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@aboSamoor
Last active December 21, 2015 09:29
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{
"metadata": {
"name": "figures"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"csv_file = \"\"\"\n",
"0.30\t0.46\t0.63\t0.68\t0.45\n",
"0.60\t0.72\t0.69\t0.38\t0.56\n",
"0.77\t0.78\t0.78\t0.77\t0.72\n",
"0.83\t0.76\t0.82\t0.81\t0.81\n",
"0.84\t0.84\t0.84\t0.85\t0.85\n",
"0.86\t0.85\t0.85\t0.86\t0.87\n",
"0.11\t0.12\t0.19\t0.17\t0.21\n",
"0.24\t0.35\t0.33\t0.47\t0.53\n",
"0.61\t0.62\t0.57\t0.58\t0.56\n",
"0.81\t0.84\t0.82\t0.83\t0.80\n",
"0.87\t0.89\t0.87\t0.88\t0.89\n",
"0.92\t0.93\t0.92\t0.92\t0.91\n",
"\"\"\"\n",
"\n",
"lines = [[float(x) for x in l.strip().split()] for l in csv_file.strip().splitlines()]\n",
"\n",
"lines = asarray(lines)\n",
"embeddings = lines[:6]\n",
"bow = lines[6:]\n",
"fig = figure()\n",
"values = asarray([0.003, 0.01, 0.03, 0.1, 0.3, 1.0])*2257\n",
"ax1 = errorbar(values, embeddings.mean(axis=1), yerr=embeddings.std(axis=1), fmt='-ro', label='SkipGram')\n",
"ax2 = errorbar(values, bow.mean(axis=1), yerr=bow.std(axis=1), fmt='-bo', label='BOW')\n",
"xscale('log')\n",
"xlabel('Number of documents')\n",
"ylabel('Average Accuracy')\n",
"title('4 categories experiment')\n",
"legend(loc='lower right', shadow=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 72,
"text": [
"<matplotlib.legend.Legend at 0xdac64d0>"
]
},
{
"output_type": "display_data",
"png": 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QBQUF6Z/7+PjI5OZCFDG3bkF09MNkEB0NNWpoyaBdO3j/fXB3B1tpe5mliIgIIiIi8q08\ns9VBREVFERQURFhYGABz5szB1taWiRMnZrlP/fr1OXbsGOXKlTMMUuoghChSlIK//za8OoiJ0SqV\nn39ee7RpA3IzIW8KbR1Ey5YtOXPmDLGxsdSuXZsNGzYQHBxssM3NmzcpXbo0JUqU4IsvvsDb2ztT\nchBCWIeICFi+PJKdO3dgb29PmTJptG7ty/DhXrRpA0eOGCYEe/uHFcmDB0OzZlCihKU/hXiU2RKE\nvb09S5Yswc/PD51Ox5AhQ3B3d2fZsmUAjBgxguPHjzNw4EBsbGx45plnWLFihbnCEUKY2Z07kRw8\nuJ2EhIetgq5dm8LRoxAX54W7u5YM+vSBhQvhkSpKUUiZ7RZTfpJbTEIUft7eU4mMnJVpeatW09i9\neyZly1ogqGIur+dOqe4RQuTavXtapzQ/PzhwwPgNidKl7SQ5WClJEEKIHFEK9u+H4cPByQlWr4aB\nA8HHx3jP5FKlpGeytZKxmIQQ2XL+PHz9NXz1lVbBPHAgHDumJQmA2Fhffv11isEAeJUqTcbbu5Nl\nAs6GyNBQdixahH1yMmklS+I7dixe/v6WDqvQkDoIIUSW7tyBjRu1pPD779C7t5YYPD2N91YODY1k\n8eKdj/RM7lhoO6JFzpnD9k8+YXZion7ZlEqV8JswAa8PPrBgZPknr+dOSRBCCAPp6RAZqSWFTZu0\nTmoDB0KXLsbHNLIaOh1cv651x756laljxzLr998zbTbNz4+ZD/pvWbtC2w9CCGFdYmJgzRrtUa6c\nlhTmzNFGQ82uArtlo5Q2jveDkz0JCQ8fj75+9PmNG1ChAlStCtWqYX/xotGi7e7fz/94rZQkCCGK\nsVu34LvvtKuFEyfgtde0W0otWmRvwLtHRYaGsn3cOGbHxOiXTXnw3GSSSEmBa9eyf7JPSAA7O/3J\nnqpVDZ+7uBgur1pVmwTC/uEpL83PD3bsyBSKrlSpnH3wIkwShBDFjE4Hu3drSWHbNnjxRXjnHXjl\nlbz1ZN4RFGSQHABmx8Qw7e238bpyJeuT/dWrWmVHlSrGT/ZubtC2reHyKlWgTJk8HQdfHx+mHDpk\nUAcxuVIlOnl756ncokQShBDFxKlTWlL4+muoXh0GDIDPPsuH8Y6Sk+HQIeyvXTO62u7aNdi79+EJ\n3t09cxKoUKHAR+Hz+uADaNqUaYsXY3f/PrpSpeg0Zoy0YnqEJAghirDERNiwQUsM587B66/Djz9C\nkyZ5KPTGDW0wpX37tBP/kSPg7k6aznh/B52nJ6xalYc3NB8vf39JCE8gHeWEsDJ378KT6lHT0uCn\nn7Qxj1xctNtJU6fCxYswf34uksPFi7B+PYwapY2oV6eOVpCDA/z733D5Mhw+jO+bbzKlUiWDXSdX\nqkRHuWVjtaSZqxBWImO01B9Dt2NrZ0+lSjr9aKk+PvDXX9qVwjffaOfwgQO1JFG5cg7eJD0dTp7U\nrgwyrhDu3NHaumY8nn1WSw5GRIaGsvORWzYd5ZaNRUk/CCGKidA5Sxj3yV/EJC7VL6tf8S1827fn\n8D99uXQJ3nhDezwys++TpaTAr79qyWDfPm0MjQoVHiaD9u2hUaOcN2kShYIkCCGKCT+/qezYkXm0\n1Jo1p/HVVzPp0EFr+flEt25pkzpnXB0cPqxN6pyRDF544eHYGcLqSUc5IYqJ5GTjf66NGtnh65vF\nTpcuPUwG+/bB6dPatG3t28OkSVrz0QoVzBe0sGqSIISwEiVLmhgtVSktAWQkg337tGZML7ygXSEs\nWaIlB6seL0MUJLO2YgoLC6Nx48Y0bNiQuXPnZlqfkJBAp06daN68Oc888wyrV682ZzhCWDXn6nWx\nYZLBsop2r/Fi+nHo0QNq1NAmZoiI0CZ0DgnROqFt2QLvv69N5ybJQeSA2eogdDodjRo1Ijw8HCcn\nJzw9PQkODsb9kdqzoKAgkpOTmTNnDgkJCTRq1IgrV65gb294YSN1EKK4i4+Hxg2uMTmlC3tI5T5l\nKcUdxnCSqDqVmDl3rnaVIPN4ikcU2jqIgwcP4ubmhouLCwCBgYGEhIQYJIhatWrxxx9/AHDr1i2q\nVKmSKTkIUWwlJMC+faRG7KfPin40TPmVZHxp88gmh/AnrvIN6NvXYmGKostsZ+P4+HjqPPJrxtnZ\nmejoaINthg0bxksvvUTt2rW5ffs23377bZblBQUF6Z/7+Pjg4+OT3yELYVnnz2v1BxmP+Hho25Yp\nd6ZT/um6eJd7n6BdOzPtNq2mnwWCFYVRREQEERER+Vae2RKETTbaTX/00Uc0b96ciIgIYmJi6Nix\nI7///juOjo6Ztn00QQhh9dLT4fjxhy2M9u7VxjRq3157jBgBTZuy5Ud7NozRRrP4K2ocU2L/NhgQ\nb7KrK53GjLHgBxGFyeM/nmfMmJGn8syWIJycnIiLi9O/jouLw9nZ2WCbAwcOMGXKFABcXV2pX78+\np06domXLluYKSwjLSEnRzvIZyWD/fqhYUUsGL70E06dr/REe+WF17hwMHarVNVep8nDI7GmjRmFn\nb4/OzU0GlxNmZbYE0bJlS86cOUNsbCy1a9dmw4YNBAcHG2zTuHFjwsPDeeGFF7hy5QqnTp2iQYMG\n5gpJCOMSEuB//wMPj/wrMykJoqIeJoRDh8DVVUsIr78On38OtWtnuXtyMvTqBZMna10VMnj5++MV\nHg5168Lbb+dfvEIYYbYEYW9vz5IlS/Dz80On0zFkyBDc3d1ZtmwZACNGjGDy5MkMGjSIZs2akZ6e\nzrx586ico4FjhMiDiAjtceIEHDumTbgM4OOjPXLi6tWHfQ/27tVuHzVvriWE997TmphWrJjt4t55\nB+rVg3HjjKx0dMzzXAhCZIcMtSHExo2wbp32b3YolblC+Z9/tCTQvr3W3LRVK8jlzGTr12ujr/76\n62OdnDMS2uNyk9BEsSBjMQmRB5GhoeyYMgX7+HjSnn3W+BzKGRXKjyaE1NSHFcrt20PTptkYCMm0\nkye14nbu1C5AhMiLQtsPQojCLtMcyjt2aHMop6biVaPGwyEr9u+HSpW0M/fLL8OMGdo0mPk8wund\nu9CzJ3z0kSQHUTjIFYQotqb6+THLyKT102xtmdm06cMRTtu3h1q1zBqLUjBokHax8tVXMrq2yB9y\nBSFELtknJxtdbvf889rVQwFauVJr6HTwoCQHUXhIghDFVloWA9fpypYt0Dh+/10beTsyEgr4rYV4\nIpmTWhRbvhUqMOWxJDHZ1ZWOBdgz+dYtrd5h4cIczAInRAGRKwhRPP3nP3gdOwYrVzLtk0+wu3gR\n3XPPFWjPZKVgyBCt3vu11wrkLYXIEUkQovhZtQoWLYK9e/GqUwevkiVz1g8inyxeDH//DV9/XaBv\nK0S2SYIQxcvmzdr4FRERD+dOKFUKCrgHf3Q0zJqljcaRy/50QpidNHMVxcfPP0OfPhAWBs8+a7Ge\nydeuaTN/LlgA3bqZ7W2EkJ7UQmTL4cPwyivw7bcWHZYiPR26dNEqpOfPt1gYopjI67lTWjGJou/k\nSe2s/MUXFh+zaO5cuHED5syxaBhCZIvUQYii7cIF8PODjz+Grl0tGsqePVrd+KFD4OBg0VCEyBaT\nVxCLFi0iMTGxIGIRIn9dvQq+vjB+PAwYYNFQLl/WmrJ+9RU8Nm+WEIWWyQRx5coVPD096d27N2Fh\nYVIXIKzDrVvQubPWC83CE+vodFpyGDpUy1dCWItsVVKnp6ezY8cOVq9ezeHDh+nduzdDhgzB1dW1\nIGKUSmqRM/fvaxXSjRrB//2fxQc3mjpVa866fXu+jAguRLYVSCW1ra0tNWvWpEaNGtjZ2ZGYmEjP\nnj2ZMGHCE/cLCwujcePGNGzYkLlz52ZaP3/+fFq0aEGLFi1o0qQJ9vb23LhxI3efRBRe165po9AV\nhLQ0CAyE6tVhyRKLJ4effoLVq2HtWkkOwvqYvIJYuHAha9asoUqVKgwdOpTu3bvj4OBAeno6DRs2\nJCZjLP3H6HQ6GjVqRHh4OE5OTnh6ehIcHIx7FgPObNu2jQULFhAeHp45SLmCsE4Z/QzOndNGosuo\nBzBXP4P0dG3sisuXISQESpTI//fIgbg48PTUWtZ6eVk0FFFMmX247+vXr/PDDz9Qr149g+W2trZs\n3bo1y/0OHjyIm5sbLi4uAAQGBhISEpJlgli3bh19+/bNQeii0MtIBLt3a2fLoCDzvZdSMGECnDql\nTcdm4eSQkqJNcf3225IchPUymSA6depEpUqV9K9v3brFiRMnaN26NR4eHlnuFx8fT52MoQwAZ2dn\noqOjjW579+5dtm/fzv/93/9lWV7QIycXHx8ffGQOXvGoOXNgxw6tLWkhGDN70iSoWlXLWUIUlIiI\nCCKMjQ6QSyYTxMiRIzly5Ij+ddmyZXnzzTc5evToE/ezycG9361bt9KuXTsqVqyY5TZB5vz1Kazb\n55/DihXa9KAFPKaSMT/8AJs2wa+/gq10RRUF6PEfzzNmzMhTednqKGf7yLfczs4OnU5nch8nJyfi\n4uL0r+Pi4nDOogH4+vXr5faSyJ0NG2DmTK2Ow8zTgmbH2bPw5psQGloocpUQeWLy9039+vVZtGgR\nqamppKSksHDhQho0aGCy4JYtW3LmzBliY2NJSUlhw4YNBAQEZNru5s2bREZG0tXCvVyFFdq+HcaO\n1ZoKFVCT6ye5dw969YJ//1urnBbC2plMEJ9//jn79+/HyckJZ2dnoqKiWL58ucmC7e3tWbJkCX5+\nfnh4eNCnTx/c3d1ZtmwZy5Yt02+3efNm/Pz8KF26dN4+iSheDhyA11/X7uc0bWrpaACtw/ZTT8Go\nUZaORIj8IaO5CvPbvVub/GD37vwp79gxbRq2r76CTp3yp8w8+uYb7U7X4cPg6GjpaITQmL2Z6717\n91ixYgXHjx/n/v37+uUrV67M9ZsKkWt//60NobFwYaFJDn/9pTVn3b1bkoMoWkzeYurfvz9Xrlwh\nLCwMb29v4uLiKFeuXEHEJoShy5e1wYymTNF6SxcCSUlavcO8edCkiaWjESJ/mUwQZ8+eZebMmZQr\nV44BAwbw448/ZtmfQQizuXFDG7Z7wAAYOdLS0QBa37wRI6BNGxg0yNLRCJH/TN5iKvGgR2qFChU4\nduwYNWvW5OrVq2YPTAi9u3fh1VfhxRe1ke8KieXLteqQqChLRyKEeZhMEMOHD+f69evMmjWLgIAA\nkpKSmDlzZkHEJoQ2ZkXPntCgAfznPxYffC/DkSNartq/H8qUsXQ0QpjHExNEeno6jo6OVK5cGW9v\nb86dO1dQcQmhDb43cCDY22s9pQtJt+QbN7R6h//+V2vWKkRR9cS/OFtbW+bNm1dQsQjxkFIwZgzE\nx2u9pQvJHJ1KafUNr7yiDcYnRFFm8idZx44dmT9/PnFxcVy/fl3/EMKspk+HX36BLVugEHWi/Owz\nLWfNn2/pSIQwP5N1EOvXr8fGxob//ve/BsvldpMFKQXXr0OVKpaOxDwWLtSuGvbuhQoVLB2N3oED\nMHcuREdDyZKWjkYI8zOZIGJjYwsgDJEtGRPw6HTw0UcwbZq23FwT8FjCmjXw6adacqhe3dLR6F29\nqnW9WLECHkxxIkSRZ3Koja+++sro0N1vvPGG2YJ6nAy18ZiUFChXTvvXGmR3qI0tW2D4cPj5Z8hi\nYilLSE/X6hyaN4ePP7Z0NEJkn9mH2jh06JA+Qdy7d4/du3fz7LPPFmiCEMXAnj3adKGhoYUqOQDM\nnq11xZg1y9KRCFGwTCaIJUuWGLy+ceMGffr0MVtAohg6elRrN7p+PbRqZeloDOzaBUuXaoPw2Wdr\n9hQhio4cNywvU6aMVFCL/HP6NPj7a7PCdehg6WgM/PMP9O8PX38NtWtbOhohCp7J30RdunTRP09P\nT+f48eP0lgbgIj9cvKgNvjdzJvToYeloDKSlQd++2rBPhSxvCVFgTCaId9999+HG9vbUq1ePOnXq\nZKvwsLAwxo8fj06nY+jQoUycODHTNhEREbz99tukpqZStWrVfJ1wWxRiCQlachg1Sqt7KGSmTtW6\nX0yZYulIhLAckwmibt261KpVSz/j271794iNjcXFRFs/nU7H6NGjCQ8Px8nJCU9PTwICAnB/pALy\nxo0bjBqPTnoNAAAgAElEQVQ1iu3bt+Ps7ExCQkLePo2wDrdva82CAgJgwgSLhZHRajg2Vptm4qWX\ntOUlS8K6dfDrr4VmdA8hLMLk179Xr17Y2dk93MHWlp49e5os+ODBg7i5ueHi4oKDgwOBgYGEhIQY\nbLNu3Tr+9a9/4ezsDEDVqlVzGr+wNsnJ0L271mZ0zhyLhuLjA0FB0KULVKumPR84EBYs0OrLq1Wz\naHhCWJzJKwidTqcf8hugZMmSpKammiw4Pj7e4FaUs7Nzpnkkzpw5Q2pqKi+++CK3b99m3Lhx9O/f\nPyfxi0IuMjSUHUFB2J89S5qvL75JSXjVrq01DSokI7NmSE7WxleaOBGef97S0QhheSYTRNWqVQkJ\nCaFr164AhISEZOuXvrHOdY9LTU3lyJEj7Nq1i7t379K2bVvatGlDw4YNM20bFBSkf+7j44NPUek5\nXIRFhoayfdw4ZsfEaAt27mRK6dLw/vt4PXJVakmhoZHMnLmD+Hh7nnoqjdq1fXn7bS9LhyVErkRE\nRORrPa7JBPH555/Tr18/Ro8eDWhXAl9//bXJgp2cnIiLi9O/jouL099KylCnTh2qVq1K6dKlKV26\nNF5eXvz+++8mE4SwDjsWLXqYHB6Yfe8e0z7/HK9u3SwU1UOhoZGMG7edmJjZ+mV2dlP48Ufw95ck\nIazP4z+eZ8yYkafyTNZBuLm5ER0dzfHjxzl+/Di//PILbm5uJgtu2bIlZ86cITY2lpSUFDZs2EBA\nQIDBNl27dmXfvn3odDru3r1LdHQ0Hh4euf80olCxT042utzu/v0CjsS4RYt2GCQHgHPnZrN48U4L\nRSRE4WIyQXzwwQfcuHEDR0dHHB0dSUxMZGo2pn20t7dnyZIl+Pn54eHhQZ8+fXB3d2fZsmUsW7YM\ngMaNG9OpUyeaNm1K69atGTZsmCSIokAp2L2btD/+MLpaV6pUAQdkXHKy8Qvo+/cLx+0vISzN5GB9\nzZs357fffjNY1qJFC44ePWrWwB4lg/U9prAO1qcUhIVpgxYlJBD5yits37rV4DbTZFdXOi1ciJe/\nvwUD1fj5TWXHjswDLPn5TSMsTKbVFdbP7IP1paenc//+fUo9+NV37949UgrbiUlYVno6bN2qJYZ7\n97TeZb17axXRL7/MtBkzsDtzBl3r1nQaM6ZQJAcAJydfSpacQnLyw9tMrq6TGTOmkwWjEqLwMJkg\n+vXrR4cOHRg8eDBKKVatWiUjuQqNTgcbN2rDndrZad2Pu3Uz6F3m5e+PV+nSWvIIC7NgsIZ27YKf\nfvLi889h4cJpXLxox3PP6RgzppNUUAvxgMkEMXHiRJo2bUp4eDg2Njb8+9//xs/PryBiE4VVWprW\nk2z2bG3Gt48+0npGF7J+DVk5fx769YPgYHjxRS8cHb1Yt07LdUKIh7I1gHHnzp3p3LkzSUlJbNq0\nCX9/f0JDQ80dmyhsUlLgm2+0hFC7NixaBC+/bDWJAeD+ffjXv7QRPl58UVtWo4bWsVsIYchkgkhO\nTiY0NJTg4GC2b99Ojx49ePPNNwsiNlFY3L8Pq1ZpEzI3bKjNu+ntbemockwpeOstcHWFd955OBZT\nhoyuNkVpBlch8iLLBLF9+3aCg4PZvXs3Pj4+vPHGGxw6dIjVq1cXYHjCou7eheXL4ZNPtJ/YwcHQ\ntq2lo8q15cvh4EGIitIueiQRCPFkWSaIzp078+qrrxIVFUXtB7OljB07tsACExZ0+7Y2VtJ//qMN\nSrRlCzz3nKWjypOoKJg2Dfbv11oICyFMyzJBHDlyhODgYLy9vXF1daVXr17odLqCjE0UtJs3YfFi\nrW7hpZdg505o0sTSUeXZlSvajKYrVmh3yIQQ2ZNlT+rmzZszd+5cTp8+zbRp0zh69Cipqal07tyZ\n5cuXF2SMwtyuXdN+Xru6wpkzsHev1kqpCCSH1FRthNbBg7VhvYUQ2WdyqA0bGxteeOEFlixZwsWL\nF3n77beJiooqiNiEuV25oo1t/dRTcPkyREfDV19Bo0aWjizfTJig3VKaPt3SkQhhfbLVzDWDnZ0d\nvr6++Pr6miseURDi47WK5zVr4LXX4OhRqFvX0lHlu7VrYds2OHRIZoYTIjfkz6Y4OX9ea+fZpIl2\nxvzzT1iypEgmh99/h/Hj4YcfoFIlS0cjhHWSBFEcnD0LQ4bAs89qPZ9PntRaKD1onVbUXL8OPXpo\nde1Nm1o6GiGsV7YSxN69e1m1ahUAV69e5dy5c2YNSuSTEyegf39o0wacnbUK6DlzoHp1S0dmNjqd\nNoxG167Qt6+loxHCuplMEEFBQcybN485DyaYT0lJ4fXXXzd7YCIP/vhDa7rj7Q3u7hATAzNmQOXK\nlo7M7GbM0AaUnTvX0pEIYf1MJohNmzYREhJC2bJlAW0q0du3b5s9MJELv/6qjabq5wetWsHff8Pk\nydptpWJgyxZtRJANG8DBwdLRCGH9TCaIkiVLYvtIE5A7d+5ku/CwsDAaN25Mw4YNmWvkJ11ERAQV\nKlSgRYsWtGjRglmzMk/eIgxFhoYy1d+foLQ0pvr5ERkaCgcOaKOpdusGHTpoieG994pVl+HTp2Ho\nUPj+e23wPSFE3pls5tqrVy9GjBjBjRs3WL58OStXrmTo0KEmC9bpdIwePZrw8HCcnJzw9PQkICAA\nd3d3g+28vb3ZsmVL7j9BMRIZGsr2ceMeztC2YwdT9u6FcuXwmjkTNm2CkiUtG6QFJCVB9+7alBOt\nW1s6GiGKDpMJYsKECezYsQNHR0dOnz7NzJkz6dixo8mCDx48iJubGy4uLgAEBgYSEhKSKUHIVKLZ\nt2PRIoPpOwFm37vHtPbt8RoxwkJRWZZSWi/ptm1h2DBLRyNE0ZKtjnK56RwXHx9PnTp19K+dnZ2J\njo422MbGxoYDBw7QrFkznJycmD9/Ph4eHjl6n+LEPjnZ6HK7LJYXB59+CufOaaODWNG0FEJYBZMJ\nwtHRMdOyChUq4OnpyaeffkqDBg2M7meTjb/WZ599lri4OMqUKcNPP/1Et27dOH36tNFtgzIG6wd8\nfHzwKYbjNKdlcftI92C+8OJm924tQURHQzE9BEIYiIiIIOLRSU7yyGSCGDduHHXq1KHvg0bl69ev\nJyYmhhYtWjB48OAsg3FyciIuLk7/Oi4uDmdnZ4NtHk0+nTt35q233uL69etUNtIc89EEUVz5jh3L\nlJgYg9tMk11d6TRmjAWjsowLF7T+DmvXFsmO4ELkyuM/nmfMmJG3ApUJTZo0ybSsWbNmSimlmjZt\nmuV+qampqkGDBurcuXMqOTlZNWvWTB0/ftxgm8uXL6v09HSllFLR0dGqXr16RsvKRpjFxp5t29TU\njh3VdBsbNdXPT+3Zts3SIZmUHLZbXWsXkG/l3bunVMuWSn3ySb4VKUSRlNdzp8kriDJlyrBhwwZ6\n9eoFwPfff0+pB9fzT7qNZG9vz5IlS/Dz80On0zFkyBDc3d1ZtmwZACNGjOD7779n6dKl2NvbU6ZM\nGdavX5+3bFcMePn749Wxo9aENSzM0uE8UcaUnud+aUzk4c8ZEKQtz8tMbkrBqFFQvz68+26+hCmE\nyILNgyyTpZiYGMaNG6cf4rtNmzYsWLAAJycnfv31V9q1a2f+IG1spLXTo1JStASRkmLpSLJl96dH\nmTULdie2yHNZy5ZpYyxFRxerbh5C5Epez50mryBcXV3Ztm2b0XUFkRyEyJAxbei+fZIchCgIJhPE\nvXv3WLFiBcePH+f+/fv65StXrjRrYEI8KmPa0C+/1OY3EkKYn8mhNvr378+VK1cICwvD29ubuLg4\nysnPN5EdEREQFET9w98xoMx3EBSkPXLYDO/RaUMDAswQpxDCKJN1EM2bN+e3336jadOm/PHHH6Sm\nptKuXbtMnd7MSeogHmNtdRC7tWEwdu/O3f5vv62NtbR1q8wMJ0ROmL0OokSJEoDWOe7YsWPUrFmT\nq1ev5voNhciJdeu0xCDThgpR8EwmiOHDh3P9+nVmzZpFQEAASUlJzJw5syBiE8XcH3/AuHGwa5dM\nGyqEJTwxQaSnp+Po6EjlypXx9vaWmeREgUlM1KYNXbhQpg0VwlKeeNFua2vLvHnzCioWIQBIT9eG\n0ejSBV57zdLRCFF8mbyr27FjR+bPn09cXBzXr1/XP4Qwlxkz4M4dkN8mQliWyTqI9evXY2Njw3//\n+1+D5XK7SZjD1q2wciUcPizThgphaSYTRGxsbAGEIQScOQNDhmhzS8u0oUJYnslbTHfu3GHmzJkM\nezBd15kzZ7IcekOI3EpK0qbUnjkT2rSxdDRCCMhGghg0aBAlSpTgwIEDANSuXZspU6aYPTBRfGRM\nG9qmDQwfbulohBAZTCaImJgYJk6cqO8wV7ZsWbMHJYqXjGlD//tfmTZUiMLEZB1EyZIluXfvnv51\nTEwMJbOY+lKInNq9G+bPh4MHZdpQIQobkwkiKCiITp06cfHiRV577TX279/P6tWrCyA0UdRduKD1\nc5BpQ4UonEzeYvL19WXjxo2sWrWK1157jcOHD/Piiy9mq/CwsDAaN25Mw4YNmTt3bpbbHTp0CHt7\ne3744YfsRy6s2v378K9/abPCdehg6WiEEMaYvILo0qULffv2pWvXrjmqf9DpdIwePZrw8HCcnJzw\n9PQkICAAd3f3TNtNnDiRTp06yYitxcSj04a+956loxFCZMXkFcS7777L3r178fDwoGfPnnz//fcG\nEwdl5eDBg7i5ueHi4oKDgwOBgYGEhIRk2m7x4sX07NmTatWq5e4TCKvzxRfa7HArV0qltBCFmckE\n4ePjw9KlS4mJiWHEiBF8++23VK9e3WTB8fHx1KlTR//a2dmZ+Pj4TNuEhIQwcuRIQBu7XBRtUVEw\ndSps2iTThgpR2Jm8xQTatKNbtmzh22+/5ciRIwwYMMDkPtk52Y8fP56PP/5YP6nFk24xBQUF6Z/7\n+Pjg4+OTndBFISLThgphXhEREUTkcMbGJzE5o1zv3r2Jjo6mU6dOBAYG4u3tjW02Zm6JiooiKCiI\nsLAwAObMmYOtrS0TJ07Ub9OgQQN9UkhISKBMmTJ88cUXBDw2r6TMKPcYK5pRLjQ0kqCgHZw5Y4+t\nbRq+vr6sX+9l6bCEKBbyfO5UJvz0008qLS1N/zoyMlK99dZbpnZTqampqkGDBurcuXMqOTlZNWvW\nTB0/fjzL7QcOHKg2btxodF02wixekpOVcnCwdBQmbdu2R7m6TlZatbT2cHWdrLZt22Pp0IQoFvJ6\n7jR5KdCpUyd+//13JkyYQL169Zg2bRqNGzc2mXjs7e1ZsmQJfn5+eHh40KdPH9zd3Vm2bBnLli3L\nfUYTVmPRoh3ExMw2WBYTM5vFi3daKCIhRE5kWQdx6tQpgoOD2bBhA9WqVaNXr14opXJ0f6tz5850\n7tzZYNmIESOMbrtq1apslyusQ3Ky8a/X/ft2BRyJECI3skwQ7u7uvPrqq2zfvp26D7q5/uc//ymw\nwIT1s7VNM7q8VCldAUcihMiNLG8x/fDDD5QuXRovLy/efPNNdu3aJRXFItvS0+H2bV8qVDAc+dfV\ndTJjxnS0UFRCiJww2YopKSmJkJAQgoOD+fnnn3njjTfo3r07vr6+BRWjtGJ6XGoq9O0L339v6Uiy\nNGMG7NoF774byezZOzlzxo7WrXWMGdMRf39pxSREQcjrudNkgnjU9evX+f7771m/fj27d+/O9Zvm\nlCSIByIitMfjfHy0RyGxbRu8+aY2bWjNmtqIrbNmaf8KIQpOgSYIS5EEYT3OnoXnn4fNm7V/QRKE\nEJaS13On6R5vQmTTnTvQowcEBT1MDkII6yUJQuQLpWDYMGjRAh4MrSWEsHLZGotJCFMWLoQTJ+DA\nARmhVYiiQhKEyLM9e2DOHG2k1tKlLR2NECK/yC0mkSfx8VqL26+/1iYAEkIUHZIgRK4lJ0PPnjB6\nNBRgtxghRAGRBCFy7e23tX4OkyZZOhIhhDlIHYTIlVWrtJ7Shw5BNqYHEUJYIUkQIsd+/RXef1+r\nnC5f3tLRCCHMRX77iRxJSIB//QuWLgUPD0tHI4QwJ0kQItt0Oq3FUp8+WuW0EKJoM2uCCAsLo3Hj\nxjRs2JC5c+dmWh8SEkKzZs1o0aIFzz33XIEOAChybupUbRjv2bNNbyuEsH5mq4PQ6XSMHj2a8PBw\nnJyc8PT0JCAgAHd3d/02L7/8Ml27dgXg2LFjdO/enbNnz5orJJEHP/wA69ZpI7TaS82VEMWC2a4g\nDh48iJubGy4uLjg4OBAYGEhISIjBNmXLltU/T0pKomrVquYKR+TByZPa8N0bN0K1apaORghRUMz2\nWzA+Pp46deroXzs7OxMdHZ1pu82bN/PBBx9w6dIlduzYkWV5QUFB+uc+Pj74FKL5D4qy27ehe3dt\nKI2WLS0djRDiSSIiIogwNmdMLpktQdhkc8S2bt260a1bN/bu3Uv//v05deqU0e0eTRCiYCgFAweC\nlxcMGWLpaIQQpjz+43nGjBl5Ks9st5icnJyIi4vTv46Li8PZ2TnL7du3b09aWhrXrl0zV0gih+bN\ng4sXYdEiS0cihLAEsyWIli1bcubMGWJjY0lJSWHDhg0EBAQYbBMTE6Of7ejIkSMAVKlSxVwhiRwI\nD9eG8N64EUqWtHQ0QghLMNstJnt7e5YsWYKfnx86nY4hQ4bg7u7OsmXLABgxYgQbN25kzZo1ODg4\nUK5cOdavX2+ucEQOnD8Pr78O69fDEy76hBBFnMxJLQzcuwft2kG/fvDOO3krKyJCeyQnw82bUL26\nttzHR3sI61S5cmUSExMtHYZ4RKVKlbh+/Xqm5Xk9d0qCEHpKweDBWpIIDpaZ4YRx8vdY+GT1f5LX\n/yvp8iT0li3TRmeNipLkIIS1WbBgARUrVmTgwIH5VqYkCAFoSeHf/4b9+6FcOUtHI4TIqRo1anDl\nypV8LVMG6xNcuQK9esGKFdCwoaWjEUIUFnIFUcylpkLv3jBoEHTpYulohFXLaJXw5ZfQuTM4OWnL\nc9IqIaOMDz/URofMmI1KWjZYhFRSF3PvvKONtbR1K9jZWToaYQ1M/j22bq31rmzdOvdvYm8P9+/n\n68iQq1evZsWKFezduzfTurVr17JmzRq2b9+eb+9XkGxsbFi3bh1Xrlxh/PjxBsvzcu6UW0zFWHAw\nhITAN99IchBFx759+3j++eepWLEiVapUoV27dhw+fPiJ+/Tr1y9HyeHSpUsMGzYMJycnHB0dcXV1\nZdCgQVkOFWSt5BZTMXXsGIwdq/WYrlzZ0tGIoiIyNJQdp05h/9ZbpFWtiu/YsXj5++e8DJ0O+w4d\nSCtVKkdl3Lp1i1dffZVly5bRu3dvkpOT2bt3LyXzcTiAa9eu8fzzz9OuXTv27dtH/fr1uXnzJps2\nbWLnzp00atQo0z5paWnYW+M4+coKWEmYViMxUSlXV6W+/trSkQhrlNXf455t29RkV1eltC41SoGa\n7Oqq9mzblu2y81rGoUOHVMWKFY2uW7VqlWrXrp3+9XvvvafatWunbt68mWmdjY2NWrRokWrQoIGq\nWrWqmjBhgkpPT1dKKTVlyhTVvHnzJ8Zx7tw5ZWNjo1asWKHq1q2rvL29lVJK9ezZU9WsWVNVqFBB\neXl5qb/++ku/z4ABA9TIkSNV586dVbly5VS7du3UpUuX1NixY1XFihVV48aN1dGjR42+H6DWrVun\nPvvss0zL80JuMRUz6enaMBr+/tq/QuSXHYsWMTsmxmDZ7JgYdi5eXGBlNGrUCDs7OwYOHEhYWJjR\nHt9KKYYNG8aff/7Jzp07KV++vNGyNm/ezK+//sqRI0cICQlh5cqVAISHh9O9e/dsxRMZGcnJkyf1\nt6/8/f05e/YsV69e5dlnn6Vfv34G23/33XfMnj2bhIQESpQoQZs2bfD09OT69ev07NmTd/I6vEEO\nSYIoZmbOhFu3YP58S0ciihr75GSjy+22b9d6XmbjYZ/FnDB29+9nKwZHR0f27duHjY0Nw4YNo3r1\n6nTt2pX//e9/AKSmphIYGMiNGzfYunUrpUqVyrKsiRMnUrFiRerUqcP48eMJDg4GtFtMNWvW1G+3\nZcsWKlWqRPny5fHz8zMoIygoiNKlS+tvcQ0cOJCyZcvi4ODA9OnT+f3337l9+zagVSj36NGDFi1a\nULJkSbp3707ZsmV5/fXXsbGxoXfv3hw9ejRbxyG/SIIoRkJD4Ysv4NtvwcHB0tGIoiYti/v8Oj+/\nR24YPfmR5utrvIwnnMgf17hxY1atWkVcXBx//vkn//zzD+PHj8fGxoYzZ86wdetW/v3vf5usE3h0\nwrO6devyzz//ANqI0xnPAQICAkhMTOSzzz4jJSUlyzLS09OZNGkSbm5uVKhQgfr16wOQkJCg36Z6\nxoBlQKlSpQxely5dmqSkpGwfh/wgCaKYOHtWG2fp22/hkR8/QuQb37FjmeLqarBssqsrHceMKdAy\nHtWoUSMGDBjAn3/+CYCHhwcrV66kc+fOnD59+on7XrhwweC504N+HR06dGDz5s2Zmo8+/hoMJ05b\nu3YtW7ZsYdeuXdy8eZNz585luV9hYYXV6iKn7tyBHj1g+nR4/nlLRyOKqoyWRtP69cPO1RVdtWp0\nGjMmR62Y9GW8+ip2Xl7oSpfOURmnTp0iNDSUPn366CctCw4Opm3btvptAgMDSUlJ4eWXXyYiIoIG\nDRoYLWv+/Pm0bt2a27dvs2jRIt59910A3nnnHb755hv69+/Phx9+SP369UlKSuK333574kyaSUlJ\nlCxZksqVK3Pnzh0mT55ssL4wJgpJEEWcUjB8OLRoASNHWjoaUdR5+fvj1ahRnjrKefn742VnB7t2\n5bijnKOjI9HR0fznP//hxo0bVKxYkS5duvDJJ5+wceNG/Qn8jTfeICUlhZdeeok9e/ZgY2OT6eTe\ntWtXnnvuOW7evMmgQYMYPHgwoN1iioqKYtq0abRr147bt29To0YN2rdvz9KlS/X7P17eG2+8wfbt\n23FycqJKlSp8+OGH+vlxMrZ/dB9jMWV3Kuf8Ij2pi7iFC2H1ajhwAEqXtnQ0oiiw1p7UOWFra8vZ\ns2ezvLoobMzVk9rsCSIsLIzx48ej0+kYOnQoEydONFi/du1a5s2bh1IKR0dHli5dStOmTQ2DlASR\nK5GR2jhLv/wCD+rDhMizLP8eM8ZRelxuxmLKSxn5QBKExqzpWafTMXr0aMLDw3FycsLT05OAgADc\n3d312zRo0IDIyEgqVKhAWFgYw4cPJyoqypxhFQvx8RAYCGvWSHIQBSQ/TuKFZFC+gr6VU1iZNUEc\nPHgQNzc3XFxcAK1yKCQkxCBBPFp51Lp1ay5evGjOkIqF5GTo2RNGj4YsWg0KIZ5Ap9NZOoRCwawJ\nIj4+3qAdsLOzM9HR0Vluv2LFCl555RWj64KCgvTPfXx88CkEvzIKWsbVd3o67N4NL7+sLX/8R9fb\nb2tNWSdNKvgYhRCWc/nyZYNzZV6ZNUHk5DLt559/ZuXKlezfv9/o+vz80NYqIxGkpMDHH8O+fZm3\nWb1aSx4HDz4cSl8IUTzUrFnToA5ixowZeSrPrAkiox1yhri4OJydnTNt98cffzBs2DDCwsKoVKmS\nOUMq0o4cgQkTYM8eyGJ4GSGEyDaz/sZs2bIlZ86cITY2lpSUFDZs2EBAQIDBNhcuXKBHjx588803\nuLm5mTOcIu3aNfjXv2DpUvDwsHQ0QoiiwKxXEPb29ixZsgQ/Pz90Oh1DhgzB3d1d3zlkxIgRfPjh\nhyQmJjLyQS8uBwcHDh48aM6wihydDvr21Zq09uxp6WhEcSUzjhY90lHOCqWkQLly2r8AkydDdDRs\n326xfkWiGDH191gE+slZHZlyVBi1aROsXQvr18sfkxAuLi6UKVMGR0dHKleuzKuvvmrQdH716tU0\nadKEsmXLUqtWLd566y1u3rwJaNOI2tracvXqVf32s2fPxtbWVj9ceMayzp07F9yHsiBJEFYmNDQS\nf/+ppKUF0a7dVAYOjGTjRqhWzdKRCaF9P0+dmspbbwXh5zeV0NDIXJWh002lQ4ecl2FjY8O2bdu4\nffs2ly5dokaNGox5MBLsp59+yqRJk/j000+5desWUVFRnD9/no4dO5KamkqtWrVwc3Njz549+vIi\nIyNxd3cnMjLSYJm3t3eOP5dVytN8dAXESsI0u23b9ihX18kGA+hXqzZZbdu2x9KhiWIkq79HY99P\nV9ecfT/zWoaLi4vatWuX/nVoaKh66qmn1K1bt1TZsmXVd999Z7B9UlKSqlatmlq5cqVSSqkhQ4ao\nMWPGKKWUSktLU9WqVVPLli0zWFa+fHm1f//+bH+mgoBMOSoWLdpBTMxsg2VXr85m8eKdFopIiIeM\nfT9jYnL2/cyPMtSDe+53795lw4YNtG3blv3795OcnEyPHj0Mti1btiyvvPIKO3dq5Xt5eemvFo4e\nPYq7uzsvvfSSwbLU1FRatWqV7Xismdy1tiLJycb/u+7ftyvgSITILKvv5/btdmS/z2zevuNKKbp1\n64a9vT137tyhevXqhIWF8dtvv1G1alVsjfQerVmzJkeOHAG0BDF48GBu3rzJ3r178fLyws3NjatX\nr+qXtW3b1uRsdEWFXEFYkZIl04wuL1VKxo0RlpfV99PPT5fdGUfx9c3bd9zGxoaQkBASExNJTk5m\n8eLFeHt74+DgQEJCAunp6Zn2uXTpEtUeVOK5uLjg5OTE3r172bt3L+3btwfg+eefZ+/evURGRuLl\n5ZWtWIoCSRBWZOxYX1xdpxgsc3WdzJgxHS0UkRAP5cf3Mz+/4zY2NnTv3h07OzuSk5MpWbIkGzdu\nNNgmKSmJsLAwOnTooF/m5eXFnj17+OWXX3j+wRSM7du3Z8+ePezfv79YJYjicZ1URPj7a1/MhQun\nER5uh6+vjjFjOumXC2FJGd/Dfv2m4epqR7VqOf9+Zmz76qvT8PKyo3TpnJeRUQehlGLLli0kJibi\n6UJMZnkAAAwwSURBVOnJ9OnTGTNmDOXLl+ell14iPj6et956izp16tC/f3/9/l5eXkydOpU6depQ\nrlw5ANq1a0fnzp25deuWwQjURZ0kCCvj7+9Fx45elCsHYWGWjkYIQ/7+XjRq5JWnjnL+/l7Y2Xnl\nZsZRALp06YKdnR02Nja4uLiwZs0a3N3dcXd3p0qVKrz33nvExMRQvnx5unfvTnBwMA4ODvr9vb29\nuXr1Kn379tUva9asGffv3+e5556jVKlSuftgVkgShBCiyDh37twT1w8ePFg/t3RWnnrqqUx1FXZ2\ndvoOdcWJDLVhhR4fakOIgpTV32MRmnHU6ljllKNCiOKjCM04Kh6QVkxCCCGMkisIK2RjAy1bWjoK\nUVxVqlQpR7NFCvNzdHQ0S7lSB2FF5P6sKEwWLFhAjRo1LB2GeITV1UGEhYUxfvx4dDodQ4cOZeLE\niQbrT548yaBBgzh69CizZ8/m3XffNXdIViu/EkFERAQ+klHyRXE+lhUrVuTKlSv5Wubly5epWbNm\nvpZZnFSsWDFfyzNrgtDpdIwePZrw8HCcnJzw9PQkICAAd3d3/TZVqlRh8eLFbN682ZyhiEcU55Na\nfivOx3LgwIH5XmZQUJDBL2BhWWatpD548CBubm64uLjg4OBAYGAgISEhBttUq1aNli1bGnRUsYQI\nY/du8nlfU9s9aX1W64wtf3xZXj5bblnj8czLMnPL7XvmZL/cHk/5buZuO2s4nmZNEPHx8dSpU0f/\n2tnZmfj4eHO+Za4Vhi+NJIic7SsJIn/3kwSRf/sWlQRh1krqjRs3EhYWxhdffAHAN998Q3R0NIsX\nL8607YwZMyhXrpzROghpMSGEELlTaCupnZyciIuL07+Oi4vD2dk5x+VICyYhhCh4Zr3F1LJlS86c\nOUNsbCwpKSls2LCBgIAAo9tKEhBCiMLF7P0gfvrpJ30z1yFDhvDBBx+wbNkyAEaMGMHly5fx9PTk\n1q1b2Nra4ujoyPHjx/XD7AohhLAMq+goJ4QQouDJWExCCCGMssoEcefOHQYMGMDw4cNZt26dpcOx\naufOnWPo0KH06tXL0qEUCSEhIQwfPpzAwEB27txp6XCs3smTJxk5ciS9e/dmxYoVlg7H6t25cwdP\nT09CQ0Oztb1V3mL6+uuvqVy5Mv7+/gQGBrJ+/XpLh2T1evXqxXfffWfpMIqMGzdu8N577/Hll19a\nOpQiIT09ncDAQL799ltLh2LVpk+fjqOjI+7u7vj7+5vc3iqvIB7tgGdnZ2fhaITIbNasWYwePdrS\nYRQJW7du1f8YFLm3c+dOPDw8qFatWrb3KTQJYvDgwdSoUYMmTZoYLA8LC6Nx48Y0bNiQuXPnAlqP\n7Iz+FY9PDShydiyFaTk5nkopJk6cSOfOnWnevLklwi30cvr97NKlCz/99BNfffVVQYda6OXkWO7Z\ns4eoqCjWrVvHF198kb2uBaqQiIyMVEeOHFHPPPOMfllaWppydXVV586dUykpKapZs2bq+PHj6s6d\nO2rQoEFq5MiRat26dRaMunDKybG8du2aGjFihHJzc1Mff/yxBaMuvHJyPBctWqSee+459eabb6rP\nP//cglEXXjk5nhEREWrs2LFq+PDh6rPPPrNg1IVTTo5lhtWrV6vQ0NBslV9oEoRSSp07d87ggx44\ncED5+fnpX8+ZM0fNmTPHEqFZHTmW+UuOZ/6S45l/zHksC80tJmOsabC/wk6OZf6S45m/5Hjmn/w8\nloU6QcggfflHjmX+kuOZv+R45p/8PJaFOkHk12B/Qo5lfpPjmb/keOaf/DyWhTpB5GSwP/Fkcizz\nlxzP/CXHM//k67HMcw1JPgkMDFS1atVSJUqUUM7OzmrlypVKKaV+/PFH9dRTTylXV1f10UcfWThK\n6yDHMn/J8cxfcjzzj7mPpVX2pBZCCGF+hfoWkxBCCMuRBCGEEMIoSRBCCCGMkgQhhBDCKEkQQggh\njJIEIYQQwihJEEIIIYySBCEKhK2tLe+9957+9fz585kxY0a+lD1w4EA2btyYL2U9yXfffYeHhwcd\nOnQoFPHkhwULFnDv3j1LhyEKKUkQokCUKFGCTZs2ce3aNSB/BxTLS1lpaWnZ3nbFihV8+eWX7Nq1\ny2Q81jL43MKFC7l7966lwxCFlCQIUSAcHBwYPnw4n332WaZ1j//iLleuHAARERF4e3vTrVs3XF1d\nmTRpEl9//TWtWrWiadOm/P333/p9wsPD8fT0pFGjRvoJ2XU6HRMmTKBVq1Y0a9aM5cuX68tt3749\nXbt25emnn84UT3BwME2bNqVJkyZMmjQJgA8//JD9+/czePBg3n///Uz7jB49msaNG9OxY0f+97//\n6Wfr2rVrF88++yxNmzZlyJAhpKSkAHDo0CFeeOEFmjdvTps2bUhKSmL16tWMGTNGX+arr75KZGSk\n/pi8//77PPPMM3Ts2JGoqCi8vb1xdXVl69atJj+vj48PvXr1wt3dnddffx2ARYsW8c8///Diiy/S\noUMH0tPTGThwIE2aNKFp06YsWLDA9H+sKNryZUAQIUwoV66cunXrlnJxcVE3b95U8+fPV0FBQUop\npQYOHKi+//57g22VUurnn39WFStWVJcvX1bJycmqdu3aavr06UoppRYuXKjGjx+vlFJqwIABqnPn\nzkoppc6c+f/27uclqi6O4/j7zugEiWUExfRjGm3AkoLJcugHlCMMujDCIBcFhlDRoiLoT6iFuyIk\nciFFbbKQopVFZBZtaoxqVZo2EOamidCFE13v51lEl6mu01OLHvD5vlbn/jj3nu934J57zhm4o1q1\napUKhYJ6enp05swZSVKhUNCWLVv09u1bDQ4OqqKiQrlc7qd2TkxMKBaL6cOHD3JdV01NTbp165Yk\nqbGxUcPDwz/V6e/vVyaTked5ev/+vaqqqtTf36+ZmRmtXr1ao6OjkqSOjg6dO3dOnz9/Vk1NjbLZ\nrCRpenparuvq8uXLOnbsmH/d1tZWDQ0NSZIcx9HAwIAkqa2tTZlMRq7r6sWLF0omk5JUMt7Fixdr\nYmJCnudp27Ztevz4sSQpHo8rn89LkrLZrDKZjH//T58+/fJ3NfObjSDMX1NZWUlHRwfnz5//13Ua\nGhpYvnw5kUiERCJBc3MzABs2bCCXywFfp3Ta29sBSCQS1NTU8OrVK+7evcuVK1fYtGkTW7du5ePH\nj7x58waAVCrFmjVrfrrf06dPSafTLF26lHA4zIEDB/y3eCDwO76PHj1i//79OI5DNBqlqakJgNev\nX1NdXU0ikQDg4MGDPHz4kJGREaLRKJs3bwa+jg7C4XDJPEQiET/2jRs3kk6nCYfD3+VhrngdxyGV\nSrFixQocxyGZTPp1iq1du5bx8XFOnDjBnTt3WLRoUck2mfmv7L9ugPl/OXnyJPX19XR2dvr7ysrK\n8DwPAM/z/GkYgAULFvjlUCjkb4dCoZLrB9/WALq7u8lkMt8de/DgARUVFXPWK+4EJH23njDX2kJQ\nx/HjuUHnFCvOA0ChUPDL5eXlfjkUChGJRPxycR7mirc4j+FwODB3VVVVvHz5koGBAS5evMj169fp\n7e0t2WYzv9kIwvxVS5Ysob29nd7eXv8BGo/HGR4eBuD27dt8+fLlt64piRs3biCJsbExxsfHWbdu\nHc3NzVy4cMF/GI6MjPxyQbahoYGhoSHy+Tyzs7Ncu3aNXbt2layzc+dO+vr68DyPyclJBgcHAait\nrSWXyzE2NgbA1atXaWxspLa2lsnJSbLZLADT09PMzs4Sj8d5/vw5knj37h1Pnjz5rTz8SbyVlZVM\nTU0BkM/ncV2XvXv3cvr0aZ49e/Zb9zfzj40gzF9R/DZ96tQpuru7/e3Dhw+zZ88ekskkLS0t/iL1\nj/V+vN63Y47jEIvFSKVSTE1N0dPTQyQS4dChQ+RyOerr65HEsmXLuHnzZsl/GUWjUbq6ukin00ii\ntbWV3bt3l4ytra2N+/fvU1dXRywWY/v27cDX0c+lS5fYt28fruuSSqU4evQo5eXl9PX1cfz4cWZm\nZli4cCH37t1jx44dVFdXU1dXx/r16/0pqKA8BI1q/iTeI0eO0NLSwsqVKzl79iydnZ3+KKarq6tk\n3Gb+s+9BGGOMCWRTTMYYYwJZB2GMMSaQdRDGGGMCWQdhjDEmkHUQxhhjAlkHYYwxJtA/dNY7J+nx\nl8oAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 72
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"csv_file = \"\"\"\n",
"0.39 0.38 0.34 0.22 0.51 0.43 0.31\n",
"0.59 0.70 0.68 0.59 0.62 0.73 0.44\n",
"0.59 0.59 0.75 0.69 0.72 0.76 0.70\n",
"0.76 0.74 0.75 0.77 0.79 0.74 0.79\n",
"0.78 0.79 0.82 0.81 0.78 0.81 0.81\n",
"0.81 0.80 0.82 0.81 0.80 0.83 0.82\n",
"0.28 0.35 0.17 0.14 0.16 0.07 0.25\n",
"0.34 0.45 0.45 0.41 0.34 0.43 0.38\n",
"0.67 0.67 0.69 0.61 0.53 0.62 0.61\n",
"0.81 0.78 0.82 0.78 0.82 0.80 0.81\n",
"0.86 0.90 0.88 0.88 0.87 0.89 0.89\n",
"0.91 0.92 0.92 0.93 0.92 0.92 0.92\n",
"\"\"\"\n",
"\n",
"lines = [[float(x) for x in l.strip().split()] for l in csv_file.strip().splitlines()]\n",
"\n",
"lines = asarray(lines)\n",
"embeddings = lines[:6]\n",
"bow = lines[6:]\n",
"fig = figure()\n",
"values = asarray([0.003, 0.01, 0.03, 0.1, 0.3, 1.0])*2257\n",
"ax1 = errorbar(values, embeddings.mean(axis=1), yerr=embeddings.std(axis=1), fmt='-ro', label='SkipMini')\n",
"ax2 = errorbar(values, bow.mean(axis=1), yerr=bow.std(axis=1), fmt='-bo', label='BOW')\n",
"xscale('log')\n",
"xlabel('Number of documents')\n",
"ylabel('Average Accuracy')\n",
"title('4 categories experiment')\n",
"legend(loc='lower right', shadow=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 79,
"text": [
"<matplotlib.legend.Legend at 0xf5f9990>"
]
},
{
"output_type": "display_data",
"png": 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EkY+2QaAt4Tli9qfZHu7CBa3NYdw4+Pe/i+IDCGE5JhPEoEGDcHd3JyIigtmz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\nMAzDMDIyHYRhGIaRkekgDMMwjIy+AX9Ku5xQhXLHAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 79
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"csv_file= \"\"\"\n",
"0.30 0.15 0.23\n",
"0.36 0.37 0.43\n",
"0.62 0.54 0.63\n",
"0.68 0.74 0.74\n",
"0.77 0.79 0.77\n",
"0.80 0.79 0.79\n",
"0.26 0.11 0.11\n",
"0.44 0.28 0.43\n",
"0.68 0.59 0.63\n",
"0.77 0.83 0.79\n",
"0.88 0.89 0.87\n",
"0.93 0.93 0.92\n",
"\"\"\"\n",
"\n",
"lines = [[float(x) for x in l.strip().split()] for l in csv_file.strip().splitlines()]\n",
"lines = asarray(lines)\n",
"embeddings = lines[:6]\n",
"bow = lines[6:]\n",
"fig = figure()\n",
"values = asarray([0.003, 0.01, 0.03, 0.1, 0.3, 1.0]) * 2257\n",
"ax1 = errorbar(values, embeddings.mean(axis=1), yerr=embeddings.std(axis=1), fmt='-ro', label='LDA')\n",
"ax2 = errorbar(values, bow.mean(axis=1), yerr=bow.std(axis=1), fmt='-bo', label='BOW')\n",
"xscale('log')\n",
"xlabel('Number of documents')\n",
"ylabel('Average Accuracy')\n",
"\n",
"title('4 categories experiment')\n",
"legend(loc='lower right', shadow=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 73,
"text": [
"<matplotlib.legend.Legend at 0xe4ee250>"
]
},
{
"output_type": "display_data",
"png": 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Hj+MlyUFYoPDw8HxtxzWaIL755huDJ/sBAwZkuZ+zszPR0dH619HR0fpbSWlq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\nQZIghBBCGPT/Xhgs/eVoGkcAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 73
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"csv_file = \"\"\"\n",
"0.09 0.09 0.08 0.08 0.06\n",
"0.23\t0.26\t0.21\t0.16\t0.15\n",
"0.35\t0.33\t0.28\t0.33\t0.31\n",
"0.40\t0.50\t0.49\t0.45\t0.49\n",
"0.55\t0.57\t0.51\t0.59\t0.58\n",
"0.61\t0.62\t0.63\t0.61\t0.61\n",
"0.67\t0.67\t0.67\t0.67\t0.68\n",
"0.04 0.02 0.04 0.05 0.03\n",
"0.04\t0.13\t0.01\t0.03\t0.09\n",
"0.24\t0.31\t0.30\t0.29\t0.29\n",
"0.50\t0.54\t0.50\t0.51\t0.52\n",
"0.70\t0.70\t0.70\t0.70\t0.69\n",
"0.79\t0.79\t0.79\t0.80\t0.78\n",
"0.85\t0.85\t0.85\t0.85\t0.85\n",
"\"\"\"\n",
"\n",
"lines = [[float(x) for x in l.strip().split()] for l in csv_file.strip().splitlines()]\n",
"lines = asarray(lines)\n",
"embeddings2 = lines[:7]\n",
"bow2 = lines[7:]\n",
"fig = figure()\n",
"values2 = asarray([0.001, 0.003, 0.01, 0.03, 0.1, 0.3, 1.0]) * 11314\n",
"ax1 = errorbar(values2, embeddings2.mean(axis=1), yerr=embeddings2.std(axis=1), fmt='-ro', label='SkipGram')\n",
"ax2 = errorbar(values2, bow2.mean(axis=1), yerr=bow2.std(axis=1), fmt='-bo', label='BOW')\n",
"xscale('log')\n",
"xlabel('Number of documents')\n",
"ylabel('Average Accuracy')\n",
"\n",
"title('20 categories experiment')\n",
"legend(loc='lower right', shadow=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 34,
"text": [
"<matplotlib.legend.Legend at 0x96498d0>"
]
},
{
"output_type": "display_data",
"png": 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YwdSAAKJCQ7UdiYmwYoU2NqFBA4iO1hpFLl7UulX5+kpyEEVSjlVMTZs25fDh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\neUNh3AoAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 34
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"csv_file = \"\"\"\n",
"0.08 0.06 0.09 0.08\n",
"0.16 0.09 0.15 0.16\n",
"0.22 0.20 0.18 0.19\n",
"0.40 0.39 0.34 0.37\n",
"0.45 0.47 0.45 0.45\n",
"0.52 0.53 0.51 0.50\n",
"0.58 0.58 0.58 0.58\n",
"0.03 0.03 0.03 0.04\n",
"0.12 0.05 0.13 0.08\n",
"0.34 0.34 0.26 0.31\n",
"0.49 0.53 0.51 0.50\n",
"0.70 0.70 0.69 0.70\n",
"0.78 0.79 0.78 0.79\n",
"0.85 0.85 0.85 0.85\n",
"\"\"\"\n",
"lines = [[float(x) for x in l.strip().split()] for l in csv_file.strip().splitlines()]\n",
"lines = asarray(lines)\n",
"embeddings = lines[:7]\n",
"bow = lines[7:]\n",
"fig = figure()\n",
"values = asarray([0.001, 0.003, 0.01, 0.03, 0.1, 0.3, 1.0]) * 11314\n",
"ax1 = errorbar(values, embeddings.mean(axis=1), yerr=embeddings.std(axis=1), fmt='-ro', label='SkipMini')\n",
"ax2 = errorbar(values, bow.mean(axis=1), yerr=bow.std(axis=1), fmt='-bo', label='BOW')\n",
"xscale('log')\n",
"xlabel('Number of documents')\n",
"ylabel('Average Accuracy')\n",
"\n",
"title('20 categories experiment')\n",
"legend(loc='lower right', shadow=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 77,
"text": [
"<matplotlib.legend.Legend at 0xf0c5e50>"
]
},
{
"output_type": "display_data",
"png": 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o6qhRfBTShx9WGJpKGhbBh7nu379f5h3E9OnTa31RQupq2zbeFxoTQ8lBEIwB\nly7xJqTQUKB7d36nsG9flUNTSeMiN0FcvHhRkiAKCgpw9uxZ9O3blxIEUZq9ewF/f162myqzKlhq\nKvDjjzQ0lQCoRRNTVlYWJk+ejMjISKFiqoCamEi5Y8eAzz7jg2a6dVN2NKolJiICUcuXQ1NHB6V6\nev+sr5CXx0ve7t/Ph6ZOnMgTAw1NVXmCNzG9TUdHh+ZDEMFFR/Of1FQ+x6FbN+D+feDECd4MTsmh\nZmI2bkTkli1Y//KlZJvPhQtAly6wu38fGDwYmDePD02l3n7ymtwEMWbMGMnvZWVlSEpKwqRJkwQN\nihAHByA/PwZhYVHIzdXEgwelSEpyxMmTdlSZtRaioqOlkgMArM/Lw6qCAtjdvk1DU4lMchPEF198\n8c/Ompp49913YWZmVq2Ti0QiLF68GGKxGJ6enli6dKnU89HR0XBzc5OsUDd+/HisXLmyJvGTRioi\nIgbe3pFITl4PAEhLA9q18wFfIsBOqbGpnJcvoVnJXb9G27aUHEil5CaIjh07on379mj+ekZkQUEB\nUlJSYG5uXuVxYrEYCxcuxOnTp2FiYgJbW1u4urrC2tpaaj97e3v88ssvtX8FpFHy84uSJIdyT5+u\nh7//Kri4UIKQq7SUjwHevx+IikJpJc1GYmpOIlWQW5Rg4sSJ0NDQ+OcAdXVMmDBB7okTEhJgaWkJ\nc3NzaGlpwd3dHeHh4RX2o85nIktRkezvLoWFGjK3k9f++gv48kvAzAxYtw4YNgx48ACOgYG0vgKp\nMbl3EGKxWFLyGwCaNWuGkpISuSdOS0uTaooyNTWtsIaEmpoaLly4gF69esHExARbt26lNakJAOCd\nd0plbtfWFtdzJCrg+XPg0CF+t/DsGS9n+9YwL7sWLYD+/bGKMWiIxRBrasK5f3++nZBKyE0QRkZG\nCA8Ph5ubGwAgPDwcRkZGck8sa3Ld2/r27YvU1FTo6Ojgt99+w9ixY3Hnzh2Z+/r6+kp+d3BwgIOD\ng9zzE9Wlp+cIbW0fFBb+08xkYbECXl7OSoyqASmf3RwUBPz+Oy9lu2kTMHQooCHjLsvBAXYODtR7\n08hFR0cjOjpaYeeTOw/i3r17+OSTT/DkyRMA/E7gwIEDsJSzNmxcXBx8fX0hEokAABs3boS6unqF\njuo3derUCZcvX65QCJDmQTQtBw8CX30FrFsXg02bTiEvTwNduojh5TWiafc/MAZcvcqTQkgIYGXF\nS15MnEgo2AZjAAAgAElEQVTTyYlM9VaLKZcPH4Gurm61TlxaWopu3brhzJkz6NChA/r374+QkBCp\nTur09HS0adMGampqSEhIwKRJk5CSklIxSEoQTUZ8PP8yvHkz8PBhxecdHPhPk5Kezmc3BwUBubl8\nEtv06cBbfQqEvE3wiXLLly/H0qVL0bp1awDAy5cvsW3bNqxbt67qE2tqYufOnXBycoJYLIaHhwes\nra0REBAAAJg3bx6OHDmCXbt2QVNTEzo6OggNDa31CyGq7/Fj4KOPgMBAwNVV2dEoWVERnxUYFATE\nxvIFL/z8ADs7WvCC1Bu5dxC9e/fG1atXpbb16dMHiYmJggb2JrqDaPxeveKffRMmAMuWKTsaJWEM\nuHiRdzaHhQG9evEmpI8+Alq2VHZ0RAUJfgdRVlaGwsJCaL8eL11QUIDi4uJaX5CQtzEGzJ7Nm9Sr\n6KJqvNLSeMdLUBCfvzBjBnD5MvDuu8qOjDRxchPEJ598guHDh2P27NlgjGHfvn1UyZUo1Pr1wIMH\nwLlzTag2XEEBcPw4TwoXL/Jbp8BAYODAJvQmkIauWp3Uv/32G06fPg01NTWMGDECTk5O9RGbBDUx\nNV4//wwsWgQkJADt2ys7GoExBly4wJuQjhwB+vcHZs4E3Nxo7WYiiHpdUS4vLw8///wzQkNDERER\nUeuL1hQliMbp2jW+KNlvvwE2NsqOpu5iIiIQ5ecHzaIilDZr9k857YcP+brN+/fzRbNnzACmTgVM\nTJQdMmnkBO+DKCoqQkREBEJCQhAZGYmPPvoIn376aa0vSAjAJ/y6uQE7dzaS5CCrnHZsLNC2Leyy\ns4HJk/lsZxsbakIiKqPSBBEZGYmQkBCcPXsWDg4OmD59Oi5evIigoKB6DI80RkVFfGDOtGn8c7Mx\nkFlOOz8fq1q1gl1SEtCsmZIiI6T2Kh1QPXLkSGRmZiIuLg7BwcEYM2ZMtcpnEFIVxoAFC4A2bYA1\na5QdjYKIxdB8/FjmUxp6epQciMqqNEFcuXIF1tbWsLe3h7OzMwIDAyEWU6E0Ujc7dgCXLvElj1V+\nvld+Pm8j69IFpWlpMnehctpElVX6T7R3797YtGkT7ty5g1WrViExMRElJSUYOXIkvv/++/qMkTQS\nkZG8ntwvv6j4vK+nT4GVKwFzc1419ccf4bh0KXz09aV2W6GvjxH29koJkRBFqNEoJrFYjDNnziA0\nNBR79+4VMi4pNIpJ9d26xWdKHzvGlz9WSUlJwDff8Bfx8cfAv/8tVQ8pJiICp/z9oVFYCLG2NkZ4\nefFRTIQoSb0Oc1UWShCq7eVLYMAAPkvaw0PZ0dQQY3wG39atvG1s4UJg/nzA0FDZkREiFyUI0qCV\nlgIjRwL/+hfw7bfKjqYGSkv5ZLatW4G8PL5K29SpAPUpEBVCCYI0aN7ewO3bwMmTgKbcWTcNQG4u\nL3mxfTuvhfTll4CLSyPoUSdNUV0/O6v1V3/+/Hns27cPAJCRkYEHDx7U+oKk6fjhB94xHRqqAskh\nLY2Xke3UCfjzT+DwYd60NGYMJQfSZMn9y/f19cXmzZuxceNGAEBxcTGmTp0qeGBEtZ07xwf6/PIL\n8HopkYbpr794PaQePXgBvYsXeant/v2VHRkhSif3e93PP/+MxMRE9OvXDwBgYmIiWV2OEFkePOAz\npA8eBLp2VXY0MjAGnDnD+xeuXwe8vIB794C3lrolpKmTewfRrFkzqL9xi52fn1/tk4tEIlhZWaFL\nly7YtGlTpftdvHgRmpqaOHbsWLXPTRqm3Fy+GtyKFcCIEcqO5i0lJTxr9enDO0cmT+bZbPlySg6E\nyCA3QUycOBHz5s1DVlYWvv/+ewwfPhyenp5yTywWi7Fw4UKIRCIkJSUhJCQEN2/elLnf0qVL4ezs\nTB3RKq6sjA/0GTiQfylvMLKz+d1C587Avn3Axo28aWnWLCqDQUgV5DYxLVmyBFFRUdDV1cWdO3ew\ndu1ajKjGV8OEhARYWlrC3NwcAODu7o7w8HBYW1tL7efv748JEybg4sWLtXsFpMFYuRLIygJ++qmB\nFCxNTeW1PfbtA5ydgfBwoG9fZUdFiMqo1tgSR0dHODo61ujEaWlpMDMzkzw2NTVFfHx8hX3Cw8Nx\n9uxZXLx4kYoBqrBDh4CQEL7wzzvvKDmYxERg2zbg1195B3RiItCxo5KDIkT1yE0Qurq6Fbbp6enB\n1tYW27ZtQ+fOnWUeV50P+8WLF+Prr7+WjNWtqonJ19dX8ruDgwMcHBzknp/Uj4QE3qR/9ixgbKyg\nk0ZH85+7d3nHRvk3fwcH/vM2xviY2q1bgZs3eUA7dzbwIVSEKFZ0dDSio6MVdj65E+VWrlwJMzMz\nTJkyBQAQGhqK5ORk9OnTB7t37640mLi4OPj6+kIkEgEANm7cCHV1dSx9Y1X6zp07S5LC8+fPoaOj\ngx9++AGurq7SQdJEuQYrLY2X0fjvf/kCQArn7w/cucP/K0txMb912bqVt2t9+SXg7t4AbmMIUb46\nf3YyOXr06FFhW69evRhjjPXs2bPS40pKSljnzp3ZgwcPWFFREevVqxdLSkqqdP+ZM2eyo0ePynyu\nGmESJXj1ijEbG8Y2bBDwIn5+jC1cWHH7y5eMff01Yx06MDZiBGORkYyVlQkYCCGqp66fnXKbmHR0\ndBAWFoaJEycCAI4cOQLt1/VoqmpG0tTUxM6dO+Hk5ASxWAwPDw9YW1sjICAAADBv3rzaZzWidIwB\ns2fzeQ7LlglzjZiICER99x00c3NReucOX+P5vfd4x/P+/cDo0byfoVcvYQIgpImT28SUnJwMb29v\nxMXFAQDef/99bN++HSYmJrh8+TIG10PtZmpiang2bACOH+czpps3V/z5YyIiEOntjfXJyZJtPi1b\nwgmA3fz5wKJFgKmp4i9MSCNCxfpIvQsP51Wv4+OBDh2EucZKJyesi4qqsH3V8OFYe/q0MBclpJGp\n62en3CamgoICBAYGIikpCYWFhZLt9blgEGk4rl8HPD15y45QyQEANIuKZG7XKC0V7qKEEClyZ1JP\nmzYN6enpEIlEsLe3R2pqKlqq9HqRpLYyMvhIJT8/wNZW2GtVlgZojWdC6o/cBHHv3j2sXbsWLVu2\nxIwZM/Drr79WmPBGGr/iYmD8eL7S5usRz8LJzoZjSgp83qqPtMLCAiMaVA0PQho3uU1M77weT66n\np4e//voL7dq1Q0ZGhuCBkYaDMeCzz3g9u7VrBb5YYSHg5ga7MWMAJyes+s9/oJGTA/G//gVnWuOZ\nkHolN0HMnTsXmZmZWLduHVxdXZGXl4e1gn9KkIbE3593SMfGCrx2jljMb1HatgW2b4edhgbsHjyo\neqIcIUQwVSaIsrIy6OrqwsDAAPb29rSSXBMUFcWLn/75JyCj6oriMAYsWADk5AAREYCGBt/euTOt\nA02Iksgd5tqvXz9cvny5vuKRiYa5Ksft24CdHa/Oamcn8MV8fYETJ4DffwdatfqnFtPbKqvFRAip\nQPB5EMuWLYORkREmT56MFi1aSLYb1OMCK5QgFK/88/fxY+DZs4q18F6+BN5/H1iyhA9rFdSuXbz6\namwsb14ihCiE4AnC3NxcZkmN+mxuogQhnAMHeDPSgQP/bCstBVxcACsrXtVCUEeO8Mqr58/z5iRC\niMIIPlEuJSWl1icnqmnJEt4lsG2bwBf6/Xfe7xAVRcmBkAZI7piU/Px8rF27FnPmzAEA3L17FydP\nnhQ8MKIcgYF8lnRYGKBZreWkaikxka8JHRYG9O4t4IUIIbUlN0HMmjUL77zzDi5cuAAA6NChA3x8\nfAQPjNS/8+eBFSuAX34B9PUFvFByMq/E+t13wNChAl6IEFIXchNEcnIyli5dKpkw92ZHNWk8UlKA\nSZN4X0S3bgJeKD0dcHLiC1hPmCDghQghdSW3EaFZs2YoKCiQPE5OTkazZs0EDYrUj4iIGGzZEoWn\nTzVx/HgppkxxhKOjgONZc3KAkSOBqVOB+fOFuw4hRCHkJghfX184Ozvj8ePH+PjjjxEbG4ugoKB6\nCI0IKSIiBt7ekUhOXi/ZdvasDyIiABcXAZJEURHw0UdA//7A6tWKPz8hROGqtR7E8+fPJQsGDRgw\nAMbVXJleJBJh8eLFEIvF8PT0lFqPGgDCw8Px1VdfQV1dHerq6tiyZQuGDRtWMUga5qpwTk4rERW1\nTsb2VRCJFFxKpbyERmkpcPjwP7OkCSGCEnyY65gxYzBlyhS4ubnVqP9BLBZj4cKFOH36NExMTGBr\nawtXV1dYW1tL9vnwww/h9nql+7/++gvjxo3DvXv3avEySE0VFcn+X19YqOAPb8b4PIf0dEAkouRA\niAqR20n9xRdf4Pz58+jevTsmTJiAI0eOSC0cVJmEhARYWlrC3NwcWlpacHd3R3h4uNQ+byacvLw8\nGBkZ1eIlkNooKZG94oK2tlixF9qwAfjjD74MHdVUIkSlyE0QDg4O2LVrF5KTkzFv3jwcPnwYbdq0\nkXvitLQ0mJmZSR6bmpoiLS2twn7Hjx+HtbU1Ro4cCT8/vxqGT2rj+XPg3j1HtG0rPVzZwmIFvLxG\nKO5Ce/bwiRW//Qbo6SnuvISQelGtqVAFBQX45ZdfcPjwYVy5cgUzZsyQe4ys8hyyjB07FmPHjsX5\n8+cxbdo03L59W+Z+vr6+kt8dHBzgQAXbaqWkhA9nnTnTDnZ2wPLlq/DsmQZ69xbDy8tZcR3Ux48D\nX30FnDsHtG+vmHMSQqoUHR2NaFlFLmtJbif1pEmTEB8fD2dnZ7i7u8Pe3h7q1VgUIC4uDr6+vhCJ\nRACAjRs3Ql1dvUJH9ZssLCyQkJAAQ0ND6SCpk1phvL358gonT/LuAFm1mOosJobPcfjtN6BfPwWe\nmBBSE3X97JT7ST979mzcv38fAQEBGDp0KGJjY/HZZ5/JPbGNjQ3u3r2LlJQUFBcXIywsDK6urlL7\nJCcnS4K/cuUKAFRIDkRx9u3j/cQhIQL2Ff/1FzBxIvDjj5QcCFFxcpuYnJ2dceXKFYSEhODw4cPo\n1KkTxo8fL//EmprYuXMnnJycIBaL4eHhAWtrawQEBAAA5s2bh6NHjyI4OBhaWlpo2bIlQkND6/6K\niExxccDSpfzLfevWAl0kJYVPhNuxAxihwL4MQohSVNrEdPv2bYSEhCAsLAzGxsaYOHEitmzZgkeP\nHtV3jNTEVEdPnvD5abt38xJIb/rzT+B//1PAmg8ZGcDgwXzx6kWL6ngyQogiCLYehLq6OkaPHo2d\nO3eiY8eOAIBOnTopZdlRShC1V1gI2NsDbm68EF85hS7YlpcHDBvG7xrWr5e/PyGkXgiWII4fP46Q\nkBBJB/XEiRPh4eGhlPUhKEHUDmPArFnAq1e8qnY1B5bVTHExMGYMYGrKh7UKchFCSG0IvqJcXl4e\nwsPDERISgt9//x3Tp0/HuHHj4OjoWOuL1hQliNrZsYN3TMfGAoIU4S0rA6ZP50X4jh0TeAEJQkhN\nCZ4g3pSZmYkjR44gNDQUZ8+erfVFa4oSRM2dPs2LpsbFAebmAlyAMeCLL4CEBD5OVkdHgIsQQuqi\nXhOEslCCqJn794FBg4DQ0Fr0J1TX5s1AcDBfZUjQ1YUIIbUleLE+olry8niH9MqVAiaHoCC+Glxs\nLCUHQhoxuoNoRMrK+ARmAwPghx8E6i+OiAA8PPgQKCsrAS5ACFEUuoMgEuvWAU+f8pnSgiSHCxeA\nmTN5nQ5KDoQ0epQgGonwcH7XkJAACLIibFISMG4cL9o0YIAAFyCENDSUIBqB8pnQv/4qUOHU1FTA\n2RnYupX/lxDSJMgvy0oatMxM3im9bRtgayvQBZyceBnYadMEuAAhpKGiTmoVVloKjBoF9OjBE4TC\nvXoFfPghr7G0ebMAFyCECInmQTRhX34JXL/Om5YUPom5pIT3ORga8unY1VgDhBDSsNAopibqwAG+\naFtCggDJgTFgzhw+bnbPHkoOhDRRlCBU0MWLwOef86kIBgYCXGD5cuD2bV6vQ0tLgAsQQlQBJQgV\n8/QpMH48H9L63nsCXODbb/mY2T/+EKjCHyFEVQieIEQiERYvXgyxWAxPT88Ka1L/+OOP2Lx5Mxhj\n0NXVxa5du9CzZ0+hw1JJRUU8OXh4AGPH1vFk5QtCPHoEpKfzIVDXr/PyGRcv8r4HQkiTJmgntVgs\nRrdu3XD69GmYmJjA1tYWISEhsLa2luzz559/onv37tDT04NIJIKvry/i4uKkg6ROajAGzJ0LvHgB\nHDmimG6BmIgIRC1fDs1nz1BqYgLH5GTYxcYKdGtCCKlvDbqTOiEhAZaWljB/XW/a3d0d4eHhUgli\n4MCBkt8HDBiAx48fCxmSytq1i5fuvnBBcckh0tsb65OT+Yb0dPiYmAApKbCjBEEIgcAJIi0tDWZm\nZpLHpqamiI+Pr3T/wMBAjBo1SuZzvr6+kt8dHBzgIFip0oYnOhpYs4YnB11dxZwzys/vn+Tw2vq0\nNKzy94edi4tiLkIIqVfR0dGIlrWWcC0JmiDUalAx7vfff8fevXsRGxsr8/k3E0RTkpICTJkC/Pgj\nYGGhgBPm5wMiETSvXpX5tEZhoQIuQghRhre/PK9Zs6ZO5xM0QZiYmCA1NVXyODU1FaamphX2u379\nOubMmQORSAR9Wl9AIj+fd0YvXconNNdaTg4v0330KHDqFNC/P0oNDYFnzyrsKtbWrsOFCCGNiaAz\noGxsbHD37l2kpKSguLgYYWFhcHV1ldrn0aNH+Oijj3Dw4EFYWloKGY5KYQyYPRvo3ZuXQaqxly+B\n/fsBV1fA1BQ4eJDX5bh/Hzh1Co5btsDnrVuSFRYWGOHlpZgXQAhReYLeQWhqamLnzp1wcnKCWCyG\nh4cHrK2tERAQAACYN28e/u///g8vX77E/PnzAQBaWlpISEgQMiyV8PXXwIMHQExMDdZ2yMjgcxiO\nHOEdFsOHA5Mm8aVBW7eW2rW8n2HVmjXQyMyE2NISzl5e1P9ACJGgWkwNUEQEH9KakACYmMjZ+e+/\ngZ9/5knh8mVeeXXCBH630LJl5ceVz4N4m4ODgGuVkqbCwMAAL1++VHYYTYa+vj4yMzMrbKdifY3M\nrVuAnR2/EXhjBLC0R4+AY8d4n8KNG4CLC08KTk5A8+b1Gi8hsjSlf7MNQWXvNyWIRiQriy/WtnQp\n73+QkpzME8LRo/x3V1eeFIYPF2gJOUJqr6n8m20o1NTU8O2336J169aYOXOm1PYGO1GuSSlvssnK\nAg4dAhYs4Nur2WQjFgMff8xvAiTJ4dYt3nR09Cjw5Akvv71uHT8fFdEjhLyhbdu2SE9PV+g5KUEo\nSnkiePCAtw/VcN6Gjw9QWMiwbcZfwOqjPDFkZfHiS9u380V7NDSEiJwQQmSiBKFsjCFkwwOE7W6N\ni4YjoTU+nSeFPXt4exOtxUAak/I77d27+R1x27Z8e3UHR5QfX1bG76a/+qpmx5OaYSpARcLk7t9n\nzNy86n3EYsYuXGDs88/Z5XajmJHGC3Z11nbGLl1irKysfuIkREBy/8327MnY1au1v0BJCWMaGrU/\nvhL79u1jgwcPlvncwYMHmaOjo0Kv9/DhQ9ayZUtWVo1/91XtC4AdOnSIffvttxW21wV9PVWgmIgI\nrJwxA75Pn2KlkxNiIiL+eVIsBs6dA7y8ADMzYM4cPFNri3FqP+O7Q/rotdcb6NevBpMeCCG19ccf\nf2DQoEFo3bo1DA0NMXjwYFy6dKnKYz755BNERkZW6/xBQUFQV1fH559/LrU9PDwc6urqmDVrFgCg\nY8eOyM3NrVZZoprsqyjUxKQgFaqjRkXBJzkZSEyE3ePHfK5Chw585NGZMyjubIUJHwLTZgMTJyk3\ndkLqU0xEBKLu34empydKDQzguGhRjSZoxkREIGrHDmiKxSh1cqrx8Tk5ORg9ejQCAgIwadIkFBUV\n4fz582imwNGAampqsLCwwE8//YQtW7ZA43X/4f79+9G1a9d6/ZCvC7qDUBCZ1VGTk3Fq61ZeZe/C\nBSAxkfdGW1lh8WI+ufn//k9JAROiBOVfpNbl5cH30iWsi4pCpLe39N12dY4/dQq+QI2PB4A7d+5A\nTU0NkydPhpqaGrS1tTFixAj06NGjwr5LlizBkCFDkJOTg6CgIAwZMkTynLq6Ovz9/WFhYQFjY2P8\n5z//kRpS2q5dO/To0UNy15GZmYk///wTrq6ukv1SUlKgrq6OsrIyALzY3ldffYXBgwejVatWcHJy\nwosXL2TuWx8oQSiIZlaWzO0avXsDS5ZIlWINCOD9bAcPUh80aVoq/SLl718vxwNAt27doKGhgZkz\nZ0IkEsmc8c0Yw5w5c3Djxg2cOnUKrVq1knmu48eP4/Lly7hy5QrCw8Oxd+9eyfEAMG3aNAQHBwMA\nQkND4ebmJvdOJSQkBEFBQXj27BmKi4uxdevWar82RaOPp7rIz+cF8ezsUFpJ+ey3q6P+8QcfeBEe\nDlTyN0dIo6VZVCRzu0ZkJO9/k/OjGRUl+/galKnX1dXFH3/8ATU1NcyZMwdt2rSBm5sbnr2ublxS\nUgJ3d3dkZWXhxIkT0K6iwvHSpUvRunVrmJmZYfHixQgJCZF6fty4cYiOjkZOTg4OHDiAGTNmVBmb\nmpoaZs2aBUtLS2hra2PSpEm4WslnS32gBFFTjAGXLgGffso7m3/6Cfj3v+F4+LDc6qipqbx23v79\nQJcu9R04IcpXWsm3Z7GTE/+3Jeen1NFR9vE1LFNvZWWFffv2ITU1FTdu3MCTJ0+wePFiqKmp4e7d\nuzhx4gS++uoraGpW3U375oJoHTt2xJMnT6Se19bWhouLC9auXYvMzEwMHDhQ7szmdu3aSX5v3rw5\n8vLyavTaFIkSRHVlZgJ+frz+9uTJPDlcvw6cPAmMGwc7Nzc47diBZYPs4KlpjlVOTnDesUPSefbq\nFV/b4d//BpydlfxaCFESx0WL6lRmvq7Hy9KtWzfMmDEDN27cAAB0794de/fuxciRI3Hnzp0qj330\n6JHU7yYyqmtOnz4d33zzDaZOnVrrGJWFRjFVpawMOHsWCAwEfvuNF8X79ls+IeetzoPoaCD6ogsK\nuw7G0TjA+309nL0IlLUA7O2BOXMAKyvgyy+V8koIaRAkZebd3aFhZQWxoWGNysxLjvfzg0ZUFMRO\nTjUuU3/79m1ERERg8uTJkkXNQkJCMPCN6pju7u4oLi7Ghx9+iOjoaHTu3FnmubZu3YoBAwYgNzcX\nfn5++OKLLyrsY29vj9OnT6NPnz7Vik/eHUZ9ogQhS2oqEBQE7N0L6OkBnp7Ad98BVax2J6m0EZOD\n8IOAr6+e5LmtW3lZpT/+oGkOhNi5uMCuc2deLaBXr9od7+QEaGsDIlGNj9fV1UV8fDy++eYbZGVl\noXXr1hgzZgy2bNmCo0ePSoagTp8+HcXFxRg2bBjOnTsHNTW1CsNT3dzc0K9fP2RnZ2PWrFnw8PAA\ngAr7Dh06VPL728+9fc63n6tqX6FRNddyxcXAiRP8biE+njcjeXgAffvW6FP9QUwqhg0HHpTwtkmR\niBffi4sDOnYUKnhCGha5/2Z79eILWdUiQQAASkt5gigtrd3xCqCuro579+5VendRn9TU1HDo0CGk\np6dj8eLFUtvr8tkp+B2ESCTC4sWLIRaL4enpiaVLl0o9f+vWLcyaNQuJiYlYv369zFs0Qd28yZPC\ngQOAtTVPCkeOADo6tTtfq1bA69FJd+4A06fzpRsoORCCf2opjRvHJ4/+/DPfXtNaTACwcuU/RTGp\nFpMgBE0QYrEYCxcuxOnTp2FiYgJbW1u4urrC2tpaso+hoSH8/f1x/PhxIUORlpcHHD7ME8ODB8CM\nGbz9py5Di6KjEfF9CLbFZkMjRxvDOxXjzospWDenKwYP7qa42AlRZXX9IG9AiUBVZkPXhaAJIiEh\nAZaWljA3NwfAO37Cw8OlEoSxsTGMjY0RUYOZkLXCGG86Cgzkdwh2dsCyZcDIkYCcoWzVEZGvDu8E\nIyQ/4uttJ6cArVr5wGSYHgBKEIQ0NmKxWNkhCE7QBJGWliY1TtjU1BTx8fG1OpfvG+srODg4wKG6\n3yKeP+fNR4GBQFERb0JKSgLat69VHJXx84tCcvJ6qW05Oevh778KLi52Cr0WIYTI8vTpU6nPyroS\nNEEo8hasRi9aLAZOn+ZJISqKL8/53XfAkCGCDSMqKJD9VhYW0iI/hJD60a5dO6lO6jVr1tTpfIIm\niPIxxuVSU1Nhamoq3AUfPgT27ePDU9u04XcL33/Pq+IJoHxS9Z49wJ9/yh5Noa3d+G9DCSGNk6Az\nqW1sbHD37l2kpKSguLgYYWFhcHV1lbmv3KFY0dGI+fhjrOzUCb5aWlhpYYGYjz/mdwiHD/PFnPv1\n4zOeT5zgn9zz5wuSHF68AHbs4CP03N2Bd98F9uxxhIWFj9R+FhYr4OU1QuHXJ4SQ+iDoHYSmpiZ2\n7twJJycniMVieHh4wNraGgEBvCN33rx5ePr0KWxtbZGTkwN1dXXs2LEDSUlJaNmypdS5YvLzEZmQ\ngPUpKXzD/fvwefECOHkSdra2fDJbeDgfGy2A8knVe/bwuQ2jR/MkYW9fPqnaDkZGwObNq5CQoAF7\nezG8vJyp/4GQN9CKo6pFZSbK+Tg6Yp2MSo6r7Oyw9tw5wa6dmspbrfbt4zcjnp7Axx9XPqn6wQNg\n2DD+X0KaKnkTtBrBPLkGRaiJcipTrK/SMsECdDoXF/ORsCNH8tp86enA0aN8vZ/PPquy4gYhpIEz\nNzeHjo4OdHV1YWBggNGjR+Px48eS54OCgtCjRw+0aNEC7du3x4IFC5CdnQ0A+Pvvv6Guro6MjAzJ\n/uvXr4e6urqkXHj5tpEjR9bfixKIyiSISssEK7BJKSkJ+OILXqj1v/8FPvkEePyY/963r8IuQ0iT\nFhERg/v3V8LT0xdOTisRERFT4+NHjVoJsbh2x6upqeHkyZPIzc3F33//jbZt28LrdTXYbdu2Ydmy\nZUNyV68AAA/fSURBVNi2bRtycnIQFxeHhw8fYsSIESgpKUH79u1haWmJc2+0WsTExMDa2hoxMTFS\n2+zt7WsUV4PEVAAAdm7DBrZCX1+qOvxyfX12bsOGOp07N5exPXsYGziQsfbtGVu+nLG7d2t/vvv3\nGTM3r1NIhKi8yj5aTp48xywsVkgt8mBhsYKdPHmuWuet6/GMMWZubs7OnDkjeRwREcG6du3KcnJy\nWIsWLdhPP/0ktX9eXh4zNjZme/fuZYwx5uHhwby8vBhjjJWWljJjY2MWEBAgta1Vq1YsNja22jHV\nFQB26NAh9u2331bYXhcqU83VbvlyoGdPrPL3h0ZhIcTa2jUu81uOMV48LzCQNx3Z2wPLl9dtUnV5\n51lxMWBrSyViCJFF1oTS5OTqTyit6/Hl2Ot2+VevXiEsLAwDBw5EbGwsioqK8NFHH0nt26JFC4wa\nNQqnTp3CrFmzYGdnh2+++QYAkJiYCGtrawwbNgzfffedZFtJSQn69+9f7XgaKpVJEMDrMr+1SAjl\nMjL+mVRdUqLYSdWUCAiRr6hI9kdOZKRGNeew1n1CKmMMY8eOhaamJvLz89GmTRuIRCJcvXoVRkZG\nUJexUHy7du1w5coVAICdnR1mz56N7OxsnD9/HnZ2drC0tERGRoZk28CBA+WuRqcKVKYPorbEYj4s\ndeJEXovv2jVg1y7g9m1g6VKFV9wghFShWTPZw46cnMTVWXEUjo51n5CqpqaG8PBwvHz5EkVFRfD3\n94e9vT20tLTw/PlzlJWVVTjm77//hrGxMQDeyW1iYoLz58/j/PnzGDJkCABg0KBBOH/+PGJiYmBn\n1ziGtzfaBJGSAqxeDXTqBKxaBXz4IZ9ovX8/r9PXBAoxEtLgLFpUtwmldT3+bWpqahg3bhw0NDRQ\nVFSEZs2a4ejRo1L75OXlQSQSYfjw4ZJtdnZ2OHfuHP78808MGjQIADBkyBCcO3cOsbGxjSZBqP49\n0BuKioDjx/lktsREPl/hxInaj7UmhChWeT+Bu/sqWFlpwNCwZhNKy/fz81uFqCgNODnVbkJqeR8E\nYwy//PILXr58CVtbW6xevRpeXl5o1aoVhg0bhrS0NCxYsABmZmaYNm2a5Hg7OzusXLkSZmZmkkm9\ngwcPxsiRI5GTkyO1fKkqU6kEERERAz+/KBQVaaJZs1IsWuQIFxc7/PUXTwqHDvFk4OkJjB0r2KRq\nQkgduLjYoXNnu9quOAoXFzs4OdnVdsVRAMCYMWOgoaEBNTU1mJubIzg4GNbW1rC2toahoSG+/PJL\nJCcno1WrVhg3bhxCQkKgpaUlOd7e3h4ZGRmYMmWKZFuvXr1QWFiIfv36QbuRfPioTIKIiIiBt3ek\n1AiGxEQftG4NFBTYYdYsICGBNykRQkhlHsgpczB79mzMnj27yn26du1aoa9CQ0NDMqGusVCZUhs2\nNj64dGldhee6dl2FpKS10KCq2oQ0GJWVeHhzxdA31WbF0doc31ip7JrUitKihexQ27fXoORAiIpo\nRCuONgkqM4opP1/28LZXr2i9BUIIEYLKJAhfX9nD21avpvUWCGlo9PX1oaamRj/19KOrqyvI/0eV\naWIqH8bm778KhYUa0Nam9RYIaagyMzMBANu3b0fb8kUfiMoRNEGIRCIsXrwYYrEYnp6eWLp0aYV9\nFi1ahN9++w06OjoICgpCnz59Kj2fi4sdJQQFiI6OhgM15CoEvZdVa926NdLT06u9/9OnT9GuXTsB\nI2rcWit6Bc06lfqrQmlpKbOwsGAPHjxgxcXFrFevXiwpKUlqn4iICDZy5EjGGGNxcXFswIABMs8l\nYJhN0urVq5UdQqNB76Vi0fupWHX97BSsDyIhIQGWlpYwNzeHlpYW3N3dER4eLrXPL7/8ghkzZgAA\nBgwYgKysrBp921CkaFlj5xR8rLz9qnq+sudkbX97W11eW22p4vtZl21Cq+01a3Jcbd9P+tus3X6q\n8H4KliDS0tJgZmYmeWxqaoq0tDS5+7y5slN9agh/NJQganYsJQjFHkcJQnHHNpYEIVjbzZEjR5in\np6fk8YEDB9jChQul9hk9ejT7448/JI+HDx/OLl++XOFcAOiHfuiHfuinFj91IVgntYmJCVJTUyWP\nU1NTYWpqWuU+jx8/homJSYVzsYY/2ZsQQhodwZqYbGxscPfuXaSkpKC4uBhhYWFwdXWV2sfV1RXB\nwcEAgLi4OLRu3ZqGxBFCSAMh2B2EpqYmdu7cCScnJ4jFYnh4eMDa2hoBAQEAgHnz5mHUqFH49ddf\nYWlpiRYtWmDfvn1ChUMIIaSGVKJYHyGEkPqnMqU2CCGE1C+VTBAPHjyAp6cnJk6cqOxQVF54eDjm\nzp0Ld3d3nDp1StnhqLxbt25h/vz5mDRpEgIDA5UdTqOQn58PW1tbREREKDsUlRYdHY0hQ4Zg/vz5\nOHfuXLWOUckE0alTJ+zZs0fZYTQKbm5u+P7777F7926EhYUpOxyVZ2VlhV27diE0NBSRkZHKDqdR\n2Lx5MyZPnqzsMFSeuro6dHV1UVRUVGFEaaXHCBwTURHr1q3DwoULlR1Go3DixAm4uLjA3d1d2aGo\nvFOnTqF79+4wNjZWdigqb8iQIfj111/x9ddfY/Xq1dU6psEkiNmzZ6Nt27bo0aOH1HaRSAQrKyt0\n6dIFmzZtUlJ0qqUm7yVj7P/bu9eQpv4/DuDvbbkgtYygmJlNN/KSrqU5LCmdMlRQzECLCi9d1Acq\nQmU+60r6QPCChFaWJfTLzIyistC8hCF5oXpUmhcINaJFaaTW3Of/IDpYLi+/zk+X/8/r0eZ2vvt8\n35N9ds7R78HRo0cRHh4OrVY7H+Vavdn+bkZGRuL+/fu4fPnyXJf6V5hNno2NjWhpacHVq1dx/vx5\n/p+oX8wmS4lEAuD7gn5jY2Mze4E/+jc7ETU1NVFHRwd5eXkJP/vdgn9Go5GSk5NJrVZTTk7OPFZt\nnWaTZWFhIfn6+lJKSgoVFxfPY9XWazZ5NjQ0UHp6OiUlJVFeXt48Vm29ZpPnD2VlZXT37t35KNeq\nzSbLmzdvUnJyMu3cuZMaGxtnNL7VNAgiot7e3p8m+uTJEwoNDRXuZ2dnU3Z29nyU9tfhLMXFeYqL\n8xTPf5ml1RxismQmC/6xmeEsxcV5iovzFI+YWVp1g/hxzIz9Oc5SXJynuDhP8YiZpVU3iJks+Mdm\nhrMUF+cpLs5TPGJmadUNYiYL/rGZ4SzFxXmKi/MUj6hZ/vEZEpHs2rWLFAoFyeVycnJyoosXLxIR\n0b1792jdunWkUqnozJkz81zl34GzFBfnKS7OUzz/dZa8WB9jjDGLrPoQE2OMsfnDDYIxxphF3CAY\nY4xZxA2CMcaYRdwgGGOMWcQNgjHGmEXcIBhjjFnEDYLNCalUisOHDwv3c3NzceLECVHGTkhIQFVV\nlShjTaWyshKenp4ICQmxinrEkJ+fj5GRkfkug1kpbhBsTsjlclRXV8NoNAIQd0GxPxnLZDLN+Lml\npaW4cOEC6urqpq3nb1l8rqCgAF++fJnvMpiV4gbB5oSNjQ2SkpKQl5c36bFfv3Hb2dkB+H6R9cDA\nQGzfvh0qlQpZWVkoLy+HTqeDRqNBT0+PsE1tbS38/Pzg5uYmXNx+fHwcR44cgU6nw4YNG3Du3Dlh\n3K1btyIqKgrr16+fVM8///wDjUYDb29vZGVlAQBOnjyJ5uZm7Nu3D5mZmZO2SU1Nhbu7OwwGA969\neydc+ayurg4+Pj7QaDTYv38/vn79CgBobW1FQEAAtFot/P398fnzZ5SVlSEtLU0YMyIiAk1NTUIm\nmZmZ8PLygsFgQEtLCwIDA6FSqXDnzp1p5xsUFISYmBh4eHhg7969AIDCwkIMDAxAr9cjJCQEZrMZ\nCQkJ8Pb2hkajQX5+/vRvLFvYRFkQhLFp2NnZ0dDQECmVSvr06RPl5ubS8ePHiYgoISGBbty48dNz\niYjq6+vJwcGB3r59S2NjY+To6EjHjh0jIqKCggLKyMggIqL4+HgKDw8nIqKuri5ycnKi0dFRKikp\nodOnTxMR0ejoKG3atIl6e3upvr6ebG1tqa+vb1Kd/f395OzsTO/fvyeTyUTBwcF069YtIiIKCgqi\n9vb2SdtUVVWRwWAgs9lMAwMD5ODgQFVVVTQyMkJr1qyhrq4uIiKKi4uj/Px8GhsbI1dXV2prayMi\nouHhYTKZTFRWVkapqanCuBEREcKVvyQSCdXU1BARUXR0NBkMBjKZTPT8+XPSarVERFPOd9myZdTf\n309ms5k2b95Mzc3NRESkVCrJaDQSEVFbWxsZDAbh9T9+/Djt+8oWNt6DYHPG3t4ecXFxKCwsnPE2\nfn5+WLVqFeRyOdRqNUJDQwEAXl5e6OvrA/D9kE5sbCwAQK1Ww9XVFS9fvsTDhw9x5coVbNy4Ef7+\n/vjw4QNev34NANDpdFi7du2k12ttbYVer8eKFSsgk8mwZ88e4Vs8AIvXRH78+DF2794NiUQChUKB\n4OBgAMCrV6/g4uICtVoNAIiPj0dTUxM6OzuhUCjg6+sL4PvegUwmmzIHuVwuzN3b2xt6vR4ymeyn\nHH43X4lEAp1OB0dHR0gkEmi1WmGbiVQqFXp6epCeno4HDx5g6dKlU9bEFr5F810A+/+SkZEBHx8f\nJCYmCj9btGgRzGYzAMBsNguHYQBg8eLFwm2pVCrcl0qlU54/+HEOoKioCAaD4afHGhoaYGtr+9vt\nJjYBIvrpfMLvzi1Yahy/PtfScyaamAMAjI6OCrdtbGyE21KpFHK5XLg9MYffzXdijjKZzGJ2Dg4O\nePHiBWpqalBcXIzr16+jtLR0yprZwsZ7EGxOLV++HLGxsSgtLRU+QJVKJdrb2wEAt2/fxrdv32Y1\nJhGhsrISRITu7m709PTA3d0doaGhOHv2rPBh2NnZOe0JWT8/PzQ2NsJoNGJ8fBzXrl1DYGDglNts\n27YNFRUVMJvNGBwcRH19PQDAzc0NfX196O7uBgCUl5cjKCgIbm5uGBwcRFtbGwBgeHgY4+PjUCqV\nePbsGYgIb968wdOnT2eVw7+Zr729PYaGhgAARqMRJpMJO3bswKlTp9DR0TGr12cLD+9BsDkx8dv0\noUOHUFRUJNw/ePAgoqKioNVqERYWJpyk/nW7X8f78ZhEIoGzszN0Oh2GhoZQUlICuVyOAwcOoK+v\nDz4+PiAirFy5EtXV1VP+lZFCoUBOTg70ej2ICBEREYiMjJxybtHR0Xj06BE8PT3h7OyMLVu2APi+\n93Pp0iXExMTAZDJBp9MhJSUFNjY2qKioQFpaGkZGRrBkyRLU1tYiICAALi4u8PT0hIeHh3AIylIO\nlvZq/s18k5KSEBYWhtWrVyMvLw+JiYnCXkxOTs6U82YLH18PgjHGmEV8iIkxxphF3CAYY4xZxA2C\nMcaYRdwgGGOMWcQNgjHGmEXcIBhjjFn0P8YjiYnLYD7kAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 77
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"csv_file= \"\"\"\n",
"0.01 0.03 0.05 0.03\n",
"0.08 0.01 0.04 0.02\n",
"0.15 0.14 0.10 0.18\n",
"0.22 0.26 0.26 0.23\n",
"0.39 0.34 0.34 0.39\n",
"0.44 0.44 0.44 0.44\n",
"0.46 0.48 0.47 0.50\n",
"0.03 0.02 0.04 0.05\n",
"0.11 0.12 0.14 0.07\n",
"0.27 0.27 0.30 0.27\n",
"0.51 0.45 0.52 0.53\n",
"0.70 0.71 0.69 0.70\n",
"0.79 0.79 0.80 0.79\n",
"0.85 0.85 0.84 0.85\n",
"\"\"\"\n",
"\n",
"lines = [[float(x) for x in l.strip().split()] for l in csv_file.strip().splitlines()]\n",
"lines = asarray(lines)\n",
"embeddings = lines[:7]\n",
"bow = lines[7:]\n",
"fig = figure()\n",
"values = asarray([0.001, 0.003, 0.01, 0.03, 0.1, 0.3, 1.0]) * 11314\n",
"ax1 = errorbar(values, embeddings.mean(axis=1), yerr=embeddings.std(axis=1), fmt='-ro', label='LDA')\n",
"ax2 = errorbar(values, bow.mean(axis=1), yerr=bow.std(axis=1), fmt='-bo', label='BOW')\n",
"xscale('log')\n",
"xlabel('Number of documents')\n",
"ylabel('Average Accuracy')\n",
"\n",
"title('20 categories experiment')\n",
"legend(loc='lower right', shadow=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 1,
"text": [
"<matplotlib.legend.Legend at 0x4680510>"
]
},
{
"output_type": "display_data",
"png": 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9e/dgb29f4XFSqRRTp07FsWPHIBKJ4OrqCh8fHzg5Ocnt5+HhgYMHD1b7FyC1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\nJPQnH6mk5AbOF1sAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n",
"values4 = asarray([11.3, 33.94, 113.1, 226.28, 565.7, 1131.4, 1697.1, 2262.8, 2828.5, 5657., 11314. ])\n",
"\n",
"#f_dict_old = asarray([0.31, 0.52, 0.58, 0.59, 0.62, 0.63, 0.69, 0.72])\n",
"#f_dict = asarray([0.06, 0.09, 0.25, 0.41, 0.52, 0.58, 0.7, 0.7, 0.71, 0.74, 0.76])\n",
"#f_bow = asarray([0.04, 0.09, 0.31, 0.43, 0.63, 0.68, 0.73, 0.75, 0.76, 0.81, 0.85])\n",
"csv_file = \"\"\"\n",
"0.06 0.04 0.03\n",
"0.09 0.13 0.11\n",
"0.25 0.18 0.25\n",
"0.41 0.37 0.39\n",
"0.52 0.55 0.54\n",
"0.58 0.62 0.63\n",
"0.7 0.67 0.66\n",
"0.7 0.67 0.69\n",
"0.71 0.69 0.68\n",
"0.74 0.74 0.73\n",
"0.76 0.76 0.76\n",
"0.04 0.04 0.02\n",
"0.09 0.10 0.07\n",
"0.31 0.30 0.27\n",
"0.43 0.47 0.42\n",
"0.63 0.62 0.58\n",
"0.68 0.71 0.71\n",
"0.73 0.74 0.75\n",
"0.75 0.77 0.77\n",
"0.76 0.78 0.78\n",
"0.81 0.82 0.82\n",
"0.85 0.85 0.85\n",
"\"\"\"\n",
"lines = [[float(x) for x in l.strip().split()] for l in csv_file.strip().splitlines()]\n",
"lines = asarray(lines)\n",
"f_dict = lines[:11]\n",
"f_bow = lines[11:]\n",
"\n",
"fig = figure()\n",
"#ax1 = errorbar(values2, embeddings2.mean(axis=1), yerr=embeddings2.std(axis=1), fmt='-go', label='SkipGram')\n",
"ax2 = errorbar(values4, f_dict.mean(axis=1), yerr=f_dict.std(axis=1), fmt='-ro', label='Dict')\n",
"ax3 = errorbar(values4, f_bow.mean(axis=1), yerr=f_bow.std(axis=1), fmt='-bo', label='BOW')\n",
"\n",
"xscale('log')\n",
"xlabel('Number of documents')\n",
"ylabel('Average Accuracy')\n",
"xlim([10, 10**5])\n",
"ylim([0, 1.0])\n",
"title('20 categories experiment')\n",
"legend(loc='lower right', shadow=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 37,
"text": [
"<matplotlib.legend.Legend at 0xa475ed0>"
]
},
{
"output_type": "display_data",
"png": 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R7mWr/MQJYd1RV1e47twJPz8/Xu6T6VRoaKha23FVJoidO3cqvdhPmDChyP2s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\nQgghdEmBEEIIoesvA/mDpG8Vx/YAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 37
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"csv_file = \"\"\"\n",
"0.38\n",
"0.53\n",
"0.61\n",
"0.68\n",
"0.68\n",
"0.73\n",
"0.44\n",
"0.63\n",
"0.68\n",
"0.76\n",
"0.83\n",
"0.85\n",
"\"\"\"\n",
"\n",
"values3 = asarray([0.02, 0.05, 0.10, 0.20, 0.5, 1.0]) * 11314\n",
"lines = [[float(x) for x in l.strip().split()] for l in csv_file.strip().splitlines()]\n",
"lines = asarray(lines)\n",
"msDAE = lines[:6]\n",
"bow3 = lines[6:]\n",
"\n",
"fig = figure()\n",
"#ax1 = errorbar(values2, embeddings2.mean(axis=1), yerr=embeddings2.std(axis=1), fmt='-go', label='SkipGram')\n",
"ax2 = errorbar(values3, msDAE.mean(axis=1), yerr=msDAE.std(axis=1), fmt='-ro', label='msDAE')\n",
"ax3 = errorbar(values3, bow3.mean(axis=1), yerr=bow.std(axis=1), fmt='-bo', label='BOW')\n",
"\n",
"xscale('log')\n",
"xlabel('Number of documents')\n",
"ylabel('Average Accuracy')\n",
"xlim([10, 10**5])\n",
"ylim([0, 1.0])\n",
"title('20 categories experiment')\n",
"legend(loc='lower right', shadow=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 30,
"text": [
"<matplotlib.legend.Legend at 0x94cf350>"
]
},
{
"output_type": "display_data",
"png": 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0EzB3rmJo7k8+4eB6VOvo/AyiVatWsLOzQ8OGDQEoOqrT0tLg5ORU5Z0SacO1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\nCCIiUosJgoiI1Pp/ELWYQnSdoQsAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = figure()\n",
"#bow = (bow2 + bow3 + f_bow).mean(axis=1)/3.0\n",
"ax11 = errorbar(values2, embeddings2.mean(axis=1), yerr=embeddings2.std(axis=1), fmt='-ro', label='SkipGram')\n",
"#ax12 = errorbar(values2, bow2.mean(axis=1), yerr=bow2.std(axis=1), fmt='-bo', label='BOW1')\n",
"ax21 = errorbar(values3, msDAE.mean(axis=1), yerr=msDAE.std(axis=1), fmt='-go', label='msDAE')\n",
"#ax22= errorbar(values3, bow3.mean(axis=1), yerr=bow.std(axis=1), fmt='-bo', label='BOW2')\n",
"ax31 = errorbar(values4, f_dict.mean(axis=1), yerr=f_dict.std(axis=1), fmt='-yo', label='Dict')\n",
"ax32 = errorbar(values4, f_bow.mean(axis=1), yerr=f_bow.std(axis=1), fmt='-bo', label='BOW')\n",
"\n",
"x = 12.5\n",
"y = x * (10.5/18.5)\n",
"fig.set_size_inches(x, y)\n",
"\n",
"xscale('log')\n",
"xlabel('Number of documents')\n",
"ylabel('Average Accuracy')\n",
"xlim([10, 10**5])\n",
"ylim([0, 1.0])\n",
"title('20 categories experiment')\n",
"legend(loc='lower right', shadow=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 60,
"text": [
"<matplotlib.legend.Legend at 0x10d936d0>"
]
},
{
"output_type": "display_data",
"png": 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k1xBmLJpBkiUJNyc3gvoEqT9eCoR7zbgK8iIikudOnoR33oGff4ZXXoGgIPDw\nsHVV9sswDOLjD3D58hIiIxeTkhKFj08vfHx64+n5KA4OhfcGA4vVwq/HfyV4TzCrjq2iY/WOPNfg\nOdr7t8fZUY0GYl/UIy8iIgXWuXMwdSp89x289BIcPQolS9q6KvtkGAZxcbvTRt6t1iR8fHrzwAOz\nKVGiWaFfQfXw5cME7w1m/t75lPcoz+CGg/m/zv+HV1EvW5cmYjMK8iIikiOhoeYjLAwSE6FRI3N7\nYKD5uNmlS/D++xAcDC+8AIcPg7d3vpZbKBiGQWzs9rTw7uDgiI9Pb2rXXoCHR2McHBxsXWKeikmK\n4fuD3zNnzxyORx3n2frPsurZVdQtU9fWpYkUCGqtERGRO/Lxx3D+vPnn3129Ch99BLNmQf/+MHYs\nlC+f/zXaM8Owcu3a7/8L70txcnLHx6c3Pj69cXevX+jDu9WwsuHEBubsmcOKIytoW7UtgxsOplP1\nThRxKrz9/nJ/UmuNiIjY3LVr8OmnMH069OwJu3dDpUq2rsp+GEYq0dGbiYxczOXLP1KkiDc+Pr2p\nX38V7u4P2rq8fBFxNYK5e+cyd+9cvIp68VyD5/ik4yf4uPvYujSRAktBXkREciwkZBOzZ68hIcGZ\nAwdSefHFDkREBPDRR9CpE/zxB1S/D6fntlqTuXhxPuXLv3AHx6QQHb3hf+F9Ga6ufvj49KZhw1CK\nFXsgD6stOOKux/HDwR8I3htMWGQY/er1Y3mf5TQs19DWpYnYBQV5ERHJkZCQTYwZs5qIiKkAnD0L\n69aNp1kzCA0N4MH7Y+A4g+joUKKjQ7Fakzlz5hOSk88CULJkICVLBmba32pNJipqLZGRi7ly5WeK\nFq2Oj09vGjXaRtGiVfO5etuwGlY2n9rMnD1zWBa+jIDKAbz8yMt0fqAzLk6Fd557kbygHnkREcmR\njh0nsGbNlCy2T2TVqndtUFHBkZoaw9atlWjVKibTcxZLIlFRq/8X3kNwd6+Lj09vvL174ubmZ4Nq\nbeNk9Enm7Z1H8J5gihUpxuCGg3m2/rOULV7W1qWJ2Ix65EVEJF/ExWX9X0ZSkv3OWX5jRP3ChbmU\nKdMfx//NQ36rEfWsrF8fwo8//pu4uHh++KEj3buPpnXr1ly58guRkYuJilpN8eKN8PHpTbVq03B1\nvX/u/k1ISWDJoSUE7w1m74W99Knbh++f+p6Hyz9c6G/aFckPCvIiIpKtZctg587ULJ9zc7PkczW5\n50ZgP33ys6rvAAAgAElEQVR6GpUrj8XJyf2Ojl+/PoSFC8fQv3/E/7asYc6c3zh40EpAQCt8fHpT\no8ZMXFzunxs2DcPg9zO/M2fPHJaELaF5xeYMf3g4XWt2xc3ZzdbliRQqaq0REZFbioqCMWNg61YY\nOnQTs2en98gD+PuP47PPOtG5c0Ce1nFj5Dwm5neKFXuAIkXMSenvZOT8VtavDyE4uBulSj2KYRSl\ne/fRtG3b+Zb7p6bGkJAQTkJCOBMnTqJ//5OZ9lm6tC3Tp6+7p7rszZmYM8zfN5/gPcE4OjgyuOFg\nBjQYQAWPCrYuTaTAUmuNiIjkidWrzcWcuneHPXvA3T2AOnXgtdcmEh/vRJ06FoKC8j7EQ3pg37On\nDd7evShVqk2unPfGiPrzz1uBzQB8800EhmHl0UcbpAV28xFGQkI4FkssRYvWpFixWjjdoqvI0dF+\nP6W4E4kpiSwLX0bw3mB2nNvB03WeZl6PeTzi+4haZ0TygYK8iIhkEBsLr78Oq1aZK7O2a5f+XOfO\nAYSHB9xyQSh7s2zZZze1xZj694/g66+7U7RoOYoVq/W/R228vXtQrFgtXF19cXBwBMDFpSNwMosz\nF94WEsMw2H5uO8F7g/n+oNnvPrjhYJY9s4yiRYraujyR+4qCvIiIpNm4EQYPhrZtYf9+KFEi/bnQ\nUPNx9ixcvw6TJpnbAwPNR0GXknKV+Ph9xMXtIy5uL/Hx+4iN3ZXlvqVKtaBFi83ZnrN799F8801E\nhl8GFizwp1+/oFyr2xZCfg1h+rfTSTaScXVwZXS/0TRq1iitdSbFmsJzDZ5j97DdVPLUyl8itqIg\nLyIiJCTAuHHwww8wezZ0zqJF3NaBff36EObP34u7+ys4Opa9ZS+7YaSSkHCU+Pi9xMXt+19430tq\nagzu7vUoXrwBJUo0oXz5F0hOGQ7sy3SOyCsJOarpxvWXLv2E2NhQPD0fo1+/oNv22Bd0Ib+GMObz\nMUQ8lP7LyZb3t0B16NO5D7O7zuZRv0fVOiNSAOhmVxGR+9wff8CgQfDwwzBjBpQubeuKMss8Owx8\n840/Tz89hcaNy6aF9fj4fcTHH8LVtQLu7g0oXrw+xYs3wN29Pm5uVdJaYm5o2a0RRYrs5u2bBtAn\nT4ewSx40eal1tnVVdLmCn8sVwCA1NRpn51IAnLlemrPXC+AbmQN/zPuDy80uZ9r+2MnH+HXOrzao\nSKTw0s2uIiJyV5KTYfJk+PprmDkTeve2dUW3tmzZ9Fv0sj+Lt3cz3N3rU6LEI5QvP5Tixevh5FQ8\n23MeuHSAPUlHsJaF4R+BmzMkpcLp8uCZ4s6LjV6863rr3fWRtrfz251Zbj8RcyKfK8k9m0JCWDN9\nOs7JyaS6utJh9GgCsvrYScTOKMiLiNyHdu82R+H9/WHvXihbwBfXdHRMznK7l1dLHnoo9I7OdSLq\nBG+Hvs3qiNVULF6RwxUPc7hixn0CrA3oWrPrXVZr3+p71+cCFzJtr16qug2quXeb3nuP1dOmMTUq\nKm3b+B074I03CBg71oaVidw7x+x3ERGRwiIlBd59Fzp2hDfegKVLC36It1pTiIs7dotncz47zIW4\nC4xaOYrG/2lMtVLVOBp0lE9GPscrrqUYVJm0xysupRjTNzBXardHo/uNxn+3f4Zt/rv8Cepjnzfw\nrgkNzRDiAaZGRfHrxo02qkgk92hEXkTkPnHokDkKX7o07NoFFStmf4ytpabGcPDgUzRvXp4FC1x4\n9tn09o6czg4TnRTNh799yKw/ZzGowSDCXwrHx91cafXxx/6J1ajHjEUzSLIk4ebkxlN9gnj8sfu3\n7aJze/O13/yeBI0KSttuF86dg02bYONGnLdsyXIXp6SkfC5KJPcpyIuIFHIWC3zyCXzwAUydCkOH\ngj1MOJKUdIr9+ztTsmQgzz//KVWrrmbevIEUK+aHs3O5bGeHSUhJYPq26Xy89WOerPkke4btwc/T\nL9N+ndt3tq+Qmg/s6j0xDDhxIi24s2kTxMRAQAC0bk1qgwbm0sR/Y3ErvHP9y/1DQV5EpBA7dgye\new6cnWHbNqhWzdYV5cy1azs4cKA7lSr9A1/f0Tg4ONC2bWe8vOpTufJbt13Z9brlOl/t+op3N71L\ny0ot2TJ4CzW9a+Zj9ZKnDAPCw83AfiO8W63QurX5eOMNqFULHM3u4Q4JCYwPD8/QXjOuVCk6tc5+\nViKRgk5BXkSkELJa4YsvzEWbJkyAoKC0XFPgRUb+yJEjL1Kz5n/x9n4yx8dZDSsL9y/krdC3qO5V\nnZ/7/szDFR7Ow0olX1gs5upkN0L75s1QvLg54v7YY/DOO+ZvqLf4mClg7FioX5+JM2bglJSExc2N\nTkFBmrVGCgXNIy8iUsicPg3PPw9xcTB3LtS0k8FowzA4e/YTzp79N3XrLsfDI3MIDwsbgK/vS5Qo\n0SzDcSFHQxi3bhzuLu681+49AqsE5mPlkqtSUsybOG4E999+g3Ll0lplaNUK/DK3SInYo3vNuAry\nIiKFhGFAcDD84x/w2mvw+utmS409MIxUjh4dTUzMFurVW4GbW6UMz0dHhxIdHZrpuFNJpRj3+/dc\nS77G1LZT6fpAV604am+SkmD79vTgfqMH7EZwb9my4E+tJHKXFORFRIS//oIXX4SzZ81R+Pr1bV1R\nzqWmXuPQoWcwDCt16vyAs3OJbI/Z/dduxq0fx+HLh3mnzTv0rdsXJ0enfKhW7llcnHnz6Y3gvmsX\n1KmTHtwffRRKlbJ1lSL5QkFeROQ+Zhjw3XcwZgwMG2b2w7u42LqqnEtKOsP+/V3w9GxO9eozcHQs\nctv9j1w5wsQNE9l8ajPjW41n6MNDcXGyoxd8P4qKMttjbgT3gwehUaP04N68udnzLnIfUpAXEblP\nXb4MI0fCgQPmKHyTJrau6M7Exu7iwIFuVKz4MhUrvnbblpiz184yeeNkloUv49VmrzL6kdG4u7jn\nY7WSY5cumTek3gjuERHQrFl6cG/aFDT1owhw7xnXTronRUTkZsuXw4gR0L8/zJtnf7no8uWfOXz4\neR54YBY+Pj1vvV/CZd7f8j5z9sxhaKOhHB51GK+iXvlYqWTr7NmMU0H+9ZfZ1x4QAF9+CQ8/DEVu\n/0mLiNwdBXkRETsSHW220fz2G3z/vZmX7M3Zs9M5ffp96tULoUSJplnuE5scyyd/fML0bdN5us7T\nHBhxgPIe5fO5UsnEMOD48YzBPTbWDO0BATB8ONSrB066X0EkPyjIi4jYiTVr4IUXoFs32LsX3O2s\ns8QwLBw79gpRUeto1Oh33NyqZNonKTWJL3d+yftb3uexao+x7YVt+Hv553+xYjIMCAtLD+6bNpnb\nWrc2g/sbb0Dt2vaxVLBIIaQeeRGRAi4uzsxLK1fCV1+Za+DYG4sljkOH+mK1JlKnzmKcnUtmeD7V\nmsq8vfOYvHEyDco2YErbKdQva0dT7xQWFgvs25cxuJcokT7iHhBw28WXROTOqEdeRKQQ27gRBg+G\nwEAzX3l62rqiO5ecfI79+7vi4dGIGjW+yDAzjWEYLA1byoQNEyjjXoaFvRbSwq+FDau9z6SkwJ9/\nZlx8qUIFM7D36gWffqrFl0QKMI3Ii4gUQImJMG6c2Qc/axZ06WLriu5OXNxe9u/viq/vSPz83sww\nM83a42sZu24sFquFf7X7Fx39O2oxp7yWlGQuuHTz4kvVq6ePtrdqBWXK2LpKkfuGRuRFRAq4hAQo\nWjTn3QjbtsGgQfDQQ+YofOnSeVvfnbJaUwADR8fbz99+5cpKwsMHUaPG55Qp83Ta9m1ntzFu/TjO\nxJzh3Tbv8lSdp3B0cMzjqu9TcXHw++/pbTK7dkHdumZof/llLb4kYuc0Ii8ikkdCQ83H++/DK6+A\nq6u5PTDQfPxdcjK8847ZBz9jBjz1VP7VmhPR0aFER4cSE7MViyUWL68OAJQsGUjJkoEZ9j137gtO\nnXqHOnWW4unZHICDlw4yYcMEdp7fyVsBb/Fcw+co4qRpCXNVVBRs2ZIe3A8eNKd/vDHirsWXRAoU\nLQglIlLAeXrC6dO372/fuxcGDoQqVWD2bChbNt/Ku2NnznxMcvJ5qlf/ONNzhmEhIuIfXL0aQr16\nIRQt6s/J6JO8Hfo2q46t4h8t/sHIJiMpWqSoDSovhC5eTF98adMmc2rIG4svBQRo8SWRAk6tNSIi\ndiw1FT74AD77DD76CAYMsN8JQSyWeMLC+pOaGsNDD23lavJ1/vFLEN/u/5ZRTUdxNOgoJVxL2LrM\ngsVqNX8IXG7fppTmzJmMc7hfvJi++NKsWdCokRZfErmPKMiLiNhIWJjZC1+ypDlxiD1PDpKc/BcH\nDnTF3b0uFarNZvLmj/li5xcMqD+AsJfCKOOuGygzCA1l0+zZrNm4EeerV0mtUIEOjzxCwIsvpvdd\nGQZERGQM7vHx6aPtI0Zo8SWR+5yCvIhIPrNYzFn93n8fpkyBF1+031F4gLi4/ezf3wXvss/x4/li\nfPRzXbo80IVdL+6icsnKti6vQNoUH8/q7duZev68ueH4ccY7OEDLlgTcvACTg0P64ktvvgm1atn3\nD4uI5CoFeRGRfBQRAc89B46O5uw01arZuqJ7c/XqasLCBnDKsQu9l/2X5hWbs/G5jdT2qW3r0gq0\nNdOnMzUiIsO2qRERTHz9dQL69IGOHWHqVKhaVcFdRG5JQV5EJA+FhGwiPn4NnTs7c/VqKmfPduCd\ndwIYPdoM8/bmg48nseznaRRxseDuOou2bVJYX8KbVNczLHtmGU18m9i6xILt9GlYuxbnPXuyfNqp\naVP4+ut8LkpE7JWCvIhIHgkJ2cSYMauxWKby22/mNj+/8dSoAY6OAbYt7i588PEk1m2YynuTUv+3\nJZl/fQzVGrTjyynzbFpbgRUdDRs2wNq15iMqCtq1I9XHBy5dyrS7RTPMiMgdyHY8aPr06URFReVH\nLSIihcr06WuIiJiaYduZM1OZMeNXG1V0b34Kmcm411MzbBv3GhzY+ouNKiqAkpPNxQMmTDCngaxU\nyZxNpmpV+O47uHABFi6kwwcfMN7fP8Oh4/z9aR8UZJu6RcQuZTsif/HiRZo0aUKjRo14/vnn6dgx\n50tor1q1ipdffhmLxcILL7zAm2++mWmf0NBQXnnlFVJSUvD29iY0NPSOX4SISEF06VLW/8QmJdnf\nLCNXrh2gjPfVLJ+zOMblczUFiNUK+/enj7j/9hvUrg2PPQbvvQctWqSvBHaTAHd3aNqUiRYLTklJ\nWNzd6dS0qbldRCSHsg3yU6dO5d1332XNmjUEBwczatQonn76aYYMGYL/30YTbmaxWBg1ahRr167F\n19eXJk2a0K1bN2rXTr8BKjo6mpdeeonVq1dTsWJFLl++nDuvSkTExtavh4MHU7N8zs3Nks/V3L3r\n16+ydvdzWGJDiEt0ADIvXOJkvc9WCv1fnzu//grr1pnzhz72GAwdCt9+C6VKZX+OwEACAgOxvwYr\nESlIcnSrlaOjI+XKlaNs2bI4OTkRFRVF7969eeONN255zPbt26levTpVqlShSJEi9OnTh+XLl2fY\n59tvv6VXr15UrFgRAG9v73t4KSIiBcPq1dCnD7zzTgf8/cdneM7ffxxBQe1tVFnOWa3X2XV4PL9u\nLs/u81soUXUxjwVO5F8fZRz/+dc0Z7o+8ZKNqswnUVGwdCmMHAkPPACNG5shvn172LEDjhyB//s/\n6NkzZyFeRCSXZDsi/9lnnzFv3jxKly7NCy+8wEcffUSRIkWwWq3UqFGDadOmZXncuXPn8LtpdZOK\nFSuybdu2DPscPXqUlJQU2rRpQ2xsLGPGjGHAgAFZnm/SpElpXwcGBhJ4Y8EMEZEC5OefYcgQWLYM\nWrQIoF49ePLJiTRv7oS7u4WgoE507lxwx2ENw+DchW/YFx5EWEw8RX1e5h+BUyniVITWr/UAYNzk\naTgXsWC1eND1iZd487VJti06tyUnw++/p7fLhIXBo4+ao+7DhpmLMNnjlEMiYnOhoaG52kaebZC/\nevUqS5cupXLljIt6ODo68vPPP9/yuJz00aekpLBr1y7WrVtHQkICzZs3p1mzZtSoUSPTvjcHeRGR\ngmjJEnjpJVi50hy0BejcOQB39wBWrABPT9vWl53o6C3sPDiEczEn2J/SklfbLaCCR4UM+7z52iT6\nPe1BcvJ5qlf/2EaV5jKrFfbtSw/uv/8ODz5oBvcPPoDmzbPscxcRuVN/H4yePHnyPZ0v2yDfqVMn\nSt30UeG1a9cICwvjkUce4cEHH7zlcb6+vpw5cybt+zNnzqS10Nzg5+eHt7c3RYsWpWjRogQEBLB3\n794sg7yISEH27bfw2muwahU0bGjrau5MYuIx9oUHcfFKKEsvlGJgi5UMqvaYrcvKW6dOZexz9/JK\nH3FftMjsexcRKeCy/WxwxIgRFC+efiOTu7s7w4cPz/bEjRs35ujRo5w8eZLr16/z3Xff0a1btwz7\nPPnkk2zZsgWLxUJCQgLbtm277S8HIiIF0Zw58MYbZi60pxCfknKZsMMvsWVbff57YBOH3SYwu+9J\n2hbGEH+jz33ECKhRA5o2NQN8x47w559w+DB8/jn06KEQLyJ2I0cLQjne1Avo5OSExZL9jAvOzs7M\nnDmTjh07YrFYGDJkCLVr12bWrFkADBs2jFq1atGpUyfq16+Po6MjQ4cOVZAXEbsyaxZMnWqu+fPA\nA7auJmes1iTOnp1OxMmprL9kcIp2TO32f/h5+mV/sL1ISsrY5x4eDi1bmqPuI0ZA3brqcxcRu+dg\nGEbmucRu0qNHD9q0acOIESMwDIMvvviCDRs2sGzZsvyqEQcHB7IpU0Qk3332GXz6qTmwW61a5udD\nQ81HUhLcvGBnYKD5yG+GYeXSpYUcOfYmh2MtzD3lysTHZtPBv0OOjo8O/ZTok8swzp+DlOs4VK4K\nQMkq3SkZ+HJelp49qxX27s3Y5163rhncH3vMXJxJfe4iUsDca8bNNshfvHiR0aNHs2HDBgDatWvH\nZ599RpkyZe76ondKQV5ECpoPP4TZs80Q/7e5AAqk6OhQjh57jQtxF/kwLJbH677Ja81fw9X5LsLt\nxx/D+fPmn7Z08mR6cF+3DkqXTg/ugYFqkRGRAu9eM262rTVly5blu+++u+sLiIgUJoYB775r3ty6\ncSP4+tq6otuLjw/j+PE3uRy9nf+ccCDR9RHm9/2UKiWr2Lq0O3f1qtnD9OuvZniPizNDe6dOMG0a\n+BWi1iARkRzINsgnJiby1VdfcejQIZKSktK2f/3113lamIhIQWMYMGEC/PSTGeLLlrV1Rbd2/fpF\nTp6cxIVL37MxypdvTrrz704zeKLGE7YuLedu9LnfCO6HD5t97u3bm/N81q0LOZjqWESksMr2Tp8B\nAwZw8eJFVq1aRevWrTlz5kyGWWxERO4HhgGvv27OEb9hQ8EN8RZLAqdOTWX79jr8+dcBBm43sHr0\nYs+IgwU/xFutsGuX2bfUoQP4+Ji/ORUpYrbxXL5s/gW88oq5KJNCvIjc57IdkT927BiLFy9m+fLl\nDBo0iH79+tGyZcv8qE1EpECwWiEoCHbsgPXr4aalNQoMw7Bw8eJ8TpyYSKKTP28dKkHJ4p6sH7yT\naqWyuBO3oDhxIr3Pff168PY222Veegl++KHgr6IlImJD2QZ5FxcXADw9Pdm/fz/lypUjMjIyzwsT\nESkILBYYPhzCwsysWaKErSvK7OrVX4mIeB0LLiy8+AA/nzrOZ50+o1vNbtkfnN+uXDE/0rixGFN8\nvBncn3jCHHX/28KBIiJya9kG+RdffJGrV68yZcoUunXrRlxcHO+++25+1CYiYlOpqfD883DmjLli\na0HrKoyL28/x42+QkBDBwdRHefP3nxnRZCQHR/5MsSLFbF2eKSkJfvstvc/96FFo1coM76NGQZ06\napEREblLtw3yVqsVDw8PvLy8aN26NSdOnMivukREbColBZ59FqKjISQEihWQXAyQnHyeEycmcuXK\nClI8+jBm12nKl7jA1iF/UKN0jTy99qaQENbMno1zQgKpBw7QYfRoAjp3Tt/BaoXdu9PbZf74A+rX\nN4P7J5/AI4/A/z7pFRGRe5PtPPIPP/wwf/75Z37VkyXNIy8i+Sk5GZ55xhyRX7w442JOtmSxxHH6\n9DTOnZtJidJ9+TT8EutObeOTjp/Qo1YPHPJ4ZHtTSAirx4xhakRE2rbx/v50HDuWAIslvc+9TJmM\n87kXxH4kEZECIM8XhPrnP/+Jt7c3zzzzDO7u7mnbvby87vqid0pBXkTyS2Ii9OplhvdFiwrG4LFh\npPLXX19z8uQkPEu2YWNMdd7e8n+80OgFJrSagLuLe/YnyQUTOnZkypo1mbZPdHHh3aefNqeFbNeu\n4E+uLyJSQOT5glCLFi3CwcGBzz//PMN2tdmISGETHw/du5sTp8ybZ856aEuGYXD16koiIv6Bi0sZ\nLD7v0m/ddHyKXWTz4M3U8q6Vr/U4X7mS5Xan5s1h/vx8rUVERHIQ5E+ePJkPZYiI2FZsLHTpAlWr\nwldfgZOTrevZRUTEG1y/fp7SvuN4d8da1p2YxMcdPuapB5/K8zaaNAkJ5kcTX35J6sGDWe5iKSi9\nRyIi95lsg/zcuXOz/A9j4MCBeVKQiEh+i46Gxx831xj68ktwzHapvLyTlHSaEycmEBX1K5UqTWT5\nuVQmf/sagxoO4tDIQ3i4euRPIWFhMGsWLFgAzZvD22/TwWpl/CuvZOiRH+fvT6egoPypSUREMsg2\nyO/YsSMtyCcmJrJ+/XoaNWqkIC8ihcLVq+Yioi1awGef2W4mxNTUGE6ffp/z52fj6zsSh4oL6Bby\nBiVcS7Bh0AbqlKmT90Vcvw4//mj+NhMeDkOGwJ9/QuXKAAQAODoy8bXXcIqPx1KnDp2CgjLOWiMi\nIvkm25td/y46OppnnnmG1atX51VNmehmVxHJC5GR5sQqHTrAhx/mXYi/cGEuZcr0xdEx852zVmsK\nf/01i5Mn36V06c54lnuFtzZPZ+XRlUxrP42+dfvmfRvNyZMwezZ8/TU8+CCMGAFPPnnrO30//hjO\nnzf/FBGRu5bnN7v+XbFixXSjq4jYvb/+MkN8z57wzjt5E+Kjo0OJjg7l1Kn3SUgIx9HRFYCSJQPx\n9GzNlSvLiYj4B25uValb7xe+O7qTif99jH71+nFo5CE83Txzv6gbLBb45Rf44gvYtg0GDIDQUKiV\nvzfQiojI3cs2yHft2jXta6vVyqFDh3j66afztCgRkbx09iy0bQsDB8KECXl3nZIlAylZMpAzZz6h\nUqV/4uxsBvNr17axZ08Aqakx1Kgxg+NJpWn/3XBcnFxY8+waGpRrkHdFXbgA//0v/Oc/UL48DB9u\nTpZftGjeXVNERPJEtkH+tddeS9/Z2ZnKlSvj5+eXp0WJiOSVkyfNED9yJLz+et5fb/36EIKD41m8\nuAsWiwONG0PNmsepUuUdXDy7Mn7DWywLX8b77d5nYIOBedNGYxiwYYM5+r52LTz9NCxbBg89lPvX\nEhGRfJNtkK9UqRLly5en6P9GaxITEzl58iRVqlTJ69pERHLVsWPmekVvvAGjRuX99davD2HhwjE8\n/7wF2ALA3Lle+Fb8kl8uxDLum3r0frA3YS+FUdKtZO4XcPUqzJ1r3rzq4mL2vv/3v+CZhy07IiKS\nb7IN8k899RRbt25N+97R0ZHevXuzc+fOPC1MRCQ3hYebPfFvvQUvvpg/11y2bDr9+0dk2DZo0FX+\nOXMoDo/XZmX/lTQq3yh3L2oYsH27Ofq+fDl07mzexNqihe2m5BERkTyRbZC3WCy43DRzgaurKykp\nKXlalIhIbtq/Hzp2hPfeg0GD8u+60TFZL6Dk7Vicn57/DUeHXJywPi4OvvnGHH2PjYVhw+Cjj8xl\nakVEpFDK9n8Rb29vli9fnvb98uXL8dZ/DCJiJ3btgvbt4d//zr8QbxgWjh17jevX/8ry+egrybkX\n4vfvNxv+K1WC1avhgw/gyBGzfyiv/q1u3tx8U0VExKaynUf+2LFj9O/fn/PnzwNQsWJF5s+fT/Xq\n1fOlQNA88iJyd7Ztg27dzEHqHj3y55qpqdc4dKgvVmsSff+5n3Lukbx908Knk6fD6ZhyRKzLOuTn\nSFKSOdPMF1/AqVMwdCi88AL4+t77C7id0FDz8XeBgeZDRETuyL1m3BwvCBUbGwuAh0c+LQ9+EwV5\nEblTW7aYc8TPmWO2ieeHxMQTHDjQFU/PlpTz+xf+PWsSX/Eylf4CN2dISoXT5SHA2pFVX6268wsc\nOwazZpk3sDZqZE4d2aULON/xkiAiIlIA3GvGzfaz3bFjxxIdHY2HhwceHh5ERUUxIS8nXhYRuUcb\nNpgj8AsW5F+Ij4nZwu7dLShffhhFy44nYG5bejxRleHVStGsNzTsDs16w/BqpRjTNzDnJ05NhaVL\nzeVnW7QAR0fYuhVWrYLu3RXiRUTuY9mOyDds2JA9e/Zk2PbQQw+xe/fuPC3sZhqRF5GcWr3aXKT0\n++/zr9vjwoW5RES8Qe3a8ziR5MOTi55kzCNjeL3F66xcu5IZi2aQZEnCzcmNoD5BdG6fg98uzp41\nF23673+hWjVz6shevcDVNe9fkIiI5It7zbjZDuVYrVaSkpJwc3MDzHnkr1+/ftcXFBHJKytWwPPP\nm2sdtWiR99czDCsnTozj0qUfaNgwlLVnjvLCz52Y1WUWPWv3BKBz+845C+4AViv8+qvZ+75pE/Tr\nZ/5mUrduHr4KERGxV9kG+f79+9OuXTuef/55DMNgzpw5DBw4MD9qExHJsSVLzMlbQkKgSZO8v57F\nEkdY2LOkpETRqNEffP7nAj7a+hEr+62kie8dFhAZaTbzz5plLtY0YoTZF1S8eN4ULyIihUKObnb9\n5ZdfWLt2LQ4ODrRv356OHTvmR21p1FojIrezcCG8+ir88gs0bJj310tKOs2BA90oXvxhqlWfwcur\nXxUPaM8AACAASURBVGfz6c2s6LuCyiUr5+wkhmHekfvll7BypdnUP3y4+VuIFm4SEbkv5NusNQBx\ncXH8+OOPLFq0iJCQkLu+6J1SkBeRWwkOhvHj868D5dq1PzhwoBd+fq9RwmcIfZb0wWpY+b7393i6\neWZ/gpgYmD/fDPAWixneBw6EUqXyvngRESlQ8nzWmuTkZJYuXcpTTz1FhQoVWLduHcOHD7/rC4qI\n5JbZs2HiRFi/Pn9C/MWL37J/fzdq1pyFUaI3rea0orJnZUL6hWQf4nftMud7r1IFNm+GmTPh0CEY\nM0YhXkRE7sote+RXr17NwoULWb9+PYGBgQwcOJAdO3YQHBycj+WJiGRt+nRztdbQUPD3z9trGYaV\nkyff5uLFBTRosI7wa8l0n9uCV5u/yivNXsHhVq0wCQmwaJE5+n7pErz4IoSFQblyeVuwiIjcF27Z\nWuPo6EiXLl348ssvqVChAgBVq1blxIkT+VogqLVGRDKaNs3MxuvXQ+UbLenHj0OJEuDtnavXslji\nCQ8fRHLyX9St+yMrj//O0J+H8p//Z+++46os2wCO/w4bFcU9cE/cgjkzJE1RcVYq5dZypIhmZmkp\nrqb2KmZm5d6aM1Fx4gb3QFygKJADZMgS4fC8fzxFoiDrHOb1/XzOR3jOc+77Ory9enGf677uHr/T\n27p36i+6fl3duLp2LbRpo5bPdOkChoY6jU0IIUT+prf2kxcuXGDDhg20b9+eWrVq0bdvX7RabZYn\nEkIIXZg9W82Pjx6FypVRl+Q9PdWekzVqQNOm6o329tluJB8fH8zVqz0pWrQRTZse4n/eP7PAawH7\nBuyjeaXmKW9+/hy2b1d/w7hxA0aMgPPnX/hNQwghhNCtdDe7KorCqVOn2LBhA1u3bqVZs2b06dOH\nkSNH5lSMsiIvhEBR1Hr47dvh0KFUqlOGDIEOHdQ/dSAq6hw+Pr2xsnKmQqWJjN83nlOBp9j94W6q\nlqj6340BAWqx/vLl0KCB2jqyVy8wMdFJHEIIIQouvW921Wg0vPnmm/z8888EBQUxceJEvLy8sjyh\nEEJklqLA5MnqgU+envovMX/8eDNXrnSlTp2fKVFuND029uBe5D1ODD+hJvFarRqMoyO88QbExamB\nHT4MfftKEi+EECJHpHsg1IsMDQ3p3LkznTt31lc8QgiRQlISjB8P3t5qnlyqlP7mUhSFe/dm8+DB\nMpo2PcCTxJI4Ln+T9tXbs7DLQoweh8IfbvD771Cxorr6/uefYG6uv6CEEEKINGQqkRdCiJyUlASj\nRsG1a3DwoHroqb5otXHcvDmcZ8/u0ry5N5dC7tNnU1smt/kMl9gmaPp/oAbRr59aj29jo79ghBBC\niAyQRF4IkSclJsLw4XD/vnrYk4WF/uaKj3+Aj08vzM1r07TpEXbc3MPov0axTNOLnkN/VUtlxoyB\nZcvUzjhCCCFEHpChRP748eP4+fkxbNgwQkJCiI6OpkaNGvqOTQhRSCUkwKBBEBYGe/ZAkSL6mysq\n6iI+Pr2oWPFjqlaZyrzNLizyXYHHJgNsWz1XN7G2bQtp9YoXQgghckm6ibyrqyvnz5/n5s2bDBs2\njOfPnzNw4EBOnjyZE/EJIQqZ+HhwclK7Oe7aBWZm+psrJGQ7t26NpE6Vnyi5J4pR3uU4Wzya05U+\no/KpiTrvSS+EEELoUrqJ/Pbt27l48SLNm6s9k62srIiKitJ7YEKIwufZM3jvPTA1VdtM6qv5i6Io\n3L//HX/fW0ATj/ZolznTbaAJpjZ1OP6xBxbmeizGF0IIIXQk3faTpqamGBj8d1tMTIxeAxJCFE6x\nsdCjh1oLv2mT/pL4pNgIbux5i5ATc7Eda0CoSWXe/LI89Ts6sWPcCUnihRBC5BvpJvJ9+/Zl1KhR\nRERE8Ntvv9GxY0c++uijnIhNCFFIREVB165QqRKsWwfGxnqYxM+P59M+4dKasiQF+mFTdBmXdm/l\nzWKbGdV6LG5d3TAykP3/Qggh8o90/9WaPHky+/fvx8LCglu3bjF79mw6deqUE7EJIQqByEg1iW/Y\nEJYuBYN0lxcyITFRLbT/9Veiw87hM0tL+QqjqW6zkK3XtzFmcy9W9FpB97rddTipEEIIkTM0SnbO\nhc0h2T2+VgiRN4WFgYMDtG4NCxdmPYk/5u7O/o8/xqhECRKrVqXzBx9gd/cu/PEH1KxJ6IRW3Cy/\nitp1FlKu3Ad8f/J7Fp9dzC6nXdhUlH7wQgghckd2c9x0E3mLVJo3lyhRghYtWjB//nxq1qyZ5ckz\nShJ5IQqekBDo1AneeQd+/DHr3R2Pubvj4eLCXH//5GvTNBocunXjrW+/JcjSg8DA/9Go0TbMitrw\nifsnXHhwgb8++Aur4lY6ejdCCCFE5mU3x023tMbFxYUqVarwwQcfALBx40b8/f2xsbFh+PDheHp6\nZnlyIUTh9PAhdOwIffrA7NnZa9G+380tRRIPMFdRmJ70nHLGC4h+dB5b29PEKRZ0XdeVosZFOTbs\nGMVMimXzXQghhBC5K90Psnft2sWoUaMoXrw4xYsXZ+TIkXh4eODk5ER4eHhOxCiEKECCgqB9e/jg\nA5gzJ5vnLCUlYfRSEg+QUBxs+50hMfEJNjYn+DsukbbL29K4XGO2998uSbwQQogCId0V+SJFirBp\n0yb69u0LwJ9//onZPye0aOSkQyEE4OmpPu7dg4AANVEHsLdXH/8KCFBX4kePhsmTsznp/fswdCiJ\noaEpLsdUg6tzIeJ+KRo23IZXkDfvbn6Xr976irEtx2ZzUiGEECLvSLdG3t/fHxcXF7y8vABo3bo1\nCxYswMrKivPnz9OuXTv9Byk18kLkC1u2wObN6p8v8/NT6+EnTQJn52xMoihqj8qJE2HSJI41bIjH\nxInM9fcnrAVc/xIubCtHU6flPKgWzbi941jVexXd6nTLxqRCCCGE7um9Rr5WrVrs3r071edyIokX\nQuR/N26oG1u//hpGjszGQE+eqMv5vr6wfz/Y2GAHKAYalv45gOq9Y7i6qzkt+n/NieKX+fXArxwc\ndJCmFZrq6q0IIYQQeUa6iXxcXBzLli3D19eXZ8+eJV9fvny5XgMTQhQMPj7QuTN88w0MHZqNgfbt\ngxEjwMkJ1qyBf0r8kpISqFhnN0V6GNA46nve/s2ZUbtHceX6Fbw+8qKSRSWdvA8hhBAir0l3s+ug\nQYN49OgR+/bto3379gQGBlKsmGwUE0Kk7+JFtZxm3rxsJPExMTB2LIwapSbw8+cnJ/EJCWFcudKF\n+PggbPZ0Ifa5GQ5rHQiPC+fY0GOSxAshhCjQ0k3k/fz8mD17NsWKFWPIkCHs2bMHb2/vnIhNCJGP\nnTkDXbrA4sXw4YfZGMTWFp4+hcuXoUOH5KdiY29y4UJrLCxsaNRoJ/eUeNo+nIttRVu29ttKUZOi\nunkjQgghRB6VbmmNiYkJoB4CdfXqVSpUqEBISIjeAxNC5C/u7seYM2c/Dx4Y0apVIjdudGbtWjt6\n9MjCYAkJai3OL7/AokXQr1+Kp8PDD+LrO4CaNb+hYsURnLx/kvcq7WWGRT/GdJ6vmzckhBBC5HHp\nJvIjR44kLCyMOXPm0LNnT6Kjo5k9e3ZOxCaEyCfc3Y/h4uKBv/9cQD21tWLFaRgYANhlbrBbt2DQ\nILC0VGtzKqUsjwkOXsK9ezNp2HAzlpbt2XB1Ay77XFgd8iZdandIY1AhhBCi4HltaU1SUhIWFhaU\nKlWK9u3bc/fuXUJCQhg9enROxSeEyAfc3PYnJ/H/evBgLosWHcj4IIqirsC3bQuDB6ubW19I4hUl\nkdu3nQkOdsPG5iQlStgx++hsvjj0BYcGH6JLnJWu3o4QQgiRL7x2Rd7AwIAffviB/v3751Q8Qoh8\nKD4+9b9Knj0zzNgAf/+tdqR58gROnoR69VI8nZgYwbVr6t9Dtran0WLO0J1D8Q3xxWuEFxUtKmYr\nfiGEECI/Sneza6dOnZg3bx6BgYGEhYUlP4QQ4l9JSYmpXjcz06b/4j//BBsbaNUq1SQ+Ls6PCxfa\nUKRIPZo0cedpQhKd13YmKj4KzyGeksQLIYQotNKtkd+4cSMajYbFixenuH737l29BSWEyD8ePYLb\ntztTpsw0QkP/K6+pVWsqzs5d0n5hZKR6xKuXF+zapSbyL4mI8MTX14lq1WZgZTWG209u47jekV7W\nvfj+ne8x0KS7FiGEEEIUWOkm8gEBATkQhhAiP4qKgm7dYORIO1q2hGnTvubvvw2xtdXi7NwFR8c0\nNrp6esKQIeDoqG5oLfpqq8gHD/7gzp1pNGiwjpIl3+H4veP03dKXWW/PYmTz7BwPK4QQQhQMGkVR\nlNfdEBMTw08//cT9+/f5/fffuX37Njdv3qR79+45FSMajYZ0whRC5LDnz9U8vGZN+PVX0GhgyxbY\nvFn9M1XPnsG0abBxI/zxB3Tt+sotiqLF338yT57spnHjvyhSpB5rr6zlU49PWfvuWjrX6pzyBZ6e\n6iM0VD0o6t8D6+zt1YcQQgiRR2U3x013RX7YsGE0b96cU6dOAVCpUiXef//9HE3khRB5S1KSuqBe\nrJh64JNGk4EXXboEAweCtbV6uFOZMq/ckpj4FF/fD0hKeoatrRdGRiVx9XRl5aWVHB5ymEblGr06\nriTsQgghCql0C0z9/f2ZMmVK8sFQRVP5CFwIUXgoCnz6KQQHw/r1YJTecoBWC99/D506wZQp6nJ9\nKkl8XNxdLl5si5lZFZo02UeSpiiDdwxmz+09eH3klXoSL4QQQhRi6a7Im5qaEhcXl/y9v78/pqam\neg1KCJF3/fADHDoEx46BuXk6N9+9q/aENzKCc+egWrVUb4uMPMG1a32pWnUqVlbjCIsLo8+mPpQr\nWg7PoZ4UMS6i+zcihBBC5HPpJvKurq506dKFoKAgPvzwQ06ePMnKlStzIDQhRF6zciUsWaJ2iSxZ\n8r/r/5apR0So5TaurgpcvIT9UVfsp/eBCRP455jXVzx8uBJ//8+pX381pUp14daTWziud+S9+u/x\nTcdvpDONEEIIkYZ0N7sChIaG4uXlBUCrVq0oW7as3gN7kWx2FSL3uburZzZ5eqpl7ml6/BhGjoSA\nAFizBho3TvU2RdFy585UQkL+pHHjvyhatAFHA47S/8/+zOkwh49sP9LH2xBCCCHyDL1vdu3Rowcf\nfPABvXr1kvp4IQqp06dh6FDYvTudJP6vv2DUKLWcZtMmSKMMT6uNxtd3AImJETRv7o2xcRlWX17N\nZ/s/Y/1763mn5jt6eR9CCCFEQZLuirynpyebNm1iz549tGjRAicnJ7p3746ZmVlOxSgr8kLkouvX\n1aYwK1em2i1SFR2t7oA9cABWr4a33kpzvGfP7nP1ag8sLN6gbt0laDTGzPCcwZora3D/0J0GZRvo\n420IIYQQeU52c9x0i0/t7e1ZsmQJ/v7+jBo1is2bN1OuXLkMDb5v3z6sra2pU6cO33//fZr3nT17\nFiMjI7Zt25bxyIUQehcUBF26wI8/viaJP3UKmjWDxES1reRrkvjIyNNcuNCaChWGUK/eHzxPSmLA\ntgHs99+P1wgvSeKFEEKITEi3tAYgLi6OXbt2sXnzZi5cuMCQIUPSfY1Wq2XcuHEcPHgQKysrWrRo\nQc+ePalfv/4r902ZMoUuXbrIqrsQeUh4uJrEjx2rVsq84vlzmDkTli0j4vexRDTWEhv0CXFxtyld\nWs36LS3tsbS0B+DRo3X4+U3A2noFpUt3JyQmhD6b+lDJohJHhhzB3Di9FjhCCCGEeFG6iXy/fv3w\n9vamS5cujBs3jvbt22OQRveJF505c4batWtTvXp1AJycnNi5c+crifyiRYt4//33OXv2bNbegRBC\n5+LioEcP6NwZJk9O5QZfX/VwJysruHQJywoVsAQeP95CSMhmqld3Tb5VUZIICJjOo0fraNr0MMWK\nNeZm6E0c1zvSr2E/5nSYI51phBBCiCxI91/P4cOHc+fOHZYuXcrbb7/NyZMnGTt2bLoDBwcHU6VK\nleTvK1euTHBw8Cv37Ny5kzFjxgBqnZAQInclJoKTk9ryfd68l05tTUqChQvBzg7GjIFdu6BChTTH\n0mpj8PXtR3j4EWxtvSlWrDGeAZ7YrbRj2lvTpL2kEEIIkQ3prsh36dKFCxcusGHDBjZv3kyNGjV4\n77330h04I0n5hAkT+O6775IL/V9XWuPq6pr8tb29PfZyJLsQOqcoan4eF6cewJriw7fAQBg2DGJj\nwcsLatd+7Vjx8cFcvdqTokUb0azZYQwMTFl5aSVTDk5hw3sb6FCjg37fjBBCCJHHeHp64unpqbPx\n0kzkb968yYYNG9i0aRNly5alb9++KIqS4cmtrKwIDAxM/j4wMJDKlSunuOf8+fM4OTkBaq/6vXv3\nYmxsTM+ePV8Z78VEXgihH9Onw8WLcOQImJi88MT69eqhTi4uMGWKelLrSw4fdmfLljkkJj7AxKQN\nDRveonv3z6lS5XMUFKYdnsZGn40cHXoU6zKv62EphBBCFEwvL0bPnDkzW+OlmcjXr1+f7t274+Hh\nQdWqVQH46aefMjzwG2+8we3btwkICKBSpUps2rSJDRs2pLjnzp07yV8PGzaMHj16pJrECyH0b/Fi\n2LhRPbXVwuKfi2Fh6m7Xy5dh715o3jzV1x4+7M6GDS4MGOD/z5UQVq+ugLV1I8pWfMawncO4H3kf\nrxFelC2aswfKCSGEEAVVmsWp27Ztw9zcHDs7O0aPHs2hQ4cy1VXGyMiIn3/+GQcHBxo0aED//v2p\nX78+S5cuZenSpToJXgihG1u2wDffwP79kNxd9sABaNoUypeH8+fTTOIBduxweyGJVw0e/JAt2+bT\ncXVHAA4POSxJvBBCCKFD6R4IFR0dzc6dO9mwYQNHjhxh8ODB9OnTh86dO+dUjHIglBB6dOQI9O+v\nJvHNmqHWwH/xBWzfDitWwDvpn7I6YYI9vXsffeX6l4vN6DhmErPeniWbWoUQQoiX6P1AqGLFijFg\nwAB2795NYGAgNjY2fPfdd1meUAiRd1y8qCbxmzb9k8SfO6euvIeGwpUrGUriAbTa1P8SqmxRW9pL\nCiGEEHqSqX9dS5UqxciRIzl8+LC+4hFC5JA7d6B7d/jlF3j7rUSYMwccHWHGDHVza8mSGRpHq42j\nZq3bLPg55V8nc3405I2G6Xe4EkIIIUTWZOhkVyFEwfL4MTg4wLRp8H7T2/DWYChWTK2Ff6m71Oso\nisKtWx9jUlxhf8kkbswDMyN4lgj3K2kx8vViih7fhxBCCFGYSSIvRCETFQXduoGTk8Inhr9B26/U\nvpNjx77UOD59QUHziYm5zuJ95sQ1hJsv/Q7gd9lPh5ELIYQQ4kWSyAtRiDx/Du+9BzbWscw63xf2\nPIRjx6B+/UyPFRa2j8DAn7C19aJK0Y+5zt1X7qld8vWHRgkhhBAi6ySRF6KQSEqCoUPBPOJvllxu\ngWbkcPj665dOfsqY2NhbXL8+mEaNtmFmVpUJA96m4bmzhFUIT76n1IOSdPrAXndvQAghhBApSCIv\nRCGgKDBpXDyBhwLYX+w9jHb8CW3aZGmsxMSn+Pj0okaNOZQo0Q6Aru98QZLSmEUbF/FM+wwzQzP6\nOjnT9R1HXb4NIYQQQrwg3T7yeYH0kRcie34Yc4fVyxI4PmApJRfNUje2ZoGiJOHj0wtT0yrUrfuL\njqMUQgghChe995EXQuRj8fGs6raJxb+bsO/3IEqu+CnLSTxAQMB0EhOfUrv2Ah0GKYQQQoiskNIa\nIQqqK1dw77mUKQ/ncOSoQuU3O2ZruMePN/Po0Vpsbc9gYJD5unohhBBC6JYk8kIUNFot/PQTXnMP\nMTRpB38dMaV+G022hoyOvsTt22Np0mQ/JibldBSoEEIIIbJDEnkhCpKAABgyhOsxVelt7M7KlYa0\nztqe1mTPn4fg49OHOnV+xsLCRidhCiGEECL7pEZeiIJAUWDVKmjRguC3nOgSsprvfjTEMZtNY5KS\nEvD17Ue5ch9Qrlx/3cQqhBBCCJ2QFXkh8rvQUBg1Cm7fJnzbEbp80ohPPlF7xmeXv/+nGBoWpUaN\n2dkfTAghhBA6JSvyQuRne/ZA06ZQsyZxR8/Qc2ojOnaEzz/P/tAPHvxBePgB6tdfh0ZjmP0BhRBC\nCKFT0kdeiPwoJgY++wz27oVVq0h8sz19+4K5OaxdCwbZ/BU9MvIUPj69sbE5TpEi9XQTsxBCCCFS\nkD7yQuRnMTFql5nM8PKCZs0gLg4uX0axa88nn0B0NKxcmf0kPj4+iGvX+mJtvVKSeCGEECIPkxp5\nIXKDp6f6WLIE3nsPyv3T0tHeXn2kJiEBZs+GpUvhl1/U1wEzpsOFC3DkCJhks727VhuHj08fKlce\nT+nS3bI3mBBCCCH0SkprhMhNjRvD+vXqn69z4wYMHKgm/MuWQcWKgJrP/+9/cPLkf78LZJWiKNy4\nMRhFSaR+/fVoNNnrPS+EEEKI15PSGiEKsqQk+PlnaNcOPvoI3N2Tk/g//4S5c8HDI/tJPEBQ0E/E\nxFyjXr1lksQLIYQQ+YCU1giRVwUHw/DhEBEBp05B3brJT3l6wiefqEl8zZrZnyoszIPAwHnY2npj\naFgk+wMKIYQQQu9kRV6IvGjTJrC1VVfiT55MkcRfvgz9+sHGjWCjg4NWY2Nvc/36YBo02IyZWdXs\nDyiEEEKIHCEr8kLkJeHhMG4cnD8Pu3dDixYpnr57F7p1U6ttOnTI/nSJiU/x8elFjRqzsLR8K/sD\nCiGEECLHSCIvRC455u7O/oAAjIYPJ7FUKTrb2WG3dCn06qW2oSmSssTl8WNwcIAvv1RX5LNLUZK4\nfn0glpbtqVRpVPYHFEIIIUSOkq41QuSCY+7ueLi4MNffP/naNENDHKZPx2769Ffuj46Gt99WE/k5\nc3QTw92704mI8KRp04MYGGSzb6UQQgghMk261giRD+13c0uRxAPM1Wo5cOrUK/c+f662jG/aVG0j\nrwshIX/y6NFqGjb8U5J4IYQQIp+S0hohcoFRRESq1w2fPUvxfVISDBsGZmbw66+gi66Q0dFXuHVr\nDE2aeGBiooO+lUIIIYTIFbIiL0ROunsXhg0j8eLFVJ/Wmpklf60o8NlncO8ebNgARjr4tTshIRQf\nn97UqbMICwvb7A8ohBBCiFwjibwQOSEwEEaPhjfegCpV6LxmDdNq1Upxy9Ratejk7Jz8/bx5ap/4\nXbte2feaJUlJCVy71o9y5fpTrpxT9gcUQgghRK6S0hoh9OnBA/j2W1i3Dj7+GG7dgtKlsQMoVoyv\nnZwwtLZGW7o0XZydsXN0BGD1arXF5MmTUKqUbkLx95+EgYE5NWroaLesEEIIIXKVJPJC6ENICHz/\nPSxfDkOHgq8vlC+f/LSnJ3iedWT9c1961DPHsnYZDp+FpKIQFweTJ6v3VK6sm3AePFhGePh+bG29\n0WgMdTOoEEIIIXKVtJ8UQpfCwmD+fHVnqpMTTJ0KVlZp3l7XNIDdf8ZTt0c9ALy9oXt3tZymTRvd\nhBQZeQofn97Y2BynSJF6uhlUCCGEENkm7SeFyAsiI2HmTKhbVz256cIFWLz4tUn8y27cUM+CWrFC\nd0l8fHwQ1671xdp6hSTxQgghRAEjibwQ2REdrdbA16kDd+6oS+q//w7VqmVqmOBg6NJFHap7d92E\nptXG4ePTh8qVnSld2lE3gwohhBAiz5AaeSGyIi4OliyBH34Ae3s4dgysrTM1hLv7MYITdvLBFCNu\nBRrz3nudGTbMTifhKYrCrVsjMTevRZUqU3QyphBCCCHyFknkhciM+Hh1xf3bb6FVKzhwABo3zvQw\n7u7HcHHxIFaZz4Xr6rUTJ6bh7g6OjtlP5oOC/kdMzDVsbE6g0cUpUkIIIYTIc2SzqxAZkZCgFq/P\nmQNNmsCsWWCb9QOVHFp8wv5zv6RyfSz7zizOTqSEhR3gxo3B2Np6Y2ZWNVtjCSGEEEJ/spvjyoq8\nEK+TmKj2gJ85E2rVgk2bdLITNdasXKrXnxUpm61x4+L8uH59IA0bbpEkXgghhCjgJJEXIjVJSWrS\n7uoKFSrAypVgp5v69b//hkuXElN9zsxMm+VxExOjuHq1FzVqzMTSUjexCiGEECLvkq41QrwoKQm2\nblXLZ9zc1BaSnp46S+Jv3IC2beG99zpTq9a0FM/VqjUVZ+dOWRpXUZK4cWMQlpZvUanSaF2EKoQQ\nQog8TlbkhQBQFHB3h6+/BgMD9VTWbt1AhxtFT5+GPn3gu+9g6FA73N2hX7+vadTIkJIltTg7d8ny\nRteAgJkkJDyhQYPNOotXCCGEEHmbbHYVhZuiqJ1npk+HmBh1E2vv3jpN4AH++guGD4fVq6Fr1/+u\n160Lu3erf2ZVSMhW/Pw+pXnzM5iYlM9+sEIIIYTIEbLZVYis8vRUV+BDQtTNrH37qqvxOvbHH+o0\n7u7QsqVux46OvsKtW6Np0sRDknghhBCikJFEXhQ+p06pmXVAAMyYAR9+CEa6/7+CoqjdKleuVM+L\nqlPn1Xv69YPixbM2fkJCKD4+vald2w0Li6y3whRCCCFE/iSlNaLwOHdOLaG5dk1N5IcMAWNjvUyl\n1cK4ceDtDXv2qI1vXuTpqT5eZm+vPtKTlJTAlSsOFC/ekpo1v8t+wEIIIYTIcdnNcSWRFwXflStq\nAn/uHEydCiNGgKmp3qaLi1MX+aOiYNu2rK+4v87t2y7Exd2mceO/0GgMdT+BEEIIIfQuuzmutJ8U\nBZevr1q70rkztG8Pt2/DJ5/oNYkPC4NOncDcXF2J10cS/+DBcsLC9tGgwXpJ4oUQQohCTBJ5UfD4\n+cGgQWqNSvPm4O8PEyeq2bUeBQbCW29B69awdi2YmOh+jsjI09y58wWNG+/EyMhS9xMIIYQQIt+Q\nRF4UHAEBatlM69ZqP0c/P5gyBYoW1fvUPj7w5ptqi8l58/TS/Ib4+GCuXXsfa+vlFClirfsJLotJ\njAAAIABJREFUhBBCCJGvSNcakf8FBcHcubB5M4wZo5bQlCyZY9MfO6Z2rvzf/9TaeH1ISnqGj8+7\nWFmNo3Tp7vqZRAghhBD5iiTyIv96+FA9JnX1avjoI7h5E8qUydEQtm2D0aNh/Xp4552Mvy4iwpOI\nCE8eP95EqVJdMDIqAYClpT2WlvYp7lUUhVu3RmNuXoOqVb/QYfRCCCGEyM8kkRf5T2go/PADLFum\n1sL7+r7a3zEH/PKL2id+3z6wzWQb938T9keP1lOp0hiKFEn7aNfg4IVER1/GxuYEGh2fOCuEEEKI\n/EsSeZF/hIfD/PmwZAn07w+XL0PlyjkehqKobeg3b4YTJ6BmTf3NFR5+kPv3v8fW1gtDQ/3X+gsh\nhBAi/5BEXuR9T5/CwoXqo1cvOH8eqlfPlVASE2HUKLh6FU6ehLJl9TdXXJw/vr4DaNhwM2Zm1fQ3\nkRBCCCHyJUnkRd4VEwM//6yuwjs4gJcX1K6dq+H07w9JSXD4MBQrpr+5EhOj8PHpRfXqrlhattff\nREIIIYTIt6T9pMh74uLUFjC1asGFC3D0KKxZk6tJfGgodOig7qXduVO/SbyiJHHjxmCKF3+TSpVG\n628iIYQQQuRrksiLlBRF3UiaG+LjYfFiNWE/ehQ8PGDTJqhfP3fi+cfdu2qP+I4dYcUKMDbW73z3\n7s0iISGEOnUWyeZWIYQQQqRJSmuEytNTfQDMnAmxserX9vbqQ58SEmDVKpg9Gxo2VJe833hDv3Nm\n0KVL4OgIX34J48bpf76QkG08eLCC5s3PYGCgh6NhhRBCCFFgaBRFUXI7iPRoNBryQZgFg6Kox5Lm\nxM9bq4V162DWLHXz6qxZ0Lat/ufNoMOHwclJbTP5/vv6mcPbuy6NG++mSJG6REdf5fLlDjRpsg8L\ni+b6mVAIIYQQeUZ2c1xZkRc5LylJ7d3o6qq2ffnjD/2v+mfSxo0wfrwaZk6ElpDwBB+f3tSuvVCS\neCGEEEJkiCTyIucoCuzYAdOnQ5Ei4OYGnTpBHqsDX7AA5s2DgwehSRP9zXP4sDurVgVTvPhAoqP9\n6NSpA61bf6i/CYUQQghRoEgiL/RPUWDPHjWBVxT49lu18DyPJfBJSfDFF/DXX2qP+Gp6bN1++LA7\nGza4MGxYLHAWgHXrLlGhgjsdOjjqb2IhhBBCFBhSIy9S0mWNvKKoy9pffw3R0WoNfO/e6vh5zPPn\nMGIE+PuriXzp0vqdb/x4B959d/8r13fscGDBgn36nVwIIYQQeYLUyIu86dgx+OorePRIrYXv1w8M\nDXM7qlRFRambWc3M1N87ihTR/5yKEprGM8/0P7kQQgghCoS8tzQq8jcvL7XufehQdYn72jX44IM8\nm8Q/eqRuZq1WDbZu1X8SHxV1gatXe/D06bU07jDTbwBCCCGEKDAkkRe6cf68Wvfer5/6uHkThgwB\no7z7oY+fn3rQU48esHSpfkONjr6Ej09vrl7tQalSDgwatIF162qluGft2lr07OmsvyCEEEIIUaDk\n3SxL5A9Xr6qbWM+cUU9N2rYNTE1zO6p0nTsHPXvCjBkwapT+5omOvsq9ezOJjDxJ1apTqF9/A4aG\n5lhZgYGBCStX9qN48UYYGJTkww+dZaOrEEIIITJMNruKlDK62fXGDbX23dMTPv8cxowBc/OciDDb\nPDxg0CD4/Xfo1Us/c8TE+BIQMJPIyKNUqTKZSpXGYGj4at3OiwdCCSGEEKJwyW6OK6U1InP8/GDw\nYLCzg2bN1O8//TTfJPFr1qjhb9+unyQ+NvYmvr4DuHTpbSwsmtOqlT9VqkxKNYkXQgghhMgOKa0R\nGXPvHsyerR7o5OwMt29DiRK5HVWGKQr8+CMsXgxHjkCDBrodPzb2NvfuzSYsbC+VK0+kbt1fMTKy\n0O0kQgghhBAv0PuK/L59+7C2tqZOnTp8//33rzy/bt06mjZtSpMmTXjzzTe5cuWKvkMSaTjm7s5X\nXbrgCnzl4MAxd3cIDoaxY8HWFsqXh1u31MLyfJTEJyXBxInqavzJk7pN4uPi7nDjxjAuXmyDuXkd\nWrXyo1q1qZLECyGEyFWlSpVCo9HII488SpUqpZf/nfW6Iq/Vahk3bhwHDx7EysqKFi1a0LNnT+rX\nr598T82aNTl27BglSpRg3759jBw5Ei8vL32GJVJxzN0dDxcX5vr7qxf272eatzckJmI3ZoxaE1+2\nbO4GmQXx8WopzcOHcPw4WFrqZtxnzwK4d28uoaHbsbIaR6tWfhgZ6WhwIYQQIpvCw8Nlf2EeotHT\nafZ6XZE/c+YMtWvXpnr16hgbG+Pk5MTOnTtT3NOmTRtK/LO626pVK4KCgvQZkkjDfje3/5L4f8yN\njORAixZqTUo+TOIjI6FrV9Bq1Q2uukjinz0L5Nat0Zw71xwTk/K0bHmL6tVdJYkXQgghxGstWLCA\nlStX6nRMvSbywcHBVKlSJfn7ypUrExwcnOb9y5Yto1u3bvoMSaTBKD4+1euG+fS3+b//VvfjNmgA\nmzapp7ZmR3x8MLdvj+PcuWYYGZWkVaub1KgxB2Nj/XxUJoQQQoiCpXz58kREROh0TL2W1mTmY4Qj\nR46wfPlyTp48merzrq6uyV/b29tjb2+fzehEshMnSLxwIdWntNnNgHPBzZvQpQt8/LHa2j47n2bF\nxz/g/v3vePRoDRUrjqBly+uYmJTTXbBCCCGEKDQePnyYIqfNLr0m8lZWVgQGBiZ/HxgYSOXKlV+5\n78qVK3z88cfs27ePkiVLpjqWLt+0+EdgIEyZAseP03nUKKZt356ivGZqrVp0cc5fJ416eUHv3vDt\ntzBsWNbHef78Effvf8/DhyupUGEoLVv6YmJSQXeBCiGEEDnN01N9xMTAL7/A5MnqdXt79ZGZMfz8\nwNsbBgzI/BhpWLlyJcuWLeP48eOvPLdu3TpWr16Nh4dHtubIbRUqVGDChAnJ38+cOTNb4+n1QKjE\nxETq1avHoUOHqFSpEi1btmTDhg0pNrvev3+fDh06sHbtWlq3bp16kHIglG7FxcG8ebBgAXzyCXzx\nBRQtyjF3dw4sWoShhwdaBwc6OTtj55h/ThrdvVtN3letgqxWaD1/HkJg4I88ePAH5csPpGrVLzA1\nraTbQIGICE8iIjyJjfXDzKwqBgYmAFha2mNpaa/z+YQQQhQur82dHj+GRo3UP7Nq715wc1P/zKQT\nJ07w+eef4+vri6GhIfXr12fBggX4+Pikmchn1oMHD5g+fTp79uzh6dOnlCtXDjs7O7744gvq1auX\n7fEzS6PRsH79eh49epQikc9ujqvXFXkjIyN+/vlnHBwc0Gq1jBgxgvr167N06VIARo0axaxZswgP\nD2fMmDEAGBsbc+bMGX2GVXgpCmzdCp99Bm+8AefOQY0ayU/bOTpi162berLrvn25GGjmLVsG06ap\nyXyrVpl/fULCEwID5/H3379RrpwTLVpcwdT01U+PdEUSdiGEEIXR06dP6d69O0uXLqVfv37Ex8dz\n/PhxTE1NdTbHkydPaNu2Le3atePEiRPUqFGDyMhItm/fzoEDB1JN5BMTEzEyyofHKyn5QD4JM2+7\nfFlR7O0VpVEjRTl0KO37kpIUJR/9vJOSFGX2bEWpUUNRbt7M/OufPw9T7tz5Sjl+vJRy8+YoJS7u\nnu6DFEIIIXJYWrnT0d27lWn29soMY2NlWufOytHduzM99tHdu5VptrbKjFKlMj3G2bNnFUtLy1Sf\nW7FihdKuXbvk7z/77DOlXbt2SmRk5CvPaTQaxc3NTalZs6ZSpkwZZfLkyUpSUpKiKIoybdo0pVmz\nZq+N4+7du4pGo1GWLVumVK1aVWnfvr2iKIry/vvvKxUqVFBKlCih2NnZKdeuXUt+zZAhQ5QxY8Yo\nXbt2VYoVK6a0a9dOefDggTJ+/HjF0tJSsba2Vi5evJjqfICyfv165X//+98r17ND7wdCiVz25Ila\nPvPOO9C3L1y8CB065HZUOqHVqm9t61b1oKe6dTP+2sTECAICXDlzpg7Pnz/gjTfOU7fur5iZVdVf\nwEIIIUQu+vfMmDmenrgmJDBn/348XFzUAyAzO8aFC7iGhWV6jHr16mFoaMjQoUPZt28f4eHhr9yj\nKAoff/wxPj4+HDhwgOLFi6c61o4dOzh//jwXLlxg586dLF++HICDBw/Sp0+fjL2fY8e4ceNGcu29\no6Mjfn5+hISEYGtry4B/9wD8Y8uWLcydO5fQ0FBMTExo3bo1LVq0ICwsjPfff59PP/00Q/PqiiTy\nBVViIixaBPXrg6GheqDTJ59AfvzYKBVxcervJbdvw9GjULFixl6XmPiUgIDZeHvX4dmze9jaelOv\n3h+YmVXXa7xCCCFEbkv1zBh/fw4sWpRjY1hYWHDixAk0Gg0ff/wx5cqVo1evXjz+p14/ISEBJycn\nIiIi+OuvvzB7Tfe8KVOmYGlpSZUqVZgwYQIbNmwA1NKaChX+a1Cxa9cuSpYsSfHixXFwcEgxhqur\nK+bm5smlPUOHDqVo0aIYGxszY8YMLl++TFRUFKDWs7/77rvY2NhgampKnz59KFq0KAMHDkSj0dCv\nXz8uXryYoZ+DrhSMrE6kdPAgTJgA5cvD4cPqhpYCJDwcevaEKlVg40YwMUn/NYmJUQQH/0xQ0P8o\nVcoBG5uTFCmSiSV8IYQQIp9L88wYD48M92pOK3E0fPYsw3FYW1uzYsUKAG7evMnAgQOZMGECDg4O\n3L59mytXruDt7Z1uzfqLZxVVrVqVv//+G4DSpUsnfw3Qs2dPwsPDWbZsGWvXrk1zjKSkJKZOncqf\nf/5JSEgIBgbqendoaCgWFhYAlCv3XwtqMzOzFN+bm5sTHR2d4Z+DLsiKfEFy5w706QMjR8Ls2WpC\nX8CS+MBAaNcOWrSAtWvTT+K12hju3/8Bb+/axMRcxcbmGPXrr5EkXgghRKGTmMaGUq2Dg9oQIwOP\nxM6dUx8ji+fO1KtXjyFDhuDj4wNAgwYNWL58OV27duXWrVuvfe39+/dTfG1lZQVAx44d2bFjxyvd\nYF7+HlKeebRu3Tp27drFoUOHiIyM5O7du2m+Lq+QRL4giI6GqVPV7LZFC/D1VRP67JyElAdduwZv\nvgnDh8NPP6nNddKi1cYSGPgT3t61iIo6T7Nmh2nQYD1FiljnXMBCCCFEHtJ5/Him1aqV4trUWrXo\nlIkzY7I7xs2bN/npp58IDg4G1DOGNmzYQJs2bZLvcXJy4ptvvuGdd97hzp07aY41b948IiIiCAwM\nxM3Njf79+wPw6aefEh4ezqBBg7hz5w6KohAVFcWlS5dee1hpdHQ0pqamlCpVipiYGKZOnZri+byY\n0Esin58pirosbW0N9+/DlStqQp8PT2NNz/Hj6h7db7+FSZPSvk+rjSMoaCHe3rWJjDxJkyb7adhw\nE0WLNsy5YIUQQog8yM7REYeFC/n67bdxNTbmawcHuixcmKkzY5LHaN4c11KlMj2GhYUF3t7etGrV\nimLFitGmTRuaNGnC/Pnzgf9WyAcPHsz06dPp0KED9+7dQ6PRvJKE9+rVi+bNm2NjY0P37t0ZPnw4\noJbWeHl5YWZmRrt27ShevDg2NjbExMSwZMmS5Ne/PN7gwYOpVq0aVlZWNGrUiDZt2qS45+UYUovp\ndb8o6INeD4TSFTkQKhVnz4KLCyQkwMKF0LatbsZVFHWpOw/9vLdvV6uF1q2DND7RIykpngcPfuf+\n/e+wsHiD6tVdKVasWc4GKoQQQuQReflAKF0wMDDAz8+PmjVr5sr8mZUvD4QSevDwobrqvm8fzJ0L\nQ4a8vsYkn1uyRC339/AAW9tXn09Kes7Dh8u5d28uxYo1pVGjnVhYNM/5QIUQQgghcpgk8vnF8+fq\nyvv338OwYWo7yTT6qhYEigLTp6tdaY4fh5fK8UhKSuDhw5Xcvz+XIkXq07DhVooXb5k7wQohhBD5\ngaen+gC1JbWrq/q1vb36yOwYrVplbQwdyOkSlrxKEvm8TlHA3R0+/VQ98ejUqcydfJQPJSbCqFFq\nyf/Jk/BCZycUJZGHD9dw795szM1rU7/+BkqUaJP2YEIIIYRQ6SLZzuGEPS1arTa3Q8gTJJHPy27c\ngIkT4e5ddTW+a9ecmfeLL3JmnlTExkL//mrp/5EjUKyYel1REnn0aD337s3C1LQq1tarsLR8K9fi\nFEIIIYTIbZLI50URETBrFqxZo9bDjx2bsVOPsuPFj8pMTXPlo7LQUOjRQ/3A4Y8/wNgYFEXL48eb\nCAiYiYlJeerV+wNLy5yJRwghhBAiL5NEPi/RamH5cvj6a/Xo0mvXUtaV6FMuf1QWEAAODvDuu/DN\nNwBJPH68hYCAmRgZlaRu3V+wtOwgNXFCCCGEEP+QRD6vOHECxo+HokVhz57UW7QUUJcvg6MjfP45\nODsnERq6jYAAVwwNi1G79gJKluwkCbwQQgghxEskkc9tgYFqBnvyJPzwg1ogXoiS1iNH1Le8aJFC\nx447OXduBgYGJtSs+QOlSnWVBF4IIYQQIg2SyOeWuDj48Uf1MIWxY9Wi8KJFczuqHLVpEzg7K/z2\n22kqVx5HQADUqDGH0qW7SwIvhBBC6JhngCeeAZ7EJMTwy9lfmNx2MgD21e2xr26fqTH8wvzwDvZm\nQOMBmR5D6I4k8jlNUWDrVvjsM2jZEs6dg+rVczuqHLdggcIPPzzDzW04Vla+VK8+k9Kle0kCL4QQ\nQujJv8n245jHrLq0Cld71yyPsff2Xp7EPcnSGNllb2+Pt7c3xsbGaDQa6tSpQ9++fZk4cSImLzUH\nGTp0KOvWrSMwMJAKFSokX3d1dWXu3LmYmZklXzM2NiYsLCzH3ocuFNwjQfOiK1egQwf1qNKVK2Hz\n5kKXxGu1Ci4ud1m48B6//tqTjh3f4403LlKmTG9J4oUQQgiRLo1Gw+LFi3n69CkPHz5k/vz5bNy4\nkW7duqW4LyYmhq1bt9KgQQPWrl37yhgffPABUVFRyY/8lsSDJPI5IzQUxoyBTp3UgvDz5/PEYQo5\nSVEUHj8+TK9eHhw+HMnevRfp0cODsmXfR6OR/wyFEEKInOB+wJ3+Y/oTsS8Ch2EOuB9wz9IYX331\nFWfWncn0GNWrV2fevHk0adIECwsLRowYwaNHj+jatSslSpSgU6dORERE8OzZMwYOHEiZMmUoWbIk\nLVu2JCQkJHkcRVEAMDc3p3379uzatYvTp0/j7v5fLFu3bqVGjRp8/vnnrFq1KkUciqIkj5GfSWmN\nPiUkwK+/qivwTk5w/TqUKpXbUeW4iIijXLv2LZ99NhULi7p4eVWkaNFmuR2WEEIIUai4H3DHZbEL\n/jb+UAv2sx//xf4AOHZyzPwYZH4MjUbDtm3bOHToEAkJCdjY2HDx4kVWrFiBtbU13bp1w83NjfLl\ny/P06VOCgoIwNTXl0qVLKcpgXv4Uv0qVKrzxxhscP34cR0c1jlWrVtG/f3969uzJRx99xIULF7At\nYF0BZSlUXw4ehGbNYNcutTWLm1uhS+IjI09w6VIHTp/+nE8+WUvDhu3Ys6cyRYsa5nZoQgghRKHj\ntt4tOQH/l7+NP4s2LsrRMZydnSlbtiyVKlXirbfeok2bNjRt2hRTU1P69OnDxYsXMTEx4cmTJ9y+\nfRuNRoONjQ0WFhavHbdSpUrJ5TH379/H09OTvn37YmFhgYODA6tXr05x/+bNmylZsmTyo2PHjhl+\nD3mFrMjrmr8/TJoEV6/CTz+pBzsVstrvyMjTBATMIC7uNoryI87O7zFggAZX10L3oxBCCCHyjHgl\nPtXrHnc80MzM4D/QAUD1Vy8/0z7LcBzly5dP/trc3DzF92ZmZkRHRzN48GACAwNxcnIiIiKCgQMH\nMnfuXIyM0k5dg4KCaNeuHQBr1qyhUaNG1K1bFyB5M+z8+fMxNFQXFPv37/9Kcp/fSCKvK9HR6pGk\nv/2mJvIbN8ILHwEVBk+fniEgYAYxMb5Uq/YVwcFD6dXLmOnTYfTo3I5OCCGEKNxMNaapXneo6cC+\nGfsyNIZDgAP72f/KdTPDrOc8qdWqGxoaMn36dKZPn869e/fo1q0b9erVY/jw4amOERgYyIULF/jy\nyy8BWL16NYGBgVSsWBGAxMREnjx5gru7Oz179kxz3vxGSmuyKykJ1qwBa2sIClI703z5Zb5N4tXN\nH9pMvSYq6jxXr/bg2rX3KFOmF61a3cbH52O6dTNm8WJJ4oUQQoi8YPyH46l1sVaKa7Uu1MLZyTlH\nx8gIT09Prl69ilarxcLCAmNj4+SVdPgvCY+NjeXo0aP06tWLVq1a0a1bN06fPs2dO3c4e/Ysly9f\n5vLly/j4+PDhhx/m+xX4l8mKfHacOQMuLqDVwp9/QuvWuR1RlkVEeBIR4YmiKNy7N4vq1WcAYGlp\nj6WlfaqviY6+RECAK0+fnqVatS9p2HALBgZmrF2rfiixfTv88wmXEEIIIXLZv5tR56+bz4nAE3So\n3gHncc4Z3uj64hgzls3g7tO7tKjYItNjvOzFjasajQaNRsPDhw8ZPXo0QUFBFCtWDCcnJwYNGpR8\n37hx45g4cSIAtWvXpm/fvkyaNAlQV+N79+5Nw4YNU8zj4uKCnZ0d4eHhaDQaNm3axI4dO1LMfefO\nHcqUKZPl95LTNEo++FxBo9HkrY8/HjyAqVPBw0Mtpxk8GAwKxocbipLE0aNG2NsnpXlPdPRV7t2b\nSWTkSapW/YKKFUdiaGiOosC8ebBoEezdCy/9/0cIIYQQOeR1udPjmMc0+qURjyc/zvL4e2/vxe2M\nG3sH7M3yGIWJRqNh/fr1PHr0iAkTJqS4np0cV1bkMyM+HhYuhB9+gBEj4MYNKF48t6PKMTExvgQE\nzCQy8ihVqkzG2no1hoZFALXCaNIkOHAATp2CypVzOVghhBBCiAJOVuQzQlFg92749FOoXx/mz4c6\ndXIvHj05fNidHTvcePp0P8WLd6Z37/F06OBIbOwNAgJmER5+iCpVJmFlNRZDw6LJr4uPhyFD4O+/\nYedOKFkyF9+EEEIIIVLNnTwDPPEM8HzlXvvq9thXt8/QuLoYozCSFfnccv06TJwI9+7Bzz+Dg0Nu\nR6QXhw+7s2GDCwMG/Nsbdj9r1twgMLAWtWv7ULnyROrWXYqRUcoerk+fQp8+UKKEWmlkbp7zsQsh\nhBAifbpItiVhz1sKRmG3PkREqAm8nR106aJ2oymgSTzAjh1uLyTxqkGD7nPqVCCtWvlRrdqXryTx\nDx6oPx5ra9iyRZJ4IYQQQoicJIn8y7RatRe8tTXExoKvL0yYAMbGuR2ZnkWmetXc3Aojo1f3Ady8\nCW3bQt++6gcVhnJYqxBCCCFEjpLSmhcdPw7jx4OFhdp2xcYmtyPSG0VRiInxITR0O6Gh24iI8E3j\nzlf74Xt7Q69easOeNM5lEEIIIYQQeiYr8gD374OTEwwYAF98AUePFsgkXlGSiIw8hb//ZM6cqYOP\nTw8SE8OpXduNIUO2sm5dygMe1q6tRc+eKQ94cHeH7t1h2TJJ4oUQQgghclPhXpGPjYUff1Qbn48b\nB8uXQ5EiuR2VTiUlPSciwpPQ0G2Ehu7E2Lg0Zcq8S4MGWyhWrFnyIQwdO4JGY8D27YuIjPTA0tKB\nDz90pkOH/w54WL5cbZ//11/5+uwrIYQQQogCoXAm8oqi7s6cPFnNSM+fh2rVcjsqndFqYwgL20do\n6HaePNlDkSL1KFOmD82aHaNIkbTbZnbo4Ii9fVfc3DowYcK+5OuKAnPnqqvwR49CvXo58S6EEEII\noUv/nuKu1cYQHPwLVatOBl5/intaY8TG+hEV5U358gMyPcbrjBkzBisrK7766qtsj1UYFL5E/vJl\ncHFRu9KsXg3t2+d2RDqRkPCEJ0/+IiRkOxERRyhevDVlyvShZs0fMDWtlO7rPT3Vh6JomDXrCBER\n6vW33oKtW9VDnk6dgooV9fo2hBBCCKEn/ybbz58/5uHDVVSv7prlMZ482Uti4pNMj1G9enUeP36M\nkZERhoaGNGjQgMGDBzNy5Eg0Gg1LlizJ0Dj29vYMGjSIESNGZPo9FCSFJ5EPDYWvvoLt22HWLPjo\no3zfaiU+PojQ0B2EhGwnKuocJUt2pFy5vlhbr8TYOHOnMtnbqw+tVmH2bHB11fDsmbptICJCXYkv\nUUIvb0MIIYQQhYRGo2H37t106NCBqKgoPD09cXFxwdvbm+XLl2dqHFFQEnlFUR8GqezdTUiAX36B\nOXPUrPTGjXx99Ghs7A1CQrYTGrqduDh/SpfuTuXKzpQs2RlDw6zX90dEeLJt2wZWroykfHkz2rZN\nIDS0D40b27FnTzlMTXX4JoQQQgiRKw4fdmf79nlER0ewaZND8inumR1jy5bpJCYGYG6etTEALCws\n6NGjBxUqVKB169ZMmjSJH3/8kSpVqjB79mwAdu7cyYwZM7h79y5ly5Zl8eLFHDt2jOPHj+Pl5cWE\nCRMYNmwYbm5umZ6/IMjfify/9SAPHqg7MEeOVK//u7x84IDaA97KSl1SbtAg92LNIkVRiIo690+b\nyO0kJj6lbNk+1Kz5LSVK2GFgoJv+9idPGvDNN2Xw918KwMOHUKLENIYOLYepaTmdzCGEEEKI3JPa\nKe7r1qlfZzQR18UYL2vRogWVK1fm+PHjaDSa5NX2M2fOMGTIELZu3UrHjh35+++/iYqKwsHBgVOn\nTjFo0CCGF/IWevk7kbe351hMDPvnzMEoKorE06fpPH48dlWqqI3Or12Dn36CHj0gH30EoyiJREQc\n/yd534GBgTlly/bB2nolFhYt0Gh03zV03rz9+PvPTXEtMnIuixd/TY8edjqfTwghhBA5K7VT3AcM\n8GfHjkUZTsJ1MUZqKlWqRFhYWIpry5YtY8SIEXTs2DH5nhcpipLl+QqKfJ3IH3N3x8PFhbn+//wH\ntX8/086cgcRE7L76CjZvJr/UhGi1cYSHH/in08xfmJlVp0yZPjRpso8iRerrvBYsPFwenxQ5AAAY\nYElEQVT9kOLIEfXh65v6fwrPnuXvfQRCCCGEUBkYxKd6PSLCA0/PjOUZT5+m9cyzrAX1j+DgYEqV\nKpXiWlBQEI6Oaf9yIHXy+TyR3+/m9l8S/4+5ERF8bW+P3ZQpuRRVxiUmRvLkiTuhodsICzuAhYUN\nZcr0oXp1V8zMdNsOMzJSPbj238T99m1o0wbefht++w2mT0/kwIFXX2dmptVpHEIIIYTIHUlJqS9u\nWlo6YG+/L9XnXrZtmwOwP5VnXj0JPqPOnj1LcHAwb731Ft7e3snXq1Spgp+fX6qvkSRela8TeaP4\n1H+zNMzDH7U8f/6Q0NCdhIZuJzLyFJaW7SlTpg916izBxKSszuaJioITJ9Sk3dMTfH2hVSs1cXdz\ng5YtwcTkv/tdXDpz5860FOU1tWpNxdm5i85iEkIIIUTu6d17POvW+acojVm7thYffuj8mlfpfox/\nS2KePn3KsWPHmDBhAoMGDaJhw4YoipL8/IgRI+jcuTPdu3fH3t6eBw8eEB0dTb169Shfvjz+Ly3m\nFkb5OpFPTKNsRmuW9d8K9SEuzp/Q0O2EhGwnNtaXUqW6UqHCCBo02IKRkYVO5oiNhZMn/1txv3oV\nmjdXE/cff1ST+Nf9WBwd1Tr4RYu+xsPDEAcHLc7OXZKvCyGEECJ/+7eGfdu2+URFnaBEiQ6vnOKe\n0TE2b55BQsJdihZtkekxevTogZGREQYGBjRs2JBJkyYxevRogBSbXVu0aMGKFSuYOHEid+/epXz5\n8vzyyy/Uq1cPFxcXhgwZwpIlSxg8eDALFizI8PwFiUbJBzsFNBpNqhsaXqmRB6bWqkWXhQuxe01N\nlb4pikJMzJXk5P3584eUKdOLMmX6ULJkBwwMsl+3HxcHp0+rq+1HjsDFi9CsmZq429tD27Zgbp75\ncZOSYPhwWLky2yEKIYQQIpeklTsBPH/+mLNnG/Hmm4+zPP6TJ3sJDnajSZO9WR6jMNFoNKxfv55H\njx4xYcKEFNezk4rn6xX5f5P1r+fOxfDqVbRvvkkXZ+dcSeIVRcvTp6eTe7wDlCnTh7p1F1O8eBs0\nmuxtGo2P/3979x7U1Jn3AfwbAmhFNK4oYkCjpANhBfECFZT7S7HeseOt7gpa6qUD1nm3rUy3jt1d\nO7W72qplXG3LiNitpUoVLQqKctNdVKxu9+2uFdF0KVIFFMELCMnz/pESRSgmSAgHv5+ZMyaH5zz5\nneQ3+MvDc54DnDr1YMS9uBgYNcpQuK9ZA0ycCDg4dLz/5pU8AUClAt55x/C4eSVPIiIiIupeJD0i\nb1Raarhi8/33uy4oAHp9A27ePP7zSjMHYGfnjEGDouHkFA0HB58nuhCjsRE4c+ZB4X7qFODpaSiq\nw8KASZOAfv0671yIiIio52irdqqpyUNNTV6rtgpFKBSKUJP67Yw+nkaWGpGXdiH/8DDywyw4jKzT\n3UZ19WFUVe3DjRuH0aePl7F4f+YZ9w7329QEnD374OLUv/8dcHc3FO1hYUBQEKBQdN55EBERUc/1\npAUidS5OrWlLF837aGysQlXVAVRV7UNNTT769w+Ek1M01OoPYG8/pEN96nTA+fMPRtxPnACGDTMU\n7cuWAZ9/DjyynCoRERERkZG0C3kLqq//7893Vt2Hurpz+NWvIjF48HxoNLtga2v+0LheD3z77YOL\nUwsKABcXQ+G+eLHh4tJBnbf6JBERERH1cCzkfyaEwN27/zEW7/X1WgwcOB2urv+LAQMiIZebtwSM\nEMB33z0Ycc/PBwYONBTuCxYA27cDQzo2mE9ERERE1DMKeb2+HjrdPdjZDTDrOCH0qKsrRlXVV6is\n3Ae9/i6cnKIxcuRfoFAEQSYz/e0RAvj++weFe14e4OhoKNxffBH46CNAqTTzxIiIiIiIfoGkC/nm\nK6fv3i1BXd0ZODu/BKD9K6f1+kbculXw88j7fsjljnByioZG8xkcHcebvNKMEMClSw+K9txcw51S\nw8KAqVOBDRsMc96JiIiIiCxB0oV8c8FeXZ2JpqYaqFTvtNlOp7uLmzePoLJyH6qrv8Yzz7jDySka\no0fnoE8fT5Nf78qVByPuubmGYj4sDIiIANatA0aMAJ5gxUkiIiIii2le7O/OHWDrVuCNNwz7zVk7\npLmPS5cMS2MvXGh+H9R5pL38JIDjxzOxZ88aNDX9gGeeGY9Zs1YiPHwqGhtvorr6a1RV7cPNm8fg\n6DgegwZFY+DAmejd282k1/3vfx+MtufmAvX1D5aDDAsD1GoW7kRERNT9tFc7Xb9uuKnk9Y7f2BWH\nDwNbthj+NYdKpcL169chl8thZ2eHwMBAbNu2Da6urgCAlJQUbNy4EZcvX0a/fv0QHR2N9957D/37\n90dFRQWUSiWuXbuGQT+vEPLuu+9izZo1+OmnnzB48GDjvhMnTuCwucFZkKWWn7TpjOCs5fjxTOze\n/RrmzTuHhQtvYPbsI9i1KxbJyWNQVDQclZV74eQ0AxMmXIav7zEolfHtFvFXrwJ/+xsQF2dYw33c\nOODgQcDPz5CoFRXA7t3A0qXAs8+yiCciIiIyh0wmw9dff426ujpUVFTA2dkZCQkJAICNGzciMTER\nGzduRG1tLYqKivDDDz8gMjISjY2NcHFxgVqtRn5+vrG/goICaDQaFBQUtNgXEhLS5edmDZIu5Pfv\n34KFC0tb7IuJqUJxMRAYWAFv7wwMGRILO7uBbR5/7RqQlgYsXw54eADe3kB6OjB6NLB/v+Hne/YA\nr74KaDQs3ImIiEjaMjMLMG/e26ipeQdRUW8jM7Pg8Qe10cfbb7+N06c73gcA9OrVCy+++CL+/e9/\no66uDmvXrkVSUhKef/55yOVyDB8+HF9++SW0Wi0+++wzAEBwcLCxaNfpdDh37hxee+21FvuKiooQ\nHBzcoZikRtJz5K9e1SAlJaDV/tu3ayCXO7TaX1X1YG5Xbq5hBD4oyDBNZvlywMcHsJH0VxsiIiKi\ntmVmFuC117JRWvouAODIEaC09PcAgKlTTSt8O6OP5qkkd+/eRVpaGgICAnDy5Ek0NDRg9uzZLdo6\nODhgypQpOHr0KBYvXozg4GB88MEHAIBz585Bo9EgPDwcW7duNe5rbGyEv7+/SbFInaQL+aFD/wMX\nl7/jq6880djoADu7O5g9+wKuXZsIALh507B+e/Mc9x9+ACZNMlyMsXMnMGYMIJdb9xyIiIiIusKW\nLUeMBXiz0tJ38dFHa0wuwp+0DyEEZs2aBVtbW9y5cweDBw9GVlYWzp8/DycnJ9i0MaI6ZMgQfPPN\nNwAMI/JLlizBrVu3UFhYiODgYKjValRWVhr3BQQEwNZW0iWuySR9lkOGROK99wahru4z477vvnsF\nY8f+D8aONVxRHRBgGHH/5BPDnPen5HMlIiIiaqGhoe0iKDtbbsb04bb7qK83bWRUJpMhIyMD4eHh\nEEJg//79CAkJwdatW1FVVQW9Xt+qmK+oqDBe3KpSqaBUKlFYWIjCwkIsX74cABAYGIjCwkIUFBQ8\nNdNqAInPkc/Pr2lRxAPAvXuf4Nq1/8NHHxmm0mRnA4mJwHPPsYgnIiKip1evXk1t7o+K0kEImLQ9\n/3zbffTurTM7HplMhujoaMjlcjQ0NKBXr15IT09v0eb27dvIyspCRESEcV9wcDDy8/Pxj3/8A4GB\ngQCAoKAg5Ofn4+TJkyzkpeKXvlkqlXJMnGi4QRMRERERAStXPg9399+32Ofu/hYSEiK7tI/mOfJC\nCGRkZODmzZvw8/PD2rVrkZCQgOzsbDQ2NkKr1WLu3Llwc3PDb3/7W+PxwcHBSE1NhVKpRN++fQEA\nkyZNQmpqKmpraxEQ0Pr6yZ5K0mPUcnnbC6Da2lZ2cSRERERE3VvzHPaNG9fgxAk5wsN1SEiYbPL8\n+If7WLt2Da5ckcPPz/w+pk+fDrlcDplMBpVKhdTUVGg0Gmg0GgwcOBCvv/46SktLjevI7969G3Z2\ndsbjQ0JCUFlZiQULFhj3jR49GvX19Rg3bhx69+5tcixSJ+kbQj165TRg+Fa4ebN5CUVERETUk3TX\nG0I9rSx1QyhJj8g3F+vr169BZaUcKpX53wqJiIiIiKRI0iPyzWvCPyo01LARERERPY3aqp06o25i\n7dUxlhqRl3QhT0REREStsXbqXixVyEt61RoiIiIioqeVpOfIExEREVFrAwYMgMz0uzyRhTk6Olqk\nXxbyRERERD3MjRs3AACbNm2Cs7OzlaMhS7FoIZ+VlYVVq1ZBp9MhLi4Oq1evbtVm5cqVOHz4MPr0\n6YOUlBSMGTPGkiERdZm8vDyE8sofkiDmLkkR87ZtCoUC165ds3YY9DOFQtGp/VmskNfpdIiPj0dO\nTg6USiX8/PwwY8YMaDQaY5tDhw7h0qVLKCkpwalTp7BixQoUFRVZKiSiLsX/VEiqmLskRczbtsXG\nxlo7BLIgi13sevr0aajVaqhUKtjZ2WH+/PnIyMho0ebAgQOIiYkBADz33HOoqal5Kr415rW1bpPE\nX7sz+u1oH+YcZ2pbU9pZ83O0lp6Wu1LJW3PaM3db62l521n9dqQP5m3XstY597S8Nfe4zmxr6c/Q\nYoV8eXk53NzcjM9dXV1RXl7+2DY//vijpULqNvifSuf2wUK+6/S03JVK3prTnrnbWk/L287ql4V8\n98dCvvP66KmFPISF7N27V8TFxRmf79q1S8THx7doM23aNHHixAnj84iICHH27NlWfQHgxo0bN27c\nuHHjxq3HbU/CYnPklUolysrKjM/Lysrg6urabpsff/wRSqWyVV+CNzQgIiIiImrBYlNrxo8fj5KS\nEmi1Wty/fx9paWmYMWNGizYzZsxAamoqAKCoqAgKhYJLJBERERERmcBiI/K2trZISkpCVFQUdDod\nX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}
],
"prompt_number": 60
}
],
"metadata": {}
}
]
}
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