDHKdISx+VdeGnB3OYY5NZobNZqbuT7PZzHCumWOSDlOmzfeZA5xvprGDifEj3TLOdnoB76x31dy3mBk7h5lkjI7JyHBkoSLxntQ7kuDIfBVLQwZPE0fLQiuxjOcZY3lOK8toZTnjecpYljCWWsYSgysLFtod2t0O7W5BpyxpVxUd52n7QNdDJ0CbhC6WDgkdm9ExOYVN++nWsdCl6cvY4JJJmfAd1lbz5N7VJeNsLFloLJWxOJMMpGCpU8R1hqdZHA6mX65voGGlOhO0V1zY2n6KLgyVgo3L6jXaNOYLptwCTVcMpPHjb/Qae/LGDAUXnVkcDiamY+O8tt8glOs1EIXpP3/4unRuy5c0Qokxi0FJ39/exUalwsDv9Lavvz/qcWcSOiaWGj3HzbLGt/HGUppYGrE09aOrYbEtgLrXG++ngU2o4xCxdKShl2m9NB09+JzBks+WqMt6TPgu474bt9nYxQa36mPuQ++40F+SN8PbOjhtcL7FTON6zUz9mRkMAtfzDny/t78Hz6NlzzRHmr/uO1M/1xhLI1QkOOZNo19yOA2ONLiB3xgOTg/uv3hOWgoyCo69qh8HlM86V/07IbCGggYVoR4fDwXjvst4KGkFR8PEQg5piKV5TQh1IZnF0ve9xo+bwdGoSkgSXJqTmkDDl7HktQ+xcEeoSwnbNDbC1ss0N3G/WWtp1r/pTbwvuPp6GcMxYSoqEg6bnIKkLmARCwaZOr3gTf90I9QFVLxfPPa94iJ+4NwZyjDoFwaiXwq6Ptz9QguhLnQyVMgBSIJn3BekeGaSFjO2RYqP92QcWfDkxAJ5wRg6pDhjabqChi/w9K6HhMokJHgaeLJQkVUFNji6SYPCZrE6s+D7b41Y7zBVGatHIAxUydArBBH3kzWxxHbp43HwWU5lU1yIz/9jvkvLlZAYnLW08IzjwRjKJKVrUkqb4ANMlAs0qg5Yi7cJodc38S2ZgI3luYBQLz8QA6Zh4FzqnUyD5xYETJLGUhwhxPt5XcVD8LG6hn7BmN5y44mNNTDpu0y5Lm2b80wyRmVsfSw8WYhxjzTE/WJdSeJiOymJL2mUXca786RFl+AqQunwzmF9YKJcYKJqY7yP21T/bOZiXdGNqoz3/ABZGKgCpHfLXdLvTz/G6xagDPE67z0xJ2MtkrFxkvE12LExkvFx0rqfjI1jx8fqz8dIxydIBsb7/fE1JJNrScYnSFsNkkZKkiWxYIgxsbCHTWKBjl6/H/wOdZB5oE+oC/0NTLMDyxhazkCJ68FCjxhoroE0j9+vulB2oGwv7sDVBojNEeY94mcDyzqmz06wmRn4vamTs2zAhMFij6epXgvob3rDW3l6/ByKJKObZHRMRtdkOGIC4nAyTmVWV3pqqbHQZbM7zFQ1jwvx1aSyviGXZnA43gy79vhyjluhoBlKslBRmoSCmDjuJ9REznKNUNYZUINJ7qiXeLYEJkKHsVDUD7yxYYaE2CBDUjfMYAf79at/SagzQcJiqV7qhzFnFh/i0vrxrGsz2ianbXMWbE5lYkaGqxOqlYnZN1X9IBCnWao6g6MkiXnb5tgDo7auM6uXOTSUYRSWT0vCQCZTndBphpIGZeyHxX6DiubAeIqLiRpgPBS0QheHpWNyCAzsq7gfU1z8m21sP2MnPnAmFCal/wxZ6/2JDNCfp3cf7Y1XxISvw7JgGyyYfOBhbmnmk8HbxQftmGlmh48JMbjQ6w9O6yf+V3E8TrQsVDRCSR4q8rBYZ/Hiq6L1K6ShHg71tRAWj3Hvc9N/rXvxvOhdN/35evP2l+n7yzKBOkQRBpYfBr63uIxlyxoYhwAmZvq5+ppwZvGY9IZ7wRdXL7EfLDG2ftgy/cZYekGCxfMs/h3uTQvEh5eGryhsStdkGAJpcPF6D7Gzwfev+9RXrC/nWFvN44GKhIYvGa86TLg2Y1WHNa7DRGizJnQYLzqMVW3Gig7NoktuPTaNm0uaYScmSdZMkU2tJT9nLfk560g3bCLbeAH5hnPI168lmxjD+BIwMWGb5LFv7MCbP0s6DCRpLNlh636SxkR5L4E98EZYrNM6viUELP5Gkg/UHXyERPtzYZK4XjaJ62nTxUT+Mst/a2ZmlqmLLj9pLaDL6auXxj904ADj1uLabXyng2u3Cc6Rb9hAtn49Ns8xK71tKSdMr+7Lfr+uGzN4T9Jsxqo8Qug3RGuzDJOmsVvyINx7vDxaFUVhsJ7Nwd93jlBVse89xtpY3UYddOwPGzO0/BACbm6Ocnoam2XYRgOb59i6GhI5Pt4H5roleWJXXe3UQrfk6dk27cItVpHS62Pii0bENyNjhoPpNwoHMJan5GlC5eObh608pVWvg/OBLLGxGhsReVYhBEJZLjYkXvdXM461mDSN1fR0OrhOB193rm5s0bVjQ+b9bn5+WVfNzz9vDZHbZjMGxsfHSet+r7ONBqGKbxQm4+Oka9aQrFlDOjFBMjaGbTbj35K6EUvb6xqN+Hex/htj87z/98bm+eL0LDvr0y69dN7JSuOPVPT0D//kDsa8p7N3L9XMDEmrBdZSHTpEcfAgviw51C7Zu/dpnnz8KZ6aaXOw65irKrwrqKqKqnK4ymPTjDzPOaeRsXksZ+u5k1z4/S9k44teTL5hA+nERD8RF7yHOlEVnOsntlynQzkzw+yhGaYPzzI3O8fszDwLCx2aqWWikdJo5OR5Rt7IyZoNGnVdmDab6CfITJJA3Q8QqyNpd/BFSV51ScqSonJ0y6rfmivOYZzDuArjHLgK7xzexYRfMGaxjrAkie/X2yR+lsQ+1pIkCUliMdaSpAmtOrFSGst8iJ+3MotNEgpjKYKlMJZu5ekeOkxx6BCuKKgqh2k0sGsmCcZQzM1TdTp1KRBIzeJr6L0SErG0yUAplV4VFYFYJrLOyRysusLXN8/y8GFcp0syPo5pjcXGpYi5+oMlBGCx5EW/69UzZ+MUYxfrrbMxlVUnuOK69T63xsbMKxvrH8ysJbWQJYbEmP5bALb+vjWxDkFrenX2mbqeA7OYI2ht/Rtx/XvHrv9KeEzpQR3sMfU+M7Y+vv1cd4N3jtDt4rpdfLeL6xb9/WboBbyAfuCJfn2HvWHjff2HrlvXtZdgbH1+pnVdg72cTO/JQsyp997jKheDh4F+Lp+Bft/WB76fDvYe4xy+qs/fqor1zVYVY64g8S7+fpoOXysDOZa9Y0RdJ+Li+MDxyzKSZpPgPeXBg5TT09A/18LQcCiK+o/wLH5h8Y+x73T6x6v/G/GkXWz8ICw2jNCbNvTwVfedTXBpirMpIU1jfZT1eWJ75xCx2pbFk3iFqn4G+94vPvwNPgg+W/8In/XOyaX70pflUOLDZBlJq7Xiw6LJc9I1a7B5ji/LfgIqVNXiH/wVEgeL0zw2H9iHS66X/voNDPfua4vXrh36zpH6gfp+VAdQMYbKWAoPBfFhKVZ/Eftps0naamKtIZQVoSzwZQllBVWJL8tlD3y9wjHU9yFrIH2WBE7vb06vW6lqIELoP/T3AhBDw72/WQPT+gGDo32ndz4v/W4Iy86LZcNLz52BfW0bjaHOpGn/2hi8VgaDFtn69eTr18e/ZQP7oxfoeLb1WemzflCm3e4nxnuBtKXD1fw81fQ01fQ05fQ01eHDLBw8SLn3AL4oiGVMDvJsb+SYNKWxeTPN88+nef75NDZvJlu/vr996bp1ZGvXkk5Nka2bIl27lnRi4uxICE+cvFcRZTTYLCObnCRbt+5Ur8pZy5j4zHC08KAxhqT+O/2sy3q231tyb3uuYUljDOmaNaRrTlA1NQLEkrOTreMrwDXWyNjaODkNsabKoxBZFWNMDLTmp0dVPsH7oYB3tULge2j63NwR51s2bWGhn1naS8+XB1f35vyJYtJ0KNDdf3ZzMaYXZ1rynFI/8yVjYyQTE8ufs9M0Pmc3GlSzs7j5eZJWi2RiIgbtJyYIVUU1M4MviuFnrd5z1kB/2bTBGEwv47oXjxnMWB6I0fR/Y2Dczc9z+OmnT+r+HamAtjGGbN26oyZ2zwMufv5WCYDNz/PviYicKr6qCEWhEk9y1gsh4ObnKQ4coDhwgPLAAbpPPUXniSfoPPEE3brfeeIJuk89RagqOnv20Nmz59h/xBjSyckY5F67NiZeW62hjKCk2Vw2bWlmUT/jaUkG4dJSj7bRiOmstWtjgnRpRt6SEpEyWu644w5+67d+i71793LxxRdz++23c9VVV60475e//GX+2T/7Z8umP/bYY7zsZS/rj3/mM5/hV3/1V/nOd77Di1/8Yn7jN36Df/Ev/sVJ2wYREREZfcZa0omJWJD0BAsh4NvtZw1++24Xm8VMt2p+Hjc7SzU3RzU7i2+3YyHBgVLovtOJhQd7470S7N1uv0R7qKrhdakqXFXh5udXvR3V9PQJ2R+n0sJJXv5IBbRFROTUsmkKqf50iBhj+gnxsRe96Kjz+qqiu2/fsiB3eegQ5TPPUD7zDMXBg/2S4NX0dCz9HUJ/vLN79/OzYcdiSQn8I5bWWBo4P0KQfOH0r/1u5N13333cdNNN3HHHHVx55ZX8/u//PldffTXf+ta3eOELX3jE7/393//90Cui5557bn/461//Ojt27OA//+f/zL/4F/+Cz33uc7zlLW/ha1/7GpdddtlJ3R4RERGRlRhjYunmsTEYSLc8H4Jz8a3mJYHuXnVd9N+Ct4tvny95c7xfxdfCAtXcXCzNPcAXBW5uDt/tkk5OkoyPx7dK5+Zwc3NUc3PYNCWdnBwqFb70zduV3sYNg29+V9Vit+St4cHxwRLng2/SJuPjdPIcPv7xk7a/R6oObdWtKCIiImcD1+nEak4OH+5Xd+JmZ1esImWo7sIVpvWGQ1UtVqO2Que7XarDh5clnE+2BeCnQem8k+iyyy7jVa96FXfeeWd/2kUXXcQ111zDzp07l83fK6F96NAh1q5du+Iyd+zYwczMDF/4whf60378x3+cdevWce+99x7TeimNLyIiInJmUh3aIiIiImeZXj21jY0bn9ff7VWlMlSXeq+tgcHhwYbjjlBSY6WSHCstc3ZuDq655nndzrNJURQ8/PDD/NIv/dLQ9O3bt/Pggw8e9bs/+IM/SKfT4eUvfzm/8iu/MlQNyde//nXe9773Dc3/Yz/2Y9x+++1HXF6326Xb7fbHZ2ZUf7qIiIiIrJ4C2iIiIiICLFal8nzKFdQ8qQ4cOIBzjo1LMkc2btzIvn37VvzO5s2b+cQnPsG2bdvodrv8t//233j961/Pl7/8ZX74h38YgH379q1qmQA7d+7kAx/4wHPcIhERERE52ymgLSIiIiJyhlvaoGcI4YiNfP7AD/wAP/ADP9Afv/zyy9mzZw//5b/8l35Ae7XLBLjlllu4+eab++MzMzNs2bJlVdshIiIiImKP50t33HEHF154Ic1mk23btvHVr371mL73F3/xF6Rpyj/5J//keH5WRERERERWYcOGDSRJsqzk9P79+5eVsD6a1772tXz729/uj2/atGnVy2w0GkxOTg51IiIiIiKrteqAdq+V9FtvvZVHHnmEq666iquvvprdu3cf9XvT09Ncd911vP71rz/ulRURERERkWOX5znbtm1j165dQ9N37drFFVdccczLeeSRR9i8eXN//PLLL1+2zC996UurWqaIiIiIyPFYdZUjH/nIR7j++uu54YYbALj99tv5sz/7M+68884VW0nv+dmf/Vne+ta3kiQJ//2///fjXmERERERETl2N998M9deey2XXnopl19+OZ/4xCfYvXs3N954IxCrAnniiSf4gz/4AyCm71/0ohdx8cUXUxQFf/iHf8hnPvMZPvOZz/SX+d73vpcf/uEf5kMf+hBvfvOb+R//43/w53/+53zta187JdsoIiIiImePVQW0j7eV9P/6X/8r3/nOd/jDP/xDPvjBDz7r76gFdBERERGRE2PHjh0cPHiQ2267jb1793LJJZdw//33s3XrVgD27t079LZlURT84i/+Ik888QStVouLL76YP/3TP+UnfuIn+vNcccUVfPrTn+ZXfuVX+NVf/VVe/OIXc99993HZZZc979snIiIiImeXVQW0j6eV9G9/+9v80i/9El/96ldJ02P7ObWALiIiIiJy4rzrXe/iXe9614qf3XPPPUPj/+E//Af+w3/4D8+6zJ/6qZ/ip37qp07E6omIiIiIHLPjahTyWFs0d87x1re+lQ984AO89KUvPebl33LLLUxPT/e7PXv2HM9qioiIiIiIiIiIiMgZZFUltFfbSvrs7CwPPfQQjzzyCD/3cz8HgPeeEAJpmvKlL32J173udcu+12g0aDQaq1k1ERERERERERERETnDraqE9mpbSZ+cnOSb3/wmjz76aL+78cYb+YEf+AEeffRR1bEnIiIiIiIiIiIiIsdsVSW0YXWtpFtrueSSS4a+/4IXvIBms7lsuoiIiIiIiIiIiIjI0aw6oL3aVtJFRERERERERERERE4EE0IIp3olns3MzAxTU1NMT08zOTl5qldHRERERE4QpfPOXjr2IiIiImemk53OW1Ud2iIiIiIiIiIiIiIip4oC2iIiIiIiIiIiIiIyEhTQFhEREREREREREZGRoIC2iIiIiIiIiIiIiIwEBbRFREREREREREREZCQooC0iIiIiIiIiIiIiI0EBbREREREREREREREZCQpoi4iIiIiIiIiIiMhIUEBbREREREREREREREaCAtoiIiIiIiIiIiIiMhIU0BYRERERERERERGRkaCAtoiIiIiIiIiIiIiMBAW0RURERERERERERGQkKKAtIiIiIiIiIiIiIiNBAW0RERERERERERERGQkKaIuIiIiIiIiIiIjISFBAW0RERERERERERERGggLaIiIiIiIiIiIiIjISFNAWERERETnD3XHHHVx44YU0m022bdvGV7/61SPO+9nPfpYf/dEf5dxzz2VycpLLL7+cP/uzPxua55577sEYs6zrdDone1NERERE5CyngLaIiIiIyBnsvvvu46abbuLWW2/lkUce4aqrruLqq69m9+7dK87/wAMP8KM/+qPcf//9PPzww/yzf/bP+Mmf/EkeeeSRofkmJyfZu3fvUNdsNp+PTRIRERGRs5gJIYRTvRLPZmZmhqmpKaanp5mcnDzVqyMiIiIiJ4jSeSffZZddxqte9SruvPPO/rSLLrqIa665hp07dx7TMi6++GJ27NjBr/3arwGxhPZNN93E4cOHj3u9dOxFREREzkwnO513XCW0T/QriyIiIiIicuIVRcHDDz/M9u3bh6Zv376dBx988JiW4b1ndnaW9evXD02fm5tj69atXHDBBbzpTW9aVoJ7qW63y8zMzFAnIiIiIrJaqw5on6xXFkVERERE5MQ6cOAAzjk2btw4NH3jxo3s27fvmJbx27/928zPz/OWt7ylP+1lL3sZ99xzD5///Oe59957aTabXHnllXz7298+4nJ27tzJ1NRUv9uyZcvxbZSIiIiInNVWXeXIyXhl8dnodUQRERGRM5PSeSfXk08+yfnnn8+DDz7I5Zdf3p/+G7/xG/y3//bf+Lu/+7ujfv/ee+/lhhtu4H/8j//BG97whiPO573nVa96FT/8wz/Mxz72sRXn6Xa7dLvd/vjMzAxbtmzRsRcRERE5w5zsNH66mpl7ryz+0i/90tD0E/HK4qCVErsiIiIiIrI6GzZsIEmSZaWx9+/fv6zU9lL33Xcf119/PX/8x3981GA2gLWWV7/61Uctod1oNGg0Gse+8iIiIiIiK1hVlSMn65XFpfQ6ooiIiIjIc5fnOdu2bWPXrl1D03ft2sUVV1xxxO/de++9vP3tb+f//X//X974xjc+6++EEHj00UfZvHnzc15nEREREZGjOa5GIY0xQ+MhhGXTVnLvvffyn/7Tf+K+++7jBS94wRHnu+WWW5ienu53e/bsOZ7VFBERERE56918883cdddd3H333Tz22GO8733vY/fu3dx4441ATHtfd911/fnvvfderrvuOn77t3+b1772tezbt499+/YxPT3dn+cDH/gAf/Znf8Z3v/tdHn30Ua6//noeffTR/jJFRERERE6WVVU58ny9sqjXEUVERERETowdO3Zw8OBBbrvtNvbu3csll1zC/fffz9atWwHYu3fvUAPvv//7v09VVbz73e/m3e9+d3/62972Nu655x4ADh8+zM/8zM+wb98+pqam+MEf/EEeeOABXvOa1zyv2yYiIiIiZ5/jahRy27Zt3HHHHf1pL3/5y3nzm998xEYh7733Xt75zndy7733cs0116x6JdVYkIiIiMiZSem8s5eOvYiIiMiZ6bRqFBLiK4vXXnstl156KZdffjmf+MQnlr2y+MQTT/AHf/AHwOIrix/96Ef7rywCtFotpqamTuCmiIiIiIiIiIiIiMiZbNUB7ZPxyqKIiIiIiIiIiIiIyLNZdZUjp4JeRxQRERE5Mymdd/bSsRcRERE5M53sdJ494UsUERERERERERERETkJFNAWERERERERERERkZGggLaIiIiIiIiIiIiIjAQFtEVERERERERERERkJCigLSIiIiIiIiIiIiIjQQFtERERERERERERERkJCmiLiIiIiIiIiIiIyEhQQFtERERERERERERERoIC2iIiIiIiIiIiIiIyEhTQFhEREREREREREZGRoIC2iIiIiIiIiIiIiIwEBbRFREREREREREREZCQooC0iIiIiIiIiIiIiI0EBbREREREREREREREZCQpoi4iIiIiIiIiIiMhIUEBbREREREREREREREaCAtoiIiIiIiIiIiIiMhIU0BYRERERERERERGRkaCAtoiIiIiIiIiIiIiMBAW0RURERERERERERGQkKKAtIiIiIiIiIiIiIiPhuALad9xxBxdeeCHNZpNt27bx1a9+9ajzf+UrX2Hbtm00m02+7/u+j9/7vd87rpUVEREREZHVOxnp98985jO8/OUvp9Fo8PKXv5zPfe5zJ2v1RURERET6Vh3Qvu+++7jpppu49dZbeeSRR7jqqqu4+uqr2b1794rzf+973+MnfuInuOqqq3jkkUf45V/+Zd7znvfwmc985jmvvIiIiIiIHN3JSL9//etfZ8eOHVx77bX89V//Nddeey1vectb+N//+38/X5slIiIiImcpE0IIq/nCZZddxqte9SruvPPO/rSLLrqIa665hp07dy6b/z/+x//I5z//eR577LH+tBtvvJG//uu/5utf//ox/ebMzAxTU1NMT08zOTm5mtUVERERkdOY0nkn38lIv+/YsYOZmRm+8IUv9Of58R//cdatW8e99957TOulYy8iIiJyZjrZ6bxVldAuioKHH36Y7du3D03fvn07Dz744Irf+frXv75s/h/7sR/joYceoizLFb/T7XaZmZkZ6kREREREZHVOVvr9SPMcaZmgNL6IiIiInBirCmgfOHAA5xwbN24cmr5x40b27du34nf27du34vxVVXHgwIEVv7Nz506mpqb63ZYtW1azmiIiIiIiwslLvx9pniMtE5TGFxEREZET47gahTTGDI2HEJZNe7b5V5rec8sttzA9Pd3v9uzZczyrKSIiIiIinJz0+2qXqTS+iIiIiJwI6Wpm3rBhA0mSLCt5sX///mUlNHo2bdq04vxpmnLOOees+J1Go0Gj0VjNqomIiIiIyBInK/1+pHmOtExQGl9EREREToxVldDO85xt27axa9euoem7du3iiiuuWPE7l19++bL5v/SlL3HppZeSZdkqV1dERERERI7VyUq/H2meIy1TREREROREWXWVIzfffDN33XUXd999N4899hjve9/72L17NzfeeCMQXyW87rrr+vPfeOON/OM//iM333wzjz32GHfffTef/OQn+cVf/MUTtxUiIiIiIrKik5F+f+9738uXvvQlPvShD/F3f/d3fOhDH+LP//zPuemmm57vzRMRERGRs8yqqhwB2LFjBwcPHuS2225j7969XHLJJdx///1s3boVgL1797J79+7+/BdeeCH3338/73vf+/jd3/1dzjvvPD72sY/xL//lvzzm3+zV2aeW0EVERETOLL30XS+9JyfeyUi/X3HFFXz605/mV37lV/jVX/1VXvziF3Pfffdx2WWXHfN6KY0vIiIicmY62Wl8E0bg6eHxxx9XK+giIiIiZ7DvfOc7fN/3fd+pXg15HimNLyIiInJmO1lp/JEIaHvvefLJJ1mzZs1RW06X1ZuZmWHLli3s2bOHycnJU706cox03EaPjtno0TEbTTpuo2d6epoXvvCFHDp0iLVr157q1ZHnkdL4J4/uhaNJx2306JiNHh2z0aTjNnpOdhp/1VWOnArWWi644IJTvRpntMnJSd0URpCO2+jRMRs9OmajScdt9Fi76qZdZMQpjX/y6V44mnTcRo+O2ejRMRtNOm6j52Sl8fXkICIiIiIiIiIiIiIjQQFtERERERERERERERkJCmif5RqNBr/+679Oo9E41asiq6DjNnp0zEaPjtlo0nEbPTpmIieerqvRpOM2enTMRo+O2WjScRs9J/uYjUSjkCIiIiIiIiIiIiIiKqEtIiIiIiIiIiIiIiNBAW0RERERERERERERGQkKaIuIiIiIiIiIiIjISFBAW0RERERERERERERGggLaIiIiIiIiIiIiIjISFNA+A+3cuZNXv/rVrFmzhhe84AVcc801/P3f//3QPCEE/tN/+k+cd955tFot/uk//af87d/+7dA83W6Xn//5n2fDhg2Mj4/zz//5P+fxxx9/PjflrHEsx+ztb387xpih7rWvfe3QPDpmz68777yTV7ziFUxOTjI5Ocnll1/OF77whf7nus5OP892zHSdnf527tyJMYabbrqpP03X2ultpWOma01k9ZTGHz1K448mpfFHj9L4o09p/NFzqtP4Cmifgb7yla/w7ne/m7/8y79k165dVFXF9u3bmZ+f78/z4Q9/mI985CP8zu/8Dt/4xjfYtGkTP/qjP8rs7Gx/nptuuonPfe5zfPrTn+ZrX/sac3NzvOlNb8I5dyo264x2LMcM4Md//MfZu3dvv7v//vuHPtcxe35dcMEF/OZv/iYPPfQQDz30EK973et485vf3P8jq+vs9PNsxwx0nZ3OvvGNb/CJT3yCV7ziFUPTda2dvo50zEDXmshqKY0/epTGH01K448epfFHm9L4o+e0SOMHOePt378/AOErX/lKCCEE733YtGlT+M3f/M3+PJ1OJ0xNTYXf+73fCyGEcPjw4ZBlWfj0pz/dn+eJJ54I1trwxS9+8fndgLPQ0mMWQghve9vbwpvf/OYjfkfH7PSwbt26cNddd+k6GyG9YxaCrrPT2ezsbHjJS14Sdu3aFX7kR34kvPe97w0h6G/a6exIxywEXWsiJ4LS+KNHafzRpTT+6FEafzQojT96Tpc0vkponwWmp6cBWL9+PQDf+9732LdvH9u3b+/P02g0+JEf+REefPBBAB5++GHKshya57zzzuOSSy7pzyMnz9Jj1vPlL3+ZF7zgBbz0pS/l3/27f8f+/fv7n+mYnVrOOT796U8zPz/P5ZdfrutsBCw9Zj26zk5P7373u3njG9/IG97whqHputZOX0c6Zj261kSeG6XxR4/S+KNHafzRozT+aFEaf/ScLmn89PhWX0ZFCIGbb76ZH/qhH+KSSy4BYN++fQBs3LhxaN6NGzfyj//4j/158jxn3bp1y+bpfV9OjpWOGcDVV1/NT//0T7N161a+973v8au/+qu87nWv4+GHH6bRaOiYnSLf/OY3ufzyy+l0OkxMTPC5z32Ol7/85f2bsa6z08+RjhnoOjtdffrTn+av/uqv+MY3vrHsM/1NOz0d7ZiBrjWR50pp/NGjNP5oURp/9CiNP3qUxh89p1MaXwHtM9zP/dzP8Td/8zd87WtfW/aZMWZoPISwbNpSxzKPPDdHOmY7duzoD19yySVceumlbN26lT/90z/l//l//p8jLk/H7OT6gR/4AR599FEOHz7MZz7zGd72trfxla98pf+5rrPTz5GO2ctf/nJdZ6ehPXv28N73vpcvfelLNJvNI86na+30cSzHTNeayHOjNP7oURp/tCiNP3qUxh8tSuOPntMtja8qR85gP//zP8/nP/95/tf/+l9ccMEF/embNm0CWJb7sX///n7u16ZNmyiKgkOHDh1xHjnxjnTMVrJ582a2bt3Kt7/9bUDH7FTJ85zv//7v59JLL2Xnzp288pWv5KMf/aius9PYkY7ZSnSdnXoPP/ww+/fvZ9u2baRpSpqmfOUrX+FjH/sYaZr297uutdPHsx2zlRp80bUmcuyUxh89SuOPHqXxR4/S+KNFafzRc7ql8RXQPgOFEPi5n/s5PvvZz/I//+f/5MILLxz6/MILL2TTpk3s2rWrP60oCr7yla9wxRVXALBt2zayLBuaZ+/evfyf//N/+vPIifNsx2wlBw8eZM+ePWzevBnQMTtdhBDodru6zkZI75itRNfZqff617+eb37zmzz66KP97tJLL+Xf/Jt/w6OPPsr3fd/36Vo7zTzbMUuSZNl3dK2JPDul8UeP0vhnDqXxR4/S+Kc3pfFHz2mXxl9VE5IyEv79v//3YWpqKnz5y18Oe/fu7XcLCwv9eX7zN38zTE1Nhc9+9rPhm9/8ZvjX//pfh82bN4eZmZn+PDfeeGO44IILwp//+Z+Hv/qrvwqve93rwitf+cpQVdWp2Kwz2rMds9nZ2fALv/AL4cEHHwzf+973wv/6X/8rXH755eH888/XMTuFbrnllvDAAw+E733ve+Fv/uZvwi//8i8Ha2340pe+FELQdXY6Otox03U2Opa2pq1r7fQ3eMx0rYkcH6XxR4/S+KNJafzRozT+mUFp/NFzKtP4CmifgYAVu//6X/9rfx7vffj1X//1sGnTptBoNMIP//APh29+85tDy2m32+Hnfu7nwvr160Or1QpvetObwu7du5/nrTk7PNsxW1hYCNu3bw/nnntuyLIsvPCFLwxve9vblh0PHbPn1zvf+c6wdevWkOd5OPfcc8PrX//6fkI3BF1np6OjHTNdZ6NjaWJX19rpb/CY6VoTOT5K448epfFHk9L4o0dp/DOD0vij51Sm8U0IIayuTLeIiIiIiIiIiIiIyPNPdWiLiIiIiIiIiIiIyEhQQFtERERERERERERERoIC2iIiIiIiIiIiIiIyEhTQFhEREREREREREZGRkJ7qFTgW3nuefPJJ1qxZgzHmVK+OiIiIiJwgIQRmZ2c577zzsFZlLc4mSuOLiIiInJlOdhp/JALaTz75JFu2bDnVqyEiIiIiJ8mePXu44IILTvVqyPNIaXwRERGRM9vJSuOPREB7zZo1QNwJk5OTp3htREREROREmZmZYcuWLf30npw9lMYXEREROTOd7DT+cQW077jjDn7rt36LvXv3cvHFF3P77bdz1VVXHXH+T33qU3z4wx/m29/+NlNTU/z4j/84/+W//BfOOeecY/q93iuIk5OTSuyKiIiInIFU5cTZR2l8ERERkTPbyUrjr7oSk/vuu4+bbrqJW2+9lUceeYSrrrqKq6++mt27d684/9e+9jWuu+46rr/+ev72b/+WP/7jP+Yb3/gGN9xww3NeeRERERERERERERE5e6w6oP2Rj3yE66+/nhtuuIGLLrqI22+/nS1btnDnnXeuOP9f/uVf8qIXvYj3vOc9XHjhhfzQD/0QP/uzP8tDDz30nFdeRERERERERERERM4eqwpoF0XBww8/zPbt24emb9++nQcffHDF71xxxRU8/vjj3H///YQQeOqpp/iTP/kT3vjGNx7xd7rdLjMzM0OdiIiIiIiIiIiIiJzdVhXQPnDgAM45Nm7cODR948aN7Nu3b8XvXHHFFXzqU59ix44d5HnOpk2bWLt2LR//+MeP+Ds7d+5kamqq36n1cxERERERERERERFZdZUjsLxC7xDCESv5/ta3vsV73vMefu3Xfo2HH36YL37xi3zve9/jxhtvPOLyb7nlFqanp/vdnj17jmc1RUREREREREREROQMkq5m5g0bNpAkybLS2Pv3719Wartn586dXHnllbz//e8H4BWveAXj4+NcddVVfPCDH2Tz5s3LvtNoNGg0GqtZNRERERERERERERE5w62qhHae52zbto1du3YNTd+1axdXXHHFit9ZWFjA2uGfSZIEiCW7RURERERERERERESOxaqrHLn55pu56667uPvuu3nsscd43/vex+7du/tViNxyyy1cd911/fl/8id/ks9+9rPceeedfPe73+Uv/uIveM973sNrXvMazjvvvBO3JSIiIiIiIiIiIiJyRltVlSMAO3bs4ODBg9x2223s3buXSy65hPvvv5+tW7cCsHfvXnbv3t2f/+1vfzuzs7P8zu/8Dr/wC7/A2rVred3rXseHPvShE7cVIiIiIiIiIiIiInLGM2EE6v2YmZlhamqK6elpJicnT/XqiIiIiMgJonTe2UvHXkREROTMdLLTeauuckRERERERERERERE5FRQQFtERERERERERERERoIC2iIiIiIiIiIiIiIyEhTQFhEREREREREREZGRoIC2iIiIiIiIiIiIiIwEBbRFREREREREREREZCQooC0iIiIiIiIiIiIiI0EBbREREREREREREREZCQpoi4iIiIiIiIiIiMhIUEBbREREREREREREREaCAtoiIiIiIiIiIiIiMhIU0BYRERERERERERGRkaCAtoiIiIjIGe6OO+7gwgsvpNlssm3bNr761a8ecd63v/3tGGOWdRdffHF/nnvuuWfFeTqdzvOxOSIiIiJyFlNAW0RERETkDHbfffdx0003ceutt/LII49w1VVXcfXVV7N79+4V5//oRz/K3r17+92ePXtYv349P/3TPz003+Tk5NB8e/fupdlsPh+bJCIiIiJnMQW0RURERETOYB/5yEe4/vrrueGGG7jooou4/fbb2bJlC3feeeeK809NTbFp06Z+99BDD3Ho0CHe8Y53DM1njBmab9OmTc/H5oiIiIjIWU4BbRERERGRM1RRFDz88MNs3759aPr27dt58MEHj2kZn/zkJ3nDG97A1q1bh6bPzc2xdetWLrjgAt70pjfxyCOPHHU53W6XmZmZoU5EREREZLUU0BYREREROUMdOHAA5xwbN24cmr5x40b27dv3rN/fu3cvX/jCF7jhhhuGpr/sZS/jnnvu4fOf/zz33nsvzWaTK6+8km9/+9tHXNbOnTuZmprqd1u2bDm+jRIRERGRs5oC2iIiIiIiZzhjzNB4CGHZtJXcc889rF27lmuuuWZo+mtf+1r+7b/9t7zyla/kqquu4o/+6I946Utfysc//vEjLuuWW25henq63+3Zs+e4tkVEREREzm7pqV4BERERERE5OTZs2ECSJMtKY+/fv39Zqe2lQgjcfffdXHvtteR5ftR5rbW8+tWvPmoJ7UajQaPROPaVFxERERFZgUpoi4iIiIicofI8Z9u2bezatWto+q5du7jiiiuO+t2vfOUr/N//+3+5/vrrn/V3Qgg8+uijbN68+Tmtr4iIiIjIs1EJbRERERGRM9jNN9/Mtddey6WXXsrll1/OJz7xCXbv3s2NN94IxKpAnnjiCf7gD/5g6Huf/OQnueyyy7jkkkuWLfMDH/gAr33ta3nJS17CzMwMH/vYx3j00Uf53d/93edlm0RERETk7HVcJbTvuOMOLrzwQprNJtu2beOrX/3qUefvdrvceuutbN26lUajwYtf/GLuvvvu41phERERERE5djt27OD222/ntttu45/8k3/CAw88wP3338/WrVuB2PDj7t27h74zPT3NZz7zmSOWzj58+DA/8zM/w0UXXcT27dt54okneOCBB3jNa15z0rdHRERERM5uJoQQVvOF++67j2uvvZY77riDK6+8kt///d/nrrvu4lvf+hYvfOELV/zOm9/8Zp566ik++MEP8v3f//3s37+fqqqe9TXHnpmZGaamppienmZycnI1qysiIiIipzGl885eOvYiIiIiZ6aTnc5bdUD7sssu41WvehV33nlnf9pFF13ENddcw86dO5fN/8UvfpF/9a/+Fd/97ndZv379ca2kErsiIiIiZyal885eOvYiIiIiZ6aTnc5bVZUjRVHw8MMPs3379qHp27dv58EHH1zxO5///Oe59NJL+fCHP8z555/PS1/6Un7xF3+Rdrt9xN/pdrvMzMwMdSIiIiIiIiIiIiJydltVo5AHDhzAOcfGjRuHpm/cuJF9+/at+J3vfve7fO1rX6PZbPK5z32OAwcO8K53vYtnnnnmiPVo79y5kw984AOrWTUREREREREREREROcMdV6OQxpih8RDCsmk93nuMMXzqU5/iNa95DT/xEz/BRz7yEe65554jltK+5ZZbmJ6e7nd79uw5ntUUERERERERERERkTPIqkpob9iwgSRJlpXG3r9//7JS2z2bN2/m/PPPZ2pqqj/toosuIoTA448/zkte8pJl32k0GjQajdWsmoiIiIiIiIiIiIic4VZVQjvPc7Zt28auXbuGpu/atYsrrrhixe9ceeWVPPnkk8zNzfWn/cM//APWWi644ILjWGURERERERERERERORutusqRm2++mbvuuou7776bxx57jPe9733s3r2bG2+8EYjVhVx33XX9+d/61rdyzjnn8I53vINvfetbPPDAA7z//e/nne98J61W68RtiYiIiIiIiIiIiIic0VZV5QjAjh07OHjwILfddht79+7lkksu4f7772fr1q0A7N27l927d/fnn5iYYNeuXfz8z/88l156Keeccw5vectb+OAHP3jitkJEREREREREREREzngmhBBO9Uo8m5mZGaamppienmZycvJUr46IiIjIacN5jzVmqIFu72Pyrjdppca7vQ90K0enrOiUjk4xMFzGYecDIUBgST8EAiwZXkxShgCd0nF4oct8t8SHgK/n9SHgfVyW94H2/Bwfuu71SuedhZTGFxERETl9eR+ovMf5QOVi31pDnljyNMHa+IxRVvH5oZElZEmsDOSZQ4fZcM76k5bOW3UJbREREZGzkfOedlHRLhwLRUm7DgC3C0e7qOiUFUXlKZyL/Sr2u5XrDw9PWxwvnKNbumXfXzbfCtN8CCTWMNnKMQZm2yWl80fcDmPAYPCnS5mGon2q10BERERE5LiEEIO9lQ+UzlNWnsp7SuepXOwXlePAbIf9M23muzGt3uu6ZXyWaJfDzxSVj8sq60Cy87FgyGLf4wPDfR9wIRYaWT5/oKhcvT695fq60MpiwZPeeHWU54mexMZCNYPzWlM/Z5zkNL4C2iIiIjIynF9MgJWVp1NWzHZKZjsFs+2SuW6JNYYssbSLisMLXdqFGypZ0K0cs52S6YUuM+2CmXb8/ly3pFu6fuKzqhN9vQB2UT17ou5UcT5waL57TPP2SloPssbQzBKaeUIzS2lmCY006SdSDXUgvD9s+oFxY6hLiMfxnkaWsG68wXgjxRrT7wbnt8ZQdhb45B+dwJ0hIiIiIrIK852Sp2YWeGq6zVPTC0PDhxa6dErHTLtg7+F5nppu061cP1jt/GlSSOQUiNs+vP3PV6GZkQpo3/Xb/5k3/shlvOQVr8ae88I40TtwZew3xhffrT0eroTOLLRnoBv7oTtPJyTMuZRgU2yWM9Fq0mw2IW9BYwKaa8AmJ2YjRWT0xXfwwa663d1jX74roWxD2YnTkgxsCkka+zaN98PePFkLsiYED8VC7Cc5pPnpc/8KIa5XCHE7jmVeGF7/EOL2lm3AxOUkWewg5hK7YnHbk6zeT11oH477FROPnRnszPB473MM+Aq6c/G7aSPu+84MtKch9HK8DcEYfKDuFnO+iUvB2DpQaBOMscyVgQMLJZWH9eMNJpsppupA2SEUXfAFZGOEsbXxN30FviJUsY+rCL7q75eYrggQHKEqCUmGz8bw+TguG4vrNb0PP/M0PmvhGpP4soNvz+GDx5kUb2PnSCjLirIqqeZnKNszlN5S2YzS1F2wi6UUfKD0UHnicNGlKrqU3lCS0HUhVnVRBdoVdDyxXwU6LtAuPYe6gWc6geI0iSk3Emgl0EqhlVpaeQwAN4wjpyJPoJEYcmvIE0NuPTmeRmrIsyxOMy5OyxLyLCVPU/I8i5/nOQ1TkVcL5KEkTyA38XfzJNTLhdwEMmsonGe6iCUr1uTQSgz1QY/VhNTrHfxi9SCZhWYSaCSQGjCxLAZQ1jMPJEb7w2H5ZytNW8X8M3NtPnk8B0FEREREZAXeB2Y7BU/Pttl3eIGnZupA9fTgcLsOXC8w361O+DpkiSVNLFndnTPR5AWTLSaaGXlqyZJYPUcjTWjVhUp6/fh5r0tIk1gwJLEGaweGj9S3hsRYrIXE2rpgCeRpMrDspP+dWHCFfjWGBkgTS2INqY392FlCCBR14aLCObwPjDVSmllKt3QsFBWpNbQX5njRH73/hO/XnpEKaP/C323kF777FGv5Iy6yT2Hx8aEMU3eWkGSsywLntxznTxi2rEnYMJaS5g2wCTPtkul2wXS7ZKZdMbPQYbpTMlsZZnzOgTDBk2GKQ7SwBAIGz/KgVIuC9Wae9SwwZTq0rGcsgZYpGTMlk7ZkwlZgLYXJKEJCGRKCMYwlntQEFiroVDBmukzRAQJFSCiwlCGhDJZusJTBUpLgsOTG07KOlnE0jceagA/xEdRjYhficAB8MP3pgcXhON/A94LB18MhGLyJ84xbx4akw7hxdeymV0en6Qd5Yh6CiREZTD3NxiPj6sBKfXWY+nhFi5kPxiyd3ptz+AHY1AEZ0xu3dWApzTFJztrUsT4tqbDM+pQKO3xhG7B4klBhfYUNjrkyMFMafFWR+Q4+wJxpsRAaQMCGem+GQNtb5n2CJdA0jkBgzqeUPsEaT0IgxWHxvXc2oK5vtD9cb7Chrnc09Hdb3OJg+sG6OHe9X4InhIAJ8UgRwuI+G9p/ccLweAyiLe5rWy/WEmwKJolnRXDYENffBDAmsBAyDoUmYDg36bDOdvHeEYLHY3EmiX0sHos3lqb1bLBtWqaiHTK6pCR4MhNIrSFNDFWwdEP83UaoaBhHI01pZJaG8eTGY0yM+PWOdwieULkYyDQD54sxi7spxIhh7HuW5hYO6QWekwyfNGJpzLKgcJ6uNxQeusFSeEvXJBQhoUvsFwPrP0aBIXAotDhMi0NhjOnQpCLpn8WD/d7/9V0LS6BhKlqUNKlomZKChMOhRUHCGCU5jgq72AWLMRD3fqj3fuj/ohn4jV5/8eoKy6fXuzDBs5Y260ybCsscOSEYMhyJ8aQQj6NxpLh4TtILkJmj7O3eURxYBzOwjvX1YXtnrrH1eVlfszgSXH0+tmiHNJ5v9T3aG0sI0DvivelDw2HgPrn0MxY/G7xX9ofD8nvoivP17r31uvW2Sk6eBMcauqwxHdbQZcJ0CUAZEpqmYoo2LVOS4UjxpDgyHJOmwxQdJk2HSdPuf7dFSVrPm+HIjKNFyRhF/BtPQZMKawbO9qruTrHzTvUKHK/iVK+AnGrh6e9A82Ux43Wlwil1ZmXozNKdm2Z2ZprZ2dnYzc8zOzfP7EKHhU4H113AtOcghPgGQZZj8yZZlpIZyJOERqtJo9Wk2cjrB7vFrpHVw0n8i7RQxYw0a0x8sDOGJLHD6ewADvqZls75gQxMT/A+pmG8A1/3g8daSz42Qd4aH8gAi5lhwfuB14nr14W9w7mB14yHXiX29Tzx73JuiZleFtLE4NIxfNqikULLxvRkVVU4V8V+gCokkKS0GimtLIOqiy86eGPxSQOfZPgkj3+jfYUJAdMYw+RjmODrrooFjbyD4OJbGyaJmc/WYpI0DhsLwWN683qHtRabNeJf1WIuZkL3M5GT4czm3jKMifu0v59DzLgLrk5nh4Hp9XwhLPb9Ypp7MMOv30YADH9v6W8NDYf6uLmYf9yfDiFrELIxgneEok0wCaExjk0zWpQ0qAhZk5A28FWJL+oCC/3tNwSTUHpD5QOVc1SVo6wclXfYEEiMJwm+fmoE7EBm/MBzwdI3dAY+OFqqub9/XN0mgvP1OU7A1Y8+fmDf+aFX2OPqNFNDM4FWasgszBaBw91A19XLDNTnscdVBaEq+5n0xhqwKcbG88kmCUmSkiQJSZrGYWuw1pL0uoFrNkl60xPSOsiUWEuaJCRJ3Mf9a9pYbIhp3TQ40lCRGk9aB4lKB10HXRfvD2liGMsSrDGLVZHVVQZkJpAnUAUbnyGco1uUFFVFUVZ19WGBcqCEZ8dB25l+9QPtwtGpHM57MhufaatALDhQFxgYPGepz9tY2MFjkyTuF3rPenWAazAwZuIx6nVJHfyy9MbBmjAwHurPQ708+s81llB/burfTkjqdVhcfryvWsLAeP0ZS9el/u2h8Xrd+r9Nf32Wb0uoC1XEfdNK486aKWChgszGAgM+QBXivFV9jgdiYNT3zuvevb7+zNXnbTx/B87j3jS/wrSwuHxXH8fecKDX5shigYT4WFsPD11fiwVkvA8EXxFcFe8vWRNvs8V7U+gVqBm+vyUGchv/ZmTGk9UxjYQQ96sxJDaeD71+ag2pjVVNpPV0Y2z9WF7fb+q/CRBvFCa4+HfDAGkT0ry+hwxWpeFxLuCC71eXUfbqbQ71va8+5xcqmKsMs5Wp+5aZsu7X3ZxbfaGtlnVszCs25iUb84KNWcHGrGR9WtCyjgnr2Nyo2NhwNFPIrCVLTB20hpRAZgKZiVFE03teCL2j1xse6A9OL4EyDM8TfP9vKnX6oR/HYEl/aBpHmD74OcPDR/0rAIN/S5q9+b2Lf4tba6G5hlaxwNrOLATPTOfkPiCNVEB7W/c7/G32Ug6bMb7uL1x5Jk88CRaAg8/t99xRPmuT80TIeYJ1vejJafEwK3JSlad6Bc5gq/k7str5nu9lyQkzxQIJgUO0Tnpg3OKxIdQZCCE+OAQ/8HCymGlie8FePElwJD4OZzhS48iXBI8zXMzU6g17T+Lig2JuHXmoaISKJhVN4xizjqZxNK2jZR25CUzZkvVJyXjiyRJoGE8WShITMInFJgkmMfFBN2tA3sTkrRhsSbOYgWIWsx/6GbN2AlgzUBLfDCcilyY+Ccs/L9owfxCqLoyfA2Nr+8GafqLTpnG9vIdiHlwVg3dJFkv3V12oith3dT/JoTkZ3wjrZ2Au6ceRJdMGPnvO86/w2fHOb47wWbuAez6NnL22/PKfsqnx32PGrqkYM47EBOZ8xlzImKXBbGgwS8wsXpkBWnV3zjH8aoFyU05fMay4mPG+VBi5TON54Jkl057jw+pZI6m7nsBiTvKxVbV19uqFfCHut8HxZ3Osga0VMiFXXNbZECxZaV8cy/45mXqFBZ9vx3qunfx7+DhdNpoZNprZxY44vqk/PfYn6MYk6mlSWGXkneRk1kgFtP+/v/4zdP/mmzz8v/+af3z6IBgbH1yNjSUE2ocw7Wc4XHn202R/cy1P52uZTsfwdY7RhOsw7jqMVx3GqzbNbodWt6LpHGMhMJXnXHDBJja+cDPp+Dgmz2mWXZqdBUKnTbXQZrbd5XCn4lDXcbhwzPuKIpQUeNrOMO8TFmzGQtKID/2+IjOOLMQc/a4zVCahGSryNGGBmFg3JsSSIyaQ2kBu4ivAmQmkdcCgIJYU7ZqUro2Hr18+PfTLqcfbVhjOJe3PV+dmGmsWc0ZNzPzvDZvgwTkWQsIzNGiT1KVe64fzOgdtMRt44OG+/5Aa+s/xcWyxNLGpi4MaE1/DHxzvzTP0JzQMliqoP/MhltatYxJYw0zS4lAyQRoca3ybLLi69GbMaffG4EIsOenqkplNXzBRtbHeU5ACgYnQpRnq6K2twzjG0AwlLV8QsHRN3P9jvkvuK1yIv+FMgkvS+JpGrwS5MdheCYsQCEVJcA7SBJMkUFb4ssRmKUkzx9qkn4w31Ps0mIFEu+3vHzMQILBD6QpTl4I1mDTFpGkMpLiSUFZ1iQeHtXVJf2zchrpkae/MauCY8h2CMRxKmszZPJaa9gGKAlN0+znlxpXQ7dI1CdP5BEWa08CRGQ82wVlL5WJOa4onx4FNKGxGaVMKm1DahIKEkiTmSddZyIGY42uSJG5o77wb6AdCnMcQ930vOHUk/Z0Yr43UBDICGfHV/tzWnQlkriIti1jKwhoaiSVPDMGmdG2OM5ZJ12Wi7DBRthnvLpAajzU+lk6ytv92g8ESDIR6/YK1lCahY5L+NZ7hWWMcmYUuCaWxZCZgvYd2h7DQieeyTQk2ISQJwZpYRAEIxBJDzttYKiax2NxClhPSVrwbVEXdlQRX4qtY2mcuyZlOWmQGWsaTWENlE7y1BBtLLhTdkqJwcVsw/fp0qevIZaBbvK7rabYOKZYlVacbS3mnGaQZZDkkSSzhFcpYIsITr1+b0qhKxjuzNFxFmmXYNCXLE5IEjPf40hNKTygqqEsWJCbE+xvEEl6mLq1jY9A2MQFMCibF2thSc1zN+IqWtQaLwVhIrSFp5qTNFpRd/PRhcA7bXEOSpVB06ypBHKEsyJpN0rExcI7QXsBaSzY+RpJl8a7oPd77WLrM2KGSFy3jyQz4bpdidpb5wtFYv550aorg4vJ9Wcb7SVngiwJjLenEBLbZjAtxri6h4/v9XulA42PJuF4f7wlueN7QG66Xs3RZYcnyB6e7dpvq0CFcp0PSamGyDN9u49ptTBLvfb4olpQKOLLZujsRTJaRjI+Tjo+TrNClExPD43XftlokdWeX9JNWi2TNGvJzzon3Hzl2MzPwbgW0z2azNJkN6+LIMWawjoUuE3SZ8B3GQ5dx36Hl4j3Fh/i3NdRvDPoQ/46UNqE0KaVJKIn9wqSUxH5BSkGCM4vBMxNiesVhcZh6mQx93i+RyPJhiBmGsPiGEiEOO2Mo69/ski5b9tEkwQ39zuBvewwVdXrKjNTjXl8YSOueDkwYTB0vf9ttsN8Lt5sw/BmmPgfqZzZj4tthHTIK0oHnuOG36PrrAPXbRnWmcYiZxSm+/2xT1eWzB98IXLqMZdvGymW2V8pMGCqBW7/FuvR5c7BPoP9k4TEUJqVDRsfEbZ4IHSZDmybl0HIt9Vuy9bOmD72V7+3EXklqgzOLb4n2nu+cMf03SBenLY5XJP3rpDduzPB2BEz/rciKJMYTBiTB0aDqv0U5T04wlmaIb3I1Kcmp4v2FmLbP6/nzUJFRkYe6mrIQ1yiePcQ3NilphYJGKGn6gtxXJMFTmoQKG8+F4OtzYPGo949dgODi/RAbn7ldMDgf91mon8MDvX24WDq9t28Dvefmgc8H56m73udhcLw+RmFwecbig+kfn953BufvbUl/2eYoy+4f394bmwPD9XoOSoMbmt4IcR+XJJQmvoWdhnh9xbe6l8RRlsRdDL03SXvz+v45nNTLiONx7ZOBczx+p/cWau+8j9dKb/m9a9iEMHB8F+8vtj9P/SZ7XXTbGkiS+Jxj6us2vrXE0FuxAA5LZeI5WtXP4K6+dvr70/TG6/1tLJWxOJK6Xz9/Djx3h4GB3pr7OqbTOyx2cL/1CtX0r//4dy0NLu6n+rgkwWODp+ULxnyXcd9l3HVo+ZgemHAdxn2M9034DmOuS8OVsRBxfBQGoCoh2JxkYpx0Ypx0YgOzE1tZmBgnHR8jmVhDMrGGdGINyZpJkjWT2GYzPteHxTeLBt9IGrx7xt4KBTuOWNhjpYIrveH6raT+m0mDcY4l/aXThn53pXmXrPPQOh0jm8R9sHA4VsOZj8WqmZMUZufhnnesbnmrMFIpnPEXv5jNP/iDvOhtzz6vryrKAwfoPvUUbn4+PnA2m8seQE2aDgUEnw++qvCdDsn4+PP+26dC6L3iEMJAUO8ELds53MJCXG4dPDbG4IsC127jFxZwCwv4suwHdW2axmBKPd4fXtpXQEJE5KQKIeCLon+vfrZucL6YCZhBCFTz87i5Oaq5OVzd9Yar2dn+d/p1Spcl1eHDVIcPn/BtMklCtm5dv9ojk2XYZjOmQZpNbKMxPD4wnLRai9Pq4cG+qbe3t+zg6+qnvCedmCA/91ySiYmY8ec91exsTG9MTJBOTODLErewgM3zoeC9SRKquTl8u11XCZAs6xgct73MxRP7N13OXp97uaPbfYZOWdDpLNBemKcsuoylCRNpypqJNaxZu5apDeeydsN6ptZNka+Z6J/bJssIRYGvKvING8jWrRs6N31VxYf5ND76+KLA1fcNNz8f7xfz84SqIoSAc56yTrs2DOA9vtvFFwW21YLxiRiUrMr4nTL2fRkLQ6QTE9ixsVhwo5fR17tue1Wi9aqv6A07VzdE6+m4GMizoX7ID54kS2lMTZFPjGOTgdKqgwUbmk3SNWvivcI5gnP4sqQsq7rASqzzslPG6jgssfCMJcR+iFU9dCtPu4rr1atOYHDYhFjVia+3x9dBlF6afzDt70MYzthmMegxOD0E6rYm6tft6+Gl3+3Na+tSHAbqNijqwjEDmeyLdYIuNmyLsTHA02u3YnCeOlN+cZm9QjjD67DSOgHYRoNs3TqSViv+bet0cJ0OvtslaTZJxsZwnQ7loUOEolj2/BJ389K3gkZU7/yuz8Pe+bi0683bP28GxvvLWTK9d16Hqupff35guHcthqo7MLzk896wc4t/01b42zf4NzCYXqDckBKrtegxvXOYgQJGix+uvI+Gpg+UZg2B4CBUECqDLy2hSuL6O8di4CldOYeiv3wwydFmGJg1TftplKH0Sp4vaxOof84OpAkYTB/0CnQt2c6h9MIKw/3n9CyLaacs66+DbTQwaYrvdnELC/F3evOlKSTJ8NtzvfRefZ/ygVgtozGEEKuw8CEWUhqcd6Xvr7RcADs2RtJqxWqGul18txv/DpVl//wfuvcfZdwYE2NDWdb/2xRWew8YKFg4dD9Z8renn37rHbv6mPWnn4jhXsG+pQWcnm24V71SWeLabQiBdGoKk2UUTz9NeeBAPOaNBqGqFp8RBuI+rt1efFZot6nm51l45pkYG3z6acrHD1AcOBDbHOq/qXXomHaxbTbJN2wgnZyM3Zo1JGvW9IezqSnSdev6aeuVYkzJxARp7zv193rzB+/7zzemrqfa+UC3dHSruqsbr4/VtNRVjdXzLXa+ru7GD00bmtcdbd7Fal96bT8NV3EWWCgqZtoF3gcmWzljjRTnt+B6VcT4QOU9C3MnqjjSykxY9ZXy/JuZmWFqaorp6WkmJydP9eqIiIjIiAkh9B+E3Pz8UFctGe9Pq4NcvXHf+f+3d+9BclT3vcC/55x+zOxT7wcIFIFjGaGyYyRHSA44BiODTQJObFRxLuAyTqIYHITicsBAbEhcgiR2YW4ibIpgynFFUqUEMbcsgkTFCIhILsiSTRLs4hLKkmHXQo99zky/zrl/nO6emX1Iu2JX2l59P1Vd09PT09M9Z7rn16dPn18tb2WeVKv5eD5tcPB0b+ap13BSm53Q2lYkoj6enuhkjybtSxdSQscxBqtVfOqtXzDOOwMxxiciIqJTyRiDuK8P4eHDeUV3+PbbCA8dso/peON0XatN6jolUkHpeivvWEhEykEkHUTKQSzr48nx7ubK7lrJeyiQeU8FjeOJHO01+xxI2/4LwAiJQLkIlQsDYS+ypy3lpTFQaev0WCjEykEsFWJh8wdGSYTH//PpSYvzCtVCm4iIiOhkCCFsC7lSCZg1a1I+Q0eRDXyPHAGEQKyBoBagNlhBWKkgrFTzIapUEFUDRJUK4moVSbVmK8VrVYSDVYSDg9BBABkGkFFoH+O43lVROiANNp1aBV5/L1QQ2MQ7EIj8MhLXgwpqcIMKEuUgdjyIJIEbVuGFNduNEQAtBGLHs61Ytc6D1RNvdNrdTMQkC0REREQ0tQkh4HZ2Ii63on/GPLw9v4a3+6o41FfF2/1VvJ0+5s97K+g71gvZcxTtwSBaohpaogDlqIaWqIZyHKAlqqIlrKEtrKAUh2llb73iV2kNRyfw4zB9Tw2tYRVOGms3VmYDgGM0nDhEueC5PioAHp/E5bNCm4iIiM4YxhjUogTVMLZDFKMaDn9eCSJUG+YbCCK8dWwQbx0bxGAQN936N9JjGJ+oMljA5gcvNU/20mHmpGx+M2Pg6BjKGATKHfG2aNHQ5UH9sd4qQ+rGFhppj5ba9g3piTTbu0Sen8ARNrGom74mHQeJMMC2Tadgg2layxKuZslah3bdIFU9ESu7yiGigkq0RhhrhGmskXWvI4WweV+GPM+62JGNeW2IpoEgSlAJo7TrcNstxmAQ4+dH+nHwyACODNRwbLCGo4MBjg0GONxfw+F+W0l9uL+GSjierI8SaJuDI53zMKethDntJcB3IDwF4XsQngPhuRC+g9hRcJWE50hApTmZlIRSAp7rwPcVSp6C7yr4OoZTHYRKIrglH67nwjMJnDiCqyObxysOoZIYMomhw9Dmkcu69dFJmuNOAzAwwoGRrm1wEoX1IU4fkxgQrp0vrMIEFZjE2JxcGvb1LLdSQ5do2d2ottua7O7Mepc1gO0O2K5fDB1GgDboj0Lgn74/4WWfKVaF9uBRgLcjEhERFV6i9QiVwTqtDK5Ps5XMCSpBY4VzNiTNzxsrqvP3NVdM16LkxCs3CRwl4TvSBq+OgufYx+y5fZTwHYWZrT7mtJfR4qXJn5v6gE37e8VI00Q+vxQCrpJwlISjBByZjksBR0motJPPOLGJydpLLtpLHtrLLlo8B2GsUQljuEqi7DlwZJqeyJi8n9Cs38fOsofOFg++o/Jl5yfNeV+6NtAe6Xlfby86WaF9Rvs///su/OrZc9Hqu2gruWgr+fA8DzXhoaIVDvUM4O2eAfQNVjBQGURloIKBaoDBIMJgpDEYAwPawYDx0I8SBuCjalwEcKCg4SNGSUQoIU7HE/hSw5cGJaFRkgYlx8AXGj4SKKVsUiPlwMQhoBMI14dJ72KwJ4+JTZaeJlcysImaDARgNGJt0B8r9CcKrTLCDBnYPqyNhBIaLSKGJzW0cJCkg5EK7a5Ahy+h0tt2bV7eGEmcII4jxHGc9nWpbUIuIxEnCXQSIdFAbABlDNpkjFYZo00lKEmN0NjEl57roOR5gHQQGokQCqGRAARKyiamr8QClUTaC1RCpAmWRd43sD32pAm70+cwgBAmPy5BKgjHsye6OoE0SZrw2UC6PoTr24TEcQihI4g4hJESQnm2L9WoAsSRTfYtFYxQEGlCLKOE7dc8sX0KmziBNundIg0XM4yQ9qQ9Ce2Ju5AwfhuEW4KbJo2O48R+t0YgthnI0wRqtoJAQKfJooVNDGkSJBqIEoPYwI6n33tsBJLsEXYcBjYxm9F2kLafWCmE7YddAFLa42ZJarhCoy/xcEzbzGWe0DYhudBQaXe/9jZwAWPscVkDaQVEDF8BLZ6y2xZGiBKNKE0s3+oKtHgSRxIPXaEPBxozZAAlDAaNixgSJcSQ0OiJHfQlLjpkiNmyCgmNWKdJBWGTu8VoTLIo09fs8yxJXD0pGWCMgEbaP7pw8gSBJu0nW+eP9jusaIXQCPiI4YsEiQFCbROph3DgCoM2lUAJgRocxFD2AqoEXCngKcAVGi40DIAIClIItDhA2QFalEFJNiTOTH/X2Qo3pUsb2uVzehwQDf9rArph3L6uDTAQCwwmtp90V9kEkzUo1BKJIP39yPS9QSJQ0wK19LGqJapaoaIVqlohMLLhuz05NlGh/V3miTiFgQsNKQwikyXCFNBGYIYMMEfVIGEQQULCwBdJehwFPGlgTNKQ4Fzkx0KTJq9zhUabiNAuI7S5BiUpUE2AwVgAJoEwCaSQEI4LmVaOZUkQs8SGKk2AKE26X6bJA7NknlmSRJFW5MOkyRulhFTSjqfHIaVt8niZHr/qSRAltLF9pWeJLhNIJAZ5csrEZNOF/a3GCZIoQmJMmjRR1ZMoGoNEo+G4YKfHUPny0vydABriq3TZ6SGkvu8Mey0bz163fbnrhpSSjQk1s1ST+Xh6fHJhjz3OKI8uEjjpvuQIDW0EarC5HFoRoSzihn3HNG2TjwRtIoSHuJ7o0zQkGE23rZ5kNE3oaerTAjg4qltwzJTyJJeHTQuOmpZ3tC8AgIsYc8Qg5qIfc8UA5okBzBUN443TVQUzUIOIE+DokJ6bvRabrDFLEKm1fZz6PTyPXUNX/2mhjcxBXtPcN8kNzAtVof3bG+/DlfMGsWROG+Z2lFENI9TCGL5fglcqwfNL8EplLJg9E+eefRacWWcDnWcB5U77Y0piQMdAHAKDR6H738axw2/j0OEjePtYD97uGcDhgSoOD4boq8V5sJolbik5Am2+Qpsn0eIptJZLaOuchda2drQqjTbHoLXkobVcguuX4Ho+HGEgGz87iQAdI4liBHGMIIwRRDHCOIGREhBO2uekYxOpxAF0FNqkFklsA0PXh3DsIL10XAAyqtqDtFe2r5kYIo4gdAiZRBBJaAcY+4ehJISQkNI+CmEP9jZwFHkACSkBtwy0zrYtWwaPAtVewPHsc7dkX08zydcTJqSHMa2RpMkXlBBwhKkHAtmBb7QdPZ1Ha22DBmMgHA8otdsWNsEAENXsuOMBjl8fXB+AqB9U8qtNDWWRl0tcX5emjzeINVBLDGqRRi3WqIUxjNF5ll2VHuxVNkibYEcJQEl7II6zYDf9Q8sP3OnVxDgMEIcBIq0RG3tC5EgBJQWchivqoh4T5hUa9ef1wGv4axj9vaKeOGLk5TZXkgxfrgBU+rt0fQi3ZAO5JIBIYkA5EMqxv2nppFcTs+QPsv4I0fBaYxKJhvnDis2eaxKbOdcd0rJxrJRX/81IB6j1AQNHgCRMswcrm5XXGNvaK0iHsAKYBFobhBoIE9j9N6whiDRC5SMQPsK8hWaCIG1BEcQaYWITLWkIuK4HR0m4JoSThGkGdAeukii5Nsv0oHYQJRpOXIGTBHClTUCjYCClgALyIE4Jm4RGCUBDYlBL1BJps2YLA4UYjo6glAPlt0C5bvoeGyhIKdDmAG2OXU7jb2HkcVOfr+F1G3TZ/7c8oEqfJ+mhocUxaHfsiXCQCAQaCLT9ZZWVQVnZR0cAgzHQF2cnhfWTDgNjg8N0n8qCxcSYNIO7/U48qZEYgWpiA+dqIhAkyAN5JWxQlFXO2fVuSEqVbQuQPjf5o02YYY8RsbYntjpdl9ikwSscJELBJDFMHNgKkOx3mJ8d1c+SDIDIyLRywbZmdYWBJ+2jDdRtGdnWshFEEtngXggImQWCNnu9zjPFyzzLfJYgxxidPiIPIPP3GFOf19hqC51+F5GW+Yl7DIFYi7QiQKTrLhAYe9IVaFkfNyp/XjPqHZ+QTQQHCcoiRllEKCN9FFE6LUZZJPl4q4yxUA3iLDWAdhnCFwl8pJViIoEvYvhIx5WB75fgl8rwdQAvHoCK0mOITtI+pp2GjOUOoBUQGDv0a6C7oeI3b3FaP1luriBumCc35Fg6UmZzY5qzs2fBtx4SoQ5t0ZWvxxjWbSyKfTclTYD/9ZNzgZ+Wh0yN0iHTkg5zTu5Dhv4cT8+1LSKi08rGiWg+Jh7n7/pt3YK39TuvOKQpahrVtwKAjwiLxVGcK45hjhjATFHBLFQwU1QwWwxirhjAHAxgjhjEHDGADtTGftPW8b6rsDIRq39yhLD1F1Laus6RSMfWf0hp6zUyXouN26MR+ggXsrm+pvFxpPOMkSgDoOedbd9xFKpCe7d+F3YfLQNHTzRnCAevY6H4EeZiAO0iQASJCAqxUQjg4LBpxRG0IkGWJbwtHU5WQ7Zx1NLBktBwkMBJL2EEcNLPze4rPh73BK8PDfYBoJoOjbLLJOP5M2q8VlaFxJH8ul52ZSwbH/ndwn7nTd+NpdLvQzVc1qlX7RiY9KqnvYKZ51dPX9c2S3F+jbHOQ4ISIvgiRgmxHUcMKQyqxkUFHqrGRRVuvubN/+X1rUkgEcBJr2FPNoFht52fUif6JzvR6yP95uokNNpRQ5sIbKuXBj5idIoaPMSoGRc1OKjBtqqSMOneYqCQXiXOrxAnUGmLC92wVA8JfMSIIVGFCwmDFoTwkCBOy7JNBGhDgBgKIRQC4yCEgwDOCZ8HcEf4Tbef4Pt5pzoneflEp5+fHq9tS6w4H7eVzSHKSCubkQ7CTmtBOGT6CPOn82bTWtLXHTGGPqIzBkCcDkQ0oZbVDqJXzEZVehiUPgJRj499E2GWHsDsZACtie2r0o8DlHSCMmxLv7KSKGmDFgDtLT7a21rgC8AzMRIN1LRBpDVCDQRhgEp/P4JqDZHjIFQKYZSglmhEjo+oVLZJTU0Mkd2RkLa4TBv9WVlTOjRc8E8v+AKAMAatSQ2tSYCK8tGnWgBtu/nREKhKD5FwoIROYxwDKQ0qqoR+pwyTXsBWRte79tHN4wq2RbXQGogTSAM4ngOtHFSFi6p0URUuAuHANTE8HSOWEjVl4yNXx3BNDDdN6BRI20q3RYcoGXt+oYVouOiJIdF31pd/vbWgSb8H21BB5F9VU0tEIQCZXQMTw14zov5aHppL+1nCGAhT/45h0HQ+IvLWsdnb7MU1k9hGACptYRZDIRYSjtFQwsBJu1JCduFa1FuZaq2bzjwc2K6TnLzRgIECbMMWo/Nl2ejUXti3DZckkkTbW7KNAZRtc6p1Ag2JSDoIpYO2pIb2pAppDCKlEAubECyRMm8dnz1mjQtMoqFjjQgSgeMhERJKJ1AQcJVtgFI1ElWhMCMexOyoDwkU+t0WGAOUkwBKJ4iETTjWHldRTgIMqhJ63VYYYRtJSBgonUDqJO8XVpmkua9Yk7axzH4oaeEYIG8RLAWgZFqWOitTA5FePZcmQSkO4SQJQmnjcGk0nCTOzwe0oxA4HrSyLcsdkUBLhcRRSKRCLFXDuaiBJxLoNLlZIF3UpIdA1M+1m89QGhobNJzsNp8/ivx4oBvebEz9dy9gUE5ClHQACIFEKrhI4COCZ2L4SQxpkrQxhYCnI3hJBE/HcJMIfhzBTyJ4SQhfR/BNDFfHcHQMVydwTAJkDRPSfdUIuywjRH5OXW+0kLXQtYnfskYPiRCIhYKGsPuETvJuxPqcFvS4bfa3bxIYCATCRew4NgGcUkB6LVyI9Dcp0nFpHyPhoCJ9VKSPmusjUC5KcQg/CYHEIIFtlAFlG3HZdbPHHyNkQ6vjIS2ODaDz1uDIt9nYWx9glGMbcOTvz84b7XZD2uWorMV3ut0SaRdr0FDGDHme1kUY+xq0hojTpabTsoZuQqd5SbIBxp7DCp3vTwKmqYcsme0LWWOebMimZftJ2tBH5o0J6vMIbZeR7WtSGDvI9L2oHzezVuixtK3GE2GPjfa5Te7X+HosFKTR8HQMA6CmfARySJ2VTCs6pUTo+Kg6PhLpQKWN4aRs6BZHwN7ZBwBhCF0ZtMfUUgmOUkBo88l0RoNoS7sVi7VBR1jBnOoxlCr99f+EdPuTeIS2Gdl+a4A+A/Qa4P8ZwOmcAX/BAnjzF8JbsAD+ggUoLZgPf84suLNmwps5A246OC1lu54ybfyWVSJHgW1oaXRDYxVVH5cKTQ1KRmpkMpZp2Y+ksdGIVM0NT3SSVlgbW4GtXFuZ3TSPBqKqbRwoVX2aSZorsSdCXx/w0OTVZQhjpn4b+CwD+h995Dr8XLWguzwT/W4L/CSCq2NoaXewWDoIpINDqhM1caKK4rpOXcHspB8z4wF0hgPoDAZRjmr1QNUgzezpIHA81BwfNeWh5nqoOj6q0kdVeKgIDxXhIxbDK3BPxDeRDZqBNBi2f5jC1A909l+xfgBHGlQ23j5iYDOU0uTwTAQPMQSQ34YUQyFBekvVGGVBbnqjERxjK/gdYytpBWBv3RMyvzUpP3/KTxyaTyCyaWboa/w9TLrsZNAzMTzE8Bqeu2ng6ZrEBqfG3pKVpNl/o/R2YQ8xXCSIhUIgXChotJgArrG3isYmCyLsESHJTrLSfV43TBMASiaEZ+I8cMtuC9VCQss0u3Ea3EqjoYVERfioSC+/QJD/nkTj70sMeW3035fIbgWEDTCywLgq/WHzecbWEgZy+LFbGntRcCgbUKZ996aBaHbxI9umUNgToJKJUNIRfBPBM1G+Ldn3YC/S2ZOvbCttYFpff4H01sX0RDk7cZXpejSeyGUnc056ax60PZnWpvHiXb3io/E0yjE6r1yIRD14zLJFZ5cZsxMWG6TL/D+h8dgiG7clfQQAmQXCefCb3rKZ3f6cBkuy8fW0rBxjg31HJ5DGpM/tSZXUxv7O09+6l8Rwje3/Lfv9u4l93UtPyLwkzk/IMkYDcWRjMog0FpT1mEs4LmSpBFEqQ/plyFIZstwCWS5DllogW1qhyi1QZR9O2YUqt0C0dkK2dkCVPKiSC8f3IH0XqiWdv6UNsqUV0nXTu4jS/uhMw5Cv4PBya2qNrGOgNgAE/ekdQ2XbAsIr2wDXJPWW0fmdQ8nwu1IaW0GMdHcLRmmF3RjsNrWiNs3jQqYnHQ0B99BAdliYaIbMM8Z1a9qu5iC9r78fnfPOmrQM6DR1ZTH+m//3/8KvVBAeOoSkUgHKZcR+GeXWFnhtrVDlMlRLi91fy2U47e2Q7okafYyPsbUxo/Yxq8MQ8cCAfT3rM1LY7iPy52mFY/440uckCXQQ5P1MCqUApWx/lFLabjOSBCa23WkgSaDj2FYClMuQrmv7p4xjOO3tNtHtGNZ/1O02WYVvYj/PGEjfr/eJmVbYmGSEJu1DP2vICXO2Ldn7hz1PB6EUhOPUHxvGpeM0fZ8mSRAPDNj19Dy7rmp8517GGPv9ag3peSf8zkz6/Qilxv39jml9tIau1Zp/Rw39ko57WUFgv59yedj66jC0v5P09wbY7UsqFZuI2HWby2GM65D/ThrLOCvnKEJSq8HEsf2+Haf+G0+HbL8WjgMThtANg4mi+vjQ10Ybj+Pmzxg6niT132t2p2r22Lj9Qwbpus3PR5kPQL7e2aOQsr6vKwUTRYj7+my/tCN/qXZfj6L6srL9MP1vNlrbbYoi6PRR+j6cjg5Iz3aRZLK+cBv6xJWlElS5DJMk9vONOeE2NU1Pv4fjzQulYMIQ8eCgLeMh391xv8/G6ULYcg2CYfPm6w/A6eyE8v18GxuPC/n3dpxj82i/5fz30jCeHc+QJFDt7XA7O22Zam3LKy2Lpu9/yLE0r4bLYzPU+yxufMzeY0x+vIbW9WN347Ib1n3ocTabz2lvh2prs902ZftMuu+rtjaocrnpvyz/XxFi5OOzUvVyU2pM3/FE0mGI6OhRhIcPIzxyBNGRI4h6exGnQ9Tbi7inJ58W9fQgOnwYQVeXPR6Og3BdeLNnw50zB97s2fDmzGkal+n/sXAcOG1tUK2tUG1tcNJH1dqa79dOZye8OXNO6jhfJFmcN1kxfqEqtHt7e9He1oagqwtRTw/cWbOgymWEhw8j+OUvEf7ylwi6u1Ht/iUOdh9B1+E+vN07gEoc21v7lYJSDnxHYVbZtZ25d5TR0tEO/+yz0bZ0KUqLFkGWSpC+Xx882/9bUq0iOnbMBj+ui3hgALUDBxAcOtT0h1WrBqj29qJ6rNf2bycdJMpe6RJKwXeden+ZrgPPUZDucf4wGgKKpj+1xj+39M9ZSAmnowPC8xAePYbw6FHAdSFKJQjfhyyXAd9un5HSBhhRDDgO4Lgw6UEo6h9A1NMDbQyE50HHCaL+PsSDFXu1c8jVz8aDVvaTEkiTQWUtTGBv54+NQJTenm+vkpl6lU52XEe99YPKKlfSc3Rt6t0CNFYmaK0RhBFqgR2CIEIt7VtVa42yEigpgZIEfAmIILAH73IZ3oxOSL8Eg3qrD2kMPAn4ws7vibShScNBvakvDwgkQsA4DhKpoJUDoxSUUnAdBdf34LWUoZRCUq3ChCFUaytkuWzLtVazgXm53HRCg+wPqOE7bvqTSMdluQx//nyo1lYblFareUCQnQyEx47Zg3ccQ7a0pJVAZQjPQxJGMGGIJAyRBAFMw5+mMYCOQiTVKpIgtIFaGpQhDRaMrs+f9YGX9bWaJBoDicFAnF6BTitUjDEIE6A/MYg04AkDXxh40PDS12NtYBwH2nGhlYvEcRDFGmG1higMIWW9qxxIW+EbCttXbNmxf8IVIxHBThNSoqKBqrF9ynppn7Weo+AJAyeJ4EmBUmsLSr4LRydwTYKWmTPQOnMGnCiA6OuBXy6hff48lNpaIZWEDgLEPT1IBgfhdHbC6eyErtUQ9/VBKGX3vYYThibpxarG8hxaxkIpewJfLtv9PgjsyX12Up8FQg1BUR7MCYG4vx9xby+M1vWTmCzQa7iynwdCIwRMOgzz9RdS5kFL/luQCtJRkOlydbqP6SCASRK4M2fajNJBgN7eAUgpUPZt1ytITzKSKEItjFBLgNAAba5Ci2u7Rsr2N9H4XTVOG2F8pPmHvd4YrA0ZF0PmOd44gLziIXvMTqBUdqKWnlzkgfKQE4zsON54Ugtj6sf87KRlyP8A0vIYGlxCiDQxR1hfbnoilScTyX6GcWxPrAYG4HR2wp01C0JKGyhmx45aLa9Q0VF03BPL7D/RxLH9LK0R9fQg7u216+C69j+oUqkPg4NNvzFjjE1CMjiIeHBweHOLSSCUsvtWa+uwwRlh2mjTh01LK+Ome+B6MiY72KWpi2VPREREp5oxBnFPD2pdXQiyobsbQVcXal1diA4ftpXkhw8jOnLEXmyfYMJxoMplJLUaoHV+oUmWSs3j2QWeES76Hm9cum794lM2rlR+oTGvW8wuhpVKcGfNgtPW9o7OiRvPrftrNSy98UZWaDPYJSIiOnMZY6CDwFZ6p0PcMH68aU3Ts4rzIcN4W2mcLFku29am5XI+nj1mld3C85pfL5XsBc90EJ5nA9O0daLyfSRBgKS/H8YY2yqkXK5fmGps1YN667OhgS6UAtKWQ05nJ9yZM5FUq4h7euyF0CGtprKL72O9LVEoBXfWLNsiJW3BBiHQ39+PGbNmMc6bZJs3b8Zf//Vfo6urCxdeeCEeeOABXHLJJSPO++yzz+LDH/7wsOmvvvoq3vOe9+TPt2/fjrvvvhuvv/46zj//fHzta1/DJz7xiTGvE2N8IiIimuqSSgXhkSN5BXdjZXc2rsMwv6MgP/8YGLDjAwOIBwfzRmFxf/8Id0FOPxUAnwImLc4rVB/aREREdGYSQkCVSvb2+tmzJ3z5Omst/k4rzEeqOG9o1aGrVehqdVj2izPZaUyjc8bYtm0bNmzYgM2bN+ODH/wgvv3tb+Oqq67Cf//3f+Pcc88d9X0/+9nPmk5A5s6dm4+/+OKLWLduHf7iL/4Cn/jEJ/DEE0/guuuuwwsvvIBVq1ZN6vYQERERnSqqpQXllhaUzzlnQpanowjBL39p735Nu/lKajXodEhqNXuXaq1mW1OP1IXSCNN0Q1dOw+7qTac3dffjuvm4rtUQHj2aN5DJG8Vk3dqc4G7upvnScT+KgD17JuQ7GwlbaBMRERFNIqO17bIp61KlWrXPq9X8ua7Vmrr3aZxHp8HssO5d0n54dRDYPjPb2/MuhnS1OnI3O4DtN3FogJsGy1nL6ainB9GxY1ClEtyZMyE8b8TbE0089iyZOooQHT067D2T3XqDgFWrVuGiiy7CQw89lE+74IILcO2112LTpk3D5s9aaB87dgwzZswYcZnr1q1DX18fnnrqqXzalVdeiZkzZ2LLli1jWi/G+ERERETT02THeWyhTURERDSJhJRw0n61z3TGGMR9fU0tOvr6+oDzzjvdqzZthWGIvXv34vbbb2+avnbtWuw5QauZ97///ajVali2bBnuuuuupm5IXnzxRdx2221N83/0ox/FAw88MOrygiBA0JBHoq+vbxxbQkRERERkMTMREREREZ0SQgi4af/c3qxZNjP8JHQhQ3WHDx9GkiSYP39+0/T58+eju7t7xPcsXLgQDz/8MLZv347HH38cS5cuxeWXX47nnnsun6e7u3tcywSATZs2obOzMx/OmaBbd4mIiIjozMIW2kRERERE05wYkrzTGDNsWmbp0qVYunRp/nz16tU4ePAg/uZv/gaXXnrpSS0TAO644w5s3Lgxf97X18dKbSIiIiIat5Nqob1582YsWbIEpVIJK1aswPPPPz+m9/3bv/0bHMfBr/3ar53MxxIRERER0TjMmTMHSqlhLacPHTo0rIX18Vx88cV47bXX8ucLFiwY9zJ930dHR0fTQEREREQ0XuOu0M6ypN95553Yt28fLrnkElx11VU4cODAcd/X29uLG264AZdffvlJrywREREREY2d53lYsWIFdu3a1TR9165dWLNmzZiXs2/fPixcuDB/vnr16mHL3Llz57iWSURERER0Msbd5cg3vvEN3HTTTfjc5z4HAHjggQfw9NNP46GHHhoxS3rmj/7oj/DpT38aSin88z//80mvMBERERERjd3GjRtx/fXXY+XKlVi9ejUefvhhHDhwAOvXrwdguwJ588038d3vfheAje9/5Vd+BRdeeCHCMMT3vvc9bN++Hdu3b8+Xeeutt+LSSy/F/fffj2uuuQbf//738cwzz+CFF144LdtIRERERGeOcVVon2yW9O985zt4/fXX8b3vfQ9/+Zd/ecLPYQZ0IiIiIqKJsW7dOhw5cgT33nsvurq6sHz5cuzYsQOLFy8GAHR1dTXdbRmGIb74xS/izTffRLlcxoUXXogf/OAH+NjHPpbPs2bNGmzduhV33XUX7r77bpx//vnYtm0bVq1adcq3j4iIiIjOLOOq0D6ZLOmvvfYabr/9djz//PNwnLF93KZNm3DPPfeMZ9WIiIiIiGgUn//85/H5z39+xNcee+yxpudf+tKX8KUvfemEy/zkJz+JT37ykxOxekREREREY3ZSSSHHmtE8SRJ8+tOfxj333IN3v/vdY17+HXfcgd7e3nw4ePDgyawmEREREREREREREU0j42qhPd4s6f39/Xj55Zexb98+3HLLLQAArTWMMXAcBzt37sRll1027H2+78P3/fGsGhERERERERERERFNc+NqoT3eLOkdHR145ZVXsH///nxYv349li5div3797OPPSIiIiIiIiIiIiIas3G10AbGlyVdSonly5c3vX/evHkolUrDphMRERERERERERERHc+4K7THmyWdiIiIiIiIiIiIiGgiCGOMOd0rcSJ9fX3o7OxEb28vOjo6TvfqEBEREdEEYZx35mLZExEREU1Pkx3njasPbSIiIiIiIiIiIiKi04UV2kRERERERERERERUCKzQJiIiIiIiIiIiIqJCYIU2ERERERERERERERUCK7SJiIiIiIiIiIiIqBBYoU1EREREREREREREhcAKbSIiIiIiIiIiIiIqBFZoExEREREREREREVEhsEKbiIiIiIiIiIiIiAqBFdpEREREREREREREVAis0CYiIiIiIiIiIiKiQmCFNhEREREREREREREVAiu0iYiIiIiIiIiIiKgQWKFNRERERERERERERIXACm0iIiIiIiIiIiIiKgRWaBMRERERERERERFRIbBCm4iIiIiIiIiIiIgKgRXaRERERERERERERFQIrNAmIiIiIprmNm/ejCVLlqBUKmHFihV4/vnnR5338ccfxxVXXIG5c+eio6MDq1evxtNPP900z2OPPQYhxLChVqtN9qYQERER0RmOFdpERERERNPYtm3bsGHDBtx5553Yt28fLrnkElx11VU4cODAiPM/99xzuOKKK7Bjxw7s3bsXH/7wh/Fbv/Vb2LdvX9N8HR0d6OrqahpKpdKp2CQiIiIiOoMJY4w53StxIn19fejs7ERvby86OjpO9+oQERER0QRhnDf5Vq1ahYsuuggPPfRQPu2CCy7Atddei02bNo1pGRdeeCHWrVuHP//zPwdgW2hv2LABPT09J71eLHsiIiKi6Wmy47yTaqE90bcsEhERERHRxAvDEHv37sXatWubpq9duxZ79uwZ0zK01ujv78esWbOapg8MDGDx4sVYtGgRrr766mEtuIcKggB9fX1NAxERERHReI27QnuyblkkIiIiIqKJdfjwYSRJgvnz5zdNnz9/Prq7u8e0jK9//esYHBzEddddl097z3veg8ceewxPPvkktmzZglKphA9+8IN47bXXRl3Opk2b0NnZmQ/nnHPOyW0UEREREZ3Rxt3lyGTcsngivB2RiIiIaHpinDe53nrrLZx99tnYs2cPVq9enU//2te+hn/4h3/AT3/60+O+f8uWLfjc5z6H73//+/jIRz4y6nxaa1x00UW49NJL8eCDD444TxAECIIgf97X14dzzjmHZU9EREQ0zUx2jO+MZ+bslsXbb7+9afpE3LLYaKRgl4iIiIiIxmfOnDlQSg1rjX3o0KFhrbaH2rZtG2666Sb80z/903ErswFASokPfOADx22h7fs+fN8f+8oTEREREY1gXF2OTNYti0PxdkQiIiIionfO8zysWLECu3btapq+a9curFmzZtT3bdmyBZ/5zGfwj//4j/j4xz9+ws8xxmD//v1YuHDhO15nIiIiIqLjOamkkEKIpufGmGHTRrJlyxZ89atfxbZt2zBv3rxR57vjjjvQ29ubDwcPHjyZ1SQiIiIiOuNt3LgRjzzyCB599FG8+uqruO2223DgwAGsX78egI29b7jhhnz+LVu24IYbbsDXv/51XHzxxeju7kZ3dzd6e3vzee655x48/fTT+J//+R/s378fN910E/bv358vk4iIiIhosoyry5FTdcsib0ckIiIiIpoY69atw5EjR3Dvvfeiq6sLy5cvx44dO7B48WIAQFdXV1OC929/+9uI4xg333wzbr755nz6jTfeiMceewwA0NPTgz/8wz9Ed3c3Ojs78f73vx/PPfccfv3Xf/2UbhsRERERnXlOKinkihUrsHnz5nzasmXLcM0114yaFHLLli347Gc/iy1btuDaa68d90oyWRARERHR9MQ478zFsiciIiKanqZUUkjA3rJ4/fXXY+XKlVi9ejUefvjhYbcsvvnmm/jud78LoH7L4je/+c38lkUAKJfL6OzsnMBNISIiIiIiIiIiIqLpbNwV2pNxyyIRERERERERERER0YmMu8uR04G3IxIRERFNT4zzzlwseyIiIqLpabLjPDnhSyQiIiIiIiIiIiIimgSs0CYiIiIiIiIiIiKiQmCFNhEREREREREREREVAiu0iYiIiIiIiIiIiKgQWKFNRERERERERERERIXACm0iIiIiIiIiIiIiKgRWaBMRERERERERERFRIbBCm4iIiIiIiIiIiIgKgRXaRERERERERERERFQIrNAmIiIiIiIiIiIiokJghTYRERERERERERERFQIrtImIiIiIiIiIiIioEFihTURERERERERERESFwAptIiIiIiIiIiIiIioEVmgTERERERERERERUSGwQpuIiIiIiIiIiIiICoEV2kRERERERERERERUCKzQJiIiIiIiIiIiIqJCYIU2ERERERERERERERUCK7SJiIiIiIiIiIiIqBBYoU1EREREREREREREhXBSFdqbN2/GkiVLUCqVsGLFCjz//PPHnX/37t1YsWIFSqUSzjvvPHzrW986qZUlIiIiIqLxm4z4ffv27Vi2bBl838eyZcvwxBNPTNbqExERERHlxl2hvW3bNmzYsAF33nkn9u3bh0suuQRXXXUVDhw4MOL8b7zxBj72sY/hkksuwb59+/DlL38Zf/Inf4Lt27e/45UnIiIiIqLjm4z4/cUXX8S6detw/fXX48c//jGuv/56XHfddfiP//iPU7VZRERERHSGEsYYM543rFq1ChdddBEeeuihfNoFF1yAa6+9Fps2bRo2/5/92Z/hySefxKuvvppPW79+PX784x/jxRdfHNNn9vX1obOzE729vejo6BjP6hIRERHRFMY4b/JNRvy+bt069PX14amnnsrnufLKKzFz5kxs2bJlTOvFsiciIiKaniY7zhtXC+0wDLF3716sXbu2afratWuxZ8+eEd/z4osvDpv/ox/9KF5++WVEUTTie4IgQF9fX9NARERERETjM1nx+2jzjLZMgDE+EREREU2McVVoHz58GEmSYP78+U3T58+fj+7u7hHf093dPeL8cRzj8OHDI75n06ZN6OzszIdzzjlnPKtJRERERESYvPh9tHlGWybAGJ+IiIiIJsZJJYUUQjQ9N8YMm3ai+UeanrnjjjvQ29ubDwcPHjyZ1SQiIiIiIkxO/D7eZTLGJyIiIqKJ4Ixn5jlz5kApNazlxaFDh4a10MgsWLBgxPkdx8Hs2bNHfI/v+/B9fzyrRkREREREQ0xW/D7aPKMtE2CMT0REREQTY1wttD3Pw4oVK7Br166m6bt27cKaNWtGfM/q1auHzb9z506sXLkSruuOc3WJiIiIiGisJit+H22e0ZZJRERERDRRxt3lyMaNG/HII4/g0UcfxauvvorbbrsNBw4cwPr16wHYWwlvuOGGfP7169fj5z//OTZu3IhXX30Vjz76KP7+7/8eX/ziFyduK4iIiIiIaESTEb/feuut2LlzJ+6//3789Kc/xf33349nnnkGGzZsONWbR0RERERnmHF1OQIA69atw5EjR3Dvvfeiq6sLy5cvx44dO7B48WIAQFdXFw4cOJDPv2TJEuzYsQO33XYb/u7v/g5nnXUWHnzwQfzu7/7umD8z67OPmdCJiIiIppcsvsviPZp4kxG/r1mzBlu3bsVdd92Fu+++G+effz62bduGVatWjXm9GOMTERERTU+THeMLU4Czh1/84hfMgk5EREQ0jb3++us477zzTvdq0CnEGJ+IiIhoepusGL8QFdpaa7z11ltob28/buZ0Gr++vj6cc845OHjwIDo6Ok736tAYsdyKh2VWPCyzYmK5FU9vby/OPfdcHDt2DDNmzDjdq0OnEGP8ycNjYTGx3IqHZVY8LLNiYrkVz2TH+OPucuR0kFJi0aJFp3s1prWOjg4eFAqI5VY8LLPiYZkVE8uteKQcd2oXKjjG+JOPx8JiYrkVD8useFhmxcRyK57JivF55kBEREREREREREREhcAKbSIiIiIiIiIiIiIqBFZon+F838dXvvIV+L5/uleFxoHlVjwss+JhmRUTy614WGZEE4/7VTGx3IqHZVY8LLNiYrkVz2SXWSGSQhIRERERERERERERsYU2ERERERERERERERUCK7SJiIiIiIiIiIiIqBBYoU1EREREREREREREhcAKbSIiIiIiIiIiIiIqBFZoExEREREREREREVEhsEJ7Gtq0aRM+8IEPoL29HfPmzcO1116Ln/3sZ03zGGPw1a9+FWeddRbK5TJ+8zd/E//1X//VNE8QBPjCF76AOXPmoLW1Fb/927+NX/ziF6dyU84YYymzz3zmMxBCNA0XX3xx0zwss1ProYcewnvf+150dHSgo6MDq1evxlNPPZW/zv1s6jlRmXE/m/o2bdoEIQQ2bNiQT+O+NrWNVGbc14jGjzF+8TDGLybG+MXDGL/4GOMXz+mO8VmhPQ3t3r0bN998M/793/8du3btQhzHWLt2LQYHB/N5/uqv/grf+MY38Ld/+7d46aWXsGDBAlxxxRXo7+/P59mwYQOeeOIJbN26FS+88AIGBgZw9dVXI0mS07FZ09pYygwArrzySnR1deXDjh07ml5nmZ1aixYtwn333YeXX34ZL7/8Mi677DJcc801+Z8s97Op50RlBnA/m8peeuklPPzww3jve9/bNJ372tQ1WpkB3NeIxosxfvEwxi8mxvjFwxi/2BjjF8+UiPENTXuHDh0yAMzu3buNMcZorc2CBQvMfffdl89Tq9VMZ2en+da3vmWMMaanp8e4rmu2bt2az/Pmm28aKaX5l3/5l1O7AWegoWVmjDE33nijueaaa0Z9D8tsapg5c6Z55JFHuJ8VSFZmxnA/m8r6+/vNr/7qr5pdu3aZD33oQ+bWW281xvA/bSobrcyM4b5GNBEY4xcPY/ziYoxfPIzxi4ExfvFMlRifLbTPAL29vQCAWbNmAQDeeOMNdHd3Y+3atfk8vu/jQx/6EPbs2QMA2Lt3L6IoaprnrLPOwvLly/N5aPIMLbPMs88+i3nz5uHd7343/uAP/gCHDh3KX2OZnV5JkmDr1q0YHBzE6tWruZ8VwNAyy3A/m5puvvlmfPzjH8dHPvKRpunc16au0cosw32N6J1hjF88jPGLhzF+8TDGLxbG+MUzVWJ85+RWn4rCGIONGzfiN37jN7B8+XIAQHd3NwBg/vz5TfPOnz8fP//5z/N5PM/DzJkzh82TvZ8mx0hlBgBXXXUVPvWpT2Hx4sV44403cPfdd+Oyyy7D3r174fs+y+w0eeWVV7B69WrUajW0tbXhiSeewLJly/KDMfezqWe0MgO4n01VW7duxY9+9CO89NJLw17jf9rUdLwyA7ivEb1TjPGLhzF+sTDGLx7G+MXDGL94plKMzwrtae6WW27BT37yE7zwwgvDXhNCND03xgybNtRY5qF3ZrQyW7duXT6+fPlyrFy5EosXL8YPfvA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" ] @@ -460,12 +447,12 @@ "view_trace(group_a[0], axs=axs)\n", "view_trace(group_b[0], axs=axs)\n", "for ax in axs.flatten():\n", - " ax.set_yscale([0.4, 0.6'" + " ax.set_yscale([0.4, 0.6])" ] }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 15, "id": "79c081ec-a580-4480-8df5-8ada8a585df3", "metadata": {}, "outputs": [ diff --git a/paper/fig_cdf_distinguish_copies_large_run.pdf b/paper/fig_cdf_distinguish_copies_large_run.pdf index fe89e3a3c98891d4dbaf156d023534be9fb45e0b..041a92b199d94f8c41c34d121921e8a8e0b97db4 100644 GIT binary patch delta 2821 zcmeD5>UG=D%2>a5hIg^7ses$}&)QpBSc_g?e08nKRmh2}%roX_Q&MV^;?w|^RSSN6 zueo&R;)_bH1`` z@#l(q)lIvr_uKBho41c=hE4fz=lOSTzu%sJSN%!$ zQvbW<@4mf$`}6I$qSt#JmY)6EzG^+vm<%ZxZ*BeNBq z_YETFMZbSpUw^6bLFc-jy8Ap5hRZeux&HoPd+tfp=ZQ5!S-i&{C7+w}ty*64|M6L3 zC38R4-!zzIck;3C^jF25hHt*x8GYLMa+~CTJBCS|4RWjAR<3_0aYKOl`m+A$^%}Dz zeI7ZVouV5OpS)0r=j@G|HA}dA?LxV>TzJE*rl2=vZxLVRLWzab0&G^h%_zArw3vYcpze~)+qS2tEm2JJ|~h3E2<9i^-a^7 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HcmV?d00001 diff --git a/paper/fig_results_distinguish_copies_large_run.txt b/paper/fig_results_distinguish_copies_large_run.txt index ee6f811..f9a9681 100644 --- a/paper/fig_results_distinguish_copies_large_run.txt +++ b/paper/fig_results_distinguish_copies_large_run.txt @@ -1,12 +1,12 @@ -Results calculated from plots fig_covar_distinguish_copies_large_run.pdf / fig_cdf_distinguish_copies_large_run.pdf on 2025-07-11T13:15:23.061077 +Results calculated from plots fig_covar_distinguish_copies_large_run.pdf / fig_cdf_distinguish_copies_large_run.pdf on 2025-07-11T13:24:24.365583 setting threshold for quantile 0.001 -Baseline threshold set at 0.993585 +Baseline threshold set at 0.995906 Distribution parameters: -Within class: 0.995±0.000416 min: 0.994 max: 0.996 -Cross class: 0.991±0.0015 min: 0.986 max: 0.993 +Within class: 0.997±0.000312 min: 0.996 max: 0.998 +Cross class: 0.993±0.00153 min: 0.988 max: 0.995 Type 1 error (false alarm rate): 0.001000000000 -Type 2 error (missed alarm rate): 0.022203681619 -EER: 0.0 th: 0.9936163308531895 \ No newline at end of file +Type 2 error (missed alarm rate): 0.016860093382 +EER: 0.0 th: 0.9957236470464688 \ No newline at end of file diff --git a/paper/fig_results_patch_0.3mm_large_sample_minmax.txt b/paper/fig_results_patch_0.3mm_large_sample_minmax.txt new file mode 100644 index 0000000..c0291f0 --- /dev/null +++ b/paper/fig_results_patch_0.3mm_large_sample_minmax.txt @@ -0,0 +1,12 @@ +Results calculated from plots fig_covar_patch_0.3mm_large_sample_minmax.pdf / fig_cdf_patch_0.3mm_large_sample_minmax.pdf on 2025-07-11T14:49:22.914903 + +setting threshold for quantile 0.001 +Baseline threshold set at 0.050430 + +Distribution parameters: +Within class: 0.467±0.135 min: -0.0179 max: 0.651 +Cross class: 0.34±0.291 min: -0.454 max: 0.656 + +Type 1 error (false alarm rate): 0.001000000000 +Type 2 error (missed alarm rate): 0.840804073508 +EER: 0.4274782608695652 th: 0.48578685197009863 \ No newline at end of file diff --git a/paper/fig_results_patch_interleave_baseline.txt b/paper/fig_results_patch_interleave_baseline.txt new file mode 100644 index 0000000..1191376 --- /dev/null +++ b/paper/fig_results_patch_interleave_baseline.txt @@ -0,0 +1,12 @@ +Results calculated from plots fig_covar_patch_interleave_baseline.pdf / fig_cdf_patch_interleave_baseline.pdf on 2025-07-11T16:56:05.011425 + +setting threshold for quantile 0.001 +Baseline threshold set at 0.985280 + +Distribution parameters: +Within class: 0.99±0.00143 min: 0.986 max: 0.993 +Cross class: 0.988±0.0014 min: 0.984 max: 0.99 + +Type 1 error (false alarm rate): 0.001000000000 +Type 2 error (missed alarm rate): 0.947287927127 +EER: 0.2421818181818182 th: 0.9885775337419679 \ No newline at end of file diff --git a/paper/fig_results_patch_p0.3.txt b/paper/fig_results_patch_p0.3.txt index 1778028..57d1dc4 100644 --- a/paper/fig_results_patch_p0.3.txt +++ b/paper/fig_results_patch_p0.3.txt @@ -1,4 +1,4 @@ -Results calculated from plots fig_covar_patch_p0.3.pdf / fig_cdf_patch_p0.3.pdf on 2025-07-10T16:48:44.217407 +Results calculated from plots fig_covar_patch_p0.3.pdf / fig_cdf_patch_p0.3.pdf on 2025-07-11T14:25:57.654817 setting threshold for quantile 0.001 Baseline threshold set at 0.983033 diff --git a/paper/fig_results_patch_p0.3_minmax.txt b/paper/fig_results_patch_p0.3_minmax.txt index b908fe2..813095e 100644 --- a/paper/fig_results_patch_p0.3_minmax.txt +++ b/paper/fig_results_patch_p0.3_minmax.txt @@ -1,4 +1,4 @@ -Results calculated from plots fig_covar_patch_p0.3_minmax.pdf / fig_cdf_patch_p0.3_minmax.pdf on 2025-07-10T16:48:44.360756 +Results calculated from plots fig_covar_patch_p0.3_minmax.pdf / fig_cdf_patch_p0.3_minmax.pdf on 2025-07-11T14:25:58.081849 setting threshold for quantile 0.001 Baseline threshold set at 0.313374 diff --git a/paper/fig_results_patch_ref_exp_interleave_direct.txt b/paper/fig_results_patch_ref_exp_interleave_direct.txt new file mode 100644 index 0000000..06246a6 --- /dev/null +++ b/paper/fig_results_patch_ref_exp_interleave_direct.txt @@ -0,0 +1,11 @@ +Results calculated from plots fig_covar_patch_ref_exp_interleave_direct.pdf / on 2025-07-11T16:56:52.209622 + +setting threshold for quantile 0.001 +Baseline threshold set at 0.979357 + +Distribution parameters: +Within class: 0.989±0.00314 min: 0.983 max: 0.993 +Cross class: 0.985±0.00315 min: 0.98 max: 0.991 + +Type 1 error (false alarm rate): 0.001000000000 +Type 2 error (missed alarm rate): 0.972331318110 \ No newline at end of file diff --git a/paper/paper.tex b/paper/paper.tex index 6b58445..ad09264 100644 --- a/paper/paper.tex +++ b/paper/paper.tex @@ -1180,21 +1180,78 @@ a patching attack from a \emph{skilled} attacker to an \emph{expert} attacker, a \caption{Mesh heated (\qty{70}{\degree C})} \end{subfigure} \caption{} + \label{} \end{figure} +\begin{figure}[H] + \begin{subfigure}[t]{0.27\textwidth} + \includegraphics[width=\textwidth]{fig_covar_patch_interleave_baseline.pdf} + \label{Test boards before experiment} + \caption{} + \end{subfigure} + \hfill + \begin{subfigure}[t]{0.27\textwidth} + \includegraphics[width=\textwidth]{fig_covar_patch_ref_exp_interleave_direct.pdf} + \label{} + \caption{Experiment specimen compared to reference before and after} + \end{subfigure} + \hfill + \begin{subfigure}[t]{0.4\textwidth} + \includegraphics[width=\textwidth]{fig_patch_interleave_scatter.pdf} + \label{} + \caption{Trajectory of experiment and control speciments} + \end{subfigure} + \hfill + \caption{} + \label{} +\end{figure} % fig_covar_short_within_0.3.pdf % FIXME repeat these runs, we have conflicting data. Do runs in both .3 and .4, .4 % seems to work better. -%fig_covar_open_p0.3.pdf -%fig_covar_open_p0.4.pdf -%fig_covar_short_across_traces_p0.3.pdf -%fig_covar_short_across_traces_p0.4.pdf +\begin{figure}[H] + \begin{subfigure}[t]{0.23\textwidth} + \includegraphics[width=\textwidth]{fig_covar_open_p0.3.pdf} + \label{} + \caption{} + \end{subfigure} + \hfill + \begin{subfigure}[t]{0.23\textwidth} + \includegraphics[width=\textwidth]{fig_covar_short_across_traces_p0.3.pdf} + \label{} + \caption{} + \end{subfigure} + \hfill + \begin{subfigure}[t]{0.23\textwidth} + \includegraphics[width=\textwidth]{fig_covar_open_p0.4.pdf} + \label{} + \caption{} + \end{subfigure} + \hfill + \begin{subfigure}[t]{0.23\textwidth} + \includegraphics[width=\textwidth]{fig_covar_short_across_traces_p0.4.pdf} + \label{} + \caption{} + \end{subfigure} + \caption{} + \label{} +\end{figure} -%fig_covar_distinguish_layouts.pdf -%fig_covar_distinguish_copies_large_run.pdf +\begin{figure}[H] + \begin{subfigure}[t]{0.48\textwidth} + \includegraphics[width=\textwidth]{fig_covar_distinguish_layouts.pdf} + \label{} + \caption{Different mesh layouts, Missed alarm rate 18\% at 0.1\% false alarm rate, CER=0\%} + \end{subfigure} + \hfill + \begin{subfigure}[t]{0.48\textwidth} + \includegraphics[width=\textwidth]{fig_covar_distinguish_copies_large_run.pdf} + \label{} + \caption{Three identical copies, Missed alarm rate 1.7\% at 0.1\% false alarm rate, CER=0\%} + \end{subfigure} + \caption{} + \label{} +\end{figure} - -% FIXME \begin{figure}[H] \centering \includegraphics[width=1.0\textwidth]{fig_tempco_edited.pdf}