diff --git a/analysis/rollout_validation.ipynb b/analysis/rollout_validation.ipynb index ff5cd69..aa3a288 100644 --- a/analysis/rollout_validation.ipynb +++ b/analysis/rollout_validation.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "d6c26bca", "metadata": {}, "outputs": [], @@ -19,23 +19,23 @@ "source": [ "# GIANT rollout-vs-truth validation notebook\n", "\n", - "Diagnostics for a full autoregressive `giant rollout` shower, compared against a held-out ground-truth steps file (the same schema `giant train` consumes \u2014 see `giant.data.loader.load_steps`) rather than one-step-ahead `giant predict` output.\n", + "Diagnostics for a full autoregressive `giant rollout` shower, compared against a held-out ground-truth steps file (the same schema `giant train` consumes — see `giant.data.loader.load_steps`) rather than one-step-ahead `giant predict` output.\n", "\n", - "This is the sibling of `validation.ipynb`: that notebook checks whether one-step generation (conditioned on the *real* preceding state, every row) reproduces real marginals/correlations/shower observables. This one checks the thing that actually matters for deployment \u2014 whether a shower **rolled out autoregressively from the model's own outputs** still looks physical, which is where covariate shift (small per-step errors compounding across a track) would show up.\n", + "This is the sibling of `validation.ipynb`: that notebook checks whether one-step generation (conditioned on the *real* preceding state, every row) reproduces real marginals/correlations/shower observables. This one checks the thing that actually matters for deployment — whether a shower **rolled out autoregressively from the model's own outputs** still looks physical, which is where covariate shift (small per-step errors compounding across a track) would show up.\n", "\n", - "Built on `load_rollout_vs_truth`, which treats the rollout file as \"generated\" and the truth file as \"real\". Unlike `load_predicted_local`, the two files are **independent, unpaired datasets** \u2014 a rollout doesn't replay real events row-for-row, so real/generated may have different lengths and there's no per-row correspondence. Everything below only ever compares real-vs-generated *distributions*, never individual paired rows, so this is transparent to the checks themselves; see `giant.analysis`'s module docstring for the `SampleCollection.*_gen` mechanics.\n", + "Built on `load_rollout_vs_truth`, which treats the rollout file as \"generated\" and the truth file as \"real\". Unlike `load_predicted_local`, the two files are **independent, unpaired datasets** — a rollout doesn't replay real events row-for-row, so real/generated may have different lengths and there's no per-row correspondence. Everything below only ever compares real-vs-generated *distributions*, never individual paired rows, so this is transparent to the checks themselves; see `giant.analysis`'s module docstring for the `SampleCollection.*_gen` mechanics.\n", "\n", "Same three tiers as `validation.ipynb` for the step-level checks (stratified marginals, joint structure, physical constraints), plus a rollout-only event-level tier built on `compute_rollout_observables` instead of `compute_event_observables_pl`:\n", "\n", - "1. **stratified marginals** \u2014 per-dimension real-vs-generated, sliced by pdg/material/energy\n", - "2. **joint structure** \u2014 correlation matrices, physically-coupled pairwise plots, direction alignment\n", - "3. **physical constraints** \u2014 unit-norm directions, non-negative step_length/delta_e/edep (checked on the rollout's own output \u2014 with autoregression, a constraint violation early in a track can compound into later steps, unlike one-step-ahead validation)\n", - "4. **event-level (shower) observables** \u2014 total energy, longitudinal/transverse profiles, computed from the rollout shower itself; optionally overlaid against a real reference computed from a *paired* `giant predict --coord local` file, if one exists for the same held-out events (see the markdown note in that section \u2014 the raw truth-schema file used above doesn't carry the columns `compute_event_observables_pl` needs)" + "1. **stratified marginals** — per-dimension real-vs-generated, sliced by pdg/material/energy\n", + "2. **joint structure** — correlation matrices, physically-coupled pairwise plots, direction alignment\n", + "3. **physical constraints** — unit-norm directions, non-negative step_length/delta_e/edep (checked on the rollout's own output — with autoregression, a constraint violation early in a track can compound into later steps, unlike one-step-ahead validation)\n", + "4. **event-level (shower) observables** — total energy, longitudinal/transverse profiles, computed from the rollout shower itself; optionally overlaid against a real reference computed from a *paired* `giant predict --coord local` file, if one exists for the same held-out events (see the markdown note in that section — the raw truth-schema file used above doesn't carry the columns `compute_event_observables_pl` needs)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "f9741197", "metadata": {}, "outputs": [], @@ -43,9 +43,9 @@ "from giant.analysis import load_rollout_vs_truth, plot_kl_bars\n", "\n", "# `giant rollout` output for the shower(s) under test.\n", - "ROLLOUT_FILE = \"/ceph/lbogner/geant_steps/predictions/e7ee73b7-70c9-4390-83e6-a31e50a7d3cb.parquet\"\n", + "ROLLOUT_FILE = \"/ceph/lbogner/geant_steps/predictions/9e76bc2c-f4ef-4488-9f62-b6d14e1f298e.parquet\"\n", "# Any held-out file sharing giant train's input schema (real miniCaloSim\n", - "# steps) \u2014 e.g. the val split the rollout's seed events were drawn from.\n", + "# steps) — e.g. the val split the rollout's seed events were drawn from.\n", "TRUTH_FILE = \"/ceph/lbogner/geant_steps/processed/steps/gen3/schema2/pbwo4/shard-009.parquet\"\n", "\n", "# sample_frac subsamples each file independently (kept memory-bounded for\n", @@ -60,15 +60,56 @@ "source": [ "## Tier 1: stratified marginals\n", "\n", - "KL(real || generated) per target dimension. Unlike `validation.ipynb`'s first cell, there's no lazy full-file `_pl` path for this unpaired comparison \u2014 `load_rollout_vs_truth` always materializes both sides as numpy arrays (see `sample_frac` above for large files)." + "KL(real || generated) per target dimension. Unlike `validation.ipynb`'s first cell, there's no lazy full-file `_pl` path for this unpaired comparison — `load_rollout_vs_truth` always materializes both sides as numpy arrays (see `sample_frac` above for large files)." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "df53a498", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "for grouping in [None, \"energy\", \"pdg\", \"material\"]:\n", " fig = plot_kl_bars(samples, group_by=grouping)\n", @@ -85,10 +126,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "2f717b07", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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NViH/fFAz+V23Ejm7QBQhBZDIy24RyA0SdG+uwJI7mYPvTF52i5Du6PeY3b1q6dr/Nq5iXgVQUhTorkm5kXiBv6G5kOtiiN69e+fbSePj4/Xf//5XP/zwgx566CENHTo0S58zZ87oww8/1JEjR1S1alWNGDFCFStWtByfP3++EhISsrzvwQcfVPXq1dW1a1cdOHBAmzZt0nPPPaeNGzeqVq1a+fYZiopTF5N0JeKS5TUXJgDszZ43H3L6EpcrrGoOIBsNGzbU/v37tX//fq1fvz7L8ZSUFA0bNkyjR4/WlClTJElNmjTRmDFj1L17dwUEBKhjx47q2LFjrs5XqVIlVahQQefPny9axRASO+4AKPS2bNmid955R6mpqRo9erTatWtn75AAAACA2/LPP/9o06ZNqlevnu699157hwMA+H8lMUH3xqRbKTO5Mt9XIb8x6TYxWlrcj9VT7clGibx52S1ibr/G+VdcAxRBedmFJ1+TO1nBOn/ktshMymzvtShfdthgXkVuUOSL4qzAdk3Kzo3fa6RrCzf715AqhNj2/EVYvu4MkRt79uzRQw89pEceeUR//fWXKlSokKXP2bNn1bhxYzVs2FDdu3fXihUr1LhxY+3YscNSEHH48GHFxcVlee/Vm7ojRoywtL355puaM2eOPvjgg3z5DEWBp5uzJGn6jwf1zw/XLmzZHhAAbhOrmgPIRtu2bW96fOPGjYqKitKgQYMsbf3799cLL7yg1atXa+DAgbc8x8mTJ3Xy5EmlpqZq9erVunLliqpXr55t3+TkZCUnJ1teZ3e9DADIKjY2Vo8++qjeffddubu7q2fPntqzZ0+29ywAALdv9+7dGjhwoI4dO6YuXbro448/lqurq73DAoBiZd26derbt686d+6sadOmady4cXr66aftHRYAoATIbdKtlJm30LSqb/7kLdws6bbvN/mSGIrblNdE3ttYgC673SKu/m/vqXlbrfqSyFsykKCbyW678EjsAmEr2eWsSNcKAL943Lq9gOZV8hBLppJY5IuSJ993TbqVnL7XSJlzurtfwcVSBOW6GOJGO3fu1P79+5WammppGzBgwC3fV7lyZR04cECenp5q0aJFtn3eeecdeXh4aMWKFXJ2dla/fv1Uv359TZkyRbNnz5Yky8q6ueHj46PIyMhc9y8OAjzMkqQPeofoin99Sde2B4xJSOEiBIDdFOmbD6xqDiCPDh48KAcHB911112WNg8PD5UrV04HDx7M1Rjr1q3TvHnz5OLiotq1a2v9+vVydnbOtu/UqVM1adKkfIm9wFytYr+KG6EA7sClS5fk5uYmF5ecV7G6cuVKlsTbNWvW6L777rMUqf32229atmyZ1UILAIA7179/f40ePVpdu3bVgAEDNGvWLI0dO9beYQFAsfLee+9p1qxZ6t69uw4ePKgOHTpQDAEAhUSRfkZ2C3lJupXyOfGWpNuiI6dE3px2jLjN3SIkkchbgpXUBN0bC9LsuguPxC4QtpJTzkpud+LJx3n1ah7itmMXFVPQK6cDQHGQ2+81Et9tcuG2iiHefvttLV++XDt37lSPHj20atUqPfDAA7kqhvD29r5lnzVr1qhLly6WJC8nJyd169ZNX331Va7iS01N1UcffSRJOnXqlD7++GN99913OfYvzivoBpfxkCqUnIt7AIVfsbz5QCIvgBzEx8erdOnScnBwsGr39vZWfHx8rsYYNGiQ1c4SNzN+/HiNHj3a8jouLk5BQYV0PsppBajbXKUEQMkVGxurBQsWaO7cuTp48KDmzJmj4cOHZ+n3xhtv6IMPPlB8fLyqVq2qDz/8UJ06dZIkRUREqGrVqpa+d911lyIiIgrsMwBAUZGSkqLNmzfLx8dHd999d7Z9zp8/r4MHD6p8+fKqVq2apf3MmTM6f/685R7yyJEjNWXKFIohAOA6hmHop59+0oIFCxQfH69vv/02S5+0tDR9/PHHWr9+vVxdXdWrVy916dLFcvzAgQO65557JEk1a9ZUYmKi4uPj5eHhkWUsAEDBKk7PyAok6TY7N9sFgqTboiG7RF4bPC8gkRfFWW534rHbLjwSORMFLbc78eTjvOpTykVuzo4atXi3VT+KzAAgF/hek+9uqxgiLCxM27ZtU1BQkBYvXqyffvpJM2fOzLegjh07liVpKygoSCdOnFBGRkaWZLIbGYahAwcOyGQyqUyZMvrtt99Uv379HPsXyRV0AQD5Jjwqa0Jyrm5ykcgL4BY8PDx0+fLlLNewsbGxNklCMJvNMpvN+T6uTWS3AtTVVUoSLzCHAsi1VatW6dixY1q+fLmaNm2abZ8PP/xQM2fO1OrVq9WsWTNNnz5dXbt21d69exUcHCxPT08dPXrU0j8+Pl6enp4F9REAoNBLTEzU22+/rYULFyohIUFt27bVihUrsvR7++23NXnyZNWuXVuHDx9W+/bttXjxYpnNZkVHRysgIMDSt2zZsjp//nwBfgoAKPzuu+8+ubi4qFy5cvrxxx+z7fPUU09p48aNeu211xQTE6OePXtq+vTpll3N0tPTre5BODg4FMsVyAEABccuSbc5SbzALhDFUQE9L8hLIu/cfo2tdjShQKLoKM678Eh524mHXXhKsJvNq7e5W8SNAr3dKDIrwYr7XAvkO/6u2txtFUOcPXtWFStWVOnSpRUbG6vWrVurR48e+RKQYRhKSUmRu7u7VbuHh4flmKur603HcHFx0axZs3J9ziK1gm5eXbdauWt0vCoo2o7BAEDhktMNLimX1eok8gK4hZo1ayojI0NHjx5VcHCwpMwE27Nnz6pmzZp2jq4QyGkrVwDIg759+6pv37437TNz5kwNGTJErVq1kiS98sor+vjjjzV37lxNnz5dzZo107Rp0xQfHy9nZ2etWLFCM2bMyHG84rzDJABk59KlS/Lw8NCOHTsUGhqqtLS0LH1+/vlnvf7661q/fr3atWuniIgINWnSRJMnT9abb74pf39/q+KHc+fOyd/fP8s4AFCSLV68WOXKldOnn36qpUuXZjm+c+dOffnll9q4caNatmwpScrIyNCECRM0ZMgQubq6Kjg4WLt27VL58uV18uRJmUymIr/6OADAfgos6TYn2SUNSZkJQxVC8vdcsK+cnhdcl/MiKV8TxLJL5L1a7PPUvK1WfVnpvOgozrvwSAW0Ew+rVRcPhWy3iBuLzK72Z14tmorTXAtkt+tdvuLvaoG4rWKIq+69915NnDhRrq6uqlq1ar4EZDKZ5OnpqZiYGKv2CxcuyNXV9ZaFELejSK2gm1vZXMAES1pnNutUfFNJ/BECYB+FqTo4uxtc0rVq9ZiElFt/8bLDjTkARUerVq0UEBCgefPmacqUKZKkhQsXysHBQQ8//LCdoyvEmEMB5KPo6GgdPXpUrVu3tmpv06aNtmzZIkkKCQnRww8/rCpVqsjZ2Vn333+/7r///hzHZIdJACVN+fLl9corr9y0z/z583XPPfeoXbt2kqTAwEANGDBACxYs0Jtvvqny5cvLz89PCxYsUNeuXfXBBx/owQcfzHE8Cs8AlETlypW76fG1a9eqTJkyuvfeey1tjz/+uF5++WVt3rxZ7dq103PPPafhw4frqaee0nfffaeRI0fmOB5zLQDgRtklAtk86TYnN0sacvez7blhfzZI2s3OjYm8knK90rlEIi/yT2534ZEKYCceduEpngpgsc+8FJlJ7MQDwP5uVvztc0MBV66xC4Rd3FYxxE8//SRJ+uyzzzR58mTFxcVp8eLF+RZUgwYNtGfPHqu23bt36+677863cxR72VzAnDq8W0G/jFRkZIRSPQIt7VxEAChIha06OLsbXHekgG7MASgcfvvtN/388886ffq0JOk///mPfH191aVLFzVq1EguLi766KOP1Lt3bx09elTu7u766quvNH36dJUtW9bO0RdCzKEAbCAqKkqSsqw+HhAQYCmGkKRZs2bptddeU2pqqipWrHjTMYv1DpMAcJt2796t++67z6qtUaNGmjZtmi5evChfX199/vnnGjRokEaOHKnOnTtrxIgROY5H4RkAZHX8+HFVrFhRJpPJ0nb1OvT48eOSMosj/P39tWHDBr322mt6/PHHcxyPuRZAjm5I3jDHhtsxmOKjMC0YJuU+8dbmSbc5IRm3ZCuApN2c5Halc4lEXuSPvOzCIxXg/8bYhaf4KYDFPnNTZCaxEw+AwiEmISV/i7/ZBcJubqsY4oEHHpCUubrX7Nmz8zUgSerXr59Gjx6tQ4cOqUaNGgoPD9fy5cs1efLkfD9XsXbDBYw5PnN1n+k/HtQ/P1y7wOAiAgDykR1vzAGwn4oVK+qNN97I9ljXrl21d+9erVq1Smlpafrzzz/VoEGDAo6wiGAOBWBDGRkZVq/T0tKsksgk5bpQrVjuMAkAdygmJka+vr5WbX5+flbHGjVqpN27d+dqPArPACCrlJQUublZP8txcXGRo6OjUlKuPfdp27at2rZte8vxmGsBZCub5I0gSYmGWemuvjm/D7dUmBYMy0vibYEl3Wa3gqpEMm5JVgBJu7mR3UrnEom8uH2FahceKef5F8WfHXfhkXK/Ew9FZgBsLTjAQ/UC8+E7GgXddnNbxRB34sqVK+rdu7ck6dChQ4qKilLXrl1VuXJlffDBB5KkwYMHa+PGjWrSpIkaNmyo3bt36+GHH9bw4cMLOtxiJcAjM1Hjg94huuJfX9K1i4iYhBQuGgDgBuFR8Vavc/0Fq5DcmANge23atFGbNm1u2S84OFijRo2yfUDFQU5zKADcpgoVKkiSzp07Z9UeFRVlOQYAuHMuLi5KSkqyaktMTLQcyysKzwAgK29vb128eNGqLTY2Vunp6fLx8cnzeMy1ALKVTfJG+Pl49f/qiD72CLRzcLhdhS7x9kY3W0HV3a/g40HhZMfdpUnkLToK2y48N7pZMZpdduFh/i3Z7LxQXW534qHIDEChRUF3oVHgxRDOzs4aMGCAJFn+ryR5enpafnZwcNDnn3+uV155RUeOHFHVqlX/j737Dm+yav8A/m3TNl1005ZOoGXvvZdsEFFAwBfB/YKgglRFREVeBFwIioCCuPAnIFNREEGQjew9y4ZCS0tXusf5/VEbmmb0SZvxJPl+rqsX9OQ8yXna9OQZ930fNGjQwMIjtV+x1b2BMOtWmiAikjOTn2BZ8cIcEZHdYEIZEVWSn58fGjdujL/++guPP/44gJJVIrZv347//ve/VXpuud9YIyKypJo1a+LWrVsabbdu3YKbmxtq1KhhpVEREdmX5s2bY/HixcjIyFDfVzt27BgAcBVKIjK9MsEbuSIdCUi37nio0mQXeKsLK6iSFIaCdm/s12y30HuHgbzyI6dVeAAbSEbj/EsyKlSnayUeJpnJE++PEYEJhTJj8WQIhUKBRx99VFLfevXqoV69euYdEBERWZQtHBAbOsGq1Eo6Vs6mJyKyaUwoI6IKFBUVITMzU/19Tk4O0tLS4ObmBk9PTwDAW2+9haeffhpdunRBhw4d8PHHHyMvLw8vvvhilV5bbjfWiIisqU+fPvjkk0+Qk5MDD4+S8+b169fjoYcegotL5S9D28J1BCIiSxk8eDBeffVVfPrpp3jvvfdQVFSEjz/+GO3atavS/TTOtURE9i01K19egbcAK6hS5ZUP2pXZPQST32cmmybLZDTOvySVlQrVMcnMNvD+GBGYUCgzFk+GICIix2YrB8T6ljqNT1JpfC/5QrG+bHpWOiciMowJZURUgWPHjqFXr14AABcXF8yYMQMzZszA0KFDsWzZMgDAE088gZycHHz44YdITExEkyZNsH37dlYqJyIyws6dO1FQUICkpCQUFRVh27ZtcHV1Rbdu3QAAL774IpYuXYpHHnkE//3vf7Fjxw7s2rULu3fvrtLr2sp1BCIiU/jggw/w999/49atWygoKEC/fv0AAPPnz0f9+vXh7++P//u//8OoUaOwdu1aZGRkwM3NDZs2barS63KuJSKyL7qqkANAbLA3GofLYJ5nBVUyJRneQzD5fWayGbJfBYLzL0lhQ0lmXC2CiGSBCYWywGQIR1Qm8NY9WYUwJFtxMEREtsHk2eYyO4EkIpI1JpQRkQGtW7dGWlpahf2effZZPPvss+YfEBGRnZo3bx5UKhXc3NwAlATsent7q5MhfH19sX//fnzyySf47rvvUKNGDezbtw8tWrSw5rDJwcTfUyFXpJf8v1ygEZEt6N+/P5o3b67VXjaJd8CAAbh16xaOHj0KpVKJVq1aQaFQWHCURERUWZZYicdQFXJ/Lzezva5e5SuQAyXXdVlBlUxJ5vcQWNXcMdjMKhCcf6kihpLMbuzXbOdqEXYjIyMDV65cQd26ddWrrhNROfpWVyJZYDKEI9EReBsLYJtSiZuqNgBkUAWCiGzK/Pnz8d5776m/nzdvHp555hnrDciMTL6kqQxPIImIbAYTyoiIiIgsbsOGDRX2CQ4OxkcffWT+wRCVk6TKQzCAiSuP48y/yRCAFYP+iCqpWbNmaNasWYX9vLy80KVLFwuMiIiITMkSK/GkZuXLpwq5vgrkQMm13KgOvJZL5iGzewgmv89MsiSr+RcwvAoE51+qSPkkM86rdu2LL77AzJkzERoailu3bmHdunXqAjhE9qT8Ck6AEQV1uLqS7DEZwpHoCLy9eek4IndMRELCbRR4h6vbuWwUEUmRm5uLKVOm4MUXXwQAu88O1rekaaXJ/ASSiEi2ZLjsNRE5JktUdCQiIqKKZeQUIBjAa33qoXrdtup2XucmkobHtURE9ic22BuNwy1cDFFqBXKAhcDIvGRYlM7k95nJ6soHVJYGU1pl/gW4CgSZlwzvzeqbV8sHNvPaUMXc3Nxw48YNKJVKzJs3D4sXL2YyBNkdfSs4ARIL6mSn8HNV5pgM4WjKBd4qVXkAgE/+vIAzWx4cpHPZKCL7cf78eRQWFqJx48Y6Hy8oKMDFixfh6+uLiIgIo59//vz5WLhwITp27IjPP/8coaGhVR2yzTHZyZQMTyCJiGRL5steE5FjsERFRyIiR8cAXTJGZIAHYq0RdEJk43hcS0S6xN9TIfffFZckV8skx8UK5CQ3LErnsCxxHUFfQKXVVifkHEyWIPN7s/5ebvBwVWDSquMa7fYQA3nlyhWsXr0a/v7++O9//6uzz9atW3HkyBEEBQXhscceQ2Dgg0r1Z8+exf3797W2iYiIQM2aNTWeMz09Hc2bNzf5PhBZm74VnAAj4/yC6gJhzU0/QKoyJkM4uGBvJQDgs5HNkRvUBACXjSKyF8uWLcOiRYtw8eJFhISEID4+XqvP77//jqeffhru7u64f/8+2rdvjzVr1sDf3x8AMH78ePz0009a2/3nP//BokWL8Oqrr2LcuHHIzMzErFmzMH78eKxbt87s+yYXZjmZknoCCTDAl4ioLN7IICIiIrJLDNAlIiIisqwkVR6CAUxceRxn/k2GAKwY4Cljt2/fhre3t2Mep7ICOdkaGa4WQeZhiesI+gIqrVaBntWqyRpkdm823M8D2+K6aa3YYssxkIWFhRg0aBAuXrwILy8vuLm56UyGePrpp7F582Y8/vjj2Lx5M6ZNm4Zdu3ahXr16AIDvv/8ee/fu1druiSeewIQJE9Tfr1ixAidPnsTPP/9svp0isjKrreBEZsdkCAIAxFb3BsL4R05kT44ePYolS5Zg48aN+PHHH7Uev3PnDoYPH4533nkHb775JtLT09GpUydMmDBBnQDxySefYPbs2VrburmVXOxWKpVQKpXw8/PD9OnT0aZNG/PulMxY5GRK3wkkwABfIqKyuLoOERERERERERFRlWXkFCAYwGt96qF63bbqdqsFeMrQjRs3MHr0aMTHxyMjIwP//e9/MXfuXKuM5XZajtZ9KrNjBXKyVTJcLaL83yznWttitYBKXQlpAKtVk2XJMMks3M/DruZQJycnvPLKK+jbty8mT56MPXv2aPXZsmULfvjhBxw7dgzNmjVDcXExevbsicmTJ+P3338HAHz44YcVvta8efNw5MgRrFq1Ci4uDCkm22eV8ySyKs5cRER2auHChQCAjRs36nz8p59+gqurK+Li4gAAvr6+iIuLw9ixY7F48WL4+vrC09MTnp6eFb5WUVERli1bhvr16+vtk5eXh7y8PPX3GRkZxuyObJn9ZErXCSTAAF8iIl24ug4RERERERGR0RYuXIiFCxeiqKjI2kMhIhmJDPBALCtm6nThwgXMmjULnTt3xp07d1CvXj288cYbCAkJseg4bqfloNfcncgp0Jy/zb6KByuQk72wYpElfy83eLgqMGnVcY12D1cFtsV1s6tgXjIxQwlpnoHWGRM5LhkmmdkThUKB/v37G+yzdu1atGzZEs2aNQMAODs745lnnsGzzz4LlUoFb29vg9sDwBtvvIHdu3fjww8/xD///ANfX180adJEZ197jf0i+2K18ySyKiZDEBE5qKNHj6JZs2ZwdXVVt7Vr1w4FBQU4deoUOnfuXOFz9O7dG4cOHUJeXh5atGiB7777Tm/fOXPmYMaMGaYYuk0waRUPfcG9gO4A3/J48ZmIHBVX1yEiM2PQGBERERHZgwkTJmDChAnIyMiAry8Dn4kcTrnq0sq0eCsOxjSKi4vxxx9/4OLFixg+fDjCwsK0+qSmpmLz5s1QqVTo1KkTGjVqpH4sKysLV69e1fncjRs3Ru/evdXfK5VKBAQEICAgwPQ7UoHUrHzkFBRh/ojmiA1+EOhm8sryrEBO9kxqkSUT328N9/PAtrhuWhWLJ606jtSsfCZDUIny8y9Q8t5kQhrJlTGrRQB835rAhQsXUKdOHY22OnXqoKioCPHx8WjevHmFz3H16lUoFAq89dZbAIAWLVpgwYIFOvs6WuwX2QZdq0BU+TxJ3zkQyRaTIYiIHFRKSgoCAzUrAwQFBakfk2L9+vUoLCyEl5eXRlKFLlOnTsXkyZPV32dkZCAy0v5OaixWxcNQgG95DPglIkdV0eo6VlqilYjsB4PGiIjMj4lnRERERGako7p0JIBsoUSRu+WD+01hzZo1eOONN1CjRg3s27cPrVu31kqGOH78OHr16oUGDRogLCwMr776KqZPn4433ngDAHD27Fk888wzOp//9OnT6v+np6dj5MiR+Pbbbyu8T2ZOscHeaGyuVTxYgZwcjQWrmof7eTDpoQLr16/HBx98gMzMTAwfPhzTp0+Hk5OTxcehK8jS7PTNv0DJ+zGqA+9pkTxJXS0CsFgsi0mLmcqMSqXSuj/l5+enfkyK1atXS349R4n9Ivkq/5mckpWPccuP6FwFok2tgMr9rfMcyCYxGYJKlMlcck9WIQzJdn0gQESAq6urxtJlAJCTk6N+TAopy6mVUiqVUCqVdh/EYLEqHvoCfMuz0FKuRESypauqE5doJSIiIrIZTDwjIiIiMqPsFK3q0vH3VBiz4jKWeIdbeXCV4+/vj+3btwMAatWqpbPP888/j+7du2PNmjUAgJUrV+LJJ5/Eo48+irp166JNmzYaSQ+63L59G0888QRmz54tabV1m6XjPQKAhWXIfrGquWwkJCTg//7v/7BgwQI4OzvjP//5D5o1a4bHHnvMouO4nZaDXnN36gyy9PdyM90L6apArWv+Bfi+I9tSUfE6M8ayWKyYqRV5e3sjPT1doy0tLU39mKk5SuyXvSmfQADojgWuSj9LMJT48P2zbRFY5nO5SrHOPAeySUyGcHQ6AsFiAWxTKtFr1cdIQJC63Z4OBIgIiIqKwr59+zTaEhIS1I9R5emr4mHyJDN9y7bqYualXImIbIqhmxlMHiMiIiIiIiIiIkcTVBcIaw4AyBXpSEC64f4y1rNnTwDAtWvXdD5+5coVHDlyBB988IG67fHHH8fLL7+MtWvXYurUqRW+xvnz5/Hwww/jvffeg5+fH06fPo3Y2Fi4u7vr7J+Xl6dRoCwjI8OIPbIwXcG4gMZ7hMjuybCquVwVFhbiwoULqF69OoKDg3X2UalUuHPnDiIiIuDhIf3eeI0aNdRJawDQsmVLq6wKkZqVj5yCIswf0RyxwQ8Ci01aUNZQBWquAEH2wFBsixljWSxWzNSK6tWrh6NHj2q0Xbp0CQqFArGxsVYaVcWsFUzviAwlEHw5upU6gaCq/SzF5IkPhvAcyKYwGcLR6QkE81z3An54Iga5QU0A2N+BABGVXAxevHgxbt26hYiICADAxo0bERoaioYNG5rtdR2xoqNVs81Z/ZyISDd9F92YPEZERERERERERGS3zp49CwCoX7++uk2hUKBOnTrqxypy+PBhuLu7ayRUrF27FvXq1dPZf86cOZgxY0YVRm0hhoJxPQOtMyYiObBiVXO5un//Pj7//HN8++23uHPnDt544w28//77Wv2mTJmCzz77DIGBgUhNTcWMGTPw+uuvqx+vWbMmcnNztbZbsWIFevToof5+48aNyMzMxKBBg8yzQxLEBnujcbiZ4htYgZockYViWfQVM7UXQ4cOxddff40TJ06gWbNmKC4uxrfffos+ffqYZWWIUlWJ/dK34g6ZT/kEgtKEhqe+OWiSfpZktsQHsnlMhiC9gWCx1b2BMMcIVCayRxcuXEBmZiYSEhKQl5eHw4cPAwCaNWsGV1dXDB48GG3atMHQoUMxffp0XLlyBXPnzsXChQvh7OxstnE54lJphrLND129j1RzVZAAjFvKlRdTiMiRMXmMiCrBEY9tiYiIiMj+8LiWiBxJZmYmAMDPz0+j3d/fX/1YRZ588kk8+eSTkl9z6tSpmDx5svr7jIwMREYad71RV/Xc8iuSVxmDcYn0s2BV8/J/23IM+jtz5gwAYN++feoVecr75ptvsHDhQuzduxetWrXCn3/+iQEDBqBx48bo378/AOCff/6BEEJr24CAAPX/ly9fjnXr1mHt2rVQKBRm2BsZYQVqciSGYlkcMMlMn0WLFiEpKQkHDhxAQkIC3nvvPQDAW2+9BTc3N/Tt2xejR49Gnz598Pjjj+P06dM4e/Ysdu/ebdZxVeU6gr4Vd8h8dB1LlI9jq2o/ImtjMgQRkZ36+OOPcfz4cQBASEgIxo0bBwDYtGkTgoODoVAosGXLFsyePRtz5syBj48Pli9fjuHDh5t1XI64MgSgnW1u0dUipC7lyoBfInJkTB4jokpw1GNbMiDtpsZnhjIt3uinUKbFAwllbgDwc4ccHAN0iYjMj8e1RBR/T4VckV7yf1MH2MuMp6cngJKkiLLVciuToCCVUqmEUqms9LGtoeq5Hq4K+Fe2Imu5c1h1QDeDcYmkMfE9V4veP66iLl26oEuXLgb7fPXVVxg2bBhatWoFAOjTpw+6d++Or776Sp0MERISYvA5Zs2ahXPnzmH16tVwcTEc4paXl4e8vDz19xkZGVJ2xTr0zb9EjkZfopmJk8zsQb9+/fQ+9v333+PPP//EkSNH0LRpUwwdOhSBgeZd1csU1xHMuuIOVUjqqin2vroK2Q8mQxAR2amvv/66wj5+fn746KOPLDCaBxjEUEK2q0Uww56IHBmTx4iIqCrSbgIL25ZU0fxXJIBsoUSRe4D+7f5V5B6AbKFE5I6JwI4yD/BzhxwcA3RJS/mgERiffMbEMyIiohJJqjwEA5i48jjO/JsMAVQxwF7m6tYtWfHg8uXLqFGjhrr96tWreOihh8z62pU9tjVUPbfS95B0nMMCKDkH9TRv8ByR3TDxPVdD949Ts/JtKhCxuLgYx48fx9NPP63R3rFjR3z77beSnuPixYt4++23ERwcjIiICADA22+/jZdeekln/zlz5mDGjBlVGrdFcP4l0o/3ZrWMHz9eUr8+ffqgT58+Zh7NA4z9IiK5YTIEERFZFIMYHpDVahGlmGFPRPQAk8eIiMgY2SklNzGHLC2poomS6qpjVlzGEu/wCjcv8A5Hr7yP8cMTMYit/m9wCz93iIg06QkakZp8xsQzIiIiTRk5BQgG8Fqfeqhet6263eRFmmSkQYMGqFu3Ln788Ud07twZALBt2zbcvn0bgwcPNutrVzVozKTVc3WcwwLgfSEiY+m751pJ9lJ9OTMzE/n5+VqVyQMDA5GcnCzpOWJiYnDnzh2NtmrVquntP3XqVEyePFn9vTlX/KkSzr9E+lnw3mz51dDs+fjXHBj7RURyw2QI0q9MQKx7sgphkHZCQkRElWPVah/MsCci0s3ENzKIiMgBBNUFwpoDAHJFOhKQbrh/GQkIQm5QEyCMNw+IiHTSEzQiNfmMiWdEROTQDKyuFBnggVhTBdlb2ZkzZ7B161bcv38fALB69WocPnwYHTt2RNu2JQkfixYtwsCBA5GVlYXw8HB8/fXXmDBhAlq2bGnWsckyaKzMOSwRkam4uJSEo+Xn52u05+XlwdXVVdJzKBQKhIaGSn5NpVIJpVJZ5cSz22k5Wvfrq6T8529pLBbnXyLdzFzY06JFSomIyGKYDEHadATExgLYplRi97WGAB7cZGJWJBEZi0ulGaav2oeuiywmnYMNZdjf2K/ZzqoURETadNxM5nxJRERERGQm5YJGjEk+Y+IZERE5pCqurmRLMjMzce3aNQDAxIkTAQDXrl1Do0aN1H169uyJkydPYvXq1VCpVPjhhx8wYMAAs4/NqvfI9AXjEpF5mCho11Z5eXnB399fa2WHO3fumH21hqoknt1Oy0GvuTuRU6A5T3u4KuDv5Wb8YPR8/sLVs+Q9QUQVM3FhT6sWKbUjjP0iIrlhMgRp0xEQe//GaQT8MQGf//YPzogkdTuzIonIWLKseiNj+rLSgZI5+MvRrRBY5sJLlRIkymfYGzqpHLEc8AzS7OtAF/CIiDRuZGQnA6tG676YzdV1iIiIiIiISOYYxEDkAKq4upItad++Pdq3b19hv7p162LatGkWGNEDVrtHxmBcIssxcdCuLevRowc2bdqE119/HQAghMCmTZvQu3dvs75uVY5tU7PykVNQhPkjmiM22FvdXul78Ho+f3lvncgIhgp7VnKVT31FSkk6xn4RkdwwGYJ0KxcQW1oL5LORzUuqZoFZkURElqArKx0AUrLyMW75ETz1zUGNdpMmqek6qSwN+P1xqGZfB7yAR0QOytCNjCfXPkgUq+JFOCKyDQwaIyIiIiJ7wCAGIgdShdWVqOqsdh2BwbhElmOGoF05KiwsxPnz5wEA+fn5uHfvHk6fPg0vLy/UqlULAPD222+jQ4cOeOONNzBo0CB8//33SExMxGuvvWbWsZni2DY22BuNw014XFzu85eIjFS+sCcREVE5TIYgo8RW9+by4URUJQwYM56+rHSLLN2n66RS3wW8G/s12/XhxXUismW6bmQAnNuIHBSDxoiIzI/XEYiIiIhMJ/6eCrniQfJDfJLKiqNxPFa/jsBgXCLLcICg3ZSUFIwcORIA4Onpib1792Lv3r1o2bIlfvjhBwBAixYtsGPHDnz00UeYNGkS6tSpg927d6NmzZpmHRuvIxARmR/nWrIraTe14+DI5jAZgoxT5g/dPVmFMCRbcTBEZIusfqHXjuhLkih/86LSy3bqU/4Cnr4q6fpwFQkisnXG3Mgof6LMpAkiIiIio/A6AhEREVHVJanyEAxg4srjOCM0V4LwcFXA38vNOgMjIiKbFBISgtOnT1fYr0OHDli/fr0FRvSAVa8jMJiSyLJ4H9ZqeM2W7EbaTWBh25KV9Mpy9SyZU8hmMBmCpNER6BoLYJtSiZuqNgD4oUZEZG3+Xm7wcFVg0qrjGu0ergpsi+tm2oSIsvRVSddF3zKw5S8MATxRJSLbpi9RzNUTGLEc8AzS7Mv5joiIiIiIiIiIzCQjpwDBAF7rUw/V67bVeMzkBZVIL1bQJSKyYwymJLIcQ/dhWZiTiIyRnVLy2T1kaclKeqUYw2FzmAxB0ugIdL156Tgid0yEIve+FQdGRLaGF3rNJ9zPA9viuiE1K1/dFp+kwqRVx3Ho6n2kBnur282+WkRFymboZycDq0brvjDEE1UislW6EsVK57sfh2r25XxHRERERERERESmVK4AkTItHgAQGeCB2HAWubMWi1XQZWVyInliBXOLsFo8AoMpiSxH131YfYU5iYikCKoLhDW39iioCpgMQdKVC3TNu6cCAKRdP434Mt28/UMQGlXHwoMjIlvBpdLMK9zPQyPJwdBqEV+OboXAMktfW6T6k6EM/SfXPqiUXnqiemO/5gksLxYRkS3RlSjGC3NERPZDT3BJ/D0VckV6yf+TVEY/bdlt3JNViC3z3Go8LiYiIiIiIn10VKaOBJAtlChyD7DeuMgyWJmcSH5YwdyirB6PwGBKIsswtmAnmRQL4RKR3DAZgirN2z8E2UKJ1kenAEcftGcLJe4+t5cJEUREMqBrtYiUrHyMW34ET31zUKOvh6sC2+K6mTchQleGPqAdzMWLgkRkr/RdmGOQKxGRbdETXJItlBiz4jISkK5u83BVwL9MErI+uhKZw5CMbUolPHlcTESOSkLiGWB88hkTz4iIyK7pqEwdf0+FMSsuY4l3uJUHR2bHyuRE8sMK5kREZGesnnhGRFQOkyGo0kKj6uDuc3uRkJqobku7fhqtj04paWMyBBGRLJRfLQKAVoJEfJIKk1Ydx6Gr95Ea7G3w+aq8goSUDH1eFCQiR2Eo+WvE8gcr5pTtzzmQiMj6DAQXvTGiF2LLHFNLPX7Wlcgcn6RCr1Uf44cnYhBb/d/n5HExETkKIxLPAGnJZ0w8I9KNFR2J7FO8CEOuqFXy/2KV1mcnWZ5F51tWJieSF1Ywtxge2xIRERE5HiZDUJWERtXRSHqIB4CjgDItHkgoE0zLoC0iIlkpnyChKxhAHw9XBb4c3QqBZQIMqpwgoYvU6um68HOHiGyFruSv7GRg1Wjgx6Ha/RmQRUQkL2WCS3JFOhKQjthgbzQOr1wlJF2JzAkIQm5QEyCM1ZWIyMEYkXgGSLs2wcQzIt1Y0ZHIviSp8hAMYOLK4zgjjF+1jsyH8y0RkflZbK7Vs5IhEREREVkekyHIpIrcA5AtlIjcMRHYUeYBBm0REcmarmAAXVKy8jFu+RE89c1BjXYPVwW2xXUzfUJEWfqqp+uiq6I6EySISK50JX+VT5AAHgRk3div+RjnNyKrYZUxIiLz41xLTDwjIiKqQLlgzLw75wAAr/Wph+p126rbzVLUiIiIyBHpWckQrp4l92yIyHrKJybxPioRkUNgMgSZVIF3OHrlsYoWEenHIAb50hUMoIuuCoqTVh1Hala+eW+k6Kqerou+iupMzCMiW6IrQUJfUhjnNyKrYUVHIiLz41xLREREZICOYMxIANlCibCwcNSrZPIgERERGaBjJUMADLomsibeRyUicmhMhiCTYxUtIjKEQQy2T2rShFnoCg7WpXzSBKupE5E90JUUxsRjIiLHxQpXRERERET0bzDmzR6fIc8vFgBw834Opm1JwBLvcCsPjspjwTAiIvOz6FxbZiVDIrIy3ke1KB7XEpHcMBmCiIiqpLi4GKdPn8bVq1cRHByMDh06WHtIZCXxSSpJ/SyyFHf5pAlWASAie6EvKax8QKxUDJwlIpIm7ab2TRRr4bEtEdkrOc21+sbA42ciIpKZJFUeggGM+0OFMyJd3e7hGgJ/LzfrDYx0YsEwIiLz41xL5MCkFtekKuNcS0Ryw2QIkp/yN70A3mQikimVSoXBgwfj6tWraNKkCVq1asVkCAfk7+UGD1cFJq06Lqm/h6sCX45uhcAyN2LMniBhTBUAXZ9DAD+LiEie9AXESsXAWSKiiqXdBBa2BQqyNZqLXTxwKdMNBbdLAo6kJgdXhuZz+yBo9C6EumQ9aGKFKyKydXrmWrh6lhzzWhoTz4iIyEZk5BQgGMBrfeqhet226naLFCUiIiIiIiIiIpIBJkOQvBi66cWbTESyM2/ePBQUFOD8+fNwc2OFIUcV7ueBbXHdkJqVX2HflKx8jFt+BE99c1CjXVeChC5VuoEjpZp6djKwarT25xDAzyKymjVr1uCLL77QaFu8eDEaNGhgpRGRrOhK9pKKgbNERNJkp5QcHw5ZCgTVBVBSfXXk8ku48u1VAFfVXT1cFSatvqov8djDVYFtcd0Y3ERE9kPHXAsAdwu9kJzlA2Qx8YyIiMiQyAAPxIazIisREREREREROR4mQ5DlSFnWPPmi9k0v3mQiqrSTJ0/ip59+goeHB6ZPn66zz/r167Fv3z74+vpixIgRqFOnjvqxo0eP4saNG1rbREVFoWXLlti+fTvGjx+P/fv3w9PTE23atDHbvpC8hft5SA7EKp84oS9BQheTBn0ZqvL45FrAM+hBW+ln0Y39mgHHXC2CLKB9+/YICip5P6akpGDSpEmoW7duBVuRQzH1kq9cqY2ISLegukBYcwBA0u10XClIxvwRzREb7K3uYurqq7oSj+OTVJi06jhSs/KZDEFE9qfMXHs7LQe95u5EToHmdWUmnhERkSO7e+MSVKmJ6u/Trp+24miIiIjkZ+HChVi4cCGKioqsPRQiIpuQkJCAiRMnYv/+/WjWrBm++OIL1KpVy9rDIiIyit0mQ/Tt21fjwLZr16549913rTgiB6Yv2FQfV08gqgODrYiqqHv37khJSYGfnx/u3LmjMxnimWeewR9//IHnn38e58+fR9OmTfHHH3+gW7duAIA9e/Zg+/btWts99NBDaNmyJdLT0/HVV1/B1dUVN2/eRO3atfHbb7/BycnJ7PtHtktX4oSUlSVMHvSlr5q6roBfQ4kTI5ZrJk4wYNghCSFQVFQEFxfTH15HREQgIiICAPDRRx/h2WefhUKhMPnrEAHgSm1EREaKDfZGYzNXXzUm8VirEAWPTYnIhqVm5SOnoIiJZ0RERP+6e+MSfJZ1QqhTnkZ7tlDC2z/ESqMiIiKSlwkTJmDChAnIyMiAry9XTSIiqsjSpUvx5JNP4rPPPsNnn32G1157DWvXrrX2sIiIjGK3yRBTpkxBcXExAOCDDz5AzZo1rTsgR6Yv2FQf3qgnMokPPvgA7du3x3vvvYcff/xR6/G9e/fiu+++wz///IO2bdsCAJydnfHyyy/j5MmTAIBXXnkFr7zyit7XqFmzJvr27YuxY8eiqKgI0dHRuHbtGjOEyWjGBHjFJ6k0vq9SEITUauq6Psuyk4FVo4Efh2r2ZcCwQ7l9+zaWLl2KpUuXIiEhAZcuXUJsbKxGn4yMDLz88stYt24dCgsL0bdvXyxatAhhYWEAgK1bt2LWrFlaz129enWsXr1a/X1xcTG+/vpr/PXXX+bdKXI8ZQNnuVIbEZH2CjlSVrq0NkPJuzw2JSI5MmKuZeIZkfmxei6RbVClJiLUKQ+HW34Iv+jG6nZv/xCERtUxsCXJBedbIiIiIqqMM2fOwNnZGQ0aNND5eG5uLuLj4xEYGIgaNWoY9dxli+tGR0cjISGhSmMlIrIGu02GeOihhwAAmZmZiI+Px/Dhw608IgcnNdiUiEymffv2Bh//5ZdfEBsbq06EAIDRo0dj+fLluHr1qqSEhueeew6zZs2Cj48Prly5AiEEQkNDdfbNy8tDXt6DakUZGRkS94SohL+XGzxcFZi06rhGu4erAtviupm/UqOuz7LyCRKlAcM39mu2MzDCbs2ZMweBgYH47LPP8Pjjj+vs8/TTT+PSpUs4duwYPD09MWrUKAwePBgHDx6Ek5MTmjZtivfee09rO6VSqfH95s2bUa9ePURG8r1EJmIocJYrtRGRo9KzQk6xiwcuZbqh4HY6AO0EXWvQHIMPgkbvQqhL1oMmJrMRkVwZWo3MM9A6Y5KCiWdkx1g9l8i2+EU3RmyzztYeBlUC51siIiIikkoIgUWLFmHx4sW4fv066tWrh8OHD2v1W7FiBcaNGwd/f38kJiaib9+++Omnn+Dp6QkAGDlyJP744w+t7V5++WXMnDkTADB58mR8+eWXCAgIwM6dO827Y0REZmDxZIiioiL8/vvvWLx4MbZs2YLx48fjiy++0Oq3bt06vP3227h8+TJq1aqF9957DyNHjlQ/Pnz4cNy/f19ru7fffhvdu3dXf//DDz/gscceg7u7u1n2h4jIVl26dAm1a9fWaCv9/tKlS5KSIQYOHIjCwkKsX78ePj4+2LFjBzw8dAekz5kzBzNmzKj6wMlhhft5YFtcN6Rm5avb4pNUmLTqOA5dvY/UYG+D21dpBQl9yidIGAqMGLEc8AzS7MtACZtXehx74MABnY9fvXoV69evx6ZNm9QrRnz++edo2rQpdu7cie7duyMkJAQhIRUvY79w4UKMHz/edIMn0reCm775iRVwibSwoqMdyk7RWiEnSZWHkcsv4cq3VwFcVXf1cFXA38vN4kO0epIwEVFV6ZhrAeBuoReSs3yALCaeERERAcDdG5egSk1Uf592/bQVR0NERERERJZUUFCAs2fPYsWKFVi2bBn27Nmj1efChQsYM2YMFi9ejOeffx6JiYlo37493nzzTXz++ecAgGXLlqGgoEBr27LxtLNmzcKbb76JtWvX4sknn8T+/fvNt2NE1lJ+tWLANlaHJ0ksngyxf/9+LF26FC+99BJSUlJ09tm3bx9GjBiBzz77DE888QTWrFmDJ598EiEhIejRoweAksy0shXGS5VfCujLL7/Ezz//bPodIYPK36gySQAqg6+ITConJwfVqlXTaPPx8QEAZGdn69pEp8GDB2Pw4MEV9ps6dSomT56MpUuXYunSpSgqKkJ8fLxxgyaHF+7nofF5oi8QTBcPVwW+HN0KgWUC1kyeIKErsDg7GVg1GvhxqGZfVo50CPv27QMAdOvWTd3WpEkTBAUFYd++fRpJvIZcuXIF586dw4ABAwz24yo8ZDQpK7ixAi6RXqzoaMeC6gJhzQEASbfTcaUgGfNHNEdsmQRcsyTbSmAoSTg1K197TLyeQjaOiWd2rMxcezstB73m7kROgeacxcQzIiJyVHdvXILPsk4IddK8H54tlPD2r7iwChERERER2TY3NzcsXLjQYJ/vvvsOYWFheP755wEAISEhGD9+PN5//318+umncHFxgZeXl8HnmDlzJl588UUEBwcjMjISycnJevsyHoFslr7VigH5r1hMklg8GaJz587o3Llk2c7SZXbK+/TTT9GlSxd15dsXXngBP//8Mz799FN1MkSXLl0qfK2///4bAQEBWgkSZD5muUnEKttEZuHt7Y20tDSNttTUVAAPkiJMSalUQqlUIi4uDnFxcQwYI5PQFQimS0pWPsYtP4Knvjmo0W6WIAZdgcXlEyRYOdJhJCYmwtPTU70EZang4GAkJibq2Uqbp6cnNm3aBGdnZ4P9zL0Kj67KrNYKBCUL0pXoxXmMiOxF+SowBirAxAZ7o3G4PM5hyicJ68RkNrITTDyzAxLm2tSsfOQUFDHxjIiI6F+q1ESEOuXhcMsP4RfdWN3u7R+C0Kg6VhwZyY4R57VEREREZF+OHj2K1q1ba7S1a9cOGRkZiI+PR/369St8jkaNGqF58+ZISUlBrVq1sGTJEr19zR2PQGQ2elYrBsBruXbC4skQUuzbtw/jxo3TaOvZsyc+/vhjo55n4cKFGDt2bIX9mLFmOkbfJJKCVbaJzKJRo0ZYtmwZhBBwcnICAJw7dw6A9io7psSKjmRqkgLBAL2fT4eu3keqhECL22k5WkkXkoMy9FVelxIsoWuZNh6I27zi4mL13CtFaGgoQkNDK+xXugpPqYyMDERGVv29YmgVFlZGdRBSVpAgIrI1eqrAFLt44FKmGwpupwPQnQwoV5pj9UHQ6F0Idcl60MRkNiKyNCPnWltIPCs717qq3FDHxQPOTDwjIqIqKn/9+d79HMQC8ItujNhmna03MNJr5cqVWLBgAVxcXDBx4kQMGTLE8oPQV92UlU2JbAcTq02O8QhE5EhSUlIQHR2t0RYUFKR+TIohQ4ZgyJAhyM/Ph5ub4RVazRWPQGQxZVYrJvsiy2SIxMREVK9eXaMtODgY9+/fR0FBAVxdXSU9z0svvYQOHTpU2I8Za6YlNSjVKKyyTWRyjz/+OGbOnIlff/0VgwcPRnFxMRYvXoyuXbuiRo0aZntdVnQkayn/+WRoNaMvR7dCoNeDk7zSlSVyCoq0+lYqCFzqqkelyX+6bmQwqMIm1KhRA9nZ2cjKytJYfvLevXuSkhuMVboKj6npW4WlykmvZPt0VZrjzRoishU6qsAkqfIwcvklXPn2KoCr6q4ergr4exm+CWBNRq/UyRvtRGQpDjDX1nb9BCtH10Gw97/nYrxOTURERrqdloPRc9fCozBN3RbrdBs93AAfD2n3xcmyTp8+ja1bt+LTTz/FvXv3MGbMGLRv3x5hYWGWHYi+6qY8xyOSP67oaTaMRyAiR+Lq6qpRBBwAcnJy1I8Zo6JECOBBPAITz4hIbmSZDKGLEMLobbp16yapHzPWbBSr0xIZNG/ePFy+fBkHDx5EcnIyXnrpJQDA+++/Dz8/PzRu3BgzZ87EqFGjMGDAAFy7dg03b97EX3/9ZdZx8YCY5EJXcHdp0sNT3xzU6u/hqsD3z7ZVJ0noCwKXtIKEsasePbn2QYIEgypsSseOHQEAO3bswMMPPwwAOHHiBFJSUtSP2QqzJLyS7dJ3owbQfbOmKqvccIUcIjKV8vNJaUJAmSowSbfTcaUgGfNHNEeshNXD5MLQSp1lV0JjBXMiMjsHnWuTvOojOKxckA0Th4mISCJV4lX85jwZnkrNIKZiFw8EB1s4uN6O5OTkIDExETVq1NBbQEalUiE7OxvBwcFGPXeDBg2wbNkyAEBWVhb8/f2te9+L1U2JbI+ue4W8Byhf+s51iYisLCoqCgkJCRptpd9HRUWZ7XWZeEZEciPLZIiQkBDcu3dPo+3evXsICAgwOmNNCnNV0CUisqbo6Gi4urqifv36Gu1l59Fp06bh0UcfxYEDB+Dj44O+ffvCx8fHrOPiATHJia7gbl3V7wFpQRm303LQa+5OaStISFn1CNAfKMFqvrIghEBRUZH6RldRUREKCwuhUCjg5OSE6OhoDB8+HK+//jpq1qwJT09PTJgwAe3bt0eXLl2sPHqiKtB1owbQfbMm7SawsG3lVrmpyrZERGXpmU+KXTxwKdMNBbfTAZQEtQJAbLA3Gofb1vmK1JXQWMGciMzGAefaUqX7BBhIPAN4HEtERAC0C+rcS7iNek55uNnjM0TWaa5ud+Y130q5dOkSFixYgBUrViA5ORm7d+9G586dNfpkZmbiqaeewm+//QY3NzeEh4fjhx9+QLt27QAA//zzD0aNGqXz+ePj46FQKHDlyhX06dMHiYmJeOutt1hskYiMxwKgtsHQfQrPQOuMiYjoXz179sTEiRORnp6ujsHauHEjGjZsiNDQULO9LgvhEpHcyDIZomPHjtixYwfeffddddv27dttrnouWQmDQ4kAAEOGDJHUr1GjRmjUqJGZR/MAD4hJ7oytfl824CE+SYWcgiKN6pa6KvLq4+8VhPCwCj6zDC2bO2L5gxUkyvbn56DZzJkzR33MqlAo1PPpkiVL8OyzzwIAli1bhri4OHTv3h2FhYXo27cvPv/8czg5OVlt3EQmIfVGTXZKyU2CIUtLqtQB0gNvq7ItEVFZOuaTJFUeRi6/hCvfXgVwVd3Vw1UBf6+Kl4OWuypXMOdxJBEZywHnWsmJZwCPY4mICIDugjqNnK6ihxJQ1mjA6v4msHHjRsTExGDr1q1o0aKFzj7jx4/H+fPncfPmTQQGBuLVV1/Fww8/jPj4ePj6+qJp06b4448/DL5OZGQkNm/ejBs3bmD8+PHo378/mjdvboY9IiIiq9J1nwLgtTMiW2LD177PnDmDnJwcJCUlITs7G4cPHwYAtGzZEs7OzhgzZgzmzZuHIUOG4PXXX8eJEyfwzTffYPXq1WYdFwvhEpHcyDIZYvLkyejWrRsWL16MkSNHYs2aNdi+fTu2bt1q7aGRnBkKDmW1LSLZ4AEx2Qt9AQ8ergq0qRWgTqjQ108XnStIlKerGnt2MrBqNPDjUO3+/Bw0q7feegtvvfWWwT7e3t746quv8NVXX1loVEQyFVS38jf0q7ItETkmPUvXx4sw5IpaJf/PUuFKQbJGIisgbUUwW1GlCuY8jiSiinCuNT7xDLDpG/BERFR1qVn58C9IxKK+YYgMKPksVKZ5AzugmURHlTZ58mQAwLVr13Q+npqaipUrV+Lbb79FSEgIAGDWrFlYsmQJVq9ejeeffx4eHh6IjY3V+xpbtmxBWFgYmjRpgqioKAQHB+P69et6kyHy8vKQl5en/j4jI6NyO0dE5GCys7OxdOlSJCQkYODAgejatav1BsP7FES2xw5iCWfOnIn4+HgAgKenJ8aNGwcA2L17Nzw8PODu7o6dO3fi/fffx8yZMxEYGIhff/0VAwYMMOu4WAiXiOTG4skQKpUK1apVU3//zz//YOHChWjUqBFOnz4NoGRliJUrV+Ltt9/GxIkTUatWLfz444/o0aOHpYdLtkRXcCirbRHJDg+IyV7oCngAtAM69PUrT98KEjoDRHRVYy//GQjwc5CI5K98IJixjxMR6aJn6fpsocSYFZeRgHR1W/lEVnsnuYI5jyOJqCKca9WkJJ4BTD4jInJUt9NyNK4N3752EduUr8NzZ55mR1fPkmAtMrtjx46hsLAQHTt2VLf5+PigSZMmOHToEJ5//vkKn6NBgwYYMWIErl+/jszMTAwePBj9+/fX23/OnDmYMWOGScZPRORIBg8ejObNm8PPzw8jRozATz/9xNgxIpLODmIJV65cWWGf4OBgfP755xYYzQMshEtEcmPxZAhvb28IISrsN3ToUAwdqqO6MZEhuoJDAVbbIpIRHhCTPdEX8FCZfoZWmqhwtQhA/2cgIC2YmJ+NRGRJ+iqx6MJgACIypHxVcqDk2KcgGzd7fIY8v5JKnjfv52DalgS8MaKXXVYml8pQBfN9WRGI9Sr52bgLFWIBXk8hIv2yU0oSIYYsLamOCSD+ngpjVlx2+LnW0AqRTD4jInIst9Ny0GvuTuQUPCgO1cjpKvoq83C/30IERDV+0JnH2hZz7949AEBgoOb1pqCgIPVjFYmKisL+/fuRmJiIatWqwdPT02D/qVOnqlesAEpWhoiM5O+biKgiP/zwA2rUqAEAuH//Po4fP85kCCIyjqE4Cqo0FsIlIrmxeDIEkUXZwXJXRETkGAwFpklZLaJ8hTHAQNVJHYpdPOA88kfAM+hBI2/AEZG56KrEog/nIiLSR09VcqCkMvmIzU7lKpOH2HVlcqnKJ+rqCtoNQzK2KZXw5PUUIipVPvns32SpeBGGXFGr5P/FKiQgHbHB3mgc7rgFMPStEMnkMyIi+6br+mx8kgr+BYlY1DcMkQElx+DKNG9gB0oSIcKaW2Gk5OzsDAAoLCzUaC8oKIBCoTDquUJCQiT1UyqVUCqVDBojIrty7NgxfPnll9i+fTvGjx+PV199VavPzp078eGHH+L69euoU6cO3n33XbRs2VL9+Msvv4yCggKt7V555RU0bNgQNWrUwLRp03D58mWkpKRg6tSpZt0nIiKShoVwiUhumAxB9s0Olrsisje80Eukn5TANEB7tQhdFcZK1Xb9BB8PDIevhysAID2nALN/P4fcwmJ1n0CnDHwp5sPzx3KrcjHYjYjMyRKVWHRVjGdgGZH9+LcqedkVIACuAmEsfUm5vVZ9jFkaQVvxiNwxkddTiByRnuSzbKHEmBWXyyWeKeDv5WbpEcqOrhUimXxGcsZrtkRVo+/6bMk8/zo8d+ZpbsBVMK0qIiICAHD37l2N1SHu3r2LJk2amPW1GTRGRPZi8+bNeOuttzB27Fhs3boVKSnahY8OHTqEPn36YMqUKZgxYwa+++47dO/eHceOHUNMTAwAoFmzZlrJaQBQrVo19f8bNmwIHx8f/N///R/++ecfDBw40Hw7RkREkvA6AhHJDZMhyP5JDbJioBSRRfBCL5F0UleLiE9SIaegCPNHNNcI+EvJyse45UcwdINmwIqHa218+UwrBP4boFIS7BaOH56IQWz1f7cvTR68sV/z85GfjUQkRdnKtuWr3JpL+eP57GRg1WjtivGunsCI5Zor4QCc34hsQbm/8/s3TiMAwLg/VDgj0jW6chUI4+hKyk11DcEzW/IBlByLNnJS4Xflg5+7Bs6hRPZNR/IZE8+MZ3TyGc/HyYJ4zZbIOOVXgdB3fdY9+RQ81+cBQ5YCQXUfPAHndKtq2bIlqlWrhi1btqBRo0YAgBs3buDcuXN4//33zfraDBojInvRs2dPHDt2DAAwf/58nX1mzZqFrl274n//+x8AoE2bNtixYwc++eQTLF68GADw/PPP632N1NRUpKSkYNSoUQCAgIAArF27lskQREQywOsIRCQ3TIYgAvRWN2MFLiIisjZjVovQFfBXPtCi9DnK90tAEHKDmgBh/56oegaWfA6yOiURGcPQ3GHOioeGjuefXPsg8aE0QaL8SjilfTm/EclX2k0Uf9EGzoU56qYAlFQlf+XhdgivWVejO4Nxq0ZXwO7ta8HI/lOJgD8maPUvdvGA80uHOIcS2Ym7Ny5BlZqo/r7g7nk0gHbyGRPPjCcl+SwMTjpXi+BcS0QkD/pWgajtmoqOXrcQ7KR80OiUUPJvUF0grLnlBungVCoVkpOTcevWLQAlKz5cu3YN/v7+8PX1hVKpxJtvvon//e9/iI6ORnh4OF5//XU0b94cjzzyiFnHxqAxIrIXbm4Vrwj4999/4+2339Zo69+/PzZt2iTpNRQKBcaMGYPw8HA4OTlh+/btWLlypd7+eXl5yMt7sBpTRkaGpNchIiIiItvHZAgiQF3dTKMyS2lF7OwUrixBRESyoSswDdAf8Fc+0EIyv0jcHb1LIwCG1SmJqEJ+kSUJBZY+LtZ1PK/vdXWNz9hjf6J/saKj+egMxC3MwcT88YgX4er2HBc/LG/UmIG4ZqAdsNsYD//xKTwK0zT6xTrdxmdYhHP/bIFraH11u7d/CEKj6lhquERkIndvXILPsk4IdcrTaM8WSrwzvAu8g2uq25h4VnW6zvFTsvLx8HKFxnxbOtcmJSUgmMerREQWJWUVCFfVbdRZ/Rycf8rRfgJzF4ggLb///jumTJkCAIiOjsZrr70GAHjttdfw0ksvAQCmTp0Kb29vfPDBB1CpVOjSpQtmzZoFhUJh1rHxOgIROYrMzEykp6cjNDRUoz00NFSdrFYRHx8f/PXXX9iyZQvy8/Px+eefaz1fWXPmzMGMGTOqNG4iIiIisk1MhiAqq7KVWbiyBJFkvNBLVHWVTnCoQHySSv3/lKx8jFt+WaPCmb7qlPy8IyINfpHWmw+kHM9bc3xkd1jR0TwMBeI+8fhIBuJaSbifB5bHDdVKylUlXUP2hmVosD9Ooz1bKHH3ub1MiKAq43UE8ymfeAYAaddPo7VTHg63/BB+0Y3V7d7+IWjPv2ez0HWOX36+vXfxILBzEW6cP4aMnAJ1OxPPiIjMS98qEFqr9CZcBQpztIs0ACwkYwUjRozAiBEjDPZxcnLCK6+8gldeecVCoyrB6whE5CiKi4sBAK6urhrtbm5uRp3fe3h44NFHH5XUd+rUqZg8eTKWLl2KpUuXoqioCPHx8ZJfi4iIpOM1W5K98oXNky9abyxkEUyGIDIFU6wsQeQgeKGXSH78vdzg4arApFXHNdo9XBX4/tm2CPQqWeo2PkmFXqs+xg9PxCC2eknVM37eERERUVWVr7R67/I19GAgrizpTMoNb4a7gXuRUCagOu36abQ+OgVnj/+lEWjNoF2qDF5HMI3yc60q6RqabuitlXgGlCQzRTTvyb9XKyo/394tqonsv5VofXQKcPRBPyaeERGZlpRVIAAgqCgJodkXgNIaaaVBFZUtukYOg0FjROQoqlWrBqVSiZQUzVWak5OTERQUZJbXVCqVUCqViIuLQ1xcHK8jEBGZEa/ZkqwZKmzOlRvtFpMhyCaUv/gIyLT6Iy9yEhGRDQr388C2uG6SPmsTEITcoCZAWLkT2vJZ1Kx4RkTmVnbeseVKDuWrUgCcQ8mulT+/T8nKx4zlW+BRmKZui3W6jR5uQFT9Fgiu284KoyRjhUbVAcoE4t71D0H2Ed1Buwce3crVPYgs7HZaDkbPXas117Z3y8O5DnPhGlpfoz8Tl+QnNKoO7j7HxDMiInOSvApE2k1gYVcGVVClMGiMiByFs7MzWrZsif3792P8+PHq9j179qB169ZmfW0mnhERETk4XYXNAd6Dt3NMhiCLiU9SaXwv9Wa3oYuP2+K68YY5ERGRCeis8qtH2c90V5Ub6rh4wHndCxp9il084PzSIZ5IEJHpeQaWBBiUm3dsMujAUFWKCQc5h5Ld0RWMG+iUgd9c58NTqVmZvNjFA8HBYRYeIZmKrqDdgrvn0WB/HFasXol4Ea5uz3Hxw/K4oby+Q2RC5RPPbl+7iN+cJ+ucaxu068tjDhvBxDMiItOq0ioQDKogIiKq0Lhx4zBu3Di8+OKL6NixIzZu3Ijdu3dj8+bNZn1dJp4RERERABY2dzBMhiCz8/dyg4erApNWHddo93BV4MvRrRDo5abVv+yNmdSsfK2Lj/FJKkxadRypWfm8iUNERGQh+j7Tw/Ah/J0y1d/HOt3GZ1iEI+fjoYz00dien9tEVGV+kSWJAvawmoKuqhTJF0sSPbJTbG9/iMoxJhgXI9cCnkHqNmdb/JsmDeWDdhEdjeJDb+MzLNLoly2U2H2mHlJrPggk43EjUeXpWwWir1se7vdbiICoxup2zrW2zdjEs+mj+2pci+dcS0SORNcKdeOWH6naKhBRHfg5SkZjtXIishd3795F586dAQA3btzAokWLsHLlSrRu3RorV64EAIwZMwaXL19Gr1694OHhgYKCAnz66afo3bu3NYdOREQmwONaIpIbJkOQ2YX7eWBbXDedFxmf+uagVn99Kz7EBnujcbgVsraTL2p+b46bhGk37SOYi0gCHhAT2S5dn+m65N08CvyxCO/+cgZnxIMbhVzViYhMxi/SesfKuo7dddF1PF9+29JzDV1VKaSeh/BcgmRCSnBRI6er6KtkMK7D8ossWTmszJx1/8ZpBPwxAZ//9g/OiCR1u64CGgzaJdLNmMSzgPrdON/aGWMSz3p98zES8CDxkOfoROQoDK1A//2zbQ0fc+oqYgDwvJsqjdXKicheVK9eHX/88YdWu4eH5vnFjBkzMHXqVNy7dw8hISFwc3PT2sbUGI9ARGR+PK4lIrlhMgRZRLifh9ZNFV3BlLJa8cEzsKSyy7oXNNtdPUsq0ZrqImfaTWBhW91VZUz5OkQywQNiItum6zNdi5M/AODLft7I8yv5O795PwfTtiTg0NX7SC2zzDzAwDYisiH6jt11KX88b+i43zPwwffGnIfwXIJkQl9wUW3XVHz8aDh8PVwBAMo0b2AHShIhuCytYyqXzBbw779ljxvTcwrw+u+3tQpoMGiXSHfi2YzlW7gKBD2gI/EMyRfhue4FrOovKjxH5/k5EdmD8p+X8UkqrRXoAT1zXtpNIEFiEQMiIiIHplAoEBsbK6mvu7s7IiMtdz7KeAQiIiIix8NkCLIaScGU1uQXWRJAVL5y67oXStpMdfNQV1UZc7wOERGRpfwbyBu5Y6K6KRbANqUSvVZpVqIEGNhGRDZEX0XI8nQdz0utJmnMeQjPJchKpAQXuapuo87q5+D8R47mxuUTgMix6ThuBIBtSg9cenI7CrzDATwonsGgXXIkUlbcCUMytilf5yoQpKn8KmpGnKPrWpkH4HxLRPIl5fMSKJnf2tQKMDyXSS1iQERERLLGlSGIiIiIHA+TIUiW4pNUOv9vqJ8+VbpRU/7GkTmxqgzZoGHDhmHbtm3q70NCQnDhwgUrjoiIZEFPIK/nuhfwwxMxyA1qom5mYBsR2aSqHLtL2dbY8xCeS5CZlA8sAvQHF9V2TUVHr1sIdlKWNORdBApzKk4AIsem57jRed0LqJd3GqhW8v4L9spDbddUTFp1XGNzXUG7PI4keyB9xZ178NyRpzXXchUI0mDgHL3sahH6VuYBWMSAiORJ3+elh6sC3z/btuJjxLSb2oUIpBQxIKoCBugSEZkfV4YgIiIicjxMhiBZ8fdyg4erQufNbf9yFy119dPFLDdqSpfF1fe9IbourpLtKP/7Axz6Qvj333+PgoICAMCyZcuQkJBg5RERkWzoCeSNre4NhD248Gjos5+BFkRk88oe65viuL8q5yG68NiWypBaURXQDi5SrwLxk45VIKI68D1FhumpYI51L6ibgqG9WkTpe7R80C4TJMgWVXnFHc61VBEJq0UA2nMtwCIGRCQfUj4vAYnzk6FVIPi5SmbEAF0iIiIiIiIi02MyBMlKuJ8HtsV106o8Wf7Cpb5+5ZXeqEnNyjfNjRkdN+TVpCyTyyV2bZuh39+Eg7K9OH7+/HkUFhaicePGOh8vKCjAxYsX4evri4iICKOe28vLS/3/5cuXY9WqVVUaKxE5gHKBu+EAdrwQg2RFsLrN5J/fZHblV+tiUAw5PH3nDZU97q/qeYguNnpsS+ZhTEVVAAgqSkKoy+0HDVwFgkxJ4moR8NY+jjSUIMFEW5ILqclnHq4KtKkV8OB9m3CVcy2ZjtS5Flydh4gsz5gV6rQ+L6XKTuEqEERERHaKq/AQEZkf51oikhsmQ5DshPt5SLpoKbWfSem6SVRKygVSXly1bbp+f8kXS4LSslNk9ztctmwZFi1ahIsXLyIkJATx8fFafX7//Xc8/fTTcHd3x/3799G+fXusWbMG/v7+AIDx48fjp59+0truP//5DxYtWqT+fs+ePQgICEC9evXMt0NEZNsMBPKGunoilIG3NokrexDpoe+8obLH/VU9D9HFxo5tybSqVFE17SawsCsrqJJ5SVgtAtB9HFm+eIa+iuYAg3bJ/IxJfCiffBZUlITQ7AtA6XRbmlgeVBcIa27mkZNDkDjXcnUeIjKnqqxQBxgxx+hbtZ2fq0RERHaHq/AQEZkf51oikhsmQxAZq/xNosrgxVXbZiO/v6NHj2LJkiXYuHEjfvzxR63H79y5g+HDh+Odd97Bm2++ifT0dHTq1AkTJkxQJ0B88sknmD17tta2bm6alWEXLlyIsWPHmmdHiMg+6AvkNRB4y9UG5E/Xal1c2YPoX6Y4bzDn85WykWNbqrxKVyAHSgKGEnR8djPJnyxNTwVzrHsBuLFfoz3cMxDh4Q/ei/qSNwEG7ZLpGFvBusJATkOJZ1xdlszFwHk7V+chIlOoSpIgUIXjNK7aTjLCCrpEREREREREpsdkCHJY8fdUyBXpAAD3ZBVirTweIlNbuHAhAGDjxo06H//pp5/g6uqKuLg4AICvry/i4uIwduxYLF68GL6+vvD09ISnp6fB10lMTMTu3bvx/fffG+yXl5eHvLw89fcZGRnG7A4R2QOJgbxcbcC2WGW1LiIi0qkqwUW6A3F1BAwBXAWCrENiBXO4epYE8/7bV1fyJsCq5mQ6t9Ny0GvuzqpVsC6ffMbEM7IWXeftZlidh/Mqkf0z6bmJsXStAsHPVZIJVtAlIiIiIrnavHkzZs+ejf/7v/9DVFSUtYdDJJ2+1SDJoTAZghxOkioPwQAmrjyOM/8mQzRyuorflQ8eI3IER48eRbNmzeDq6qpua9euHQoKCnDq1Cl07txZ0vMsXboUo0aN0lotorw5c+ZgxowZVRozETkGrjZARERkPH3BuCYPxAUYNETyUIXVIkqVP+ZkggRJUT64Mz5JhZyCIswf0RyxZYK9AYnvE0PVqpl4RnJghtV5OK+a19q1a/HUU08BKCmYU/p/InORVeJDdjKwajQ/V4mIiBwYV+EhIjJeQkICvv32WyQnJyM7W0eRLCK54mqQ9C8mQ5DDycgpQDCA1/rUQ/W6bQEA9y66ATsfPEbkCFJSUhAYqPmhHxQUpH5MqldffbXCRAgAmDp1KiZPnqz+PiMjA5GRvPFARLpxtQEiIiLDpAbjMhCX7FolV4sopeuY05gECa5aZv+MCe5sUytA2vuB1arJFplwdR4mnpnf4MGDcffuXcTFxaGgoMDawyEbVv5zUBeLJj6UZ+g85sm1gGfQgzZ+rhIRETkMrsJDRPaooKAAQgiD8VnFxcVwdnY2+rmLi4vx2muv4fPPP0evXr2qMkwiy8tO4fV1AsBkCHJgkQEeiA0vOfGJT+YNFXI8rq6uyMvL02jLyclRPyaVl5eXpH5KpRJKpZKVGIiIiIiIjGTyYFwG4pK9MqJ6OQCd73EpCRKlq5YdunofqcYmH5FsmaWqNatVk72q4uo8TJAALl68iLS0NLRt21bn44WFhTh37hzc3d1Rp04do57bxcUF3t7eRl3jJZL6OaiLRRIfAJ7HEBERERGRw9m5cycWL16M9evXo0mTJjh8+LBWnwMHDmDChAk4ceIE/Pz8MG7cOMycORNOTk4AgClTpmDv3r1a2z3xxBOYMGECPvzwQ7zwwgsIDQ01+/6UCkMy3JNPAU5lVtrluRxVRVBdIKy5tUdBVsRkCHJYyrR4IMH7wf/NJfmi7v8buy2g+0O//MVfff2IyomKisK+ffs02hISEtSPERFZlJTPPCIic6voeN3Y43miSjBLMG5ZXAWC7J3U6uWA3hUjyiufIOHv5QYPVwUmrTqu0c+eg3btjdnnWoDVqsn+VWF1Hkdemefnn3/G/PnzcfbsWeTm5iI3N1erz65duzBy5EgoFAqoVCrUqlULv/zyi3qV3enTp2Pu3Lla2/Xu3Rvr1683+z6Q7ZCysgNg3OegLhY53uF5DBEREREROZi8vDy8++67GDt2LAICAnDw4EGtPomJiejXrx+ee+45/P333zh58iQefvhheHt748033wQAPPXUUxg0aJDWthEREUhKSsLHH3+Mhg0bAgCuXr2KUaNGYdWqVYiNjTXLfrmqbmOb8nV4rs8r94C06/U66YqfBHjd1ViMQyUbxmQIcjhF7gHIFkpE7pgI7ChpiwSQLZQocg8w3QsZuvnjGVj5bct+6Bu6+FvZgwNyGD179sTixYtx69YtREREAAA2btyI0NBQ9UGuOXBZSiLSYESwBBGR2RgKlC1PyvE82aRt27YhNzcXPj4+6Nq1q0Ve02LBuKyeSo5MV/VyQP+KERL+FsL9PFjV3IZYZa4FON+S4zFmdR4HXpnnxIkT+Pjjj3Hu3Dm89NJLWo9nZmZi2LBhGDNmDD755BPk5+ejd+/eGD16NP7++28AwLRp0/D6669rbeviwlt+jqwqKzsAFlzdQQp+rhIREREREUGpVGLnzp0AoDMRAgCWLVsGFxcXfPTRR1AoFOjUqRMmTJiAzz77DFOmTIGTk5PBGLC8vDz8+uuv6u/HjBmDuLg41KhRw7Q7U4Yi9z48nfJws8dniKzTvKTR0ArP5ZU/D9QXPwkw7sQYcoxDZXIGGYFXRsnhFHiHo1fex/jhiRjEVi+5YRJ/T4UxKy5jiXe46V5I3812KROyoRtH2SkPts9O0b74q6sfOaQLFy4gMzMTCQkJyMvLUy+V1qxZM7i6umLw4MFo06YNhg4diunTp+PKlSuYO3cuFi5cCGdnZ7ONa+HChVi4cCGKiqTdhCEiOyf1M4+IyJz0Hbvrwgssduv777/H7du3kZSUhNOnT5v99W6n5aDX3J2mDcYtj9VTiUqUr14OVDkp15GrmlfFu+++q7659ueffyI4ONisr2fVuRbgfEuOpwqrRehSlZV5SvvLba6dNWsWAODcuXM6H//ll1+QmpqKadOmAQDc3NwwdepU9O/fH5cvX0ZMTAzc3Nzg5ma4Ur9UeXl5yMt7UIkxIyPDJM9LlSN1JYfyqrqyAyCjxIfsZGDVaH6ukt3iPTIiIvPjXEtEjmT//v3o1KkTFAqFuq1Hjx6YNWsWrl69itq1axvcXqlUonPnzurvPT090bJlS3h5eensb8rrCHl+sUBY839f2MjCdWWvK+mKnwQYd2IsucWhyjE5g2SNyRDkEOKTVBr/T0AQcoOaAGElVelzRToSkK7RD6j6xd/bCEKq8NF8TrhBUsqFrhv1+gTVfXBwQPSvjz/+GMePHwcAhISEYNy4cQCATZs2ITg4GAqFAlu2bMHs2bMxZ84c+Pj4YPny5Rg+fLhZx8WVIYhIizGfeURE5sK5yOEtX74c8fHxePTRRy3yeqlZ+cgpKML8Ec0Ra6rKxlwFgki6KlYw18WYquapWfmyC9C1hOeffx5DhgzBI488gvx844M9jWXVuRbgfEtk4rnWmJV5ANtMPjt69ChiYmLg7++vbmvXrh0A4NixY4iJianwOY4dO4YuXbogPz8fzs7OmDRpElQqlc6+c+bMwYwZM0wzeNJLSpKDsSs5lCerlR2kMhTY8ORawDNIs52fq2QHeI+MiMj8ONcSkSNJTExE06ZNNdpKC9AkJiZWmAxR3vLlyxEdHa33cbNdR5BauE7XdaXkiyX/Mn5SP2NWWJDyc9T1fIaeszLklpxBssdkCLJrhipF+Ze7IKyvX2VvlhiqPGdrN2DINn399dcV9vHz88NHH31kgdE8wEoMRERERGSs/Px8rF27FgcPHsTjjz+Ojh07avVJTEzETz/9hMTERDRp0gQjRoyAi0vJZY+CggJs2bJF53N369YN1apVM+v4DYkN9kbjcBPclOMqEETGM3EFc110JUjIXXp6OpydnQ3OjSqVCl5eXnBycjLquaOiohAVFWWyiuZSca4lsiIzrxYBaCeeAbabfHb//n0EBARotPn5+cHZ2RkpKRJWskPJysB3796V1Hfq1KmYPHmy+vuMjAxERppoLjPmRrsF6EpI0JUsUNnVGfQxJsnBmJUcypN94gPA5G0iIiIiIiIzKC4u1vm9sdduAaBFixYGHy+9jrB06VIsXboURUVFiI+PN/p1dJJSuM7QdSXPQNOMw96YeoWFilZKNvWqDbqSM0oTYMr/nxwakyHIrumqFAVoXxTW1a+qN0t0VZ6z1RswRKbESgxEREREZIw///wTzz77LDp16oQNGzagXr16WskQly5dQqdOndCiRQu0bdsW06dPx7fffostW7ZAoVAgJycHX375pc7nb9q0qVWTISqNgUREpmeG1SJsRVFREdauXYvFixdj165dGDRoEDZs2KDVb8OGDZg4cSLu3LkDDw8PvPrqq3jvvffUj48aNQpnzpzR2m7y5MkYM2aMGffATDjXEpmehVbmsVWurq7Iy8vTaCsoKEBxcTFcXV0lPYezszO8vb0r7ghAqVRCqVQaPc7y7t64BFVqovp7l5z7iNr2XzgX5mj0K3bxwI1eS1Do8SDho8g9AAXektbTrjR9CQkergp8ObqVOvmgqqsz6CM1ycEmEhqkKv8Zmp0MrBrNhEIiIiIiIiITqlGjBpKSkjTaSr8PDQ01+euVXkeIi4tDXFyc5WO/9K0gYavXZ21xhQVdz2foOfXtY3lS9pnJMGQAkyHI7km9EWKuGyYmqzxHRERERETkgGrWrImjR48iODhYb1DXlClTUL9+fWzevBnOzs544YUXEBsbi59++gmjR4+Gj48PfvvtNwuP3IxYmZzIfCywWoQc3bx5E2vWrME777yDRYsWobCwUKvP6dOn8fjjj2PevHkYN24c9u3bhwEDBqBGjRoYO3YsAGD69OnIztauCBUebt4gV7PgXEtkPg4610oRHR2tddx6+/Zt9WNydPfGJfgs64RQJ80kjmyhxLiCKUgRPgCAQKcMfCnmo+Yfo3X0m6TuZ0iqqIYEBFVqnOUTEkoTH5765qDBfqZgV0kOuhiT+PDkWsCzzO/QVgNWiP5VWFiIF198Ea1atcK4ceOsPRwiIiIicjCdO3fG7NmzUVBQoC6i8NdffyE8PNys1xEWLlyIhQsXoqjItMUEJJGygkRZlV05QNf5qikD++WwwoI5nq/sz1vf9QFdpOyzvSXDkEkxGYKIiCzKqgfERERERGRz6tata/DxgoICbNq0CfPnz4ezszMAICoqCt27d8eGDRswevRog9uX2rdvH86cOYPMzEz89ttvaNSoEWrVqqWzb15enkbF3oyMDIl7U0msTE5kPQ6yWkTNmjXx888/AwAWLVqks8/ixYtRr149vPTSSwCArl274sknn8Tnn3+uToaoaM6WNc61RNbjIHOtFD179sQ777yDw4cPo3Xr1gCAX375BV5eXmjfvr3ZXrcq12xVqYkIdcrD4ZYfwi+6sbq9yD0Ab5Rb8eGm6lEocu+rvy9dQeIHpw8lvVZVVpbQlZAgZWVxKoeJD0Qa3nvvPahUKhw/ftzsrxWGZLgnnwKcyhSKqGxgFxERERHZhPz8fBQXF6OoqAhCCOTm5gIA3N3dAQDPPvssPvroI4wfPx7Tp0/HiRMn8MUXX2D27NlwcnIy27gmTJiACRMmWH5lCGPoK74hlasnMGL5g/NaUwf2G7vCglS6rnNbgqFiJ+WvD5Sn6zqgvnEbmwxDDoPJEEREZFE2cUBMRERERDbjxo0byMvLQ0xMjEZ7TEwM9u7dK/l5fvnlF5w5cwZNmjTBl19+if/+9796kyHmzJmDGTNmVGnckrEyOZH1sYI5AODAgQPo3LmzRlu3bt3w1VdfITMzE9WqVavwOb7++mt88cUXuHnzJvr27Yvu3btj4cKFOvtaNPGMcy2R9TnIXBsfH4/k5GRcuXIFQggcOHAAANC4cWN4e3ujQ4cOeOSRRzBq1CjMnj0b9+/fxzvvvINp06bBy8vLbOMyxTVbv+jGiG3WuYJeOp67fgtpVRWzk+G8arTWyhJawQl6BQLQfN+Ya8VwmySluiUTH4g0bNu2De7u7ujZsycOHz5s1tdyVd3GNuXr8Fyfp+NBz5K/OSIiAsDijERkXzp06IAzZ86ov/fz8wMApKSkwMvLC4GBgfjrr78wadIkNGrUCIGBgZg+fTpeeeUVs47LJuZafasISFF6/vvjUM32ygb2A/rPk025YoOh69zmPmeoyqoNhq4D8lyHJGIyBBERERERERHZrOzskgt65YNwfXx81I9J8eGH0qrRAsDUqVMxefJk9fcZGRmIjDRRoA8rkxPJn4NWML937x6qV6+u0Vb6fXJysqRkiEGDBqkrnQMlc7U+Zk0841xLJH92Otd+//332Lp1KwCgRYsWmDRpEgBg2bJlaNSoEQBg1apVmDt3LhYtWgSlUokvvvgCTz31lLWGbH7GVPQr/57QF5ygi+SkCR1s6D2mQUqCA2B8dUsmPpDMqVQq/PTTT/jyyy9x8eJFbN26FR06dNDoU1RUhBkzZuDHH3+ESqVCly5dMG/ePERFRQEATp8+jbffflvn82/YsAFJSUn44Ycf8N133+Gbb74x+z4pcu/D0ykPN3t8hsg6zTUf5N8gEZEGFmckInty5MiRCvs0bdoU27dvt8BoHrCZubYqqwiYI7C/KgU+dJ3jlx+PvtUmqnrOUHaVBkMrTVT2512VRAqifzEZgoiILMomsoOJiIiIyGaUBt+mpaVptKempkoKzK0MpVIJpVJZ5ecJQzLck08BTt4lDYYqrbIyOZG8OEgF87KcnJy0zuULCwsBAM7OzpKeIyQkBCEhIZL6mi3xjKtAENkOO5xrZ86ciZkzZxrs4+7ujmnTpmHatGkWGpUN0XVTXUqVR2OSJnSpSiIFIP3mvdTkBSmMSXAApFW3BBiIQDZhxowZSEtLw9tvv42hQ4fqvB/19ttv45tvvsGqVasQHh6OSZMmoU+fPjh58iTc3NwQGhqKp59+Wu9rvPXWW7h69SqGDBmC69evIy0tDZ9//rnZK/Dm+cWarmosERHppHXN1lDQJxGRg3KI2C9TBvaXFvjITpH+nGU/fwzdPyx7vaJ0G6mrTVSU5GDJFRuqkrhCBCZDEFUoPkklqZ+/lxuXUyaSwGayg4nI+sqcbLknqxCGZCsOhoxV/hiKx0pEZC5RUVHw9vbG+fPn0a9fP3X7+fPn0bBhQyuOzDBX1W1sU74Oz/V55R5gpVUimySxgrktH9eGhYUhMTFRoy0xMRHOzs4IDg42+euZLfGMq0AQ2S4jVouw5fnWGmw6iEHqzXIpSRO6VDWRApCWTGFs8oLU15WS4ADwc5DsyscffwwAuHbtms7Hs7Oz8fnnn+Ojjz5C9+7dAZSs0BMeHo7169djxIgRCAoKwqOPPqr3NV544QXcuXMHALBt2zbEx8ejc+fOptwNInJkvD9mNQav2Zo66JOIrItzbZUw9qsC+q5VSFlhwVACQtlzfH3XK6R8ZklNcuCKDWRDmAxBpIe/lxs8XBWYtOq4pP4ergpsi+vGID8iIqKq0nHiFQtgm1KJm6o2ABzzZDolJQW+vr5wcZH3Iby+YygeKxGRuTg7O2Po0KH47rvvMG7cOLi7u+PkyZPYu3cv1q1bZ9bXrkrQmCL3Pjyd8nCzx2eIrNP8wQO8gEhkuyRUMLfl49quXbti1apVEELAyckJAPDnn3+idevW8PCQ5zGewSAGrgJBZJskrhZhy/OtNThEEENVKgxWNpECMC6ZwpjkBSl4bkGk09GjR5GdnY2ePXuq20JDQ9G4cWPs2bMHI0aMqPA52rVrp/5/cnIyCgsL0bJlS7398/LykJf34Jg0IyOjkqMnIrtmZ9cRbBGv2RI5AM61ZA3GrLBgTAJCZRMVjHkNrthANkLekVREVhTu54Ftcd2QmpVfYd/4JBUmrTqO1Kx8BvgRVcCmq4wRkWXoOPG6eek4IndMhCL3vhUHZh03btzAww8/jDt37qC4uBgff/wxnn32WWsPSy9dx1A8ViKiqrh+/TrmzZsHAMjPz8fq1atx/vx5tGzZEmPGjAEAfPDBB+jWrRvatGmDFi1aYNOmTXjyyScxePBgs47NFEFjeX6x0paqJSLbY2PHtffv30dxcTHy8/NRWFiI5ORkODs7IyAgAADw0ksv4csvv8Qrr7yCV155BX///Td+/vlnrFmzxqzjYuIZERmk5+atnOdbskFVvfEvNZmCn09EFpGQkAAAWqubBQcHq1d7MEbv3r3Rpk0bg33mzJmDGTNmGP3cRORgbOw6giUdPHgQly5dwqhRoyzyerxmS2THONeaBGO/jGTsCgtSr0NU5XoFkxzIzjAZgsiAcD8PBuwRmZhDVBkjoqord+KVd09lxcFY17x589C/f398+OGHyMjIQJs2bTBo0CBUr17d2kPTi8dQRGRKSqUSNWvWBAB89NFH6vay82BoaCiOHz+OzZs3IzExEf/973/RuXNnSw+ViEibDR3XtmnTBunp6erv69evD19fX1y+fBkAEBkZie3bt2Pq1Kno3r07atSogR9++IGJZ0RkfTpu3sp5viUHxAADIllydnbW+l4IYfTzREdHIzo62mCfqVOnYvLkyVi6dCmWLl2KoqIixMfHG/1aROQAbOg6gqXcunULU6ZMwdWrVy2WDEFEdo5zbZUx9qsSeG2AyKzsNhli7dq1mDVrFjIzMzFkyBDMnj0bCoXC2sMiIiIiIjtTXFyMbdu24caNGxg+fDh8fHy0+qSmpmL79u0oLCxE165dUaNGDfVjWVlZuHfvntY2Li4uiIiIgJ+fH44ePYozZ84gISEBycnJOHToEAYMGGDW/SIikovQ0FBMmjSpwn4eHh4YMmSI+QdERGSnSpMeDGnVqhX+/PNPC4yGiIiIiMg8SleEuHfvHvz8/NTt9+7dQ+3atc3ymkqlEkqlEnFxcYiLi2PQGBGRREVFRXjttdfwySefYOjQodYeDhERERHJlF0mQ9y/fx8vvPAC1q9fj1q1auHdd9/F0qVLMW7cOGsPjYiIiIjsyPLlyzFjxgx4eXnh5MmT6N69u1YyxO7du/HII4+gUaNG8PT0xLPPPovvvvsOjz/+OABg69atOoN8a9Sogf379+O1115DXFwchg8fjmbNmqFNmzZIS0uzwN4REVFFuAwwEREREdkDHtcSkSNp2bIl3NzcsGvXLtSpUwdASXzBqVOnMHHiRLO+NudbIrInmZmZ+PHHH7F9+3YMHToUI0eO1Opz8+ZNLF68GNevX0edOnXw0ksvISgoSP34119/jcLCQq3tBg4ciMjISMyePRsvvvgiQkJCzLovRERkHB7XEpHcOFfcxTyKiopw8uRJ3L59W2+fzMxMnDt3DhkZGUY9d25uLpydnVG3bl1ERUUhPDwcGzZsqOKIiYiIiIg0eXl54c8//8RXX32l8/GioiKMGTMGI0aMwJ49e/Dnn39i6tSpeP7559UJDY8++iiuXbum9bV//371a3z55Zc4c+YMvv/+e5w4ccJsFcqIiMg4EyZMwNmzZ3Ho0CFrD4WIyG4tXLgQDRs2RJs2baw9FCIiu8XjWiJyJD4+Pnj22Wfx/vvv4/z588jIyMDEiRMREhKCYcOGmfW1Od8Skb3Yt28f6tWrhxMnTmDv3r04ffq0Vp9r166hZcuWOHfuHLp3747du3ejdevWSElJUfc5ceIEjh8/rvWVmZmJAwcOYMuWLTh37hx+/PFHZGZm4ocffrDkbhIRkR48riUiubF4MkR6ejr+97//ISYmBm3btsWcOXN09psxYwaqV6+Ofv36ITg4GG+99ZbG440aNUJQUJDW1/r16xEWFoZXXnkFderUgZ+fHxISEpCYmGiJ3SMiIiIiBzJkyBCDiQkHDhzAtWvX8PLLL6vbxo8fj+zsbGzatEnSaxQUFODatWs4ffo0XnzxRURGRqJdu3Y6++bl5SEjI0Pji4iIiIjIlvHGGhEREREZ4/vvv4e3tzcaNWoEAOjTpw+8vb3x0UcfqfvMmzcPvXv3RsuWLREQEIDLly/jjz/+gJeXl1nHxkRfIrIXderUwcWLF/Hll19qrZheaubMmYiIiMDatWvxwgsv4Pfff0dhYSHmzZun7rNgwQJ8+eWXWl8NGzZEQUEBGjdujOPHj+PMmTPIz8/HmTNnLLWLRERERGRDXCz9glevXkVBQQF2796Nxx9/XGefNWvWYM6cOfjrr7/QqVMn/PPPP+jevTsaNWqEUaNGAQB2796N4uJirW1LD7LfffddvP3228jPz8f333+PpKQk8+0UERFJxqXSiMiRnD59Gk5OTqhfv766LSAgAKGhoTqr5Ohy9epV9OnTB56enujQoQM2bdoEJycnnX3nzJmDGTNmmGTsRERERERERERERLZm1KhRGDp0qFa7UqlU/9/d3R1LlizBV199haKiIri4WCZsYsKECZgwYQIyMjLg6+trkdckIjKH6tWrV9hn06ZNGD9+PJydS+r0uru7Y9CgQdi0aRPef//9Crfv0qULunTpAgC4desWdu/ejQ8//FBv/7y8POTl5am/Z8EwIiIiIsdh8WSI5s2bo3nz5gb7LFmyBP3790enTp0AAO3atcPDDz+MJUuWqJMhAgICKnwtZ2dn3L17F5988gmmT5+ut1/5A+L09HQAxh0YZ6qykJEnSv7lAbXDUWVmoDgvG6rMDGRkOBnVJlmmCsgTJf+WvsektpFpmOjnXTpHCCHMNVJZK73Qm56eDj8/P861RCRJZf7+5TDfZmRkwMfHBwqFQqM9ICBA8n7UrVsX165dk9R36tSpmDx5svr79PR0REVFWX2urdIxEBEZR+rxKY9tTap0/6093xKR/Nnqca0ccK4lImMY+/fPubYE51oiMoZcj21dXFzg7e0tqa+Tk5PFEiHKMna+5VxL5LjkOtdWJCcnB3fv3kVUVJRGe1RUFFasWGH083l7e6vjxfTRVzCMx7ZEVBFbnWutqbQQbmFhIQDOtUQkjVmv2QorateunZgwYYJWe0BAgJg9e7ZG29y5c4W3t7fk5x4+fLgICAgQPj4+4u233xbFxcV6+06fPl0A4Be/+MUvi37dvHlT+oRph27evGn13wG/+MUvx/iyxHy7f/9+AUBcunRJo33BggXCxcVF61i0Vq1a4rXXXjP7uDjX8otf/LLUl6Me237xxReiQYMGIiYmxuq/A37xi1/2/+Woc20pHtvyi1/8ssSXo861PK7lF7/4Zekvzrecb/nFL36Z/8tSc229evXEtGnTNNpSU1MFAPHzzz9rtH/++edCqVSaZRy5ubkiPT1d/XX27Fmr/w74xS9+2f+Xox7XluI1W37xi1+W+JIy11q+zEEFhBBITU1FYGCgRntgYCBUKhXy8vI0lrDUZ+nSpSgoKEBAQACcnAxXny1fQbe4uBj3799HYGBghduWysjIQGRkJG7evAkfHx9J29gz/jy08WeiyZF/HkIIZGZmIiwszNpDsaqwsDDcvHkT1apVc8i51p72BbCv/eG+yJex+yOH+TY2NhaFhYW4desWIiMjAQC5ubm4e/cuYmNjzf76jj7X6mLv+wfY/z5y/+RFDnOtNZWuelZcXIyEhATOtxI58r4D3H/uv/H77+hzbSke2xqP+8/95/7b1jUEa+JxbeVx/7n/3H8e2xqjsvMt32vcf+4/99/W5lpvb28oFAqkpqZqtKekpMDPz88sr6lUKjXiyby9vXkdwUjcf8fdf0fed8B251o54DVb43H/uf/cf/Ncs5VdMoSTkxMUCgXy8vI02ku/l7pMpTFvlPIHxAAqffDt4+PjkG9Sffjz0MafiSZH/Xn4+vpaewhW5+zsjIiIiEpta0/vG3vaF8C+9of7Il/G7I+159uuXbvCx8cHK1aswBtvvAEAWL9+PfLz89G/f3+zvz7nWv3sff8A+99H7p98WHuulQPOt5XjyPsOcP+5/8btP+dazrVVwf3n/nP/beMaghxwrq087j/3n/vPY1tjVHa+5XuN+8/95/5LZe251sXFBQ0aNMDJkyc12k+ePImmTZtaZAw8tq087r/j7r8j7ztge3OtHHCurTzuP/ef+2/aa7ayS4YAgMjISNy5c0ejLSEhAWFhYVAoFFYaFRERERGRpuPHj+Pw4cO4cuUKAGD16tWoXr06unTpgnr16sHT0xNz587FhAkTkJSUBE9PT8yfPx9vvfUWoqKirDx6IiIiIiIiIiIiIiIiItN78sknMXfuXLz55puIiIjAmTNnsHnzZnz11VfWHhoRERER2Rlnaw9Al4ceegibNm3SaPv999/Rs2dPK42IiIiIiEjb7du3ceDAASQlJeG5557D5cuXceDAAdy7d0/d5/nnn8eOHTsAlCz5tmrVKvzvf/+z1pCJiIiIiIiIiIiIiIiIKu3+/fsYNmwYhg0bhoSEBKxduxbDhg3DO++8o+7z6quvokOHDmjWrBl69uyJDh064IknnsDo0aOtOHIiIiIiskcWXxmiuLhYvQxadnY2kpOTcfz4cXh4eKBevXoAgClTpqBVq1YYO3YsRo4ciTVr1uDcuXP44YcfLD1cyZRKJaZPnw6lUmntocgCfx7a+DPRxJ8HVYY9vW/saV8A+9of7ot8yXF/Bg4ciIEDB1bYr2PHjujYsaMFRlR1cvw5m5K97x9g//vI/SN74ci/a0fed4D7z/137P23NEf/eXP/uf/cf8fdf0ty9J8195/7z/133P23JEf/WXP/uf/cf/ntv4eHB0aOHAkA6n8BICgoSP1/Nzc3/PLLLzhx4gRu3LiB2NhYNGjQwOJjNYZcf96Wwv133P135H0HuP+W5ug/b+4/95/7b579dxJCCJM/qwE5OTno0KGDVntsbCzWrFmj/v7kyZOYM2cOLl++jFq1amHKlClo2bKlJYdKREREREREREREREREREREREREREREREQyZPFkCCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIioqpwtvYAiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjMFkCCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIisiku1h6APbhy5QpOnjyJ4OBgtGvXDgqFwtpDMptbt27h5MmT8PPzQ8uWLeHu7q7VJzc3F3v37kVWVhbat2+P4ODgSvWxJQUFBVi/fj18fX3Rt29frcfPnz+Pc+fOISIiAq1bt4aTk1Ol+tiKy5cv48yZM4iJiUGjRo20HlepVNi7dy8KCwvRqVMn+Pn5VaoPOZa0tDTs3bsXCoUCnTt3hre3t7WHpNO9e/dw9OhRuLu7o0WLFvDx8dHqU1RUhP379yM5ORnNmzdHzZo1K9XHUgoLC7Fu3Tr4+PigX79+Wo9fuHAB586dQ1hYGNq0aaNz/pLSxxLOnDmDy5cvo3Hjxqhdu7bW4/fv38e+ffvg5uaGzp07w9PTs1J9zC0jIwNHjhxBZmam3rm2sLAQ+/btQ2pqKlq2bInIyMhK9TG1oqIi/PXXX0hPT8fjjz+us09WVhb27NmDwsJCdOzYEf7+/mbrQ5oKCgqwb98+pKWloVWrVoiIiLD2kCTLyMjA0aNHUVBQgKZNmyIkJERnv6NHj+L69euoU6cOGjduXOk+1lJcXIx169ZBqVRi0KBBWo/Hx8fj9OnTCAkJQbt27eDsrJ3/LqWPtZw8eRLXrl1Ds2bNEB0drfX4vXv3cODAAXh4eKBz5846z0ek9LGGxMREnDhxAoWFhWjYsKHOz/bs7Gzs2bMH+fn56NixIwICAirVh+StsLAQW7duRW5uLh577DFJ22RmZmLPnj0QQqBTp07w9fU18yjNp/S43sXFBZ06darwuP7nn39GcXGxRlvLli1Rt25dcw6zypKTk7F//364u7ujc+fO8PDwMMs2cnX37l0cPHgQ3t7e6NSpE5RKpd6+OTk5+OWXX7Tau3TpgvDwcHMO02xSU1Px119/ITw8HB06dJC0zc2bN3H06FH4+/ujY8eOcHHhZduqOnToEC5fvoy+fftKOhcoKirCgQMHcO/ePTRr1gy1atWywCjNo6CgAHv37kV6ejpat25d4d/Szp07cefOHY228PBwdOnSxZzDrLK8vDzs2bMHWVlZaNeund5zgKpuI1fZ2dnYu3cv8vLy0KFDBwQGBhrsv2nTJmRkZGi01a1bFy1btjTnMM2msLAQ27ZtQ3Z2NoYMGSJpG5VKhT179qCoqIjXnE3kxo0b2L9/P5o2bYoGDRpI2ubMmTO4ePEioqKi0KpVKzOP0LxOnDiBK1euoHbt2mjWrJnBvhcvXsTRo0c12pydnTF8+HBzDtEkjhw5ghs3bqBu3bo6r0Oaahs5EkLg4MGDuHPnDho2bFjhecixY8dw4cIFjbZq1aph4MCB5hymWR05cgSXLl1C7969K/ysAUqOqf755x8kJSWhadOmOq/Dk3FUKhW2bt0KX19fPPTQQ5K2SUxMxD///AMvLy907tzZ4DmZ3N2+fRuHDx+Gr68vOnXqBFdXV719MzMz8fvvv2u19+jRQ/bHfdeuXcPx48cRFBSEDh06SIo5qcw2cnXp0iWcOXMGoaGhaNu2rcFr1gkJCdi1a5dW+6BBg+Dl5WXOYZrNzZs3sW/fPjRp0gQNGzaUtM25c+dw/vx5REZGolWrVjYdXyIHxcXF2LFjB+7du4cRI0ZI+nnm5ORgz549yM3NRYcOHRAUFGSBkZqHsfE5v/76K7KzszXaGjZsiKZNm5pxlFWXnp6OvXv3wsnJCZ07d0a1atXMso1cGRPnIITAqlWrtNrbtGmDmJgYcw7TbLKysrB161ZUq1YNPXv2lLRNUlISDhw4AC8vL3Tq1Ek29xxt2alTp3DmzBl07doVYWFhFfYXQuDQoUNISEhAgwYNUK9ePQuM0jyKi4tx4MABJCUloUmTJhX+LZVe3y7L399fZ2yqnBQWFmL//v24f/8+WrRogaioKLNsI1f5+fnYt28f0tPT0aZNmwrf53///Tfu3r2r0RYREYHOnTubc5hmI4TA33//jcTERAwbNkzSvS6TxZILqpJ3331XeHp6il69eomIiAjRqlUrkZycbO1hmVxiYqJ45JFHRFRUlBgwYIBo1KiRCA8PF7t27dLod/bsWREZGSkaNGggunTpIjw9PcWPP/5odB9b89prrwk3NzfRrFkzrcdefPFFUa1aNdGnTx8RHBwsHnroIZGVlWV0H1uQk5Mj/vOf/wgfHx/x8MMPi7Zt24rRo0dr9Nm/f78ICgoSzZs3F+3btxc+Pj5i06ZNRvchx7Jlyxbh6+sr2rVrJ1q0aCECAwPFnj17rD0sDbm5ueLpp58W4eHhom/fvqJt27bCz89PrFq1SqNfYmKiaNq0qYiOjhY9e/YUHh4eYvbs2Ub3saQ333xTuLm5iUaNGmk99tJLLwlvb2/Ru3dvERISIrp37y5UKpXRfcwtJSVF9OrVSwQFBYnBgweLJk2aiGnTpmn02bBhg6hWrZro2LGjaNq0qQgJCRGHDx82uo+5rVu3Tvj4+Ig2bdqIQYMGCX9/f9GnTx+RnZ2t7nP79m3RsGFDUatWLfHQQw8JDw8P8cknn2g8j5Q+pjZ37lwRHR0tateuLZRKpc4+Bw8eFMHBwaJZs2aiQ4cOolq1amLjxo1m6UOabt68KerXry9q164tevToITw8PMT8+fOtPSxJ3nnnHREWFia6deumfj+Xnzdzc3PFwIEDRVBQkOjTp4/w9fUVY8aMEUVFRUb1sbb3339fuLm5iejoaK3HpkyZIry8vETv3r1FWFiYaN++vUhLSzO6jzXcvXtXdO7cWYSEhIjBgweLRo0aaf0OV6xYIby8vESXLl1Ew4YNRUREhDh9+rTRfazho48+Eh4eHqJHjx6if//+wsPDQ4wbN06jz+HDh0VISIho2rSp6Nixo6hWrZrYsGGD0X1I3mbNmiUiIyNFzZo1RWBgoKRtdu7cKQICAkSrVq3Ux5jbtm0z80jNY9OmTcLHx0e0b99eNG/eXFSvXl3s37/f4DYKhUJ069ZNjBgxQv0l9/PDn3/+WXh5eYlOnTqJRo0aibCwMHHixAmTbyNXy5YtE56enqJbt26ibt26ombNmuLSpUt6+9+8eVMAEAMGDND4PR86dMiCozaN1NRU8cwzz4gaNWqI6tWrixEjRkja7pNPPhEeHh7ioYceEjVr1hQNGzYUt2/fNvNo7ddvv/0mWrZsKerUqSMASHov3bt3TzRv3lxERUWJnj17Ck9PT/G///3PAqM1vevXr4u6deuKmJgY9XH9ggULDG7Tt29fUa9ePY2/wQ8//NBCI66cCxcuiOjoaFG/fn3RtWtX4enpKb7//nuTbyNXx44dEzVq1BBNmjQRnTp1Et7e3mLt2rUGt6lXr55o2bKlxu/5m2++sdCITeuDDz4QUVFRolatWsLX11fSNnv27BGBgYGiZcuWol27dsLX11ds2bLFvAO1YxcuXBCPPPKIiI6OFu7u7mLOnDkVblNcXCyeffZZ4ePjI/r06SOCgoJEv379RE5OjgVGbFoFBQVi2LBh6uty/v7+YtiwYaKgoEDvNvPmzRO+vr4af4P/+c9/LDhq4+Xk5Ih+/fqJ6tWriz59+ggfHx/x7LPPiuLiYpNuI1cZGRmiS5cuokaNGqJ3797Cy8tLTJo0yeA2EydOFGFhYRq/54kTJ1pmwCa2efNm0apVK/UxVUXnbkIIkZycLFq1aiUiIiJEr169hKenp3j33XctMFr7lJubKyZMmCBq1KihvvYpxffffy88PT1F165dRf369UV0dLS4cOGCeQdrJgsWLFBfU4uJiRF169YV169f19v/3LlzAoB45JFHNP4OT506ZcFRG2/WrFnC09NT9OzZU0RFRYmmTZuKxMREk28jV3Fxcepr1jVq1BAdO3YU6enpevtv3LhRODs7a/yOR4wYIZKSkiw4atO4dOmSGDx4sIiKihKenp5i5syZFW5TXFwsXnjhBXV8SfXq1UXv3r017hOScRYuXChq164tYmJiBACDx3SlTpw4IcLCwkSjRo1Ep06dhJeXl/j5558tMFrTq0x8Tnh4uGjbtq3G3+BPP/1koRFXzrZt24Sfn59o27ataNWqlQgICBA7d+40+TZyZWycQ0FBgQAgevToofF73rp1qwVHbRr5+fni5ZdfFjVq1BDh4eGiU6dOkrb78ccf1fccGzRoICIjI8XZs2fNPFr7tWvXLtG5c2f1+YWU2A2VSiW6desmQkNDRe/evYW3t7d46aWXLDBa07t//75o06aNCA8PV58rlY9ZKu+5554TUVFRGn+DU6ZMsdCIK+fOnTuicePGombNmuq4jYquM1dmG7m6evWqiI2NFbGxsaJ79+7Cw8NDLF682OA2PXv2FA0aNND4PZs7dstcli5dKmJjY9XHVJmZmRVuY8pYciZDVMHu3bsFALF9+3YhRMlFsfr164vnn3/eyiMzvStXrohffvlF/X1xcbF4/vnnRY0aNTT6tWvXTgwaNEgdMDZv3jzh4eEhEhISjOpjS/744w9Rr1498fzzz2slQ6xevVq4ubmJ48ePCyFKApzDwsLE22+/bVQfW/HCCy+I6OhojRv2Zd83hYWFonbt2uK5555Tt02ZMkUEBQWpA6Ol9CHHkpWVJapXr65xQPfcc8+JmjVrSroQYSmZmZni22+/1RjT7Nmzhbu7u0hJSVG3jRo1SrRo0UJ9QWrjxo1awRlS+ljK1q1bRZ06dcTYsWO1kiHWr18vXFxcxNGjR4UQJcEjERER4s033zSqjyX06dNHtGrVSn3xtLi4WPz666/qx1NTU4Wvr6/GRcaRI0eKBg0aqG/USeljCWFhYeKVV15Rf3/r1i2hVCrFkiVL1G1Dhw4Vbdu2Fbm5uUKIks8aJycncfLkSaP6mNrChQvFjRs3xNKlS3UmQxQVFYk6deqIp556St02bdo0ERAQIDIyMkzah7QNHjxYdOjQQeTl5QkhSoLKnZ2dxZkzZ6w8sootWbJE4zjh119/FQDEgQMH1G1z5swRwcHB6uOUs2fPCg8PD/Hdd98Z1cea9u7dK2rWrCleeeUVrWSIrVu3CicnJ7F3714hhBBpaWkiJiZG44KQlD7W0qlTJ9G5c2f177GoqEjjItjdu3eFp6enmDdvnhCiZB4fNGiQaN26tVF9rCE5OVk4OTlpzNM7duwQAMS+ffuEECVjrV+/vhg1apS6z/Tp04Wfn586WUVKH5K/zz77TNy+fVvMmzdPUjJEfn6+iIyMFBMmTFC3TZw4UYSGhtpc0FhmZqYIDAzUuLj79NNPi5iYGINJZwqFQmzevNkSQzSJpKQk4e3tLT7++GMhRMnf7mOPPSaaN29u0m3k6tq1a8LNzU0sXbpUCFFyjt+zZ0/RvXt3vduUJkOcO3fOUsM0m1u3bomvv/5aZGVliYEDB0pKhjhx4oRwcnIS69evF0KUBBC2bt1aDBs2zMyjtV8///yzOHz4sDoQSsq59FNPPSWaNm2qPhb5448/JAf9yc3AgQNF586dRX5+vhBCiOXLlwuFQiHOnz+vd5u+ffuKuLg4Sw3RJDp16iT69++v/gxZsGCBcHd3F7du3TLpNnLVuHFjjTlm5syZwsfHR+MaVHn16tWrMDHGVixYsEDcunVLLFiwQFIyREFBgYiOjhZjx45Vt8XFxYng4GCbLEokBwcPHhQbNmwQhYWFIjw8XFIyxPLly4WHh4f6OsPt27dFcHCweP/99809XJNbsGCB8PPzE1evXhVCCHH58mXh4+MjvvjiC73bzJs3T2exGTmbOXOmCA0NVd+/O336tFAqlQZvSldmG7mKi4sTtWrVUs+t//zzj3B2dha//fab3m0mTpwoBg4caKkhmtWaNWvEwYMHxft/IZcAADG1SURBVKVLlyQfFz333HOiUaNG6oCHrVu3CgBi9+7d5h6uXcrMzBQLFiwQaWlp4rnnnpOUDHHz5k2hVCrVATeFhYWiT58+onPnzmYeremdO3dOKBQKsWLFCiGEEHl5eaJjx47i4YcfNrgNAHHz5k1LDbPKDh48KACor31kZWWJpk2biieffNKk28jV5s2bhbOzs/pa/v3790WtWrUMJp9t3LhRb8EtW3P48GGxbt06UVhYKKKjoyUlQ6xYsUIolUp1ks+dO3dEaGioeO+998w9XLv11VdfiStXrogVK1ZIToZo1qyZGDZsmPoe8Zw5c4S3t7e4d++euYdrUpWNzwkPDxfffvutBUZoGtnZ2SI0NFTj2sfYsWNFZGSk+vqJKbaRq8rEOZQmQ+zYscNCozSfrKws8dlnn4nU1FQxduxYSckQCQkJGgVGioqKxIABA0T79u3NPVy79fvvv4tdu3aJ1NRUyckQU6ZMEdHR0erC5IcPHxYKhcImC8WNHTtW1K9fXx2vUnqv+O+//9a7zXPPPSe54JJcjBgxQrRq1Up9D3P9+vXCyclJHTNmqm3kqm/fvqJ79+7qY4lvv/1WuLi4GCwY1rNnT9knuUj19ddfi0uXLon169dLToYwZSw5kyGqYOzYsaJFixYabZ9++qnw9vaWVYCuufz+++8CgLrCQOnFsL/++kvdJzs7W3h5eakvAEvpY0vu3LkjwsPDxaFDh8TEiRO1kiEGDx4s+vfvr9H2xhtviJo1axrVxxbcuXNHuLi4GKwmVppAVDao8s6dO8LZ2VmsWbNGch9yLKUHOXfu3FG3nT17tsKDQjm4cOGCAKAOOs3JyRFKpVJ89dVXGv3q1q2rvqgnpY+lJCYmioiICLF//34RFxendbNu6NChonfv3hptb731loiIiDCqj7kdOnRII3lRl+XLlwtXV1eRmpqqbiu9mFxaEUFKH0sIDAwUn376qfr7wsJC4e/vr/4czcjIEC4uLlrVLaOjo9VJKFL6mJO+ZIj9+/cLABpVkJOSkoRCoRArV640aR/SlJqaKhQKhfi///s/dVtxcbEIDw+3yQRNIYRwc3PTmEsbNWokXn75ZY0+Q4YMEb169TKqj7WkpqaKWrVqie3bt4vp06drJUM89dRTokOHDhpts2fPFv7+/uoLmVL6WEPpxZ6DBw/q7bN48WLh6empUd1q+/btAoA6sE9KH2tISEgQTk5O4s8//1S3Xb9+XeNYpvSz6siRI+o+KSkpwsXFRR0wIqUP2Q6pyRClgSOXL19Wt5W+fwwF4MjR6tWrhbOzs0aVvpMnTwoABld9UygU4qOPPhLr168Xx48fl9VqPbosXbpUuLu7a9ws3LVrlwCgd6WaymwjVx9//LHw9/fXuC5WmqSoLxilNBniu+++E7/88ovdVNeSmgwxZcoUrWtA33zzjXB1dWUibxVJTYbIy8sTHh4eYuHChRrtDRs2lEXSqDGSk5OFs7OzxiqVRUVFFQbG9O3bV/znP/8R69evF3v37pV9QZKrV68KABpV/XNzc0W1atX0rm5XmW3k6tixYwKA+Oeff9RtaWlpws3NzWAid7169cSrr74q1q1bJw4ePKhOhLdlUpMhSs85ylbFvnXrlnBycrLJG+hyIzUZom/fvuKxxx7TaHvllVdE/fr1zTU0s2nXrp145plnNNrGjBljMDBm3rx5IiYmRvz+++/izz//FHfv3jX3MKusdN4o65FHHhH9+vUz6TZyFRISImbMmKHR1rVrVzFy5Ei920ycOFF07txZ/PLLL2LHjh3i/v375h6m2UlNhigoKBBeXl7is88+02hv2rSp1uqYZDypyRDz5s0TPj4+Gp/zmzZtEgDUCVy2Yvr06SIsLEzjuuVPP/0knJ2d9SaAlp4DrFq1Svz66682sSLGxIkTRYMGDTTaFi1aJNzd3fUWwqjMNnI1atQo0aVLF422//3vfyIoKEjvNhs3bhRubm7izz//FJs2bTK4WogtkZoMMXDgQDFo0CCNtsmTJ4vY2FhzDc1hSE2GOHXqlEYMgBAl916VSqX4+uuvzT1Mk6psfE54eLiYOnWqWL9+vTh8+LDskwNKi0+WvT558eJFAUDvKsyV2UauKhPnUJoMMX/+fLFhwwZx4sQJm1ztrTypyRALFiwQ3t7e6sKSQgjx559/CgAGg5qpYsYkQ4SHh4t33nlHo+2hhx6yuUJCRUVFwsfHR8ydO1ejvWXLlgaLrj/33HOid+/eYsOGDWLnzp2yL46XlZUl3NzcxLJlyzTaa9euLV577TWTbSNXiYmJwsnJSWP13sLCQlG9enWDhUB69uwpRo8eLdavXy/27dtnF4VbpCZDmDqW3BlUaadOnULjxo012po0aQKVSoVr165ZZ1AWtG3bNgQHByM4OBhAyc8DgMbPxMPDA7GxserHpPSxFcXFxRg9ejTGjx+P1q1b6+yj7z1y7do1ZGZmSu5jC/bt24fCwkL07t0bBw8exMaNG3Hp0iWNPqdOnYJCoUCDBg3UbaGhoahevbrGe6SiPuRYTp06haCgIISGhqrbGjRoAFdXV9m/J7Zt2wYXFxfUq1cPAHDp0iXk5eXp/Jsv3RcpfSxBCIGnnnoKL7zwAtq3b6+zj77569atW0hLS5Pcx9x27doFd3d3dOzYEbt27cKmTZtw8+ZNjT6nTp1CREQE/Pz81G1NmzZVPya1jyUsWrQICxYswAcffIBvv/0Wjz76KNq0aYOnn34aAHD+/HkUFhZq/dwbN26sHqeUPtZw6tQpODk5oVGjRuq26tWrIzQ0VOP3YIo+pOncuXMoKirSeE84OTlZ/T1RWbt27UJ+fr56fwoLC3Hu3DmDc6uUPtb03HPPYdiwYejRo4fOx/XNt6mpqbh9+7bkPtawa9cu+Pv7o3nz5vj777+xefNmrfGcOnUKMTEx8PDwULc1adJE/ZjUPtZQo0YNvP/++5g0aRIWLFiAJUuWYPjw4XjhhRfQrVs3jfGV/f0EBAQgPDzc4LlU+T5kf06dOgUPDw/Url1b3RYVFQVfX1+b+72fOnUKISEhqF69urqtUaNGcHZ2NrgvTk5O+OGHH7B06VL07t0bbdu2xZUrVywx5Eo5deoUatWqBS8vL3VbRXNRZbaRq1OnTqF+/fpwcXFRt5Xuy+nTp/Vu5+TkhC+++AKLFi1C+/bt0adPH6SkpJh9vHJw6tQp9c+oVJMmTVBQUIALFy5YaVSO5fLly8jJyZHtcaAxzp49i+LiYo19cXZ2RqNGjSrcl7///htff/01nn76acTExGDTpk3mHm6l6TouUiqVqFu3rsG51tht5ErXvvj6+iIyMrLCffnll1+wbNkyDB06FA0bNsTBgwfNOla5OHXqFNzc3FC3bl11W3h4OAICAmzu92/L9J2TXrhwAfn5+VYaVeXo25eK3k+JiYmYP38+pk+fjqioKLz33ntmHGXV5OXl4eLFi0btZ2W2kat79+4hMTGxUvty9uxZLF68GJMnT0ZUVBSWLFlizqHKxtWrV5GVlWUXv39bdurUKdSrVw9ubm7qNinnZHJ06tQpNGrUCE5OTuq2Jk2aoLi4GGfPntW7nbOzM+bOnYsvvvgCrVq1wqBBg5CRkWGJIVeKvs+U3NxcxMfHm2wbudK3L8nJybh7967e7ZycnPD+++/jo48+Qp06dfD888+jqKjI3MOVBX0/s/j4eOTk5FhpVI5F1zlZtWrVULNmTZv7zKtKfM6aNWvw9ddf45FHHkHTpk1x4sQJcw+30k6dOgV/f39ERESo2+rUqQN3d3eD1xGM3UauqhLn8M033+Crr77CQw89hA4dOuDGjRvmHKpsnDp1CnXq1IFSqVS32eoxla0qvX9tD+cX169fR0ZGRqX25dixY/jqq6/w0ksvITo6GsuXLzfnUKuk9PqOMftZmW3k6syZMxBCaOyLQqFAw4YNK9yX7du34+uvv8aYMWMQExODLVu2mHu4smDqWHKXiruQPunp6QgICNBoCwwMBACLBXhay19//aUO5CmVnp4OADp/JqU/Dyl9bMWHH36IvLw8vPnmm3r7GHqPpKeno1q1apL62IKkpCQ4Oztj0qRJuHLlCmrUqIFdu3bhsccew3fffQdnZ2ekp6fDz89P46IVoP0eqagPORZdfyMA4O/vL+v3xNmzZzF16lS88cYbGn/TgO45sDSJTkofS/jkk0+QkZGBadOm6e1T0eegn5+fpD7mlpSUBF9fX/Tt2xeFhYXw8vLCrl27MGnSJMyZM0fvviiVSnh6emrMTxX1sYTY2FiEhIRgzZo1CA0NxcmTJ/HMM8/A3d1dPU5A93vo8uXLkvtYQ3p6Onx8fKBQKDTay39OmKIPaTL0nrBmkHxlpKSk4Nlnn8UjjzyCjh07AgBUKhWKi4sNHoNK6WMtixcvxpUrV7BixQq9fSqabyMiIiT1sYakpCT4+Piga9eucHNzg5ubG/bs2YO33noL77zzDgDd+1f6vaF5unwfa2natCmWL1+ONWvWwMPDA4mJiWjbtq368fT0dHh5eWncqAa057aK+pDlrV27FgUFBXof9/f3R9++fSv9/PqOheXwexdCYNWqVQb7BAcH46GHHgKge1+cnZ3h5+dncF9+/fVX9O/fHwCQkZGBfv36YfTo0di7d2/VdsBMdO2nn58fFAqF3v2szDZyVZlrZV5eXti3b586CTsxMREdO3bEK6+8gv/7v/8z63jlID09HbGxsRptjnJ9Uaq9e/dqJbSX9+ijj6rPiYxl6Fj4/PnzlXpOU9q+fTuSkpIM9hkxYgScnJwM7ouhBKO4uDg89NBDUCgUEEJg8uTJ+M9//oPz589rFKeQi8pcY7an69Lp6elwc3ODp6enRntF+zJ//nz069cPAJCfn48nn3wSw4cPx/nz5yv992Mr0tPT4e/vr9Vui79/c7l8+TIOHTpksE+HDh0QHR1d6dfQd5wghEBGRgaCgoIq/dxVde7cuQqDt7p27YqwsDAUFhYiOztb575kZWWhsLBQIzG0VMeOHXHt2jX15/ymTZvw8MMPo1mzZnjsscdMtzMmkpmZCSGEUfNmZbaRq8p+bjz22GOYPXu2eo5evHgxxo8fj5YtW+otrGYvDP3Mjh8/boURyU9WVhY2btxosE/NmjX1FqiSQs7xC2lpafjjjz8M9qlbty5atmwJoGRfyn82VLQv/v7+OHz4MFq0aAEAuHXrFtq3b4/XX38dX331VRX3wDzS09NRp04djbaK9rMy28hVRe9ZXecjMTExOH/+PGrWrAkAOHHiBDp27Ih69erh9ddfN/uYra2i+JKyxYIc1e+//26w8KiHhwcGDx5c6edPT0+HQqGAj4+PRrtcjnnWr1+PvLw8vY/7+PhgwIABACofn7N06VL1Ndvc3FwMGzYMI0aMwOnTp3UeC1ubvuvsAQEBRl2zrWgbuapMnIOzszP++OMP9f2NtLQ09OrVC8888wz++usvcw/Z6uR8TCUXR48excWLFw326devX6VjguR+Le/AgQMVxnANGjQIXl5eld6XUaNG4YsvvlBft/vkk0/w3HPPoVWrVmjYsGGVxm8OhvbzzJkzJttGrir7e37jjTfQs2dPKBQKFBcXY9KkSRg5ciQuXryoUWDOHpn671x+RyA2RKlUQqVSabSVfm/PNw8OHDiAxx57DG+88QaeeeYZdXtpNqRKpdL4IFOpVIiMjJTcxxbcvHkT7777Lt5//338/PPPAICLFy8iLS0NK1euRI8ePRASEiLpPWIv7yN3d3cUFxcjLCwMa9asAVByA6F58+bo2bMnnnrqKSiVSmRlZWltq1KpNH4eFfUhx6LrbwSQ93viypUr6NOnDwYOHIiZM2eq28vOgWWV/xuoqI+5JSQkYNq0aZgxYwZWr14NoCQbNz09HStXrkT37t0RGhpqM3Ocu7s7EhMT8cYbb2Dy5MkASoJJevbsiX79+qFbt246x1lcXIzc3FyD+1K+j7llZWWhX79+eOGFFzBr1iwAwJ07d9CkSRP4+PggLi7OZt5nupjqc4KfJcaT63vCWOnp6ejXrx+CgoLw448/qttt+e8iNTUVkydPxhtvvIF169YBKKk4kpWVhZUrV6Jz586IiIiwmTlZF3d3d1y/fh1vvfUW/vvf/wIoCX4ePHgwBgwYgFatWukce+nfuaH9K9/HGi5evIjHHnsMP/zwA5544gkAwOHDh9G+fXtERkaib9++UCqVyMnJQXFxMZydHyzgWP49WlEfsryNGzciNzdX7+M1a9asUjKEnI+FhRDYsGGDwT4NGzZUJ0Po25esrCyD+1J6Uw0ouVH3+uuvY8iQIbh//77Om1HWpms/c3NzUVRUpHc/K7ONXCmVSq0LlBV91vj7+2sE+4SEhOCll16SdaVkU5Lr57OcHDp0CAcOHDDYp3///pX+ecn1OLDUnj17DFa+BYDhw4fDycmp0vvSu3dv9f+dnJzwv//9D/Pnz8euXbswfPjwKozePMruZ9n9UqlUem8QVWYbuVIqlcjPz0dBQQFcXV3V7RX9nksTIQDAzc0N77zzDpo2bYqTJ09qJOraIzkfU8nF1atXKzy2i4iIqFIyhJw/8y5dulTh/terVw9hYWFwcXGBQqHQuS8uLi56g7/K/50NGDAAHTp0wMaNG2WZDFGZzxS5f6Yao7L7UroCZKkXX3wRs2bNwqZNm+w+GcKefv/mkp2dXeFc06VLlyolQyiVSq1q+nKZa9PT0yvc/759+6qTISrzuRESEoKQkBD19xERERg7diwWL14s22SIyuynnD9TjVWZfSlbwR4AmjVrhmHDhmHjxo0OkQxhT79/c9m6davBlUX8/PyqlAyhVCpRVFSkdY9YLp95mzdvNrgiTnh4uDoZorL3VMtes3V3d8e0adPQsWNHXLx4UZYBupU5J7Sn88jKxDk4Oztr3Nvw8/NDXFwcRo0aBZVKBW9vb7OO2do411bsxIkTFVav79ChQ6WTIeR+fnHkyBHs3r3bYJ+ePXvCy8ur0vvSo0cPje/j4uIwa9Ys/PHHH7KdawFeR1CpVBpJ3SqVymCyap8+fdT/d3Z2xowZM7BgwQLs3r0bQ4YMMd+AZcDUseRMhqiCmJgYreWfrl+/DmdnZ3UWur35559/0LdvX4wfP14dhFkqJiYGAHDjxg2NN+eNGzcwcOBAyX1sgZOTE4YOHYpjx47h2LFjAEoqJ5VexGncuDFCQkL0vkd8fHzUk56UPrag9Hc7dOhQdVuDBg3QsGFDHDlyBE899RRiYmKQm5uLpKQkBAcHAygJ8EhMTETt2rXVz1NRH3IsMTExuHfvnsaJWHJyMrKzs2X5nrh69Sq6d++OTp06Yfny5RrBiqXjvXHjhsaNj+vXr6sfk9LHEoYMGYITJ06oK6JdunQJmZmZ2LBhAxo0aIDQ0FC985eXl5f6YrOUPuama3566KGH4OfnhyNHjqBbt26IiYlBQkKCRuW2GzduoLi4WGN+qqiPuZ09exb37t3TCEapUaMGOnfujB07diAuLk7js7bsUmLXr19X30SQ0scaYmJiUFhYiISEBISFhQEoqVZ59+5djd+DKfqQprLvifr166vbr1+/rl5dQe4yMjLQp08fODs7Y8uWLRqra3l4eKBGjRo656PS94SUPtYghMDgwYNx4cIFXLhwAQBw/vx59c3TWrVqISIiQu986+LigqioKAD65+SyfaxB1zw9aNAguLq64siRI2jVqhViYmLw22+/QQihrlB0/fp1AND426+ojzXs3bsXRUVFGDZsmLqtdevWqFmzJnbs2IG+ffsiJiYGxcXFuHXrlvp3UTqPld2/ivqQ5X333Xdmff6YmBikp6cjPT0dvr6+AEqSB1JSUqz+e3d2dsbKlSsl94+JiUFiYiLy8vLUF7fu3r2LvLw8o/altOLavXv3ZJkMERMTg7Vr12okLpVWB9K3n5XZRq5iYmK0qkpXZi728fFBRkaGxvvFXsXExGhVypXD55ecTJo0yazPX6tWLTg5OeHGjRsagWfWPg4s9e6770ruW/a4vuyKI9evX1cnp0nh4eEBFxcX3Lt3T/pALajsfpa9fnrjxg307NnTZNvIVem+3Lx5U/0eLSoqwu3btyv9mWrvYmJikJWVpZFMmZOTg3v37sni71wOevXqhV69epn1NfSdk1avXt3qgTSPPPIIHnnkEcn9a9eurXNfatWqZdTr+vj4yPZvsFq1aqhevbpR10kqs41chYWFwd3d3ST7Uq1aNdn+nk2p7DFVWbb4+zeX6tWrG3UeXRkxMTFaQVlyOb+Ijo42+jrC33//rdFW2fNLOf8NxsTEaFUVrmg/K7ONXOk7PnBzczNqJWO5/55NSd/PzN/fv9IBp/Zm/vz5Zn3+sueXdevWBQD1tXs5/A0uWbJEcl9TxefI/fwyJiYGKSkpyM7OVq/glZaWhoyMDINzrbHbyJWp4hx8fHwghEBKSorVz+HMLSYmBlu3btVos9XPWnN55plnNIpom1pISAi8vLxke34xYcIETJgwQVLf6OhoKBSKKu+Lk5MTvL29ZTvXlo13a968ubr9+vXrepM3KrONXJU9PigbO379+nV1EqIUXl5eUCgUsv09m5KpY8mdK+5C+gwYMAC7du3SWKZ81apV6Nq1q11+6B86dAh9+/bFiy++iA8++EDr8ZYtWyIkJERdRRwAdu7cibt376rfnFL62IKIiAisXLlS46t///7qizilgaUDBgzA5s2b1dlrQgisXr1aY4L7//buNCqKK+0D+D/KIriAItGg4igaRDBo0IMaBU2ICzouM7ihQUURiaM4wWgiGR1lhCgqro3BnRGbVgIouAT3PQZ3VNQxEFfcUaJgZHneD32oY4W8kyYaoDP/3zl8qFtP1bm36bp9q+ouhsQYg44dO8LW1haXLl1S0vLz83H9+nVlpFa3bt1gaWmp+v9v2bIFRUVFysxkhsTQ/5YePXqgpKQEW7ZsUdJ0Oh0sLCzK9SK/Ivzwww/o1q0bOnXqhLi4OFSvXl2138bGBu7u7qrv9/Xr1/Htt98qdaAhMb83Ozu7MnVc3759lbrP1dUVgL7+2rlzp7LMaGn91bt3b6UTqiExv7eePXvCzMxMVT/dvn0beXl5Sv3Uq1cvPH36VDVyXafToU6dOujSpYvBMb+30ge/mZmZSlpJSQmuXLmi7LOzs4Orq6vqO3T16lWcOnVK+Q4ZElMZSttQL+erdMbt0t+A1xVDavb29nB2dlZ9ZpcuXcLZs2eNoo1WOhACANLS0pQOwy/z9vZGYmIiiouLAeg7vqSkpKjKZ0hMRatXr16ZOtnHx0d5eeru7q7kfc+ePXj06JFy7KZNm+Dl5QUzMzODYyqDt7c3qlevrqqns7KyUFhYqNTT3t7euHfvHg4ePKjE6HQ62NraokOHDgbHVIYmTZpARJTBLID+gfmdO3eUurtLly6oXbu26hrctm0bnj17psywZEgM/TEkJibi/PnzAPSzxpibmyur7wFAQkICqlWrppopxBj07NkThYWFSE1NVdJ0Oh0sLS3RrVs3JS0+Pl5ZWvnu3bsQEdV5EhMTUa9ePeUBWVXTu3dvPHz4EPv27VPSdDod6tWrp3SyLiwsRHx8PLKzsw0+xlh4e3sjOzsbJ0+eVNJ0Oh3s7e3Rpk0bAFBWN7p16xYA/UpnP5eYmIg2bdr8IQdC5ObmIj4+Hg8ePACg/8xOnDihfB8A/WfWtm1bZWAvvX7Hjh3D7t27AehntuvcubPqN/bWrVs4cuSIUbSFX9a8eXM4OjqqynLhwgVcuHBBVZb9+/crneSePXum3LOXSklJQVFRUaW2of6b0uvj5XIeOXIEN2/eVJUzLS1NWVXE0GOMQefOnWFtba0qy86dO5GXl6d6prxt2zacOnUKAPDo0SO8ePFCdZ7ExESYmJigXbt2FZPxCpaUlISMjAwA+pn0atSoofrMEhMTISKvtIoX/XdZWVmIj49HUVERAP1vXmpqKgoKCgDoB/EkJCQY3TUI6MuSnJyMwsJCAPpJOJKTk1VluXz5srKyOFC2zXPnzh0cO3asyta1gL6cpYN2Af07n9TUVFU5MzIykJSUVK5jjEH16tXRs2dPVb3x+PFjpKWlqcpy6tQpbNu2Tdn++f85IyMD//nPf6r0//lVfPvtt0hLSwMA1KpVCx4eHqrPLCcnBwcPHjS6/78xKSgoQHx8PG7evAlAfw3euHEDx48fV2J0Oh3s7OxUnYuMgbe3NzIyMlTPDHU6HVq1aqV0mipd0fzu3bsAyl6DIoKkpKQqfQ16e3vj2LFjyj0yoC9nx44dlUGcDx48QHx8PHJzcw0+xlh4e3tj165dqlUmN23ahB49eigddm/duoX4+Hhl9vqf/5+fP3+OHTt2VOn/86vIzs5GfHy80u7w9vbG9u3bkZ+fD0D/ntBY21TGZPv27Thx4gQAKNfay795u3btwqNHj4yun4+h/XO2bNmCc+fOAdDXSaVt/FKJiYkwNzfHO++8UzEZL6cPP/wQb7zxhqrdqtPpYG5urpogYfPmzcp7eEOPMQaG9HMoKSlBfHw8vv/+ewD6+5VfejbfsGHD3zRbd1X3/PlzxMfHK53Vvb29kZOTgyNHjigxOp0ODRs2hJubW2Vl8w/v9OnTSElJAaCfkKtXr15ISEhQvot5eXnYuXOn0f3mlb4He7muvXfvHvbv368qy/Hjx5XrtLi4uExn+O+++w43b96ssm2eBg0awM3NTVXO7OxspKenq8p5+PBh7N27t1zHGIO3334bLVq0UJXl7NmzuHz5sqose/fuxeHDhwHoV0D4+aoYW7ZsQXFxcZX9P7+qb775Rrlffe19yYV+sxcvXoi7u7u88847smzZMhk1apRYWFjI8ePHKztrr93Vq1fF2tpa2rVrJ1qtVvWXm5urxMXFxYmJiYlMmzZNFi5cKHZ2djJy5EjVuQyJMUbBwcHi6uqqSsvLy5NWrVpJ586dRaPRyF/+8hextraWK1eulCvGWGzcuFGsrKxk1qxZEhMTI126dBEHBwfVd2ThwoViYWEhs2bNki+//FKsra1l2rRpqvMYEkP/W6ZPny5WVlYSEREhs2fPFgsLC4mMjKzsbKk8efJE/vSnP0mTJk1kw4YNqnryxo0bStyhQ4fEzMxMAgICZOnSpdK6dWvx8PCQoqKicsVUtJCQEHF2dlalPX36VFq3bi0dO3YUjUYjPj4+YmVlJZmZmeWKqQgRERHSsGFDiYyMFI1GIy4uLtKxY0d58eKFEjNp0iSpX7++zJs3T2bMmCFmZmai0WhU5zEk5vcWEBAgdevWlbCwMFm5cqV4e3tL7dq15dKlS0rMnj17xNTUVIKCgmTJkiXy9ttvi5eXl5SUlJQr5nU7evSoaLVaGTdunJiamirXyIMHD5SYJUuWSI0aNWTmzJkyd+5cqVu3roSEhKjO87piSC0tLU1MTU1lwoQJsmTJEmnRooX06tXrd/1OvC5du3aVWrVqyYoVK1T1b0ZGhhJz7do1sbW1lb59+4pGoxFPT09p1qyZPHz4sFwxVcHMmTOladOmqrTnz5/Lu+++K++++64sX75chg8fLjVr1pTTp0+XK6ayhIaGSpMmTSQqKkqWLVsmjo6O0r17d9Vvn7+/v7z11luyYMEC+fzzz8XExERiY2NV5zEkpqIVFRVJ165dpVmzZhIVFSXR0dHi5uYmzZo1k8ePHytxGo1GzM3NZcaMGTJv3jyxsbGR4OBg1bkMiaGq7eDBg6LVasXPz09q166t1FcvfxesrKxk5syZynZ4eLjUrFlTwsLCJDw8XGrXrq3ab0ymTp0qdevWlS+//FL++c9/So0aNSQqKkoVA0BJS0hIEHd3dwkPD5eVK1fKkCFDxNzcXOLi4io+8+Uwbtw4adCggcyfP1+mT58upqamsmbNGmV/bm6uAJC1a9cafIwxGTx4sNjb20tUVJSEhIRI9erV5euvv1b2Z2dnCwBJSkoSEZGoqCj54IMPJDIyUqKjo6Vnz55Sp04d2bt3byWV4NVs2rRJtFqttGvXTjp16iRarVaSk5OV/enp6QJADh06JCIiJSUl4uXlJY6OjrJkyRIJCgoSU1NT2bNnT2UVwehduXJFtFqtLFiwQADInDlzRKvVqu6ZhgwZIu7u7sr20aNHxdzcXMaMGSPLli0TFxcXee+99yr1Pvy32rFjh5iYmMikSZNk8eLF0rx5c+nTp48q5oMPPlDSbt68KU5OTvL555/L6tWrZcqUKWJhYSHjx4+vjOwbTKfTiYmJiXz66aeycOFCadSokQwfPlwV4+bmpkoz5BhjERMTI2ZmZvLFF19IZGSk2NrayoQJE1QxDg4OSlp6erq0adNGZs6cKatWrZLAwEAxMzOT8PDwysj+Kzt06JBotVoZPXq0WFpa/uK7ChsbGwkNDVW2582bJ5aWljJ79myJiIiQOnXqqPZT+eTl5Smfe7169WTYsGGi1Wpl//79SszKlSsFgPz4448iom8DOTg4iIeHh2g0GunXr5/Ur19fsrKyKqsYv1lOTo40atRIevToIRqNRj788ENp1KiR5OTkKDGRkZFSvXp1Zfv999+XgIAA+eqrr2Tu3LnStGlTadeunepeoKrJysqS+vXrS//+/UWj0UjXrl3LvPMJDQ0VGxubch1jLM6fPy+1a9eWoUOHyvLly6VDhw7i4uIi+fn5SsyECRPEwcFB2XZycpLg4GBZuXKlzJo1S+rXry89evRQPYc2FlevXhWtViuLFi0SABIWFiZarVYuXryoxAwfPlzc3NyU7ePHj0uNGjVk9OjRsmzZMmnTpo24u7tLYWFhZRThD2Hr1q2i1Wqle/fu4uTkpNS9pW7cuCEAZPPmzUqar6+vNG7cWKKiouTTTz8VExMT0el0lZH9V9anTx9xcHCQxYsXy8SJE8XExER27Nih7M/IyBAAsmvXLhERCQsLk169esnChQtFo9FI9+7dpW7dunLs2LHKKsKvKioqEg8PD3F2dpalS5fK2LFjxczMTA4fPqzEHDp0SABIenq6wccYi4KCAnF1dZX27dvL8uXLZdiwYVKrVi05d+6cEpOUlCQAJDs7W0RERo8eLUOGDJFly5bJokWLxNXVVezt7Y2yTfHjjz8q13X9+vVl8ODBotVqZd++fUrM2rVrBYDyW/rkyRNp2bKldOnSRTQajQwYMEDq1asnV69erZxC/AF89913otVqZdKkSQJA4uLiRKvVyp07d5QYR0dHCQwMVLbXrFkjpqamEhoaKvPnz5c333xTtd+YGNI/p0GDBkragQMHpG3btjJr1ixZtWqV+Pv7i5mZmSxevLgysm+wGTNmSJ06dSQ8PFzCwsLE0tJSIiIiVDHm5uaqNEOOMRa/1s+hoKBAAEh0dLSI6Pv2de7cWSIiIiQmJkb++te/ioWFhSQkJFRWEV5JamqqaLVa5Tlsad1b+h48JydHAKjaWX5+ftKoUSNZuHChTJs2TUxMTKr8u4mq7MaNG6LVamX16tUCQKZOnSparVb1njo4OFj1DjwzM1OsrKxk0KBBotFoxN3dXVq3bi1Pnz6t+AK8ohMnToilpaX4+fnJsmXLxNXVVTp06CA//fSTEjNy5Eil72lBQYG0atVKPvnkE1m1apX84x//EGtra+nfv78UFxdXUil+3f79+8XMzEwCAwNl6dKl0qpVK+nevbsqz/379xdPT89yHWMsUlJSxMTERCZPniyLFy+WZs2aSf/+/VUxnp6eStoPP/wgTk5OMn36dFm9erWEhISIhYWF/O1vf6v4zL8GJ0+eFK1WKyEhIQJA1q1bJ1qtVm7duqXEuLq6qvqKv86+5G+I/GwYH5VLQUEBVqxYgTNnzsDW1hZjxoyBk5NTZWfrtTt79iwiIiJ+cd/cuXPRtGlTZfvw4cOIj49Hfn4+PD098dFHH6FaNfUiJIbEGJvY2FhcvHixzKoZT548gUajwaVLl9CoUSMEBgaqPi9DY4zFsWPHoNVqkZ+fDxcXF4wdO7bMSik7d+5EcnKyMprcx8enzHkMiaH/LUlJSdi+fTuqVauGAQMGVLkZkO/evYvg4OBf3Pf3v/9dmbkbAM6fP481a9bg4cOHcHNzQ2BgYJkZTw2JqUhxcXE4c+YMIiMjVel5eXnQaDTIzMyEnZ0dxo0bV2Y5eENiKsI333yD5ORkiAjc3NwwatQomJqaqmJ0Oh3S0tJgZmYGHx+fX5zVwZCY31tycjIOHDiAvLw8ODg4YPTo0XjrrbdUMWfOnMH69euRm5uLDh06ICAgoMzM74bEvE5LlizB0aNHy6T/61//QosWLZTttLQ0JCYmoqioCD179sSgQYPKHPO6Ykjt9OnTWL9+PR4/fgx3d3eMHTu2zHVSFfn5+ZWZ5RQAfHx8VG2IW7duYcWKFbh+/TpatmyJoKAg2NjYqI4xJKayJSQk4MCBA1i6dKkq/dmzZ4iOjkZGRgYaNGiAgIAAtGzZstwxlSUlJQWpqamoVq0a3N3dMWLECGX2L0A/k9uGDRuwb98+WFhYYMiQIfDw8FCdw5CYylBYWIgNGzbgxIkTKCwshLOzM/z9/VG7dm1V3O7du/H111/jxYsX6NGjB4YMGVLmXIbEUNU1b948ZYbml82fP19ZKWTMmDHo3bu3qv5KTU3F1q1bISLo06cPBgwYUFFZfu0SEhKwc+dOmJiYYODAgWVmYx46dChGjhyptPcvXLiA+Ph45OTkoFmzZvD19a2UtmR5iAg2btyIvXv3wtzcHIMHD1atfpGfnw9/f38EBQXB09PToGOMSXFxMdavX49Dhw6hVq1aGD58uGqFi/v372PixImYMmUK2rdvD0D/LCE5ORm5ublo2bIlRo4ciTfffLOyivBKfqldYm1tjRUrVgDQz5I9ffp0zJo1C46OjgD0s0mvXLkS6enpqFu3LkaNGqWsyEfll5aWhjVr1pRJHzFiBPr27QtAf29y//59hIWFKfsvXLig3Ie3a9cOgYGBqFGjRoXl+3U6efIkYmNj8eTJE3Tq1An+/v6qdv2cOXNgamqKqVOnAgAePnyIdevW4eLFi2jQoAF69epVJdpQv+bo0aPYuHEj8vPz4eHhAT8/P9Uz5tDQUNjZ2amWrP+1Y4zJ3r17kZCQgJ9++gleXl4YOnSoahXOyZMnw9XVFaNHjwYA3LhxA7GxscjKykLjxo0xcOBAo5shutSCBQuQnp5eJv3ldxXjxo2Dl5cXBg8erOzfvn07tmzZgpKSEnh7e2PgwIEVluc/mtu3b+OTTz4pk962bVt89tlnAIB9+/bhq6++wvr165Xnmo8ePUJ0dDQuX74Me3t7jB8/XmkHG5u7d+8iOjoaWVlZaN68OYKCgtCgQQNlf2pqKrRaLeLi4gAARUVF0Gq1OHr0KMzNzeHm5gZfX98yqwtXNTdv3lSekzg6OiIoKEg16/imTZuwe/duxMTEGHyMMfn++++xcuVK5OTkwNnZGUFBQap7+bVr1+Ls2bNYtGgRAP1749jYWJw8eRJWVlZ47733jPb+bffu3Vi1alWZdF9fX/Tr1w8AsHz5cty+fRtz5sxR9mdmZmL16tW4f/8+2rZti/Hjx8PCwqLC8v1HM3HixDIzwgL6VRUBfb368ccfq95DlZSUIDY2FgcPHoSlpSV8fX3RuXPnCs3361JYWIg1a9bg2LFjsLKygp+fn2o25ps3b2LKlCn44osv4OLiAgA4ePAgUlJSkJeXB0dHR4waNarK10HPnz9HTEwMTp48CRsbG/j7+yvlAfSrDc2cORPh4eHKqhi/dowxefr0KaKjo3H+/Hk0bNgQAQEBqndGJ06cwPz587F06VLY2toCALZu3Yrdu3ejuLgYLi4uGDVqlFHWNf/f++U2bdogNDQUgH523OjoaKxZswaWlpYA9KtOlrapGjdujMDAQNjb21do3v9IYmJilBmqX/Zy3RISEoLWrVtjzJgxyv79+/dj06ZN+Omnn/D+++/D19dXdU9mTH6tf8748ePh6emJYcOGAdA/39qwYQOuXbuGJk2aYNCgQXB2dq6MrJdLcnIytm3bhjfeeAP9+vVTnhOV8vPzg4+Pj9LWMeQYY/Lf+jkUFhbio48+wtixY+Hl5QVA31dw8+bNuHPnDpo3b44RI0YYbV0zefJk3Llzp0z6xo0bUa1aNTx58gSBgYEIDg5Gp06dAOjbVP/+979x4MABWFpaYujQocpKGlR+x48fR1RUVJn0P//5zxg+fDgAfd/L9PR01Tvw7OxsxMTE4Pbt23BycsLHH3+MOnXqVFi+X6fLly9j1apVuHfvHlxdXTF+/Hjltx0AoqOjce3aNaXv6dOnT7F+/XqcOXMGdevWhaenp1GslnDu3DmsW7cOjx49Qvv27REQEKDq77ZgwQI8e/YMM2bMMPgYY5Keno4NGzYgLy9PeTb/cp+H2bNno2bNmggJCQGgX3Fp3bp1yMzMRMOGDdG7d2+jrWvWrl2rWoWo1LRp05TViT/77DM0bdoUQUFByv7X1ZecgyGIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiMioGOeUR0RERERERERERERERERERERERERERERE9D+LgyGIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiMiocDAEEREREREREREREREREREREREREREREREZFQ6GICIiIiIiIiIiIiIiIiIiIiIiIiIiIiIio8LBEEREREREREREREREREREREREREREREREZFQ4GIKIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIwKB0MQEREREREREREREREREREREREREREREZFR4WAIIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyKhwMQURERERERERERERERERERERERERERERERoWDIYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyKhwMAQRERERERERERERERERERERERERERERERkVDoYgIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKj8n+sjz6TH3CuSQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from giant.analysis import plot_marginals, plot_correlation_matrices, plot_pairwise\n", "from giant.analysis import plot_direction_alignment, plot_constraint_violations\n", @@ -98,20 +150,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "7c9e7b98", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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8vb0NwyhaMcTChQuNBg0aWLW99NJLVsUQWVlZRs+ePY3w8HAjKCjIOHXq1FXHBQB7yq8YYvLkyQU+b+7cuVZ5V0OGDDEeffRRy+OGDRsa8+fPNwzjnzyBK/PFsrOzjcDAQMs91sIWQ1z+nO3YsWOWtm3btllda48fP94YMGCAYRg583jNmjWNjz766KpjA4A95VcM8fnnnxf4vOHDhxvTp0+3PG7UqJHxwQcfGIZhGGfOnDGqVKliuZewbt06o0aNGkZWVpal/19//WW4urpaCnALWwyxYsUKIyQkxGqsGTNm2CyGGDt2rNG5c2erAmRUXE7233sCKFn/+te/1Lp1a3Xr1k233HKLXn311QK3gzxy5Ii+/PJLq21vBg8erKNHj1r6mEwm1alTx/K4fv36ysrK0unTp4sUW2HOZTab5ePjY3ns7u6u1NRUSTnbAdWtW9dqzHr16l31vAWNCQCl6eTJk6pVq5ZcXV0tbfXr17d8feTIESUnJ8tsNlvmyWrVqkmSjh07VujzzJ49W40bN5a7u7tMJpPefvttnTx58qrPK6nzA0BZFhcXp+TkZHXr1s3qunTXrl06evSozp49q/T0dKvrzJCQEJnN5kI9/7Lc16n169cv1FwMAOXFlfPc5W3WT548qRMnTsjf31/+/v6W42FhYTIMQydPnlSLFi00Z84cPfHEE2rbtq0ee+wxHThw4JpiOHnypIKCguTp6Wlpu/L6+rInn3xSBw4cUNeuXdW2bdtrOhcAOEJ+15QXL15UQkKCwsLCLMfMZrNCQ0N14sQJmUwmbdiwQatXr1arVq00YMAAffnll9cUw8WLF5WYmGgVi5+fn9U8P2jQIJ05c0ZbtmzRgQMHtHXrVo0YMeKazgcAjpB7vq1Xr57l2tZsNqtWrVqWY5fn3hMnTigsLExLlizRuHHj1KZNG40YMUK//fbbNcVw8uRJ+fj4KCAgwNJm69r2yy+/1OTJk/Xll18qKCjoms4FAI5w3XXXWb42DEOvvPKKwsLC5ObmJpPJpOXLl1vunzo5OWnIkCH68MMPJUkLFy5U586dLbkCR44c0eHDh63uz7Zs2VJJSUlKSEgoUlwnT560ed19JScnJ40ePVpRUVEaOXKkatasWeTXDwCl4cq5VpJWr16tNm3ayMvLSyaTSY899pjVZ1XDhw/X0qVLlZqaqu3btysmJkb33XefpJy5VsqZEy/PtU5OToqLi7P6PKwwTp48qSpVqljFl3uuffzxx7V27VqdPn1aq1evVnp6uu6+++4inQcASkvu+fbNN99Uw4YNLde2H374odV8O2zYMMu17eLFi9WqVSs1adJEUs58e/r0aTk7O1vm2wYNGigjI0OnTp0qUlwnT55UnTp15OT0T+q7rXsL//nPf/TVV19p9erVljwIVGwUQ6Dc8fDw0Msvv6yff/5Za9eu1c8//6xnnnlGkqwmuctq166tu+++W0bOTiiWf2fOnLH0MQzDKgn28OHDcnZ2Vo0aNYoUW2HOVZCQkBDLxfaVsVxm6/UBQFlSq1YtxcTEKCMjw9J25TxWu3Zt+fv769KlS3nmymbNmtkcM/fct3PnTj377LOaM2eO4uLiZBiGxowZo0uXLl01vms5PwCUN4GBgapatap++OGHPHPdhAkTVK1aNZnNZqvrzlOnTik9Pb1Qz7/M1nXrlckTAFDeXTnPZWdn6+jRo6pVq5ZCQ0OVkJBglXwQHR0tk8lkmQfvu+8+ff311/rpp5/UvHlzde7cWdnZ2ZKK9rd9rVq1dPbsWatFIK68vpakzMxMPfjggxo0aJC2bdumzz777JpeLwA4Qn7XlFWrVpWfn5/VnJeenq6TJ08qNDRUktSyZUstXbpUu3fv1sSJE3Xvvfdqz549koo211atWlW+vr5WsSQmJurcuXOWx25ubho+fLjmzJmjOXPmqEuXLjY/ZAOAsir3fHvkyBHLtW16erpV8kF0dLQkWebbfv36aePGjfr555/VqVMn3XLLLZZ7CEW9tj1//rzV/Jr72nbXrl0aOnSoVq1apQYNGhTtRQJAKSho3jOZTJav16xZozlz5mjp0qVKSEiQYRi65557rD7LGjZsmL7++mvFxMRo0aJFGj58uOVY7dq11aRJkzz3Zw3DkJ+fX5FirlWrVoE5CFLOAjlPPPGERo0apf/+97/au3dvkc4BACUtv/n2yrk2MTFR9957r5599lnFxMQoOztb7733ntVc27lzZwUEBGjVqlVauHChBgwYIC8vL0k5c62U8xlZ7rn23nvvLVK8tWrV0qVLl3TixAlLW+65tn79+urSpYsWLFigOXPm6KGHHpKbm1uRzgMAJa0w8+2mTZv0+uuva/HixTp37pwMw9DQoUOt5tshQ4boxx9/1KFDh7Rw4cI817a1a9e2eW17+d5DYdWqVUvHjh2zfOYm5Z1vly9frrffflsbNmyQr69vkcZH+UVmNcqdCRMmaMWKFUpISNClS5eUnZ2t5ORkSVKNGjWUlZVl9cf5ww8/rG+++UazZ89WQkKC4uLi9Mknn2jy5MlW4z711FM6ffq0jh07pmeffVaDBw+2Wtm8MAp7rvw88MAD+vLLL7V8+XIlJydr9erVWrlypeW4rdcHAGVJp06d5Ofnp2effVaJiYnau3evpk2bZjl+0003qV69enrsscd0/PhxJScna8uWLRo4cGC+Y9asWVNRUVGWC9nk5GQ5OzvLx8dHzs7O2rhxoxYuXFio+K7l/ABQ3phMJo0ePVpPPvmkdu/erdTUVO3bt0+PP/64fvvtNzk5OenBBx/UxIkTdfToUcXGxurJJ58s9PMvW7t2reW6dfny5fr888/10EMPOeIlA4BdvP322/r555+VlJSkl156SRkZGbr99tsVHh6u5s2bKyIiQmfPntXhw4f1zDPPaNCgQfLw8NBnn32mV155RUeOHFFmZqays7OVkpJiuZ6tWbOmfv31V2VlZV01hpYtW6pRo0Z66qmndO7cOR04cED//ve/rfpMnDhRly5d0ocffqiFCxdqxIgReW78AkBZ9fXXX2vx4sVKTk7WunXrtGzZMg0ZMkRSTnLYiy++qP379yshIUFPP/20fHx81L17d505c0YPPPCAoqKilJ6eruzsbMt8K+XMtX/88Uehd88dOnSonn/+eUVHRysuLk6jR4+WYRhWfR5//HGtXr1a//vf//TII4+U7BsBAHY2e/Zsbdu2TUlJSXrttdd05swZ9evXTw0bNtRNN92kJ554QqdPn9bx48c1duxY9enTR9WqVdOGDRs0efJkHTp0yOra9vK1bM2aNbV3795CLVTTqFEj3XjjjRo9erTi4uJ06NAhPffcc5bjR44cUd++ffX+++/rxhtvtNt7AQDF4erqKn9/f+3ZsyfP9eKVLn+W5evrK8MwtHTpUq1bt86qT1hYmDp06KBHHnlE8fHxuueeeyzH+vbtq4sXL2rSpEk6ffq0kpKS9OWXX2rkyJFFjrlv3746e/asXnvtNSUlJWn79u2aNWuW5bhhGHrooYfUqVMnvffee3ruued077336sKFC0U+FwCUlMJcZ6ampiorK0s+Pj4ym83asWOH3nzzTas+JpNJQ4cO1ezZs7Vs2TI9/PDDlmNBQUEaOHCghg8frgMHDig1NVW7du3Sfffdp/Pnzxcp3pCQEHXr1k1PPvmkzpw5o6NHj+rZZ5/N0++JJ57QO++8o2+//ZZ7CwDKhMs5WYW5tvXx8ZHJZNLq1au1bNkyqz7BwcHq0aOHnnzySR06dEiDBw+2HOvZs6fc3d01duxYnTp1ShcuXNCmTZs0dOjQIsd72223KTMzUy+99JKSkpK0Y8cO/ec//7Ec37p1qyIiIvT5558XudAC5RvFECh3Ro0apRUrVqh+/fpq2LChzGaz3njjDUk5F6rPPfecunbtKpPJpPnz56tOnTr69ttvtXbtWjVo0EBNmzbVF198oUcffdQyptlsVs+ePXXzzTcrPDxctWvXtroBUFiFOVdBmjVrpsWLF+v5559XrVq1NHfuXN1///2Wogxbrw8AyhJXV1d9/vnn2rVrl0JDQzVs2DCrObBKlSpav369TCaTOnbsqODgYE2ZMsUqCTe3KVOm6J133pGrq6sGDRqkzp07a+TIkeratav8/f311ltv6a677ipUfNdyfgAoj6ZOnaqBAwfqgQceUGBgoAYPHqyWLVtatqJ8++231aBBA7Vs2VI33nijbr75Zvn4+BT6+VJOwtiiRYtUq1YtPf/881q0aJFatmxZ6q8VAOzlscce01NPPaWQkBBt2LBBX3zxhby8vOTk5KQ1a9YoNTVV119/vW6++WY1b95c7733niTp9ttvV3Z2trp166aAgAAtWrRIK1euVJUqVSRJkydP1pIlS2Q2m9WrV68CY3ByctLq1at19OhR1a5dW/fee69GjBhhOb5mzRotXLhQy5Ytk6urq/r06aMRI0bovvvus6zWCwBl2f33369Vq1YpNDRUY8aM0XvvvaeOHTtKkl599VX16tVLvXr1Up06dRQdHa2NGzfK3d1d1atXV58+ffTwww/L19dX999/v1555RXdfPPNkqThw4crNTVV/v7+lvm3INOmTVObNm3Uvn17tWnTRo0bN1ZwcLBVn/r166tz586qUqVKoe9DAEBZ8eijj2rixIkKCQnRsmXLtH79egUEBEiSVqxYIbPZrKZNm6pt27aqXbu2ZfGZLl26yNPTU7fddpv8/f317rvvasWKFfLw8JAk/etf/9LatWvl7u5umb8LsmzZMiUkJKhu3brq27evVeLDypUrderUKd11110ymUyWf999912Jvx8AUByvvfaaxo4dK2dnZz3zzDM2+9x3333q2rWrWrVqperVq2vZsmXq3bt3nn7Dhw/Xl19+qUGDBsnd3d3S7unpqc2bN+vIkSNq1aqVateurdmzZ+upp54qcrx+fn5av369li9frpCQED377LMaNWqU5fi0adN05MgRvf/++5J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+WNNz7PgNAGgcEqJD1DXOievIq6sAIblNFQh3VqdkiD59+tT7BQ3D0C+//CJJKigoUGZmpvbu3SuTyaQ2bdpIkv7xj3+oT58+mjJlisaPH6///e9/2rVrl15//fV6v35NPKV8T0KzECnW/ZI1AMCVKmbpB6TlKKGGvoBdBEWWXWwuv8O6ncW9ADxIfRIkqmOzcl111XUOb7FuJ6EMAAAAAAAADpSbW7aJR2io9SYfYWFhlmO1sXLlylr3nTFjhqZNm2Z5nJ2drfh45sAAeK7LL79cl19+eY19XnvtNY0dO1YXX3yxJOmqq67SoEGDNG/ePEsyRFxcnMNjBSrLzi9StKQHhnVUsw79rI45ZddvoAHwlHW2gNuwVfGhsuoqQEiso6iFOiVDbN++XZ988onNYyNHjqzVOfLz83XddddZHn///fe67rrr1KFDB3344YeSpE6dOumLL77Qk08+qbvuuktt2rTR559/rm7dutUl3Dpz98oQAICqmgb7K9DPR1OX7rC0dfE6qDWmsxn9gEOEx1e/uDcvnYtQAI5R6UuyKTPF7i9RmwSJ6pRXrtt28LQyrEpGRikutsK4WFNC2bhFUlCUdV/GVDhJQUGBSktLFRQU5OpQAKDBOnHihFJTU9W1a1cFBAS4OhwAaJC+++47bdq0Sd26dav1/TsAaCxCQsrmrLKysix/lqTMzEzL5o32ZjKZZDKZWDQGoNEoLS3VDz/8oIkTJ1q1DxgwQO+8806tz5OYmKhVq1YpOztbLVq00OTJk/Xoo4/a7Gs2m2U2my2Ps7Ozzy94NBrxEYFKcOaO30ADwjpboAaVEx/y0qSlE21XfKiMChDnrU7JEJI0YsSIer1gUFCQ9u7de85+ffr00YoVK+r1WnXF5AMAeJ648MAqCzRP7fOXNp3N6AccJjyeC1AAzmOjLGK8pDzDpJKACIe+tK0ECVtsJSlKNqpF2EooK58EWDzW+qQkSMBJZs6cqblz58rLy0u33XabnnvuOVeHBAANzqJFizR16lS1adNGmZmZ+uKLL9SiRQtXhwUADcrq1as1efJkTZgwQQ888IB+/vlnq93IAaCxu/DCCyVJv/zyi2VH8tLSUqWkpOiqq65y6GuzaAxAY3HmzBkVFhYqKirKqj0qKkppaWm1Ps+sWbM0Y8YMy+MmTZpU23f27NmaOXNm3YMFAACojdpUd6gu8cEvSLplmfWaB1tYB3He6pQMsWXLlmqPZWRk1DsYV2PyAQAczxGJZ5UXaKakUbYQLpa2z/oxF6sA7CEvvUpZxJRTOZq05IDmh7hHKWlbSYrl1SIycgutEypsJZTVJUEicStjK+zm559/1uuvv66DBw/KZDKpX79+uvHGGzVgwABXhwYADUZxcbGmT5+uL7/8Ul26dNEjjzyiZ599luQzALCz5557Tq+++qquueYa3XPPPRowYADJEABQQUJCgnr27KkFCxboT3/6kyRpxYoVSktL05gxYxz62mzOCKCx8PHxkSQVFlpXnDabzfL1rf1StYiICEVE1G4zqBkzZmjatGlasGCBFixYoJKSEqWk2L+6NgAAaIRsbFxZLVuJD6wbc7g6JUP079+/2mPh4eH1jQUA0AiQeIYGLSiy7KJ2+R3W7SzaBWBPUR2k2J6SpAIjS0eV5dp4KqltFQmbapMgkbavbJw9vMW6nQmERm/Xrl3aunWrLr30UnXq1KnK8aKiIn3xxRc6ceKEunXrph49eliObd68WVdddZVlp7IbbrhBX331FckQAFDJ999/r1WrVqlDhw6aOHFileMlJSVatmyZ9uzZowsuuEDjxo2zzBv//vvvCgkJUZcuXSRJ1113HYtzAaCSoqIirVixQm+//bZyc3O1adOmKn0KCgr0n//8Rxs2bFBAQIDGjRunSZMmWY7v27dPvXv3liS1adNGxcXFys7OVmhoqNPeBwC40rZt27Rs2TJlZZXNmc2bN0+rV6/W8OHDNXjwYEnS/PnzdeWVV+rKK69UXFycli1bpn/961+WqhGOwj0yAI1FSEiIwsPDdezYMav248ePO6xCpMlkkslkUlJSkpKSkhhrAQCA/djYuLJarFtwiTolQ9gSEhKinJwce8TicuzEAAAA6iU8vvpFu3npXOwCwPmonCBRU+LZuEWWHRYC0nIUq9qX24bn2r59u6ZMmaLMzEz98ssveumll6okQ6Snp2vIkCHKyclRt27dlJiYqIkTJ+rll1+WJGVmZlpt8tC0aVOdPHnSmW8DANxaWlqarrrqKhUXFys3N1cXXnhhlWSI4uJijRgxQgcPHtTYsWO1aNEiPfHEE/rmm28UHx+v3NxcBQUFWfoHBQUpNzfX2W8FANza5ZdfrhYtWig+Pl7vvPOOzT7jx4/Xzz//rCeffFIZGRlKTEzU0aNH9dBDD0mSvLy8ZBiGpb9hGPLy8nJK/ADgDkwmk8LDwxUeHq7Zs2dbtZfr27ev9u3bp48++kg5OTm69957LYlkjsR6BACNyRVXXKG1a9dq+vTpksquSz/++GNLVR4AgOfiuhYNyZHMfGXknq1mlXKyhvXwFTauhHupUzJEz549q7Tl5uZa2nfs2GGHkFzHY3ZiSNtn+SMLfAAAcDO2djWX+PxGvbzwwgtaunSpYmJi9Oyzz6pNmzauDglwHVuJZ3lp0tKJ0uKxlqYESetNJp1MbSp5tZTE+NtQFRUVafbs2brssssUEhJis8+MGTNUVFSknTt3Kjg4WNu2bdPFF1+sUaNGaeTIkYqJidEPP/xg6X/48GHGWgCowM/PTy+//LL69eunG264QcXFxVX6LFy4UN98843279+vuLg4FRUVqV+/fnr00Uf1zjvvKC4uTqmpqSosLJS/v7/27dun+HgSxgGgorVr1yosLEyvv/66zWSILVu2aNWqVdq2bZv69Okjqew+3aOPPqp7771XwcHB6tChg7Zt26a4uDilpKTIZDKpSZMmzn4rAOAy3bt3V/fu3c/ZLzo6WrfddpsTIjrLY9YjAMA5FBcXKyUlRZJUWFio9PR07d27V0FBQWrZsmw+/tFHH9WAAQP08MMP65prrtE777yjY8eO6YEHHnBobCzQBQDH47oWDcWRzHwNfXaT8ousrxva+mUoOnevdPSPpPoKa77gnuqUDFFQUKBBgwbpxhtvtLRdeeWVmjt3rt0Dgw02dkAtX+CTmtNXEh8sAADUVeWM3qbB/ooLD7TfC/D5jXpasWKF5s+fr9dee01btmzRddddp507d7o6LLhQyqkcFRhZZX+uaVeChsxW4lmlBIlDhw8r+pPb1Xrt2V2rGX8bpv79+9d4vLS0VEuXLtVjjz2m4OBgSWU7QPbv319LlizRyJEjNXz4cE2dOlUfffSRgoKCtGTJEm3ZsqXac5rNZpnNZsvj7Oxs+7wZAHBTYWFh6tevX419li9frqFDhyouLk5SWQLFzTffrFmzZskwDIWHh2vgwIGaPHmyrrrqKj322GP697//Xe35GGsBNEbnWkCwYcMGxcTEWBIhJGn06NG6//779e2332rIkCGaNm2abrvtNm3YsEHr1q3Tgw8+WO35GGsBAABwPtLT03XddddJkvz9/bVx40Zt3LhRvXv31rvvvitJ6t27tzZs2KCnnnpKa9asUfv27fXll1+qbdu2Do2NBboAAKC2MnILlV9UoufH9VRCdNmme345R9T+g9vk/V6+dWe/oLI1YHBLdUqG+L//+z89/PDDev311/XSSy+pWbNmkqShQ4c6JDhnc/vsYBs7oKbu36H4jVPkU3DahYEBAOB5mgb7K9DPR1OX7rBqD/Tz0fqkQfZLiODzG5Ly8vJ0+vRpXXDBBfLx8bHZJycnR8XFxQoPD7dqX758uaZPn66BAwdq4MCBWrBggfbt26cOHTo4IXK4k5M5ZkVLmvL+Du3+IxlCKhu3mgb7uy4wd1EpQSLHaKObzM9o4YR2SmhWNnFRPv4GHd8qNTlb6pKKEQ1bamqqsrOz1blzZ6v2Ll26aPv27ZKkZs2aafHixXriiSdUXFys5OTkGm/KzZ49WzNnznRo3ADgafbt26err77aqi0hIUHZ2dk6fvy4LrjgAi1evFizZs3SkiVL9OCDD+qGG26o9nyMtQBQ1W+//abY2FirtvIktN9++02SdNVVV2nNmjX6+uuvdf311+tPf/pTtedjrAUA53L79QgAUEvNmzfX3r17z9mv/N6WMzHWAgCAukqIDlHXuD+SKI8elIrzpTELpKgK63KCIqtu2Ai3UadkiMDAQD333HP66quvLDvNNCQekR1caYGP+VQj3QkWAIB6igsP1PqkQcrIPbsYNuVkjqYu3aGM3EL7Voeo5vPblJkiHS1boMtC3Ibpp59+0ssvv6ylS5cqMzNT+/fvV0JCglWfEydOaNKkSdq4caO8vb3Vs2dPLVy40JLscOzYMbVq1crSv3Xr1jp69CjJEI1Qdn6RoiU9MKyjmnU4uzOz3SvaNCBHFaWCqG5SbNn3u7wz/sozTIrfOEXaeLZfecWIk6lNJa+yEt6Myw1H+e62TZs2tWqPiIiw2vl2xIgRGjFiRK3OOWPGDE2bNs3qNeLjmfwC0Ljl5uYqNDTUqq18jjU3N9fyuLZVhhlrAaCqoqIimUwmqzY/Pz95e3urqKjI0tarVy/16tXrnOdjrAUA5/KI9QgA4OEYawEAgF1EdZBie7o6CtRSnZIhyl122WX67LPP9NBDD1l2nIFrpZ7OV8GRLKs2FkUBAFCzuPBAm5+VKSerJhva83O1JCCiymLc8oW4qTl9JTEx11C8//776tGjh8aOHathw4bZ7HPTTTepoKBAJ0+elMlk0k033aRrr71WP/30k3x9fRUWFqasrLPXeVlZWVWqR6BxiY8IVEKc540TlcdWV3xfKQqJ09BK1SIk6dDhw4r+5Ha1XjvR0mYrQUISOz54oMDAst+zM2fOWLWfOXPGcqyuTCZTlUVoANDYhYSEWF23SlJmZqblWF0x1gJAVRERETp92rrSaGZmpkpLSxUZGVnn8zHWAgAAAAAAAPB055UMIUnBwcF66aWX9NJLL9kzHpfyxFJpoYF+kqS5n/6i3esKrY4F+vlofdIgEiIAAKilpsH+CvTz0dSlO6ocs+fnqq3FuKn7dyh+4xT5FJw+x7PhSZ544glJ0rfffmvz+N69e/X5559rw4YNlgSHp59+Wh06dNCGDRs0fPhwXXLJJXrvvfc0evRo/fzzzzp06JA6duxo83xms1lms9nyuOKO54CrVDe2uur7SuVqEZKUY7TRTZXGZVsJEpIkvyBp3CIpKOpsGwkSbq1ly5by8/PToUOHrNoPHjxYpVoPAOD8XXjhhfrll1+s2n755ReFh4crJibGRVEBQMPSq1cvvfTSS8rIyLBUPvvuu+8kSRdddNF5n9cT748BgCdivIW9VaxALol5SkCMtQDgDIy1ANxNnZMhNmzYoKNHj2rEiBFq1qyZpX3OnDl66KGH7Bqcs3liqbTokLIde14Y37NsQc8fUk7maOrSHcrILSQZAgCAWooLD9T6pEHKyLVOMHTE52rlxbjmU2U7plecuA5Iy1Gs0uzyenBPW7dulSRdeumllrb27durefPm2rp1q4YPH64777xTH330kZo3b66CggK99tpr1e5kPnv2bM2cOdMpsQO1ZWtsLR9Xtx08rYzoszfrXFndrvK4bCtBQnlp0tKJ0uKx1k/2C5ISt3Kj0U35+/tr+PDhev/993X77bfLy8tLx44d08aNG/XKK6/U69xM9gLAWTfeeKNuu+02/frrr2rbtq3y8/O1aNEi3XjjjfU6L2Mt6qtihbKAtByRCglPNnr0aIWHh+vJJ5/U3LlzVVhYqDlz5mjQoEFq167deZ/XE++PAYAnYry1jyOZ+VXu47hyXtEVbFUgl+TR85T8vcJeGGsBwPEYawG4mzolQzz11FOaO3euevXqpYceekhLlizR5ZdfLkmaMWOGxydDeLIEr6OS19lFRAHeLJ4EAOB8xIUHVjuxWnEBhWTfSVhbE9cJktabTErN6SuJL5AN0alTpxQSEiKTyWTVHhUVpVOnTkmSQkNDtWnTJp04cULh4eFV+lY0Y8YMTZs2zfI4Oztb8fGed9MDDU/lsbWmahHzJvZWZLC/VV93SZCQVHYzMS/97OO0fdLyO6TDW6zbbezCxg09xzh16pRWrVolSSouLtbmzZvl6+urdu3aafDgwZLK5jMGDBigsWPHqn///nrnnXfUu3dvTZw4saZTnxOTvQAak5kzZyo/P18//fSTSktL9dBDDykwMFD/+te/JEkTJkzQ//73P1122WW6+uqr9d1336moqEizZs2q1+sy1uJ82brm7OJ1UGtM0skcs6JdFxpQrX/+85/67LPPdOrUKRUWFqp///6SpDfeeENdunRRkyZNtGzZMo0fP15Lly5Vbm6uWrVqZbkeBgCgoTuSma+hz25SfpF1srS7zSvWWmaq1ZyiKTOlVk+zVYHcMk+Zl+7WyRC25kjTcws1c9E6BRZnWrXn+4ZrUdJY9/97BAAAAOBSdUqGePnll/Xpp5/qoosu0k8//aQbbrhB8+fPtyREwAWCIsuy+5ffYdXM4kkAAOynpkW765MG2WUS1tbEder+HYrfOEVBx7dKTcomhqkW0bB4e3uruLi4SntRUZF8fHys2po3b37O85lMphqTJQB3YataRHpuoSYv2q5b39xq1deeY61dhMdb30ys5juZ/IKkcYukoChJZQvuJi7ar1+Lmlp1c7v354HOnDmjb7/9VpJ0yy23SJK+/fZblZaWWpIhOnfurB9//FFvv/22fvvtN917773661//Kj8/P5fFDQCeJiwsTCaTSX/5y18sbQEBAZY/e3t7a/ny5frss8+0e/duDR48WNdee62CgoJcEC1g+5rz1D5/aZOUnV9EMgTc0q233qpRo0ZVaW/VqpXlz5dffrkOHz6sn3/+WSaTSR06dHBmiAAAuFRGbqGaFp3QK8NjFR9RNp+WlV+k6WuO2JxXdOsEicxUKbmfVJRnaYqXlGeYVBIQcc6n29zIxc1UTnyoLukh0itbq/2eV5DJbNWeZ5iUeqKXFN7ZGeGigaDCJFA9Nu1CdQzDUFZWlsLDw10dCgCclzolQ+Tk5KhNmzaSpK5du2r16tUaOXKk3nzzTYcEh1oIj6+6M6nOLp70KTjtosAAAGg4bC2gSDmZo6lLdygjt9BukwOVJ67zzvhTLaKBa9GihQoKCpSVlWXZ5dYwDJ08eVJxcXEujg5wLFuVeKoba7cdPK2M6LOV8NxqYtbWd7K8NGnpRGnxWEtTtKTV3ibtGPySomPK/n2nns7XI+uO2vWzpDFq27atXn/99XP2a9mypR577DEnRAQADdPUqVPP2cfLy0vDhg3TsGHDHB8QUAuVrzlT0rjmgntLSEhQQkLCOfv5+vqqW7duTogIAGBPLNCtu8qLNo8c2qf1pukK2mS9aH69KVCHR81XcWBZEkFNCRIu25ikUhUIpe0rS4QYs0CKKktuTDmVo0lLDmh+SD3uD6Ttq9pmo4qto9mq4hGrtLK/v0pJD5JU6hsojV9m2VyGNS84X1SYtA8WzVszZaZIR8/ep3LFuFpfNVVXYtOuxm358uW67777lJOTo+bNm2vZsmXq2rWrq8MCgDqpUzLEtddeq9WrV1t2WkxISNCqVat09dVXOyQ41FLlnUklmU/luCgYAAAaJluLdh2tpmoRTP42DAMHDpS3t7c+++wz3XDDDZKk7777TpmZmfWqvsZNNXiqymNtTZV53GpXNxvfySonSBw6fFjRn9yuAVvutLSVJ7idTG0qebU8+1wPnERvrBhvAcDxGGsBwPEYawHAOVigWze2Fm128Tqo4SazTo9IVkTLPxbp5aXJe+lEtV470er5602B2n/L5yr6I7HApRuv2KgCIamsumzLSyxzgQVGlo4q6/xeo7oKtuWvU6GKraW/HecgKy+cTjmZo/yiEj0/rqcS/vj/HZC2S0ErzFYJIOW8K8VTvuYl9XS+Co6c/X/SmBdjA85yJDNfE59dVqWKS75vuP41cbj73JuprUrJaKbMlFo/tSQgosrmhZLKxtXErW59L8fWuFy5uhKbdkGSfvzxR23btk0XXHCBZsyYodmzZ+vdd991dVgAUCd1SoaYM2eOFi1aZNXWuXNnrVixQi+99JJdA3MFJnsBoGFpCNn5cH8pJ60TEO094VO5WkT55C+/357hzJkzysrK0qlTpyRJx48fV0BAgCIiIhQUFKQLLrhAt99+u+6//36Fh4crKChIkydP1vDhw9WvX7/zfl1uqqGhsFWZJz23UJMXbT9n2fvK47OzHVGUMoxQy+MUUzM9XSnBrTxBovKNWmfcnIR9MN4CgOMx1gKA4zHWAgDcUUZuoY3F9GHSCpUlQsT2PNu5cuXWtH3yXn6HOjYptNxfqcvGK9WxeQ+ocsUHW/6oApE6+AWZw89WgSoJiFBRbqiUW7bYv65zmtb9QxU18UvF+OZad7JRxVaS7TlIG44XByvNJ9r6qTlHrDbtKq/E8WtRU6t+bf0yNCD4d0V7mcoavI6W/Teqg/Xfnw2hgX6SpLmf/qLd687OD7ODOeB4OScOarX3tCpVXPIMk4a++YyO6uy4Ud0Y6jZJEjaS0eJV9l5KAiLO+XRbmxcqbV9Z4lleutvct6mc+JCeW6iZi9ZZJbREemVrvel5q+pK5Zt2peb0lcR3QXeVm5urtWvXKigoSCNHjrTZ58CBA/q///s/RUVFaeDAgfL1PbssOD09Xfn5+VWe06RJE4WFhenxxx+3tEVHR8vb29vu7wEAHK1OyRAXXHCBHnzwwSrtPXr00Ouvv263oFyFyV4AaBg8OTsfnqOmSXNHTsLy++1Z3nrrLT399NOSpLi4OI0fP16S9Mwzz2jChAmSpJdeekkxMTGaOnWqiouLNXz4cM2aNctlMQPuxlZlnrokSDStxU1Me6u+1HBzBbbqLf3xfnKMNrqp8iR6TTcnGecBAAAAAADQiMQqTV29DyrB64+5s/LF9JXZqtwqlS1Y/UOcpE0Tmyo7v8jSlpVfpP+35mc9/VbtdgkP8PXWw6MuVNgfC/V980+r5fo75V1cdYFhZXmGSeM+8apU+SFL0kGrfrWZ06xTYkdgG/ndsMEqecESd+U5SBtCDZMeLJqq9D82fon0ytY8v+cV5GW9SHq1t0kpI15VUNPmFV7jAXm/V+n/jV9Q2cYv5xAdUpZAMW9EiMzhZet3yncwd0l1D3gMNsKtu8oL6U8dPaKOXmalDn5B8e17ljWm7VPQ8ju0dKRh+TdZnghV+d6M5MLEpcoJan8ko1WsSJNyKkeTlhzQ/D8qB51L5c0Lrc5dkYs2tbJ1TypWaVpvml4loaXUN1Aav8ySCJe6f4fiN07R0aNHLJWUJMZVd1FaWqopU6Zo2bJl8vPzU7NmzWwmQ8yaNUtz5szRZZddpn379ik4OFjr169X8+Zln8lJSUlav359ledNnjxZjz76qOXxpk2b9NFHH+nDDz903JsCAAepUzKEJ/nPf/6jPXv2WB7Pnj1bzZo1c2FErsGu0QAaI0/Jzodns7VbeXmJZUeWkeT327Pcd999uu+++2rs4+/vr5kzZ2rmzJlOigrwfLVJkJBcN1lra9e66uKxOYluYyc7Lb9DOrzl3LvMSXzvAwAAAAAAgMepvBj3yKF9ZQs5V1gv5KzVYvqgyLJ+y++wao7+46eiZT6SfOoQ6Frrh3mGSZOL/mFJFqhOvm+4Zv9t+DkrUNRmTrMuFXVt81GsnlJTrzM19ipPfFjo/5RVe6lvoA4NXaTiwLJd1cuTK7p/8TfrE/gFSbcsO78KuH/8HcZvnGJpKt/BfOjSqjvTUy0C5dgIt25sLaTv4nVQg02S6YILz1ZxsfFvUpLWmwJ1eNR8y3ggOTFxqXLiQ/lmUxWqQEgqG4taXmIZewqMrEqJaXVUzWeMM6p+V/6slMrWKDQtOqFXhscqPqLs/68p85SCNpqtkkAkybtSPKacss9YqvC4p5KSEnXo0EE///yz/vWvf+nrr7+u0ue7777TY489pk8//VRXXnml8vPzNWDAAE2bNk3vvvuuJOntt98+52stW7ZMr7/+ulatWqWQkJBz9gcAd2O3ZIgWLVro999/t9fp6u3jjz/W5ZdfrtjYWEmSyWRycUTOxa7RABq7arPzATuytRhXqlrG2N4TO7XefUJiQWwjxa43aIyqG5NdKSE6RF3jzuNapPJOdtVNrFeH730AAAAA6oB5BABwDsbbsyov5ixfyF95Me5wk1mnRyQromXXs0+uzX2P8PiqG47Ywckcs1VlCalsbcaDtdhd3N73imq7YUx9ZZfcqCDfXKs276BIta78d9Dpoqr/v+tzj8rW3+EfO9MvnNCu7D6Zzm5URrUI4Pxk5BbaWEgfIm08W6FFku1/k3lp8l46Ua3XTrQ6Z02JS1Wq19hg899vXRIfKiVhHS8OVlpuqJRblgBR+V5+bVg/J7TWFXdKfQPlPX6xVTy2PktsKQmIsKrWkJ5bqJmL1imwONOqX6RXttabnlfQJhvJgxWSQGwp/zt+YXzPKuOqIzeARO34+fnp3nvvrbHPe++9p86dO+vKK6+UJAUGBuquu+7S1KlT9cYbbyggIOCcr/Piiy9q6dKleuedd5SVlaWCgoJqNx03m80ym8/+rmVnZ9fhHQGA49gtGWLx4sX2OpXdHDp0SLm5uRo7dqxCQ2vOwm9o2DUaAKy/kAak5SjBhbGgcaipLLFDd06oaZEsC2IbJXa9ARqYuty8ra6KBMlxDsEiBgBwPMZaAHA85hEAwDkYb8vY2oVcktr6ZeiZ6+IUFugn6exi3IiWXc/uTF4XlTccsQNblSXciWM2jKnl76oD/n9Xd86EZiGWDcNcdm8O8FDVVuGxtZC+chUeW/8mbd27+CNxaelIQ+bwsn+rWflF+n9rftbTb6WcM8YAX289POpCy+eBJdGgON+qX6lvoA6PWGRVlaIkIEJFgXGSUfb4bLKd9aaCgX4+anqOpAyp+jGmqqoVdyK9sjXPeF5BlRIkavtZUlZ5aKql8lCkV7ZW+z2vIJO5St9S30Bp/HlW4pGU4HVU8ipbXxjgnaNYpTl8A0jYx65du9S1a1ertm7duslsNmv//v3q1q3bOc+xZMkSpaam6oorrpAkXXLJJfrggw9s9p09e7ZmzpxZ77gBdxKrNAWk7bKMgzY3ooXbs1syRPlgWBs//vijXn31Va1bt04TJ060OUBu2bJFs2bN0oEDB9SmTRs98sgjuuyyyyzHk5KSlJVVtWTVXXfdpb59+yopKUlHjhxRamqqRo4cqWXLltUpxoaAXdEBNFa2vpB28TqoNaayLHt3nqSEZ7NVltgpOydUt0iWREg4CZNh8DSVf2fPZxcgp6vtzUQXlmdujFjEAACOx1gLAAAAeK7Ki26lsrm4/KISPT+upxL+2MnfL+eI2n9wm7zXWi90tbkYF6iwQC1O0sY72inN5+wdYKpFALbZSkarVxUeyfa9iz/uU8RvnGLVvMxHkk8tg11r/bAsMeAflsQAScooaKKjK30kVVw/mCXpoNVzA/189M7f+llVpKjteGDr/n9tpecW6upFLatUcqic7GFLeQLIQq+nrNptJj2orGLPed3vsXFPqabKHiSZuZ+srCx16NDBqi0iIsJyrDa2bNlS69ebMWOGpk2bZnmcnZ2t+HjuNcJz+eUcKUsKXFGLpEC4tTolQxiGoWXLlun999/X4cOHJUktW7bUhAkTNGbMGHl5eZ3zHJs3b9bdd9+tu+66S998843S06vubLl7924NGTJE9957r5588kl98MEHuvLKK/Xtt9+qZ8+ekqTevXsrLy+vynMjI8t+AUeOHGlpa968uZYsWdLokiEAoLGy9YX01D5/aZOUnV9EMgQcyjG77tRCTYtkK2cts/gVdsKOS/A0Ne3gU9tdgNxeNaWqtXSiVGn3IRIkAAAAAAAAYC+VEx/O7sZdtcpboJ+P+raJODuHfPSgVJwvjVkgRVVY0MdcFSqqZiOYGL8gxVSY54wONqutX4bNexfzJvY+rwXR8BxUmDyr8rhsKxktIC1MWlGPKjy21KXatQ0nc8zKzi+yaisJiNCDIXHndb76/juvz/3/RUljqyRS1DqeThdV+X943kkP1bH1d/VHZY+FE9qVbcIskszcWWBgoHJyrDd9O3PmjOWYvZlMJplMJsZaNBg+BacV5GVW6uAXFN++59kDfA/xOHVKhkhKStInn3yie++9V+3atZOXl5dSUlL06KOPasuWLZo7d+45z3HxxRfrxx9/lCQtWrTIZp+nn35aXbt21VNPlWU3XnTRRdq0aZPmzJmj999/X5J000031TruEydOOGRwBwC4r8pfSFPS+ByAa1XcddxpO5DXtDt44lYu3BswZ00+uKwaCnCeatrBp0FN2NamVHVNCRJ8RgAAAAAAAKAGtU18sLUbtyRFlZxUTN4vUvn+l+WbOkV1sN9iXDQ8tdwIJlrSelOg9t/yuYr+WDxd/jt665tbrU5JgkTDQ4XJMraqQEg2ktG8Qmw82w5qW+3ahug/fhqCem2kWI//h/Z4nYRmIVJs2b8hNshzX23bttXBg9bVUH777TfLMUdhrEVDYw5P4HuIh6tTMsTrr7+uXbt2qVWrVpa2YcOGadSoUerevXutkiF8fc/9kl988YUmTZpk1TZixAglJyfXKk6z2azExERJUmpqqnbs2KGvv/66xv5m89kyJ9nZ2bV6HY/F7tAAADhNTRMDDt+BvJqdHLT8DunwFut2rgcaFGdOPrisGgpwnhrt72xtEiTKPyPy0vlMAAAAAAAAgKT6JT5ElZxUjO8R6xOWL14vyrNu9wsqu1cB1KSW85zey+9QR/NPUpM/fndDpI13tFOaz9kl1jUlSLC4F56mNlUgpBqS0YDKKvxuxKnqGEq1CPcwatQo3XzzzUpNTVV8fNnn4/vvv69LLrlETZs2ddjrUhkCgLupUzKEyWTS6dOnrZIhJOn06dMymUx2C+rIkSOKiYmxaouJidGJEydUUlIiHx+fGp/v4+Oj/v37y8vLS9dee60GDRpU4yKw2bNna+bMmXaJ3d1U3HnaL8df7X0D5c3u0AAAOE11u5A7bRKg8qQw1SIAoE4qV/NpUJO4ztpVCAAAAIBbYxEDAKA6Ne0sXjnxocq8WWaqlHx51aQHqeyexC3LpKCos21s2oTzVct7YTF+QYqpdC+suurXLO6FO6tLkppVFYjqxmWS0VBRTWPouEWWz+7oYLPa+mXY3BSSijv2s3r1amVmZmrv3r06ffq0Fi9eLEkaP368fH19deONN2revHkaNmyY7rrrLu3cuVMff/yxPv/8c4fGRWUIeKLKn5+SdOp0vhJcFA/sq07JEA8++KCuvPJK3XTTTWrfvr0Mw1BKSoree+89Pfzww3YJyDAMlZaWVqkg4efnJ0m1Sobw9fXV7bffXuvXnDFjhqZNm6YFCxZowYIFKikpUUpKSt2DdyPV7ULd1m+u3p/YXtEhfySvsDs0AAAO51a7kNdQLSLlt99UkBsqqeriXwBobJxZ8rdBJ1w0cCwaAwDHY6wFAMdjEQMAOIcnXNvWdmfxWs1f5aWXLbgds0CK6mB9jPUIcKQ6VE6PC4pUXNzZ38Wa5oUrL+4t789cLhzF1qLNOlfnqVwFwta4zJiMimyNoeVVnRaPtTRFS1pvCtT+Wz5XUUicpJor7jCGnp/NmzcrNTVVUVFRioqK0tq1ayVJN954o3x9feXt7a1169bp9ddf1/bt29WsWTP98MMPuvDCCx0alydc1wIVVZfk3cXroAabpNBAPxdFBnupUzLE9OnTNXjwYH3wwQf65ptvJEktW7bUp59+ql69etklIC8vL0VGRio9Pd2qPS0tTaGhofL396/mmefPZDLJZDIpKSlJSUlJDWKy19Yu1OUZ7CeDOyk69o/3x+7QAAA0PpV2yDmZY1a0pJeWrlGKscPS3tYvXE2D7X/tBQCeoKbvVPbaFcyZCRdwDBaNAYDjMdYCAACgoXC3a9vz3lm8OpmpVRefS2ULbmN72ilqoJbOs3K6rXnh6hb3SuyADvup7Zgs1bM6j1+Q1PIS1oOhZrYqi9tIMvNefoc6NimUYs9e1zCG2tfs2bPP2cff31/33HOPE6I5y92ua4FzycgttJnkHZAWJq3Q2c3l4bHqlAwhSX369FGfPn0cEYtFv379LMkW5b7++mv17dvXoa/b0DLWarULdU0Z8XnpXPwCANAIZBhNFGKY9IL/K1btpb6B8tYgSVwPeJqGdl0rSabMFOlo2ZfSgLQcxSrNxRGhMaj8naq2u4LVtrpOTQkXGbmFTPYCAAAAAADALuqS+HDOBbZS1cSH8h2jbS26DYq02/sAzlsd1sbYWmtTeR5XqtsO6CzuRU2q263a1pgs1TAuH630+00VCNiTrQQJG+wxhrJhmPtriOsR0DgkRIeoa1yFBB6vkOo7w6PUKRmiT58++v777+vd51zuueceXX/99frkk080cuRIffbZZ/r444+1ZMmSep0X1ajlxQoAAGiYikLiNNT8jBZOaKeEZn9c6P+xk0PFcsEsQPccDWknhpKACOUZJsVvnCJtLGtLkLTeZFJqTl9Jnv3+4FnqsitYoJ9Prarr1CqJHQAAAAAAwJkqLXQ3Zaa4MBjUV10W2dZqwXZmqpTcz3biwy3LpKCos20suoU7qW5tTHkVk3I2fm+rm8ety3wxi3udwxMW6FZOUEs5mWNzt+pqx+TKiQ81JaRRBQKOZscx1N4V2uE4DWk9AoCGoU7JENu3b9ejjz56zj41ycvLU+fOnSVJx44d0549e7R69Wp17NhR69atkySNGjVKTz31lMaPHy9JKi0t1axZszR27Ni6hFtnDNIA0PClns5XwZEsy2O+NAFljipKBVHdzpawtFEumAXocAVbyTqp+3cofuMU+RScdnF0aIxqu6MN1xgAAAAAAMAj2VjoHi8pzzCpJCDCdXHhvGXkFtZtkW1llatAsNs4Ggob98IklbWNW1SrxJ7azBdTDdi53G3tV10q8/RtE0FCGjxHXcbQasQFRSou7uzvaG0rtJf3ZUwFAJSrUzLE7Nmz690nMDBQX3zxRZV2f3/rHTPvv/9+/f3vf9epU6cUFRVV5TgAAHURGugnSVr52edK+fQXS3u+b7gWJY3lSxLcRsrJHJt/tidbu41UYaNcMAvQ4SqVk3XMpxzzbwM4X1R3AAAAAODJPGH3XABOlJdeZaF7yqkcTVpyQPND4lwcHGqjunsACdEh6hpXx4XBNS26ZbdxeDob98IsO+wvrrRZq19QWd9a/M5XN19c+X4cC3kbnrokPtSqMk/lZDSJhDS4j7qModWpNLbWtUI7FXdch3kEAO6mTskQDz30UL1f0MvLS61bt65VXz8/P8XGxtb7NWuLQbqSWpSxAgBPER0dq1LfQL2gV6za8wyTUk/0ksI7uygyoExNuxw0DbZfUmhN5bCrvE6lcsHlC9BNmSnS0bO7R3GNAFuY1AfQGDCPAACOx1gLAI7nbrvnAnATUR2k2J6SpAIjS0eVVXP/RmbFihVasmSJQkNDdd9996l79+6uDklSHe8B2EIVCDQ2le6FSaq6uDdtX9nO54e3VF2YXot/CzXdA2Qhb8NR0/hbq8SHyqpLRpNISIP7qM0YWp3ysTUv3eocdam4s+3gaWWcT9Ur1BvzCADcTZ2SIXbt2qUuXbrI29tbZ86c0cmTJ9WuXTtJ0p49e5SQkODRFRwYpP9QUxmrWma6A4DbCY+X99+3scs93JatXQ4k+39hr0857JKACOUZJsVvnCJtrHCAawRUwKQ+YB8kFHkG5hEAwPEYawEAAOBu/vvf/+q///2vxo0bpz179mjw4ME6cuSIAgICXB1ave4BUAUC+EPlxb3VraGRanWPzNY9wPKFvBm5hcz7NhD1Gn+l2iejSSSkwb3ZSpCoSS02a66cIMH9aABAZXVKhpg4caK+/vprhYSEaOfOnXr99df19ttvS5LuueceLV68WC1atHBEnE7BLmN/sFXGqppsTADwKNXscg+4i+rK5jrC+ZTDLgqJ01DzM1o4oZ0Smv0xiVfdbjhMwrmUK69rmdQH6qemCdx5E3tb7R5V3p9/VwAAAAAAAM4zcuRI/fnPf7Y8fuWVV5Sbm+sWyRDlanUPgCoQQO3YWkMj1ekemTPvAcI5jmTmV7kXJp3fPViS0dAo1WOzZu5Hux7rbAG4mzolQzR07DJWQXVZmrXIxgQAAA3XUUWpIKqbFPvHtRIVpdySq69rmdQHzp+tCdz03EJNXrRdt765tUp/W0kSJEgAAAAAAID6SjmVowIjq+zPJz1nc6nTp0/r7bff1rx587R//3599dVXGjhwoFWfoqIi/eMf/9DixYuVk5Ojyy67TMnJyUpISJAk7dy5U0lJSTbPv379ejVp0sTyeN68ebr++usVGRnpuDflCCy8BerG1hoa7pE5XEFBgVasWKEzZ87oqquucpsNeo9k/n/27ju8yar9A/g3XemmpaWUtqxS9hTZslRkKlN/IENERBGUjcrrRFR8UVyIiuDEF0FE3CCgiDigbBBkFBmlQOneu/fvj9rQtEmanSfJ93NdXtIn50nOSdqT5znn3OcuwIDlu1BQor0I2M/bE6HVNjTSicFoRIY3a7YgyIyZ1+3D0esRiIiqYzCEGzLrS583cURERKSLhYMURERUk64B3OoBEoD+IAkGSBARERERERGR0aotyEy/+BfqApi9/jCO/xsMAZiwwNPBli9fjvz8fKxYsQKDBw/WWebRRx/Fxo0b8cMPPyA6OhqPPPIIBg4ciBMnTsDX1xeNGjXC448/Xutrvfbaazh27BhWr15t7WbYXn4aF94SWcrQHFl+Gv+WLJSdnY3+/fujVatW8PDwwKOPPor4+Hi0aNGi9pNtLCOvGAUlZXh9bCfERQRqjhs1Ds9gNKLrqgeaWbA+0VDm9R3z+3GOjIjIxZkUDOHl5aU3tU1paSm8vb2tUilHcfX0PRZ96fMmjoj0OHDgAA4cOICuXbvihhtucHR1iMgRrDhIQUREuunb4cbYLBIMkCAiIiIiIiKiGnQsyKwLIF/UmHV7d0Q3ub7g1FnGEV544QUAwPnz53U+npubi3fffRdvvPEGunTpAgB455130KBBA2zatAkTJkxAaGgoBgwYoPc1ysvLMX/+fIgI3n//fahUKqu3w+p07UIOVARCRHVySJWIXIKujBFkFSqVCuvXr9cEP0ycOBG///67IoIhKsVFBKJddC07ojMLBJHxLFifqCvzesK1XMzZcBgZecVOcR1LRETmMykYonnz5jh8+DD69eundby4uBhXrlxBRESEVStnb66evsfiL33exBFRNevXr8eCBQswZMgQPPfcc1ixYgVGjRrl6GqZLDG9AIVJWVrHnGVQn9yXotM7MoiSiMhujMkiYWyAhG9qLuJsX2UiIiIiIiIiUgod2QESUnJxz2dn8V6TFrUv8HRCBw8eRGFhIfr37685Vq9ePbRr1w5//PEHJkyYUOtzvP/++3jnnXfQu3dv3HbbbQCAVatWoVmzZjrLFxUVoaioSPNzdna2ZY0wlaFdyP3D7FsXIndRGXBUyQUXuicnJ+ODDz7Azz//jAkTJuDee++tUebUqVN44403cOHCBTRv3hzz589Hw4bX34dXXnkFpaWlNc4bO3YsmjZtiqCgIAAV/ebx48exdOlSm7XHJpgFgsh0+tYnGtGv6ttYjKzP1TcdJyLnY1IwxIMPPojHHnsMP/30k9bxxYsXY8yYMc6x44Gbs8mXvhvcxBGRbkuXLsX69evRu3dv7Nq1CwsWLHCqYIhgv4qMRq9sO4XjPxZrPcZUeaRUTpPe0dhBCoDXDm6kahBP9YAeIrIecwMk2qrO4Xs1cC23CM691QEREREREZmCixiIqGp2gELJwmVkGS7vxK5evQqgIgCiqoiICM1jtRk8eDC+++47rWP169fXW37p0qVYvHixiTW1Ih1BLwA4Nk9kC26SPX3Xrl2YOHEiJkyYgJMnTyIhIaFGmdOnT6Nbt24YOXIk7r33Xnz66afo1q0bDh06hMjISABAVlYWSkpKapxb9VhaWhrGjh2L1157TSuQwimw/yWynJv0q87G1TcdJyLnY1IwRP/+/TF+/HjceOON6NWrF/766y/cdtttCAoKwmeffWarOpJSGbrYGLsW8A/XLsuLDyJFKS0txbfffov//e9/CA4OxgcffFCjTGFhIVasWIE//vgDderUwT333INbbrlF8/jp06fRo0cPAECvXr1w8uRJu9XfGiIC1QCAN8Z1QmF4e81xpsojJXPa9I76rhsADlS4AUNBPKH/7khPRLZlTIBEymkfYBeQXVDCYAgjcdEYEREREbkCLmIgIgJExOjNHxs2bGjSgtxFixZh3rx5WL16NVavXo2ysjKdC4etJQqp8E09BqgCKw5UblJUJeiFiGzETbKnd+zYEWfPnoWPjw+++uornWWee+45tGrVCh9//DEAYOTIkWjevDmWL1+Ol19+GQCwZMkSg6/zzz//YOLEiXjjjTfQtWtXq7bBrtj/EpnPUL968U/t41yfSETktkwKhgCAWbNmYfTo0diyZQs6dOiAnj17onv37raom91xEYOJdF1s5KcCGyYBn47RLssACSLFad26Ndq2bQsRwa+//lrjcRHBHXfcgcuXL+PRRx/FuXPnMHDgQHz22We46667ICJaA8MqlQoiYu9mWEVcvUAgipN85Dz0ZXrStdN+aICPMgIkdF03AByocBO6gngABf1+Ermp6t8nCan8ezQVF40REdkex2yJiIiIbC8hJReFUpENwtUzulbuRp6SkoLQ0FDN8ZSUFLRo0ULfaRZRq9VQq9WYP38+5s+fb9NxBO/cJOxQL4T/5qJqD/hXjLsTke0ZkT3dNzUXUUi1Y6WsKyQkpNYy27Ztw5w5czQ/e3t74/bbb8e2bds0wRCGpKSkoGfPnhg0aBB++ukn/PTTT+jfv79ms8bqioqKUFR0ve/Lzs6u9TWsLjOx5oJtIrJc9X6V2SKIyAw1gsYBfle7EJODIQAgJiYG06bp2NXXyXERgxl03cSZEiDBCxAih9m9ezciIyPx7LPP4vjx4zUe37JlC3bs2IEzZ84gLi4OQEWayoULF+LOO++ESqVCkyZNcOTIEXTu3BmHDx9GbGysvZthHdUubJx98Incj75d94GKnfd3zO+njAXnuq4bOFBhE0pcMKYviIeIiIiIyBCO2RIRERFZSfUFmgDSL/6FugBmrz+M4/8GQwCundG1c+fO8PX1xc6dOzXBDykpKfjrr7+wcOFCm762LcZtkzILtDN/Xk5CS1UREm9+Aw2bd7pekBsQETmOjrmwOAA71GrsPt8GwPVALFfZRCo/Px8pKSmIiYnROh4TE4Pz588b/TxTpkwBAGRmZgKAVrBDdUuXLsXixYtNrqvVZCYCK7sBJfnaxxmMRmR9bpKFh4jMV/0+Ken8ad1B4wC/q12EScEQAwYMwI4dOwAAc+bMweuvv655rF27dvjrr7+sWjlyUsYESPAChMjhKne+0Wfr1q1o166dJhACAMaMGYPXX38dJ0+eROvWrTFr1izcfffdGDt2LNavX4/HH39c7/MpYieG6vQswq4cfErM7QqACy1I+fTtup9wLRdzNhzGvnPpyIgI1BxTFA5U2AQXjBEREREREREREZGGngWadQHkixqzbu+O6CautxhXl8DAQDz44INYsmQJunTpgujoaDz88MNo1KgRxowZU/sTWMDa47ZJmQUYsHwXCkquB1e0VZ3DzWpA3aA1ENXJ4tcgIivQMReWfvEv1N06E29+txfH5ZrmuKI2ObNAcXHFnKWfn3Y7/P39NY/Vpl69enjppZeMfs1FixZh3rx5mp+zs7PRsKEd5xnz0yq+Z0evBsKrZBpiMBqRbejLwkNEbk/ffdIgdRHSB69E3UbttE/gd7VLMCkY4qefftL8+4033tAKhtC1qziRBi9AiJzO+fPnawwOVO7ccP78ebRu3RozZsxAkyZNsG/fPrz55psYPHiw3udz+E4MuuhahA0g8cxhNNw5G56F6Q6qGJHpdO26ry9jhOJ29TIiXTAA3oAQERGRS6kepOqbmos4PWWJiIiIiIgsomeBZkJKLu757Czea9IC7aJdY1OVNWvWYNq065tg9enTBwCwZMkSPPnkkwCAl19+GR4eHhg8eDByc3PRp08f/Pjjj/D19XVInc2VkVeMgpIyvD62E+L+3RDJN7UOsBmICFQ7uHZEpKXaXFjdf///xrhOKAxvD+D6JmcZecVOHwwRGBgILy8vpKdrz7enpaUhNDTUJq+pVquhVqvtlj09CqnwTT0GqCr6X828ZngLBqMROVKVNQa+qbmIQqoDK0NEjmDoPqluo3b8nnZRJgVDEBGR+yguLkZAQIDWMX9/f81jlYYOHYqhQ4fW+nwO34lBHx2LsItSKhYlJaYXoDDpelpoV94JiVyTvowRiv9d1pO1Bd7+FQFMDIggIiIiJ6YvYLWt6hy+VwPXcosQ4ZiqERERERGRq6u2QLNQsnAZWfrLO6H7778f999/v8Ey3t7eePXVV/Hqq6/aqVYVbLVANy4i8HowS+WiXCJyCnH1AoEo1whGq8rLywvt2rXDwYMHtY4fPHgQnTp1sulr2yJ7elJmgdZ8a9L509ihXgj/zUXaBb39K+Y5icj+dKwxiAOwQ61GYm5XAK7X1zqSvQLPiCzB+yT3wmCIKthJExFdFxISguTkZK1jaWkVGRTM2a2hcicGZxDs5w0AeGXbKRz/8fqghqukJSX3oitjhOLpytqSerpi4CI/jcEQRERE5NT0BaymnPYBdgHZBSUMhiAiIiIiIptISMlFoVwPfqiesY5syxYLdImIlOree+/F4sWLsXDhQsTFxWH//v3Ytm0b1q5da9PXtfbar6TMAgxYvgsFJdefr63qHAapi5A+eGXFDtOVmOWeyHF0rDFIPHMYDXfOxuXLSSgJjNYcV/zmkU6A17VEpDQmB0P0799f579dATtpB6iSmkqDNwdEitCpUye88sorKCsrg6enJwDg0KFD8PT0RNu2bR1cO9uqTB3sqmlJiZyCjqwtRERERK5CV8BqQirvM4iIiIiIyDYqM9DNXn8Yx0U7E4SftydCA3wcUzEiInJKqampGDduHAAgMTER//vf/7Bnzx60b98er732GgDg4YcfxsGDB9GxY0e0atUKJ06cwMyZM/F///d/Nq2btdd+ZeQVo6CkDK+P7YS4iIpdpX1T6wCbUREIUSXjEhE5WLU1Burciuwt3AiViMj1mRQM8dlnn2n+PX36dK3Hqv+sFBcuXEBKSgoaNmyI+vXrO7o6ilV91w+bR0DqSE2l4e1fEanJBZBEDjVu3Dg888wzWL16NaZPn47CwkK8/vrruP322xEW5h6pHV01LSkREREREREREREREbmwzEStXXGLrvwNAFgwsCXqteimVZQ749qPtXcrJyJylKCgIDz++OM1joeEhGj+7enpiY8//hjPPfccLl68iGbNmiEqKsrmdbNVXxsXEYh20f+uHVAFWvW5icg2uBGq8dLT03H06FG0atUKkZGRjq4OEZHJTAqGqIzqdQYXLlzAqFGjcPXqVURFRWHOnDmYOHGio6ulOKEBPvDz9sScDYe1jts8AlJHaioAFZkivpxWcZzBEEQ2tWDBAvz1119ISEjAlStXMHjwYADAp59+ivDwcDRp0gTvv/8+pk+fjvfeew9XrlxB/fr18c477zi45kRERERERERERERkLVycS+RiMhNR/lZXeJQWaA41BJAvakRFRaNlNDeBchRr71ZOROQoarUaAwYMMKps48aN0bhxYxvX6Dr2tURUHTdCNWzTpk1YsGABmjZtisOHD+Ptt992qnXCRESAicEQzmTmzJno2rUrVq1a5eiqKFp0iB92zO+HjLzrqaDsFgFZLTWVQdV2LwFQkV2CARNEZrvrrrt0DlAEBQVp/j1x4kTcfvvtOHLkCIKDg9GpUyeoVCqLXtfZJ9bsnkmHiIiIiIiIiIiIyIa4YIzItVy7dhkRpQWYXTwDCRKtOV7gFYK19Zs6sGZERERERKQ0gYGB+Pvvv+Hr64tvv/0Wb775JoMhiMjpOCwY4siRI/jxxx9xww034LbbbqvxeGlpKX744QecPXsWTZs2xbBhw+Dt7a11fklJSY3zmjVrhqCgIGzbtg1nz57FiRMnEBMTg+DgYJu2x5lFh/gpeyFvZiKwshtQkq993Nu/IrsEAyKIzNK9e3ejyoWEhKBfv35We11nnVhzWCYdIiIzOHvgGRGRs2B/S0Rke+xriYiIiEyTXVCCCAAjb7sF9Vp00xzn5k6Ox2tbIiLbY19LRK7m8OHD2LBhA+rVq4d58+bVeLy8vBybNm3CgQMHEB4ejnHjxiEmJkbz+L59+5CcnFzjvGbNmqF169YYNGgQjh07hjNnzuCTTz7BHXfcYdP2EBHZgt2DIc6dO4cJEyYgNzcX165dw5133lkjGKKgoAADBw7E5cuXMWDAALz99ttYunQpfv75ZwQEBAAAHnvsMaSmptZ4/hdffBE33ngj1Go1HnjgAVy6dAmXLl3CG2+8gXvuuccubSQry0+rCIQYvRoIb1FxLPU08OW0iscYDEFEtpJ6WvPPaAA7pzVDqmeE5pjdMukQEZnIWQPPiIicDftbIiLbY19LREREZJ6Gdf0QF83rJyXhtS0Rke2xryUiV1FaWoo+ffogPz8fPj4+EBGdwRBjxozBwYMHMWnSJPz66694/vnn8euvv6JDhw4AgC1btiA+Pr7GeaNHj0br1q0BALt378ZXX32FpKQk3H///bZtGJGVJWUWICOvWPNzwrVcB9aGHMXuwRCenp54+eWXcdNNN6FHjx46y7z55ps4deoUjh8/jnr16iEtLQ1t27bF8uXL8fTTTwMAtm7dqvc1RARlZWVYtmwZ2rdvj3379mHChAkMhjBR9U7B4buFhLcAojo57vWJyH34h1Vkn/lymtbhSG9/RDIjDRERERERERERERERKcTVi2eQm3F9p9fMC385sDZERERERGQNKpUKr776Knr27Ik5c+bgt99+q1Hmm2++wddff42TJ0+iRYuKTaaHDBmCuXPn4qeffgIAzXpbfXJycjBjxgzMmDEDCQkJuPnmm3H77bdbv0FENpCUWYABy3ehoEQ7I5SftydCA3wcVCtyBLsHQzRq1AiNGjUyWGbjxo0YOXIk6tWrBwAICwvDnXfeiY0bN9baOQMVXwTjxo3Dhg0bkJOTg6+++gqNGzfWW76oqAhFRUWan7Ozs41sjWsKDfCBn7cn5mw4rHXcz9sTO+b3s09ARJXd2LX+TURkDyENgZnxFdlnKhnISKO44DEiIiIiIiIiIiIiInJ5Vy+eQfD7NyFSVaR1PF/UCAyt76BaEREROc7KlSuxcuVKlJWV1V6YiEjBPD090bNnT4Nlvv76a3Tr1k0TCAEAkyZNwqRJk5CVlWVUhpzJkyejX79+iI6OxjfffIN27drpLct1tqQ0GXnFKCgpw+tjOyEuIlBznGv33I/dgyGM8ffff+Puu+/WOtayZUusWrXK6OdYsWIFnnrqKSxatAgtW7bExx9/rLfs0qVLsXjxYrPr62qiQ/ywY36/Gqlj5mw4jIy8Ytt2Enp2Y4e3f8Vj1VUPlPAP447tRGQdIQ1r7U8UETxGRERERERERERERERuKTcjGZGqIuzv/F+ENL6+aCkwtD4iGzV3YM1IFy7QJaIaqqx58U3NRRRSHVgZ1zBz5kzMnDkT2dnZRi0CJiJyZqdPn0azZs20jjVr1gzl5eU4e/YsOnfuXOtzrF69GsuWLcOff/6JDh064M0339RblutsSaniIgLRLprf++5MccEQIoL8/PwaF6QhISEoLS1FYWEhfH19a32egIAAvPrqq0a95qJFizBv3jysXr0aq1evRllZGRISEsyqv6uIDvFzzCJeXbuxAzWDHAwFTcyMZ0AEEdmFQ4PHiIhcWNWMO9Wz7xAREREREREREbmrpMwCrTmJlPQCxAEIadwOcR17O65iZBQu0CUiDR1rXuIA7FCrkZjbFQD7CCIiql1+fj6CgoK0jgUHB2seM0ZYWBj++9//GlW2cp1tpezsbDRsyHWaROR4iguGUKlU8PPzq5FCJysrC56enlCr1VZ/TbVaDbVajfnz52P+/PkcfDCg+mI0m6STMWI3dp1BE6mnK24U89MYDEGkYK62642+4DG79JdERC7GUMad0AAfx1SKiIjIBPoWJplCnZkAXL6eypdZMImIiIiICKi43xiwfBcKSq7Pr7RVncPNaiDYz9uBNSNHikIqfFOPAap/7yOr7DJPRAqmY81L4pnDaLhzNjwL0x1YMdKFfS0RKVVQUBAyMzO1jmVkZGges7bKdbautvaLiJyf4oIhAKBFixY1MjMkJCSgefPmUKlUNntddtL6GVqYtmN+P8dlkeBiACKn4+q73hjqL9+ddCPCqizmZYAEEZE2XRl3APaXRETkHJIyCzBp+Sb4lWZqjsWpknCzj3ELk8p86yJf1Gi4czaw8/rxci8/eDy8j2MgRET/unrxDHIzkrWOZV74y6TnyLzwF6rOQASG1kdko+ZWqB0REZHtZOQVI7QkGW8PikLDuhVjZerMQGAnEBFo/Q0FSfm8c5OwQ70Q/puLqj3gXxFYT0TKVm3NS1EKM2Vbg7XXfrGvJSIla9OmDf744w+tYydPnoS3tzfi4kzdqomIyHkpMhhi1KhRWLVqFZYuXYo6deogJycHmzZtwj333GPT13X1BbqW0LUwLeFaLuZsOIyMvGJlLU6rHoHNHRSJyJpq6WN09ZdpecWYvvYAJn8Qr3WqQwPKiIgUSl/GHSIiIqXLTT6H7zzmwV+tPTFa7uWHiIioWs8PrN8Ut5e/WiOY4g28jWvXLiOCYxtERLh68QyC378JkaqiGo/lixqBofUNnh8YWh/5okaXg48BB7XPvTr1dwZEEBGRolTPPJd0/nTFYsxdXIxJFTwL0+GvKkLizW+gYfNO1x/g/DgRuTFrr/1iX0vkAqqs8/FNzUUUUh1YGev6v//7P7zzzjvYs2cPevTogdLSUqxZswbDhg1DQECAzV6X62yJSGnsHgxRUlKC5cuXAwAuX76MgwcP4qWXXkK9evUwdepUAMC8efOwefNm9OnTB0OGDMGPP/6I4OBgLFy40KZ1Y2YIwxS/MM0/rGKw78tp2se9/SvSC/ImhIgsYUIfo6u/dJqAMiIiIiIiMou+iVEPIydGo0P8sHb+GK37hpTT8cCut5FdUIIIW1SaiMjJ5GYkI1JVhP2d/4uQxu20HjMmu0Nko+a4OvV3XK6SWSLzwl/ocvCximMMhiAiIoVIyizAgOW7UFByfd66reocBqmLkD54Jeo2qvI9yMWYTsNW6xGKQuKAqE5WfU4iItLGvpbICelY5xMHYIdajcTcrgCUv4j/v//9L65cuYJdu3bh8uXLmDNnDgBg2bJl8PHxQf/+/TFr1iwMGTIEw4YNw4kTJ5CWloZ169bZtF5cZ0tESmP3YAgRQWZmJgBg/PjxAIDMzEz4+vpqygQFBWHPnj3YsGEDzp49i9mzZ2Ps2LHw9/e3ad0YsebkQhpWLEjOT7t+LPV0xQVNflrtg4CZidrnAhw8JKLrLOxj9AWUJVzTTncaGuDD4AgiIiIiIidmycRo9fuGhFTeGxAR6RLSuB3iOvY269zIRs21gh4SAK0sEURERI5QPQtEwrVcFJSU4fWxnRAXEQgA8E2tA2xGRSAEF2M6Ja5HICIiIrIjHet8Es8cRsOds+FZmO7AihkvOjoaarUaTZo00TquUqk0/37jjTcwYcIEHDhwAMOHD8fQoUMRGBho03rxupaIlMbuwRA+Pj546aWXai3n6+uLyZMn26FG1zFizQWENDQveCEzEVjZDSjJ1z7OrBJEVJW5fYwOoQE+8PP2xJwNh7WO+3l7Ysf8fgyIIEVjEA8RERERERERERGRdejKAgEAsd4Z6BVwCREqdcUB1WUH1I6IiIiIyIlVW+dTlJJroLDyTJw40ahy3bp1Q7du3WxcGyIi5bJ7MISSMWLNPC6xIDI/rSIQYvRqILxFxTFTskoQEZkoOsQPO+b3q7HT05wNh5GRV+x8/Si5BQbxEBERETlG5oW/KnYu/1dgaP2Knc2JiIiIrICbhRE5VkZecY0sEN65SWi+cSo81hVoF/b2r8hsT0RERDrx2paIyPbY15LiZSZqZYVB6mnH1YXsgsEQVbCTNo1LLogMb8G0skRkN9Ehfjr7SpcIMiOXxCAeIiIiouuuXjyD3Ixkzc+ZF/6y+msEhtZHvqjR5eBjwMHrx/NFjatTf2dABBG5PHv0tVWfm4Fn5K64WRiRfSVlFtQYYwWAuIhAtIv+92/w8jmgtEB7IzegIhCCm7gRERHpxWtbIiLbY19LipaZCKzsVrE5elXcXMClMRiiCnbSpuGCSCIyBwPP9HPJIDNyOQzicQ7sa4mIiGzr6sUzCH7/JkSqirSO54sagaH1rfY6kY2a4+rU33G52kLgLgcfqzjGRbpE5MLs1dcy8IyIiOwpKbMAA5bvQkGJ9ridn7cnQgN8ap7AjdyIiIiIiEhhuB6BFC0/rSIQgpsLuBUGQ5BF9C2IJCLSh4Fn+jHIjJwRg3iUiX0tEZF9cLDXfeVmJCNSVYT9nf+LkMbtNMdtsYt4ZKPmWkEPCYDWYl0iV8e+1n3Zq69l4BkREdlTRl4xCkrK8PrYToiLCNQcDy+7hsj8U0DlxpWppx1TQSIiIiIiolpwPQI5BW4u4FYYDFEFJ9asR3G7Q1cfMDQlysuSc4nIPVixn2CQGTkbQ0E8+86lI6PKhJ7DrweIiIisjIO97uPqxTPIrbZIFgBCGrdDXMfeDqlT5oW/KgIj/mWLQAwiJWBf6z4c2dfqCzxLTC9AYVKW5jjva4mIyFRJmQU1xk4BIC4iEO2i/722yUwEVvat2LmyKm//ivkGchlcj0BERERERERkfQyGqIITa5ZT3O7Q/mEVA4VfTtM+7u0PzIw3vFjZknOJyD3YsZ+oHmQGcAKelKN6EI/irgeIiIiILHD14hkEv38TIlVFWsfzRY3A0Pp2r09gaH3kixpdDj6mlSEiX9TYM3I7AiOaaI7xnoGInIXS+tpgP28AwFfbf0bCtlOa4wVeIVg7fwz7ViIiMkpSZgEGLN+FghLthe9+3p4IDfC5fiA/rSIQYvTqip0rK3GDNpfD9QhERERERERE1sdgCLIqQ7tDZ+QVa00SVd8JpZJVJ+pDGlYsSM5Pu34s9XTFwuX8NMMDiJacS0TuwQ79hL5F5QAXlpNymZItAuAiPSIiIlKW6uMVKWfP42ZVEfZ3/i9CGrfTHHdUJobIRs1xdervuFxl9/SSqyfR+s/5+GzjeiRItOY4F+0SkVIpva+NiIhCuZcf3sDbWsfzRY3dx1sio8n1haq8pyUiIkD3vGfCtVwUlJTh9bGdEFdlTDS87Boi808BlYkgKrNPh7cAojrZp8JERERERERmYsYzchR92ReJGAxBVld9d+hKVTuetLxiTF97oMZOKIANFveGNNS9ILlyYLH6v009t5KjdmfJTNReiO3IuhC5I339hJXoWlQO6A80I1IKY7NFAAzsIfMlphegMClL8zMXIRERkamqD5qm5RVj8dof4VeaqTkWp0rCzT5Ao1Y3IKJFdwfUsqbIRs2BqouDGzdG+b4nuWiXiJxCUmYBJi3fpOy+NqQhPB7epzXumn7xL9TdOhM/fP8lA8+IiEiLvgwQQMXYZ9emda9/T2QmAiv7VmSCqMrbv2J+j4iIiIiISOEszXimK5iccxdUG6OzL5JbYjBEFYxYsw19ix/9vD3x8X3dEFalI7LL4l7/sIoBxS+naR83ZpBR37mV58+Mt28QQmYisLKb7gFTe9eFiGxGX5AZUDPClTcHpFQM7CFrCvbzBgC8su0Ujv94/XeKgTVERGSIMYEPYapsfOf9OvzVRVrnlnv5ISIiyl5VNZ2Ji3afmTRIazyG9xFEZEvV+9+k86fxncc85fe11TbAqOsfhvIdzBZBRES6d6LUlQEC0PGdkJ9WMa83enVFJohK3OiMiIjIKrj2i4hI2QwtaH930o2cuyC9MvKKdd578/eEAAZDaLE0Yo1007f40VAnZNPFvSENKwIFzMmmoO/c1NMVARL5afYdqNQ1YOqouhCRXRkKNONCYFIqBvaQtUQEqgEAb4zrhMLw9gAYWENERNp0BT5Uz1AZhVTsUC/UuRgX4zYB/uGaYx7OsDDJhEW7Az54GZdxvX2cZCAiazE2484gnyKkD16Juo3aaY4rvq+1MPAMYN9KROQKDC3c0coAUZvwFkBUJ+tXkOymtLQUf/75J7y8vNC9e3d4eHg4ukpERASu/SIiUjpdC9or53AmfxCvVZZroEiXuIhAtIvmdzxpYzAE2YWhxY9V2W1xb7UFAlY7N/W09s+6JvAyE40LxDC2HMABUyIlMqY/sICuQDMuBCZnxMAeskRcvUAgije5RESkTd/ipFjvDLw8Mhp1/s0wpM5Mgf/Ooho7sip+Ma6xdCzaRepp+H85DRuGCIpCKr5DswpKsPD7JJ2TDAyQICJDLM24U7dVP+frb00IPJv+0RykSbDWcWbnISJyPsZmgdDbn1ef76s+d0BOKT09HbfffjvUajXS0tIQHByMX375BV5eXH5BRERERK7PGll4qi9o5xooIrIE78ZJUZx2ca9/GODtX5GRoSpv/4pMEpUTZJmJwMpuFdkcrFGOiJTH2P7ACvQFmnGHfXImhr77951LR8a/E4q+qbmIc1QliYiISBGqL0LSR9fiJO/cJDTfOBUeWwu0C3v7A416uu59dvUNHf69X2m4c7ZWsR1qP1wc9h5K/eoCMBwgwYBVItdnTH/rFhl3jKEr8Cw/Fb7rJ+IT1X9rFGd2HiIi52JxFghD833+YVauLdlTfn4+Vq9ejbZt20JE0KpVK5w6dQpt27Z1dNWIiIiIiGzOFll4jN1sm4hIFwZDkOI45RdbSMOKRc7Vd3b5clrFscqJvfy0igHPqrtOWlKOyAlZIzpY0Qz1Bxf/1D5u5Yl/7rBPzqr6d7+u3+W2qnP4Xg1cyy1ChAPqSERERPala7fx6otuDYn1zkCvgEuIUKkrDhSdBkoLamSBsPY1ueLpul/JT4XHhklosnWSVtEdaj+cmfgzSgKjAegOWDWEC3mJnJO+RZ+6+Hl74uP7umkW8fumHoP/ZhfOuKOPjkzCNQIkAGbnISJyAhZngahO13wf4H73IQ6QlpaGjz/+GKdPn8bChQvRrFmzGmWOHz+ODRs2IDc3F3369MGoUaM0j6WkpGDXrl06n/vOO+9ETEwM6tSpgy+++AIJCQkIDQ1FXBy38yEiIiIiIiJyBAZDVOHyC3TJtnRMeukV3gKI6qR9rGpa3Mp/G1tOF12PcXCVFMAW0cGKo2f3VVtni3Da7DpE1ej6XU457QPsArILShgMQQYxOw4RkfMxNvCh+qJboCLjg2dhulY5r4J0NNqxAB7r3CwLhLF0jV/oCOj2+HIaWhb9BQRVfDYRAUWI9c6oEXytDxfyEimfrgwQ+hZ96upvg/28ERGYdP2A6nLF/3WNabobXX2tFbLzsF8lIrIeU+5DjMoCYQi/G+3qrbfewtKlS3Hrrbdi7dq1mDhxYo1giK1bt2L48OG45557EB0djenTp2PLli147733AADXrl3D+vXrdT7/nXfeCQDIycnBZ599hsTERLRs2dK2jSIicmM5OTlITU1FkyZNoFKpHF0dIiKyM87/E5ExGAxRhVss0HViLvvFZmiRdNUUuZaWqyxrxYXXRGQkY7PHWIG+7Dou24eSy6r+u5yQyt9XMozZcYiInIMlgQ81rmEzE4GPbq3YabU6b39g4ibAP/z6MW4QoJ8RAd0RqJktQp/Kz5ULeYmUw5SMOzUWfRrqb6urPlZJ11mQnYf9KhGRdenLhGTUfYg+mYk6swKR/d188824//77cfXqVaxdu1ZnmYcffhgPPPAA3nrrLc05N998Mx544AF06dIFbdu2xRdffKH3NTIzMxEVFYVNmzYBAEaMGIFvv/1WEyhBRETWsWzZMixfvhxqtRp16tTB9u3bERkZ6ehqERGRHVhj/l/XZjAcOyNyTS4bDJGVlQUR0fzs7e2NgIAAB9aIzOXyC9t0TYIBNRdpWFrORguvichI+rLHVJ8MsfICLZfvQ4mI/sXsOEREymPVwAegYnHR5WoBxiX5wOjVFTutVsXAB8voCeiuni1CQ8f7Xf17mQt5iezHkv4X0PE3mJ+mv7+tjv2vYaZk5wkqBqKub9rEfpWIyHoy8op1ZkIyu7/MTARWdtMfqM1AQbtq27atwcePHz+Os2fPYvz48Zpj/fv3R0xMDL755ht06dKl1tfYvn07vv76awwcOBDJycnYu3cvXnrpJb3li4qKUFRUpPk5OzvbiJYQEVFwcDCSkpLg5eWFyZMnY/369ZgzZ46jq0VERHZgyvy/rqAHQ2Oi1ddLMWiCyPm5bDBEs2bNUFpaCqBicGH8+PF4//33HVwrModbLGzTt0ja1uWIyHEMZXuxYgYXQ33ovnPpyLDGRA8RkULoy45DRES2Z/XAh+r0LS7y9gca9eQ9sC0YkS1CQ8d9jK7vZS7kJbI+m/S/uoLPgIpAiKhO1qw+AUZvoBHtH4boaAaeERGZo/r3ZWUm5biIQLSLrqPvNP2qZ4FgoLZTOXPmDACgadOmWsebNGmChIQEo57jrrvugre3N77++muEhITg+++/R+vWrfWWX7p0KRYvXmx+pYmIFOrgwYPYuXMnevTogZtuuqnG4yUlJdiyZQsuXLiA5s2bY+DAgfDw8NA8fvToUZSXl9c4r1mzZggKCsL06dNx4sQJXLt2DadOncLUqVNt2h4iIjLOypUrsXLlSpSV1cw6a0365v8r7+mA2jPgVh0T1bVeypSgCUdiwAaRYS4bDJGamqr59+DBgzFlyhQH1oYsZcwXG8AOnoiciJ6dVm2RwaV6H8psEUTORUQ0u4Z5eXnBy8tlL+GJiMhJ2DzwATB+cREXFtlPbZkoL/6p/ZiOz4YBEkSWsXnGHQDITwU2TNIdfMZdre3D0AYaY9cC/uGaQwyQIF3Ky8tRXFzxO+Dt7Q1PT08H14jIsZIyCzBg+S6d35eh1bIjGYWB2k6voKAAABAUFKR1PDg4GPn5OrJ76DFy5EiMHDnSqLKLFi3CvHnzND9nZ2ejYUP+rhCR8/r7778xZcoUFBYW4sKFC5g5c2aNYIicnBzccsstyMrKQp8+ffDyyy+jVatW+O677+DjU/EdPG3aNK3MOZXefvtt9OrVCwCwYMEC/P3332jcuDFatWpl+8YREVGtZs6ciZkzZyI7Oxt16pgeYB6FVPimHgNU1zdwNWa+x9B6J2My4Bp7vtI26jZ0X+uM67wY2EG24LCVVGlpadi1axdiY2PRqVMnnWVOnDiBs2fPomnTpmjXrp3WY9nZ2TqjgwMCAuDt7a35OSEhAUlJSejdu7dV60+OxYW8ROQSHJTFxS0y7hC5kL///hudO3dGWVkZZs6ciddff93RVXI61QNoAd5MExEZw9S0wmYHPlTHxUXKpesexoRFu7YIkOA4ELkqh2XcASr+fiduqvXvl2xEV/BZZZDKp2O0y9ohMw/A+ydns2nTJkyaNAmlpaV49913cf/99zu6SkR2pSsLREFJGV4f2wlx1siUnJ/GQG0nFxwcDADIzMxEYOD134mMjAzExcXZ5DXVajXUarXddtAlIrI1T09PvP766+jRo4feAIWlS5ciOTkZR48eRUhICJKSktCmTRu89957ePjhhwEAe/fu1fsapaWl8PLywg8//AAAeOmll7B48WKsXLnS+g0iIiK78c5Nwg71QvhvrhYMp2Ocqzpd650A4+/vTD3fmht1WxIAkJFXXOO+VleWC33P6cjgA1PGuTnfQ5awezDE1atX8eijj+Knn35CXl4eJk6ciLfeekurTFlZGSZPnoxvv/0WXbp0wcGDB3Hbbbdh3bp1mp1wu3btiuTk5BrP/8EHH2D06NGan99++21MmzatRjlybk61kLdqOvNqqc0Vq/oOnIDxg7jGnmvJaxCRxZhxh8h5tGnTBoWFhXj33Xdx8uRJR1fHqegLoAV4M01EVBt9u8wAVg58AJgFwtlZuGhXF2MW8uob6NeF9zWkdIrKuAOwv1UCXcFn+jKM2jgzD8AsEs7mrrvuwl133aVZYEbkykz5Du3atK75wdrV+1+g4vszqpMZtSZHa9u2LYCKjRljYmIAVKxPOH36NEaMGGHT17Z0B10iIqVo0aJFrWU2btyIsWPHIiQkBAAQHR2N22+/HZ9//rlR16rJycmYO3cuHnzwQahUKuzcuRN9+vTRW76oqEgry0R2dnbtDSEiIrvzLEyHv6oIiTe/gYbNO1UcrBznyk/THtfSsb5QV6ZUnRlwAaPHyaoztFG3ro1EamOtAIC4iEC0i65Tax2rPqelWSUsCaQw9NpKzsRBzsnuwRBZWVm49dZb8d5776F///46y7z//vv45ptvcODAATRv3hz//PMPOnfujHfeeQePPPIIAODUqVO1vlZBQQE+//xz/PXXX9ZsAimEMV9MDmVoZ0Qlp5Q3tANnbQsWjD3XktcgcgfVA6fssAiBGXeILHP06FFcvHgRt9xyC/z9/Ws8XlxcjH379qG0tBRdu3bVKlNeXo7i4uIa56hUKqjVapvW29Xp29mBN9NERDUZu3sqYOXAh8pF88wC4dysvGhXl+rjQIaCHqvjfQ0piV0CH6pjxh3XUL2vNTT+bKXAM8C0LBIMkDCOiODPP/9EVlYWhgwZorNMTk4O9u/fD19fX3Tt2lWzURhQsUNuaWlpjXM8PT21MqcTuRrFfYcqea6PDGrSpAm6d++Ot99+G7fddhtUKhXWrVuHrKwsjBkzpvYnsAAzQxCRuyguLsbZs2fRsmVLreOtWrXCtm3bjHqO6Oho3HfffXj55ZdRXFyMAQMGYOHChXrLL126FIsXL7ao3kRE7uzQoUNYuXIlnn/+eURGRtr89YpC4gwHmFu6DlFXWUOvVWXeIhrAzmnNkOoZoTlmaCMRY+gKAFi2YQcKLhwA8qtt+GTEvImhzcSrbiKVcC0XoSXJeHtQFBrWrbgvTkwvwBM/Xq51sylD993GZJfNyCuu8doAEBhaH5GN6hlsH6B77pJIH7sHQ7Rs2bLGxW51a9euxfDhw9G8eXMAQGxsLEaPHo21a9dqgiGMsW7dOtx2222aKGN9GB3s2hyW5kfXzoiA8ndW05XeV1/0pbnnWvIaRK7MwklsSzhVxh0iBfn222/xwgsv4NKlS0hKSsKZM2dqpFI/evQobr/9dqjVavj5+SEpKQmff/45br31VgDAhg0bMGXKlBrPHRMTg4SEBLu0w5UpPoCWiBTj9ddfR25uLiIiIvDAAw84ujo2ZZfdU3UxNHA9cRPgH379mNLvnal2Vl60W52+oMfqDGWQ4KJdsjWHLNoEmHHHXegaf7Zy4FklY7NIMECidqtWrcJrr72GnJwcpKWlobCwsEaZ7777DhMnTkSTJk2QnZ0NlUqFH374QTO3tnjxYrz88ss1zhs4cCC++eYbm7eByNZ0zevZ7Tu0Ol3zWQC/QxXu999/x9q1a5GTkwMAeOWVV/Dpp59ixIgRmiC01atX47bbbkP37t0RFRWFbdu24eWXX64xtmttzAxBRO4iLy8PIlJjvVZISIimfzbG4MGDMXjwYKPKLlq0CPPmzdP8nJ2djYYN+X1NRGSM3NxcLF68GMeOHUNmZqZdgiFqZck6RH1lddEzdxXp7Y/IanMXxsxJ6FP9XtU7Nwk71Avhv7moRtlyLz94PLzP5M1OdG0iFYXUitfZdf114gDsUKsxYMPLuIwqc3M6VL/vNiW7bNL50zVeu6Lxtc8LGcoqEWpiZg5yD3YPhjDG0aNHcccdd2gd69ChA9atW2fS86xbtw4vvPBCreUYHey6LE3zYzFdOyM6C0vS+xp7LlMIE2kzNIlth0AhfRPe1SNrOYlNdN21a9fw2muvQaVSoWfPnjUeFxHcfffd6NWrFz777DOoVCosWLAAd999N86dO4eAgADcfffduPvuux1QeyIiqqqoqAhXrlzB+vXrXSoYwmELcQEuxiVtdly0W5WhDBJctGt/8+bNw+effw4A2L9/vzIm1axAUYs2mQXCvdg48KySMVkkDAVIMDvPdTk5Ofj666+xe/duPPzwwzUeT09Px8SJEzF//nw89dRTKC8vxx133IFJkyYhPr7ivV2yZAmWLFli76oT2YSx9yuAHb5DDeF8llMJCwtDp06dAAB9+vTRHK9fv77m3+3bt8fp06exfft25Obm4uWXX9Zs1GhLzAxBRO6iMkN69c1os7KyEBAQYJPXVKvVUKvV7GuJiMywcOFCLF26FHfddZdjK5J6uua/dd2PGVuuelmg5vyDCZs6W3MjxlBVDvxVRZhdPAMJEq05HqdKwht4GwdOJkDdMBiA8RkRokP8sHNaM+RmJGuOqTNT4L+zqEb7/L+chk/ubobC8PYGnzO87BoivZKuHwismTUD0D022FZ1DoPURUgfvBJ1G7XTvHb1eSHf1FxEIVWrnfoy2OscB9A1H0luR3HBECKC7OxshIaGah0PCwtDUVERCgsL4evra9Rz/fTTT0aVY3Sw68rIK67RKXKncyLH4uBDLRQURKVv0RAnsYmumzp1KgBgz549Oh/fv38/Tpw4gbVr10KlUgEAFixYgNdeew1btmzBnXfeadTrFBYWorS0FGVlZSgsLIRardY8X1XMeGYaBnsRUVWPPfYYEhISsGvXLkdXxWwODXyojotxSRc7LdqtSl8GCe5q7hhPPfUU5s2bhz59+qC0tNTR1bEKfZuxAHbsbxl4RpVsEHimjzEBEvqy87hzv7pgwQIAwO7du3U+/vXXX6OgoABz5swBAHh4eGDBggW45ZZbcPLkSbRq1arW1xARFBUVoaysDKWlpQbn1TiOQI5kaEOz6t+fgJ36Di6gcAmtWrUyqr8MDg7GmDFj7FCj6yzJDKErADclvQC2zWVBRI6QmF6AwqQszc/OeP2sVqvRuHFjnD17Vuv42bNnbR58xiw8RORKkpKSsHr1amzYsAHNmzfXmRHy/PnzeOKJJ3DgwAGEh4fjwQcfxKRJkzSPr1ixAkeOHKlx3qBBg3DXXXfh448/xk033YTWrVvbtC0GGZor8A8zvVxtZXXNP9g5CD4iUA0AeGTsMK2AhKLEg8DWt/H018dxXK7PsRmVESEzEZFr+xo9NxdXLxCIMvBdmZkIrKz5fLqyZgA1xwZ9U+sAm1ERCFH53ur4XPRlqjAqg72h+cjqvxPk0hQXDKFSqeDj44P8fO1fztzcXM1j1sboYNcXFxGIdtG8ySFSAg4+OA9di4Z0TWJzsJ1IvyNHjkClUqFDhw6aY5GRkYiMjMSRI0eMCoYoKirSSiO8evVqHDx4EG3atKlRlhnPjMNgLyLn888//2DVqlWIj4/H3LlzMXz48Bpl9u7di7fffhvJyclo3749Hn30UdSrVw8AUFBQgOXLl+t87gcffFBTzpmZspDIJhOoXIxL5rDTol19uzVxV3PdLly4ALVarTdrQ2lpKa5evYq6detqdno0VmhoKEJDQ+Hp6WmNqjpE9UVo+naoAuwQ+JCfCmyYxMAz0mZK4NnYtYB/uHZZKwZIGLr3YuCZbkeOHEFsbCyCgoI0xyp3Nz9y5IhRi3sPHTqEXr16aX6eM2cOCgsLdZblOALZiq5F29WZtMujPXABBSmYvnv+tqpzuFkNBPt5O6hmRGRNlX/Lr2w7heM/Xv8eddZxiREjRmDjxo146qmn4Ovri/T0dHz77bdYuHChTV+Xa7+IyFUUFRWhV69emDx5Mjp27IiEhIQaZXJzc9GvXz/ceOON+PTTT3HkyBHNho6VAREtW7aEn1/N75DGjRsjIyMDTz75JAYNGoRffvkFly9fxlNPPYVXX33VvpuJ65orAGqOVRlbTl9ZPRkfHKlGQIKqYhP5N8Z10gqSMOpeWVeWC8D4MT9j5vr0zeEAiPYPQ3R0lddRaY+XA9D7uejKVBFedg2R+aeAqrfpxmT2MKXN5DIUFwwBALGxsbh48aLWsYsXL6JJkybw8PBwUK2IKugbwOVkDRHZlK4dqOxw4WbMJDYH24n0y8zMRFBQELy8tC+7w8LCkJmZadRzqNVqvYsWqmPGM+MYCvZi9jAi5Vm3bh2efvppTJ06FXv27MHly5drlPntt99wyy23YNasWRg+fDhWrlyJm266CYcOHUJAQABERG9fKiK2boJNGLsY1267pzILBJnLAdkiKnFX8+uKi4vx0Ucf4Z133sGJEycwZMgQfPXVVzXKffLJJ5g7dy4AIC8vD9OnT8err76qGbMdNmyYzl3GnnrqKTz44IM2bYMtmJJxp9YdqixlqK+duMmqC9rJxeiaYKwMpPm02m7YVu5rdd17MfDMsMzMTNStW1frWEhICDw9PY0eR+jcuTPHEciujP2+1MUu36H6MKCbHMDcBboZecU67/krd1qt3FWWiJxb5d9y1cWPSp27yM3NxbvvvgsASE9Px549e/DKK68gJiYG48aNAwA8+eST+P7779GvXz8MGDAA33zzDRo3boyHH37YpnXj5oxE5CrUajX++ecfeHp6Ys6cOTqDIT788EOkpaXh008/hb+/P7p06YKjR49i8eLFmmCIgQMH6n2N3NxcPPPMM5qft2zZgo4dOyIgIMD6DapN9bkCS8uZWlZhas3aYIixWS6qrkUzduMdfXM4lWWrbr6iL9uins9Fq816slIoJbMHKY8igyGGDBmCr7/+Gi+99BK8vb1RWlqKzZs3Y8iQITZ9XV4QU21qS3vPyRoisrraLiKtvBioNromsTnYTqSfj48PCgoKahzPz8+3acYzt1H95tmEyWl9O0QTkfIMGTIE48aNg4eHB1544QWdZZ544gmMGDECr7zyCoCK1L4NGjTA6tWrMWfOHPj7++P555+3Z7WtSlGLcQEuGiLbslO2CH3cdVfz5ORk7N+/H++//z5efPFFlJaW1ihz4MABTJkyBR9//DEmTpyIo0ePom/fvmjcuLEmQOLDDz9EcXHNTUSqZjpzFg7PuFMdd7giS+iaYDS2rwWsnp3HXQPPjKErc3pRURHKyso4jkCKYMq9SfXvS10UmQWCAd1kQ5auR4iLCES76Kq7xurYaZWInJ5Fix/tpKysDFevXgUA3HPPPQCAq1evau08Xq9ePRw6dAjr1q3DxYsXMX/+fIwbNw6+vr42rRszQxCRK6ktw+4vv/yCPn36aGXwHTx4MN58801cunQJMTExBs8PDAzE/fffr/n59ddfx5133lljo4ZKRUVFKCoq0vycnZ1tTDNIaQxtSlXbxjv6snMY2nzFnGyLusbDFZjZg5TD7sEQZWVl2Lx5M4CK6OCzZ8/iiy++QJ06dXDbbbcBAB577DF8/vnnuOOOOzBmzBh8/fXXyMzMxH/+8x+b1o0XxFQbfbtuKDUan4hcgL6LSAde4NWYxOZgO5FeTZs2RUlJCZKTk1G/fn0AQGlpKa5evYqmTZs6uHZOzI47RhOR44WGhhp8PD8/H7/99hs++ugjzbHAwEAMGDAA27Ztw5w5c4x6nU8++QSHDx9GSkoKnn/+eQwcOBDdunXTWdaeg72KW4zLRUNkDw7MFlGdqbuaO2uARMOGDfHee+8ZLLNq1Sp06NABEydOBAB06NABkyZNwjvvvKMJhoiIiLB5XW1FURl3AN2BZwB3uCLrMbavBWySMcIdA8+M0bRpU3z11VcQEahUKgBAYmKi5jEiW9GXFb0qUwIfFP+3yiBDIiIii9SpU0ezMY0hQUFBds8UyY1wicidXLp0CW3atNE6FhkZCQBISkqqNRiiuueeew4NGjTQ+/jSpUuxePFi0yvqbqqP7QKm329asDFkrfStRTP2NfRl3LDkOfXRNR5e9b3Rl32C3I7dgyFKSkqwfv16ABUTZgCwfv16NGrUSBMMUb9+fezfvx8rV67Ezp070bFjR7z33nuIioqyad14QezedA306husrbHrhjOx5IvSll+yhhh7gaCrnC6W1NsaFytEpnLitG1E7q5fv37w8/PDl19+iYceeghARWrJ/Px8DBo0yGav6/JBvoZ2jLYwSCzhWq7Wz4qfvCciXLp0CeXl5YiOjtY6Hh0djZ07dxr9PEVFRfD398e0adNQWFhosA+11mCvMQuOHLoYV9f9D7NAkCOYki1CFwt/P43Z1dxQgISrZBLdt28fevbsqXWsd+/eeOutt5CdnY3g4OBan+PNN9/EsmXLcPXqVXTt2hUDBgzA2rVrdZa1ZeCZ4jPuGEpJbs4uWkTGqG1DDhtm53GXwDNjDB48GP/5z3/w22+/oU+fPgCg2VCsR48eNntdS8cRTJlfIfsx5n4D0P89qItTBj4ADDIkxXD5cVsiIiIiJ5GYXoDCpCzNz05xX6NDeXk5vLy0lwB7e3sDgFnXnKNHjzb4+KJFizBv3jysXr0aq1evRllZGRISEkx+HZdmaFMxYzYbsdfmULZYi2br9W2G3huOm7s9uwdD+Pr64osvvqi1XGRkJJYsWWKHGl3HwQf3ZWinTVeZsLboi9KRuy8be4Ggr5wu5tbb0osVIltwVJASEQEAEhIScPLkSZw6dQoAsHPnTpw8eRIdO3ZEw4YNERwcjGeffRYLFy5EXl4e/P39sXjxYkyfPh3Nmze3Wb3cIsjXyjfShnYidZnrQSIXVVxcsbinagp2APD399c8Zoxp03TsgqxH5WBvpezsbDRsaFqfpO8+VBe7LcatytA9FrNAkCOYsoN5dTa4bzcmQKIyk+i+c+nIcERmAStLTU1FWJj2hEJ4eLjmMWOCIaZMmaI1oebr66u3rK0CzxS3q7Wh8abaUpITWZuu+yw7jQ1bGnhWPUACUGZ/e+jQISQlJeHo0aMoLy/Hd999B6AiuCwkJAQ33HADJk2ahPHjx+PJJ59Eeno6Fi9ejFdffdVgn2kpS8YRDM2v6Ppc7EGJn70xjA1eMIYpAQ6A7u9BXZzivWWQISmYW4zbEhE5mLUDfVPSCxBnrcoRkcMF+1UECryy7RSO/3j9b91Z54TDw8ORlqa9sUVqaioAoF69elZ/PbVaDbVajfnz52P+/Pm8rtVFVyZCUzZ2tOHGkE7P0owW5NLsHgyhZBx8cF8ZecU1dtqsnLDOyCt2ugsdnSz5onTkl6yxFwj6UhpXZ0m9Lb1YIbImRwYpEZHGgQMHNDvZDhs2DF9//TUAYNasWZpFsY8++iiaN2+OTZs2obS0FC+99BImT57ssDqTbrp2InW560EiFxUaGgoANQZ709LSNI9ZW+VgryV03Yfq45AsEPoyQAAcVCRl0DfoXZ0d79urL+R1tWBLDw8PlJSUaB2rDDrz9PQ06jmCgoIQFBRkVFlbBp45dFdrY/tb9rWkFKZk57Hy760lARKAMvvb7du349dffwUADBw4EO+++y4AoHnz5ggJCQEAfPjhh1izZg1+/vlnqNVqbNq0CcOGDXNUlWul67rW0OdiD44MxDCXqcELxjA2wAFwkiAHYzDIkIiIyO1ZO9C3reocblZfX0BNRM4tIrBibueNcZ1QGN4egHPPCXfr1g2rV6+GiEClUgEAfvvtN9StWxexsbE2e1232XS8+ga1uui7t7QkE6G+jSG5Ya7ts0+Q02IwRBVu00mTXnERgWgX7cKBMJZ8GTj6i8TYCwR7pDRm2mRSAkYCEynC2LFjMXbs2FrLjRo1CqNGjbJDjcgSuhbaABUDYFW5zAIBIhcRHR2NiIgIHDx4ELfffrvm+L59+9CzZ08H1sw4irgPNbRgiBkgSMlMGavQNWlh44kCVwu2bNiwIa5evap17OrVq/D09ERkZKTVX8+WgWcOu55jf0vOytjsPHbYpMOYAAlAuf3to48+ikcffdRgGU9PTzz44IN48MEH7VQr66h+Xavrc7EHRwdiWMKU4AVjuOX4hb6Ns9xxgQgRERGZTNc4gm9qHWDz9QXUROQa4uoFAlHOv0ZwypQpWLZsGZYtW4aFCxfin3/+wcqVK/HAAw8YvYGNOVx+03EHZ6Y2uj7cMJdIg8EQVbh8J+0mqi5Wq75wzZxyjqIrHbJbDlwTkX6MBCYiPRjkax2utpszkSu79957sWbNGjz44IOoX78+vv32Wxw7dgyrVq2y6es6bX/LXcnJnRiatHDQol1n1b9/f3z00UcoLy+Hh4cHAOCHH35Az549LQ5aMMQafa3DAs/Y35KrcmC2CF1cqa91FFtc1zryc3FUIIalOAdkBl3ftQA3tSLFctpxBCIiN6M1jqAynNWXiMiWBg0ahFOnTiE9PR1FRUVo0qQJAODEiRPw9/dHkyZNsGnTJjzwwAN44YUXUFRUhIkTJ+K5556zab1c/rrWVpmpq67nMibrhKH6uOKGuea+P0RgMAS5EEOL1UKrpbw3ppwj6Uq9B3DhHRHVgpHARPQvtw7ytWJAmEN3c64+mQ9AnZlgu9cjUrATJ05gxowZAICCggK8+uqrWL9+PW655RY8/fTTAIBnn30Wf//9N+Li4tC0aVOcOXMGr776qs0zQzhlf8tdycnd6Ju0cMWJAgudO3cOZWVlyMvLQ2lpKRISEuDp6YmmTZsCAB5++GGsWrUKU6ZMwcMPP4xffvkFmzdvxpYtW2xaL6fsawH2t+T6FJQtgizntH2tHgyQcVHVx0ryU4ENk3R/1/qH2bduREZytf6WiEiJXH6BLhG5lQ8//BDFxTWD/f38rt/zDh06FBcvXkRycjLq1KkDf39/m9fLLa5rTclMXRtD42bG3r9asz5KY433h9wegyGq4AWxc9O1WA2ouZOOseUcSVfqPaWm9SYiBXGXSGAiIl1stPDGIQso9CycawggX9Qo861r3/oQOVhMTAyeffbZGscjIiI0//bz88M333yDf/75B8nJyWjZsiXq1uXfCgDuSk4EGJ4kYGY9jTFjxiA7O1vz8+DBgxEcHIyDBw8CACIjI/Hrr7/imWeewb333osGDRrg66+/xm233eaoKitbfhr7W3IvCssWQUQuxlCQ4cRNgH/49WPsY4iIiNyaWyzQJSK3ERUVZVQ5Dw8PNGjQwMa1IbPp27SJ968V+P6QFTAYogpeEDs/YxerOcuuQFqp94iIjOHKkcBERIbYOSAs4Vqu1s9GB9bqyPhQg56Fygkpubjns7N4LzDanCoTOa3g4GD079/fqLKxsbGIjY21bYWUzJSdUrkrObk77mBeQ2XQgyGtW7fG559/bofaOBld13iVgTbhLYCoTnavEpFDMFsEEdkKgwyJiIiIiIgUg5uOm4HruQzj+0MWYjAEERHZFS+IHYS7nRK5Fbfta/XdIFfvAwGz+8HQAB/4eXtizobDWsf9vD2xY34/wwER+nYx1EXHQuVCycJlZJlcZyKyHUX1t9wplcg03MGczGVs4BnANN5EzGJKROZgkCEREREREZGicdNxBam6FkLXuggiN8FgCCIbSsosQEZeca3ljN5JGDV3IbaEb2ou4qz2bETG4QWxnXEHPiK3xL72X/r6QMDsfjA6xA875vfTusZLuJaLORsOY9+5dGREBGqOh5ddQ6RX3vWT9WR80Ft39tFEiqeo/pY7pRKZjjuYOwWnDTwD2AcTAcYHrfPvxaEs7WujkArf1GOAKrD2wtXxs3dvDDIkN6Ooa1siIhfFvpaIyPbY1yqAofkM3juTG2IwRBXspMmakjILMGD5LhSU1P77ZMxOwvp2IbZEW9U5fK8GruUWIcJqz0pEisId+IjInenqAwHT+kEduxFG+4chOvr6eaEBPoj1zsDqzzdrjoWpsvGu9+uAqkj7+XRkfCAiMkv1/ok7pRJZjvdPiuTQwDNdfS0Dz4gsw8AzRbKkr/XOTcIO9UL4by6qvbDOJ+Bn77YYZEhuSFGbKhARuSj2tUREtse+VgH0rYXgvTO5KQZDVMFOmqwpI68YBSVleH1sJ8RF6N8NqXIn4Yy8YoPBELp2IbZUymkfYBeQXVDCYAgiV8Yd+IjInenrA41haFJ+7FrNpHx0fip2qBfAw7NAq1i+qPFHz/cQERmtORYYWh+R7GuJyFKG+ifu9kJkGd4/USVDfS2DW4nMZyjw7OKf2sfZ1zoFz8J0+KuKkHjzG2jYvJNpJxsKOtSxOQF/J5wcgwyJiIiIiIiIrMeStRBELobBEEQ2FhcRiHbR1gmuiQ7xMxgwYaqEVOs9FxE5Ee7AR0RUofqiRl2PV5+Uz08FNkwCPh2jVdSj2q6F13KLMG7tGfyzMxBAlqacn3cudsyPseo1HRG5AS4aInIc3j+5r/w09rVEtlJ9opZ9rUsoCokzP0NZ9fvzynvvWjYnAMB+Wamq38MY+kwZZEhERERERERERBZgMAQREZG7MbQDn65d2IjI6axcuRIrV65EWVmZo6uiTPoW2uiia1LeiHSTEQDWzu+gldXL2IxgROQ87NLfcmdyIsfiDubuQ1fgGVARCGHu4l4iMg7HqtyXofvzapsO6NucgAESCmToHqbqZwrwsyIyQRRS4Zt6DFAFXj9Y22YvREREREQ2wPUIRKQ0DIYgIiJyR/pSpVUfOOdkFJFTmjlzJmbOnIns7GzUqWOdDFUuRddCG3109YNGppu0dlYvIlIeu/S33JmcyPFM2cGcizGtzuGBZ/5htntdIrqOY1UO5bBFDIbuz3V91tXLMkDC/qoHD+rCTHZEVuedm4Qd6oXw31yk40FesxIRVWXptW2N4DMGnhER1cD1CESkNAyGICIiIsOLeWbGc5KKiFyPkQENtpBwLVfr59AAHwZNENF13JmcSPl0Ldw0tBiT91QWscnEmq6+los2iZSFgWd25dBFDKbcn+sqa0mAhLHc9Xes+vdl5XtbPXhQF2ayI7Iqz8J0+KuKkHjzG2jYvJP2g+7aRxER6WHJta3e4DMGnhEREREpGoMhqmD6HiIiclu6FvOknq6YcM5P40A6EZEVhAb4wM/bE3M2HNY67uftiR3z+zEggsgN1dhlTN/iIk62ESmPMYsxeU+lTIayQHDRJpFyMPCMjGVJgISx3CEIx9jAB29/YOKm2oNKXO39IbISS9cjFIXEcaMEIiIb0ht8xmsbIiIiIkVjMEQVTN9DRERuTd8ubNVTf3Kwh4jILNEhftgxvx8y8oo1xxKu5WLOhsPYdy4dGRGBmuPMFkHk+gzuMlZ9cRGvv4icgwMzT5EJ8tOYBYLIWTDwjMxlzO+OsUzNNGHJ90n1gARbPJ8upgQ+8PuSyCJcj0BE5BwYfEZEZBg3HScipXHZYIjk5GS89dZbuHTpEjp37owHH3wQPj4+jq4WOaGEa7k6/21pWWuea6nE9AIUJmUBAHxTcxGno0xSZoHWwr3KcgkpuSiULLOO6VK1nDnnG6v66+jCRYjk9vzDKia8vpymfbz6RF/1YAkiItIrOsRP6/rCULaIdyfdiLCA6/cw9r5GJCLb4i5jRG6kyj2Tb2ouopDqwMq4nxpZeCo/j/AWXNhA5IyM3MyD/S3VYEnQoimZJvQFSdTGUECCNZ9PHwY+EBERKQfHEYiIbI99rUWcPsi36jiSNdY8Wfv5iMhkLhsMMWrUKLRr1w79+vXDmjVrkJKSgueee87R1SInYmhhWmiAj9llLXkdawv28wYAvLLtFI7/WBHo0FZ1Dt+rgWu5RYj4t1xSZgEGLN+FgpLr0ZyV5WavP4zj/wYVmHqs6mtU/rtqOVPON5a+19HFz9sTO+b3Y0AEua+QhsZP9Hn7V0yOEZEicCcG56ErW0RaXjGmrz2AyR/E1yhvj2tEIjKeNfpb7jJG5MJ0BJjHAdihViMxtysAJ5wkcgBL+lqDWXh4D0vkGvRs5sH+lqzK2EwThoIkjFE9IMHaz2cIAx+IiIgcj+MIRES2x77WvRnaFNac8WJrPx8Rmc1lgyHOnTuHr776ChEREfD29saPP/7o6CqRk9G1MA3QnS3AlLKWvI61RQSqAQBvjOuEwvD2AICU0z7ALiC7oEQTaJCRV4yCkjK8PrYT4iIqdtHzTa0DbNY+19hjul6j8t8LBrZEvRbdNHU09nxj6Xud6hKu5WLOhsPIyCtmMAS5N2Mn+jhZRqQoTr8Tg5upni0CgM7rQ4CZq4iUhv0tERmkI8A88cxhNNw5G56F6Q6smHOxpK9lFh4iN6BrMw+wvyU70JdpQtfYqbF0fT9Z+/mIiIhIuTiOQERke+xr3ZuecSSz75+t/XxEZDaHBEP88ccfeOedd/Djjz/ivvvuw0svvVSjzM8//4xnn30WZ8+eRdOmTfHUU09h0KBBmsenT5+OzMzMGufNnj0bPXv2xLvvvovBgwejUaNGuHLlCtatW2fLJpGL0rUwzRplrXmuNcTVCwSiKiaTE1L11yMuIhDtov+ddFYF1jjX2GOGXqNhXT/ERVeZ2DbxfGPVeB0iMp4lKeWJiMgojr4+JCIiIiupdv9UlJLrwMq4L2bhIXJxOsaq2N+ahhkmrcjaY6cciyVSvMLCQqhUKqjVakdXhYhcAccRLMZrWyKqFfta98b7diKX5GHvF9y9ezfmz5+PAQMGICYmBrm5Nb9MDh06hCFDhmDAgAH45ZdfMGzYMNxxxx2Ij4/XlBkyZAhGjhxZ47/o6GiUl5fj1VdfxW233YZRo0ahfv36WL9+vT2bSURERERERERERERERKR4M2fOxIkTJ7Bv3z5HV4WIyKlcuHABcXFxmD17tqOrQkRE/+K1LREREZH7sXtmiN69e+PPP/8EALzzzjs6y7zyyivo0qULnn76aQDAokWLsHXrVvz3v//Fpk2bAAAjRozQ+xrJyck4fvw4fvrpJ3h5eaF169aYPn06nnjiCSu3hoiIiIiIiIiIiIiIiIiIiNxJaWkpFixYgBkzZuDixYuOrg4RERERkd0wCw8RKY3dM0OoVKpay/z6668YMGCA1rGBAwdi9+7dRr1G/fr10alTJ3Ts2BGjRo3CHXfcgQkTJugtX1RUhOzsbK3/iIiIiIiIiIiIiIiIiIiIyPkcP34cX331FdLT03U+Xlpaij/++APbtm2rUaasrAy5ubk6/6v03HPPYdasWYiIiLBpO4iIiIiIlIZZeIhIaeyeGcIYV65cQf369bWO1a9fHykpKSgtLYWXV+3V3r59O/78809cu3YNL730Elq2bKm37NKlS7F48WKL601ERERERERE7oM73xAREREREREpy86dO/HMM8/g4sWLuHDhAnbv3o3evXtrlTl//jwGDRqE4uJiRERE4Pjx41i1apVmg8U//vgDQ4YM0fn8ubm5+Omnn+Dh4YEbbrgBR48eRWlpKYqKiqBWq23ePiIiIiIiIiLSpshgCBGBp6en1rHKAIjy8nKjnkOlUqFXr15GlV20aBHmzZuH1atXY/Xq1SgrK0NCQoJplSYiIqNwwRgRERERuYqZM2di5syZyM7ORp06dRxdHSIil8RxBCIiIiIyRUpKCpYsWYLGjRujadOmOstMnToVMTEx+PHHH+Hl5YUVK1bg/vvvR79+/RATE4M+ffpoZYGo7v3338c333yDV155BaWlpSgrK4OXlxfeffddWzWLiIiIiIiIiPTwcHQFdAkPD0dKSorWsZSUFNSpUwc+Pj5Wfz21Wo3g4GDMnz8fJ0+exIEDB6z+GkREVIGp0oiIbG/lypVo06YNunbt6uiqEBERERFZhOMIRERERGSK//u//0O/fv30Pp6UlISff/4Zc+bM0WzI+OCDD8LHxwcbN2406jXWrVuH3Nxc5Obm4q233sLUqVMNBkIUFRUhOztb6z8iIiIiIiIisg5FBkN0794dv/32m9axXbt2oXv37jZ9XS4aIyIiIiJXwAVjRERERERERGQszo8RkTs5evQoAKBjx46aYz4+PmjdurXmMVN4e3vD19fXYJmlS5eiTp06mv8aNmxo8usQERERERERkW5ejq6ALo888giGDh2KjRs3YsyYMfj666/x448/YvPmzXZ5fREBAJN2ZMjJzUN2kVT8nzs5kLPIyQWKpOL///7e6vpdzs3JRnlRPnJzspGdrdJ7rrHHdL2G3r8hI8/X+do6m2zc36pFba5F5etW9jXuin0tEZnCnL9/9rfsa4nINOxrzcf+loiMxb7WfOxricgUpv79u3tfO3PmTMycORNZWVkICQlhX0tERnHWa9usrCwAQGhoqNbxsLAwZGZmmvx8kydPxuTJkw2WWbRoEebNm6dVh0aNGhn9vrGvJXJfztrXKgHHEYjIWOxrzce+lohMYcsxW5XYuUfOy8tD48aNAVTc5Ht5eSEgIACtW7fG7t27NeVWr16NJ554ApmZmQgODsbixYsxc+ZMu9Tx0qVL3I2BiGwuMTERMTExjq6Gw7CvJSJ7cef+ln0tEdmLO/e1APtbIrIP9rXsa4nI9tjXsq8lIvuwR397/vx5NG3aFLt370bv3r01x7/88kuMGTMGV69eRf369TXH+/XrhwYNGmD9+vU2rRfA/paI7IPXtuxricj22NeyryUi2zOmr7V7ZoiAgACcPHmyZkW8tKsybdo03H///cjJyUFQUBBUKpW9qoioqCgkJiaa9LrZ2dlo2LAhEhMTERwcbOMaOh7b6/rcrc32bK+IICcnB1FRUTZ9HaVjX6ssfG9tg++r7Rjz3rK/ZV+rNHxvbYfvrW2wrzUe+1vTuHPbAbaf7Te9/exrK7CvNR3bz/az/ca3n31tBfa1pmP72X623/mubWNjYwFULKaoGgyRmJiIXr162aUOpva3/F1j+9l+tt/Z+lol4LWt6dh+tt9d28++1nzsa03H9rP9bL9txmztHgwBAOHh4UaVU6lUDvnAPTw8zI7YCw4OdqtfUrbX9blbm+3V3jp16tj8NZSOfa0y8b21Db6vtlPbe+vu/S37WmXie2s7fG9tg31t7djfmsed2w6w/Wy/ae1nX8u+1hJsP9vP9hvXfva17Gstwfaz/Wy/81zbdujQAVFRUdi0aRO6dOkCADhw4ADOnTuHIUOG2KUO5va3/F1j+9l+tt9Yju5rlYDXtuZj+9l+d20/+1rTsa81H9vP9rP91h2zdUgwBBEREREREREREREREREREZE1XbhwAYcOHcK1a9cAALt370ZqairatGmDFi1awMPDA8uXL8ekSZPg5eWF6OhoLFu2DCNHjkTfvn0dXHsiIiIiIiIiMhWDIYiIiIiIiIiIiIiIiIiIiMjpnTlzBh999BEAYMSIEdi7dy/27t2LCRMmoEWLFgCAcePGoUGDBvj000+RkJCABQsWYNq0aQ6sNRERERERERGZi8EQVqJWq/HMM89ArVY7uip2wfa6Pndrs7u111nxc7Idvre2wffVdvje2g7fW9vhe2s7fG9tg++rbbnz++vObQfYfrbfvdtvb+7+frP9bD/b777ttyd3f6/Zfraf7Vde+wcMGIABAwbUWq5fv37o16+fHWpkOaW+1/bC9rP9bL/7tt/e3P39ZvvZfndtvzu33RHc/f1m+9l+tt827VeJiFj9WYmIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiGzEw9EVICIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiMgWDIYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyKl4OboCrkBEkJaWhuDgYPj4+Di6OhbLyMhAUVERIiMj9ZbJzs6GSqVCUFCQRWWUIDc3Fz4+PgY/u6KiIuTk5CA8PNyiMkpQXl6OzMxM1K1b12CZtLQ0hIaGwstLdzdhTBklSUtLQ0FBAaKiouDhUTMOLCMjA2q1Gv7+/nqfw5gyZLnS0lJkZGSgbt268PT0tNk57ig/Px9FRUUIDQ01+pysrCwEBgbyfa1FWloa/P394efnZ9J5KSkpKCoqQkxMjI1q5tzM/dsuKChAeXk5AgICbFg755eWlobAwECo1WqbnuNuSkpKkJmZibCwMJ3XHLoUFBQAgMl9iLvJy8tDSUkJQkJCTDovJycHWVlZCA8Ph6+vr20q5+TS0tIQEBBg0vtTWlqKnJwck64r6LrMzEwUFBSgQYMGRp+Tk5MDEUFwcLANa2YfWVlZ8PT0RGBgYK1lk5KSICJax0JCQow619EyMjLg4+Nj0jWJOecoVXp6Ovz8/Gr9fisrK8OVK1dqHHf2fvvq1avw8fExOP5SnTn9MelXUFCAtLQ01K9fH97e3kadUzm+FxYWBpVKZeMa2lZhYSHy8vIQFhZWa9nU1FQUFhZqHfPz8zPqXEfLz89HYWGhSX9r5pyjVKZcIycnJ6OkpETrWGBgoMnX10qSmZmJ/Px8REVFGX1OTk4OysvLUadOHRvWzH2ICC5fvozg4GCj54KcbW7BkLKyMqSnpxs1dpWbm4vMzEytYyqVCtHR0TasoXVUjtGZMtZhzjlKVVJSgqysLKOuD7KyspCTk6N1zMvLy+Ccq9IVFhYiNTUVERERRs+DFxcXIzs72yWuqZQiOTkZXl5eJl2fmTtvoUTG3iuVlJQgOTm5xnFTfn8dpXLNSVBQkNHj7+aco1SVbalTp06t92+V/VJ1DRo0cNr5zMprqqCgIKPH/iqvqUJCQoy+5yXDsrOzkZ2dbdK8bV5eHoqLi11inDw3NxelpaVG3SNevXoVpaWlWseCgoKc4j7LnHF2VxqbN2Ut3+XLl1FeXq51rE6dOopfB2hIWloaSktLUb9+faPPyczMhJeXl1PMSTiD4uJiXLt2zaTx/8p7srp16zr9/aUp90oZGRnIy8vTOubj44OIiAhbVtEqioqKkJuba9L9iznnKFVBQQHy8/Ndfmxen8r1GdHR0UaPCVhlzF7IIt9++63ExMRIQECA+Pr6ysMPPyylpaWOrpZZtmzZInfccYf4+PhIdHS0zjLnzp2T3r17i4+Pj3h7e0v//v0lMTHR5DKOVlZWJmvWrJG2bdtKUFCQ+Pr6Sp8+feTo0aNa5YqLi+XBBx8UtVot/v7+0rhxY/nxxx9NLqMEFy5ckClTpkhISIiEhoZKcHCwLFiwoMbv64cffijh4eESEBAggYGB8uyzz9Z4LmPKKMmZM2ckKChIAMiVK1e0Hjty5Ih07NhRfH19xdvbW0aMGCEZGRkmlyHrWLZsmQQHB0tAQICEhobK22+/bZNz3E1GRoaMGDFCvL29xdfXVzp27ChHjhzRWz4/P19eeuklady4sdSpU0d8fX1l5MiRcunSJTvW2jn8/vvv0qJFC/H39xdvb28ZP3685OfnG3XuwYMHRa1WCwApKSmxcU2djzl/23///bfccsst4uvrK+Hh4TJy5EhJTk62Q22dy/bt26VJkybi7+8vPj4+cv/990txcbHVz3FHTz31lAQEBEhAQIDUq1dP1q5da7D8pk2bpFu3bhIYGCh+fn7SqVMn2bVrl51q6zyuXbsmgwcPFm9vb1Gr1dK1a1f5+++/jTo3NzdXWrVqJQDk22+/tXFNnc/PP/8ssbGxmr/tKVOmSFFRkcFzcnJyZNq0aRIYGCjh4eHSoUMH2bNnj51q7Py2b98uI0eOFLVaLWFhYUadk5iYKP379xdvb2/x8fGR3r17y7lz52xbURs5c+aM9OjRQ9RqtXh7e8uAAQPk8uXLBs/x9PSU8PBwiY6O1vy3Zs0aO9XYPMeOHZMbbrhBcw95xx13SFpamtXPUar4+Hhp06aN+Pn5ibe3t9x1112Sk5Ojt3xiYqIAkPr162t9zlu3brVjra2jqKhI3n//fenSpYt4enrK2LFjjTrPnP6Y9Dt9+rTMmjVLwsLCBIDs27ev1nNKSkrkoYce0ozvNWrUSH744Qc71NbXk5/0AAEAAElEQVT68vPzZeLEieLj4yP+/v7SvHlz2b17t8FzBg0aJIGBgVp/g5MnT7ZPhc2UlZUlY8aMEW9vb/Hz85O2bdvK/v37rX6OUqWkpMiwYcM0Yz033nijHD9+3OA5LVu2lJCQEK3P+cknn7RTja3rp59+ktGjR4tarZY6deoYdU5SUpLccsstmmuqXr16ydmzZ21bUReWkZEhy5Ytk7i4OPHw8JClS5cadd6aNWskLCxMAgICJCgoSJYsWWLjmtrO66+/LiEhIRIQECAhISHy+uuvGyz/2muviZeXl9bfYOPGje1TWQssWbJEgoKCJCAgQMLCwoy6FjfnHCUqLy+Xxx57TPz9/SUgIEDq168v69evN3jO7NmzxdfXV+tz7t27t51qbF1nzpyR2bNnS3h4uACQP//8s9ZzSktL5eGHHxZfX1/x9/eXmJgY+e677+xQW9dUUlIin3zyifTs2VM8PT1l2LBhRp1nybyF0ph6r3To0CEBIA0aNND6O4yPj7djrU33ww8/SMOGDcXf31/UarU89NBDtc4bmXOOUm3cuFEiIyMlICBA/Pz8ZMGCBVJeXq63/LfffisAtD7j6Ohoxa1JMUZWVpYsX75cWrRoIR4eHvLMM88Ydd4nn3wi9erV08xHPPXUU7atqIv7448/ZPz48eLv72/0vG1aWprccccdmnuyG264QY4dO2aH2lrf1atXZeDAgZo5mO7du8upU6cMntO4cWMJDQ3V+htU+rW9OePsrjQ2b85avsrr+aqf88qVK+1UY+v6+uuvNXONLVu2NOqcU6dOSffu3TXzGQMHDpSrV6/auKau6+LFi/L4449LgwYNTJq3/c9//qP5vouIiJD//e9/Nq6pbZSVlWnuFwMCAiQ6Olq+/vprg+dMnTpV/Pz8tP4GBw4caKcam6e4uFjuv/9+zdh0kyZNZPv27VY/R6ny8vJk/PjxmvHnFi1ayO+//27wnFtvvVWCgoK0PuepU6faqcbWFR8fL5MmTZKAgAABYHBusFJmZqaMGjVKc03Vvn17OXTokFmvz2AIC5w5c0bUarW88sorUlZWJseOHZOwsDDFX+DpM3bsWPnqq6/k+eef1xkMUVZWJp06dZIhQ4ZIbm6uZGdnS//+/aVHjx4mlVGC9PR0mTp1qhw/flzKy8slLy9Pxo0bJ9HR0VqDQf/5z38kMjJSTp48KaWlpfLcc8+Jn5+fXLhwwaQySvDRRx/Jhg0bNO3bt2+fBAcHy8svv6wp8/vvv4unp6d8+umnUl5eLrt27RI/Pz/58MMPTSqjJEVFRXLjjTfKvffeWyMYIj8/X2JiYmTKlClSWFgoycnJ0r59exkzZoxJZcg6Pv/8c1Gr1bJt2zYRqVgg6unpqfnZWue4o9GjR0vHjh3l2rVrUlhYKPfcc4/ExMToHfw+cOCAPPbYY5p+7Nq1a3LTTTdJz5497VltxUtLS5PQ0FCZN2+eFBcXy4ULF6Rp06by4IMP1npuTk6OtGzZUu655x4GQ+hgzt/25cuXpV69enLfffdJbm6uiIh89913smXLFrvU2VkkJiaKv7+/LF68WEpLS+X06dPSoEEDeeyxx6x6jjt67733JCAgQH7//XcpLy+XDz/8UDw8PGTv3r16z5k8ebLEx8dLWVmZlJSUyLx58yQoKIjBZ9UMHDhQunfvLunp6ZKfny933nmnxMXFGRWQM2XKFM11IIMhtF2+fFkCAwPlqaeekpKSEklISJDo6GiZP3++3nPKy8vltttuk06dOsk///wjIhULTmtb9EPXTZgwQb744gt5+eWXjQ6G6N69u9xyyy2SnZ0tubm5MmjQILnhhhsMTgorUWlpqbRp00ZGjBgheXl5kpmZKTfddJP069fP4Hmenp5O9X1eUFAgjRs3lkmTJklBQYGkpKRIx44dZcSIEVY9R6mysrKkXr16MnPmTCkqKpKkpCRp3ry5wUXVlcEQxga6Kdnp06fl3nvvlT179siwYcOMCoYwpz8mw1544QV57bXX5I8//jA6GOLpp5+WiIgIOXHihJSWlsqLL74ovr6+TjnBPWPGDGnSpImcP39eSkpKZMGCBRISEiIpKSl6zxk0aJDT/c6NHz9e2rRpI1euXJGioiKZNm2aREZGGpxgMeccpRo6dKh06dJF0tLSpKCgQMaNGyexsbEGFwe2bNlSVqxYYcda2s6kSZNk48aN8tprrxkdDHHTTTdJ//79JSsrS3Jzc2Xo0KHSoUMHKSsrs21lXdR3330nCxYskDNnzkh0dLRRwRC7du0ST09PzWLyn3/+WXx9fWvdSECJvvnmG/H29tYs8v7222/Fy8vL4H3na6+9Jm3btrVXFa3ik08+ET8/P/nll19ERGTdunXi4eEhv/76q1XPUao333xTgoODJT4+XsrLy+Xdd98VT09Pg5Pys2fPNnrButK99NJL8uqrr8revXuNDoZ47rnnpF69evLXX39JWVmZLFu2TNRqtSQkJNihxq7n0qVLMmHCBNm9e7eMHTvWqN8tS+YtlMace6XKYAhD175K888//4ivr6+89NJLUlpaKsePH5d69eoZXBRvzjlKdfToUfHy8pJ33nlHysvLZf/+/RIcHCyvvfaa3nO+/fZbUavV9qukDW3btk3mzp0rJ0+elGbNmhn1Ge7Zs0c8PT3l448/lvLycvntt9/E399fVq9ebfsKu6jp06fL2rVr5aOPPjJ63nb48OFyww03SEpKihQUFMiECROkcePGUlBQYIcaW9ctt9wivXr1koyMDMnPz5eRI0dKy5YtDb4PjRs3drrfOXPG2V1lbN7ctXwBAQGyefNm+1TSxkaNGiXff/+9LFq0yKhgiJKSEmnZsqWMGTNG8vPzJSMjQ3r06CG33nqrHWrrmlauXCkvvviinDx50uh527fffluCgoJkz549Ul5eLmvWrBEPDw+n3NzkxRdflLCwMDl69KiUlZXJ8uXLxcfHx2Dw2dSpU43ecEkpHn30UYmKipLTp09LaWmpPPPMMxIQEGBw/YM55yjVAw88IM2aNZOLFy9KcXGxzJkzR0JDQw1ufnbrrbe6zNqbRx55RD766CNZt26d0cEQ//d//yft2rWT5ORkKSwslPvuu0+ioqI0675MwWAICzz22GPSqFEjrWP/+c9/pEGDBg6qkXUsXbpUZzDE7t27BYDWbuKVk4qVXzLGlFGq48ePCwDNrqalpaVSt25deeGFFzRlSktLJSIiQpMJwZgyStanTx+ZMmWK5ucJEybUWOx8zz33SJcuXUwqoyRz586VSZMmyZYtW2oEQ3z22Wfi6ekp165d0xz7/PPPRaVSaXYnNaYMWUe/fv3krrvu0jp2yy23yMiRI616jru5fPmyqFQq2bRpk+bY1atXxcPDo9ZdrKratGmTAGBWlCpWrFghAQEBWkElb7/9tvj6+tZ6QTdp0iSZO3eurF27lsEQOpjzt/3II49Io0aNmK2gFkuWLJF69eppZYZ68cUXJSQkRO/voTnnuKOOHTvKtGnTtI517txZ7r33XqOfIzc3VwCY1D+7ujNnzggArcxr//zzjwCodWfBdevWSadOnSQpKYnBEDosXbpU6tatq/V3XJmVR98iuu+//14AyOHDh+1VTZf12muvGRUMsW/fPgGgFVh18OBBASC//fabLatoddu3bxcAWgO7P//8swCQv/76S+95np6e8u233zrNQoaNGzeKh4eH1r3nl19+KSqVSu9OW+aco1SrV68WtVot2dnZmmMffPCBeHt7672XqAyGOHLkiNNmw9DF2GAIc/pjMs7ff/9tVDBEWVmZ1KtXTxYvXqx1rEGDBk63a35eXp74+flp7dKXn58vgYGBBoMXK4MhUlJSnOIaPzU1VTw9PbV2gktLSxMvLy/56KOPrHaOUp07d04AyPfff685dvHiRVGpVPLVV1/pPa9ly5byxhtvyLVr11wmAGDFihVGBUNULoysuhPb0aNHBYBmwTaZz9hgiLFjx0qfPn20jo0fP15xm2kZY9CgQXLHHXdoHRs6dKgMHjxY7zmVwRBZWVmSl5dn6ypaRffu3WXSpElax3r16iXjxo2z6jlK1bJlS3nkkUe0jrVp00amT5+u95zKYIi0tDQpLCy0dRXtonJsprZgiPLycomMjNTanby8vFxiYmLk8ccft3U1XZ6xwRCWzFsojTn3SpXf+YmJiU4zn/XEE09IdHS01sLaymBtfYttzTlHqWbOnCmtW7fWOjZr1iyJi4vTe05lMERubq5kZWXZuop2Y2wwxOTJk6Vr165ax+677z7p1KmTjWrmPj777DOj5m0vXrwoALR29E5KShKVSiVffPGFratpVZVjJz/99JPm2OnTpwWAwaytjRs3llWrVklKSopT9DvmjLO70ti8uWv5AgIC5IsvvnCasXljPPHEE0YFQ1SuMauaUXLbtm0CQE6ePGnLKrq8jIwMo+dt27ZtKw899JDWsQ4dOsj9999vq+rZTHR0tCxatEjrWOPGjWXBggV6z6kMhkhNTXWKuYKSkhIJCQmR//73v1rHwsLC5Pnnn7faOUqVk5MjarVaVq1apTmWm5sr/v7+8tZbb+k9rzIYIiUlRWtNjjPbvHmzUcEQycnJ4uHhIRs2bNAcS0lJ0WzUbioPkNni4+PRq1cvrWN9+vTBlStXkJiY6KBa2U58fDwCAwPRoUMHzbEePXrAy8sL8fHxRpdRqoSEBABAZGQkAODs2bNIT0/HTTfdpCnj6emJnj17atpiTBklERFcunQJCQkJeO+993D06FFMmTJF83h8fLxWW4CK3+nDhw+jpKTE6DJK8cMPP+Drr7/GW2+9pfPx+Ph4NG/eHPXq1dMc69OnD0QE+/fvN7oMWU5EsG/fPp2/W/r+lsw5xx3t27cPIqL1PtWvXx/Nmzc36X1KSEhAQEAAgoKCbFFNpxQfH48bbrgBfn5+mmN9+vRBYWEhjh07pve8tWvX4siRI1i6dKk9qul0zP3b/uGHHzB8+HB4e3sjLS0NZWVltq6qU4qPj0f37t3h6empOdanTx9kZmbizJkzVjvH3VT+3Vv6nXT27FkA169HCZr3r+p727RpU0RHRxt8b8+ePYu5c+fif//7H3x8fGxeT2cUHx+Pbt26wcvLS3OsT58+yM7OxqlTp3Se88MPPyAuLg4dO3ZEbm4u8vPz7VVdtxUfHw9vb2907dpVc+yGG25AQECA013zxsfHIzw8HC1atNAc6927t+YxQ0aNGoVmzZohODgYs2bNQm5urk3raon4+HjExsZq9eWV95D79u2z2jlKFR8fj/bt22vdN/Tp0wclJSU4dOiQwXO7du2Kxo0bIywsDIsXL0Zpaamtq6sI5vTHZF3nz59HSkqK1vWGh4cHevXq5XR97V9//YWCggKttvj5+eHGG2+stS2vvfYa4uLiEBAQgCFDhmjGSpXowIEDKCsr02pn3bp10bZtW73tNOccpdJ1jdywYUM0atSo1rbMnTsXzZs3R2BgIO6++24kJyfbtK5KER8fD09PT/To0UNzrH379qhTp47Tff7OTN/cwsGDB51uHEdfW2r7fTpx4gSio6MREhKCtm3bYsuWLbaspkVKS0tx8OBBk9ppzjlKVXktZk5btmzZgiZNmiAoKAjdu3fH3r17bVlVxUhMTMTVq1e13jOVSoWbbrrJ6T5/Z2buvIUSWXKv1Lx5c0RHR6N+/fpYvnw5RMTW1TVbfHw8evbsCZVKpTnWp08fXLt2DefPn7faOUql7zs1ISEBGRkZes8rKipCREQEIiIi0LhxY3z00Uc2rqly6HvPjh49isLCQgfVyr1UjtdV/RyioqIQGxvrdN95uu4vmzdvjvr169faloceeghxcXEIDAzEpEmTkJqaatO6WsKccXZXG5s3dy3f2LFj0axZMwQFBeGhhx5Cdna2raurCPHx8YiMjERsbKzmWJ8+fTSPke3l5eXhxIkTLnF/efnyZSQlJdVoS+/evWtty8aNGxEbG4vAwED07t271nkWRzp9+jQyMzO12unl5YUePXrobac55yjV0aNHUVRUpNWWgIAA3HDDDbW25eWXX9aMzQ8bNgz//POPraurCPv370d5ebnWexYeHo5WrVqZ9fl71V6E9ElJSUHbtm21joWHh2sea9iwoSOqZTMpKSma9lVSqVQICwtDSkqK0WWUKDMzE/Pnz8eoUaPQuHFjANDUt3p7wsPDcfToUaPLKElBQQF69OiB3Nxc5Obm4tlnn9VcrAG6P7/w8HCUlpYiIyMDERERRpVRgitXrmDq1Kn44osvEBwcrLOMvrZUPmZsGbJcfn4+8vPzdb7X+t5nc85xR5XvRVhYmNZxU96ns2fPYunSpZg1a5bWYmh3Z07/cObMGcybNw87d+6EWq22eR2dkbl/25WBqJ06dcKFCxdQUFCA22+/He+8845WQJu7S0lJQatWrbSOVf29bd26tVXOcTdpaWkoLy+36DupuLgYDz30ELp06aJ1febuUlJS4Ovri4CAAK3jht7bkpISjBs3Dk899RTatGmj6AF4R0pJSUGTJk20jtX2PZaYmIiYmBiMHz8e3333HUpKStC6dWu888476N69u62rrEiXL19GeXm53sd9fHwsukdKSUlBWFiY1uQ2oJxr3kuXLhl8XK1Wa76HdV07eXt7o06dOgbb8vjjj2P+/PkIDQ3F/v37MWrUKGRlZeHjjz+2vAE2oKuddevWhYeHh952mnOOUplzjezt7Y1XXnkF06dPR0BAAHbs2IHRo0ejvLwcixcvtnmdHc2c/tjdpKen1xqAFxUVBQ8P8/b9MTS+p4RJh5SUFBQVFRksExMToykL6G6Lod+nwYMHY8WKFWjevDmuXr2KSZMmYciQIThy5Aj8/f0tbIH1mdNOc98bJUpJSYGXlxfq1Kmjdby2tkyaNAlTpkxBVFQUEhIScNddd+HOO+/Erl27zP77cRYpKSkIDQ2t0U5n/PxtJS8vz+CCQ6Di+sSSPkHfdUJxcTGysrJQt25ds5/bUjk5OcjKyjJYJjw8HL6+vigrK0NGRobOtqSnp6OsrEznGGqTJk2wY8cO9O/fHyUlJViyZAmGDx+OvXv3onPnzlZtjzVkZWWhpKTEpH7TnHOUytzvjU6dOmHv3r3o0qULcnJyMHv2bAwaNAh//fWX5vvaVRl6z06cOOGIKilOaWkprl69arBMYGAgQkJCzH4NJc9rFhcX49q1awbLBAUFaa5xzLlX8vPzw6pVqzBp0iT4+vriq6++wt133w0fHx888sgjljfCBlJSUtCsWTOtY1Xb2bRpU6uco1S1/c6GhobWOKdu3br4/PPPMXLkSHh4eOCDDz7Afffdhzp16mDUqFF2qbcj6XvPysvLkZ6ejqioKAfVTDmuXr1qcJMNT09PNGjQwOznT0lJgYeHR43fT6Vc81y5csVgsLGXl5dmU5aUlBQEBgbWmLeurS1Tp07FtGnTEBkZiVOnTmHMmDEYN24ctm/fXmMsWwnMGWdX+ti8Kcxdyzd37lzMmTMHYWFhOHz4MEaPHo309HRs2LDB1lV2OF3vWeV8pbN9/raSmZlZ68ZV9evXh7e3t1nPn5qaChFR7P1lRkYG8vLyDJZp0KABPD09Dd4rHTx4UO/53bt3x8MPP4xOnTohMzMTDz30EAYOHIjjx48rZn1mVYbaefr0aaudo1TmjiMMHToU7777LuLi4nDlyhVMnDgRQ4cOxaFDh7SC3F2RtcfsGQxhAQ8PjxoX0JU747viYlFd7QUq2lzZXmPKKE1+fj6GDx8Of39/vP/++5rjlRMjuj7jqu2trYyS+Pv7axarxMfHY9iwYSgtLcWzzz4LwLjfaWf5vb/vvvswfPhwNG7cGJcuXdIsgrty5Qr8/PxQp04dnW2p/NlQe6uXIcuZ87fkbH9/jlL5PpWVlWntnmPs+3TlyhUMHjwYvXr1couFSKYwpz8cP3487r//foSEhODSpUuaSeakpCTUrVuXmTdg/t+2SqXCmjVrsG3bNvTp0weXL1/GoEGD8MADD2Dz5s02rbMzMef31lm++x3J0u+ksrIyTJo0CRcvXsRvv/3m8guRTOHh4aFz0N7Qe/vcc8/B29sbI0aM0Opr09LSkJKSwgCpf5nzt61SqfDLL7/g+eefx//+9z+UlJRg+vTpGD58OM6cOaM3CNmV3XzzzQYHO9u2bYsff/zR7OdX8j12WVmZ1u7KuvTs2RMbN24EYH5bnn/+ec2/u3Tpgueeew73338/3nnnHUUu0NXVzrKyMpSXl5v0XVvbOUplTt9Sv359zJ8/X/PzgAEDMHfuXKxatcot7kF4rVW7RYsW4fvvvzdY5tChQ2Z/xyt9fGHGjBn4888/DZa5cOECPD09zW7LnDlzNP+OjIzEBx98gEaNGuHnn3/G7bffbn7lbcTdx5E8PDxQXl6O8vJyrXuH2tryxBNPaP4dFxeHN998E3379sWJEyfQrl07m9bZ0ZR8TaUUmzdvxuOPP26wzIoVKyxaYKjk77y1a9fixRdfNFjm448/xq233goPDw+oVCqdbVGpVHrv6UeOHKn5t1qtxvPPP4/Nmzfjgw8+UGQwBPta89py7733av4dFBSEd999F5s3b8b69euxYMECm9RVKVzp87eVs2fP4tZbbzVYZtKkSRZllVZyX3v8+HHccccdBstMnz4dTz75JADz2tKyZUu0bNlS8/OoUaMwdepUrFq1SrHBEO4+Zm9OW3r16qX187Rp0/Ddd99h1apVbhEM4Uqfv63cddddOHfunN7HIyIiDC4+rY2592T2MmzYMIPBZ02bNsXu3bsBmH+v9NRTT2n+3bJlS7z22msYOHAgzp49i7i4OAtqbxvmtNOV7iPNbcuSJUs0/+7UqRNeeOEFjB8/HqtWrbIoeNMZ6HvPSktLne7zt5Xly5fjww8/NFhm27ZtaNOmjVnPr/T7i2eeeQZffvmlwTJ79uxBTEyM2W2ZNm2a5t8hISF4//33ERYWhi+//BLTp0+3oPa2wXEE89oyb948zb8bNGiANWvWIDY2Frt27cLgwYNtU1mFqPqeVQ3MNPfzZzCEBWJiYmrs3lCZVtoVo61jYmKQmpqqtatNcXExMjMzER0dbXQZJancNTojIwM///yzVuR25Q4tV69eRceOHTXHk5OTtdpbWxml6tatG6ZMmYLPPvtMEwyh73faz89P894YU0YJUlNTcezYMc1keeUOesOGDcOMGTPw5JNPIiYmBr/++qvWeZVtq/oZ11aGLOfn54e6devq/N3S9z6bc447qtpPVWa+ASrep9tuu83guVevXsUtt9yCZs2a4csvvzQ7YttVxcTE1Bgoq7wO0Pc7mJGRgbVr12Lt2rUAoNnd9KabbsJ//vMfzJgxw4Y1dg7m/m3HxMSgbdu2mh31o6KiMGPGDMyfP7/GYKQ7M3T9qu/9Neccd1OvXj34+PiY9Z1UVlaGe+65B7///jt++eUXrb6aKn7/SkpKkJaWppXlyNB7e+XKFVy8eFGzSLty1/758+fju+++0yzMdncxMTG4fPmy1jFj+gM/Pz8sWrQIKpUKPj4+eOqpp/Dhhx/iwIEDuPnmm21eb6U5deqUTZ8/JiYG6enpKC4uho+PD4CKfiMtLc3hfbCnp2etmSGqiomJwbVr1yAimt20cnNzkZ+fb1JbYmNjUV5ejosXL9bIXKQEMTEx2LZtm9YxY/62TD1HqWJiYvDzzz9rHTOnLbGxsUhOTkZhYSF8fX2tWkelMac/djerVq2y6fNXvW+uSinjC6ZcuxgaAzBlsXtMTAx8fHxw/vx5o8+xp6rtrJodITk5GV27drXaOUoVExOD8vJypKSkoH79+prjpv7OxsbGAgDOnz/v8sEQMTExyMrK0vpeKS8vR2pqqiL+zpVg4sSJmDhxok1fQ9/4QmBgoMMDq2fMmGH0uJxKpUKDBg10tiUqKsqknXBjY2MV29eGhIQgICDApO9Hc85RqgYNGsDDw8Pitvj4+CAmJkaxn7M1Kf2aSglatmxp0n20OcyZt7CXG264weRxBGvcK8XGxio2uyTAMXt9ban8vjVWbGwstmzZYu3qKZK+90ytVmuNobuzyoX+tlL5nVf9O04p33mmBHrExMSgsLAQWVlZmntlEcG1a9fMvr9UYjCEOePsSh6bN5W11vJV/Zw7depki6oqRkxMjOa7tVJmZiaKioqc7vO3lSVLlmgFzFhb/fr14eXlpdj7izfffBNvvvmmUWWtda/k7++PyMhIxd5fVm1n27ZtNccNtdOcc5SqaluqXx906dLF6Odp3LgxPD09Ffs5W1PV96xq5rvk5GTN2i9TcFWYBfr27Ytdu3ZpoqwBYOvWrWjdurVL7jbat29fFBYWat04bNu2DeXl5ZpfPmPKKEVlIERKSgp+/vnnGp9Zw4YN0bRpU2zfvl1zLD8/H7t370bfvn2NLqMUlYvAqkpNTdXaSbNv375abQEqfqd79+6tWURqTBkl2LdvHy5duqT5r3Lh8cGDBzU7ivTt2xfnz5/HmTNnNOdt3boVarUa3bp1M7oMWYe+362qf0s5OTlaA5/GnOPuunfvDrVarfU+nTx5EhcuXNB6n5KTkzU7Z1f+fMstt6BRo0b46quvaqTGpIrfv0OHDmkyzwAVv39169bVXKSXlpbi0qVLmoCshIQErb6p8ubo/PnzDISowpz+4Oabb0ZOTo7WOTk5OfDz81PU95Oj9e3bF3/88YfWLuZbt25Fo0aNNIuliouLcenSJRQXFxt9jrvz8vJCr169tH5vRQQ//vij1u9tVlaW1iBHeXk5Jk+ejF27duGXX35R5ACxo910003w9PTUem/379+PtLQ0rff26tWryMrKAgCsWbNGq689evQoAOCjjz5iIEQVffv2xZ49e7T6zq1btyI6Oloz2FBSUqLVH9x8880oKSlBYWGh5pzK8wMDA+1Ye9d2+fJlZGdnA6j4nMrLy7UWl+/cuRNFRUVOd83bt29fZGdnY+/evZpjW7duhUqlQu/evTXHLl26pEmtrOs+ds+ePZoFRUrUt29fXLp0CSdPntQc27p1K3x8fDRBWiKCS5cuaQJjjTnHWfTt2xfHjx/Xuk7bunUrgoKCNBNkZWVluHTpkqYv0fc5N2jQwCUDIar3rcb0x2R96enpmjTLDRo0QFxcnNb1RkFBAXbt2uV0fW2bNm0QHh6u1ZbU1FQcOHBAqy2pqalIS0sDoPtv8ODBgyguLtZMcivNjTfeiICAAK12nj9/HqdOndJq57Vr1zRjHcae4wx69eoFLy8vrbYcPnwYycnJNa6RMzMzAejvawEo9nO21JUrVzTXVH369IGIYMeOHZrHf/31V+Tn5zvd5+9M8vPzcenSJYgIAP3jPX369DEpgEAJjBm7ys3NRVJSkubn6n+HhYWFOHz4sGL/BlUqFfr06VOjndXHOrKzs3HlyhWTznEGvr6+6Natm1ZbysvLsX37dq22ZGZm1hjrqSolJQVnz55V7OdsqYyMDM3O0/Xq1UOrVq203rOioiL88ssvTvf5O5PqcxDGzFs4C3PGrvRd8yj5b7Bv37749ddfNZ8hUNHO5s2bIzIyEkDF39KlS5c061KMOcdZ9O3bFz/99JPWZ7d161Z06dJFs46hsLAQly5d0mQQ1vU57927V9GfsyUqr6kq2923b1+t61qg4j2rvE8g20hOTtbcX/Xs2RPe3t5a33l//fUXkpKSnO47r3KdT9W27N27F5mZmXrnYJzx/tLYcXZXHps3Zi1fUlKS5ntX3+fs6enpsvPDly5d0syH9+3bFxkZGdi/f7/m8a1bt8LDwwM33XSTo6ro8qrOpVfOj1Sff9+2bZvT/Q2GhoaiXbt2Wm0pKSnBzz//rNWWqvdXIqIZT6mUlJSExMRExfa1TZo0QcOGDbXamZubi99//12rnWlpaZqxeWPPcQbt2rVDaGioVluSk5Nx+PBhrbakpKQYHJvft28fysrKFPs5W6rqmH3Xrl3h5+en9Z4lJCTg7Nmz5n3+QmZLS0uTyMhIufvuu+Xw4cOyZs0a8fb2lnXr1jm6amZJSUmRxMREWbRokURGRkpiYqIkJiZKaWmppszo0aOlZcuW8uuvv8rOnTuladOmMmHCBK3nMaaMoxUVFcltt90mDRs2lIMHD2rampiYKPn5+ZpyH3zwgajVavn444/l0KFDMnr0aImJiZHs7GyTyijBqFGjZM2aNXLs2DE5evSovPjii+Lp6SkffPCBpszZs2clMDBQZs2aJUePHpX//ve/4unpKb/88otJZZRoy5YtAkCuXLmiOVZeXi49evSQnj17yt69e+X777+X8PBweeyxx0wqQ9axd+9e8fb2lueee06OHj0qCxcuFD8/Pzl+/LimzJIlSyQgIMCkc0jk0UcflXr16sn3338ve/fule7du0uPHj2kvLxcU6Zt27YydepUERFJTU2Vtm3bSpcuXeTMmTNafWRJSYmjmqE4RUVF0rp1axk4cKAcOHBANm7cKIGBgfLyyy9ryvz9998CQLZs2aLzOdauXSsA+L5WY05/cOrUKQkMDJRly5bJqVOn5KuvvpJ69erJ448/7ogmKFZOTo40atRIRo0aJYcOHZJPPvlE1Gq1rF69WlPmzz//FADy559/Gn0OiezYsUM8PT3l1VdflaNHj8pDDz0kwcHBcv78eU2Z+fPnS3R0tObnyZMnS0hIiOzcuVOrr83JyXFEExRrxowZEhUVJdu2bZM//vhDOnbsKLfeeqtWmcaNG8vs2bN1np+SkiIA5Ntvv7VDbZ1HXl6eNG3aVIYPHy4HDx6U//3vf+Lr6yvvvPOOpsy+ffsEgOzevVtEREpKSqRz585y5513ypEjR2TPnj3Sq1cv6dq1K7/LjJSamiqJiYny7LPPSmhoqM5rrDp16sgzzzyj+Xn8+PESGxsrO3fulF9//VVatGghY8aMcUDtLTd06FBp166d/Pbbb7Jjxw5p2LCh5hq0EgB57bXXRERk9erVMnv2bPn111/l77//lhUrVkhAQIA8+uijDqi9ccrLy6V3797SrVs32bNnj/zwww9Sr149mT9/vqZMRkaGAJAPP/zQ6HOcRUlJiXTs2FFuvvlm2bdvn2zevFnq1KkjS5Ys0ZQ5d+6cAJDNmzeLiMizzz4rTz/9tPz5559y7NgxWbJkiXh6esrbb7/toFZY5tKlS5KYmCi33nqrDB8+XBITE+Xy5cuax6v3rcb0x2Sa3NxcSUxMlF9++UUAyPfff1/jGmvs2LHSvXt3zc+ffPKJ+Pj4yIcffiiHDx+Wu+66S6KioiQzM9MRTbDIq6++KoGBgfL555/LgQMHZNCgQdKiRQspLCzUlLn11ltl2LBhIiJy+vRpGTx4sHz//feae6m4uDjp1q2b1riw0jz99NMSGhoqX3/9tcTHx0vv3r2lc+fOWnW+8cYbtcaljTnHWcyaNUsiIyNl69at8ueff0rnzp2lX79+WmWaNWsmM2fOFBGR7du3y/jx42X79u1y8uRJWbt2rURERMjo0aMdUHvLVV5TLVmyRIKDgzXXVMXFxZoyYWFh8sQTT2h+vueee6RJkyby888/y+7du6VVq1YyYsQIB9TeNZSUlGje98jISFm0aJEkJiZKSkqKpszq1asFgKb/PX36tAQEBMjcuXPl6NGjsnTpUvHy8tJ8JzqTQ4cOiVqtlqeeekqOHj0qTzzxhKjVajl8+LCmzMsvvyyenp6anwcNGiQff/yxHD9+XH7//XcZNmyY1KlTR86cOeOIJhjl119/FS8vL3nppZfk6NGjMnv2bAkICNCq8xNPPCFhYWEmneMsvv/+e/Hy8pIVK1bIkSNHZOrUqRIaGipJSUmaMjNnzpRmzZppfu7atats3LhR/v77b/npp5+kR48e0rBhQ0lLS3NEEyxSeU21e/duASDffPONJCYmas1/TpgwQW688UbNz+vWrRNvb295//335fDhwzJu3DiJjIyU9PR0RzTBJVy+fFkSExNl+PDhcuutt0piYqLW72D1OQhj5i2chTljV3PnzpWlS5fKvn375MiRI/Loo4+KSqWSDRs2OKoZtcrIyJCoqCgZO3asHD58WD744APx9vaWtWvXasrs3LlTAMihQ4eMPsdZXLlyRerWrSv33XefHDlyRN566y3x9PSUb775RlNm8+bNAkDOnTsnIiKTJk2SFStWyOHDh2X//v0ydepU8fLykl27djmoFeYrLS3VXFM1adJE5s6dK4mJiXLt2jVNmcq5xMrrrPPnz0twcLDMnDlTjh49KsuXLxdPT0/ZsWOHo5rh9NLT0yUxMVFWrlwpAOT8+fOSmJiodR/dsmVLefDBBzU/z5s3T+rXry9btmyRPXv2SJcuXaR3795a8+/O4oEHHpCYmBjZvn27/P7779K+fXsZNGiQVpno6GjNWOV3330nkydPlp9++klOnjwpH330kYSHh8v48eMdUX2jGTPO7spj88as5VOr1bJ06VIRqRgrmzFjhvzyyy/y999/yzvvvCNBQUEya9YsR1TfYteuXZPExESZNWuWNGvWTNP3lpWViUjFPS4AWbFiheacgQMHSocOHeT333+X7du3S3R0tFY/QKbJz8+XxMREOX78uACQjz76SBITE7XGX2fPni2NGzfW/Lx161bx9PSU119/XY4ePSoPPPCA1KlTRxITEx3QAst8/vnn4u3tLe+9954cPnxYJkyYIBEREZKamqopM3nyZOnYsaOIVFwL9+rVS7788ks5efKk/Pjjj3LDDTdIs2bNFL2W4L333hNfX19Zu3atHDp0SEaMGCGNGzfWqvOIESO0xjGNOcdZLFu2TIKCguSLL76QAwcOyIABA6R169ZSVFSkKdOvXz/NmOSJEydk6NCh8sMPP8ipU6dk8+bNEhsbKz179tT0T84kIyNDEhMTZc2aNQJATp06JYmJiVJQUKAp07FjR5k8ebLm5//85z8SFhYm3377rcTHx2vWHpjTfgZDWOjUqVMyevRoiY2Nle7duzvlDWalcePGSXR0dI3/Km8qRSoGvubPny+tWrWS1q1by2OPPab1y2psGUc7d+6czrZGR0fL999/r1X2gw8+kK5du0psbKzcddddcvbs2RrPZ0wZR0tKSpJZs2ZJx44dpV27djJ69GidN8T79u2TIUOGSGxsrPTt27fG+2FsGaXZuXOnREdHaw0ciFRMnD3wwAPSvHlz6dChg7z44os1JkCNKUPWsWPHDrn55pslNjZWbrvtNvn999+1Hn/jjTekRYsWJp1DFQNpL774onTo0EGaN28uDzzwgNYFtUjFQoiFCxeKSMV7qq+PPHnypCOaoFhJSUkyadIkiYuLk86dO8sbb7yh9XhCQoJER0fLzp07dZ7/5ZdfSnR0NPsUHczpD/bv3y/Dhg2TZs2ayU033SQrVqzge6vDP//8I2PHjpVmzZpJ165dawQ1HDx4UKKjo+XgwYNGn0MVvvnmG+nTp4/ExsbK0KFD5cCBA1qPL1myRLp06SIiFX2zvr723XffdUT1Fau4uFieeeYZadeunbRo0UIefvjhGgsTe/TooTVAXVV6erpER0dzMkiH8+fPy7hx46RZs2bSpUsXWbVqldbjR44ckejoaImPj9ccS0lJkQcffFBatGghnTp1kjlz5tS4riD9Jk+eXOs1Vps2bWT58uWan/Pz8+Wxxx6T1q1bS6tWrWT+/PmSm5vriOpbLDs7W2bPni0tW7aUtm3byhNPPKE1qShSMbG2Zs0aEanoK1evXi39+/eXli1byuDBg2X9+vWOqLpJ0tLSZPr06dKiRQtp3769PP/881rXJFlZWRIdHS2ff/650ec4k6tXr8qUKVMkLi5OOnXqJMuXL9eaCE5MTJTo6GjZunWriIgUFBTIsmXLpFevXtK6dWsZPny4bN++3VHVt1izZs1q/I3fcMMNmsd19a219cdkmg8//LDWa6wZM2bIHXfcoXXeRx99JN26dZNmzZrJnXfe6ZSLNiu99dZb0rlzZ2nWrJlMnDixxgThuHHjtCYcdu7cKSNHjpQWLVpInz595IUXXtDaMEaJysrKZNmyZdKxY0dp3ry5TJ06VZKTk7XKDB06VB555BGTznEWJSUl8txzz0n79u2lRYsWMmPGDMnIyNAq07t3b3nyySc1P3/55ZcyePBgadGihdxyyy2ycuVKpw1onTp1qs6/86qbKLRv316WLVum+bmgoEAWLVokbdq0kVatWsm8efOcclJVKSrHvKr/N3HiRE2ZdevWSXR0tOTl5WmO7d27VwYPHixNmzaVfv366d1AxBn88ssvcuutt0rTpk3l1ltvrbFh1Lvvvqu1iOPcuXPywAMPSLt27eTGG2+UBx54QC5cuGDnWptuy5Yt0q9fP2natKkMHjxY9u7dq/X4smXLpH379iad40w2bdokN910k8TGxsodd9whR44c0Xr8ySeflN69e2t+PnbsmEycOFFat24tPXr0kPnz5zvtPfPatWt1/p2vXLlSU+aRRx6RoUOH1jive/fuEhsbK6NHj5ZTp07Zu+oupX379jU+g6rj4rrmIGqbt3Ampo5d5eTkyOLFi6Vbt27Stm1bGTNmjFPMG545c0buvPNOadasmXTr1k0+/vhjrcf/+OOPGtc6tZ3jTI4dOybDhw+X2NhY6dWrl2zcuFHr8a1bt0p0dLTmviYlJUUWLlwoN9xwg3To0EHGjx8vx44dc0TVLVY5RlL9vzvvvFNTpnIusWpg2YEDB2To0KESGxsrffr00QoeIdMtXLhQ5+dQNWi3X79+WhuwlZaWyvPPP6+5J5s+fbrTBv8VFRXJ008/LW3btpWWLVvKrFmzJCsrS6tMly5dtDY72bBhgwwcOFBatGght956q6xatUrxY5nGjLO78ti8MWv5mjVrprnWKysrkw8//FBuueUWadGihQwcOFA+/fRTpwz4ERG54447dP6dV64hq5y3rdzASKRiHH/WrFma+Yynn35aa0Ezmeb777/X+RlU7VueeeYZ6dGjh9Z5X331lfTu3VtiY2Nl2LBhmuBQZ7Ru3Trp0aOHxMbGyqhRo+Tvv//Wenzu3LkycOBAzc8HDhyQcePGSatWraRnz57y+OOP1xj/U6LVq1dL165dpVmzZjJ27Fj5559/tB6fOnWq1rWOMec4kzfeeEM6d+4scXFxMmnSJK1gdhGRO++8U2ujuJ9++klGjBghLVq0kL59+8rSpUsVt9baWE8++aTOv/Oq6zQGDhwoc+fO1fxcVlYmL730kmbM/v7779fabMUUKpFq+VSIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIgUzMPRFSAiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjIFgyGIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiMipMBiCiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIicCoMhiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjIqTAYgoiIiIiIiIiIiIiIiIiIiIiIiIiIiIiInAqDIYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyKkwGIKIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiJwKgyGIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiMipMBiCiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIicCoMhiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjIqTAYgoiIiIiIiIiIiIiIiIiIiIiIiIiIiIiInAqDIYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyKkwGIKIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiJwKgyGIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiMipMBiCiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIicCoMhiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjIqTAYgoiIiIiIiIiIiIiIiIiIiIiIiIiIiIiInIqXoytARERERERE9P/s3XlcVPX+x/E367CpIIQKYhmY5ZZWmpYt5l5ampbZ+iuvaZHpFc20bmVZ1FVLS8yu7Vpu6bVdk/JqWaZplksumCahqGwS27DI7w9idGBAltl5PR8PHjnfOXPOZ0i/c+acz+f7ARypsLBQ06ZNkyR16NBB//d//+fYgADATa1YsUIpKSny9vbWI4884uhwAAAAAAAAAAAA4OLoDAEAAAAAABo0Dw8PNW/eXKdOndLq1asdHQ4AuK1jx47p8OHDmjRpkqNDAQAAAAAAAAAAgBvwKC0tLXV0EAAAAAAAAI62Zs0aLViwgIIIALAxPz8/FRQUODoMAAAAAAAAAAAAuDg6QwAAAAAAAJe2Y8cOjRkzRl26dNFHH31kcZvExETdcsst6t69u0aPHq3k5GQ7RwkArq2goEDvvfeehg4dqueff97iNhkZGXrqqac0fPhwjRs3Tnv27LFzlAAAAAAAAAAAAGhIKIYAAAAAAAAu65133tH//d//qXPnztq3b5/S0tIqbbNu3ToNHDhQXbt21fPPP6/jx4/r6quv1qlTpxwQMQC4nqNHjyo6Olpff/21UlJStHXr1krb5OTkqEePHtqwYYNuvvlm5ebmqmvXrtqxY4f9AwYAAAAAAAAAAECD4FFaWlrq6CCczenTp3X06FE1atRIHh4ejg4HgJspLS3VX3/9pYiICHl6NtyaNOZaALbGfMtcC8D2nGGuzc3NVWBgoCQpKChIs2bN0tixY8226dGjh6Kjo7V48WJJZaubt2jRQlOnTtVjjz1m2m7NmjVasGCBVq9eXasYmG8B2JIzzLX5+fnKz89X06ZNNXz4cBUXF1eaK2fOnKn4+HglJyeb5uU+ffrIz89Pn332mdm2fn5+KigoqFUMzLUAbMkZ5lpnwFwLwNaYb8sw3wKwJebaMsy1AGyJubYMcy0AW6rNXOttp5hcytGjRxUVFeXoMAC4ueTkZLVs2dLRYTgMcy0Ae2nI8y1zLQB7ceRcW55wW5WcnBz9+OOPGjdunGnMz89PvXv31tdff20qhnj22Wf166+/avfu3Zo0aZJGjRqlSy65xOI+jUajjEaj6XFKSoratWtnhXcDAFVz5Fzr7+8vf3//ardZs2aN+vfvbzYvDxs2TP/85z9VUlIiLy8vffXVV9qzZ49KSko0Z84cde7cWddff73F/THXAnCEhnwNQeI6AgD7Yb5lvgVge8y1zLUAbI+5lrkWgO3VZK5122KIY8eOKTc3V5IUExNTq9c2atRIUtkvsHHjxlaPDUDDlp2draioKNNc01Ax1wKwNXeZb0+fPq3CwkJJko+Pj7y8vGr8WuZaALbmCnNtSkqKSktL1aJFC7PxiIgIJSYmmh6fd9556t69u7p37y5JMhgMVe4zPj5e06dPrzTOfAvAFlxhrpWkQ4cO6bLLLjMbi4qKktFoNN0US0tL0+HDhxUbG6vDhw9Xe6OMuRaAPbnKXGtrXEcAYGsNfb5NSEhQQkKCiouLJTHfArCNhj7XluPcFoAtMdeWYa4FYEu1mWvdthjiiSee0MaNG/X777+rsLBQ3t41f6vlLXsaN27MJA3AZhpqe7DyC70lJSWSmGsB2J6rz7cff/yxRo4cqeLiYs2bN09jx46t8Ws5rwVgL8481xYVFUmqXNxgMBhMz0nSQw89VON9Tp06VRMnTjQ9Lr8Qw3wLwJacea6VpMLCQgUEBJiNlT8uL+698847deedd9Zof8y1ABzB2edaW+M6AgB7aajzbWxsrGJjY5Wdna0mTZow3wKwqYY615bj3BaAPTTUuZbcLwD2VJO51m2LId5++21JUlBQkIMjAQCcreKFXgBA9YYOHaqCggJNmDDB0aEAgEsKDQ2VJKWnp5uNp6enm56rLYPBUG3nCABoiIKDg5WRkWE2Vj73BgcH13p/zLUAAAAAAAAA4HzI/QLgbBxWDHHo0CGtW7dO7dq1U8+ePSs9X1paqm+//VYHDx5U69atde2118rT09P0/OHDh03tI8/WvHlzCiAAAADgVH799VcdOXJEN9xwQ6XVcqWylXK3bt2q4uJide3a1eI2AIC6adGihSIiIrRlyxYNHjz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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "_ = plot_marginals(samples, group_by=\"energy\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "8202f2f2", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "_ = plot_marginals(samples, group_by=\"pdg\")" ] @@ -126,37 +200,70 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "e0618b09", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Real vs. generated Pearson correlation matrices (+ their difference) over\n", - "# the 9 raw target dims \u2014 catches a model that decorrelates targets that are\n", + "# the 9 raw target dims — catches a model that decorrelates targets that are\n", "# physically coupled even when every individual marginal looks clean.\n", "_ = plot_correlation_matrices(samples)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "75a6624b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Scatter for physically-coupled pairs (step_length/delta_e/edep) \u2014 the\n", + "# Scatter for physically-coupled pairs (step_length/delta_e/edep) — the\n", "# joint-structure check correlation matrices alone can't fully capture.\n", "_ = plot_pairwise(samples, n_sample=10000)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "69ca0042", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# cos(angle) between post_dir and travel_dir \u2014 coupled through the\n", + "# cos(angle) between post_dir and travel_dir — coupled through the\n", "# scattering physics, so this is another joint-structure check.\n", "_ = plot_direction_alignment(samples)" ] @@ -168,15 +275,26 @@ "source": [ "## Tier 3: physical constraints\n", "\n", - "Unit-norm direction vectors, non-negative step_length/delta_e/edep. `constraint_report`/`plot_constraint_violations` only ever check the *generated* side (`samples.gen_raw`, here the rollout output) \u2014 under autoregression a violation isn't just a one-off artifact, it can feed the next step's conditioning, so this is worth watching more closely here than in one-step-ahead validation." + "Unit-norm direction vectors, non-negative step_length/delta_e/edep. `constraint_report`/`plot_constraint_violations` only ever check the *generated* side (`samples.gen_raw`, here the rollout output) — under autoregression a violation isn't just a one-off artifact, it can feed the next step's conditioning, so this is worth watching more closely here than in one-step-ahead validation." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "db94a36f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "_ = plot_constraint_violations(samples)" ] @@ -188,14 +306,14 @@ "source": [ "## Tier 4: event-level (shower) observables\n", "\n", - "Built on `compute_rollout_observables` for the rollout side, not `compute_event_observables_pl` \u2014 the rollout file carries its own `track_id`/`termination_reason` columns that the event-level aggregation needs, and the shower here already *is* a full autoregressive rollout rather than one-step generations re-aggregated by event.\n", + "Built on `compute_rollout_observables` for the rollout side, not `compute_event_observables_pl` — the rollout file carries its own `track_id`/`termination_reason` columns that the event-level aggregation needs, and the shower here already *is* a full autoregressive rollout rather than one-step generations re-aggregated by event.\n", "\n", - "The real-shower overlay comes from `compute_truth_observables(TRUTH_FILE)` \u2014 the truth-side counterpart, computed directly from the same raw truth-schema file used for Tiers 1-3 above (no separate paired `giant predict --coord local` file needed, unlike `analysis/export_rollout_observables.py`'s `reference_path`)." + "The real-shower overlay comes from `compute_truth_observables(TRUTH_FILE)` — the truth-side counterpart, computed directly from the same raw truth-schema file used for Tiers 1-3 above (no separate paired `giant predict --coord local` file needed, unlike `analysis/export_rollout_observables.py`'s `reference_path`)." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "a717f38e", "metadata": {}, "outputs": [], @@ -220,10 +338,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "2372ff43", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "_ = plot_rollout_total_energy(obs, reference=reference)" ] @@ -240,10 +369,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "a3b34ad9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "_ = plot_rollout_longitudinal(obs, reference=reference)" ] @@ -255,15 +395,26 @@ "source": [ "### Transverse profile\n", "\n", - "Same idea, binned by perpendicular distance from the shower axis instead of depth \u2014 a Moli\u00e8re-radius-style lateral containment check." + "Same idea, binned by perpendicular distance from the shower axis instead of depth — a Molière-radius-style lateral containment check." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "25971f55", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "_ = plot_rollout_transverse(obs, reference=reference)" ] @@ -281,7 +432,7 @@ ], "metadata": { "kernelspec": { - "display_name": "giant (3.12.13)", + "display_name": "giant (3.12.13.final.0)", "language": "python", "name": "python3" },