From 76416aae951583ed5322ab05f0c36ad7505521b3 Mon Sep 17 00:00:00 2001 From: Donovan Date: Fri, 29 Aug 2025 14:14:37 -0500 Subject: [PATCH] implement tower shuffle --- notebooks/evilkode.ipynb | 85 ++++++++++++++++++++++--------------- src/keypad.py | 17 ++++++-- src/tower_shuffle.py | 12 ++++-- src/utils.py | 3 ++ src/visualnkode.py | 20 +++++---- tests/test_keypad.py | 8 ++++ tests/test_tower_shuffle.py | 2 +- 7 files changed, 96 insertions(+), 51 deletions(-) diff --git a/notebooks/evilkode.ipynb b/notebooks/evilkode.ipynb index 23257d5..a3620b8 100644 --- a/notebooks/evilkode.ipynb +++ b/notebooks/evilkode.ipynb @@ -4,8 +4,8 @@ "metadata": { "collapsed": true, "ExecuteTime": { - "end_time": "2025-07-24T12:28:08.924404Z", - "start_time": "2025-07-24T12:28:08.922674Z" + "end_time": "2025-08-29T18:56:41.319525Z", + "start_time": "2025-08-29T18:56:41.316861Z" } }, "cell_type": "code", @@ -17,20 +17,20 @@ ], "id": "initial_id", "outputs": [], - "execution_count": 7 + "execution_count": 11 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-07-24T12:28:08.944616Z", - "start_time": "2025-07-24T12:28:08.934651Z" + "end_time": "2025-08-29T18:56:56.212133Z", + "start_time": "2025-08-29T18:56:41.328565Z" } }, "cell_type": "code", "source": [ "multiple = 1\n", "number_of_keys=6* multiple\n", - "properties_per_key=9 * multiple\n", + "properties_per_key=10 * multiple\n", "passcode_len=4\n", "max_tries_before_lockout= 3\n", "complexity=2\n", @@ -57,26 +57,28 @@ " complexity=complexity,\n", " disparity=disparity,\n", " shuffle_type=ShuffleTypes.FULL_SHUFFLE\n", + ")\n", + "\n", + "bench_tower = shuffle_benchmark(\n", + " number_of_keys=number_of_keys,\n", + " properties_per_key=properties_per_key,\n", + " passcode_len=passcode_len,\n", + " max_tries_before_lockout=max_tries_before_lockout,\n", + " run_count=run_count,\n", + " complexity=complexity,\n", + " disparity=disparity,\n", + " shuffle_type=ShuffleTypes.TOWER_SHUFFLE\n", ")\n" ], "id": "c86c6ed5014dac44", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "file exists ../output\n", - "file exists ../output\n" - ] - } - ], - "execution_count": 8 + "outputs": [], + "execution_count": 12 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-07-24T12:28:08.959177Z", - "start_time": "2025-07-24T12:28:08.956983Z" + "end_time": "2025-08-29T18:56:56.226642Z", + "start_time": "2025-08-29T18:56:56.224017Z" } }, "cell_type": "code", @@ -84,7 +86,9 @@ "print(f\"Bench Split Mean {bench_split.mean}\\n\"\n", " f\"Bench Split Var: {bench_split.variance}\")\n", "print(f\"Bench full Mean {bench_full.mean}\\n\"\n", - " f\"Bench full Var: {bench_full.variance}\")\n" + " f\"Bench full Var: {bench_full.variance}\")\n", + "print(f\"Bench full Mean {bench_tower.mean}\\n\"\n", + " f\"Bench full Var: {bench_tower.variance}\")\n" ], "id": "6de455d5097d9c3d", "outputs": [ @@ -92,22 +96,24 @@ "name": "stdout", "output_type": "stream", "text": [ - "Bench Split Mean 7.2704\n", - "Bench Split Var: 2.4663304730473046\n", - "Bench full Mean 4.1724\n", - "Bench full Var: 0.2597042104210421\n" + "Bench Split Mean 7.4017\n", + "Bench Split Var: 2.4483819481948195\n", + "Bench full Mean 4.2212\n", + "Bench full Var: 0.2624968096809681\n", + "Bench full Mean 6.7561\n", + "Bench full Var: 1.6323760276027603\n" ] } ], - "execution_count": 9 + "execution_count": 13 }, { "cell_type": "code", "id": "99ddd0fbd421b058", "metadata": { "ExecuteTime": { - "end_time": "2025-07-24T12:28:08.979772Z", - "start_time": "2025-07-24T12:28:08.976536Z" + "end_time": "2025-08-29T18:56:56.239558Z", + "start_time": "2025-08-29T18:56:56.236307Z" } }, "source": [ @@ -150,20 +156,21 @@ " plt.show()\n" ], "outputs": [], - "execution_count": 10 + "execution_count": 14 }, { "cell_type": "code", "id": "9cbf9282eba285e6", "metadata": { "ExecuteTime": { - "end_time": "2025-07-24T12:28:09.456902Z", - "start_time": "2025-07-24T12:28:08.990479Z" + "end_time": "2025-08-29T18:56:56.959009Z", + "start_time": "2025-08-29T18:56:56.245415Z" } }, "source": [ "bench_histogram(bench_split.runs, \"Key Logger Split Shuffle\", number_of_keys, properties_per_key, passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))\n", - "bench_histogram(bench_full.runs, \"Key Logger Random Shuffle\", number_of_keys, properties_per_key, passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))" + "bench_histogram(bench_full.runs, \"Key Logger Random Shuffle\", number_of_keys, properties_per_key, passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))\n", + "bench_histogram(bench_tower.runs, \"Key Logger Tower Shuffle\", number_of_keys, properties_per_key, passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))" ], "outputs": [ { @@ -171,7 +178,7 @@ "text/plain": [ "
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" + "image/png": 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" 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" + "image/png": 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z5k0AkForxt/fH4cPH0aLFi0wYsQIMeGqX78+4uLixHrm5uaYM2cOpkyZgrt376Jbt26oVKkSEhMTsWvXLgwdOlRqpeLSoKysjNGjR2PChAk4ePAgOnTogM6dOyMgIAADBw5E8+bNER8fj9DQ0ALjfYpzjjlz5mDYsGFo27Yt+vTpg8TERAQHBxdoc+jQoVi3bh0GDBiAmJgYmJqaYvv27YiMjERQUFCBsV2lrWvXrjAzM0OXLl1gbm6Oly9f4siRI9i7dy8aN26MLl26FLvNQYMGYcmSJXBzc4O3tzdSU1Oxdu1a1KtXDxkZGaUWu4KCAjZs2ICOHTuiXr16GDhwIGrUqIEHDx7g2LFj0NbWxt69e0vtfCSHZDO5jejbkD/tPjo6ukDZ4sWLBQBC586dhbdv3wqPHj0SfHx8BGNjY0FZWVkwMDAQXFxchPXr1xfadqdOnQQAwpkzZ4ocD4CPvmbPni0IgiC8ePFCGDNmjGBkZCQoKysLFhYWwqJFi6SmMguCILx8+VLw8fERqlatKmhpaQndunUTEhISBADC/PnzpepGREQIDg4OgoqKimBubi5s2LBBGDdunKCmplYgxh07dggtW7YUNDU1BU1NTcHKykrw8fEREhISxDpt2rQR6tWrV+Trzp92//jx4wJl6enpgo6Ojjg1/M2bN8K4ceMEQ0NDQV1dXWjRooUQFRVVYPp4/rTvbdu2SbWXPyU9ODhY6vjq1asFMzMzQVVVVWjUqJFw8uTJQqekP3r0SBg4cKBQrVo1QUVFRWjQoEGBtvLPsWjRIqnjH4vpU7+H7/v777+Fvn37Cubm5oK6urqgpqYm2NjYCFOnThWn/H/q/IIgFFh2QRAE4a+//hJq164tqKioCPb29sKhQ4dKfdp9vosXLwrdu3cXdHV1BVVVVcHExETo3bu3EBER8clrJ/ociSCUw8hAIiq2H374AfHx8YWOz5GVuLg4ODg44K+//vrsIpHdunXD1atXxdlBREQVGccQEVVAycnJCAsLE3cDl4XXr18XOBYUFAQFBQW0bt36k3Vv3bqF/fv3F7qlAxFRRcQxREQVSGJiIiIjI7FhwwYoKytj2LBhMotl4cKFiImJwXfffQclJSUcOHAABw4cwNChQwusg1O7dm0MGDAAtWvXxr1797BmzRqoqKhg4sSJMoqeiKh4mBARVSAnTpzAwIEDUatWLWzatAkGBgYyi6V58+YIDw/H7NmzkZmZiVq1asHf3x9Tp04tULdDhw74+++/kZKSAlVVVTg5OWHu3LkfXYSRiKii4RgiIiIiknscQ0RERERyjwkRERERyT2OISqCvLw8PHz4EJUqVZJakI6IiIgqLkEQ8OLFCxgZGRXYVPlDTIiK4OHDhwVm1RAREdHX4f79+6hZs+Yn6zAhKoL85fTv378PbW1tGUdDRERERZGRkQFjY+MibYvDhKgI8h+TaWtrMyEiIiL6yhRluAsHVRMREZHcY0JEREREco8JEREREck9JkREREQk95gQERERkdxjQkRERERyjwkRERERyT0mRERERCT3mBARERGR3ONK1UREpSw9PR2vXr2SdRhEXy0NDQ3o6OiU6zmZEBERlaL09HSsXLkSb9++lXUoRF8tZWVl+Pr6lmtSxISIiKgUvXr1Cm/fvkX37t2hp6cn63CIvjqPHz/Gzp078erVKyZERERfOz09PRgaGso6DCIqIg6qJiIiIrnHHiKSuaSkJDx58kTWYchUtWrVUKtWLVmHQUQkt5gQkUwlJSXB0soab17L94wcNXUNJNy4zqSIiEhGmBCRTD158gRvXr+CbudxUNY1lnU4MvH26X083ReIJ0+eMCEiKiPOzs6wt7dHUFCQrEMp4MaNGxgwYADi4uJgZWWFuLi4j9a9e/cuzMzMcPHiRdjb25dbjPKACRFVCMq6xlA1qCPrMIiIyt3MmTOhqamJhIQEaGlpyTqcUhcVFYWpU6fi3LlzUFRUhL29PQ4dOgR1dXVZhyaFCREREVEJ5ObmQiKRQEHhy+Yn3blzB+7u7jAxMSmlyCqOqKgodOjQAVOmTMGKFSugpKSES5cuffE9KwsVLyIiIvpmOTs7Y9SoUZg4cSKqVq0KAwMD+Pv7A3j3OEgikUg9MkpLS4NEIsHx48cBAMePH4dEIsGhQ4fg4OAAdXV1tG3bFqmpqThw4ACsra2hra2NH3/8scBq4Tk5OeJif9WqVcP06dMhCIJYnpWVhfHjx6NGjRrQ1NRE06ZNxfMCQEhICCpXrow9e/bAxsYGqqqqSEpK+uT15uXlISAgADVr1oSqqirs7e1x8OBBsVwikSAmJgYBAQGQSCTivSiq3NxcDBo0CFZWVmIs//77Lxo2bAg1NTXUrl0bs2bNQk5ODgBg0KBB6Ny5s1Qbb9++RfXq1fH7778DALZv344GDRpAXV0durq6cHV1xcuXL4sVV74xY8Zg1KhRmDx5MurVqwdLS0v07t0bqqqqJWqvLDEhIiKicrVp0yZoamri3LlzWLhwIQICAhAeHl6sNvz9/bFy5UqcOXMG9+/fR+/evREUFITNmzcjLCwMhw8fxooVKwqcV0lJCefPn8eyZcuwZMkSbNiwQSz39fVFVFQUtmzZgsuXL6NXr17o0KEDbt26JdZ59eoVFixYgA0bNuDq1auoXr36J+NctmwZAgMDsXjxYly+fBlubm74/vvvxTaTk5NRr149jBs3DsnJyRg/fnyR70FWVhZ69eqFuLg4nDp1CrVq1cKpU6fg6emJ0aNH49q1a1i3bh1CQkLw66+/AgAGDx6MgwcPIjk5WWxn3759ePXqFfr06YPk5GT069cPgwYNwvXr13H8+HF0795dTBxDQ0OhpaX1ydepU6cAAKmpqTh37hyqV6+O5s2bQ19fH23atMHp06eLfI3liY/MiIioXNna2mLmzJkAAAsLC6xcuRIRERGwsLAochtz5sxBixYtAADe3t6YMmUK7ty5g9q1awMAevbsiWPHjmHSpEniZ4yNjbF06VJIJBJYWloiPj4eS5cuxZAhQ5CUlITg4GAkJSXByMgIADB+/HgcPHgQwcHBmDt3LoB3vSmrV6+GnZ1dkeJcvHgxJk2ahL59+wIAFixYgGPHjiEoKAirVq2CgYEBlJSUoKWlBQMDgyJff2ZmJtzd3ZGVlYVjx46JKzrPmjULkydPhpeXFwCgdu3amD17NiZOnIiZM2eiefPmsLS0xJ9//omJEycCAIKDg9GrVy9oaWnh5s2byMnJQffu3cVHeA0aNBDP+/3336Np06afjK1GjRoAgP/++w/Au+R18eLFsLe3xx9//AEXFxdcuXKlWH/e5YEJERERlStbW1up94aGhkhNTS1xG/r6+tDQ0BCTofxj58+fl/pMs2bNIJFIxPdOTk4IDAxEbm4u4uPjkZubi7p160p9JisrC7q6uuJ7FRWVAvF/TEZGBh4+fCgmbvlatGiBS5cuFamNj+nXrx9q1qyJo0ePSg1OvnTpEiIjI8UeIeDdY7U3b97g1atX0NDQwODBg7F+/XpMnDgRjx49woEDB3D06FEAgJ2dHVxcXNCgQQO4ubmhffv26NmzJ6pUqQIAqFSpEipVqlSkGPPy8gAAw4YNw8CBAwEADg4OiIiIwMaNGzFv3rwvugeljQkRERGVK2VlZan3EokEeXl54kDb98f1fGyT3PfbkEgkH22zqDIzM6GoqIiYmBgoKipKlb0/80tdXV0qqZKVTp064a+//kJUVBTatm0rHs/MzMSsWbPQvXv3Ap9RU1MDAHh6emLy5MmIiorCmTNnYGZmhlatWgEAFBUVER4ejjNnzoiPHfNniJmZmSE0NBTDhg37ZGwHDhxAq1atxK1rbGxspMqtra0/O/ZKFpgQERFRhZC/GW5ycjIcHBwA4JNr8hTXuXPnpN6fPXsWFhYWUFRUhIODA3Jzc5GamiomB19KW1sbRkZGiIyMRJs2bcTjkZGRaNKkyRe1PWLECNSvXx/ff/89wsLCxPYbNmyIhIQE1Knz8WVMdHV10a1bNwQHByMqKkrsvcknkUjQokULtGjRAjNmzICJiQl27dqFsWPHFuuRmampKYyMjJCQkCBVfvPmTXTs2LEkl12mmBAREVGFoK6ujmbNmmH+/PkwMzNDamoqpk2bVmrtJyUlYezYsRg2bBhiY2OxYsUKBAYGAgDq1q0LDw8PeHp6IjAwEA4ODnj8+DEiIiJga2sLd3f3Ep1zwoQJmDlzJszNzWFvb4/g4GDExcUhNDT0i69n5MiRyM3NRefOnXHgwAG0bNkSM2bMQOfOnVGrVi307NkTCgoKuHTpEq5cuYI5c+aInx08eDA6d+6M3NxccbwR8C5pjIiIQPv27VG9enWcO3cOjx8/hrW1NYDiPTKTSCTi9dvZ2cHe3h6bNm3CjRs3sH379i++/tLGhIiIiCqMjRs3wtvbG46OjrC0tMTChQvRvn37Umnb09MTr1+/RpMmTaCoqIjRo0dj6NChYnlwcDDmzJmDcePG4cGDB6hWrRqaNWtWYJp6cYwaNQrp6ekYN24cUlNTYWNjgz179pTagGI/Pz/k5eWhU6dOOHjwINzc3LBv3z4EBARgwYIFUFZWhpWVFQYPHiz1OVdXVxgaGqJevXriIHLgXa/WyZMnERQUhIyMDJiYmCAwMLDEPTp+fn548+YNxowZg2fPnsHOzg7h4eEwNzf/ousuCxLh/Ye1VKiMjAzo6OggPT0d2trasg7nmxIbGwtHR0cYeAXJ7UrVWSm3kbLJDzExMWjYsKGsw6EvlJycjHXr1mHYsGHiGAqiiiYzMxM1atRAcHBwoeONZKk0/w4V5/ubPURERERyIi8vD0+ePEFgYCAqV66M77//XtYhVRhcmJGIiKiEirJAYXHMnTv3o+2VxkDkpKQk6OvrY/Pmzdi4cSOUlNgvko93goiIqIQ+NQsuf7ZVcQwfPhy9e/cutKw0NkM1NTUFR8oUjgkRERFRCX1qentJVK1aFVWrVi3VNqlo+MiMiIi+evmbvqalpck6lDIzYMAAdOvWTdZhfLOYEBER0VfF2dkZfn5+UseaN2+O5ORkcU8vKntXr15Fjx49YGpqColEgqCgoELrrVq1CqamplBTU0PTpk0LbKlSUTAhIiKiIsvOzq6Q51ZRUYGBgUGF2FajJHJzc4u11UhF8OrVK9SuXRvz58//6Ma0//zzD8aOHYuZM2ciNjYWdnZ2cHNzK/bedeWBCRERkRxzdnaGr68vfH19oaOjg2rVqmH69OniwFtTU1PMnj0bnp6e0NbWFhcy3LFjB+rVqwdVVVWYmpqKKz7ny/9cv379oKmpiRo1amDVqlVSddLS0jB48GDo6elBW1sbbdu2ldr01N/fH/b29tiwYQPMzMygpqaGAQMG4MSJE1i2bBkkEgkkEgnu3r1b6COz06dPo1WrVlBXV4exsTFGjRqFly9fiuWrV6+GhYUF1NTUoK+vj549e5bKPQPebQo7fvx41KhRA5qammjatCmOHz8uloeEhKBy5crYs2cPbGxsoKqqWuz9vaKjo6Gnp4cFCxZ89n7evXsXCgoKuHDhglQbQUFBMDExKVEy1rhxYyxatAh9+/aFqqpqoXWWLFmCIUOGYODAgbCxscHatWuhoaGBjRs3Fvt8ZU2mCVF+N9uHLx8fHwDAmzdv4OPjA11dXWhpaaFHjx549OiRVBtJSUlwd3eHhoYGqlevjgkTJiAnJ0eqzvHjx9GwYUOoqqqiTp06CAkJKa9LJCKq8DZt2gQlJSWcP38ey5Ytw5IlS7BhwwaxfPHixbCzs8PFixcxffp0xMTEoHfv3ujbty/i4+Ph7++P6dOnF/h/66JFi8TPTZ48GaNHj0Z4eLhY3qtXL6SmpuLAgQPiwqQuLi549uyZWOf27dvYsWMHdu7cibi4OCxbtgxOTk4YMmQIkpOTkZycDGNj4wLXdOfOHXTo0AE9evTA5cuX8c8//+D06dPw9fUFAFy4cAGjRo1CQEAAEhIScPDgQbRu3brU7pmvry+ioqKwZcsWXL58Gb169UKHDh1w69Ytsc6rV6+wYMECbNiwAVevXkX16tWLfP6jR4+iXbt2+PXXXzFp0qTP3k9TU1O4uroiODhYqp3g4GAMGDBA3Fj3U8sIaGlpYfjw4UWOMTs7GzExMXB1dRWPKSgowNXVFVFRUUVup7zIdJZZdHQ0cnNzxfdXrlxBu3bt0KtXLwDAmDFjEBYWhm3btkFHRwe+vr7o3r07IiMjAbzrYnR3d4eBgQHOnDmD5ORkeHp6QllZGXPnzgUAJCYmwt3dHcOHD0doaCgiIiIwePBgGBoaws3NrfwvmoiogjE2NsbSpUshkUhgaWmJ+Ph4LF26FEOGDAEAtG3bFuPGjRPre3h4wMXFBdOnTwfwbh+wa9euYdGiRRgwYIBYr0WLFpg8ebJYJzIyEkuXLkW7du1w+vRpnD9/HqmpqWLvwuLFi7F7925s375d7InKzs7GH3/8IW78Crx7PKahofHRxzQAMG/ePHh4eIhjjSwsLLB8+XK0adMGa9asQVJSEjQ1NdG5c2dUqlQJJiYm4oayX3rPkpKSEBwcjKSkJHFbjPHjx+PgwYMIDg4Wv5/evn2L1atXw87OrsjnBYBdu3bB09MTGzZsQJ8+fQCgSPdz8ODBGD58OJYsWQJVVVXExsYiPj4e//77r9j25zbTLc5uDU+ePEFubi709fWljuvr6+PGjRtFbqe8yDQhev8XHADmz58Pc3NztGnTBunp6fj999+xefNmtG3bFsC7TNba2hpnz55Fs2bNcPjwYVy7dg1HjhyBvr4+7O3tMXv2bEyaNAn+/v5QUVHB2rVrYWZmJnbnWltb4/Tp01i6dCkTIiIiAM2aNZMae+Pk5ITAwEDxH6yNGjWSqn/9+nV07dpV6liLFi0QFBSE3NxcKCoqiu28z8nJSRx4e+nSJWRmZkJXV1eqzuvXr3Hnzh3xvYmJSYHviqK4dOkSLl++LLWJqiAIyMvLQ2JiItq1awcTExPUrl0bHTp0QIcOHfDDDz9AQ0OjSO1/6p7Fx8cjNzcXdevWlfpMVlaW1PWqqKjA1ta2WNd17tw57Nu3D9u3b5eacVaU+9mtWzf4+Phg165d6Nu3L0JCQvDdd9/B1NRUrF/aywh8TSrMOkTZ2dn466+/MHbsWEgkEsTExODt27dSXW1WVlaoVasWoqKi0KxZM0RFRaFBgwZS2aebmxtGjBiBq1evwsHBAVFRUVJt5Nf5cIbC+7KyspCVlSW+z8jIKL0LJSL6ymhqapZ6m5mZmTA0NJQaV5OvcuXKX3zuzMxMDBs2DKNGjSpQVqtWLaioqCA2NhbHjx/H4cOHMWPGDPj7+yM6Olrq/CU9t6KiImJiYsTkMJ+Wlpb4s7q6erEHgZubm0NXVxcbN26Eu7s7lJWVxXN+7n6qqKjA09NT3L9s8+bNWLZs2UfjK8xPP/2EtWvXFinWatWqQVFRscBQl0ePHn2yd09WKkxCtHv3bqSlpYndrSkpKVBRUSnwi6mvr4+UlBSxTmFdcflln6qTkZGB169fF7ry57x58zBr1qzSuCwiogrv3LlzUu/Pnj0LCwuLAl/m+aytrcWhC/kiIyNRt25dqc+cPXu2QLvW1tYAgIYNGyIlJQVKSkpSPRRFoaKiIjXcojANGzbEtWvXPtnjoaSkBFdXV7i6umLmzJmoXLkyjh49WqTNTj91zxwcHJCbm4vU1FS0atWqaBdVRNWqVcPOnTvh7OyM3r17Y+vWrVBWVi7y/Rw8eDDq16+P1atXIycnp8C1luYjMxUVFTg6OiIiIkLszcrLy0NERIQ4lqsiqTAJ0e+//46OHTuKz1tlacqUKRg7dqz4PiMjo9BBe0RE34KkpCSMHTsWw4YNQ2xsLFasWFFg1tj7xo0bh8aNG2P27Nno06cPoqKisHLlSqxevVqqXmRkJBYuXIhu3bohPDwc27ZtQ1hYGADA1dUVTk5O6NatGxYuXIi6devi4cOHCAsLww8//FDgMd37TE1Nce7cOdy9exdaWlqFruw8adIkNGvWDL6+vhg8eDA0NTVx7do1hIeHY+XKldi3bx/+++8/tG7dGlWqVMH+/fuRl5cHS0vLL75ndevWhYeHBzw9PREYGAgHBwc8fvwYERERsLW1hbu7e5HO8THVq1fH0aNH8d1336Ffv37YsmVLke+ntbU1mjVrhkmTJmHQoEEFOgWK88gsOzsb165dE39+8OAB4uLioKWlJbYzduxYeHl5oVGjRmjSpAmCgoLw8uVLDBw48IvuQVmoEAnRvXv3cOTIEezcuVM8ZmBggOzsbKSlpUn1Er3f1WZgYFBggaf8rrn36xTWXaetrf3RfWFUVVU/OoWQiOhb4+npidevX6NJkyZQVFTE6NGjxUHNhWnYsCG2bt2KGTNmYPbs2TA0NERAQIDUgGrgXeJ04cIFzJo1C9ra2liyZIk4dlMikWD//v2YOnUqBg4ciMePH8PAwACtW7cu0Kv/ofHjx8PLyws2NjZ4/fo1EhMTC9SxtbXFiRMnMHXqVLRq1QqCIMDc3FwchFy5cmXs3LkT/v7+ePPmDSwsLPD333+jXr16pXLPgoODMWfOHIwbNw4PHjxAtWrV0KxZM3Tu3LlI7X+OgYEBjh49CmdnZ3h4eGDz5s1Fvp/e3t44c+YMBg0a9EUxPHz4UGog+uLFi7F48WK0adNGfHTXp08fPH78GDNmzEBKSgrs7e1x8ODBz/4Zy4JEqAC7vPn7+2PdunW4f/++uPNueno69PT08Pfff6NHjx4AgISEBFhZWYljiA4cOIDOnTsjOTlZnK64fv16TJgwQRxpP2nSJOzfvx/x8fHi+X788Uc8e/YMBw8eLFJ8GRkZ0NHRQXp6erG6C+nzYmNj4ejoCAOvIKgayOdgvqyU20jZ5CdOk6WvW3JyMtatW4dhw4bB0NBQ1uF8lrOzM+zt7T+6ynBJmZqaws/P75PjNb9WZXXPysvs2bOxbds2XL58WdahFKo0/w4V5/tb5gsz5uXlITg4GF5eXmIyBAA6Ojrw9vbG2LFjcezYMcTExGDgwIFwcnJCs2bNAADt27eHjY0N+vfvj0uXLuHQoUOYNm0afHx8xB6e4cOH47///sPEiRNx48YNrF69Glu3bsWYMWNkcr1ERESykJmZiStXrmDlypUYOXKkrMOpcGSeEB05cgRJSUmFdt0tXboUnTt3Ro8ePdC6dWsYGBhIPVZTVFTEvn37oKioCCcnJ/z000/w9PREQECAWMfMzAxhYWEIDw+HnZ0dAgMDsWHDBk65JyKiApKSkj65MGFxV5Mujk+d99SpU1/cvq+vLxwdHeHs7PzFj8u+RTIfQ9S+fXt87KmdmpoaVq1aVWC59/eZmJhg//79nzyHs7MzLl68+EVxEhF9iwqbpl0a7t69WybtljUjI6NPzrQyMjIqs3v2qfPWqFHji9sPCQnhTg2fIPOEiIiIqKJQUlKS2eKE8rwoYkUg80dmRERERLLGhIiIiKiCMDU1LbXZa/7+/rC3ty+VtuQBEyIiIiIqc/Pnz4dEIqmwSzEwISIiIqIyFR0djXXr1hV7M9vyxISIiIi+Ws7OzvD19YWvry90dHRQrVo1TJ8+XZy9/Oeff6JRo0aoVKkSDAwM8OOPPyI1NVX8/PPnz+Hh4QE9PT2oq6vDwsICwcHBAN5tR+Hr6wtDQ0OoqanBxMQE8+bNEz+blpaGYcOGQV9fH2pqaqhfvz727dsnlu/YsQP16tWDqqoqTE1NC2yHkpqaii5dukBdXR1mZmYIDQ0tcH1paWkYPHgw9PT0oK2tjbZt2+LSpUslvl8bNmyAtbU11NTUYGVlJbXdyt27dyGRSLBz505899130NDQgJ2dHaKiokp8PuDd+kceHh747bffUKVKlS9qqywxISIioq/apk2boKSkhPPnz2PZsmVYsmQJNmzYAAB4+/YtZs+ejUuXLmH37t24e/eu1BYj06dPx7Vr13DgwAFcv34da9asQbVq1QAAy5cvx549e7B161YkJCQgNDRU3Dg1Ly8PHTt2RGRkJP766y9cu3YN8+fPFze3jYmJQe/evdG3b1/Ex8fD398f06dPl5r2PmDAANy/fx/Hjh3D9u3bsXr1aqlkDQB69eqF1NRUHDhwQFzN3sXFBc+ePSv2fQoNDcWMGTPw66+/4vr165g7dy6mT5+OTZs2SdWbOnUqxo8fj7i4ONStWxf9+vVDTk4OgM+v06SlpYW5c+dKtefj4wN3d3e4uroWO+byxGn3RET0VTM2NsbSpUshkUhgaWmJ+Ph4LF26FEOGDJFagLB27dpYvnw5GjdujMzMTHGhRQcHB3Hz0/d3ik9KSoKFhQVatmwJiUQCExMTsezIkSM4f/48rl+/jrp164rt51uyZAlcXFwwffp0AO82fL127RoWLVqEAQMG4ObNmzhw4ADOnz+Pxo0bA3i3ybm1tbXYxunTp3H+/HlxKyrg3X5hu3fvxvbt2z+531xhZs6cicDAQHGHezMzM1y7dg3r1q2Dl5eXWG/8+PHiBrSzZs1CvXr1cPv2bVhZWX12nSYAUpvtbtmyBbGxsYiOji5WrLLAhIiIiL5qzZo1g0QiEd87OTkhMDAQubm5iIuLg7+/Py5duoTnz58jLy8PwLtkx8bGBiNGjECPHj0QGxuL9u3bo1u3bmjevDmAdz047dq1g6WlJTp06IDOnTujffv2AN4tolizZk0xGfrQ9evX0bVrV6ljLVq0QFBQEHJzc3H9+nUoKSnB0dFRLLeyspLazPzSpUvIzMyErq6uVDuvX7/GnTt3inWPXr58iTt37sDb2xtDhgwRj+fk5EBHR0eq7vvjfPL3EktNTYWVlVWx1mm6f/8+Ro8ejfDwcKipqRUrXllgQkRERN+kN2/ewM3NDW5ubggNDYWenh6SkpLg5uaG7OxsAEDHjh1x79497N+/H+Hh4XBxcYGPjw8WL16Mhg0bIjExEQcOHMCRI0fQu3dvuLq6Yvv27VBXVy/z+DMzM2FoaFjoytjvJ05FbQsAfvvtNzRt2lSqLP8xXz5lZWXx5/xE88NE8lN++eUX/PLLL4iJiUFqaqrUptW5ubk4efIkVq5ciaysrALnliUmRERE9FU7d+6c1PuzZ8/CwsICN27cwNOnTzF//nwYGxsDAC5cuFDg83p6evDy8oKXlxdatWqFCRMmYPHixQAAbW1t9OnTB3369EHPnj3RoUMHPHv2DLa2tvjf//6HmzdvFtpLZG1tjcjISKljkZGRqFu3LhQVFWFlZYWcnBzExMSIj8wSEhKQlpYm1m/YsCFSUlKgpKQk9SivJPT19WFkZIT//vsPHh4eJW6nOI/MXFxcEB8fL1U2cOBAWFlZYdKkSRUqGQKYEBER0VcuKSkJY8eOxbBhwxAbG4sVK1YgMDAQtWrVgoqKClasWIHhw4fjypUrmD17ttRnZ8yYAUdHR9SrVw9ZWVnYt2+fOI5nyZIlMDQ0hIODAxQUFLBt2zYYGBigcuXKaNOmDVq3bo0ePXpgyZIlqFOnDm7cuAGJRIIOHTpg3LhxaNy4MWbPno0+ffogKioKK1euFGd15T+GGzZsGNasWQMlJSX4+flJ9Ty5urrCyckJ3bp1w8KFC1G3bl08fPgQYWFh+OGHH8RxT0U1a9YsjBo1Cjo6OujQoQOysrJw4cIFPH/+HGPHji1SG8V5ZFapUiXUr19f6pimpiZ0dXULHK8IOMuMiIi+ap6ennj9+jWaNGkCHx8fjB49GkOHDoWenh5CQkKwbds22NjYYP78+WLPTz4VFRVMmTIFtra2aN26NRQVFbFlyxYA777QFy5ciEaNGqFx48a4e/cu9u/fDwWFd1+dO3bsQOPGjdGvXz/Y2Nhg4sSJyM3NBfCud2fr1q3YsmUL6tevjxkzZiAgIEBqhltwcDCMjIzQpk0bdO/eHUOHDkX16tXFcolEgv3796N169YYOHAg6tati759++LevXvQ19cv9n0aPHgwNmzYgODgYDRo0ABt2rRBSEgIzMzMit3Wt0gifGyreRJlZGRAR0cH6enp0NbWlnU435TY2Fg4OjrCwCsIqgbyubFhVsptpGzyE6fU0tctOTkZ69atw7Bhw8QBqVR2nJ2dYW9vX2rbXZDslebfoeJ8f7OHiIiIiOQeEyIiIqKvUL169T66OGJhq17Tp3FQNRERfbUKm5IuL/bv34+3b98WWlaSMUbyjgkRERHRV+j9lbPpy/GRGRERFUn+5p+fW4emNAwYMADdunX74nYiIyPRoEEDKCsrl0p7JeXs7Aw/P78K2x4xISIikmshISFFXvXY2NgYycnJFXINmY8ZO3Ys7O3tkZiYKLWxKn2eqanpF8/eW7NmDWxtbaGtrQ1tbW04OTnhwIEDpRNgKWNCREREn5WdnQ1FRUUYGBhASenrGW1x584dtG3bFjVr1iz2dhf58rf5oOKrWbMm5s+fj5iYGFy4cAFt27ZF165dcfXqVVmHVgATIiKicuTs7IyRI0fCz88PVapUgb6+Pn777Te8fPkSAwcORKVKlVCnTh3xX9G5ubnw9vaGmZkZ1NXVYWlpiWXLlontvXnzBvXq1ZPa+fzOnTuoVKkSNm7c+MlYjh8/joEDByI9PR0SiQQSiQT+/v4A3vUOzJ49G56entDW1sbQoUMLfWR25coVdOzYEVpaWtDX10f//v3x5MkTsXz79u1o0KAB1NXVoaurC1dXV7x8+bLI92vWrFnQ09ODtrY2hg8fLpWc5OXlYd68eeK9sbOzw/bt2wH8/+O9p0+fYtCgQZBIJGIP0YkTJ9CkSROoqqrC0NAQkydPRk5OjtSfka+vL/z8/FCtWjW4ubkV6VqL4/nz5/D09ESVKlWgoaGBjh074tatW1J1IiMj4ezsDA0NDVSpUgVubm54/vx5oe2FhYVBR0dHnF0WHx+Ptm3bivd96NCh4n5m+df44SO3bt26iQtHOjs74969exgzZoz4u1ESXbp0QadOnWBhYYG6devi119/hZaWFs6ePVui9soSEyIionK2adMmVKtWDefPn8fIkSMxYsQI9OrVC82bNxd3Xe/fvz9evXqFvLw81KxZE9u2bcO1a9cwY8YM/PLLL9i6dSsAQE1NDaGhodi0aRP+/fdf5Obm4qeffkK7du0waNCgT8bRvHlzBAUFQVtbG8nJyUhOTsb48ePF8sWLF8POzg4XL17E9OnTC3w+LS0Nbdu2hYODAy5cuICDBw/i0aNH6N27N4B3C+z169cPgwYNwvXr13H8+HF0794dRV0POCIiQvzc33//jZ07d2LWrFli+bx58/DHH39g7dq1uHr1KsaMGYOffvoJJ06cEB/vaWtrIygoCMnJyejTpw8ePHiATp06oXHjxrh06RLWrFmD33//HXPmzCnwZ6SiooLIyEisXbv2s9daXAMGDMCFCxewZ88eREVFQRAEdOrUSZw1FhcXBxcXF9jY2CAqKgqnT59Gly5dxJWw37d582b069cPoaGh8PDwwMuXL+Hm5oYqVaogOjoa27Ztw5EjR+Dr61vk+Hbu3ImaNWsiICBA/N0A3m2T8rGp/vmvuXPnFtpmbm4utmzZgpcvX8LJyakEd61sfT39nkRE3wg7OztMmzYNADBlyhTMnz8f1apVw5AhQwC8219rzZo1uHz5Mpo1ayaVBJiZmSEqKgpbt24Vv4zt7e0xZ84cDB48WNzaYd++fZ+NQ0VFBTo6OpBIJDAwMChQ3rZtW4wbN058f/fuXanylStXwsHBQeoLcOPGjTA2NsbNmzeRmZmJnJwcdO/eXZwR1aBBgyLepXfxbdy4ERoaGqhXrx4CAgIwYcIEzJ49G2/fvsXcuXNx5MgR8cu1du3aOH36NNatW4c2bdrAwMAAEokEOjo64vWtXr0axsbGWLlyJSQSCaysrPDw4UNMmjQJM2bMELflsLCwwMKFC8VY5syZ88lrLWyD14+5desW9uzZg8jISDRv3hwAEBoaCmNjY+zevRu9evUStwzJ3/sMeLfu0IdWrVqFqVOnYu/evWjTpg2AdwnSmzdv8Mcff0BTUxPAuz+rLl26YMGCBUWakl+1alUoKiqiUqVKUr8bxdncNV98fDycnJzw5s0baGlpYdeuXbCxsflsDOWNCRERUTmztbUVf1ZUVISurq5UopD/hZWamgrg3Zfexo0bkZSUhNevXyM7Oxv29vZSbY4bNw67d+/GypUrceDAAejq6n5xnJ/bPPTSpUs4duwYtLS0CpTduXMH7du3h4uLCxo0aAA3Nze0b98ePXv2RJUqVYp0fjs7O2hoaIjvnZyckJmZifv37yMzMxOvXr1Cu3btpD6TnZ0NBweHj7Z5/fp1ODk5ST0CatGiBTIzM/G///0PtWrVAgA4OjoW61qLkxBdv34dSkpKaNq0qXhMV1cXlpaWuH79OoB3PUS9evX6ZDvbt29HamoqIiMj0bhxY6n27ezsxGQo/xrz8vKQkJDwRWsUFWdz13yWlpaIi4tDeno6tm/fDi8vL5w4caLCJUVMiIiIypmysrLUe4lEInUs/8s6Ly8PW7Zswfjx4xEYGAgnJydUqlQJixYtwrlz56TaSE1Nxc2bN6GoqIhbt26hQ4cOXxzn+1+ohcnMzBR7HT5kaGgIRUVFhIeH48yZMzh8+DBWrFiBqVOn4ty5c1+8oWj+eJiwsDDUqFFDqkxVVfWL2gYKXvvnrrW0vb/r/cc4ODggNjYWGzduRKNGjYo1zkdBQaHAo8uPLfL4vqSkpM8mMr/88gt++eUX8b2KioqYRDk6OiI6OhrLli3DunXrihxveWBCRERUgeU/Vvn555/FY3fu3ClQb9CgQWjQoAG8vb0xZMgQuLq6wtra+rPtq6ioFDoupSgaNmyIHTt2wNTU9KMzzyQSCVq0aIEWLVpgxowZMDExwa5duzB27NjPtn/p0iW8fv1aTA7Onj0LLS0tGBsbo2rVqlBVVUVSUpL4qKgorK2tsWPHDgiCICYQkZGRqFSpEmrWrPlF11qcGHJycnDu3DnxkdnTp0+RkJAgJhu2traIiIiQelz6IXNzcwQGBsLZ2RmKiopYuXKl2H5ISAhevnwpJnaRkZFQUFCApaUlAEBPT08cFwS8G99z5coVfPfdd+Kxwn43SvLI7EN5eXnIysr6ZB1Z4KBqIqIKzMLCAhcuXMChQ4dw8+ZNTJ8+HdHR0VJ1Vq1ahaioKGzatAkeHh7o1q0bPDw8ijRd3NTUFJmZmYiIiMCTJ0/w6tWrIsfm4+ODZ8+eoV+/foiOjsadO3dw6NAhDBw4ELm5uTh37hzmzp2LCxcuICkpCTt37sTjx4+LlKgB7x5/eXt749q1a9i/fz9mzpwJX19fKCgooFKlShg/fjzGjBmDTZs24c6dO4iNjcWKFSuwadOmj7b5888/4/79+xg5ciRu3LiBf//9FzNnzsTYsWPF8UMludbisLCwQNeuXTFkyBCcPn0aly5dwk8//YQaNWqga9euAN6NLYuOjsbPP/+My5cv48aNG1izZk2BWW1169bFsWPHsGPHDnHWmIeHB9TU1ODl5YUrV67g2LFjGDlyJPr37y8+Lmvbti3CwsIQFhaGGzduYMSIEUhLS5Nq29TUFCdPnsSDBw/E8+Y/MvvU6/2EaMqUKTh58iTu3r2L+Ph4TJkyBcePH4eHh0ex7ll5YEJERFSBDRs2DN27d0efPn3QtGlTPH36VKq36MaNG5gwYYI4WBh4N3D4yZMnhc4M+1Dz5s0xfPhw9OnTB3p6elIDiT/HyMgIkZGRyM3NRfv27dGgQQP4+fmhcuXKUFBQgLa2Nk6ePIlOnTqhbt26mDZtGgIDA9GxY8cite/i4gILCwu0bt0affr0wffffy8uCwAAs2fPxvTp0zFv3jxYW1ujQ4cOCAsL++TjuBo1amD//v04f/487OzsMHz4cHh7e4uD3Et6rcUVHBwMR0dHdO7cGU5OThAEAfv37xcfndatWxeHDx/GpUuX0KRJEzg5OeHff/8ttHfK0tISR48exd9//41x48ZBQ0MDhw4dwrNnz9C4cWP07NkTLi4uYg8S8K5H0cvLC56enmjTpg1q164t1TsEAAEBAbh79y7Mzc2hp6dX7GsE3j3K9fT0hKWlJVxcXBAdHY1Dhw4VGPtVEUiEos5/lGMZGRnQ0dFBeno6tLW1ZR3ONyU2NhaOjo4w8AqCqkHxBup9K7JSbiNlkx9iYmLQsGFDWYdDXyg5ORnr1q3DsGHDymRsCdG3rjT/DhXn+5s9RERERCT3mBAREX3D8ldWLs4CeuXhUwv7nTp1SmZxlcTnFitMSkqSdYhUBJxlRkT0DduwYQNev35daNnnZgOVpU/NVPpwGn1F97mZV0ZGRuUXDJUYEyIiom9YRU0uiru4X0VWksUKqeLhIzMiIqIK5vjx45BIJAWmwn8JU1NTBAUFlVp73xomRERERHIgOjoaQ4cOFd9LJBLs3r27TM/522+/oVWrVqhSpQqqVKkCV1dXnD9/vkzPWVIyT4gePHiAn376Cbq6ulBXV0eDBg1w4cIFsVwQBMyYMQOGhoZQV1eHq6srbt26JdXGs2fP4OHhAW1tbVSuXBne3t7isu75Ll++jFatWkFNTQ3GxsbFWmuDiIjoa6enpye1N1x5OH78OPr164djx44hKioKxsbGaN++PR48eFCucRSFTBOi58+fo0WLFlBWVsaBAwdw7do1BAYGSm38t3DhQixfvhxr167FuXPnoKmpCTc3N7x580as4+HhgatXryI8PBz79u3DyZMnpbLgjIwMtG/fHiYmJoiJicGiRYvg7++P9evXl+v1EhFRxZOXl4eFCxeiTp06UFVVRa1atfDrr78CeLdTe9u2baGurg5dXV0MHTpU6h/cAwYMQLdu3TB37lzo6+ujcuXKCAgIQE5ODiZMmICqVauiZs2aCA4OFj9z9+5dSCQSbNmyBc2bN4eamhrq16+PEydOfDLO06dPo1WrVlBXV4exsTFGjRqFly9fAgD++OMPaGlpSXUY/Pzzz7CyshJXH3//kZmpqSkA4IcffoBEIoGpqSnu3r0LBQUFqU4JAAgKCoKJiQny8vKKfW9DQ0Px888/w97eHlZWVtiwYQPy8vIQERFR7LbKmkwTogULFsDY2BjBwcFo0qQJzMzM0L59e5ibmwN41zsUFBSEadOmoWvXrrC1tcUff/yBhw8fit18169fx8GDB7FhwwY0bdoULVu2xIoVK7BlyxY8fPgQwLs/kOzsbGzcuBH16tVD3759MWrUKCxZskRWl05ERBXElClTMH/+fEyfPh3Xrl3D5s2boa+vj5cvX8LNzQ1VqlRBdHQ0tm3bhiNHjsDX11fq80ePHsXDhw9x8uRJLFmyBDNnzkTnzp1RpUoVnDt3DsOHD8ewYcPwv//9T+pzEyZMwLhx43Dx4kU4OTmhS5cuePr0aaEx3rlzBx06dECPHj1w+fJl/PPPPzh9+rQYi6enJzp16gQPDw/k5OQgLCwMGzZsQGhoaKG9QvnbvwQHByM5ORnR0dEwNTWFq6urVPKWX2fAgAHiityfWmJAS0sLw4cP/+i9fvXqFd6+fSvTGY4fI9OEaM+ePWjUqBF69eqF6tWrw8HBAb/99ptYnpiYiJSUFLi6uorHdHR00LRpU0RFRQEAoqKiULlyZTRq1Eis4+rqCgUFBXE36KioKLRu3RoqKipiHTc3NyQkJOD58+cF4srKykJGRobUi4iIvj0vXrzAsmXLsHDhQnh5ecHc3BwtW7bE4MGDsXnzZrx58wZ//PEH6tevj7Zt22LlypX4888/8ejRI7GNqlWrYvny5bC0tMSgQYNgaWmJV69e4ZdffoGFhQWmTJkCFRUVnD59Wurcvr6+6NGjB6ytrbFmzRro6Ojg999/LzTOefPmwcPDA35+frCwsEDz5s2xfPly/PHHH+ITk3Xr1iE5ORmjRo2Ct7c3/P394ejoWGh7+VtxVK5cGQYGBuL7wYMH4++//xY3X42NjUV8fDwGDhwofjYuLu6Tr4CAgI/e70mTJsHIyEjqe72ikGlC9N9//2HNmjWwsLDAoUOHMGLECIwaNUrcmC8lJQUAxM3o8unr64tlKSkpqF69ulS5kpISqlatKlWnsDbeP8f75s2bBx0dHfGVvz8QERF9W65fv46srCy4uLgUWmZnZyfuGA8ALVq0QF5eHhISEsRj9erVk9rPTF9fHw0aNBDfKyoqQldXF6mpqVLtOzk5iT8rKSmhUaNGuH79eqFxXrp0CSEhIVI9MW5ubsjLy0NiYiIAoEqVKvj999+xZs0amJubY/LkycW8G0C3bt2gqKiIXbt2AQBCQkLw3XffiY/YAHx2c9cPv5PzzZ8/H1u2bMGuXbugpqZW7NjKmkwTory8PDRs2BBz586Fg4MDhg4diiFDhmDt2rWyDAtTpkxBenq6+Lp//75M4yEiorKhrq7+xW3kb8iaTyKRFHqsJGNw8mVmZmLYsGFSPTGXLl3CrVu3xGEmAHDy5EkoKioiOTlZHF9UHCoqKvD09ERwcDCys7OxefNmDBo0SKpOSR6ZLV68GPPnz8fhw4dha2tb/BtQDmS6MKOhoSFsbGykjllbW2PHjh0AAAMDAwDAo0ePpDZ4e/ToEezt7cU6H2bdOTk5ePbsmfh5AwMDqe7N/DbeP8f7VFVVoaqq+gVXRkREXwMLCwuoq6sjIiICgwcPliqztrZGSEgIXr58KfYSRUZGQkFBAZaWll987rNnz6J169YA3n1vxcTEFBiflK9hw4a4du3aJxeAPHPmDBYsWIC9e/di0qRJ8PX1FZ+4FEZZWRm5ubkFjg8ePBj169fH6tWrkZOTg+7du0uVf2pVbgAFNlFduHAhfv31Vxw6dEhqeEtFI9OEqEWLFlLdjgBw8+ZNmJiYAADMzMxgYGCAiIgIMQHKyMjAuXPnMGLECADvuhzT0tIQExMjPis9evQo8vLy0LRpU7HO1KlT8fbtWzFrDw8Ph6WlpdSMNiIiki9qamqYNGkSJk6cCBUVFbRo0QKPHz/G1atX4eHhgZkzZ8LLywv+/v54/PgxRo4cif79+xcYhlESq1atgoWFBaytrbF06VI8f/68QG9MvkmTJqFZs2bw9fXF4MGDoampiWvXriE8PBwrV67Eixcv0L9/f4waNQodO3ZEzZo10bhxY3Tp0gU9e/YstE1TU1NERESgRYsWUFVVFb8Pra2t0axZM0yaNAmDBg0q0ItWnFW5FyxYgBkzZmDz5s0wNTUVh6nk9yZVJDJ9ZDZmzBicPXsWc+fOxe3bt7F582asX78ePj4+AN51Mfr5+WHOnDnYs2cP4uPj4enpCSMjI3Tr1g3Auz+4Dh06YMiQITh//jwiIyPh6+uLvn37ivvH/Pjjj1BRUYG3tzeuXr2Kf/75B8uWLcPYsWNldelERFRBTJ8+HePGjcOMGTNgbW2NPn36IDU1FRoaGjh06BCePXuGxo0bo2fPnnBxccHKlStL5bzz58/H/PnzYWdnh9OnT2PPnj2oVq1aoXVtbW1x4sQJ3Lx5E61atYKDgwNmzJghfs+NHj0ampqa4oa9DRo0wNy5czFs2LCPrvkTGBiI8PBwGBsbw8HBQarM29sb2dnZH03QimrNmjXIzs5Gz549YWhoKL4WL178Re2WBYkgCIIsA9i3bx+mTJmCW7duwczMDGPHjsWQIUPEckEQMHPmTKxfvx5paWlo2bIlVq9ejbp164p1nj17Bl9fX+zduxcKCgro0aMHli9fLpV9Xr58GT4+PoiOjka1atUwcuRITJo0qUgxZmRkQEdHB+np6QW6AunLxMbGwtHREQZeQVA1kM+9gLJSbiNlkx9iYmLQsGFDWYdDXyg5ORnr1q3DsGHDpB71E+W7e/cuzMzMcPHiRfHpR0Uze/ZsbNu2DZcvXy73c5fm36HifH/LfHPXzp07o3Pnzh8tl0gkCAgI+OQ0vqpVq2Lz5s2fPI+trS1OnTpV4jiJiIi+dZmZmbh79y5WrlyJOXPmyDqcciXzrTuIiIioYvD19YWjoyOcnZ2/+HHZ10bmPURERETyxNTUFDIerfJRISEhCAkJkXUYMsEeIiIiIpJ7TIiIiIhKmbOzM/z8/ABIb6oqS/kb0VLhmBARERGVoejoaAwdOlTWYWDZsmVSj8PeT9rKyvHjx9G1a1cYGhpCU1MT9vb2CA0NLdNzlhTHEBEREZWh/I1TZSU3NxcSiQQ6Ojrlfu4zZ87A1tYWkyZNgr6+Pvbt2wdPT0/o6Oh8coa5LLCHiIiI6Au8fPkSnp6e0NLSgqGhIQIDA6XK339kJggC/P39UatWLaiqqsLIyAijRo2Sqjt79mz069cPmpqaqFGjBlatWiXV3pIlS9CgQQNoamrC2NgYP//8MzIzM8XykJAQVK5cGXv27IGNjQ1UVVWRlJQk9chswIABOHHiBJYtWwaJRAKJRILExETUqVOnwKKJcXFxkEgkuH37drHvzS+//ILZs2ejefPmMDc3x+jRo9GhQwfs3Lmz2G2VNSZEREREX2DChAk4ceIE/v33Xxw+fBjHjx9HbGxsoXV37NiBpUuXYt26dbh16xZ2796NBg0aSNVZtGgR7OzscPHiRUyePBmjR49GeHi4WK6goIDly5fj6tWr2LRpE44ePYqJEydKtfHq1SssWLAAGzZswNWrVwvsQL9s2TI4OTlhyJAhSE5ORnJyMmrVqoVBgwYhODhYqm5wcDBat24tbtnRsWPHT27uWq9evU/er/T0dFStWvXTN1UG+MiMiIiohDIzM/H777/jr7/+gouLCwBg06ZNqFmzZqH1k5KSYGBgAFdXVygrK6NWrVpo0qSJVJ0WLVpg8uTJAIC6desiMjISS5cuRbt27QBAatyPqakp5syZg+HDh2P16tXi8bdv32L16tWws7MrNA4dHR2oqKhAQ0NDapPzAQMGYMaMGTh//jyaNGmCt2/fYvPmzVK9Rhs2bMDr168/ek/y9wwtzNatWxEdHY1169Z9tI6sMCEiIiIqoTt37iA7O1vcTBx4t3uCpaVlofV79eqFoKAg1K5dGx06dECnTp3QpUsXKCn9/9exk5OT1GecnJykZqkdOXIE8+bNw40bN5CRkYGcnBy8efMGr169goaGBgBARUUFtra2xb4eIyMjuLu7Y+PGjWjSpAn27t2LrKws9OrVS6xTo0aNYrcLAMeOHcPAgQPx22+/fbYXSRb4yIyIiKicGBsbIyEhAatXr4a6ujp+/vlntG7dGm/fvi3S5+/evYvOnTvD1tYWO3bsQExMjDjGKDs7W6ynrq4OiURSohgHDx6MLVu24PXr1wgODkafPn3ERAso2SOzEydOoEuXLli6dCk8PT1LFFdZYw8RERFRCZmbm0NZWRnnzp1DrVq1AADPnz/HzZs30aZNm0I/o66uji5duqBLly7w8fGBlZUV4uPjxc2dz549K1X/7NmzsLa2BgDExMQgLy8PgYGBUFB416exdevWEsWuoqKC3NzcAsc7deoETU1NrFmzBgcPHsTJkyelyov7yOz48ePo3LkzFixYUCGWH/gYJkREREQlpKWlBW9vb0yYMAG6urqoXr06pk6dKiYrHwoJCUFubi6aNm0KDQ0N/PXXX1BXV4eJiYlYJzIyEgsXLkS3bt0QHh6Obdu2ISwsDABQp04dvH37FitWrECXLl0QGRmJtWvXlih2U1NTnDt3Dnfv3oWWlhaqVq0KBQUFKCoqYsCAAZgyZQosLCwKPMIrziOzY8eOoXPnzhg9ejR69OiBlJQUAO+SsYo2sJqPzIiIiL7AokWL0KpVK3Tp0gWurq5o2bIlHB0dC61buXJl/Pbbb2jRogVsbW1x5MgR7N27F7q6umKdcePG4cKFC3BwcMCcOXOwZMkSuLm5AQDs7OywZMkSLFiwAPXr10doaCjmzZtXorjHjx8PRUVF2NjYQE9PD0lJSWKZt7c3srOzMXDgwBK1nW/Tpk149eoV5s2bB0NDQ/HVvXv3L2q3LEiEirrDXAWSkZEBHR0dpKenQ1tbW9bhfFNiY2Ph6OgIA68gqBrUkXU4MpGVchspm/wQExMjdpnT1ys5ORnr1q3DsGHDYGhoKOtw6CtjamoKPz+/Ml9B+nNOnToFFxcX3L9/H/r6+uV67tL8O1Sc728+MiMiIiIAQFZWFh4/fgx/f3/06tWr3JMhWeIjMyIiIgIA/P333zAxMUFaWhoWLlwo63DKFXuIiIiIKoi7d+/K9PwDBgzAgAEDZBqDrLCHiIiIiOQeEyIiIiKSe0yIiIiISO4xISIiIqogTE1NpfYtK4mTJ0+iS5cuMDIygkQiwe7duwvUEQQBM2bMgKGhIdTV1eHq6opbt25J1Xn27Bk8PDygra2NypUrw9vbG5mZmVJ1Ll++jFatWkFNTQ3GxsaFDsTetm0brKysoKamhgYNGmD//v1fdH1lhQkRERFVaO/v0UWf9/LlS9jZ2Yl7nBVm4cKFWL58OdauXYtz585BU1MTbm5uePPmjVjHw8MDV69eRXh4OPbt24eTJ09Kbb2RkZGB9u3bw8TEBDExMVi0aBH8/f2xfv16sc6ZM2fQr18/eHt74+LFi+jWrRu6deuGK1eulM3FfwEmREREVKE4OzvD19cXfn5+qFatGtzc3CCRSBAXFyfWSUtLg0QiwfHjxwG82y9LIpEgIiICjRo1goaGBpo3b46EhIQin3fv3r1o3Lgx1NTUUK1aNfzwww9i2fPnz+Hp6YkqVapAQ0MDHTt2lOpR8ff3h729vVR7QUFBMDU1Fd8PGDAA3bp1w+LFi2FoaAhdXV34+PiIG7s6Ozvj3r17GDNmDCQSSYk3Z+3YsSPmzJkjFf/7BEFAUFAQpk2bhq5du8LW1hZ//PEHHj58KPYmXb9+HQcPHsSGDRvQtGlTtGzZEitWrMCWLVvw8OFDAEBoaCiys7OxceNG1KtXD3379sWoUaOwZMkS8VzLli1Dhw4dMGHCBFhbW2P27Nlo2LAhVq5cWaJrK0tMiIiIqMLZtGkTVFRUir1X19SpUxEYGIgLFy5ASUkJgwYNKtLnwsLC8MMPP6BTp064ePEiIiIi0KRJE7F8wIABuHDhAvbs2YOoqCgIgoBOnToVeZf6fMeOHcOdO3dw7NgxbNq0CSEhIQgJCQEA7Ny5EzVr1kRAQACSk5ORnJwMAEhKSvrk7vJaWlqYO3dukWNITExESkoKXF1dxWM6Ojpo2rQpoqKiAABRUVGoXLkyGjVqJNZxdXWFgoICzp07J9Zp3bo1VFRUxDpubm5ISEjA8+fPxTrvnye/Tv55KhKuQ0RERBWOhYWFOB6lOGvz/Prrr+Iu85MnT4a7uzvevHkDNTW1z36ub9++mDVrlnjMzs4OAHDr1i3s2bMHkZGRaN68OYB3vSPGxsbYvXs3evXqVeT4qlSpgpUrV0JRURFWVlZwd3dHREQEhgwZgqpVq0JRURGVKlWCgYGB+BkjIyOp3rHCFGej1PwNVj9chVpfX18sS0lJQfXq1aXKlZSUULVqVak6ZmZmBdrIL6tSpQpSUlI+eZ6KhAkRERFVOB/bHPVzbG1txZ/z98FKTU1FrVq1Pvm5uLg4DBkypNCy69evQ0lJCU2bNhWP6erqwtLSEtevXy9WfPXq1YOioqJUjPHx8Z/8jJKSEurUkc+9HssTH5kREVGFo6mpKf6soPDuq+r9vcg/9qhKWVlZ/Dl/DE5eXt5nz6eurl6iOPMpKCjgw73SC4vx/fiAdzF+Lr7SfmSW3/v06NEjqeOPHj0SywwMDJCamipVnpOTg2fPnknVKayN98/xsTrv94BVFEyIiIioQtPT0wMAcUwNgM8+QiouW1tbREREFFpmbW2NnJwccewMADx9+hQJCQmwsbERY0xJSZFKikoSo4qKCnJzc6WO5T8y+9Rr+PDhRT6HmZkZDAwMpK43IyMD586dg5OTEwDAyckJaWlpiImJEescPXoUeXl5Yk+Zk5MTTp48KZX4hYeHw9LSElWqVBHrfHhfw8PDxfNUJHxkRkREFZq6ujqaNWuG+fPnw8zMDKmpqZg2bVqpnmPmzJlwcXGBubk5+vbti5ycHOzfvx+TJk2ChYUFunbtiiFDhmDdunWoVKkSJk+ejBo1aqBr164A3s0Qe/z4MRYuXIiePXvi4MGDOHDgALS1tYsVh6mpKU6ePIm+fftCVVUV1apVK/Yjs8zMTNy+fVt8n5iYiLi4OFStWhW1atWCRCKBn58f5syZAwsLC5iZmWH69OkwMjJCt27dALxLAjt06IAhQ4Zg7dq1ePv2LXx9fdG3b18YGRkBAH788UfMmjUL3t7emDRpEq5cuYJly5Zh6dKl4rlHjx6NNm3aIDAwEO7u7tiyZQsuXLggNTW/omAPERERVXgbN25ETk4OHB0dxS/z0uTs7Ixt27Zhz549sLe3R9u2bXH+/HmxPDg4GI6OjujcuTOcnJwgCAL2798vPgKztrbG6tWrsWrVKtjZ2eH8+fMYP358seMICAjA3bt3YW5uLvaMFdeFCxfg4OAABwcHAMDYsWPh4OCAGTNmiHUmTpyIkSNHYujQoWjcuDEyMzNx8OBBqcHnoaGhsLKygouLCzp16oSWLVtKJTI6Ojo4fPgwEhMT4ejoiHHjxmHGjBlSaxU1b94cmzdvxvr162FnZ4ft27dj9+7dqF+/fomurSxJhA8felIBGRkZ0NHRQXp6erGzffq02NhYODo6wsArCKoG8jloMCvlNlI2+SEmJgYNGzaUdTj0hZKTk7Fu3ToMGzZMHNRLREVXmn+HivP9zR4iIiIikntMiIiI6JtXr169j87QCg0NlXV4VAFwUDUREX3z9u/f/9Gp+h8uHEjySaY9RP7+/uJ+LfkvKysrsfzNmzfw8fGBrq4utLS00KNHjwLrGSQlJcHd3R0aGhqoXr06JkyYgJycHKk6x48fR8OGDaGqqoo6deqIy6QTEZF8MDExQZ06dQp9VapUSdbhUQUg80dm9erVE/dsSU5OxunTp8WyMWPGYO/evdi2bRtOnDiBhw8fonv37mJ5bm4u3N3dkZ2djTNnzoj7wrw/kj4xMRHu7u747rvvEBcXBz8/PwwePBiHDh0q1+skIiKiikvmj8yUlJQKXbEyPT0dv//+OzZv3oy2bdsCeDft0draGmfPnkWzZs1w+PBhXLt2DUeOHIG+vj7s7e0xe/ZsTJo0Cf7+/lBRUcHatWthZmaGwMBAAO+mRp4+fRpLly6Fm5tbuV4rERERVUwyT4hu3boFIyMjqKmpwcnJCfPmzUOtWrUQExODt2/fSu2Sa2VlhVq1aiEqKgrNmjVDVFQUGjRoIPX8183NDSNGjMDVq1fh4ODw0Z12/fz8yusSiUgOPX78WNYhEH2VZPV3R6YJUdOmTRESEgJLS0skJydj1qxZaNWqFa5cuYKUlBSoqKigcuXKUp/5cDfewnbRzS/7VJ2MjAy8fv260P1rsrKykJWVJb7PyMj44mslIvmgoaEBZWVl7Ny5U9ahEH21lJWVoaGhUa7nlGlC1LFjR/FnW1tbNG3aFCYmJti6desXb7T3JebNm4dZs2bJ7PxE9PXS0dGBr68vXr16JetQiL5aGhoa0NHRKddzyvyR2fsqV66MunXr4vbt22jXrh2ys7ORlpYm1Uv04W687y+tnl+eX5b/38J22tXW1v5o0jVlyhSMHTtWfJ+RkQFjY+Mvvj4ikg86Ojrl/j9zIvoyMp9l9r7MzEzcuXMHhoaGcHR0hLKystQuuQkJCUhKSpLajTc+Ph6pqalinfDwcGhra4s7EJdkp11VVVVoa2tLvYiIiOjbJdOEaPz48Thx4gTu3r2LM2fO4IcffoCioiL69esHHR0deHt7Y+zYsTh27BhiYmIwcOBAODk5oVmzZgCA9u3bw8bGBv3798elS5dw6NAhTJs2DT4+PlBVVQUADB8+HP/99x8mTpyIGzduYPXq1di6dSvGjBkjy0snIiKiCkSmj8z+97//oV+/fnj69Cn09PTQsmVLnD17Vtzhd+nSpVBQUECPHj2QlZUFNzc3rF69Wvy8oqIi9u3bhxEjRsDJyQmamprw8vJCQECAWMfMzAxhYWEYM2YMli1bhpo1a2LDhg2cck9EREQi7nZfBNztvuxwt3vudk9EVFa42z0RERFRMTAhIiIiIrnHhIiIiIjkHhMiIiIiknslSohev34ttQrrvXv3EBQUhMOHD5daYERERETlpUQJUdeuXfHHH38AANLS0tC0aVMEBgaia9euWLNmTakGSERERFTWSpQQxcbGolWrVgCA7du3Q19fH/fu3cMff/yB5cuXl2qARERERGWtRAnRq1evUKlSJQDA4cOH0b17dygoKKBZs2a4d+9eqQZIREREVNZKlBDVqVMHu3fvxv3793Ho0CG0b98eAJCamsqFC4mIiOirU6KEaMaMGRg/fjxMTU3RtGlTcaPUw4cPw8HBoVQDJCIiIiprJdrLrGfPnmjZsiWSk5NhZ2cnHndxccEPP/xQasERERERlYcSb+5qYGAAAwMDqWNNmjT54oCIiIiIyluJEqKXL19i/vz5iIiIQGpqKvLy8qTK//vvv1IJjoiIiKg8lCghGjx4ME6cOIH+/fvD0NAQEomktOMiIiIiKjclSogOHDiAsLAwtGjRorTjISIiIip3JZplVqVKFVStWrW0YyEiIiKSiRIlRLNnz8aMGTOk9jMjIiIi+lqV6JFZYGAg7ty5A319fZiamkJZWVmqPDY2tlSCIyIiIioPJUqIunXrVsphEBEREclOiRKimTNnlnYcRERERDJT4oUZASAmJgbXr18HANSrV4/bdhAREdFXqUQJUWpqKvr27Yvjx4+jcuXKAIC0tDR899132LJlC/T09EozRiIiIqIyVaJZZiNHjsSLFy9w9epVPHv2DM+ePcOVK1eQkZGBUaNGlXaMRERERGWqRD1EBw8exJEjR2BtbS0es7GxwapVq9C+fftSC46IiIioPJSohygvL6/AVHsAUFZWLrCvGREREVFFV6KEqG3bthg9ejQePnwoHnvw4AHGjBkDFxeXUguOiIiIqDyUKCFauXIlMjIyYGpqCnNzc5ibm8PMzAwZGRlYsWJFacdIREREVKZKNIbI2NgYsbGxOHLkCG7cuAEAsLa2hqura6kGR0RERFQeSrwOkUQiQbt27dCuXbvSjIeIiIio3BU5IVq+fDmGDh0KNTU1LF++/JN1OfWeiIiIviZFToiWLl0KDw8PqKmpYenSpR+tJ5FImBARERHRV6XICVFiYmKhPxMRERF97Uo0yywgIACvXr0qcPz169cICAj44qCIiIiIylOJEqJZs2YhMzOzwPFXr15h1qxZXxwUERERUXkqUUIkCAIkEkmB45cuXULVqlW/OCgiIiKi8lSsafdVqlSBRCKBRCJB3bp1pZKi3NxcZGZmYvjw4aUeJBEREVFZKlYPUVBQEJYsWQJBEDBr1iwsXbpUfK1duxanT5/GqlWrShTI/PnzIZFI4OfnJx578+YNfHx8oKurCy0tLfTo0QOPHj2S+lxSUhLc3d2hoaGB6tWrY8KECcjJyZGqc/z4cTRs2BCqqqqoU6cOQkJCShQjERERfZuK1UPk5eUFADAzM0Pz5s0L3eC1JKKjo7Fu3TrY2tpKHR8zZgzCwsKwbds26OjowNfXF927d0dkZCSAd71S7u7uMDAwwJkzZ5CcnAxPT08oKytj7ty5AN7NiHN3d8fw4cMRGhqKiIgIDB48GIaGhnBzcyuV+ImIiOjrVqIxRG3atBGToTdv3iAjI0PqVRyZmZnw8PDAb7/9hipVqojH09PT8fvvv2PJkiVo27YtHB0dERwcjDNnzuDs2bMAgMOHD+PatWv466+/YG9vj44dO2L27NlYtWoVsrOzAQBr166FmZkZAgMDYW1tDV9fX/Ts2fOTaykRERGRfClRQvTq1Sv4+vqievXq0NTURJUqVaRexeHj4wN3d/cC+6DFxMTg7du3UsetrKxQq1YtREVFAQCioqLQoEED6Ovri3Xc3NyQkZGBq1evinU+bNvNzU1sozBZWVlflOQRERHR16VECdGECRNw9OhRrFmzBqqqqtiwYQNmzZoFIyMj/PHHH0VuZ8uWLYiNjcW8efMKlKWkpEBFRQWVK1eWOq6vr4+UlBSxzvvJUH55ftmn6mRkZOD169eFxjVv3jzo6OiIL2Nj4yJfExEREX19SpQQ7d27F6tXr0aPHj2gpKSEVq1aYdq0aZg7dy5CQ0OL1Mb9+/cxevRohIaGQk1NrSRhlJkpU6YgPT1dfN2/f1/WIREREVEZKlFC9OzZM9SuXRsAoK2tjWfPngEAWrZsiZMnTxapjZiYGKSmpqJhw4ZQUlKCkpISTpw4geXLl0NJSQn6+vrIzs5GWlqa1OcePXoEAwMDAICBgUGBWWf57z9XR1tbG+rq6oXGpqqqCm1tbakXERERfbtKlBDVrl1b3M/MysoKW7duBfCu5+jDR1wf4+Ligvj4eMTFxYmvRo0awcPDQ/xZWVkZERER4mcSEhKQlJQEJycnAICTkxPi4+ORmpoq1gkPD4e2tjZsbGzEOu+3kV8nvw0iIiKiYk27zzdw4EBcunQJbdq0weTJk9GlSxesXLkSb9++xZIlS4rURqVKlVC/fn2pY5qamtDV1RWPe3t7Y+zYsahatSq0tbUxcuRIODk5oVmzZgCA9u3bw8bGBv3798fChQuRkpKCadOmwcfHB6qqqgCA4cOHY+XKlZg4cSIGDRqEo0ePYuvWrQgLCyvJpRMREdE3qEQJ0ZgxY8SfXV1dcePGDcTExKBOnToF1hL6EkuXLoWCggJ69OiBrKwsuLm5YfXq1WK5oqIi9u3bhxEjRsDJyQmamprw8vKS2mDWzMwMYWFhGDNmDJYtW4aaNWtiw4YNXIOIiIiIRBJBEARZB1HRZWRkQEdHB+np6RxPVMpiY2Ph6OgIA68gqBrUkXU4MpGVchspm/wQExODhg0byjocIqJvRnG+v4vcQ7R8+fIiBzBq1Kgi1yUiIiKStSInREVd2VkikTAhIiIioq9KkROi/FllRERERN+aEk27JyIiIvqWlGiW2aBBgz5ZvnHjxhIFQ0RERCQLJUqInj9/LvX+7du3uHLlCtLS0tC2bdtSCYyIiIiovJQoIdq1a1eBY3l5eRgxYgTMzc2/OCgiIiKi8lRqY4gUFBQwduzYIs9GIyIiIqooSnVQ9Z07d5CTk1OaTRIRERGVuRI9Mhs7dqzUe0EQkJycjLCwMHh5eZVKYERERETlpUQJ0cWLF6XeKygoQE9PD4GBgZ+dgUZERERU0ZQoITp27Fhpx0FEREQkM1yYkYiIiOReiXqInj59ihkzZuDYsWNITU1FXl6eVPmzZ89KJTgiIiKi8lCihKh///64ffs2vL29oa+vD4lEUtpxEREREZWbEiVEp06dwunTp2FnZ1fa8RARERGVuxKNIbKyssLr169LOxYiIiIimShRQrR69WpMnToVJ06cwNOnT5GRkSH1IiIiIvqalOiRWeXKlZGRkVFgI1dBECCRSJCbm1sqwRERERGVhxIlRB4eHlBWVsbmzZs5qJqIiIi+eiVKiK5cuYKLFy/C0tKytOMhIiIiKnclGkPUqFEj3L9/v7RjISIiIpKJEvUQjRw5EqNHj8aECRPQoEEDKCsrS5Xb2tqWSnBERERE5aFECVGfPn0AQGojV4lEwkHVRERE9FUqUUKUmJhY2nEQERERyUyJEiITE5PSjoOIiIhIZoqcEO3ZswcdO3aEsrIy9uzZ88m633///RcHRkRERFReipwQdevWDSkpKahevTq6dev20XocQ0RERERfmyInRHl5eYX+TERERPS1K9Y6RFFRUdi3b5/UsT/++ANmZmaoXr06hg4diqysrFINkIiIiKisFSshCggIwNWrV8X38fHx8Pb2hqurKyZPnoy9e/di3rx5pR4kERERUVkqVkIUFxcHFxcX8f2WLVvQtGlT/Pbbbxg7diyWL1+OrVu3lnqQRERERGWpWAnR8+fPoa+vL74/ceIEOnbsKL5v3Lgxt/QgIiKir06xEiJ9fX1xUcbs7GzExsaiWbNmYvmLFy8KbONBREREVNEVKyHq1KkTJk+ejFOnTmHKlCnQ0NBAq1atxPLLly/D3Ny81IMkIiIiKkvFWql69uzZ6N69O9q0aQMtLS1s2rQJKioqYvnGjRvRvn37Ug+SiIiIqCwVq4eoWrVqOHnyJJ4/f47nz5/jhx9+kCrftm0bZs6cWeT21qxZA1tbW2hra0NbWxtOTk44cOCAWP7mzRv4+PhAV1cXWlpa6NGjBx49eiTVRlJSEtzd3aGhoYHq1atjwoQJyMnJkapz/PhxNGzYEKqqqqhTpw5CQkKKc9lERET0jStWQpRPR0cHioqKBY5XrVpVqsfoc2rWrIn58+cjJiYGFy5cQNu2bdG1a1dxav+YMWOwd+9ebNu2DSdOnMDDhw/RvXt38fO5ublwd3dHdnY2zpw5g02bNiEkJAQzZswQ6yQmJsLd3R3fffcd4uLi4Ofnh8GDB+PQoUMluXQiIiL6BkkEQRBkHcT7qlatikWLFqFnz57Q09PD5s2b0bNnTwDAjRs3YG1tjaioKDRr1gwHDhxA586d8fDhQ3H229q1azFp0iQ8fvwYKioqmDRpEsLCwnDlyhXxHH379kVaWhoOHjxYpJgyMjKgo6OD9PR0aGtrl/5Fy7HY2Fg4OjrCwCsIqgZ1ZB2OTGSl3EbKJj/ExMSgYcOGsg6HiOibUZzv7xL1EJWF3NxcbNmyBS9fvoSTkxNiYmLw9u1buLq6inWsrKxQq1YtREVFAXi3cnaDBg2klgJwc3NDRkaG2MsUFRUl1UZ+nfw2CpOVlYWMjAypFxEREX27ZJ4QxcfHQ0tLC6qqqhg+fDh27doFGxsbpKSkQEVFBZUrV5aqr6+vj5SUFABASkqKVDKUX55f9qk6GRkZeP36daExzZs3Dzo6OuLL2Ni4NC6ViIiIKiiZJ0SWlpaIi4vDuXPnMGLECHh5eeHatWsyjWnKlClIT08XX1xskoiI6NtWrGn3ZUFFRQV16rwbO+Lo6Ijo6GgsW7YMffr0QXZ2NtLS0qR6iR49egQDAwMAgIGBAc6fPy/VXv4stPfrfDgz7dGjR9DW1oa6unqhMamqqkJVVbVUro+IiIgqPpn3EH0oLy8PWVlZcHR0hLKyMiIiIsSyhIQEJCUlwcnJCQDg5OSE+Ph4pKaminXCw8Ohra0NGxsbsc77beTXyW+DiIiISKY9RFOmTEHHjh1Rq1YtvHjxAps3b8bx48dx6NAh6OjowNvbG2PHjkXVqlWhra2NkSNHwsnJSdwupH379rCxsUH//v2xcOFCpKSkYNq0afDx8RF7eIYPH46VK1di4sSJGDRoEI4ePYqtW7ciLCxMlpdOREREFYhME6LU1FR4enoiOTkZOjo6sLW1xaFDh9CuXTsAwNKlS6GgoIAePXogKysLbm5uWL16tfh5RUVF7Nu3DyNGjICTkxM0NTXh5eWFgIAAsY6ZmRnCwsIwZswYLFu2DDVr1sSGDRvg5uZW7tdLREREFVOFW4eoIuI6RGWH6xBxHSIiorLyVa5DRERERCQrTIiIiIhI7jEhIiIiIrnHhIiIiIjkHhMiIiIikntMiIiIiEjuMSEiIiIiuceEiIiIiOQeEyIiIiKSe0yIiIiISO4xISIiIiK5x4SIiIiI5B4TIiIiIpJ7TIiIiIhI7jEhIiIiIrnHhIiIiIjkHhMiIiIikntMiIiIiEjuMSEiIiIiuceEiIiIiOQeEyIiIiKSe0yIiIiISO4xISIiIiK5x4SIiIiI5B4TIiIiIpJ7TIiIiIhI7jEhIiIiIrnHhIiIiIjkHhMiIiIikntMiIiIiEjuMSEiIiIiuceEiIiIiOQeEyIiIiKSe0yIiIiISO4xISIiIiK5J9OEaN68eWjcuDEqVaqE6tWro1u3bkhISJCq8+bNG/j4+EBXVxdaWlro0aMHHj16JFUnKSkJ7u7u0NDQQPXq1TFhwgTk5ORI1Tl+/DgaNmwIVVVV1KlTByEhIWV9eURERPSVUJLlyU+cOAEfHx80btwYOTk5+OWXX9C+fXtcu3YNmpqaAIAxY8YgLCwM27Ztg46ODnx9fdG9e3dERkYCAHJzc+Hu7g4DAwOcOXMGycnJ8PT0hLKyMubOnQsASExMhLu7O4YPH47Q0FBERERg8ODBMDQ0hJubm8yun+h9169fl3UIMlOtWjXUqlVL1mEQkRyTCIIgyDqIfI8fP0b16tVx4sQJtG7dGunp6dDT08PmzZvRs2dPAMCNGzdgbW2NqKgoNGvWDAcOHEDnzp3x8OFD6OvrAwDWrl2LSZMm4fHjx1BRUcGkSZMQFhaGK1euiOfq27cv0tLScPDgwc/GlZGRAR0dHaSnp0NbW7tsLl5OxcbGwtHREQZeQVA1qCPrcGTi1e1oPN4ZAFScv4rlTk1dAwk3rjMpIqJSVZzvb5n2EH0oPT0dAFC1alUAQExMDN6+fQtXV1exjpWVFWrVqiUmRFFRUWjQoIGYDAGAm5sbRowYgatXr8LBwQFRUVFSbeTX8fPzK/uLIvqMvKxMQBCg23kclHWNZR1OuXv79D6e7gvEkydPmBARkcxUmIQoLy8Pfn5+aNGiBerXrw8ASElJgYqKCipXrixVV19fHykpKWKd95Oh/PL8sk/VycjIwOvXr6Guri5VlpWVhaysLPF9RkbGl18g0Wco6xrLbS8ZEZGsVZhZZj4+Prhy5Qq2bNki61Awb9486OjoiC9jY/n7VzsREZE8qRAJka+vL/bt24djx46hZs2a4nEDAwNkZ2cjLS1Nqv6jR49gYGAg1vlw1ln++8/V0dbWLtA7BABTpkxBenq6+Lp///4XXyMRERFVXDJNiARBgK+vL3bt2oWjR4/CzMxMqtzR0RHKysqIiIgQjyUkJCApKQlOTk4AACcnJ8THxyM1NVWsEx4eDm1tbdjY2Ih13m8jv05+Gx9SVVWFtra21IuIiIi+XTIdQ+Tj44PNmzfj33//RaVKlcQxPzo6OlBXV4eOjg68vb0xduxYVK1aFdra2hg5ciScnJzQrFkzAED79u1hY2OD/v37Y+HChUhJScG0adPg4+MDVVVVAMDw4cOxcuVKTJw4EYMGDcLRo0exdetWhIWFyezaiYiIqOKQaQ/RmjVrkJ6eDmdnZxgaGoqvf/75R6yzdOlSdO7cGT169EDr1q1hYGCAnTt3iuWKiorYt28fFBUV4eTkhJ9++gmenp4ICAgQ65iZmSEsLAzh4eGws7NDYGAgNmzYwDWIiIiICICMe4iKsgSSmpoaVq1ahVWrVn20jomJCfbv3//JdpydnXHx4sVix0hERETfvgoxqJqIiIhIlpgQERERkdxjQkRERERyjwkRERERyT0mRERERCT3mBARERGR3GNCRERERHKPCRERERHJPSZEREREJPeYEBEREZHcY0JEREREco8JEREREck9JkREREQk95gQERERkdxjQkRERERyjwkRERERyT0mRERERCT3mBARERGR3GNCRERERHKPCRERERHJPSZEREREJPeYEBEREZHcY0JEREREco8JEREREck9JkREREQk95gQERERkdxjQkRERERyjwkRERERyT0mRERERCT3mBARERGR3GNCRERERHKPCRERERHJPSZEREREJPeYEBEREZHcY0JEREREco8JEREREck9mSZEJ0+eRJcuXWBkZASJRILdu3dLlQuCgBkzZsDQ0BDq6upwdXXFrVu3pOo8e/YMHh4e0NbWRuXKleHt7Y3MzEypOpcvX0arVq2gpqYGY2NjLFy4sKwvjYiIiL4iMk2IXr58CTs7O6xatarQ8oULF2L58uVYu3Ytzp07B01NTbi5ueHNmzdiHQ8PD1y9ehXh4eHYt28fTp48iaFDh4rlGRkZaN++PUxMTBATE4NFixbB398f69evL/PrIyIioq+DkixP3rFjR3Ts2LHQMkEQEBQUhGnTpqFr164AgD/++AP6+vrYvXs3+vbti+vXr+PgwYOIjo5Go0aNAAArVqxAp06dsHjxYhgZGSE0NBTZ2dnYuHEjVFRUUK9ePcTFxWHJkiVSiRMRERHJrwo7higxMREpKSlwdXUVj+no6KBp06aIiooCAERFRaFy5cpiMgQArq6uUFBQwLlz58Q6rVu3hoqKiljHzc0NCQkJeP78eaHnzsrKQkZGhtSLiIiIvl0VNiFKSUkBAOjr60sd19fXF8tSUlJQvXp1qXIlJSVUrVpVqk5hbbx/jg/NmzcPOjo64svY2PjLL4iIiIgqrAqbEMnSlClTkJ6eLr7u378v65CIiIioDFXYhMjAwAAA8OjRI6njjx49EssMDAyQmpoqVZ6Tk4Nnz55J1SmsjffP8SFVVVVoa2tLvYiIiOjbVWETIjMzMxgYGCAiIkI8lpGRgXPnzsHJyQkA4OTkhLS0NMTExIh1jh49iry8PDRt2lSsc/LkSbx9+1asEx4eDktLS1SpUqWcroaIiIgqMpkmRJmZmYiLi0NcXByAdwOp4+LikJSUBIlEAj8/P8yZMwd79uxBfHw8PD09YWRkhG7dugEArK2t0aFDBwwZMgTnz59HZGQkfH190bdvXxgZGQEAfvzxR6ioqMDb2xtXr17FP//8g2XLlmHs2LEyumoiIiKqaGQ67f7ChQv47rvvxPf5SYqXlxdCQkIwceJEvHz5EkOHDkVaWhpatmyJgwcPQk1NTfxMaGgofH194eLiAgUFBfTo0QPLly8Xy3V0dHD48GH4+PjA0dER1apVw4wZMzjlnoiIiEQyTYicnZ0hCMJHyyUSCQICAhAQEPDROlWrVsXmzZs/eR5bW1ucOnWqxHESERHRt63CjiEiIiIiKi9MiIiIiEjuMSEiIiIiuceEiIiIiOQeEyIiIiKSe0yIiIiISO4xISIiIiK5x4SIiIiI5B4TIiIiIpJ7TIiIiIhI7jEhIiIiIrnHhIiIiIjkHhMiIiIikntMiIiIiEjuMSEiIiIiuceEiIiIiOQeEyIiIiKSe0yIiIiISO4xISIiIiK5x4SIiIiI5B4TIiIiIpJ7TIiIiIhI7jEhIiIiIrnHhIiIiIjkHhMiIiIikntMiIiIiEjuMSEiIiIiuceEiIiIiOQeEyIiIiKSe0qyDoCApKQkPHnyRNZhyMT169dlHQIRERETIllLSkqCpZU13rx+JetQiIiI5BYTIhl78uQJ3rx+Bd3O46CsayzrcMrd6/8uIP3UX7IOgyoAee8trFatGmrVqiXrMIjkFhOiCkJZ1xiqBnVkHUa5e/v0vqxDIBnLzXwOSCT46aefZB2KTKmpayDhxnUmRUQywoSIiGQqLysTEAS57SUF3v3D4Om+QDx58oQJEZGMMCEiogpBXntJiahikKtp96tWrYKpqSnU1NTQtGlTnD9/XtYhERERUQUgNwnRP//8g7Fjx2LmzJmIjY2FnZ0d3NzckJqaKuvQiIiISMbkJiFasmQJhgwZgoEDB8LGxgZr166FhoYGNm7cKOvQiIiISMbkYgxRdnY2YmJiMGXKFPGYgoICXF1dERUVJcPIiIj+nzwvPcBlB0jW5CIhevLkCXJzc6Gvry91XF9fHzdu3ChQPysrC1lZWeL79PR0AEBGRkapx5aZmfnunCm3kZf9ptTbr+jyp93L6/UDvAfyfv0AkPXwXSIkz0sPqKiq4a8//yjw/2l5oaCggLy8PFmHIVMGBgYwMDAo1Tbzv7cFQfhsXblIiIpr3rx5mDVrVoHjxsZlNyX4+aGVZdb210Derx/gPZD365d32Vlv0Lt3b1mHQd+oFy9eQEdH55N15CIhqlatGhQVFfHo0SOp448ePSo0G50yZQrGjh0rvs/Ly8OzZ8+gq6sLiURSqrFlZGTA2NgY9+/fh7a2dqm2/TWQ9+sHeA/k/foB3gNev3xfP1B290AQBLx48QJGRkafrSsXCZGKigocHR0RERGBbt26AXiX5ERERMDX17dAfVVVVaiqqkodq1y5cpnGqK2tLbd/EQBeP8B7IO/XD/Ae8Prl+/qBsrkHn+sZyicXCREAjB07Fl5eXmjUqBGaNGmCoKAgvHz5EgMHDpR1aERERCRjcpMQ9enTB48fP8aMGTOQkpICe3t7HDx4UG4H8BEREdH/k5uECAB8fX0LfUQmS6qqqpg5c2aBR3TyQt6vH+A9kPfrB3gPeP3yff1AxbgHEqEoc9GIiIiIvmFys1I1ERER0ccwISIiIiK5x4SIiIiI5B4TIiIiIpJ7TIhkZM2aNbC1tRUXoXJycsKBAwdkHZbMzJ8/HxKJBH5+frIOpVz4+/tDIpFIvaysrGQdVrl78OABfvrpJ+jq6kJdXR0NGjTAhQsXZB1WuTA1NS3wOyCRSODj4yPr0MpNbm4upk+fDjMzM6irq8Pc3ByzZ88u0r5T34oXL17Az88PJiYmUFdXR/PmzREdHS3rsMrMyZMn0aVLFxgZGUEikWD37t1S5YIgYMaMGTA0NIS6ujpcXV1x69atcomNCZGM1KxZE/Pnz0dMTAwuXLiAtm3bomvXrrh69aqsQyt30dHRWLduHWxtbWUdSrmqV68ekpOTxdfp06dlHVK5ev78OVq0aAFlZWUcOHAA165dQ2BgIKpUqSLr0MpFdHS01J9/eHg4AKBXr14yjqz8LFiwAGvWrMHKlStx/fp1LFiwAAsXLsSKFStkHVq5GTx4MMLDw/Hnn38iPj4e7du3h6urKx48eCDr0MrEy5cvYWdnh1WrVhVavnDhQixfvhxr167FuXPnoKmpCTc3N7x5Uw4bPwtUYVSpUkXYsGGDrMMoVy9evBAsLCyE8PBwoU2bNsLo0aNlHVK5mDlzpmBnZyfrMGRq0qRJQsuWLWUdRoUxevRowdzcXMjLy5N1KOXG3d1dGDRokNSx7t27Cx4eHjKKqHy9evVKUFRUFPbt2yd1vGHDhsLUqVNlFFX5ASDs2rVLfJ+XlycYGBgIixYtEo+lpaUJqqqqwt9//13m8bCHqALIzc3Fli1b8PLlSzg5Ock6nHLl4+MDd3d3uLq6yjqUcnfr1i0YGRmhdu3a8PDwQFJSkqxDKld79uxBo0aN0KtXL1SvXh0ODg747bffZB2WTGRnZ+Ovv/7CoEGDSn0D6YqsefPmiIiIwM2bNwEAly5dwunTp9GxY0cZR1Y+cnJykJubCzU1Nanj6urqctdjDACJiYlISUmR+j7Q0dFB06ZNERUVVebnl6uVqiua+Ph4ODk54c2bN9DS0sKuXbtgY2Mj67DKzZYtWxAbG/tNPy//mKZNmyIkJASWlpZITk7GrFmz0KpVK1y5cgWVKlWSdXjl4r///sOaNWswduxY/PLLL4iOjsaoUaOgoqICLy8vWYdXrnbv3o20tDQMGDBA1qGUq8mTJyMjIwNWVlZQVFREbm4ufv31V3h4eMg6tHJRqVIlODk5Yfbs2bC2toa+vj7+/vtvREVFoU6dOrIOr9ylpKQAQIEttfT19cWyssSESIYsLS0RFxeH9PR0bN++HV5eXjhx4oRcJEX379/H6NGjER4eXuBfR/Lg/X8B29raomnTpjAxMcHWrVvh7e0tw8jKT15eHho1aoS5c+cCABwcHHDlyhWsXbtW7hKi33//HR07doSRkZGsQylXW7duRWhoKDZv3ox69eohLi4Ofn5+MDIykpvfgT///BODBg1CjRo1oKioiIYNG6Jfv36IiYmRdWhyh4/MZEhFRQV16tSBo6Mj5s2bBzs7OyxbtkzWYZWLmJgYpKamomHDhlBSUoKSkhJOnDiB5cuXQ0lJCbm5ubIOsVxVrlwZdevWxe3bt2UdSrkxNDQskPxbW1vL3aPDe/fu4ciRIxg8eLCsQyl3EyZMwOTJk9G3b180aNAA/fv3x5gxYzBv3jxZh1ZuzM3NceLECWRmZuL+/fs4f/483r59i9q1a8s6tHJnYGAAAHj06JHU8UePHollZYkJUQWSl5eHrKwsWYdRLlxcXBAfH4+4uDjx1ahRI3h4eCAuLg6KioqyDrFcZWZm4s6dOzA0NJR1KOWmRYsWSEhIkDp28+ZNmJiYyCgi2QgODkb16tXh7u4u61DK3atXr6CgIP01pKioiLy8PBlFJDuampowNDTE8+fPcejQIXTt2lXWIZU7MzMzGBgYICIiQjyWkZGBc+fOlcv4Wj4yk5EpU6agY8eOqFWrFl68eIHNmzfj+PHjOHTokKxDKxeVKlVC/fr1pY5pampCV1e3wPFv0fjx49GlSxeYmJjg4cOHmDlzJhQVFdGvXz9Zh1ZuxowZg+bNm2Pu3Lno3bs3zp8/j/Xr12P9+vWyDq3c5OXlITg4GF5eXlBSkr//HXfp0gW//voratWqhXr16uHixYtYsmQJBg0aJOvQys2hQ4cgCAIsLS1x+/ZtTJgwAVZWVhg4cKCsQysTmZmZUj3hiYmJiIuLQ9WqVVGrVi34+flhzpw5sLCwgJmZGaZPnw4jIyN069at7IMr83lsVKhBgwYJJiYmgoqKiqCnpye4uLgIhw8flnVYMiVP0+779OkjGBoaCioqKkKNGjWEPn36CLdv35Z1WOVu7969Qv369QVVVVXByspKWL9+vaxDKleHDh0SAAgJCQmyDkUmMjIyhNGjRwu1atUS1NTUhNq1awtTp04VsrKyZB1aufnnn3+E2rVrCyoqKoKBgYHg4+MjpKWlyTqsMnPs2DEBQIGXl5eXIAjvpt5Pnz5d0NfXF1RVVQUXF5dy+/shEQQ5WhKUiIiIqBAcQ0RERERyjwkRERERyT0mRERERCT3mBARERGR3GNCRERERHKPCRERERHJPSZEREREJPeYEBHRJ924cQPNmjWDmpoa7O3tZRaHqakpgoKCyu18EokEu3fvLrfzlbWQkBBUrlxZ1mEQVVhMiIi+EY8fP4aKigpevnyJt2/fQlNTs1Q2Sp05cyY0NTWRkJAgtcfQ+wYMGFDmS+tHR0dj6NChX9zO1atX0bt3b+jp6UFVVRV169bFjBkz8OrVq1KIsmIoLHns06cPbt68KZuAiL4CTIiIvhFRUVGws7ODpqYmYmNjxb2BvtSdO3fQsmVLmJiYQFdXtxQiLRk9PT1oaGh8URtnz55F06ZNkZ2djbCwMNy8eRO//vorQkJC0K5dO2RnZ5dStMVX1udWV1dH9erVy/QcRF8zJkRE34gzZ86gRYsWAIDTp0+LP39KXl4eAgICULNmTaiqqsLe3h4HDx4UyyUSCWJiYhAQEACJRAJ/f/8SxXbixAk0adIEqqqqMDQ0xOTJk5GTkyOWv3jxAh4eHuKO30uXLoWzszP8/PzEOh/2ekgkEmzYsAE//PADNDQ0YGFhgT179nw0BkEQ4O3tDWtra+zcuRNNmjSBiYkJevXqhb179yIqKgpLly6V+kxycjI6duwIdXV11K5dG9u3bxfLsrOz4evrC0NDQ6ipqcHExATz5s0Ty9PS0jB48GDo6elBW1sbbdu2xaVLl8Ryf39/2NvbY8OGDTAzM4OamhrWr18PIyOjAru9d+3aVdzw9M6dO+jatSv09fWhpaWFxo0b48iRI2JdZ2dn3Lt3D2PGjIFEIoFEIgFQ+COzNWvWwNzcHCoqKrC0tMSff/4pVf65e/z8+XN4eHhAT08P6urqsLCwQHBw8Ef/DIgqtHLZMY2IysS9e/cEHR0dQUdHR1BWVhbU1NQEHR0dQUVFRVBVVRV0dHSEESNGfPTzS5YsEbS1tYW///5buHHjhjBx4kRBWVlZuHnzpiAIgpCcnCzUq1dPGDdunJCcnCy8ePGi0Ha8vLyErl27Flr2v//9T9DQ0BB+/vln4fr168KuXbuEatWqCTNnzhTrDB48WDAxMRGOHDkixMfHCz/88INQqVIlqc1+TUxMhKVLl4rvAQg1a9YUNm/eLNy6dUsYNWqUoKWlJTx9+rTQOGJjYwUAwubNmwstb9eunWBnZyfVvq6urvDbb78JCQkJwrRp0wRFRUXh2rVrgiAIwqJFiwRjY2Ph5MmTwt27d4VTp05Jte3q6ip06dJFiI6OFm7evCmMGzdO0NXVFeObOXOmoKmpKXTo0EGIjY0VLl26JDx79kxQUVERjhw5Irbz9OlTqWNxcXHC2rVrhfj4eOHmzZvCtGnTBDU1NeHevXti/Zo1awoBAQFCcnKykJycLAiCIAQHBws6Ojpiuzt37hSUlZWFVatWCQkJCUJgYKCgqKgoHD16tMj32MfHR7C3txeio6OFxMREITw8XNizZ0+h95eoomNCRPQVe/v2rZCYmChcunRJUFZWFv6vnfsNaap94wD+nXi06ZyiWdtMHGquZen8M2MlRakvisTMMstAS4Ky9EVp/7CMojdhJpSBhgjhUDHtRamQvjBl2R/IGcgU0mWEmEGkTEh0Xr8X4eg8M63fU0+F1wcOeJ/7vs+5dg/GxbmvY29vL71+/ZpkMhk9fvyYrFYrffjw4ZvzVSoVXb16VXROr9dTbm6uox0ZGSlKXuazUEJ0/vx50mg0NDs76zhXXl5OMpmM7HY7TUxMkCAI1NDQ4Oj/9OkTeXh4LJoQFRUVOdo2m40AUGtr67xx1NXVEQDq6emZtz8/P5+kUqno+kePHhWN2bBhgyPBzMvLo23btok+15yuri6Sy+X0+fNn0fmQkBCqqKggoi8JkSAINDY2JhqTkpJChw8fdrQrKipIpVKR3W6fN24iovDwcLp586aj/c+1InJOiDZu3EhHjhwRjdm7dy/t2LHD0V5sjZOTk+nQoUPfjIuxvwlvmTH2F3N1dYVarUZ/fz/0ej0iIiIwOjqKlStXYvPmzVCr1Vi+fPm8cycmJjAyMuK0tbZp0yZYLJafFqPFYoHBYHBs3czdw2az4d27dxgaGsL09DTi4uIc/d7e3tBoNIteOyIiwvG3p6cn5HI5xsbGFpxDRN8du8FgcGrPrU12djbMZjM0Gg3y8/Px6NEjx7je3l7YbDb4+flBJpM5DqvVisHBQce4oKAg+Pv7i+6RmZmJxsZGTE1NAQCMRiMyMjLg4vLl59pms6GgoABarRY+Pj6QyWSwWCw/XEBvsVi+67tfaI2PHTuGuro66HQ6nD59Gk+ePPmhGBj7k7j+7gAYY/+/8PBwDA8PY3p6GrOzs5DJZJiZmcHMzAxkMhmCgoLQ19f3u8P8ZQRBELUlEolT/c2csLAwAF8SgaioKKd+i8XiGPM9oqOjYbVa0draivb2dqSnpyMxMRH37t2DzWaDUqlER0eH07yv63g8PT2d+pOTk0FEaG5uhl6vR1dXl6i2qaCgAG1tbSgpKUFoaCikUin27Nnzy4qyF1rj7du3Y3h4GC0tLWhra0NCQgKOHz+OkpKSXxILY78SPyFi7C/W0tICs9kMhUKBmpoamM1mrFu3DmVlZTCbzWhpafnmXLlcDpVKBZPJJDpvMpmwdu3anxajVqtFd3e36MmMyWSCl5cXVq1aheDgYAiCgBcvXjj6x8fHf/or4jqdDmvWrMGNGzeckqbe3l60t7dj//79ovNPnz51amu1WkdbLpdj3759uHPnDurr69HY2IiPHz8iOjoao6OjcHV1RWhoqOj41hO7OcuWLcPu3bthNBpRW1sLjUaD6OhoR7/JZEJ2djZSU1Oxfv16KBQKvHnzRnQNNzc32O32Be+j1Wp/ynfv7++PrKws1NTUoKysDJWVlT80n7E/BT8hYuwvFhQUhNHRUbx//x4pKSmQSCTo6+tDWloalErlovMLCwtRXFyMkJAQ6HQ6VFdXw2w2w2g0/nAs4+PjMJvNonN+fn7Izc1FWVkZ8vLycOLECQwMDKC4uBgnT56Ei4sLvLy8kJWVhcLCQvj6+mLFihUoLi6Gi4uLaJvt35JIJKiqqkJSUhLS0tJw7tw5KBQKPHv2DKdOnYLBYBC91QYADQ0NiI2NRXx8PIxGI54/f46qqioAQGlpKZRKJaKiouDi4oKGhgYoFAr4+PggMTERBoMBu3btwrVr1xAWFoaRkRE0NzcjNTUVsbGxC8aamZmJnTt3oq+vDwcPHhT1rV69Gk1NTUhOToZEIsGFCxecEjy1Wo3Ozk5kZGTA3d193iSssLAQ6enpiIqKQmJiIh48eICmpibRG2uLuXjxImJiYhAeHo6pqSk8fPhQlDAy9lf5zTVMjLF/qba2luLj44mIqLOzk0JDQ797rt1up0uXLlFAQAAJgkCRkZFORcnfW1QNwOnIyckhIqKOjg7S6/Xk5uZGCoWCzpw5Q9PT0475ExMTdODAAfLw8CCFQkGlpaUUFxdHZ8+edYyZr6j6/v37oji8vb2purp6wVhfvXpFaWlp5OvrS4IgUEhICBUVFdHk5KRoHAAqLy+npKQkcnd3J7VaTfX19Y7+yspK0ul05OnpSXK5nBISEujly5eiz5SXl0cqlYoEQaDAwEDKzMykt2/fEtGXouqv32r7mt1uJ6VSSQBocHBQ1Ge1Wmnr1q0klUopMDCQbt26RVu2bBEVoHd3d1NERAS5u7vT3M/8P4uqiYhu375NwcHBJAgChYWF0d27d53WYKE1vnLlCmm1WpJKpeTr60spKSk0NDQ072di7E8nIfqBCkPGGPsPTE5OIiAgANevX0dOTs7vDocxtgTwlhlj7Lfr6elBf38/4uLiMD4+jsuXLwP48g8JGWPsv8AJEWPsj1BSUoKBgQG4ubkhJiYGXV1dixYgM8bYz8JbZowxxhhb8vi1e8YYY4wteZwQMcYYY2zJ44SIMcYYY0seJ0SMMcYYW/I4IWKMMcbYkscJEWOMMcaWPE6IGGOMMbbkcULEGGOMsSWPEyLGGGOMLXn/A/BmWgbn6h6HAAAAAElFTkSuQmCC" 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" }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 11 + "execution_count": 15 } ], "metadata": { diff --git a/src/keypad.py b/src/keypad.py index 49777d0..b5d608c 100644 --- a/src/keypad.py +++ b/src/keypad.py @@ -2,12 +2,16 @@ from dataclasses import dataclass import numpy as np +from src.tower_shuffle import TowerShuffle + + @dataclass class Keypad: keypad: np.ndarray k: int # number of keys p: int # properties per key keypad_cache: list # + tower_shuffler: TowerShuffle max_cache_size: int = 100 @staticmethod @@ -17,11 +21,16 @@ class Keypad: # Reshape into a 3x4 matrix keypad = array.reshape(k, p) set_view = keypad.T - for set_idx in set_view: np.random.shuffle(set_idx) - return Keypad(keypad=set_view.T, k=k, p=p, keypad_cache=[]) + return Keypad(keypad=set_view.T, k=k, p=p, keypad_cache=[], tower_shuffler=TowerShuffle.new(p)) + + def tower_shuffle(self): + selected_positions = self.tower_shuffler.left_tower.tolist() + new_key_idxs = np.random.permutation(self.k) + self.keypad[:, selected_positions] = self.keypad[new_key_idxs, :][:, selected_positions] + self.tower_shuffler.shuffle() def split_shuffle(self): """ @@ -49,9 +58,9 @@ class Keypad: def _shuffle(self) -> np.ndarray: column_permutation = np.random.permutation(self.p) column_subset = column_permutation[:self.p // 2] - perm_indices = np.random.permutation(self.k) + new_key_idxs = np.random.permutation(self.k) shuffled_sets = self.keypad.copy() - shuffled_sets[:, column_subset] = shuffled_sets[perm_indices, :][:, column_subset] + shuffled_sets[:, column_subset] = shuffled_sets[new_key_idxs, :][:, column_subset] return shuffled_sets def full_shuffle(self): diff --git a/src/tower_shuffle.py b/src/tower_shuffle.py index 6b2fc74..6c3b990 100644 --- a/src/tower_shuffle.py +++ b/src/tower_shuffle.py @@ -39,11 +39,17 @@ class Tower: self.floors.insert(0, other_discard) def __str__(self): - strVal = "" + str_val = "" + floor_numb = [i for i in reversed(range(len(self.floors)))] for idx, val in enumerate(reversed(self.floors)): - strVal += f"Floor {idx}: {val.tolist()}\n" - return strVal + str_val += f"Floor {floor_numb[idx]}: {val.tolist()}\n" + return str_val + def tolist(self) -> list[int]: + tower = [] + for floor in self.floors: + tower.extend(floor.tolist()) + return tower @dataclass class TowerShuffle: diff --git a/src/utils.py b/src/utils.py index 63f9a05..78c4fd9 100644 --- a/src/utils.py +++ b/src/utils.py @@ -16,6 +16,7 @@ def total_shuffle_states(k: int, p: int) -> int: class ShuffleTypes(Enum): FULL_SHUFFLE = "FULL_SHUFFLE" SPLIT_SHUFFLE = "SPLIT_SHUFFLE" + TOWER_SHUFFLE = "TOWER_SHUFFLE" def observations(target_passcode: list[int], number_of_keys:int, properties_per_key: int, min_complexity: int, min_disparity: int, shuffle_type: ShuffleTypes, number_of_observations: int = 100): @@ -34,6 +35,8 @@ def observations(target_passcode: list[int], number_of_keys:int, properties_per_ keypad.full_shuffle() case ShuffleTypes.SPLIT_SHUFFLE: keypad.split_shuffle() + case ShuffleTypes.TOWER_SHUFFLE: + keypad.tower_shuffle() case _: raise Exception(f"no shuffle type {shuffle_type}") diff --git a/src/visualnkode.py b/src/visualnkode.py index 7e9a86c..aa61089 100644 --- a/src/visualnkode.py +++ b/src/visualnkode.py @@ -8,7 +8,7 @@ from typing import Iterable # Project root = parent of *this* file's directory PROJECT_ROOT = Path(__file__).resolve().parent.parent -OUTPUT_DIR = PROJECT_ROOT / "example" / "obs_json" +BASE_DIR = PROJECT_ROOT / "example" PNG_DIR = PROJECT_ROOT / "example" / "obs_png" @dataclass @@ -23,6 +23,7 @@ def new_observation_sequence( complexity: int, disparity: int, numb_runs: int, + shuffle_type: ShuffleTypes ) -> ObservationSequence: passcode = passcode_generator(number_of_keys, properties_per_key, passcode_len, complexity, disparity) obs_seq = ObservationSequence(target_passcode=passcode, observations=[]) @@ -32,7 +33,7 @@ def new_observation_sequence( properties_per_key=properties_per_key, min_complexity=complexity, min_disparity=disparity, - shuffle_type=ShuffleTypes.SPLIT_SHUFFLE, + shuffle_type=shuffle_type, number_of_observations=numb_runs, ) for obs in obs_gen: @@ -50,14 +51,14 @@ def _next_json_filename(base_dir: Path) -> Path: return candidate counter += 1 -def save_observation_sequence_to_json(seq: ObservationSequence, filename: Path | None = None) -> None: +def save_observation_sequence_to_json(seq: ObservationSequence, shuffle_type: ShuffleTypes, filename: Path | None = None) -> None: """ Save ObservationSequence to JSON. - If filename is None, put it under PROJECT_ROOT/output/obs_json/ as observation_{n}.json - Creates directory if needed """ if filename is None: - base_dir = OUTPUT_DIR + base_dir = BASE_DIR / shuffle_type.name base_dir.mkdir(parents=True, exist_ok=True) filename = _next_json_filename(base_dir) else: @@ -223,12 +224,12 @@ def _next_run_dir(base_dir: Path) -> Path: return run_dir counter += 1 -def render_sequence_to_pngs(seq: ObservationSequence, out_dir: Path | None = None) -> None: +def render_sequence_to_pngs(seq: ObservationSequence, shuffle_type: ShuffleTypes, out_dir: Path | None = None) -> None: """ Render each observation to its own PNG inside a fresh run directory. Default: PROJECT_ROOT/output/obs_png/run_XXX/observation_001.png """ - base_dir = PNG_DIR if out_dir is None else out_dir + base_dir = BASE_DIR / shuffle_type.name / "obs_png" if out_dir is None else out_dir base_dir.mkdir(parents=True, exist_ok=True) # Create a fresh run dir @@ -238,6 +239,7 @@ def render_sequence_to_pngs(seq: ObservationSequence, out_dir: Path | None = Non filename = run_dir / f"observation_{i:03d}.png" render_observation_to_png(seq.target_passcode, obs, filename) if __name__ == "__main__": - obs_seq = new_observation_sequence(6, 9,4,0,0,numb_runs=50) - save_observation_sequence_to_json(obs_seq) - render_sequence_to_pngs(obs_seq) \ No newline at end of file + shuffle_type = ShuffleTypes.TOWER_SHUFFLE + obs_seq = new_observation_sequence(6, 9,4,0,0 ,numb_runs=50, shuffle_type=shuffle_type) + save_observation_sequence_to_json(obs_seq, shuffle_type) + render_sequence_to_pngs(obs_seq, shuffle_type) \ No newline at end of file diff --git a/tests/test_keypad.py b/tests/test_keypad.py index 85712c8..b3ad3aa 100644 --- a/tests/test_keypad.py +++ b/tests/test_keypad.py @@ -29,3 +29,11 @@ def test_full_shuffle(): keypad.full_shuffle() print(keypad.keypad) +def test_tower_shuffle(): + p = 4 # properties_per_key + k = 3 # number_of_keys + keypad = Keypad.new_keypad(k, p) + print() + for _ in range(10): + print(keypad.keypad) + keypad.tower_shuffle() diff --git a/tests/test_tower_shuffle.py b/tests/test_tower_shuffle.py index a19c21b..35a0193 100644 --- a/tests/test_tower_shuffle.py +++ b/tests/test_tower_shuffle.py @@ -1,7 +1,7 @@ from src.tower_shuffle import TowerShuffle def test_tower_shuffle(): - tower = TowerShuffle.new(19) + tower = TowerShuffle.new(9) print(tower) for _ in range(100): tower.shuffle()