From d5c18c4b062621248c933f495915be139fa55916 Mon Sep 17 00:00:00 2001 From: sardq Date: Fri, 18 Oct 2024 20:20:52 +0400 Subject: [PATCH] lab 2 2/3 --- Lab2/lab2.ipynb | 801 ++++++++++++++++++++++++++++++++++++++++++++---- 1 file changed, 734 insertions(+), 67 deletions(-) diff --git a/Lab2/lab2.ipynb b/Lab2/lab2.ipynb index 699f811..dbbd76d 100644 --- a/Lab2/lab2.ipynb +++ b/Lab2/lab2.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -65,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -245,7 +245,7 @@ "4 0.08 NaN -102.73 0.12 " ] }, - "execution_count": 3, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -266,12 +266,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 80, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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giQdlPzTTqsLvP550agmGEcIwQt3nXLcJD4dA6ExVdxQRERHpR3pnJSJ7ZRgG4bxL8bx2Mpnl3SX/PS+FYUQJhj5GIHjGQIcpIiIiclhRkiYi+2SaxURjXyeTXkYm9Rqe145pDSMQnIXlm4xhaD2aiIiISH9SkiYi+2UYIQLBOQSCcwY6FBEREZHDnkrwi4iIiIiIDCJK0kRERERERAYRJWkiIiIiIiKDiJI0ERERERGRQURJmoiIiIiIyCCiJE1ERERERGQQUZImIiIiIiIyiChJExERERERGUS0mbWI7JfrJmlLv0Z7chmOFydgDSc/dCIR/1QMwxjo8EREREQOK0rSRGSfbKeZmtbb6cisAMA0/HSkltOafJbC8NmU512CYVgDHKWIiIjI4WPApztu376dz33uc5SUlBAOhznmmGN47bXXus97nseNN97IsGHDCIfDnHnmmaxbt67HNZqamrjkkkuIxWIUFhZyxRVX0N7e3qPNW2+9xSmnnEIoFGLUqFH86Ec/2iOWhx56iEmTJhEKhTjmmGN44oknDs5NiwwRnudR17aQ9vQbBH0jCfvHE/SNJhw4GsvIo6nzcVoTzw50mCIiIiKHlQFN0pqbm5kzZw5+v5+///3vrFq1iltuuYWioqLuNj/60Y/42c9+xl133cXLL79MNBpl3rx5JJPJ7jaXXHIJK1euZNGiRTz22GP885//5N///d+7z8fjcc4++2yqqqpYtmwZ//u//8t3vvMdfvWrX3W3efHFF7n44ou54ooreOONNzj//PM5//zzefvttw/NiyEyCKXsLbSnlxPwVWIawR7nfFYRBhYticV4nj1AEYqIiIgcfgZ0uuMPf/hDRo0axb333tt9bOzYsd1/9jyP2267jW9961t8/OMfB+C3v/0tFRUV/OUvf+Giiy7inXfe4cknn+TVV1/lhBNOAODnP/85H/7wh/nxj3/M8OHD+f3vf086neaee+4hEAgwdepUli9fzk9+8pPuZO6nP/0p55xzDl/72tcA+O53v8uiRYu4/fbbueuuuw7VSyIyqCTtjbheBwFjWK/n/VYxKaeGjFNPwNd7GxERERHpmwFN0v72t78xb948PvWpT/Hcc88xYsQI/uM//oMrr7wSgOrqampraznzzDO7f6agoIATTzyRpUuXctFFF7F06VIKCwu7EzSAM888E9M0efnll7ngggtYunQpp556KoFAoLvNvHnz+OEPf0hzczNFRUUsXbqUBQsW9Ihv3rx5/OUvf+k19lQqRSqV6v4+Ho8DkMlkyGQye73n3ef21UYOP0P1udu2h2P7cbB6LRDiuBaO6yOTcTC8oXVvh8JQfe6SGz33I4+e+ZFJz/3IdKDPPde/FwOapG3cuJFf/OIXLFiwgP/8z//k1Vdf5ctf/jKBQID58+dTW1sLQEVFRY+fq6io6D5XW1tLeXl5j/M+n4/i4uIebd47Qvfea9bW1lJUVERtbe0++3m/H/zgB9x00017HH/66aeJRCL7vfdFixbtt40cfobmc79ovy3WsewQxDF0Dc3nLrnScz/y6JkfmfTcj0z7e+6dnZ05XX9AkzTXdTnhhBP4/ve/D8Bxxx3H22+/zV133cX8+fMHMrT9uuGGG3qMvMXjcUaNGsXZZ59NLBbb689lMhkWLVrEWWedhd/vPxShyiAwVJ+753nUxu+kNbmUkH90j3VpttNCxm2iMv8yCsJzBy7IQWyoPnfJjZ77kUfP/Mik535kOtDnvnuWXbYGNEkbNmwYU6ZM6XFs8uTJ/N///R8AlZWVANTV1TFs2LvrXerq6pgxY0Z3m507d/a4hm3bNDU1df98ZWUldXV1Pdrs/n5/bXaff79gMEgwGNzjuN/vP6Bf1ANtJ4eXofjchxfNh9Y2OtLvluB33RSmFaYs7xxK8k5XCf79GIrPXXKn537k0TM/Mum5H5n299xz/TsxoNUd58yZw5o1a3ocW7t2LVVVVUBXEZHKykoWL17cfT4ej/Pyyy8ze/ZsAGbPnk1LSwvLlr073eqZZ57BdV1OPPHE7jb//Oc/e8wNXbRoERMnTuyuJDl79uwe/exus7sfkSOVzypiZOHXGFH4FWLBOYT9kymKnMvIwm9Qnvd5JWgiIiIi/WxAR9Kuv/56TjrpJL7//e/z6U9/mldeeYVf/epX3aXxDcPguuuu47//+7856qijGDt2LP/1X//F8OHDOf/884GukbdzzjmHK6+8krvuuotMJsO1117LRRddxPDhwwH47Gc/y0033cQVV1zBN77xDd5++21++tOfcuutt3bH8pWvfIXTTjuNW265hfPOO48//vGPvPbaaz3K9IscqUwzRCw0h1hozkCHIiIiInLYG9Ak7QMf+AB//vOfueGGG7j55psZO3Yst912G5dcckl3m69//et0dHTw7//+77S0tHDyySfz5JNPEgqFutv8/ve/59prr+WMM87ANE0uvPBCfvazn3WfLygo4Omnn+aaa65h5syZlJaWcuONN/bYS+2kk07igQce4Fvf+hb/+Z//yVFHHcVf/vIXpk2bdmheDBEREREREQY4SQP4yEc+wkc+8pG9njcMg5tvvpmbb755r22Ki4t54IEH9tnP9OnTef755/fZ5lOf+hSf+tSn9h2wiIiIiIjIQTTgSZqI5C7jttOe3oCHTciqJOwb3uu+ZiIiIiIy+ClJExnCXM+mpv3v7OxcQtptwPNcfGYeBcGpjM7/NCFf+f4vIiIiIiKDipI0kSFsa9v/UdP+BJYZIewbjYFFxo3TkHiJpF3PpOLrCFhFAx2miIiIiPTBgJbgF5HsdWa2s7NzCX6rgLCvEtPwYRgGAauAqH8s7ZkN1Cf+NdBhioiIiEgfKUkTGaJaUm+ScdsImMV7nDMNHz4jQkPiRTzPG4DoRERERCRbStJEhijb7cTA2GuBENMMYbsdeNiHODIRERERyYWSNJEhym/F8PDwPLfX847bid8sxNDSUxEREZEhRUmayBBVFJxBwCok5TTscc7x0rheirLIySrFLyIiIjLEKEkTGaJCvnKGRT6M6yXozGzBdjtxvTQpu57OzGYKgtMoC5800GGKiIiISB9pHpTIEDY871z8Vj61Hf8gYdfg4eA38xkePZcReR/BZ0YHOkQRERER6SMlaSJDmGEYlEdOoTQ8i87MNjxsQlY5fqtgoEMTERERkSwpSRM5DJiGn7zA2IEOQ0RERET6gdakiYiIiIiIDCJK0kRERERERAYRJWkiIiIiIiKDiJI0ERERERGRQURJmoiIiIiIyCCiJE1ERERERGQQUZImIiIiIiIyiGifNBE5IJ7n0ZapxfaShKxCIr6igQ5JRERE5LCkJE1E9qsusYp1bc/SnNqMi43fCFEZnsbRsbPI85cNdHgiIiIihxVNdxSRfarpfJNXG39HfWINATNKnlWGgUV1+794ueFuOuyGgQ5RRERE5LCiJE1E9sp207zT+gS2m6QwMJqglYdlBgj7CikKVNGS3sqGtn8OdJgiIiIihxUlaSKyV/WptcQzdeT7yzEMo8c507AIW4Vs73yDlNM+QBGKiIiIHH6UpInIXqWcNsDFMgK9nvebYWw3RdpVkiYiIiLSX5Skiche+c0wYOB6dq/nbTeFZfh3tRMRERGR/qAkTUT2qix0NBGrhA67cY9znufR6TRTEZ5CyCoYgOhEREREDk9K0kRkrwJmhKNjp+PiEM/swPEyeJ5H2u2kJbOZPF8p4/NPG+gwRURERA4r2idNRPZpTN4cDMNifduztGVqcXHwGUHKghOZUngehYGRAx2iiIiIyGFFSZqI7JNhGIzJm83IyEwaUxuxvSRhq5CiwGgMQ4PxIiIiIv1NSZqIHBCfGaAiPGmgwxARERE57OljcBERERERkUFEI2kiQ1zGTbKtczW1iQ3YZCgODGNUZCoxf+lAhyYiIiIiWVCSJjKExTMNvFj/IDtTm8HzMAyTjd5rrGp9nuOLz2V83syBDlFERERE+khJmsgQ5Xg2Sxv+j9rkRooDI/CZfqBr/7LWzE5ea3yUPF8xFaGxAxypiIiIiPSF1qSJDFG1ifXsTG6iKDCsO0GDrmqMBf5ykk4HG9qWDWCEIiIiIpINJWkiQ1RDaisuNn4zuMc5wzAIWfnsSK7F9ZwBiE5EREREsqUkTWSI8vDA2/t5wzDwvH00EBEREZFBSUmayBBVGKjEMExsN9Pr+aTdTlmwCtOwDnFkIiIiIpILJWkiQ9SI8ESKA8NoSe/A89we5zrsZizTz/h8VXcUERERGWqUpIkMUX4zyKzSC4kFymhIbaU5XUtrpp765GYybppjCj7EiPCkgQ5TRERERPpIJfhFhrDS4CjOrPw3Nne8xdaOVThehuLosYyNHktFaByGYfRrf7abwfYyBMygplGKiIiIHCRK0kSGuDxfEVMLTmNqwWkHrY/mdD0rW1+jumMVjmcTtvKYmD+DSbHjCVnhg9aviIiIyJFISZqI7FNdchv/qHuY5nQ9ESsPn+EnnmniXw1/Z1vnBs6s/CQhKzLQYYqIiIgcNrQmTUT2yvUcXmz4O63pRiqDIynwFxP15VMcKKckUMHmzjWsaHl5oMMUEREROawoSRORvdqR2MLOVA1FgTIMo+c/F34zQMiMsrZtOWk3NUARioiIiBx+lKSJyF7F7SYc1yFgBns9H7YiJNxOOuz4IY5MRERE5PClJE1E9spn+MHwcN+3D9tujudgYuIztLxVREREpL8oSRORvRoWriJi5dFut+5xzvM82pwWKkOjyPMVHvrgRERERA5T+vhbRPYqz1fA5NhMXmtaQsrNYLseLi6WYWGQIWiFmVZ4Yr/vxyYiIiJyJFOSJiL7dGzhSbzV+iYb2teRcTPsTsdCVoiTS89gVHjCgMYnIiIicrhRkiYi+/Ry0wu0ZtoZFRmH69p4houFH9tzWNe+jqM61jE+7+iBDlNERETksKEkTUT2qjXTzKrWFeT58on5C/Y4X5vcwfKW1xgXParfpjx6XteUShNT0yhFRETkiDSghUO+853vYBhGj69JkyZ1n08mk1xzzTWUlJSQl5fHhRdeSF1dXY9rbNmyhfPOO49IJEJ5eTlf+9rXsG27R5slS5Zw/PHHEwwGmTBhAgsXLtwjljvuuIMxY8YQCoU48cQTeeWVVw7KPYsMJdsT2+h0Osj35fd6PuaLUZvcTtxuybmvhJNgWdOr/G7zvfxqwx38dtM9vNb0Mp12R87XFhERERlKBry649SpU9mxY0f31wsvvNB97vrrr+fRRx/loYce4rnnnqOmpoZPfOIT3ecdx+G8884jnU7z4osvct9997Fw4UJuvPHG7jbV1dWcd955fOhDH2L58uVcd911/Nu//RtPPfVUd5s//elPLFiwgG9/+9u8/vrrHHvsscybN4+dO3cemhdBZJByPQdgj42sdzMNCw8PZ1e7bLXb7fxl28P8o+4pGlL1uJ5LU7qRxXWL+Mv2/yOe0T5sIiIicuQY8CTN5/NRWVnZ/VVaWgpAa2srd999Nz/5yU84/fTTmTlzJvfeey8vvvgiL730EgBPP/00q1at4v7772fGjBmce+65fPe73+WOO+4gnU4DcNdddzF27FhuueUWJk+ezLXXXssnP/lJbr311u4YfvKTn3DllVdy2WWXMWXKFO666y4ikQj33HPPoX9BRAaRQn8xftNP0kn2er7TaSdq5ZHvi+XUz4sNz7O5cxPlwXLKguXE/AWUBssoD1awpXMz/2p4Lqfri4iIiAwlA74mbd26dQwfPpxQKMTs2bP5wQ9+wOjRo1m2bBmZTIYzzzyzu+2kSZMYPXo0S5cuZdasWSxdupRjjjmGioqK7jbz5s3j6quvZuXKlRx33HEsXbq0xzV2t7nuuusASKfTLFu2jBtuuKH7vGmanHnmmSxdunSvcadSKVKpVPf38XjXJ/2ZTIZMJrPXn9t9bl9t5PAzVJ97ma+CYf6RbO3cTHmoEvM9I2opJ0U6nWZmyTRwDDJOdvfWlmljfctaYkYMn+eH9wzK+fBRYBSwoXUDDbF6CgKFOd7RoTVUn7vkRs/9yKNnfmTScz8yHehzz/XvxYAmaSeeeCILFy5k4sSJ7Nixg5tuuolTTjmFt99+m9raWgKBAIWFhT1+pqKigtraWgBqa2t7JGi7z+8+t6828XicRCJBc3MzjuP02mb16tV7jf0HP/gBN9100x7Hn376aSKRyH7vfdGiRfttI4efofjcA8QYzzF7HI8CxQxn57pmnuCJnPoYwZi9notRDMC/1ryYUx8DaSg+d8mdnvuRR8/8yKTnfmTa33Pv7OzM6foDmqSde+653X+ePn06J554IlVVVTz44IOEw+EBjGz/brjhBhYsWND9fTweZ9SoUZx99tnEYnuf+pXJZFi0aBFnnXUWfr//UIQqg8BQf+7xTAvvxFeyrv0dMm6amL+ASfnTOCp/MgEzkNO1axLbeGTbQxT4C/Gbe742tmvTnG7i/JGfZFRkdE59HWpD/blLdvTcjzx65kcmPfcj04E+992z7LI14NMd36uwsJCjjz6a9evXc9ZZZ5FOp2lpaekxmlZXV0dlZSUAlZWVe1Rh3F398b1t3l8Rsq6ujlgsRjgcxrIsLMvqtc3ua/QmGAwSDAb3OO73+w/oF/VA28nhZag+9xJ/GSdH5jLHOw0XBxOr38rjD7dGUBAqoDXTQqm/bI/zrU4L+eEYI/JG4reG3msHQ/e5S2703I88euZHJj33I9P+nnuufycGvHDIe7W3t7NhwwaGDRvGzJkz8fv9LF68uPv8mjVr2LJlC7NnzwZg9uzZrFixokcVxkWLFhGLxZgyZUp3m/deY3eb3dcIBALMnDmzRxvXdVm8eHF3GxHpYhgGluHr1/3L/GaA44pm4ng2rZlWPM8DuvZLi2daybgZZhQcT9Da80MRERERkcPRgI6k/X//3//HRz/6UaqqqqipqeHb3/42lmVx8cUXU1BQwBVXXMGCBQsoLi4mFovxpS99idmzZzNr1iwAzj77bKZMmcLnP/95fvSjH1FbW8u3vvUtrrnmmu5Rrquuuorbb7+dr3/961x++eU888wzPPjggzz++OPdcSxYsID58+dzwgkn8MEPfpDbbruNjo4OLrvssgF5XUQGo4ybYVuihpSTIubPZ1iost+StWMLj6fT6eT15tfYkdyOgYEHhH0RTiyZzcziD/RLPyIiIiJDwYAmadu2bePiiy+msbGRsrIyTj75ZF566SXKyrqmPN16662YpsmFF15IKpVi3rx53Hnnnd0/b1kWjz32GFdffTWzZ88mGo0yf/58br755u42Y8eO5fHHH+f666/npz/9KSNHjuQ3v/kN8+bN627zmc98hvr6em688UZqa2uZMWMGTz755B7FRESORJ7n8UrT6/yj7llqUzuxXYeQFWRcdAznjziPUZEROfdhGiZzSk9lUv5UVsVXErfbiFl5TC6YQmlwzymQufA8j52pBuKZNgKmnxHhYfjMQTXzW0RERI5wA/rO5I9//OM+z4dCIe644w7uuOOOvbapqqriiSf2XVlu7ty5vPHGG/tsc+2113Lttdfus43IkeiFhpd4cOsjJJ0UPtOHZVh0OgnebFlBTWIH1064khGR4Tn305hq5pWmN3gnvo60m8Zv+onbaT5YcjxlwZJ+uBOoS9bzzM7n2dyxlaSbwjIsyoIlzC75ANMLpvTrNE4RERGRbA2qNWkikj3Hc0i7me41Xf0hYSf4W83fSTgpYoEYeb4oYStEzJdHni/KzlQDf635e8791Ccb+NPWP7O08TVczyHqi+Dh8XLTMv645c/UJXfu/yL70ZBq5OGtf+Od+DrCVojhoUpKAoU0ppp4rOYpljW/mXMfIiIiIv1Bc3xEhriaRC2vN7/N2raNuJ5DWbCUGUVTmVYwEcuwcrr2suY3ac20EvVFMOk5yuQ3/fgNH6vb1tKSbqUwUJB1P8/Vv0htcieF/gLa7HaaM3H8hp8CfwH1qQae2fkCF426IKeRrlcaX6cuVc/I8LDuTbkDRoCKUBn1qUb+1fAyU2ITifgG9/YfIiIicvhTkiYyhK1p28Cj258mbrcTtSJYhsWmzi1s6tzK1s7tnDvs9JwStbrUTlzPxW/4SLs2acfGxcMyTIKmn4AVIOWmqU81ZJ2kNaaaWN++iZSTZn1qE47n7Coc0rV2LN8fZVPHFnamGqgIZbc+LeEkWd22npgvrztBe6/iQCG1yXo2dmxiWsHkrPoQERER6S9K0kSGqE47wZM7nqXDSTAiNKx7lCnmz6fD7mRZ8wpGR0YyvTD7pCNkhvA8j5Z0Jym3K0HbPZZlGikCponP6GqXrdZMG/WpBtoznQSsACEr2J2k2a5Nc6qVtJuhLdOWU5KWdtNErN5HySzDwsMj4SSzvg8RERGR/qI1aSJD1Jq2DTSmmykPluLiErfbaM3ESbkpor4I4PFmy8qc+jiu6BhcTNqdJKYBfsPCb/rwGRae59FuJ8n3FzAiMizrPgwMOuxOTMMkYPoxdqWBBgZ+099VqMTuxCX7tXYRK0TA7Br1643tdo3e7S2JExERETmUNJImMkQ1pVsAaEg1sTPVSMpN43kePtNHgT+fmC9KXaoB23XwmdlNeQxZYUJmlKTTiuO5+HaN1nl4uDgYmBT6i7sTq2y4sGvkzO31vLerBTn0EbJCTCmYyIsNr1Dgz8f1PNKujWWYBEwfTelmigKFjM8bk3UfIiIiIv1FSZrIEOUzLJrTraTcDKZhErZCGBhkXJuGVDPxdJyxeaMxcyi2sbWzhqJAEX7DosVuJePZ7B7Q8pt+SgMlgElzppXiQGFWfZgG5PtjtNltJJwEQTOIaZi4nkvKTWMYJnlWdI/CJX31weLjWRPfwJsta0m7XQmhB/gNg9JgAR8eNouQlf20TREREZH+oiRNZIjK9+XT6STxGT7CZrD7eMD0YRkmLZk4ESvca6GMA+V4LpZhMqVgEq2ZOI3pJmzPJmyGKA2WYGDS4XTieL2Pgh2I0kAxZYFS/Iafdqdt17owDwyDoBkg35dPvi+fslBue6X5DT8GAdKuh+05XQc9cA0D2zMJmpGcri8iIiLSX5SkiQxRnU4Cn+HH9Wxs18YyLAzD2DUClSJg+ulwuqZAZlu6viRQhN/0k3RTFAYK9qjgWJ9qpMCfT4E/P+v7yPfncUzhJP7V8CrjomNJOilsz8Zn+AhaIRpTjUwtmEiBP5Z1HwAvN75JTbKe6QWTsD2HtJfBMkzCZogdyQaervsX4/NHEzD9OfUjIiIikislaSJDVMJNURQowvUyxDNtJN1014RAwyBkBikMFHVVSPQc/EZ2v+qjIsMYHRnO+vZNlAaKabO7Rs0Cpo+QFSDppDitbFbOic2pZbNoTDeztm3jrgIiAZJuig6nk6Pyx/Gh8pNyun7KSbO89R2iVhif6cOHjxDvjj6WB4vZmWpkfftmpsQm5NSXiIiISK76/M7trbfe2uf56dOnZx2MiBy4qBXBNExGh6vodBO0ZdpwPY+QFaQwUEBDqpk8XwRfDvukmYbJvIrTWNO2iTdaVuF6YBgGnufiN30cVziVDxbPyPleIr4wnxr5EVa1rWNFyzu0Ztoo8FcyrWAik2NHE7KC+7/IPnTYnSTsJJG9rDnzmz5cz6Mt05FTPyIiIiL9oc9J2owZM3a9SeuqHrB7GtXuKVWO4/RvhCLSq4n543iu/iV2JBtJuTZNqTY8PCK+EGkX0m6K4wqnZj3Vcbe34xvIuAYlgTJSbqJrc2vTj4mPhlQHWztrmZA/Ouf7CVgBZhROZUbh1Jyv9X5BK4DP9HUVPumFu2tNnaY6ioiIyGCQ1Ryol19+mbKyMjzPY9q0aTzxxBNUVVX1d2wisg8lwULGRKp4rOZ5bM8laAYwDWhItlCXaGRc3giOKZiYUx+tmXZeaXqbiBXB8Tw6HZeMa2MZIYoDMTqdTv7VsJzxeaNyTgaTTpoVret5o3kNrZl2Cvx5HFt4FMcWHpXzSFrUF+Ho/DG81rSCmC9vj1ibM3Fi/jzG5+WebIqIiIjkKqskbfTo0ZSXlwNdI2mRSERJmsgh1mkn2dJZT8SK0GZ30GZ34gE+wyTmy8N2YUP7NmYUZZ+oVbdvoyHVQrudosNOYBomlmHSlI53JTa+CBs7ttGSaaMokH1hjw47yR+2PMXq+CYswyRoBmhItbC2bQtvtqzj4tHzyPfnVn3xxOJjWd+2he3JOsoCxQStAI7n0pKOk3BTnFUxk5g/L6c+RERERPpDn2tzl5eXs3btWgBqamro6Ojg3HPP5cknn+z34ERk71bFN7K5o5aUa2MaPvJ8EfJ9UYJmkLRn05Ru5ZXGlTn1kXYzNKbidNgJor4wUV+IkBUg3x8mZAZozrTTmIqTcXufRnigFte9wsrWjVQEixkRLqc0WMiIcDmVoRLeiW9iUd3LOV0fYGSkkk+NOocR4Uoa061sTdRSk9iJ3/RzVsUcTin7QM59iIiIiPSHPo+knXPOOVx00UV85CMfYcmSJZx55pl85Stf4XOf+xzXXnst3/nOdw5CmCLyftsTO2lKt+I3feRZYWzP7RpJMw1cPDrsTta2b8Z2HXxmdsVD0q5N0s0QMUN7bIrtMy2wPTrsJOEcpiPGMx0sb1lLgT+PoBXocS5g+in05/NWy3pOLz+BwkD2pf4BxuWN4t/HfYbqjm20ZtoImD7G5Y0mz6c90kRERGTw6PNI2h133MEXvvAFtm7dyplnnsn999/PeeedxyuvvMLf/va3gxGjiPSiLtlExs0AJg3pDhpS7TSk2qlPtdNpp3E9j5Z0O7msFPOZPnyGj7SXYVetoG7OrqQwaAVJOums+9iZaqbdThDzRcm4NvXJVmoSTexMtpJxbWL+KB12grpkUw538i6faXFUfhUnFE9jeuEkJWgiIiIy6PR5JC0ajfL9739/j+Pjxo3jxRdf7JegRGT/wlYI24PmdCcGBpZhAF2bWbdlUmC4FAd8ePu90t75DR/FgRgddiftdicB04dpmNiug+M55PsiFAdimEafP+/pZmKABzWJRjZ3NtBhJ/HwMDCIWEGqomWYBjn1ISIiIjKU9Otm1qFQ73sQiUj/y/dFcbyupCxo+jB2JTGGYeI5NrYHluHbY5piX4yOVFIcLKDAn0/CSdKciXdtZm35KQ2WYbsuoyKVFOUwDXF4uAzH81jVuq07OTMNA9fzaLcTrGrdysTYCEaEy7LuQ0RERGQo6XOS9olPfGKf5x955JGsgxGRA+d6Hj7DwjAsHBw81+0+5zMtDM8jYAYxcpjwWBYqYnrBBF5sfIvyYDGjIhW4notpmLRk2oE0s0qm5TTK5TcsGpLt2J5D0PRhvWf9nOM6pFybhlQbfrNfP1MSERERGbT6/K7nL3/5C/n5+Xz84x/HsrIrRiAiuQtYAaK+MBk3Q9gM4nkeHl3TBx1cTExCVgDbc/Ab2Sc4Hx42h6ST5u34RjKpDKZh4ngu+f4w8ypmMaPw6Jzu4522LbTZCcJWEAeHjGtjAB5gYBC2AnTYSd5urea4oqNy6ktERERkKOjzO7dFixbx1a9+lWXLlvGjH/2I884772DEJSL7EbG6NpR2PIeWTDsuXSNpLhD1hcj35VHgz8Nn5PZhSsQX4uKqeVS3b2d122aSToriQIypBeOoCJXkfB91ySZsHAr8UTw8Um4G1/MwDYOg6cfCpCnTTm2iCYpy7k5ERERk0OtzknbGGWfwxhtvsHDhQr74xS8yadIkfvKTnzB9+vSDEZ+I7MWk2Gjy/RECpp/h4TLa7A5cz+vax8wXZXuinpnFEzFyWJO2m2WYTMgfxYT8Uf0QeU8FvigWJrbnELICe0xrTDoZTMOgwB/t975FREREBqOsFpIYhsFll13GunXrOPXUUzn11FO5/PLLqamp6e/4RA4az/OoSTTxetMG3myupjXdMdAh9cmwUAkfLJ5Ma7qdpJOmPFjM8FApQTPA9kQ9oyIVnFA8qV/6cj2XdfHt/HHzP/nNhqd4fPsr1CVb+uXaUwvH7qogmcR9Xy3Krv3eEhQH8pleOL5f+hMREREZ7Po8kvazn/2sx/eFhYVcddVV3HHHHTz00EO0tbX1W3AiB0tTqo0/b1vKO/GtdNgpDKAwEOWDJRP58PATCAyBIhWGYfCR4XMIWQFealzFtsROPA/CVoBjCsbxsREn51R1cbeEk+bOdY/zUsMa2uxOAExMSre8wCdHz+Gjwz+Y02hd2ArykeGzuH/zP2hNtxMyA/hMC9t1SLppfKaPcytPJM8fzvleRERERIaCPr8TvfXWW3s9XlpamnMwIodCWybBPRsXsb69htJgAWXBAly6Nn5+qvZ1Ou0kF1ed1i/TBA82n2lxzrBZzCmdTnXHDmzPoTxYyIhwWb/F/6v1T/KP2uWYhkG+L4xpmGRcm52pFu7ZsIgCf4TTyo/JqY+PjphD3E6wZOcbNKfb8dw0JlDoz+O0shlcMOqUfrkXERERkaGgz0ladXX1wYhD5JB5rWkdG9p3MDpSjm9XuXcLg5JgDL/p49WmdcwqncS4vMoBjvTA5fsjB2U6YE1nI8/tXIFJ15qw3eX8fZZF0PLTmGrj4S0vckrZ1JzK8PtMi4tGn05psIgltW/SlIlT6MvjtIpjOavyOJXfFxERkSNK9u+qRIao15rWEzD93Qnae+X7wiScNO/Etw5AZIPPCw2r6LCT5Pm6phqm3AwJO03GczAxCVsBNnfWsb2zIad+Enaa+zY+y+Pb36Dddsj3FdLpwBM1y1lY/Swddqo/bkdERERkSOjzx9MLFizY5/mf/OQnWQcjcii0ZToJWv5ezxmGgYFBh508xFENTm2ZBB6QcDLEk0nSrgMeGAaELB9RXwDbc2nJdJJL3ccnd7zBa83rGRYqJuwLdB9POmneaNpIaSCfT1XNyfl+RERERIaCPidpb7zxRvefX3jhBWbOnEk43PUp+1BYwyNSGoyxrq0Ggnue69oQ2lO5910qQ4XYrktDuqNn5UUPOuwMSdumOBSmIlSYdR9tmQSvNK4j5ov0SNAAQlaAgkCU15o2cNawGRQG9FxERETk8NfnJO3ZZ5/t/nN+fj4PPPAA48aN69egRA6mD5QcxZr4dpJOmpDVMyloSreT7wszvXDMwAQ3yMwsOoqU7e7aKNvAfM8HMa7n4eDhugblOSRpNYkm4plOKsO971RdGIiyraOBmkSTkjQRERE5ImhNmhxxji+awPSiMdQkmqhPtpJyMiTsFNs7G+l0kpxeMZ3KUO8Jw5HmhYbVu8bPDAy8rpHGXV/GrjMddoaGZDzrPnYnft779kjbzfO65lfuLloiIiIicrhTyTQ54gQtP18YewbDw8W80riOhnQcE4Nh4SJOLZ/GrJKJQ27qrud5tGYSZFybwkAUfy9FUbKxsmUrHrtTNHqkSR4GYJBxHda2bac0FMuqjxHhEooCebSk23sdkWtOd1DkjzIyUpLV9UVERESGmj4naX/729+6/+y6LosXL+btt9/uPvaxj32sfyITOYjCVoCPjjiRMyqOpT4VxzQMhoWKe634ONi93bKVJXWrWN9Wh+t5FAWizCmfyGnlk/ZaIKUvdidnlmHtWrO3+3sD23Px8HIqkR/xBTmpdCJ/3f4KbZkE+e/ZtLo9k6TNTnDa8Jk9jouIiIgczvr8zur888/v8f0Xv/jF7j8bhoHjODkHJXKoRHwhqnyhgQ4jay/Wr+OPm16kw0lRHMjDZ5g0pNr406alVLfv5NJxp+aUqI2OlAFdiZrjud3HPbrWpAGYGIwM57aZ/ZnDjqUp3c7LjeuoT8XxGxa25xAwfcwpncS8YcfldH0RERGRoaTPSZrruvtvJCIHXUu6kz9vfQXbcxkbLSPt2rh4VIQLSDkZXm3cwOSCEZxaPinrPqryynevRus+9v7vI74QuS4XC5g+PjvmFD5QMoE3mzfRku6gIBDh2KIxHJU/HCuHjbJFREREhpqc1qQlk0lCoaE7CiEylL3ZvJnGVDsxf5iVrduIZ5J4nkfQ8lERKsDAYGn9Ok4py2WNnYcPPzbp7rTs/QlbwAoSMgO9/3gfmIbJxNgIhodLaEp3UOSPEAtoiqOIiIgcefqcpDmOw/e//33uuusu6urqWLt2LePGjeO//uu/GDNmDFdcccXBiFNE3qcx3U5bJsmORCuO5xA0/RimSdLJsKF9J3m+EPn+FmzPxW9kt9auKwkLEMJPxsmQxsbDw8QkZARwDQiYfmwv92nO6+N1LNz4PK81biLt2vhNi5nFY/jCuDlMKhie8/VFREREhoo+zyH63ve+x8KFC/nRj35EIPDup+fTpk3jN7/5Tb8GJyJ757guDak2PM8l3x8mYPnwmxYRX5CIFaA53U48k8SXw1RBv+mj0B8h5XokXHBcH57rw3Yt2h0Xy/BRHMjD9nKbBr2qpYavLvsDz9S+Q8rJ4DMt0q7NkrrVfO31P/JW85acri8iIiIylPT53dtvf/tbfvWrX3HJJZdgWe9+On/ssceyevXqfg1ORPbOxcPF67UipWWYuJ6HmeNiscpwIWDiegamYWJgYBgWpmFgGSYZ1yNsBSjOcZPpn65+ivpUG6XBPAqDEaK+AIWBCKXBfBpTHdz2ztNd+6X1gw47xdL69Ty+7U3+sWMVNZ0t/XJdERERkf7S5+mO27dvZ8KECXscd12XTCbTL0GJyP75MMnzhUi5Xb93AdOHYRjYrkPCSRPxBfGb/pymOxYHoqRdB9OAqC9Mwk53JYaGRdD00e6ksAwfgRxK8L/TWsO6tjqivgCW2fNzI8s0iPqDVHfU82bzFmYUV2XdD8BrDdU8tPk16pJxPDw8D/L9IU4qm8Cnqk4gYGnrSBERERl4fR5JmzJlCs8///wexx9++GGOO05lskUOlZAvQGkwn2GhIlw82uwkbZkESTdDzB9mRLiYAn84p+mOa9vqiFhBPBeaUh0k3QwZ16HDSdGc6SBk+kk7Nk3pjqz72Ni+k7RrE7ICeB6kHJuEnSHl2HgeRMwAGdehur0h6z4A3mndwcIN/6Ix1c7oSDHj88oZn1eG37B4esfbPLJlWU7XFxEREekvff7Y+MYbb2T+/Pls374d13V55JFHWLNmDb/97W957LHHDkaMItKLKQUjyPOFiPqCxPwRtnY24XouBf4I4/LK2dLZwAdLxuVQ2RHSTobWTALDMPHjJ2HbuHRtZB2x/GRcl6Z0BynHzrqPiBXENAwSdpqka2O7Dh4eBgY+0yJk+TEwiPiyryDpeR6Ld6yizU4yLlrW/ZoYhkFxMIqHx7/q13PGsCmUhfKz7kdERESkP/T5I/aPf/zjPProo/zjH/8gGo1y44038s477/Doo49y1llnHYwYRaQXY6KlTCsYySsN1bzcUM3WjhZqOtt4J17Loh0rCZp+Tio/Oqc+Mq5LWzpJR9qm3baxXXBdyDjQlsnQmckQTyfI9wWz7uPEknFEzADN6U5s18EyTfymD8s0sV2HllQHIcvPSWVHZd1HaybBmngtxYG8XpPWokCUeCbB6tYdWfchIiIi0l+yWoBxyimnsGjRov6ORUT6wPM8ljfuoC2dwTTBb3aVCXE9SLsu61ubaUi2Ux6KZd2HiUHCdkm77q5iIe+ec/BIOh4J26HDSZNPdnuahXx+SoMx6lPtOJ6L5Zldm2N74HouLh4lgTzClj/r+8i4Do7nEjZ7v4ZpGBi72omIiIgMtD6PpMXj8X1+icihsbR+I2+31BDzRynyxfAbQSwCRK08yvxFxDMpHtj4Sk59bOtsxvE8DMDAwzMAw8AzwPC6cqmOTIa0m/10x80dTYTMICMjxViGScrNkHTSpNwMpmEwMlxMxAzntCatwB+mwB8mbid7PZ90MpiGSWkoL+s+RERERPpLn0fSCgsLe50u5HkehmHgOPokWuRQeKZ2NWnXwXFdmtwMrufhAQZpgqYPn2nyckM1rutimtkVD6lPtuN5EDQtPANs1+1aL2YY+C0L23WxPY+OTCrr++i00zh4TC+sIumk2drZSNq1CZg+RkaKifpCbGpvoNNOZ91HwPIxp/wo/rTpFZJOhtB7RuU8z6Mm0cKYvFIma9NsERERGQSymu748MMPU1xc3N+xiBwynuexrq2el3ZuZH28Hp9pMqN4FLPKxlIeHhqFI9ozKVKujds90mVgGuB6Hkk3g+ka+E2LpGsTMbMruhGy/JimgQMYngGesSsRNNi9fbXfNMnksJl1YSBMyPLR6aSI+cNMLhjR43xbJknY6to3LRenV05iXbyW5c1bCZl+or4gGdehJdNJRSjGZ8eeiL+XPedEREREDrWskrQ5c+ZQXl7e37GIHBKe57Go5h0e3vwG7ZkUUV8A13NZ3VrLktq1/PvEk5lUUDnQYe6XaRg4nosBmO/ZB800DPA8bM/Fdl1COexhdlSsgqDpo9PuGqnbzfEAw8DCIOYPMzqa/Yc2w8OFTIpV8lrjZvJ8oa74d/E8j7pEnGOLR+XUB0DEF+SLR3+I53eu5V8719Gc7sRvWcwrm8bciomMzPH6IiIiIv0lq3dvq1atorGxkWg0SmVlJYFA9qWxRQ61d1preWjT61iGyYT80u7pu67nUd3eyD3rXuTGY88jz599xcJDwcBg17DWHjy8Xo/31UllE/AZFq6X3rMjz8M1YFSkOKdRLsMw+Pjo49jW2cKGtnpKQ3lELD8JJ0N9sp2KUD4XjD4up60Edov4AswbPo0zKieTcDIETItgDgVJRERERA6GrBaqnHHGGUydOpWxY8cSjUY55phjuPXWW/s7NpGD4l91G+h00lSE83u88TcNg6poMds7Wni9ccsARnhgHM/r2qjaM8i4DmnHJW27pB0Xx/OwMPAZXdMds7WtsxkLC8MwMAze92VgYJCw7Zz2SQMYk1fKtZNOZ07ZeFpSCdbHG2hKdjKrdBzXTDqd8fn9N3Lveh4b2hp4u7mGlS21dOSw1k1ERETkYOjzSFp1dTWe55HJZIjH49TU1PDKK6/wX//1X9i2zde+9rWDEadIv1nTWrfXfb18pokHbOloOrRBZaEwEMHCxPE8nPeuCfMAzyRgmUR9gZymO65sqSHlOBQFoiSdNGnXwfM8TMMktKucfW0yTn2yjZHRopzuJ55JUZ9MkHEMMq6BzzBoSCaI51CU5P3WxXfyx43L2NDWQNq1MTEoC+VxzogpnDVico+pliIiIiIDpc/v3qqqqnp8P3PmTD760Y9y9NFHc/PNNytJk0HPNLqKX+yzTX/MFTzITq+cyP0bXsXelaDtjtgDXDwSjsuE/IqsKzsC7Ex07V2WZ0XJt0JkPAcPDwsTn2nRYadJOTbxdAJySNJWNu/gztX/pDWdZHg4RnjXdMd1bQ3ctfp5rp50CscWj8z6+gBb2pu4451/sjPZxrBwrLtwSH2ynfs3vorjuXx41LSc+hARERHpD9m/e3ufiy66iD/96U/9dTmRg2Z68UjaMik8b89ULe3YWIbB+FjZAETWN83pBO6uW9hd3dHAwOxarYYHNKcSOfUxPFKAZZqkXBvDMAiYPoKmH9+uKohp1yZs+XNak+Z6Hn/d8hat6QTj80qI+AIYhkHEF2BctJi2TIq/bHmrR+GSbDxds5raRJxxeaVEd42k+k2L4ZECQpafv29fRWs6t9dLREREpD9klaS1tLTwm9/8hhtuuIGmpq5pYStWrKCioiLrQP7nf/4HwzC47rrruo8lk0muueYaSkpKyMvL48ILL6Surq7Hz23ZsoXzzjuPSCRCeXk5X/va17DtnutjlixZwvHHH08wGGTChAksXLhwj/7vuOMOxowZQygU4sQTT+SVV3LbBFgGrznl4ykMhNnW2dLjjX/GddjS0czYvNKcR20Ohce3rQTAZ1gYXVtN7/oPmIaJicHaeD2ZHPYunFY0nJJAlISdJu3Y3Ymt53l02mlcz2N8fjllOWxbsKWjifVt9VSGYnsUBzEMg8pwjE3tTWxsy34z6/ZMitcbt1IciPY6pbE8mEdjqoO3m2uy7kNERESkv/Q5SXvrrbc4+uij+eEPf8iPf/xjWlpaAHjkkUe44YYbsgri1Vdf5Ze//CXTp0/vcfz666/n0Ucf5aGHHuK5556jpqaGT3ziE93nHcfhvPPOI51O8+KLL3LfffexcOFCbrzxxu421dXVnHfeeXzoQx9i+fLlXHfddfzbv/0bTz31VHebP/3pTyxYsIBvf/vbvP766xx77LHMmzePnTt3ZnU/MriNzS/h0gmzyfMF2dBWT3VbIxviDWzpaGZcfin/PvHkHpsdD1b1iTYAwlaAsBUgaPoJmn7CVoCIFcQyTJKunVPhkLF5JcytPJqQFSDl2jSmOtiZbKMp3YmLR0kwyieqZuS0v1h7JkXadfb6moctP2nHpt3Ofm1ah50m4zqErN5neFu7poR22pms+xARERHpL31ek7ZgwQIuvfRSfvSjH5Gf/+6n5x/+8If57Gc/2+cA2tvbueSSS/j1r3/Nf//3f3cfb21t5e677+aBBx7g9NNPB+Dee+9l8uTJvPTSS8yaNYunn36aVatW8Y9//IOKigpmzJjBd7/7Xb7xjW/wne98h0AgwF133cXYsWO55ZZbAJg8eTIvvPACt956K/PmzQPgJz/5CVdeeSWXXXYZAHfddRePP/4499xzD9/85jd7jTuVSpFKvfumMR6PA5DJZMhk9v5Gb/e5fbWRg++4whGMnHY2rzduZWt7E37D5OiCCo4tHknEF+j353MwnnupL0IQE59nYOADw+veaNrwwMEgZPixHI8M2fd7ydgTWNGwndWtddiejQfYGBiWwYllYzi1bFxO9xU1fOThI51JE+hl24NEJk3U8BE1fFn3E8Ei3/STSqeIWXtuGZJxXQIYxKz+ffb6fT8y6bkfefTMj0x67kemA33uuf69MLzeFubsQ0FBAa+//jrjx48nPz+fN998k3HjxrF582YmTpxIMpnsUwDz58+nuLiYW2+9lblz5zJjxgxuu+02nnnmGc444wyam5spLCzsbl9VVcV1113H9ddfz4033sjf/vY3li9f3n2+urqacePG8frrr3Pcccdx6qmncvzxx3Pbbbd1t7n33nu57rrraG1tJZ1OE4lEePjhhzn//PN7xNXS0sJf//rXXuP+zne+w0033bTH8QceeIBIJPv1OSIiIiIiMrR1dnby2c9+ltbWVmKxWJ9/vs8jacFgsHvU6L3Wrl1LWVnfii388Y9/5PXXX+fVV1/d41xtbS2BQKBHggZQUVFBbW1td5v3r4Pb/f3+2sTjcRKJBM3NzTiO02ub1atX7zX2G264gQULFnR/H4/HGTVqFGefffY+H0Qmk2HRokWcddZZ+P2Df0qd9I+D8dyTdppPLr6HmkQru/e1BrqLhgQMi+/N/AhnjpiUdR+t6QSXPPs74pkkJcFoj/2sHdelKdXJB0pHc+vsC3K5FdbH6/nlmhdoTHdQHsgn7POTdDLUJdsoCkT494lzmFiQ/ZpXgKZUJ3eu/ifr2xoo9ofJ8wdJuw4NqXaivgCfH38iJ5SOzqmP99Pv+5FJz/3Io2d+ZNJzPzId6HPvLV/qiz4naR/72Me4+eabefDBB4Guhf1btmzhG9/4BhdeeOEBX2fr1q185StfYdGiRYRCob6GMeCCwSDB4J5Ts/x+/wH9oh5oOzm89Odz73BtMoZJpwuG4YHhdSVoHniegWuCY5g59ff0lrfYmemkKBAmY75v0N0yMHwWr7fWsDPdyYhoQdb9TC4ZzjXT5vLXzW+xOl7HzmQHQdPHMaUj+dioY5hUWJn1tXer8BfwpWkf4rGtb/Nqw2Z2pNvxmSaTS0Zw7ojJB7VYjH7fj0x67kcePfMjk577kWl/zz3XvxN9TtJuueUWPvnJT1JeXk4ikeC0006jtraW2bNn873vfe+Ar7Ns2TJ27tzJ8ccf333McRz++c9/cvvtt/PUU0+RTqdpaWnpMZpWV1dHZWXXG7bKyso9qjDurv743jbvrwhZV1dHLBYjHA5jWRaWZfXaZvc1RAajJ7e+Q01nHB9dlRxtzwMPLKOrEIbtudyz9mXOGz1lj6qJB2pnoh0PD79lgQe25+J6HpZhYJkmQdNHp5OmNtGaU5IGcFSsnK9OO4Ptna3EMwny/SFGRgqzjr03paE8Lj1qFudXHUtTqoOg5WN4uKBf+xARERHJVZ+TtIKCAhYtWsS//vUv3nzzTdrb2zn++OM588wz+3SdM844gxUrVvQ4dtlllzFp0iS+8Y1vMGrUKPx+P4sXL+4eoVuzZg1btmxh9uzZAN2J4c6dOykvLwdg0aJFxGIxpkyZ0t3miSee6NHPokWLuq8RCASYOXMmixcv7l6T5rouixcv5tprr+3biyNyCC3esRbbcfGbFo7ndZXh9zw8DFwADzbEG8m4DoG9VDXcn+JgGAPozKTptDOkXRfo6ivk82Hg4TNMyoJ5/XJPhmEwMloIFPbL9famMBCmMBA+qH2IiIiIZCu7d27AnDlzmDNnTtYd5+fnM23atB7HotEoJSUl3cevuOIKFixYQHFxMbFYjC996UvMnj2bWbNmAXD22WczZcoUPv/5z/OjH/2I2tpavvWtb3HNNdd0T0W86qqruP322/n617/O5ZdfzjPPPMODDz7I448/3t3vggULmD9/PieccAIf/OAHue222+jo6Oiu9iiHH8/zeLu5ln/VVrO2tQGfYXJ86UhOGTY25xGhQ6UllcDbNYK2ey8N0zTxPA/H8/A8yDg2aSf7JO3ckZO5c9UL1Cc7sDDxmSamYeJ6Hu3pFC4ex5eMZFReUf/d2CGQdhzaMkmClo+8XipKioiIiAykPr9z+/KXv8yECRP48pe/3OP47bffzvr163tUUczVrbfeimmaXHjhhaRSKebNm8edd97Zfd6yLB577DGuvvpqZs+eTTQaZf78+dx8883dbcaOHcvjjz/O9ddfz09/+lNGjhzJb37zm+7y+wCf+cxnqK+v58Ybb6S2tpYZM2bw5JNP5rQ5twxenufx101v8+dNb5OwM+T5g7iey8Mb3+SftRv44uTZHFsyfKDD3K+or2stp4GHYby75aFhGJiehw0YhknYl/2c6FggTHEwj5Z0Es9wwTDxAA8Pd9eI2lGx8iEzXbAtk2LxtnX8c8dGWtMJfKbF8aUjOGvk0YyLlQx0eCIiIiJAFkna//3f//G3v/1tj+MnnXQS//M//5NTkrZkyZIe34dCIe644w7uuOOOvf5MVVXVHtMZ32/u3Lm88cYb+2xz7bXXanrjEeKtph38edPbBE2LkQXvjpp5nkd1ezP3rH6F737gHGKBwV3QZnyshBdqq3E9MIx3Cy96gLur1mNBIJxTAvV2Uy0xX5jxeWVsTzSTch12T3fM93WtGatLtBNPJ/vt9WpMdhJPJ8kPBCkNRfvlmtCVoP30red5s3E7UX+A/F3VHRdtW8vyxhqumTqHacVahyoiIiIDr89JWmNjIwUFe04Hi8ViNDQ09EtQIgfTC7XVJJwMI983rdEwDEZHC6lub+LV+q2cMeKoAYrwwEzILyXqC9DppHFdtzsZ2731YcC0GJ1XhOO5mIaVVR8t6QSu53FsyQiGdcbY3NFM2nXI8wWYECvDAFrSSdoyqZyTtC1tzTy6eRVvNNSQcmyClo9jS4bxkaopjI0V53RtgKe3rmF543bG5BcRfM/0z5JghI3xJn63dhnf/cA5BKzsXisRERGR/mLuv0lPEyZM4Mknn9zj+N///nfGjRvXL0GJHExrW+rJ9/W+DslnmngebG1vObRBZaEiks+4WAlloTx8ZtevskfXurSoP0BVXhGTCyvwGX3+Ne+W5w/gAW837WBV805aUikSGZv6RCevN2xnc0cLftMkksOUSoDqeBM/fvM5ntm+AZ9hUhqK4jNNltRs5JY3n2N9a24fAKUcm+d3bCTfH+yRoMGuYiV5BWxpb2Zlc21O/YiIiIj0hz6PpC1YsIBrr72W+vp6Tj/9dAAWL17MLbfc0q/r0UQOFsvsKnyxN96uioWD3cyykYyIFpDnCxIoMKlNtuN6LjF/iJJghKZ0gtOGjc9puuPUokoSdoat7S0UBsNEzED3ZtmdmTQbWxuZNLqcomAk6z48z+P/Nq5ge0ecowpKMXfFG/b5KQyEWR9v4KENb/HN4z6U9b20ppO07ppC2Zug5cP1POoT7Vnfh4iIiEh/6XOSdvnll5NKpfje977Hd7/7XQDGjBnDL37xC77whS/0e4Ai/W1m6Uj+XL0Cz/P2eNOfcmx8hsnRhWUDFN2BKwiEuXj8cdy75hXaMilGRQvxmSat6QRN6QQnV4zlpIoxOfXRkUljGV1VHdOO3bU/mmFiuw625+IzLTKu0+treaC2d7SysrmWynBed4K2m2kYVIbzWd2yk01tzVlPewxaFj7TJOM40Mugn+t5eHhZV8EUERER6U9ZvSO5+uqrufrqq6mvryccDpOX1z97JIkcCidXjuX5HRvZ1NHC6GgB1q5Rs5Rjs6m9mcmFFUOiuiPAnMqxFAbDLN6+jpXNtSQdm1HRIk4bPp65w8bnvL5qTWs9fsNialElWzta6LAzeJ6HZZgUBcNUhPNpTHayM9FORSQ/qz6aUwkStk1ZqPd/R/L8QXYm2mlJJ7K+j4JAmGnFw3hhRzVFwT2LqTQmOygMhJlapIquIiIiMvBy+ti4rGzwjzaIvF9VfhFXTp7FvWteYUO8qXv6nmUYTC6s4OopJ+2xbmkwm1pUydSiStoyKWzXId8f6l6jlitnV0GSkdFCKsMxWtMJbM8lZPmI+UN02Gla00lsz826j4gvgN80u0YxzcAe55OOTcC0iPj2PNcXZ4+cyNtNtVS3NTMyWkDAsnA9j8ZkJy3pJJ8YcwxlYX3gJCIiIgMvq3eiDz/8MA8++CBbtmwhnU73OPf666/3S2AiB9PMspGMixXzav1WtrS14DNNJhWWc1zpiCGVoL1X/kHYlHlYJEbQ8tGeSZHnD1LyvpL4rekkJaFITqXyx8aKGRsr4Z3mOiKWn7pEB0knQ9DyURnJJ2FnmFBQwvgc9zGbXFTOVVNm88D619na3tK9VUFhIMT5Y6Zx4fjpOV1fREREpL/0+d3oz372M/7f//t/XHrppfz1r3/lsssuY8OGDbz66qtcc801ByNGkYOiKBjh7JETBzqMQe3owjImFpbxZkMN42MlWO8Zoeu003Rk0nxi7DE5JbamYXDWiKNYsn0DzakEIcuH37ToyKTZ0REnFgjxxSmz+mV0cGbZSKYWVfBW0w4akh0ELR/HFA+jXCNoIiIiMoj0+V3PnXfeya9+9St+/vOfEwgE+PrXv86iRYv48pe/TGtr68GIUUQGiGkYXDbxBMbkF7E+3si2jlbqE+1Ux5vY0dHGnGFjmDfq6Jz72dDaRMj0UxwMYxoGGdfBMAwKg2HClp+NrU39cDddgpaPilA+FaEYlaEYBYN803IRERE58vT54+8tW7Zw0kknARAOh2lrawPg85//PLNmzeL222/v3whFZECNzCvkm8efzvM7qvnXjmo67AyTiyo4ddhYZldW5Tw9tDmZ4MXazYzOK6Q4FKEllSDtOvhNi6JgmOZkgpfrtnL+uKmUhbOfVgmwOd7Mn9a9xcqmOjozGXymyYi8GB8ZM5nTRozNabsCERERkf7S53dXlZWVNDU1UVVVxejRo3nppZc49thjqa6uxtvH3lMiMnQVByNMLCgnlXHoyGQoDUc4uqCsX9bvbe+IE08nGZnXVWnz/eveioJhNrU1s72jNackbXt7nFuXv8DWtlYqo3lURvJJOw47Otr49cpXyLgOZ40+KtfbEREREclZn99hnX766fztb3/juOOO47LLLuP666/n4Ycf5rXXXuMTn/jEwYhRRAZQZybN7W8u5ZltG2lMduB4EDBNhkdjXDrleD46dnJOI1CmYWAYBo7r0pZOsTPRQdK2CVo+yiNR8v0BjF37s+Xiyc1r2NLWwlGF726YHfL5GJ1fyPb2Vv6ycRWzKkfvdcNrERERkUOlz0nar371K1y3q9z2NddcQ0lJCS+++CIf+9jH+OIXv9jvAYrIwLprxSs8uG4FjusSsHz4zK41Yxtbm/jx6y9QGAxz6oixWV9/bKyIkmCEN+p3kLAzOJ6HZRg4nkdNR5yoz8+k4jLGxoqy7qM9k+KVum0Uh8J7bJgNUBHJZ3O8mbcadjBn+Jis+xERERHpD31O0kzTxHxPlbWLLrqIiy66qF+DEpHBoaY9zl82rCLjOpSEIu8ZMfOTcVyak53cu/I1Th4+ptfk50CEfX4K/CEakh3k+QLEAkEMw8DzPDrtDDuTHZxgjSAvhy0GOjJpkk5mr9sU+EwTD2jLpHs9LyIiInIo9TlJe+utt/Z5fvp07TUkcrh4bns1LekEBf7QHlMa/ZZJ0PLxTnM929vjjMovyKqP9kyKpmSCynA+7bs2xzZ3JWk+02JYOEZrOk1rKklBMLtKjHn+IGHLT8LO9DqdsauaJMQ01VFEREQGgT4naTNmzOj+lHv3m7bdBUMMw8BxnP6NUET2yfM81rU08k5TPbbrMCwa47jyYYR9/pyvXdfZhut6+PeyR1nAskjYNvWJ9qyTtM3xFppTSaYXDyPl2tQnO0g5NgHToiycR8TysbW9lU3xZo4tG5ZVH1F/gFmVo/lb9SpKQpEe+70B1Ha0URHO49jS7K4vIiIi0p/6nKRVV1cDXW8Mp02bxhNPPEFVVVW/ByYi+xdPp7h7xass21lDImNjGF0flozKi3HZtBM4prQip+uXRfIwDQPbc/Fj7XE+7bgETIvSUPZVF71d/20YBrFAiNj79i2zXZf+qBt77pijWdFYy9qWBoKmD8swcD3IeDYRf4BPTJhG1B/oh55EREREctPncmlVVVVUVVUxZswYDMNg5MiR3ceUrIkcOq7n8eu3XuX57ZspCIY4qqiYo4pKqMovYFt7nDuWv8SWeEtOfZw2fCwFwRDxdAr3fVtsZFyHpJPh6KJSRmY5igYwOr+QomCYplRnr+ebkp0UBsOMzi/Mug/oKg5ybtVEMhmP1Y0NvFW/k5UNO6lt62RyYQUnDxuT0/VFRERE+ktuNa1FZMCsaarn9Z01DM/L7y62AeC3LMYVFFHX2c6SbdU59TEyv4CPjJ2EaRi0pJK0Z9Ik7Axt6RTxVIqiYIjLpszMumgIdK0DO3XEWOLpJB3vK9zRmcnQkkpw8vAqikLhnO5lbXMDf1qzgqg/wEnDRjNneBVzhldxVFEpb+zcwV82rMrp+u9nuy5NyQSA9pAUERGRPslpJ1pj1/5GInLorWraScLOMDqw5yiWYRgUBoO8vGMrn5s8I6ck6ppjZ5FxHZZsq6Yh0YHreQRMi6pYIZ+beBwfGjkul9sA4PzxU6jrbGdp7Ra8To+g5SPp2JjA7GFVfHLCtJz7eGrTOhoTnRxdVLLHv1t1He08vXk9Z4weT3EoklM/acfh2a0beXbLRpo62jkPH7e/8RKnjz2KGeVa8yYiIiL71+ckraioqPsNTnt7O8cdd1yPkvxNTU39F52I7FXacff5IYnPNMm4Lo7nYhp7ric7UFFfgFMqx1Dd0oxju2Rch6gvwNTCCk6oGNkvH9SEfX6uOXYWJw0bzUu1W2lMdlAcjHDisFEcXzaCgJV9/ACtqSRv1u+gNBzpNd7SSISNLc2saKjjtJHZ7/mWcR1+/darLNlaTcA0Kd61vu612m282biTS6cdz4dG557UioiIyOGtz0nabbfddhDCEJG+qojmYdA1rc7XS/XFeCrFtNJK/GZuCc6SrdXc/dartKST5FlBPAsM4M2dtdzy6vN8/YOnMjpWmFMfAH7T4oOVo/hg5aicr/V+Sdsm47rkB3ovDGIZJgYGSdvOqZ+lNVv457ZNVEai5AWCWJ4HiRTjCovZ3B7nj6vf4piyCkrD2RdaERERkcNfn5O0+fPnH4w4RKSPTqgYQWU0n21tcUbnx8i4Lq7nEfT5aN+1tuu0kWNy6qMzk+bBNW+xKd5K2nGwXRfoStL8lkVbKs0TG9dw1YwTc7ybg6sgGCQ/EKQtnep1n7SUY2MYBsU5rnt7fusmwCOvlz6G58VY39LIa7XbOWfs0Tn1IyIiIoc3FQ4RGaJigSDzpxyH7Tgs2bKJZzZVs2TzJv6xcQOrG+o5ZeRYThqeW8XVFQ11rKjfSTyZJJ5K0ZpK0pLs+oqnkrSmkjy9aT2tqWQ/3dXBEfL5OWVEFW3pFOn37eXoeR7b27o2455eVpl1H57nsa09Tr6/9w2xTcPAAOoTHVn3ISIiIkeGnAqHiMjA6khnaE2kaE+lSbtdyYdlGJiGSbwzudepkAdqU2sLTYkESTuDBxgYGEZXQpKwbVKGw/a2OK2pJAXB0H6vN5DOGXM0qxrrWdFQSywYJN8fIO061Cc6KQlF+NzkYwlauf2TGPb59qhQ+V4e5NyHiIiIHP40kiYyRDUnE9z22r+o6+gg6g8wLJLPsGiM4mAE23H46/rV/GPThpz6aOzsIGFncOlat2XuqrlhGiaWYeJ4Hi3JZM5ruQ6FgmCIBTPn8JmJx5DnDxJPp7Fdj7kjx/L/zTyZ48qH53R9wzA4afho2tPpPfaUA2hLpwj5/DlvMC4iIiKHP32kKzJELd60gU0tzUR8fiLvKYjhN00ClkVDopOH16zgvPFHZ12BcWdnB7vTDcdz6f4Gj92XtD2XzPumEA5WBcEQn5k4nY+Pn0xLKknI8lGY4zq09zpl5Fie376ZDS1NjMyPkbdr1KwlmWRHsoOTR1Qxsbis3/oTERGRw1OfR9LuvfdeOjs7D0YsIofUjvY2/rLmHX7y8r/4+asv8eymjbSlUwMd1gF7o24HGdcj3EvFQss0CZgW65ubckqgHM/DAPDA896TowGu13XcwCCeHtxr0t4v5PNTGc3v1wQNuipufvn4k5hYXEpdZzsbW7q2JEk6NqePHs+V0z+Y0551IiIicmTo80jaN7/5Tb7yla/wqU99iiuuuIKTTjrpYMQlclD9a+tm7luxnMZEJ37TwvVcnttazbgNxVxzwolUFRQOdIj7lXEdurOnXt74G4aB7brsOfHuwBWHwni7krHdelzP6PqkpzDHDaAPJ+MLi7lpzpmsbKhje2szmVXr+H+z5jKml020RURERHrT55G07du3c99999HQ0MDcuXOZNGkSP/zhD6mtrT0Y8Yn0u/XNjdzz1ut0ZjJMKCphbGER44tKGFtQzMaWJn7x+iskMpmBDnO/JhSVYJnmrmStJ8/zSLsOw/Lyc9oIelR+Ibi7vjHe87+7vzzwYVLWzyNSQ53PNDm2fBhnjTkKgJH5BUrQRERE5ID1OUnz+XxccMEF/PWvf2Xr1q1ceeWV/P73v2f06NF87GMf469//Suu6+7/QiID5Pmtm2lJJhmZH+sx9cxnmlQVFLGxuYnXa2sGMMIDM2/sBErCYeLpFCnbxttVrMJ2XVpTKXyGwccmTMopOQhYJgHDAheMXQN2Bl1/ZtdAXtgXIOEM/sIhIiIiIkNFTtUdKyoqOPnkk5k9ezamabJixQrmz5/P+PHjWbJkST+FKNK/3qyrJT8Q7DV5CVgWjuexYddaosFsdKyQS6bMIOYP0mlnaN21j1lbOoUBnDhsFB87anJOfTQnkgQsi4jPj4EB7q4vz8BnmkR9AUzD6FqfJiIiIiL9Iqskra6ujh//+MdMnTqVuXPnEo/Heeyxx6iurmb79u18+tOfZv78+f0dq0i/8HYXw9hnm0MSSk4Mw2D+tOP4ygknMb2skuJQiIJAiDGxQj45aRrfPvl0SsK5rRWrzMsj5POTFwgwPBqjMBgiFghSHAozPC9GwDQpCIawDO3mISIiItJf+lw45KMf/ShPPfUURx99NFdeeSVf+MIXKC4u7j4fjUb56le/yv/+7//2a6Ai/WVKaRmLqjdQSf4e52zXxTSMIVE4BMBvWXxy0jTOGjuBdU2NZHatQ6uKFfbLGqjKaD6VeXk0dnaStDP4Tat7M+uOTJqwP0BVrJCi0ODeyFpERERkKOlzklZeXs5zzz3H7Nmz99qmrKyM6urqnAITOVhOGT2GF7dvZUd7G5XRvO5kxvU8NrU2MzJWwAnDRgxwlH1TEAwdlJinlJYxtbScl7ZvpTOdJuGk8ADTMMgPBIj6A5wxdhzRXrYBEBEREZHs9DlJu/vuu/fbxjAMqqqqsgpI5GCbUlrOZ6dO54+rVrCuuZGIz4/jeaQcm5H5Mb543AnkKekAukbqji4q4R8bN+B4kOcPAAYeHomMTZ7PZkppeb/05Xke1S0tvLGjhpZkklgwyPHDhjOuqEiVEUVEROSI0uck7Wc/+9k+z3/5y1/OOhiRQ2XeuKMYX1jMv7ZtYV1TI37L5LjK4cweMYqySHSgwxs02tNp3tixg+JgmPpEJ+3pDOBhGAYF/iBBw2Lpli3MqBiWUz+26/LHt99i8cauDcUtw8DxPB5fu4a5Y8dxyTHT8eewlYCIiIjIUNLnJO3WW2/t9bjneWzdulVJmgwZsWCQkmCEeDiF3zQp9IeI+PwDHdagsnJnHWsa6omn0kQsP4XBEAYGrueRzGRoTaZ4fssmLpo2naJw9nulPbluLY+uWUNROMSwvK5Nnz3PoyWZ5O/r1lAYDHL+5Cn9eGciIiIig1efk7S9rTVLJpNEIrlVkhM5VF7aupX73nyDho5OfKaB48Ez1dWMLyriPz54IqMKCgY6xEGhvrODpkSSoM+3x7ozv2nSnEiwo62dzkwm6yQtkcmwuHojYZ+vRzVKwzAoCodJ2jaLqzdy1vgJWvsmIiIiR4R+q5ttGIbWjciQsLG5mbvfWEZ7KsWE4mLGFRVzVHExYwoKWN/UxJ2vvkzSzgx0mH2ScRw2NDWxpqGB1mSy367bmOgk47oEe5lqaBhde6V1ZDLYOWxgv6mlhbqODkr38iFPaSRCQ2cnG5ubs+5DREREZCjp80iayFD3/OZNtCSSHFVc3OODBb9lMaawkOrmZt7YsYPZo0YPYJQHxvM8lmyq5ql169neFsdxPWLBILNHjeL8yZMpyLE0fkU0n6BlkbBt8k0T3vN6eZ5HxnUoDkfwmdl/3uN4Lp7nYe7lQ56uzbI9HC/7RFBERERkKOlzkmaapkbMZEhbXltLfiDQ69/jgGVhux7rG5uGRJL2t9WreXDl2xhAWTSKzzRpTSZ5dM1qtrS2cN3sk8gPBrO+fkU0SkVeHk2JTuKpFGG/H9MwsF2XhJ0h5PMzOlZALIc+hufHKAgGaUoksAyDne0dpGyboM9HWV4Uj671gyPyY1n3ISIiIjKU9DlJ+/Of/9zr8XQ6zUUXXZRzQCIHm+u5+/ygwQBcvEMXUJbq2tt5bO0awj4fFXl53cfLolEKQiHeqqvj+c2b+fDRR2fdx5SycqaUlfNOfT0pO0NTIoHjeQQsi2F5+eDB3LFjc0oEi8NhThg+goVvvE7G7hots0wT101QE2/DZ5l89tjplEVzr7rpeR4bm5p5Zds2atriRAMBjhs2jBnDhhH0aWKBiIiIDA59flfy8Y9/vNfjqVQq52BEDoXJpWU8U72RSvL2OGe7LoYBVQWFhz6wPlpWU0NLIsmEkuI9zgUsi5DPxz83beLco47KevQ76PPxmanT+Nbif7A9HifjdCVRnYZBIpPhgyNGcu6E7JPA7nhNC8ftmtLotyws08DDwHYcDNcgaOaeQHmex59XreKx1WtoS6cJWCa247JkYzXTKyu5+sQP5lShUkRERKS/9FvhEJGh4pSqMUT8AWrb2/G8d0fMXM9jU0sLI/JjzBw+fAAjPDDxVBLDYK9ruSJ+Py3JJJkcinoALK/ZQW28HcfxsEwTn2lhGJDOOKzd2UBNPJ7T9dtSKV7Zvp2JJaVMq6ikMBTCZ5oUhEJMq6hgclkZy2pqci6I8uKWLTyychV+y+SokmLGFBUxobSEEQUx3qipYeHrb/T4+yAiIiIyUPr88fSCBQt6Pe44Ts7BiBwKU8rK+PTUqTy0aiXrmpqI+v24nkennWF4fox/P+EDOU3fO1SigQCu5+F5Xq8jZUnbpjQSxZ9DUY/mRILfvbEcPBiZF8MFPLqKfHieR0NHJ794+RXuOr/3EfYDsbW1labOTkbEYgQsixH5+T3O267LlpYWNre0ML2yMqs+XM/jHxs24noepe+bNhny+ajIz+Ot2lo2Nbcwtrgo63sRERER6Q99TtLeeOONvZ479dRTcwpG5FAwDINzjzqa8cUlvLhlC+uaGvGbJscNH87skaN6rO8azI6rHMafg+/QmEjsUb7edl060mkumDwlp0I/f1+7lpZkkqJwGNM0ew69GxD2+3mztpaaeJzhscFb2KMpkWBrSwvFkd6nM8aCQXZ2dLCxuUlJmoiIiAy4Pidpzz777MGIQ+SQMgyDiaWlTCwtHehQsjayoIAzx4/jr6tX05ZM4TO6UigXj4Sd4ejSUk4bMyanPna2d+DRtT1BbwI+i850hh1tbVknaaMKCigKh2lKJKjsJUFuSiQoDIepKizM6voAeB4eHgb7TlhdTXcUERGRQaDP86DuvfdeEonEwYhFRProoxMnMSKST3VDM2/W1PJmTS3v1Nbj2B4XTJqScyGMonAIA0jbNu3JNDtbO6htaach3kEynSFt2/hMc68bUR+I/GCQ08aOpS2Voj2d7nGuI52mJZHg5KqqnPZ8KwqHGZ4fo3kv/3a1p9OEff7cEkERERGRftLnJO2b3/wmFRUVXHHFFbz44osHIyYROQCe5/H7N95kW2sbx1RUcOLIEXxg5Eg+MHwEQdPHH5a/xY62tpz6OOfoown7/OxoaaM+3kF7Kk1nOkM8maa2pZ3WjiSTSksZnWNy8/FJkzh1zBjqOzpY39jI1tZW1jc2srOjg5OrqvjElCk5Xd8yTT40bhyO59GS6FmAJOM47Ii3MbmsjKNKSnLqR0RERKQ/9Hm64/bt23n00UdZuHAhc+fOZdy4cVx22WXMnz+fyiwX9YtI321saualLdvIC/hp6UxS39GB50FeIEBFLI+tLa08v3ETnz72mKz7KI9GiVh+6nspEOkCrgNjCgtz3uA+6PNx1Qc/yJzRo3l52zYaOzspjkT4wIgRHFtZudfpln1x2tgxbI238o/1G6jv6CDi95N2HBzPZVJZGZfNPD7n+xARERHpD31O0nw+HxdccAEXXHABdXV13H///dx3333813/9F+eccw5XXHEFH/3oRzFzqCgnIvu3oraO+vYOOpIpkrZDwGdhYNCUSNCUSJAfDPDi5i18avq0rJOPlXU7aWzvxKQrKXsvY9fX0k3byDhOzomUb1fxluMO0vYHlmny+RkzOG7YMJZu2cL2eBvRgJ8PjBjJB0eNJC8QOCj9ioiIiPRVTjvEVlRUcPLJJ7N27VrWrl3LihUrmD9/PkVFRdx7773MnTu3n8IUkfdrTSapb2/HZ1jEQsHuRCyEj7Tt0NyZYEe8Ddt1s06g/rF2PQnbJuDr+qci4zh4dO3N5jcNbNejJt7G2vpGplaW53Q/tuuyYkcdr23dRmNHJ0WRMB8YNZJjhlX0y0gau+KeXlmZdSl/ERERkUMhq+Guuro6fvzjHzN16lTmzp1LPB7nscceo7q6mu3bt/PpT3+a+fPn7/c6v/jFL5g+fTqxWIxYLMbs2bP5+9//3n0+mUxyzTXXUFJSQl5eHhdeeCF1dXU9rrFlyxbOO+88IpEI5eXlfO1rX8O27R5tlixZwvHHH08wGGTChAksXLhwj1juuOMOxowZQygU4sQTT+SVV17J5qUROWRaO5OkbYdIwL/HSFnAZ2G7LolMV2GPbG1vbcPzPGzHIbNrL0STrvVwacftOue67Gxvz+VWSNk2v176Kj9Z8gKL123knZ0NLFlfzS3P/Yu7lr5CIpPJ6foiIiIiQ0mf37199KMfZdSoUSxcuJArr7yS7du384c//IEzzzwTgGg0yle/+lW2bt2632uNHDmS//mf/2HZsmW89tprnH766Xz84x9n5cqVAFx//fU8+uijPPTQQzz33HPU1NTwiU98ovvnHcfhvPPOI51O8+KLL3LfffexcOFCbrzxxu421dXVnHfeeXzoQx9i+fLlXHfddfzbv/0bTz31VHebP/3pTyxYsIBvf/vbvP766xx77LHMmzePnTt39vXlETlk8kNB/JZF0rbxPI+M45CxHVzXw3YdTNMgaPmw3V4WlB2g8vwoHl2l6XcngruL1BuGge15GEBlLH9vlzggf1u5miUbqimJRplQWsKowgLGl5ZQnhflhY2b+cuKd3K6voiIiMhQ0ufpjuXl5Tz33HPMnj17r23Kysqorq7e77U++tGP9vj+e9/7Hr/4xS946aWXGDlyJHfffTcPPPAAp59+OtBV/n/y5Mm89NJLzJo1i6effppVq1bxj3/8g4qKCmbMmMF3v/tdvvGNb/Cd73yHQCDAXXfdxdixY7nlllsAmDx5Mi+88AK33nor8+bNA+AnP/kJV155JZdddhkAd911F48//jj33HMP3/zmN/v6EokcEgWhICW79hdr7UyC54FngOHhM02KohHK86JYOYykTSwrxTAMXM/Ddd0eu4x5u/YU81sWw/KzT9LaUime37iJ/FCIvGDPdWHRQICCUIgXqjfz4clHUxDOvgy/iIiIyFDR5yTt7rvv3m8bwzCoqqrq03Udx+Ghhx6io6OD2bNns2zZMjKZTPcIHcCkSZMYPXo0S5cuZdasWSxdupRjjjmGioqK7jbz5s3j6quvZuXKlRx33HEsXbq0xzV2t7nuuusASKfTLFu2jBtuuKH7vGmanHnmmSxdunSv8aZSKVKpVPf38XgcgEwmQ2YfU7N2n9tXGzn8HIznflRxEWHLxO8aGKa5ayNmDzCxTBPPdjiusgLHtnGy7CNiWuT7LJLOu1cweHc0DaAsGKQ9kSDqy27d2KaGRuKdCYbl52P2spl0WTjM1tZWqhsamFpZ0csVBi/9vh+Z9NyPPHrmRyY99yPTgT73XP9e9DlJ252MvN/OnTuZOHEiBQUFVFRU8M47BzY9acWKFcyePZtkMkleXh5//vOfmTJlCsuXLycQCFD4vv2XKioqqK2tBaC2trZHgrb7/O5z+2oTj8dJJBI0NzfjOE6vbVavXr3XuH/wgx9w00037XH86aefJnIAG/suWrRov23k8NPfz/3S0gIoLdh7g/odPPHEjpz6uHH86P22Wfb8P3Pq44K8AHgp2Mu/Zx/MD7L59WVszqmXgaPf9yOTnvuRR8/8yKTnfmTa33Pv7OzM6fp9TtIK97InkrdrzUpTU1Ofrjdx4kSWL19Oa2srDz/8MPPnz+e5557ra1iH3A033MCCBQu6v4/H44waNYqzzz6bWCy215/LZDIsWrSIs846C7/ffyhClUHgYDz3xWs38NtXXieeStPQ2UnG7hrtsgyDvGCQsvwIk8rL+X9nnZZ1Cf7HV63mR8+8QNDnI+M6pBwbd1cfEZ+fjOMS9fu55+JPUJGfl1Uf7ek0Nz31DCnboSwviud5uK6HaRoYhkFDRyeWafDts0+nIBTMqo+Bot/3I5Oe+5FHz/zIpOd+ZDrQ5763ga0DlVUJ/ocffpji4uIexxobG/nUpz7V52sFAgEmTJgAwMyZM3n11Vf56U9/ymc+8xnS6TQtLS09RtPq6uq6N82urKzcowrj7uqP723z/oqQdXV1xGIxwuEwlmVhWVavbfa1OXcwGCQY3PMNo9/vP6Bf1ANtJ4eX/nzurekM7bZDR8bB9Qwsq+vX2cMj6bi0p23qOxNgWVmXsC+M5hEMBEjaNtFAgIgRwvU8LANStoOLS144hGlZWd9Xkd/PnPFj+ePrb9HYmaSlI0HGdXetqwthex4XHjuV0iyTwMFAv+9HJj33I4+e+ZFJz/3ItL/nnuvfiawqCsyZM4fTTjutx9ecOXNyCmQ313VJpVLMnDkTv9/P4sWLu8+tWbOGLVu2dBctmT17NitWrOhRhXHRokXEYjGmTJnS3ea919jdZvc1AoEAM2fO7NHGdV0WL168z+IoIgPNMgzq2tpJ2zbFkTAl0Qgl0Qil0Shhv4+dbR10pNP4cygcMiyWz8iCGIXhEJ3pDE2dnbQkEjR1JnDxKI5EGFdSTEl0/1N89+WkqtHgwrq6Bura22lNJKhva2ddXSOe43HK2L6tcRUREREZyrJ697Zq1Sreeecdtm/f3l3hLRs33HAD//znP9m0aRMrVqzghhtuYMmSJVxyySUUFBRwxRVXsGDBAp599lmWLVvGZZddxuzZs5k1axYAZ599NlOmTOHzn/88b775Jk899RTf+ta3uOaaa7pHua666io2btzI17/+dVavXs2dd97Jgw8+yPXXX98dx4IFC/j1r3/NfffdxzvvvMPVV19NR0dHd7VHkcHKcT38PmuP6Yw+y8LxPHyGmfVUR4CjykqYVFGG47iYgON42I6L63oYHlimwdwJYwn6shqU7/b3lWtoSyQJ+X2YGDhu1/TpsN9HeyLFoyv2vj5URERE5HCT1TurM844o/vPgUCAk046qcf+ZQdq586dfOELX2DHjh0UFBQwffp0nnrqKc466ywAbr31VkzT5MILLySVSjFv3jzuvPPO7p+3LIvHHnuMq6++mtmzZxONRpk/fz4333xzd5uxY8fy+OOPc/311/PTn/6UkSNH8pvf/Ka7/D7AZz7zGerr67nxxhupra1lxowZPPnkk3sUExEZTFzXpSAUJLFr8/bQrkQp47okMhnyg0FMwyDjOFlPdzQNg6rCAtpTaZKZDCG/DwsT23VpS6UJ+/yMLS7K6T4a2jt4avU64skUIb+fwlAIDAM8j2TGJp5KsXjNBi6cMTXn/dgAGjs6WbZlO40dnYT8PqYNq2BCWUlOyayIiIhIf+pzkrZ7/7NUKkVjYyMbN27kueee4xvf+EafO99fOf9QKMQdd9zBHXfcsdc2VVVVPPHEE/u8zty5c3njjTf22ebaa6/l2muv3WcbkcHEb1mURCL4fRY1rXFak0k8r+t4aSRCUShExO/PaZ+0tmSKVzZtZ1heHtuaW2lpS3QV+TcMKmN5hH0+lqyrZuqw7D/Q2NbSSk1rG37LIhx4z/xtwyAU8GO7LjvibWxtbs05SVuydiMPvfE2TZ0JoKvg0aOB1XygaiTzTzyeSEBrCkRERGTg9TlJe//+Z7Nnz+aSSy7hc5/7HHPnzmXcuHGUlZXx8ssv91uQIrKnSRVlRPx+TMMg6g+QytjgefgMg4Jg1wjbmaNHYOYwQrSydicbGhrZ1NiC47hA1x5pLh41zW00dyZ5bcs2mjoTFEfCWfWxs62DtOMQ20vlxqDPIpHIUBdvz/Y2AFi+bQf3v7ocz4PxpcWYhoHnebSl0jy3rpqgZXH5SSfk1IeIiIhIf8htIcl7nHzyyd2jbFaWU6tE5MBNrCijMBLmhQ2b8ZsGkUAAwzBIZWxW1dZTnh9l1phROfURTyTZ1NCM47679vS9KV9nKsM7O+pJpDOQZZJWnh8lYFmkbYdAL2vbUruma1bEolldH7pGzP6xej2JjM340ncr0xqGQSwUxHZdXt60jXOnTmRYQe5TKkVERERykf08qPdfyDSpqqqiqqqKkSNH9tdlRWQvWhNJUukMBaEgfstH0rZJpDO4eBSEQgQti20tue3RsbKmrmeCZrz79d44clnNNaKwgGGxfDKOQyKdwXEcbMfBcRwSmQwZ26UylseoosKs+2hOJFlX30jJXhLJonCIeCrFmrr6rPsQERER6S/9NpImIofW61tqaE2kOHH0SNrSaVoSSTzPI+L3UxKNUNMS5/n1m5h71Nisi2KsqKnD493Rs96KuXoevFmzg+GFe9/EfV/K8qKcPWk8f1i2grZUiqRts7vTkOUjLxTgzInjc1qPZjtO1/5ue1mfZxgGBmC7btZ9iIiIiPSXfhtJE5FDq7GjE+gqt18UDjO2uIhxJcVUxvLxWxZ5oSA729pzSjxcz8WgK2d6f3723u+TaTvrPgBmjRmN3zSxHZeg5SPs9xO0fNiui88wObFqdE7XL9q1j1xrMtnr+c50Br9laaqjiIiIDAoaSRMZokJ+H57n4XleryNladshFg7iy6G646SKcl6q3tbrdMbdyZsBzBw9POs+PM/j2TXVFARDVOTnU9fe3rVtgGlSnpdHKmOzZM1GZo4envWIoN+yOHXCGO5/ZTkd6TTRQKD7nOO6bG+NM7mijEkVZVnfx6FWF2/n5eqtrN6xE8+DycPLOXHsKCpieQMdmoiIiORISZrIEDVteAXRYIB4MkVBONTjnOt5tKVSzJtyVE77f504ZhT3vfQ6Ll3JmAHd2dnuBC3s91EQzq5oCEBNaxsrd9QxvCBGQThEVVEhruthmgamYRBPJllTV8/W5lZGFxdm3c8ZE8ezsaGJpdVbMU2D/ECAtOPQnkozqqiQL5x4XE7bFRxKb2ypYeGLy6hv6yDo7/pn/M1tO1j8znouPWkmx+WQNIuIiPz/7N13nFxXffD/zy3T+8z2XtR7b5a7JRkbgzEGDCQBQiCAqc6T5JfyECBPHp6HFCCBhIcEMAmYbhwwbnKTbUlW713a3sv0PnPv/f0x0lprrdrOWrsrnffrZZDmXp1zZu6W+73nnO9XmHzjCtISiQRbtmyho6ODbDY76thnP/vZCRmYIAiX1hjwsaqhhpdOtqDpOl67DVmSSGVzdEei1PjcrJ9Rf/mGLqPc5aQ/Fn9jyeN56xwVSWJGSYB4JntBoHilQskUqVyeEmche6MsScjKG4Gl02JhMJYglEwVFaRZVJWP37SShVUVvHamjb5oHL/Fwj3zZ7O+uZ4y1/SYgRqIxnl0214iqTTNZYGREguGYdARDPODbXuo9ropEzNqgiAIgjBtXXWQtm/fPu655x6SySSJRAK/38/Q0BB2u52ysjIRpAnCNSJJEr+/eilmVeX1lg7ODA4jASZVZXZ5CX+wZlnRxZ/dVgs1HjelTgdnhoKkcrmRYtZuq4XmgA+v3Y7LYr5sWxdjM6mYZJlsPo9qvrCdTD6PSVGwjpGe/2qZVZVbZzZy68xGNF1HlqSiZhonw47WTgZicWacF6BB4euh1u/lzMAwO1o7uW/x3EkcpSAIgiAIxbjqtT1f+MIXuO+++wiFQthsNl5//XXa29tZvnw5//AP//BWjFEQhIuwmUzcPrOJGQE/yUSWSCyNQzZx58xm6nyeotufV1lGpdeNVVVZVFlBjdtNucNBg9fLosoK8prBivpq3OOcRQNoCPio83svWqx6IBqn2uemqdQ/5vHxUmR52gVoACf6h7Co6phFymVJwqKqHO8TpQQEQRAEYTq76iBt//79/Mmf/AmyLKMoCplMhtraWr72ta/xl3/5l2/FGAVBuIg9rV184bEn+eWuw/RH4gTjSfa0dfM/f72Zf33xdbQiU8rbzCbumNVEVyjC4Z5+kpkcGBBKpNjb0UNO07hzTnNRfSiyzL0LZ2M1megIhsnk8uQ1nUw+T2cogqoovH3hHEyKUlQ/15cxaiFc9oggCIIgCNPFVQdpJpMJ+ezm+rKyMjo6OgDweDx0dnZO7OgEQbioeDrD//7dy3SGIjjMJgJOOwGnA6/dSjqX5+c7D7H58Kmi+jAMg+M9gzhNZkqddlRVQcfAalapcDtRDInjPcXP2qxsqOE9yxYQSaR54fBpntp/nBcOnSYYS/DuJfNZ01hbdB/Xi7kVpWTyhbpvb6YbBtl8nnmVZZMwMkEQBEEQJspVB2lLly5l165dANx666188Ytf5Mc//jGf//znWbBgwYQPUBCEsT17+BTdoShumwWb2TyydM+kKPgcNtK5PI/vPVJUH61DIY72DDCzrIQVdTUsq6lkSXUVK2qrWVZThdtqZcuJVnKaVlQ/feEYP3hlD11DEQzDwCTLGIZBz3CUH766h+5QtKj2rycrG2sodztpHw6NCtR0w6BjOEyZ28nKxppJHKEgCIIgCMW66iDtf//v/01lZSUAf/d3f4fP5+OTn/wkg4ODfPe7353wAQqCMLb9HT3kdX3MhBqFvUkKp/uHyebHX2i6MxghlcvhtJjPJgux4rfbsJ8NCr12G4OxOEOxZDFvhb9/+hVO9w/hsVmo9Lgpd7uo9Ljx2G2cGQzyf363paj2rydlLicfXb+CgMPOmYFh2odDtA+HODMwjM9h4yPrlk+bTJWCIAiCIIztqtOlrVixYuTPZWVlPPPMMxM6IEEQroxuGEgSF01+IUkSumEwxqq4KyZL0iX3OBkUCmmPlcTiSnUMh9nT1o3VpGI1mQoFuinUYLOqKjaziYOdvZweGGZGWWDc/VxPFlZX8Ff33s7O1i5OnE0SMquilFUNNZS6HJM8OkEQBEEQiiWKWV9HdN3gRO8ghzr7iGeylLjsLK2vosbvmZZZ7N5qqWyOAx299IZiyLLEzIoAcyrLkOXp8VnNKC9h85HTZPN5zG+aTTMMg0w+z8zyEszq+BNuNJX6cVnMRFJpvPYLC1YH40maywOUuOzj7uNQVx+pXA63zUo8nSGZzRWKWUsSNrOKzaQSTqY51NkrgrTzlDgd3LNwNvcsnD3ZQxEEQRAEYYJddZC2dOnSS97w7927t6gBCeOTzOb44St72N3aRTqXR5FkNEPn6QMneNvi2dy3dK4I1M5zoneQH766l65gpLCvxzAwqyrzqsv4w1tX4HeOP+i4Vu5bMoef7zxIMJHEa7eNZD/UDYNoKoMqy7x98Zyirnu1z83yhmpeOt6CWVGwn62HZhgGw/EkkgR3zGlGka965fQIWZIwDAgnUmj6G7ODmqETS2dJZXMYSEX1IQiCIAiCMJ1cdZB2//33A4WbtK9+9at84hOfwO+f2PpFwtX75Y5DvHayjUqPC6fVAhSu0VA8ya93H8HvsLN+dsPkDnKK6A3H+O6LOxmMJqgNeEaCm2Qmy962HnRjF1942/opn/K9xOng4TvW8M3N2wgnUyiSjCRBXjdQZYlbZjdy/7J5Rffz/tWLSWRy7O/oIReOoSoyeU3DabXwzqXzWDejrqj2VzbWIAHpXB6ryYSm62iGjoSEKsukczksJpVVIsOjIAiCIAg3iKsO0v7mb/5m5M//+I//yOc+9zmampomdFDC1RmMxtlxppOAwz4SoEFhNqLU5aB9KMtLR8+wdmbdtJqN6A3HGI4lsJhUGkp9ExY0bT/VTl8kRnNZYNReKrvFTK3fw9HuAY52DbC4vnJC+nsr3bt4DmVuJ7/YdYgTvQPkNYMSl517Fs/hHUvnYTObiu7DabXw8J1rONo9wIHOXhLZHOUuB8saqqkPeIueoTUAl9VCIpMlkc1iGIX9aAYUZtUAp8VS+IMgCIIgCMINQOxJuw6c7h8mmkzTWOYnr+uEEynyuo5FVfHYrQScdrqCEfojcap87ske7mX1hmP8etdhDnX0kczmUGWZar+bTYtmsW5WfdFBwe7WLhxm85jJLmxmEzlN40Tv4LQI0iRJwmWxUOfxMhCMk8trVDrdBOx21AncW2dSFBbXVbK4buI/k8FoHJMkY+hgnB3yuWQlhlH4i0mWGIjEqfC4Jrx/QRAEQRCEqUYEadcB3Sjc3PaGonQFIySzOaCw18dptVDlc2EYjFn8dqoZjMb51rPbaBsMUeZ2UOpykMtrdAej/ODlPWRyGncsaC6qj2xOQ1UuPqMoIZHJF1f361rZfrKdf3l2Gz2hKLpeyInYFYxyqLOP410DfGLDGkxFJA65VobiSVRJQlVkcrqOYRSyRqqShKYbDMdSGNPg61cQBEEQBGEiXHWQ9sgjj4z8OZvN8nd/93d4PJ6R1/7pn/5pYkYmXLFqn5t0Nkf7YAiTouC0mpElmbymE02lCSdTLKytmBapuV88fIa2wRDNZf6RpZmKWaYu4KUnFOW3e4+xorkat8067j4aSn3sbOmibIxjuq4DBhXeqV9nKpJM863nttM2GMasyDgshdplWU0jkkzzxJ6jzK0p566FM4ru61zm0COd/STSWUrcDpY1VlE5ATOzA5HCDKCEhKGBrBcSiUiSBLKEJIGm6/RH4kX3dT1JZXMcbO+lfSgMhkF9qY9F9ZUTssRVEARBEITJddVB2r59+0b+vG7dOlpaWkb+LrIHTo5Sl51MLk9O03HbrCPL+FRFxm4yMZxIospyUanYzzEMg67hCPvbeggn0zitFhbXV9JY5iv6+qeyOXac7sRrs465d67c46RtKMyhjn5uml0/7n7Wzapnb1sP4WRqVFp5wzDoDkUpcTlY0Vgz7vavlS3HWmgbCGJRFRRZJp7KYmCgKjIOi4loMsOvdh7mzgXNRV2bZCbHD7fsZk9LN5lcHlmW0HWDp/cd595lc7h7yeyi2o+ns8hI5DUd3TCQ5cJeNDDI5w2QDBRFIZ7OjruP6037YIjvv7Sb9sEQ2tkZRkWSqCv18oe3r6Sh1DfJIxQEQRAEoRhXHaS99NJLb8U4hCIc7xnEabZgOAyi6QyKVEhXntc0QKLC4ySbyzMcT1JSxGyarhs8vvMwLx46TTSdOZs63eDZ/Se4aU4DD920uKjkHslsjnQuh91sHvO4IstgQDydGXcfAEvqqtiwYCbPHT5FKJHCbbOi6waRVBq3zcL71y3B57iwJthUc6C9l2xeR9cMcpoOFHJrpDGQMzKyBGf6h8lp2gV11K7Gz7cfYNvJdiq8ozOHDkYT/GrHYfxOO6tnjj/DY5nbiXw2WQgyo4pnSzJgSMiGQZln6s8EXwuRZJrvvrCDzqEIdSXekeWsubxG20CIf39+B3/2ztvw2Mc/2ywIgiAIwuQSe9KuA6lsHpMis7iuioFonIFonKym4bFZKfc4cZrNhJIpkpkcFJF34aUjZ3hyzzHcNiszygNIZ4O0SDLN5oOncFstvHPV/HG3bzebsJhMpLI5XDbLBcc1XQfJGJXBcjxkWeJ9axbRVO7n1eOtdAyHMakyd8xv4pbZjcyoKCmq/Wslnc2Ry+fRZRmzoozMZhmGgabrZPI66UwWQx9/H33hGLvOdBFwOnBYzMRSGbSzSWnKPE7aB0K8dOQMK5trx10EvMLrwqQo5DUdi6qQ1wx0DCQkTIpMJpdHVRQqPROT9CaaSrO/tZfheBKrSWV+TTm1JdOn4Pvuli46hsI0nrckGMCkKjSU+WgdCLK7pYs7FxS/zFUQBEEQhMkhgrTrgMdhRVVkdMOgxu+hxu8ZdXwolsBmNhX1ZD2bz/Pi4dOYVYWA641Cz5Ik4XXYyOQ1XjnWyp2LZow7iLKZTayeUctv9x4j4LJfsOSxPxIn4HSwsK583O/jHFmWWN1cy6qmGnKahizJl0wmMhVZTSYMo7DM7fwAQ5IkFEUmk9cwqQpm0/hnN8/0DxNLZXDbLOxv7SGWymIYBoos43faCHjsdAyFGYolKPOMbx9fLJ2h3OOkYyhMMptHopC8xUAnp2moskS5x0k8U/xyx+0n2/nl9kMMRhNAIXukw2pmzcxa3r9+CRbT1P+ReLijD1VRxlwSrMgyqqJwuKNPBGmCIAiCMI1Nr7tSYUxzqkqpDXjpCUcvyICn6TrBRIrlTdVFBWmdQxH6w3ECzkKAlsrmiCbTJDOFm/aA085wPElLf7Co93LH/GYaSry0DAQJJ1Nouk46l6NjOIym67x92Zyikoa8mSRJmFV12gVoABUeF6osk9cNNEPHOLtQ0DAMcnkNWZLw2Kxo+vizImq6QSyV4Xj3IJFkBrNJwW4xI8sSfeEYZ3qDpLK5wiznONnNJsyKikVVUWW5MEMrFa6NKstYVRMmRcFeZEKMI519/NeWvUSTGRpKfTSXB2gu92Mzqbxw6Ay/fP1QUe1fK3lNR7nErJ8iS2SnSXZSQRAEQRDGNvUfGwuXZVIUHly9kO++sIMzA0FKXQ7MqkIikyUYT9FU7udti2cX1Ude19ExSGZztPQFCcULAZQsF2bSako8I8vsilHmcfLpTet4fNcRDnf2EYynUBWZKp+buxcX6qQJBQGXnYDLTiSZJj+yJ00aCdY8dkvRdcUCThvhRArdMPCcl2TFIquYVYXhWJJUxjpqdvVqVfncZPKFGbRqr5uspqHpBoosYVYUgokUmVyeav/4lzsahsELh84QT2dpKvOPzDyemwnWDYPtJ9q5a+FMyicgs2ckkWZvSzc9wTBO4GBbL4saqyekHEJDmZ/97T0jZQrOZxgGmVyexlJ/0f0IgiAIgjB5RJB2nVhYV8HDm9bx3IGTHO8ZIJbOYDWpbFw8k7ctnj3upWjnVHhdqJLM4fY+NM3AZlYxm0xousFQNEEwlqS21DMhKdkrfW4e3riW3lCUoXgSs6LQVO4vKinJ9aiuxEul10Wp20FPKEoyncPAwKSqlLudmE0qC+sripolzOQ0FElG07VCUEAhsYdEYZa2sA1NIp3Ljzs5ScdQGJtJxWYxkczmsJlNWE0ymq6TyOawmVVsZhMdQ2HmVI9VOOHyIsk0J3sGCTjtY+498zlstAwEOdEzWHSQtq+lmx+/sp+BaByTBO+os/L/nttBY2UJf3TnSkqL/F5c1VzDS4dP0xeOXfD91heO47FZWT2ztqg+BEEQBEGYXBMWpA0PD7Ny5UoASktL2bFjx0Q1LVyhOVWlzK4sYTCaIJXN4XXYJizDm9tmQZEkEuksAZcd9WzApMggSzAcS6JpOmXuiasvVulzT0jQd71aWFdBXYmPPWe6UJAwyUohSJNkUplC8pWbZjcU1UcslaHU7SCSSjMUiZPXzi6dlMCsKpR5HLhtFuKp7LiXoeY0DZvZzOxKB53DYRKZbCEVvyThtJipDXhJZLJFLeHLaRq6bqCaxw5YzwVuOa24ZYLtgyF++NIe4ukMjWU+TLIEJCn3Ojna2c/3X9jNI++8uagHDrUlXt6zdhE/23aAM33DI0l2YqkMTquZB9cspLbEW9T7uF4VlmjncFjNYyYnEgRBEISp4qqDNL9/7GU0hmEQjUYJBoPIY2xoF64NSZKKnjUbS384jq4blLodxDNZJPKoSmG2Q9MNStwOTIpK60CQ5orAhPcvXMisKpQ47STSWfJGITOidHY/UjSVpsLjpMpX3HJHh9WMAWiaDkjIsnG20HRhNi2X1zEpCg7L2GUTrkSJy4HDYkJVFJY1VBNJpc8mDJHx2q1EUxnARKl7/Cn4PXYrXoeN4VhyzMQ2qWwOVZEpL/J7Z+uxNobjSWZUBM4GfoWg1mJSqQ14ONE7yNHOARY3VBbVz63zmqjwuth2oo0jXQMALG+q5qbZDcyuKi2q7etRTzDK8wdOsfdMN5l8HouqsnxGNXctnikeBAmCIAhT0lUHaeFwmG984xt4PJ4LXn/kkUcueF24PkSSafK6zoK6CsKJFP3hOOlcHrvFRLnHSanbQcdQhEgyPdlDvWF0DkU40TXIotoKMprGcDyJrhs4bWZKnHaGIgm2HW/nHUWURZhTVUY8lSGWylDidowUSodCXa7BaIK51WV4HOOfsS3zOFncUMWWoy24rJZRNeo0XWcwlmDdrPqibqbNqsr6uQ38dOsBUmeXVJ6jGwa9oSjNFYFxL6eEwoOqA229uGyWMZdUWs0m8nmNU71DRQdpALOrSpldVTqSLGi6lBC41jqHwvzrU9voCkbxO2247VbS2RzP7T/Fsc4BPnXPOmoC4veWIAiCMLWMa7njQw89RFnZ6JuZ/v5+HnnkkQkZlDD1OCwmzGqhltVYyxDT2RxmtbgZFeHqHO7oI57J0Hy2Zt2bSy+ks3m2n+jgvpXzxn0D3xOKYDOZsKgqyUwWm9mELEnkNZ1kNovdbCKTy5PJ5YtKX//OlfPoGg5zuKOfvKZjGIVltIoiMbemnAdWLxh32+fcvqCZ073D7GnpxqTIOK0WsppGNJmm0u/igzcvLTrLZ17Xx0yN/wYJvcjkOhe0KIKzizIMg1+/fpjuYJTm8sBILT+HxVzYh9gf5Dc7j/DJu9eKz1EQBEGYUq76jkSSJGKxGKlU6q0YjzBFVQc8NJUHGIjEL0jzD4UaZrUBD00VIqvctZLK5pCQLnpzaVFV0tncSObH8egPx7GbVOZWl2E3m0lmc8RSGbKaRsDlYF5NObm8RjCeHHcfAF67lXKXk3xOIxRPEoonGY4lyeV0ypwOfE7b5Ru5DJvZxMc3rOYPbltGbYkXHQO72cR9K+byhXtvLnqZriRJNFcEiKUyQCFAOP+zz2s6kgSVRWSpFK5OdzDK8a5ByjzOC4qty7JMqcfJkY5++sKxSRqhIAiCIIztqh99G4bBrFmzCv9YVamvr+eWW27hHe94x4QPTpg6JEni3uVz6BgK0zYQosLnwnZ2FqUvHMOiqty7fK7IwHgNec8uC9R144IbUIBEJktdqbeo2SHlbN2yMo+TMreDSCqDputYTCpOi5lYKkM6l0Mtch/qc/tOsuNkJzMrSnBazeTPpuBPZnLsOd3FU7uP8661xc+mWc0qdy6cwR0Lmknn8pgUZUJr5K2bXc/elm5O9wwVkp1k8yxdFOBk1yA5w6CuzMfSxqoJ60+4tGAsSSqbo8wz9n5Gp8VMKJ4kGEuKvWmCIAjClHLVQdpLL70EQCaTYXh4mJaWFrZs2cIDDzww4YMTppZ5teV8fMNqnth5hPbBENm8hkmRqQl4ePuKuayYUTPZQ7yhLGms4rc7jzIQiVPxpgQh6WyOXF7jpjkNRS3jmlVVgttuJRRPEXDZR+0XAwjGk8yvraCkiKQeyUyWV4624rCYcZ/NRnouCaPLZiGVyfHa0VbuWjJzwjLySZI0al/aRFlQV47fbmNbZzu6YeA+20fbUAhVNfHAmoVjJi4R3ho2swlVkcnmNaxjZPbM5DVURcH6FnwtCIIgCEIxrjpIu/XWWy947a/+6q/41a9+xXve8x7uuOMO/H4/v/zlLydkgMLUsrC+grk1ZZzpGyaaSuOwmJlZVSJm0CZBwGXnHavm8bPXDtA+EMTvcqDKMpFUmng6w7LGatbOKa74d4nbwdo5dTyz9ySGYZBKZ8lrOnaLGQ0ds6py+6LmogLBzqEIwViSiovMZPhdNrqGInQMhphfVzHufq6FfS09BCMJ5laXEk9nSWWyAMyqKCGbN9h5vIONS2YVlWhFuHIN5T6q/W66hiO47VaGogmyOQ2zSaHE7SCSSNFQ5qe+1DfZQxUEQRCEUSasTto73vGOkVk2s1kkj7ieqYrM7GqR5nsquH1hMy6bhRcPnaZ9IIxu6LjtVjYsnsmmpbMmZLbo/lULeO1QC7uOdozUKpMAu9XM+29fWvTyPV0/m9b/IsclJAxgjK2QU872Y+3oBjSWFG76ZQwgSWOZn5xu0NYfYl9LN7ctbJ7cgd4gTIrCnYtm8LVfb+FE1yCqIqPIhdIhrf0hfE4rH71r1YQueRUEQRCEiVBUkNbV1QVATU0NJpNpzFk2QRDeOpIksXJmLcubaxiIxMlrGn6XA7tl4pZv/dcLuznSOoAiSbjPppfXdYOcpvHbbUdYOaOGFbNqx91+dcCNx2ElnEhROkadslAihddupXqKp0k3DIOOwdBFl2Sey/o4GIlfy2Hd8IYiCVRJxm4xkdf1QqF0WcKuqqjIDEUSkz1EQRAEQbjAVT8+1HWdr3zlK3g8Hurr66mvr8fr9fK3f/u3E55aWhCEKyPLEhU+FzUl3gkN0ILRBE9sP4KBQanXic9px+uw4XfZKXU7iCTTPLp5d1F9uO1W1s6pJ5JMk8rkRh1LZXOE4ylWzqqdkAyPbzWzqpK/xM9BwzBQxdLgayaeyrD1aDs1fg9rZtYzv6aC2VWlzK+pYM3MOqp8bl472kYinZ3soQqCIAjCKFc9k/ZXf/VXfO973+P//J//w0033QTAa6+9xpe+9CXS6TR/93d/N+GDFARhcjy39ySxZAav04bEhSnM7WYTx7sG6BoKU1PiHXc/966Yy0A4zp4zXRgGWE0qmVweA1gxo4Z3rh5/Qe5rRZIkls+o4Tc7jqB7naMKf0MhQYrFpDKnRiwVvlY6BsOE4imqA25URab0TQlufC47vcEonYNh5tSOv5C5IAiCIEy0qw7SfvjDH/If//Efo1LuL1q0iOrqaj71qU+JIE0QriPBeAoDLpoYxqQqJLM5hiKJooI0u8XExzauYlVbLbtOdTIcTeJz2lg5s5YlTVVFFcq+ltbOref1Ex2094eoLvFgVQuLFRLpLN3DMZbPqGaW2M95zeiGARgXTWwjARhgMA02PAqCIAg3lKu+8wkGg8yZM+eC1+fMmUMwGJyQQQmCMDUEXHYkIKdpYwZq58owlHkv3Et2tcwmlaVN1XhsVmKpDE6rmaaqwLTKHFrld/NHG1fxo5f20j0UQcZgQaOVaCLNipk1fOjOFSN704S3Xk3Ag9te2O84VpmIcCKN2zH19zsKgiAIN56rDtIWL17Mt771Lf75n/951Ovf+ta3WLx48YQNTBCEybdx2Sz+8/k9RBNp/C77qBkJzdBJZXOsmFVD1QTc5B5q7eU3247QORAmk89jVlVqSj3ct2YeS2ZUF90+FPaEtfWH2Huyi/5QDLvFzMKmShY2VmCeoNm62TWl/NX77uRQWy89w2EYaOHT77iJWdXlYxYdF946XqeNVbNqeXrPCZxW86h6aKlMjkgixb2r5o7U5xMEQRCEqeKq70q+9rWvce+99/L888+zdu1aALZv305nZydPPfXUhA9QEITJ43PZefDmRfzn87sZjiVw2iyoskImlyOezuJ12vjIxpVF93OkrY/vPb2TeCpDuc+F1VzYk9bRH+L7z+zio2+TWNxcXKp/wzB48vWjPLfrJLFUBrNJIa/pvHa4lfkNFXzk7pV4Jyg5idWssnJWLblcBU891UJzRUAEaJPkHWvmMxhJsL+lB0kCi0klnc2DBCtn1fL2VXMne4iCIAiCcIFxFbM+efIk3/72tzl+/DgADzzwAJ/61KeoqiruJkoQhKnnwxtWYFIVfr3tEEORBLphYFJkZteU8ol717KkqbhZLl03eGrHMWLJNA0V/pHZOqvZRF25j/b+EE/tPMaCxoqilgruPN7Bk9uPYbeaaK4KjPSTzuY5cKaHn7y4j0/ct7aowtzC1OOwmvnje9awv6WHXSc7CcVTBFx2Vs6qZXFj5YTNoAqCIAjCRBrXb6eqqiqRIEQQbhCSJPF7dyzjgXUL2HWyk1gqQ3WJh8WNVRMyO9Q5GKa1L0iZz3VBgCRJEmU+F+39Ydr6gjRXlYyrD1032HKgBcMwCLxpb5LVrFLmc3KkrY+OgTD15b5xvxdharKYVFbPrmP17LrJHoogCIIgXJGrfiz9pS99acx6aJFIhPe///0TMihBEKYeu9XMrYuaefvqeSxtrp6w5XuJdJZsXr9oBkerSSWXz5NI58Y8fiXC8RRdg2G8rrGXM7psFpLpHG19IvmRIAiCIAiT76qDtO9973usX7+elpaWkddefvllFi5cyJkzZyZ0cIIgXP/cdgtWk0oqM3ZB4UJ9MRMex/iTOxhnk6y/udbbBeeJTOyCIAiCIEwBVx2kHTx4kJqaGpYsWcK///u/86d/+qds3LiR3//932fbtm1vxRgFQbiOVZd4mFVTwkAogfGmKMkwDAZCcZqr/NSVecfdh9dpo9LvJhxPjXk8kc5itajUlk1MKvaeoQi/3XqYf//tdgC2H24jnspMSNvC+IViSboGwoRjY38dCIIgCMJUcdV70nw+Hz//+c/5y7/8S/74j/8YVVV5+umnufPOO9+K8QmCcJ2TJIm3r51H11CEMz3DlHqd2Mwm0tkcg5EEAbedd6xbUFRCD0WWWb+wkZbeYSKJ9KhZuVxeoz8YY/GMKpoqA0W/n9cOtvD4loOE4ynsFpXqZjOPbd7LS/tb+Oi9q6kpItgUxqdrIMyzO49zuKWPbC6PxaSysLmKDatmUVPqnezhCYIgCMIFxpUq7V/+5V/45je/yfvf/36ampr47Gc/y4EDByZ6bIIg3CCaKgN88h3rWDWnjnQ2R18wSiqTY9mMaj5531pmVo8vYcj5blrQwJ3LZhJLpmnpGaZ3OEp7f4jOwQgza0r54J3Lis7seLprkF+8dIBsXqOpKkB1SWFmrrrUQ0d/iEef3kkmly/6vQhXrq0vyL8+vpWtB1tRFBm/246sSLxy4Az/+vhWOvpDkz1EQRAEQbjAVc+k3X333ezevZsf/vCHPPjgg6RSKR555BHWrFnDl7/8Zf7sz/7srRinIAjXucYKP5+8by39oTjxVAaHzUzFGBkfx0uRZR68ZRFWVeW53SfoHYxis6isnVfPu29bTKnXWXQf284ua2ysPFdKoLB8U1Vkakq9dPSHOHSmlxVzaovu61rSdQNd11FVZbKHclUMw+C3rx2mLxSlsTqAfK68g8WEx2mjtWeYJ7ce5ZPvWidKLwiCIAhTylXPpGmaxsGDB3nwwQcBsNls/Nu//Ru//OUv+frXv35VbX31q19l5cqVuFwuysrKuP/++zlx4sSoc9LpNA8//DCBQACn08m73/1u+vv7R53T0dHBvffei91up6ysjD/90z8lnx/9tPrll19m2bJlWCwWZsyYwaOPPnrBeL797W/T0NCA1Wpl9erV7Ny586rejyAIxZEkiQq/ixnVJVT63RN645zXdH72/D6ee/04+YxGbcCN22ph34luvvfb1+kLxopq3zAMjrX147JZxhz3ueLZ7dNo5qa9L8RPntvLX37nd/zlv/2Of/n5K+w+1oGuT48MK92DEU52DlHmc40EaOfIkkSp18nx9n56h6OTNEJBEARBGNtVB2mbN28es2j1vffey6FDh66qrS1btvDwww/z+uuvs3nzZnK5HBs3biSRSIyc84UvfIHf/va3/OIXv2DLli309PTwwAMPjBzXNI17772XbDbLtm3b+OEPf8ijjz7KF7/4xZFzWltbuffee7n99tvZv38/n//85/mjP/ojnn322ZFzfvazn/HII4/wN3/zN+zdu5fFixezadMmBgYGruo9CcL1KJfX2Heyi/98ahf/9vhr/OqlA7R0D1+Q6GMq23qwhVf2n8HrstJY5afc76K2zEt9hY/WniA/eW5P0cGHAVwqgeR0mq05cKqHf/n5Kzy/6wSZTA5N1znc0st//GYHv3hx/7QI1MLxFOlMDofVNOZxh9VMOpu/aEIZQRAEQZgs4ypmDbBnzx6OHTsGwLx581i2bBklJVe3b+SZZ54Z9fdHH32UsrIy9uzZwy233EIkEuF73/sejz32GHfccQcAP/jBD5g7dy6vv/46a9as4bnnnuPo0aM8//zzlJeXs2TJEv72b/+WP//zP+dLX/oSZrOZ73znOzQ2NvKP//iPAMydO5fXXnuNr3/962zatAmAf/qnf+JjH/sYH/nIRwD4zne+w+9+9zu+//3v8//9f//feD8mQZj2Ysk0jz65k8MtfWi6jkmRyeY1Xt57hjtXzOQdNy+YsJppb5W8pvPagVZURcZlH53KX1VkKgIuTncNcaZ7iJm1pePqQ5IkZteV8drBljGXTubyGrIkUTsNEofEkml+9vxeEqksTVWBkeAy4HEQTaR5ec9pZtSUsHyKL9u0mk2YVIVMTsNmufCZZCaXR1VlbOaxgzhBEARBmCxXHaQNDAzw0EMP8fLLL+P1egEIh8Pcfvvt/PSnP6W0dHw3OFAoiA3g9/uBQiCYy+W46667Rs6ZM2cOdXV1bN++nTVr1rB9+3YWLlxIeXn5yDmbNm3ik5/8JEeOHGHp0qVs3759VBvnzvn85z8PQDabZc+ePfzFX/zFyHFZlrnrrrvYvn37mGPNZDJkMm+k1I5GC8tlcrkcudzFi+6eO3apc4Trz3S97oZh8IvNezl0upuqEjfWszezhmEQiad5fucxAh4ba+bXT/JIL204miQYjuF3WZG5cAbIZTUxHI7RPRCkocI77n5Wza3hwKkuhsNxSjx2zsWuhq7RNxyhrszLvLqSKf91sO9EJ6FIgppyD4oEnPeZeR0WovEkO460sqi5YtLGeCWqS1zUlrrpGgzjGCM4DkXjNFYEqAw4J/SaTNfvd2H8xDW/MYnrfmO60ute7NfFVQdpn/nMZ4jFYhw5coS5c+cCcPToUT70oQ/x2c9+lp/85CfjGoiu63z+85/npptuYsGCBQD09fVhNptHgsFzysvL6evrGznn/ADt3PFzxy51TjQaJZVKEQqF0DRtzHOOHz8+5ni/+tWv8uUvf/mC15977jnsdvtl3+/mzZsve45w/ZmO1z0A3DvfDuTP/neWH8BCsP0IT7UfmZSxXY1bGhVAB8Ze2jbXayPSdZynusb+nr9StzecS66RHnltvi/LfJ8NyPDC89Pja+DuuVZg7Npuc31WIMRTTz11Tcc0HvO8MM9rYazrPs9jBRI8+6ZVHRNlOn6/C8UR1/zGJK77jely1z2ZTBbV/lUHac888wzPP//8SIAGheWO3/72t9m4ceO4B/Lwww9z+PBhXnvttXG3cS39xV/8BY888sjI36PRKLW1tWzcuBG3233Rf5fL5di8eTMbNmzAZBJLbG4U0/W67zjazo+e3k1duY9EKkM4liav6ZjNKgG3DU3Tiadz/I8P3k6Zr/jsiG8VwzD49q+2crprcMzlhrFkmmQ6z+ffdwtVpcUXtO7oD7H3ZBdd/UGa7AnsFc0snVWPx2m9/D+eAp7adpSnth2jsdI/5vGBUByn3cJff2RD0fvs0tkch071cuh0D4l0lkq/m8Wzq5lRWzJhe/j2HO/i2Z3H6A/G0XUdRZEp97u4e/Ucls6qmZA+zjddv9+F8RPX/MYkrvuN6Uqv+7lVduN11UGarutjDshkMqHr+rgG8elPf5onn3ySV155hZqaN35hVlRUkM1mCYfDo2bT+vv7qaioGDnnzVkYz2V/PP+cN2eE7O/vx+12Y7PZUBQFRVHGPOdcG29msViwWCwXvG4yma7oG/VKzxOuL9PtukuSQi5vcLx9kOFIkrymj+TFaDcplPpdOKxmFEWd8u/r5iXNnOoapj+coMTjGAkAUpkcvcEENy1spK4yMCGBQXNNGc01ZeRyOZ566iluWzZ7yn8+55tZV478+kkSmTw2y+hxG4ZBJJlh3eJmzGZzUf0MRxL84Dc7ONk+iCyByaRwrHWQbYfauW3FDN51++IJ2e+4ZmEjS+fUcrJjgHgqi9NmZnZdGWbTuLdlX5Hp9v0uFE9c8xuTuO43pstd92K/Jq46u+Mdd9zB5z73OXp6ekZe6+7u5gtf+AJ33nnnVbVlGAaf/vSn+fWvf82LL75IY2PjqOPLly/HZDLxwgsvjLx24sQJOjo6WLt2LQBr167l0KFDo7Iwbt68Gbfbzbx580bOOb+Nc+eca8NsNrN8+fJR5+i6zgsvvDByjiDciGrKvEQTaXqHophVBbfDgsthxeWwYBgGbT1BZAlKPJdf4jvZls+p5Z03L8AwoKV7mLbeIC3dwwyG4iyfXcN771oyrbIvvpVm1ZUxt7Gc7sEIyXR25PW8ptE5ECbgcbBmQXH7EA3D4GfP7uV4az/VZR7qq/xUlXpoqglgt5nZvOMk2w+1FvtWRlhMKgubq1i7oIGFzVVveYAmCIIgCMW46t9S3/rWt3jHO95BQ0MDtbWFzF6dnZ0sWLCAH/3oR1fV1sMPP8xjjz3Gf//3f+NyuUb2kHk8Hmw2Gx6Ph49+9KM88sgj+P1+3G43n/nMZ1i7di1r1qwBYOPGjcybN4/f//3f52tf+xp9fX389V//NQ8//PDITNcnPvEJvvWtb/Fnf/Zn/OEf/iEvvvgiP//5z/nd7343MpZHHnmED33oQ6xYsYJVq1bxjW98g0QiMZLtURBuRFaTgqYZ6IaBJEu8kV9eQlYUdD2LLMnI8lU/77nmJEli05o5zG+qYP+pbgZDcWxWE/MbK5hbXz7tCjW/lVRF5g/ethKA42399A7HkCSQkKgIuHj/xmXUFJmlsq0nyPG2AcoDLsym0Z+912Ujlkjz2r4W1ixsQJkGX1+CIAiCMJGuOkirra1l7969PP/88yNJNebOnXtB9sQr8W//9m8A3HbbbaNe/8EPfsCHP/xhAL7+9a8jyzLvfve7yWQybNq0iX/9138dOVdRFJ588kk++clPsnbtWhwOBx/60If4yle+MnJOY2Mjv/vd7/jCF77AN7/5TWpqaviP//iPkfT7AO973/sYHBzki1/8In19fSxZsoRnnnnmgmQignAjae0O4rFbUFWZaCKNJEnIkoSm68iyRFWJGz2vMRxJUDoBe9IMw6B3MEosmcFhM1Nd5pnw2a2aMm/RAcaNwOuy8fCD6znVMcjpriHymk5FwMWiGVXYrcUtcwToGgiTzuSoKHGN3b/bTt9QlFA0SckYJQ0EQRAE4Xo2rvUekiSxYcMGNmzYMPKaYRh0dnYChcCpurr6su1cSSFcq9XKt7/9bb797W9f9Jz6+vrLZhm77bbb2Ldv3yXP+fSnP82nP/3py45JEG4UmqFjUlUWVPsZjiYZiiTJ5TXsFhOlXidmVSGezKJp49uPer4znUM8/dpRTncOkc3mMZtVmmoCvO2mecysH39pj7EMDMcIRpNYTCq1lT5URczUjEWRZeY0lDOnYRIeVp39/SBdqjq4IAiCIFynJmxR/sDAAI2NjRiGQUVFxag9a4IgTE8VATcWk0I2p1Phd1PhH525tHcoit9tx1/knrQznUP8+6+2EYwmKfU5KfE6SGdyHD7dS3d/hD981xpmN5QV1QdA72CU371ymKMtfaTSOVRVprrMy52rZ7Fifp3Yk3YN1Vf4sVnNxJMZXI4Ls16GY2kaq/343FN/v6MgCIIgTLQrDtLOFZi+mHOzYuPN8CgIwtTTWBWguaaEIy291Ff6Uc6bcUqms6TSOdaubywqCYNhGDz12lGC0SSNVf6RQMlpt+CwmWnrCfLUq0eYWVdaVKa/gWCM7/5yK139IUp8TvweB7m8RmdfiP96che5vMa6JU3jbl+4OrUVXuY2lrP7aAdmk4rFXPgaMgyDcCyFYRisX9I0Idkdr5VwNMnBkz2EonEAuvpDNFSXiuBfEARBuGpXfGcVDof5xje+gcczdg2hcDg8qm6YIAjTnyxLvG/TMr73xHbae4JYrSbMJpVkKothGKyaX8dty2cU1Uf3QIQznUOU+ZwX3MxKkkSZ30Vr9zAdfSEaqi79sOhSXtp16uxNc2AkEYWqyNRW+OgZjPDUq0dZMqdmQvZbCZcnSRIPbVpGOpPjWFuh/ImqyGRzGnariU1r57J6QcPkDvIKGYbBtv2t/PblQ4QiSUyKxIZFNr712Kssm1fHgxuXjgShgiAIgnAlruq3xkMPPURZ2dhLjvr7+0WQJgjXocoSNw+/92Z2Hulg99EO4skMdQ3lrF5Qz7K5NUWnMo8nM2SyeUq8jjGP2ywmBkNx4sn0uPtIprPsO9aJx2kbM1Ngmc9J10CYY2f6WD6/btz9CFfH67LxiffcxOHTvRw81UMylaUs4GL53FqaqiemZt21cOhUD794trDnub7Kj6pIQAq7RWXL7tOYTQrv2bRscgcpCIIgTCvi0Z4gCJflc9vZtHYOm9bOwTCMCb15ttvMmE0KmWwe1XbhLFY6m8NkUnDYLiwef6USqSzpTB6Xfew2VFXB0CGWzIy7D2F8rGYTK+bVsWLe9AyODcNgy67TZDJ56qvPzfQWlv+7nDYyeYOdh9q5fdUsSiYgA6ogCIJwY7iqIG379u34/X4sFgsul4vKykq8Xu9bNDRBEKaityIlfmN1gGOtfTRY/aPaNwyDgWCc5toS6ivHv9TRbjVjNauksnkcYwRqeU1Hkgr74AThagQjSdq6h/FdJHmO12WnvTfI6Y4hEaQJgiAIV+yqgrR3vetdI38+dyNVWlrKunXrRtUcEwTh2ktncmiajs1qnlbJFmRZ4u6b5tI9EKa9N0Spz4HZpJLLaQyE4jjtFt62fl5R78lhM7NkTg0v7DiB323DAPI5DVmRMakKg8EYAa+DuU0VE/fGhBtCXtPQdOOiZRzOfd3mNe1aDksQBEGY5q44SAuFQgDk83kymQzBYJDu7m6OHj3KCy+8wKc+9am3bJCCIFzcmY4htu45w9HTfei6TmnAxbqljaxe3ICqKpM9vCsyp7Gc921cyn/9Zhf7D3eRy2moJoXG2gAPbljCghmVRfdx+6qZHDrVw95jhfYNvbAkzWRS8HnsPLhxKY4xllsKwqV4XXY8LiuRWBr7GF8/yXQWs0mhPDB20W5BEARBGMsVV3D1eDx4PB4CgQBVVVUsWLCATZs28YUvfIEnn3yS7373uxiGwR133MGDDz74Vo5ZEISz9h3t4js/eZWte1swDANVVejoCfLj3+zisd/uJp+fHk/vg5EkL20/SSqZparUQ1NNCdWlHjLJHFteP8lQKF50Hw6bBbtqIpvOk8nmyOY1snmNZCqLbEBA1OMSxsFiVlm3uIlkOks6kxt1TNd1+oejNFYHaK6d2ILsgiAIwvVtwhKHfPCDH0RVC83ZbLaJalYQhIuIJdL86tl9pDM5GmveyITncdlIJDPsONDGrMZy1ixpmNyBXoGntxzmVPsgdVV+TOfN/uXzGmfah/jti4f4yLvXFtXHlp2n6OgJsmJeLXndIJPNo8gSTpuFrr4wT2w+yMyGslH9C8KVuHXlDFq7h9l/vAtVkQsJakqgvSdIVamX92xcOq2WIAuCIAiTb8KCNKvVyoc+9KGJak4QhMs4eKKHoVCCukrfBck8HHYLw+EEO/a3snpx/ZROZR4MJzhwrBu/x3FBgKSqCgGfkyOnehkYjlE2ziVjmWyenQfacdgtWMwmLIDjvHpoFaVuuvvDHD/Tx8LZ1cW8HeEGZLWY+PC7VrPrUAWvH2gjHEkA8LZb5rN2STOlImGIIAiCcJVECn5BmKaGQ3EwDJSLJCxwOiz0DUXRNH1K700bDMZJpLJUlXvHPO52WujoSTIYjI87SIsl0sQS6Ytmb7SYVXTdIBhJjqt9QbCaTdy8fAbrlzWTSmfY/NyzvG39PEwm02QPTRAEQZiGRJAmCNOUSVUwDC5atyyf17HbzMhjFG8er1Q6Syabx2GzYDJNTOCnqjKyLJPPa2NmyMtrOooio6rjfx9mk4qqyGTzGmOVzNZ1A4NCsDZdGIZB70CEzp5CUqeaSh9V5Z4pPWt6I5AkSSyZFQRBEIo2fe5IBEEYZVZjOVariUQqe8EMkWEYxBMZblrePCF7Ybp6Q7y68zSHjnWT03RcDgurljSwfuUMnI7iaovVVvooCzgZCiaoKvdccHw4lKDE56Chevx10txOK3OaK9hxoA2vy3ZBIBOKJPE4rcxqLB93H9dSNJbi8Wf2c/hED4mzBbgddgvzZ1XywNuW4nGJfcGCIAiCMJ1N3CN2QRCuqcaaAAtnVdE/FCWWSGMYhZTy2Vyejp4gpQEnaycgaciZ9kH+349eZcvrp9AMA6tZJRxN8cSzB/jez7YSS6SLat9sUrl99Sw0TWcwGEc/mxpf1w2GQnFyeY3bVs/CYi5u2ditq2bicVo5eaafk6f7OHy0m+MnejnTNkAkluSm5U34L1KQeCrJZPP856928PqeVqwWEw01ARpqAlgtJnbsa+M/f/k6mWx+socpCIIgCEIRxEyaIExTsizx/rcvR1EkDh7vYSgYR5IkJEmiqtzL++5ZRmXZhTNTVyOv6Tz+9H6GwwkaawNomo6m6djtTjRN59ipPrZsP8nb71pUVD/rljWRSGV4YdsJ2ruHkSQJwzBwOa3ce9sCblk5o6j2oRDUNlT6OHGyj3Q6hyRLGHphT9+MhlLWLG4ouo9r4fCJHo6d7qW60jtqeabbacViVjl+po9Dx7tZsah+EkcpCIIgCEIxRJAmCNOYw27hww+soa1rmJ0H2snlNBrrSlixsG5C9ledbh2gsyeIy2GhpW2QYDiBrhfqsZWVuLBaVHYeaOfO9XOwWcdfCFqWJTbdPI/lC+o4fLJ3JMnHgllVlPonJjPezn2tHD/Zz7wZFRhGYUZKViScVgv9w1F+/fR+Pv57N0/5PV0Hj3UBY++fK7wmiSBNEARBEKY5EaQJwjRmGAY797Wx5fWT9PZH0HWDYyd66O+PsOGWubic1qLaD4YTxBJp+vojpDM5zCYFRZHJ5fK0dw7jcFjQdYNINFVUkAaQTGY5dqKXvfvaCnvEPDYk3WDlkgYcF8nKeKV03WDb7hYkGfzeMVKHSG5OtAzQ3hWkoTZQVF9vtXgic8nEFCZVJhbPXMMRCdeSrhu0tA8yMBRDVWSaGkopmaAHGYIgCMLUIYI0QZjGXnjtOL997iBgEPA5UGSZWDzN5i1H6e4N8dEPrMduK2aGSyYYTGAYBk6HZWSWyWRS0HWdSDSF2axgLnLWLhZP8+hPt3H8dB8mk4LVaqK7N0Rr+xD7D3fy4YfW4XWPf79YOJqkdyCC22UlHEkyFIyTSmVRVQW/z4Hfa2cwmKWzJzTlg7TyEhdHT/Ve9Hgmm6e8ZHylCoSpras3xK+e3EtbxxC5nIYBuJxWVi6p5+0bF0+r7KSCIAjCpYmf6IIwTQ0F4zz/yjEsZoXS8+qHBfxOXE4rx073sXNfK7etmz3uPlRFQtN0TCblgmWA51L7a3kdq6W4HyVPv3iYoyd7qanyjgr4cjmNE6f7eOr5Q3zggdVF9QHQ3RMmHEmiazqyImPoBsFgHLfLhtVmZoqvdARgyfxatu1pJRJLXZDFMRpLYTGrLJlfO0mjE94qQ8E4j/50G719EcrKXNht5pFZ7BdeO0Emq/H+d62c8st1BUEQhCsjsjsKwjR1+Hg30ViagO/CpU5ms4rFpLBjb+tI1sfxyOY0XA4rum6QyeThbFO6bpBIZjGbVZwOK9HY+DM8hiNJ9h3qxOu1XTAjZzIVZroOHu1mKBgfdx9etx1Zgt7+CKoi43RasdvMOBwW7HYzwXCScCRJTaV33H1cKzMayli/qplwNEV3X5hEMkMilaWnP0w4mmL9qhnMbCyb7GEKE2zn3lZ6esPU1vpGZsdlWcLntRPwOdh7sJ3O7tAkj1IQBEGYKGImTRCmqWi8EBhdrA6azWomGk+Tz+vjLjxtNqn4PHZ8HjsDwzFiifTIk3qb1USp34ndZi5quWP/UIxEMkNluXvM4y6Xla7uMAOD0XHvvTEMAwwY+5OSAKPwv0UEtNeKLEvcv2kJ5SVutu46w8BwDICKUg83rWxm7fKmCamNJ0wdhmGw52A7docZZYzi9C6nheFgnOOne6mrGX89QUEQBGHqEEGaIExTdpsZAwPDMMZc4pTJ5vB7Hajq+CfMZzaW4fXY0DSdynIP4WgSTdOxmFU8bhvdvWFmNJbhK6K+mKpIyJJELq8RjqQYHo6TzeQxW5TC0k2XFVmWUC6RLONyIrEUhm5QVeElFEkSi6dRFHmkJpvf58BmMdPVG6axrnTc/VwrqiJz86oZrF3WyFAoAUCJz4FaxGckTF2appPJ5DFf5GHLudIboj6eIAjC9UMEaYIwTc2bVcmzL1kIR1MXBEl5TSeZzrFpaWNRe1Q8bhvrV83kqRcOIkkSZQEXslwIqPoHYzgdFm5ZM6uoPmoqffg8do4e7RlZUikrErGYwfBwAotFZeaMcuqqfePuAwBJoqrcQ2W5h+FgnFQ6h6rK+LwOfB4bXT1hpIvMtU1VqqpQUTr2DKRw/VAUmYDfQVvnML4xspPquoFhUFRyHUEQBGFqEUGaIExTlWUe1q1s5vlXjpHLa/i9DhRZIpbIMDQcp6E2wKqlDUX3s/G2eei6zms7T9PeHUSi8OS+rMTFOzctYXZzeVHtWywmHHYzkUgKu91c2G9TWIFIKp0lHElhs5iKSvHvddupqvDQ2j5ETbUPt2t0aYJYPI3NaqKuevosFRsajrHvYAenWwYwDJjZXMaShXWUisyO1x1Jkli1tJEzbUOk0zmsVtOo44NDMXxeOwvnVk/SCAVBEISJJoI0QZimJEnivo2LsVnNbN11mq7eMIZuYLebWb6onnfevXhCnqyriszbNyxi3cpmjp/uI5PJ43XbmDurEqvFdPkGLiMWTxMJJ6kocxNPZojF05yL0lRVKbweyxCOJPGOc1mlLEusW9lMa/sQoXASr8c2MvuXyeYZHIqzfFE9tcXO1l0jR4738LPHdzI8HB/ZD3jkWDevbjvFex9YyQJxs37dWbGkgaMne9l3qAO7zYzLZUXTdELhJGaTyj13Lhj394cgCIIw9YggTRCmMVWRufv2+dy8egatHUPkNZ2ygIvKcs+Ep+L2ex2sW9E8oW1CIeNiNJZm1oxycjmNYChJLq9hUhV8XjsWi0p3b5je/khRN6ErFjcwOBTjpa0naOsYxmxWyOd1JCTmza7kwXcsmxbpy4eGY/zs8Z1Eoyka6ktGxmwYBt09IX7++C4qPuGmJCBm1K4nFrPK779nDfU1AXbubSUcSyJLMnNnVnLzmhksmCMCc0EQhOuJCNIEYZrLZPOcPNXPqTP9ZHN5Kss9WEwqgcD4MiFea/LZpAeGAXabBZu1UP9Jlguv5/Pa2SWWRfYjS9xz10Lmza5i/+FOBoZi2G0m5s+uZv6cqmlTCHjfwc7Ccta6klFBpSRJVFf5aGsfYt/BDjbcPn8SR3nj0TSdYyd62Le/g8HBCM0NsGNXC0sXN+BwWCakD6vFxMbb5nHrulmEI0lUVcbvdUyLhwuCIAjC1ZkedyWCIIxpaDjGj376Oi2tg+i6jiJLaLrBS68c5/63L2XFssYJ6ccwDNrahzhxqo9MOo/Xa2Ph/Br840yJf76qCg9ej53h4Ti6bjAwFCOf01BVmdISN4oq4fXYqa4sfimiJEk01pXQWFdSdFuT5UzrAGazOmaafUmSMJtVTrcMiCDtGsrnNX71xB5e33WGfF7HaTfR3GDhl0/sYteedv7gA+sm9KGJxaxSLhLGCIIgXNdEkCYI01Re0/nJz3dw6nQ/NVXekb1Jum7QPxDhl0/sxu9z0tRYXEr5dDrHr57Yzf4DHaTS2ZEMiJufP8LdmxZy09qZRT3Jt9stLJxXxY9+9jpaXsdsVlFUmUwmz5nWARRV5qF3r8LltF6+sRvFJcq5FQ6JmZVrafuOM2x9/RR+nwOX04okGUCWqgovp1sGePw3e/ijD98iZrwEQRCEKzb+AkqCIEyqk6f6ONM6SFWlZ1QxaVmWqCj3EI9n2LG7peh+fvf0AbbvOIPDaaGhvoSGhhLq6gLkNI0nfruPg4e7iu4jlcxhUhRUVSGv6+TyGpquY1IVTIpMKpEtuo9rxTAMjp/o5cc/3c4/fuMZAJ57/ggDA9EJaX9GUxm5XH6kxtv5dN0gl80zo6lsQvoSLi+f19i+8wwmVUGWJTo7h2lpGQAgkchSEnBy8lQfHV3BSR6pIAiCMJ2ImTRBmKbaO4bI57UxMyxKkoTLaeXYiR40TUdRxvc8Zmg4xp59bXi99lEzWbIsUVbqprMzyGtbT7JoQc24ZwmCoQRHj/cwq6kMSZEYDiXIZjXMJoWAzwGGwYlTvQwMRimb4ku8DMPg2c2Hef7Fo2QyedxOM2DmuecPs3tPGx94aC0zZxRXsmDpojpe3XaK7p4Q1VW+kWWPul5IHBIIOFm2uG4C3o1wJYKhBINDUVLJLF1dQXJZDbNZBrycPNmH02lFNav09ISprw1M9nAFQRCEaULMpAnCNDXWTMr5ZLmQjOPSZ11aa9sQ8Xgaj9s25nGvz05nV5DhYHzcfQwNxUgkMrhcVrxuO831pcydWUFzQylejx2320YymWVoePx9nM8wDLq6ghw+3MXJU31ks/kJaRfg2PEeNr9wBKtFpaE+QKCksA+pvtZPKJTk57/cSTKZKaqPgN/JQ+9ehddjp61jiK7uEF3dIdo6hvB67Dz0wCoCE7BXULgysiwRi6bp7YsA4HRZcDgLiULMFoWh4QTBYAJZ/LYVBEEQroKYSROEaaqywossS+RyGiaTcsHxWDzN4oW1qOOcRYNCxjqQxkxSAaDIMrpuoGnjDwVVVUFRJDRNR1UvfB/5vI4sy5jGOHa12tuH+K8fb+X48V6SqQyqolBV5eMd9y3j9tvmFL1naOfuVnI5japK7+gDkkRlpYfunjCHj3SzamVTUf3MnV3JZz9xJ/sPdXL67NK65sZSli6qEwHaNeb1OMhm8+RyGm736H2Tha9tmUwmh802MRkeBUEQhBuDCNIEYZqaN6eKqkovPT1hamv8owKpUDiBqiqsWlFcMFBW6sZsVkgms9jt5guOx2IpvF4HPu/465fVVPsoLXEzNByjqsJ7wfFgKEFJwEldrX/cfQB0dQf5u6/+lp7eECaTgtmsouV1zrQM8G/feZ5kMsPb710y7vYNw6CtbQinc+ybcVVV0HWDvv7IuPs4X8Dv5M5b53LnrXMnpD1hfMKRBGaTismkkMnkR5Vy0PI6eU3DYlaLnkEVBEEQbixiAYYgTFNWq4n3vXsVpaUu2jqG6ekLMzAYpa1jiHQmz4Y75rNgXnEFbhvqS2hsKGVgMHp2Vu0NqVSWVCrHqhVNoxKXXC2zWeXW9bPRNJ2hs2n4obCcczgYJ5vTuOWmWVjG2Ht3NR77yXZ6ekO43TY8Hjs2mxmny4rP5yCTyfOzX+wgFksX1YeiSFe0DFW4fhi6gdtto6Lcg64bxOJpEolCQJbO5Aj4nZQEXBjFrDsWBEEQbjhiJk0QprHGhlI+9bE72HugnUNHushm8yxeVMfypQ3MmlFe9PI9WZZ44P7l/PBHW+noGMZmN2M2qSSTWXTDYOnSem6+aWbR72PNqmYSyQwvvXKc9s5hJAkMA1wuK3dvWMj6dbOKaj8WS7FvfzsmVbkgoJRlCZfLSiSSZMsrx8c9myZJEvPnVfPSluOUBJwXfPaZTA5VlWmon7412oQL+XwOAn4nuq5TUVHN8HCcfD4HwKwZFSiKQjyeobLCM8kjvfEkEhkOHOjg8KFOUqkcFRUeliytZ+bMCvGwRBCEKU8EaYIwzQUCTjbcMZ8Nd7w1xYsrK7z88R/dxu49bezZ10YqlaW5qZSVKxpZuri+qFm0c2RZYsMd81m2uJ4jx7qJJzI4HBbmzamitMRVdPv9/RHS6RwWy9hjNZlVdN2gtzdUVD8rVzSxZ187Pb1hKis8KErhRjCXy9PdE2b2rArmzK4sqg9halFVhTWrm/nVr3cjAfV1gZE6aS6XhfaOMAvmV1NfJzI7XkuDgzF+9F+v0dY2hKIW9rS2tAywe3cr69fP4r53LBOBmiAIU5oI0gRBuCyf18GGO+ez4c756Lrxlt3cBAJOblk/e8LbdTisyLJM/k1LNs85t5TTbi8uuUNtjZ/3PbiKx5/YQ0dnEFWB5gYXAwMxZs2s4AMPrRkzOYowva1bM4Pu7hC79rQwNBzH5TDT3GCmuydMY2MJ737XClHI+hrSdYNf/XInLa2D1Nb6R33PRaMptmw5TkWll9WrmydxlIIgCJcmgjRBEK7KdHz6XFHhob4uwMmTfTjsFqQ3vYdEIo3Vambt2hlF97VoYS31dQEOHOqkry8E9PN7H1jH/Hk1EzLrKEw9JpPCex9cid9r56WXjzE4GAVKWLa4jrffuwy/yLh5TbW2DnLmzADl5e4LHoq43TZisTQ7Xj/DypVN0/LnmSAINwaROEQQhOueJEnc/45lWG0mhodjhIbjhIbjhIMJgkNxcjmNFcsaaGwonZD+PB47t6yfzbveuRyABfOrRYB2HdN1g2eePshLLxwhFU/jdRVS8R/c187Pf7aDaDQ1ySO8sfR0h8hm8xedGXe7bfT1h4nFxHURBGHqEkGaIAg3hPXrZ7F0cR26ZpBIZkgms8QTmUIGPq+DP/i9m8SSNGFcdu1q4cUXjmCxmqhvKKHybJ280jI3Rw538evHd2OI9I7XzLmZ8ot+5oaBhPheFwRhahOPdgVBuCLJZIbTJ/tJZ3L4vHaamstR1OnznGfvnjaCA3EWzK0ilc4XilmrCj6PnUQszbPPHOTDf3iLCNSEq6JpOtu3nkSSJLwj9QILwYHZrFJS4uT40W56e8JUVfsmb6A3kNpaP1ariWQii2OMuoXhSIpZM8txu22TMDpBEIQrI4I0QRAuSdcNXnvlOFteOkYwGMfQQVVlqmv9vP2+pcycwGyFum7Q0xUkFkvjcFqoqQ1MyJ4RXTfYvvUUEgaVFRfeKMdtZk4c76W7K0hNrcjCJ1y5YDBBX1/kvABtNKfLSnA4QWfnsAjSrpG6ugCzZ1eyb187VSbfSFZXwzAIhRIossSatTPFAxlBEKY0EaQJgnBJr7x8jN/+917MJoWqKh+qqpBO5+hoG+JH/7WVP/yjW6mfgL1cp0/2sfmZQ7S3DpLN5jGZVerqA9x190Jmz6kqqu1IOEFvbxi3Z+wbaYfTwvBwnI6OYRGkCVfn3JI6cb8/ZUiSxLsfXEk6nePUqT4Mw0BRZHI5DYfDwqZNC1mypG6yhykIgnBJIkgTBOGi4vE0W146htmkUFb+RjFeq9VEbV2A9rYhXt1yougg7fSpPv7rB68SjaQoLXVhtZlIp3OcPtlPf2+ED35kfdGBGlz+PlpsGxKult/vpLTMTW9vCIfjwqV1iXgGq80sZtGuMY/Hzh997DaOHu3m2LEeUqksZWUeFi+qpabWL2bRBEGY8kSQJgjCRZ0+2Uc4lKC62kcymSESTqJpOmazis/vxOdzcPxYD5FwEs9FlntdjmEYPP/MISKRJPX1JSM3T3a7hbp6Mx3tw2x++hAzZ1WOe+mj22OnvNxDZ8cwzrOZ986XTGaxWExUixtp4SopqszatTP4xc93EoumcJ23zymfyzM4GGPp0npqavyTOMobk9mssmRJPUuW1E/2UARBEK6aCNIEQbiodDqHrht0dAwzNBAll9MKQZQBFmuQsgo3JrNKOp3Dc/nmxtTTHaK9dYjSEvcFT7clSaK0zE1nxzCdHcPUN5SMqw9FkVmzbgbtbUNEIyncnjdupHM5jYH+KAsX1467feHGtnr1DPr7ImzbeopgMIHdrtLU7KCvN8Ks2RW8690rxcyNIAiCcFVEkCYIwkW5PXbC4QSJaAarzYTLZQJJwtANUqksba2DNDSW4nJfODt1pRLxDNlsHqvVBEAmkyOX01BNClaLCavVxOBAnkQ8U9R7WbGyib7eCFtfPUEolMBiUcnndTRNZ8bMCh54cJW4kZ4khmEwNBgjm8nh9thHzUZNB4oq8853rWDu/GoO7GtnYDACZHjvQ2tZtLgem8082UMUBEEQphkRpAmCcFElJS6ymTy6oSMrEulUDl3XURQZi8VEMplFkeWibkIdTgtms0owVCguHQ4l0TUdWZHxeO34Aw7MFhWna+zCtFdKUWTue+cy5syt4sD+dvr7ItjtZhYsqmXhotqLFr4V3lonj/Ww5YWjtLUMouU1rHYzi5fWc9uGBfj8jske3hWTZYk5c6qYM6eKXC7HU089xbLlDZhMpskemiAIgjANiSBNEISL6mwfwmW3kIpnGOgOY+gGBoVCsLIi4/LawDAIBRP4A85x9VFV7SNQ6mT7q6eQJbDazJhMJjRNZ7A/Qn9fmJVrmick66IsS8yeU8nsORNXNmAs6XSOY4c6GegLA9B6pp8Zs6onpJzA9eTQ/g5+/qNtJOJp/AEnJpONRCLDlueP0tE2xIc+fhte3/QJ1ARBEARhooggTRCEi8rnNFLJDNlU7myABpIsY+g6uqaTjmVIJbLkc1pR/UiArusgS6RS2ZHXDcNA1w0kA6bLSsQzJ/v41U9ep68njKwa3LzRz6PfeYkZs6t48ANrL1oG4EaTSed4+r/3kk5lqT0vYYzFasLtsdFyeoDXXj7O29+1fJJHKgiCIAjXngjSBEG4KLNFJTScwDAMbHZzIVAzQJYLAVQmnWdoIIrLM/49RP19EYb6o/g9dgaHYuTyeiEXviRhUmRKSpyEhuP0dAWpnuI1zPp7wzz26KuEgwkqa3yYLTKg4/bYObi3HV0z+Mgn7kBR5cke6qQ7ebyX/v4IFZXeC/YCqqqCy21l365W7rx7odjTJQjXCcMwaG8ZpLc7BBLU1ZdQJUoiCMKYRJAmCMJFdXcOF2a4gFwmj669UbhXUWSQIJ3KEYukxn0jHY2kGOyLEI+kcDksyIp8LkbD0AwS0TT9RuG86tqJemdvjd2vn2F4MEZ9U+nZm47C52VzmCmv9HLyeA9nTvUxa27xNd+mu2gkiaEbmExj/xqy2y3E42kSsbQI0gThOjA8GOPxn7zOmZP9ZNI5kMBmMzNnQTX3v2/1qKy7giDApD7OfeWVV7jvvvuoqqpCkiSeeOKJUccNw+CLX/wilZWV2Gw27rrrLk6dOjXqnGAwyAc/+EHcbjder5ePfvSjxOPxUeccPHiQm2++GavVSm1tLV/72tcuGMsvfvEL5syZg9VqZeHChTz11FMT/n4FYboJDseRJRlDN8jnNAyjsCfN0HVy2TwShWBqaCA67j4kCWLRFJIEVqsZs0nFYlYL/281IckSiVh6yq93NAyDQ/s7sDstYz4VttnNZDN5zpzqn4TRTT3nAi9N08c8ns3kMZkUrCJAE4RpLxHP8OPvv8KRg524vTbqmkqoayzB7jCzZ0cLP330NbLZ/GQPUxCmlEkN0hKJBIsXL+bb3/72mMe/9rWv8c///M985zvfYceOHTgcDjZt2kQ6nR4554Mf/CBHjhxh8+bNPPnkk7zyyit8/OMfHzkejUbZuHEj9fX17Nmzh7//+7/nS1/6Et/97ndHztm2bRvvf//7+ehHP8q+ffu4//77uf/++zl8+PBb9+YFYRpwOK3ouo4sS5jMKpIsIUmFpCEmswoG6JqOp4gsfBISiiyjG4Ub9lQySzKeJpXMous6um4gyxKSMYFv7C2Sy+ZRFeWixyVJQssXt3/vejFzTiVen4PgcPyCY4ZhEA4nmLuwZszi48JbKxFPs/O1kzz+4+08/th2dm8/TTJRXAkM4cZ2cF8bracHqK4LYHcUHmRJkoTTbaOqxseJoz2cONI92cMUhCllUpc7vu1tb+Ntb3vbmMcMw+Ab3/gGf/3Xf8073/lOAP7zP/+T8vJynnjiCR566CGOHTvGM888w65du1ixYgUA//Iv/8I999zDP/zDP1BVVcWPf/xjstks3//+9zGbzcyfP5/9+/fzT//0TyPB3De/+U3uvvtu/vRP/xSAv/3bv2Xz5s1861vf4jvf+c41+CQEYWqqqvYhIWFgoKoyJpNCYQmfhGEY5PMaJpOCr4gMfIZh4PE6GOgPM9QfOfvqG0sFzRaV0nIPBlM7SpMkiepaP0cOduIvuTDT5bkZo0Cp61oPbUpyuW3cfMdcnvzVbk4d70HTCsloVJOKYRhU1fi4+bY5kz3MG07r6X5+8cOt9PWEgMJ3oSxJVNb4ee+Hb6KuoXRyByhMS4f3d6KM/A4ZzWI1YRg6xw53s3Bp/SSMThCmpim7J621tZW+vj7uuuuukdc8Hg+rV69m+/btPPTQQ2zfvh2v1zsSoAHcddddyLLMjh07eNe73sX27du55ZZbMJvfWDKzadMm/u///b+EQiF8Ph/bt2/nkUceGdX/pk2bLlh+eb5MJkMm88aTxWi0sNwrl8uRy+Uu+u/OHbvUOcL1Z7ped8PQCZTYiUbTIBnISuHpp64XZtBsdhMVVR5CoRgm8/gm5v0lDmx2FVkGi1XBMM6FgYUVjooiYbObCJQ4p/znt3RlAyePd5NIpHC6rEjyuT18OkMDEUrLXcyZXzXl38e1Mm9BNS8+vZ/eriA5TUM++0DAajNRW9dMSdnUv+Zjma7f75FQgl/88DWGhqLUNpSgqIVlu/m8Tm93kJ//8FU++pkNYnZzDNP1ml8r6VQaq1V542fim5jNMqlUZtp9fuK635iu9LoX+3UxZYO0vr4+AMrLy0e9Xl5ePnKsr6+PsrKyUcdVVcXv9486p7Gx8YI2zh3z+Xz09fVdsp+xfPWrX+XLX/7yBa8/99xz2O2XT7G9efPmy54jXH+m43V/94cbL3vO7j1bi+rj1nsDwKUzN27fsaWoPq6VtXd6zv7pjb1WDbOgYVbh9VdefXESRjV1rbjVxYpbx5pdjPPMM89c8/FMpOn4/T57hcps/Gf/du6GWqJ5UeH7U3z9Xtp0vObXQt1sqJvt4vyfi+drmOMFotM2H4C47jemy133ZDJZVPtTNkib6v7iL/5i1OxbNBqltraWjRs34na7L/rvcrkcmzdvZsOGDZhMpmsxVGEKeKuue9vpfn71o+0M9kex20zIikwykcVsUbjpznncde/iolIbx2NpvvX3T5PL5bHazAwPxchlNex2E/6Am4H+MAuX1PP+j6wfdz8dLQP8v28+x0BflGgwgX5eIglZlnH77ZSWu/nYZzfSOLP8Ei1NDZqmc3h/B3t3tTIwEGLhCivZuJ/lq2dQW18yIX1kszm2PHeEfTtaiIULvwRcHjtL1zRx64b5mC1T/2dLV/sQ3/uX53E4rTiclguO93YHqaoN8LHPbSxkEh2nbDbHb366k4N72sjndExmmVxWx2SSWbSyifveuxKzeWJ/FU7Xn/OP/usLtJ7qp6LaN+bx7s5h5i2u4wN/eMs1HtnUN12v+bVy4lgPP/73LTg9tgtmYsPBBPmcxkc/feeUL7PyZuK635iu9LqfW2U3XlM2SKuoqACgv7+fysrKkdf7+/tZsmTJyDkDAwOj/l0+nycYDI78+4qKCvr7R2dTO/f3y51z7vhYLBYLFsuFNxYmk+mKvlGv9Dzh+jKR1z2dyvLEYzsZ7ItRU1+CLBeCJH8JhEMJtjxzlNr6MhYuG/8af5/fxLpb5vDEz3aSToVJJ7MYBkRViaH+OOVVPtbfPm/UcuKrpRsS8XCGbCKPZEhIkoJhGIWN5UA2qRGPpNF1psX3jMkEK9bMZPnqGSSTaZ5//jnuf++aCRu7ltf478d2sWvrKZxuKyXlXqCwVG3zfx8gNJjgoT+8GUW9eAKTqaC/J0oinqWk1IOhXxjgO50O+nsiJOJZAiXj38f3/JMH2fnaaUrLPaOCwUQszc5XTuLzO9n0zmXjbv9SptvP+XzOQNelMa8HgKFLaHljWr2na226XfNrZd6COlavn8OrLx0jEkzh9trBMIiEUiDDhnsXUd9YPm3rpYnrfmO63HUv9mtiylZUbWxspKKighdeeGHktWg0yo4dO1i7di0Aa9euJRwOs2fPnpFzXnzxRXRdZ/Xq1SPnvPLKK6PWhW7evJnZs2fj8/lGzjm/n3PnnOtHEKaiYwe76OsOUVnjGwnQzvH6HGh5jd1bT13kX1+55pnlSLpOcDBGMpkhnc4RjaaJhpI4bCYqqrxFte/1OYhHU2Szebx+B4ESJyWlLgIlTrx+B7lsnlgkjdd3+WXEU4FhGLSfGeA3P3mdR/+lsBRi2wtHCY+RxXA8ThzpYd/OFkrK3SiyTH93mP7uEIosU1LuZv+uVo4fnh5Z0q7kdqyYW7Z4LMXuradxuWwXzNY5XFbsTiu7torMhefUN5WSSWcxjAv3DRmGQTabp7ZhYmaDhRuLLEvc9+4VPPjBNVTXBUgls6TTORpmlPH+D69nwz3FrfoQhOvRpM6kxeNxTp8+PfL31tZW9u/fj9/vp66ujs9//vP8r//1v5g5cyaNjY38z//5P6mqquL+++8HYO7cudx999187GMf4zvf+Q65XI5Pf/rTPPTQQ1RVFYrFfuADH+DLX/4yH/3oR/nzP/9zDh8+zDe/+U2+/vWvj/T7uc99jltvvZV//Md/5N577+WnP/0pu3fvHpWmXxCmmv6eEIbBmNmyAJxuK51tQ2h5bdyzKlpe48mf78Qky6xaO4NYNIWm6ZgtKjarif6eMK89f5RN949/JiKTzqHIMm+kCzlfIcujIkuk01O/ho5hGLz2/BGefWIvyXgGh8tEzVwfT/58F69vOclDf3Qr9c1ll2/oEg7taSOVzBIejhOPpTH0wg21JEs4XVasNjOH97Yzf0ndRLylt0x1XQCrzUwinhkzEUUklKCuqRRvEeUdejqCRMJJKmu8Yx73+uz090bo6QwyY07lmOfcSJasauL1V08y0BehrMIzctNsGAZ9PWG8PgeLl19+j6ogjEVRZdbePJtVa2cSCSeRJPD4HBc8ZBQEoWBSZ9J2797N0qVLWbp0KQCPPPIIS5cu5Ytf/CIAf/Znf8ZnPvMZPv7xj7Ny5Uri8cJGcqv1jV/oP/7xj5kzZw533nkn99xzD+vXrx8VXHk8Hp577jlaW1tZvnw5f/Inf8IXv/jFUbXU1q1bx2OPPcZ3v/tdFi9ezC9/+UueeOIJFixYcI0+CUG4epIsj/nE+5yR+mJF/AJsOdVPZ9sQZVVerFYTpWVuKiq9+P1ObHYLDqeVvdtPk05lx91HKpHF7bPjctuJx1KkU1lyOY10Kkc8lsLlseHxOUhNg9mO08d6eObxPciSRF1TKaUVhdn66oYAA71hfvnoa6ST4/+sAAb7owQHo8QiSaw2M063DafbhtVmJhZJMTQQZaAvcvmGJllNfYBZ86oYHIiQzbwRgBuGQTiUwABW3zwLWS7y15RhIF1kPk6SJDC45PfRjaSqxs/b370CRZVpbx1ksD/CQF+E9tZBLBaVd75vNWUVnss3JAiXoKgy/hInvoBTBGiCcAmTOpN22223XfKXoyRJfOUrX+ErX/nKRc/x+/089thjl+xn0aJFvPrqq5c85z3veQ/vec97Lj1gQZhCGmaUYTKrpFNZrLbRe8IMwyAWSXHTHXOLuskNDsbI5zSsNjO6rhOPnJ1JM6s43FacLiuxaIpIKHnBGK6U023F6bTi9dlJxDMMDcTQ8hqqSaGi2ovTZSWTzuPy2Mb9Pq6VPdtOk0pmqWkoITQUJ5vNUr8wQCqRoaLGT29XkKMHO1m2pnncfaSSGVKJLP4SJ9J511ZRZBxOC8GhOKnk1A9oJUniXR9YQzqV49TxHgBMqkImk8dmN3P7pgUsL+JzAqio9uHy2IiEE/jH2NcWCSdxe21U1oydKONGtGr9LMqrvOx9/QynT/SdfW0my9c0UzNBiW8EQRCEy5uyiUMEQbi0GbMraJpVwZH97VgsJhKxQgBld1gwJAmP186Km2YW1YfJrGIYhaWV/d0hUsksuq6jKgpOjw1/qQtVVTCZx5+koqLaR9OsCg7va6e+uZTqugBaXkdRZSQJOlqGmL2gmuq6qZ31yzAMzhzvRZYlju5rIxHPoKoSEODEwU4cbjuqqtDbGYQigg+JwtJGTTdQ3xR/a7qBJEtTd7Pxm3i8Dj7y8J0cPdjJ0YOdJBMZyso9LF7RQH1zWdF7VNxeO0tXN/HS04ewOyyjHiSkkllikRR3vX0xTtfUfwBwLdU3lVHfVNyyXEEQBKE4IkgThGlKURVuuWsuu7eepKt1CKTC7ISuRbDaTCxb1Uh9U2lRfTTNqkDXNE4fHcRkVrDazMiKRD6nERqOERyKsf7O+fgCznH3IUkSG96xhN6uIG1nBgmUurDaTCTiaYYHYvhLXGx659Jpsak8k87R3T4EhoHNYcFiLQSvqklhuD96dm9gcUvrXG4LLreVVDKLyaSMpNvPZvPksnlcbitO9/QpNmyxmli6qomlq5rekvY33LeE4FCcw/vaMQywWNTC8koJlq5u4s57F78l/QqCIAhCMUSQJgjTVDab57kn9uK0m6lcUks8lkbXDWx2M5JhcOJAJycOdTFnUe24+7BYVfS8jqbrWBQT+XwecoXASlEUMukcsiIVHUDVNZbyoYfv5MWnDnDqWC/xSAqTRWXxykZuu3shDUUm27gWJEnCYlFJJ7P4S12j9lqYzApmq4lENFVUzS+A2sZSfAc6kVWVocFoYWmjUeijutaPls9TIzLwjbDZLXzgY7dy7GAnh/a0EQom8PmdLF7RwJxFNZhM4tegIAiCMPWI306CME2dONhJV9sQ1Q0lmM0qJWWji6h3nBlg92sniwrSTh/twWRW8AecDPZFyOf0Qg5GCSwWE5U1Xob6wsQiSVye4lLk1zaU8AefvIOhgSiJeAa7w0JpuXtazKBBYbljJp3DZFbJpLJY7W+kfNd1g2wmh8msoJ1XrHs8Fq1oYvvLJwCoqqkncTahisNhIRpOYhgWFr9Fs1LTldmssnhFI4tXiMyEgiAIwvQggjRBmKZ6OofRzybxGIvLY6P1VF9RKfiTiQyxSIpkLI3VqiLZ5bNJ8UHP60SDCaxWM8lEpuggTdd1Wo73cnh3G+FgArfXzvzlDcyYV1X07NO1YraoVNb6CA3FiUdTmK2Fa5NMZHG6bNhsppGU+eNVXR9g4zuX8vSv9tDbFRpJqNLbFcJiNXH3A8tFggdBEARBmOZEkCYI16mJyCpuNqtEgnFkRcHlHh2EGYZBeDhBNJLE4SxuD1Q2m+eJ/9zKvm2nz844qeSyGju3HGfJmmYe+PD6kb1XU5UkSVTW+IkEE8xfWs/wYIxMqjDL1TizHJfbTm9ncMwsg1fbz/q75lNW4WXXaydpPdWHYRRqXK1cP5PZC2umzeyjIAiCIAhjE0GaIExTNQ2lqKpCJpPDMkYAE4umWLl+5rhn0QCM8wpMG4Yxxs2/cbbO1Li7AOCVpw6y46XjBMpcSJKdfC6PalIxMNj5ygm8ASd3P7iyuE6ugWXrZnLicBdaXqe6LoB0dgIwUOamtzOEr8TFguUNRfcjSRKzF9Ywe2ENuVyhxpjYWyUIgiAI14/psYZIEIQLzFpQTW1zKX2dQfI5beR1wzAY7A1jt5tZsX5WUX3kMhq+gBNFlUnE0+RzGrquk83kiEdTOFxWPF47yUR63H0kExl2vXICMOg8M8DRPW0c29fB0T2tdJ7qR5Yk9rx2kng0VdR7uRYWrWhg5S2zCQ3H6OkYIhZJAtDVNoTZrPL2963G7S1uWeibmUyqCNAEQRAE4TojfrMLwjRlMqm89w9v4SfffZnO1kFkSUJWZLKZPG6vnbc9uIKZ86qL6sPptuFy2yipcDPYGyERS6MbBooiU1rpxem0YrWZi1ru2NcZpLczSHgwRj6Xx2IzY7GZ0TWNcDBBIpYhncrS0zHMrAU1Rb2ft5qiKjzwe+uobypj92snGRoIA7BsbTOrb5lL0+zKyR2gIAiCIAjTggjSBGEaK6/y8fE/vYcje9s4ebibbDZPVZ2fRSuaqKz1F93+jHlVlFZ4GR6MMndxHclEBu1sshKzRaXj9AArb56N0z3+YsCaphMajBZqfHnsI0sqZVnF6VaIR1KEBmNo2gRssjtrJBOjSSlqOehYFFVh1S2zWbF+JrFokpe3vMCDH74Zk2lq76kTBEEQBGHqEEGaIExzdoeFlTfPZuXNsye8bYvVxIZ3LeNXj75Kd9sQgTI3FoeFZDxDX1eIqvoAN2+cX1QfkgT5nIasyBfseZMkCUUtFM+eiEwomXSOPa+eYPcrJwgNxTCZVRavbmblbXMoq/IV3f75ZFnG7rBc/kRBEARBEIQ3EUGaIAiXtHRNMyaTwpanD9LdPkw+p2G1m1l+0ww23L+M0kpvUe0buoHDaSUeS5HN5NDyGrpmIMsSikkhn9exO4sPdtKpLD/91xc4vLsVk0nF7rSSTmR54Ym9HNrZwvsfvov6meVF9yMIgiAIglAsEaQJgnBZC5Y3MHdJHb2dQTKpLG6fg9IKz4S0bXdaKa30kk5lCQ5ER9URkyTpbF9eHK7i0vy//vwRDu1qpbzah9VmHnndX+amq2WA3/zXVj71xXcWvfzRMAw6TvWzf/tpuloGqFmmsPXZQyxZOwtvwFlU28L4ZDM5juxu5cDrZ4gMx/EEnCxeO4P5yxsxW6bXr0HDMOhpG2KoL4KiyNTPrii6RqEgCIIw9Uyv306CIEwaRZGpaZj4IslV9QFsdhOpRBq7w4xhUJhJUyQkCVKJDGarSk3j+PvOZvLseuUEVpt5VIAGIMsS5dU+uloHOX20h9mLasfdj2EYvPr0QTb/ahfJWBq720LNsjKeemw7O144zkOfvIP6WRXjbl+4esl4mp/+24sc29uGJEmYrSa62gY5sruV+Ssaed8n7sA2TZalDvaEefLH2zhzpJtUIoMkS3gDTlbdMZc73rkc1TSx+ysFQRCEySNS8AuCMKnyOQ1d01FNKpKs4HBZ8ZY4cLisyIqCyayAYYwqM3C14pEk0VDioglOLDYzWk5juD8y7j4ATh3u4tlf7ESWJepmlo/sc6tuLmWwN8Qv/2ML6WS2qD6Eq/P847s5vLOFsiovNU2llFV5qW0qo7TKy8EdZ3jhiT2TPcQrEh6O86NvPsvhHS3YXVbqZpZT3VhKLpvnuZ/v4qnHtmNMRAV7QRAEYUoQQZogCJOqu22IdDLL7IXVePx2slmNRCxDNqPh8tqYtaCabDpHx+mBcfehmhRkWUbLjx3oGXqhbHexMxF7Xz1JJpUlUO4ZlQRFlmSq6kvo6xjm2L62ovo4n2EYJGJpErG0uEEfQySYYP/203j8DixvmkG12sy4vXb2bT01Us9uKtv76gk6zwxS01yK020rJNVRZALlHjwBJ7tePk5vx/BkD1MQBEGYIGK5oyAIkyqfzaNrOt6Ak0CZm0SsUDRbNRVm1QzdoLt1qKiZNJfXTuOcSg7vasHltV+QRTJydpateW7VuPswDIOWYz04XGPP1qkmBV3X6e0YZulN4+5mpK9DO86w88WjdLUUgteapjJW3T6PhWuaL3h/N6q+riCxSIqqurHLUbh9Dvq6gvR3Bove15XPaRze1cK+V08w1B9i1q1utj1zkGU3z8HldRTVtmEY7H31JDanZcw9k26fnY5T/ZzY30FV/cQvSRYEQRCuPRGkCYIwqfxlbmxOC4loCo/fecGSxFg0ic1pIVDmHncfkiSxbsN8zhztoa8rSFmlD0WVMQyDWDhJOBjn1nsWEygvLhmKJEmXn9EqMoAyDIMXf72bzb/chabpuM8GACcOdHDmcBcD3Su4890rRaBGYb+hxMWrNxiGgYRU9DXJZvI8/u8vsffVExiAw11IcvPkj7ey77VTfPBzmygtosSDltdJJTNYLpLk5Ny1TomltIIgCNcNsdxREIRJ5S9zM395A8HB2AWzZVpeIzgQY/biOkqrvEX1M2thLQ985GacbhvdbYN0nOmn43Q/6XSWdRsW8LaHVhfVviRJzFpUSyI69tLDbCaPrCjUNpUV1U/HqT5e+u+9WG0mvH4HqXiaVDyN9+ySvpd/u4+OU31F9XG9qKovweN3EB6Oj3k8PBzHW+KkusiEODueP8zuLcfwl7mpbSojUF54oFDdUErH6X6e+MErRS1HVVQZj9950SBMP5sR1e0VWR4FQRCuF2ImTRCESbfh3Svp7wrRcqwHCQNFkdG0wj6x+lkV3P3eVRPSz9KbZjJzYQ1H97YRGU5gsqjMWlhLZZ1/QmaeVtwymwM7TtPXOYzFYiKXzVK3vIpoMM7wQJzG2ZXMXlxXVB8HXz9NNBQnn9GIhhJomg4Usm+6fA7MFoWD209TP6uy6Pcz3TlcVlbcNofnfrELq908apY2HkmRjGe47b6lRWV3zGXz7HjxKBarGbtzdJkIRVUoq/LReryHjlN9474mkiSx/JbZPP69LWQzOcwW06jjwYEobp+decsbxvs2BEEQhClGBGmCIEw6X4mLtXfOo+tkLx2nBwp70lSFmqZS1tw+t+hliOdzum2sum3uhLV3vvpZFay9cx4/+efnSESSmCwqqx6o4sjrp/GX+3j7B9cWXZerq2WQYH8MLZfH5nhjj5KW1wgPxlBMCp1nxp9k5Xpz+33LiAwn2Lf1JEN9EUwmhXxOx2xVWbthPrfcs7io9sNDMcJDMVwXmcWyOSwM9obp7woWFTgvv3kWR/e0cWxvG06PHZfXjpbXCA3GkGSJe96/Bn8RS4IFQRCEqUUEaYIgXFYkGGfLf+/h9ecOk4ynKan0cvsDK1h1x3xM5uJ/jJzY185vf/gqhq6zdN0MVLNKPqcx1BfhqR9txeW1M39l0wS8k7fWUG+YA6+dxBdwUlrpI6/lAaidWU46nuPV3+6jflYFsjz+lebRYIJUPI2vxIWsvNGOalJxuGRCQzFi4amfrfBaMVtUHvzYrSxbXwhyoqE4Hr+T+SsaaZhd3LUAkBUZSZJGlhxe9Lwi+7HaLXzgMxvY8tt97Nt6iuBAFFmWqGkq46ZNC1m6fmZR7QuCIAhTiwjSBEG4pJ7WQf7+c/9F15l+dN1AliU6T/Vz+PUzrLhjLp/9Pw9htpou39BF6LrOi4/vIhlNUTOjnFwmRyaVw2RWqG4spbtlgBcf382cZQ0oytTeRrvnleMMdIVonFuFLMtIZxPx1TSVkYikOba3jbbjvTTNqy6+s7FWZ0oAxsUzZdygZFlmxvxqZsyfgM/9TXylLqobS2k52j1mHb5oKIHDbZuQIuYOl5V7PrCWW+9bSmgwWlhOWe2b8t8XgiAIwtUTP9kFQbgowzD41l/+nPaTvdgcVvzlbnylbvxlbiRFYsfmw/zq/71YVB89bUN0tQzgcNtoOdzFoe2nObLzDAe3n+bM4S7sTis9bYN0ne6foHf11jAMg4PbTmF3WcecNbE7rWRTWU4d7CyqH7fPjt1hIRFNkz+v7ls+r5GIprE5rBddeidMPFmWWbNhAYoqM9wfGZUgJBVPExqKsXB1c1HZHd/M4bJS01RGZV1ABGiCIAjXKfHTXRCEizq88wwtR7qwOyxY7eZCunJAkiWcHhuGYbDlv/eSTefG3UcqniEeSdF+vJeB7hCSLGGxmZFlmcGeEG0neohHkiQTmYl6W28JwzDIpHOXLogtSeSy+aL6qW4oxVfmxhNwkE3niEeTxCJJsukcnoADf5mb6sbSovoQrs7itTPY9NAakKD9ZN9I7bpIMMGy9bN5++8VWRhPEARBuOGI5Y6CIFzUkR1nyGbzOL12dF0nk8ig6zqqWcVsNWNzWggNRWk70cuscWYtdHpsREMJEvE0Hr9zpGSVosiYzCqRUBzDKJw3lcmyTEVtgJP728dM4KCfzcJYbHKHhWtnsOPFo5jNCoqqkIilgcLsiq7pZNJ5Fq0T+5OuJUmSuO2+Zcxd2sCR3a2EBiNAjD/4H/cwY36tmO0SBEEQrpoI0gRBuChdNzAMg3g4QSKURNMKy+skSUI1K9hcNkBC1/Vx9yFJnLdEzGD0ZquzxYYNA3kaFGdeftscTh7oIBFN4Thvf5JhGAx0h/CVupm/qrgEKA2zK7nl3iW89MQedF3H43cChYQiSHD7u5bTMFuk358M5TV+ymv85HI5nnrqKZrmVokATRAEQRgXEaQJN6xsOseJfW30dw6jKDINc6qoP5vwYbqJBuO0Heshl8tTWuWjdmbFhNT9mrm4DiOvE43FgMIyx0JQBbl0nlwmRqDKR10RSRFi4WShCK9RqF1lsZlRVBktr5NJZ7E5LCOzbROf9mFiLVozg9MHu9j14pGzhZIdgJXuMwOYLRbu+b11I0HVeEmSxMb3raas2seOF47Q2z4EQOO8KlbfOZ/FN82ckGsvCIIgCMLkEUGacENqP97Dr77zPL2tgxhGYbbIbDUza0k97/7kXbiLvJG+VrKZHM/9dDtbHt/FcG8Y3TBwuGzMW9XEg5/aSHldoKj2mxfWoOXyGLpRqMclAcbZ2S/ZwNAMTKqC3WG9bFsXY7WbcXps+EpcDA/GiAbj5JJ5ZEUmUOYhUO4mm8kVVXD4WlFUhXd97DZqZ5az+6WjDA9GAFi0dgar71zIjIW1E9KPJEksvXk2i2+aSTySAgrLQafjAwZBEARBEC4kgjThhjPUG+YnX3+a4b4wFXUlmM4WF07G0hzadgpN0/nIX75zpEjwVGUYBr/81mZ+98NXyGVyyGqhXlMynmHLr/fQ2zbEn/zzh/AVsQdq65P7UE0ymiah5bXRqd0lCcWkkEqk6e8cprx2fAFhdVMZNU1ltB3vZcb8arLpHLmchmpSsNrM9LQOUt1USu2M8nG/j2tJNSms2bCAVXfOIxKM88rWl3jvwxswmcZfpuBicpk80eEYhgEWqwmLzTzhfQiCIAiCcO2JIE244ex9+SgD3UHqZlUiy28sC7O7rFTUBzi1v51TBzqYs7xxEkd5ed1n+nn2J1vJZnK4fY6RoNIwDJKxFCf2tvLsY1t56PNvG3cfof4oumYgGYXdYhfQdfKZPEO94XEHabIsc+v9K+j952fpaRvEYjWh5zRkVSHYH8FkVbntXSumfND8ZrIsv2XJTvI5jdee3MvO5w4RGogC4Ctzs2rjQm66d+mEFBgXBEEQBGHyiLUxwg3n0PZT2ByWUQHaOVa7hVw2T8uRrkkY2dV55Td7iYeTuLz2UQGMJEnYXTYMA157ct+ouk1Xy+62ks3k0HXjXONv/AdomkEmk8Nf7inqvcxf2cTCVU10HOlk7wuH2PfyEfa+cIi2Q+3MW1rPorUiW+E5uq7zxHdf5Lffe5nIcBxfmQdfmYdoMM6T33uZJ777Apo2/kQugiAIgiBMPhGkCTec7GVqWUmSRDYz/rpf10pvW2E/nWq6cNZEkiRMFpXQYLSo92IyKSNTaOfHZ+fnpdDyGhZbcUv5djx3kN/8+4tkkhkcbhueEhdOj41MOsvvHt3C1if3FtX+9eTUgQ52v3CYQIWX8toAVrsZq91MWU2AQKWXPS8e5fTBjskepiAIgiAIRRBBmnDDqW4qI3m2ttSb6bqOYRiUVHqv7aDGwWItBEYXmynTNR2TSSkqmUTnqf6RPxvG6P/e6Mig63T/hf/4Cum6zk/+8Xckoin8lV48fidOtw2330mgwksyluYn//TUSPr/G92hbSfJZfI4PfYLjjncdnKZPAe3npiEkQmCIAiCMFFEkCbccJbdNhdFlYmFEqNeNwyDgc4g/jI3C1bPmKTRXblFN81GNamk4hcGnFpeI5/VmLGorqj9Sbl0DjBQTfLo8mUUZtMURUKWpKICqMOvn6KndRC724osSWRSWZKxNJlUFlmScHps9HcOs/+V4+PuYzLEI0k6jvcCkM/lJ6zdUH8Es/XiM5dmm4lgX3TC+hMEQRAE4doTu8uFG868Vc2se9sStv5uP5HhOC6fA13TiYbiONx27v3QLXhLx58R8VpZtWEhDY9uoeVwF7puYLGZkWWJXCZPOpnB4bHxtt+/uag+5q1s5sVf7EAywGYzoWuFcgWSLCNLkE3lsDitVDeNP/PiYFeIfF5D1RT6O4fIZ7VCH5KEalJweh1oeY2BrmBR7+VaSUSSvPTLHezbcoxUMs3q32/mO3/5U9ZuWsqqTYuKTpPv9DrIZy8e9OUyedx+R1F9CIIgCIIwucRMmnDDkWWZez9yKw99/m5mLKpF13VkRWbVXQv5yF++k6W3zp3sIV4Rq93MH//te2heUAsGJGMp4pEkmXQWT4mbd3/yLpbdVtx7WXLrHLxlbnRNJ5/VkWUJk0lFohAMSLLErCV1BCq84+7D7S8EyaGBCNl0fmT5pmEYZDN5QgMRdE3HU+Iq6r1cC+lEhsf+4Ule+Pnr5LL5kc9lqDvE499+jhd//nrRfSxYMxMkiXQyc2H/ySySJDF/GswEC4IgCIJwcWImTbghKYrM0lvnsuSWOWSSWWRVxmyZ+DpWb7XmBbX8j29/mH0vH2P3i0fIZnI0zq9h1V0LmLO8EUm6MIPl1SivDbDpA+t48vuvkEqkC0lIjEJiEsWkEKjw8MAn70JRxv+8Z/Etc9Dy2sg+N8MYqZk98nctr7H01jlFvZdrYd+Woxzf3UJVYxlmqwnpbH6a8roShnsivPLEbhbdNJuycZYrAJi9vIH5q5s5uPUk3lL3SOH1aDBOeDDKwnUzmbNiapePEARBEATh0kSQJtzQJEnC6rBM9jCKUlrlY+MH1rHxA+vekvbf9Ym7yGZy7HnxKMG+CLquo5pVqpvK2PDQWpbdPq+o9o/tOIORv3TKeD1vcHjbKVbetbCovqAQ8LUc7iQ8EMVsMzNjUR2OMZJwjMeeF4+gmtQx94z5ytx0nOjl6M4zRQVpZouJ93x2Ey6fg0PbTtF5qrDvzeV1cNO9S7n7D9ZPywcOgiAIgiC8QQRpgiBcks1poXleDSd3t5AIJ9A0DYtVxRdw0DC3qug9Vp0n+zB0HVkGXQcM443C2ZJ09nWdzhM9RQdpZw6287OvP0XLwQ7SyQyKIlNWG2DjH9zCHe9dW9SMoK7rhAeiFw36z81qvjlhzXg4XDbe/akN3P7AKrpbBoBC1lJ/RXH16sZiGAbhgSj5vIanxCUCQGFaSScytBzuJJvO4StzUzu7suifWYIgCNeCCNIEQbik1/57D099/yVUs8rsJbWAhKEbDPeE+Mnf/5YPf/Hd1M2uGnf7uqFjGIWSAVxQTcBA10BWpDcKao9T56levvGZR+lt6UdWZFSzSi6bp/VwFz/88q/IJrPc+9Hbx92+LMs4vHYGOodHxp7PvjFDaJytXWB3WYt6H+fzV3jeksAMCuM9sv0U257cQ+eJXnRdx1viZuXGRay7bxlmq/kt6VcQJoKu62z9zW5e/fVuhvtC6LqB1Wamfm4N9370dmpnVU72EAVBEC5JBGmCIFxUIprilcd3ksvkiIUTtB/vxtANFFXBX+FhsDvEa0/s5gN//o7/v737jpOqOhs4/rt3+vbGNlh6BwEBgcWuKBi7RIglETUao77GlhijguV9I2o02BKNiVFTUNSgsYsIKLjSOwsssLCULbB9p8/c8/4xy8jK0ubOwiLP9/PZD+zMmXvunWdm733uaTHX0Wdo92gCA1qLhbIj49QUyoB+I8xNhvH2tE/YuamCxBQXjgRHtJ5wyKC+upGZf/qc0y4bTmpm7BOUDDt7ADNf+oLyrVXs2VlDwB+gx5jT2bxqG06Xk4RkF32Hdzd1HEfLtx8v579/mU3QFyQlMwld16iprOe/f/mC7RvLmXjvRdKq9gMW8AXYvbMWTYOsjhlxj3VDTROr569n49JSgoEQBX3yGHJmf/K6Zcdl+/PeXcjHr87F5rCS3y0bi9WCt8nHhqVbqKms44ZHriS3S4e41CWEEG1BkjQhxAFtWrGVXVsqaaxuIhgM4UxwoFt0QoEQFaW7sbvsrCnaSH11Y8zJjW4BDYVqXoht/7W5I4mbmQ5KDTVNrPqqGKvNgs1hxdvoxQiF0XQNu8tOYoqL2qoGvv1oOWN/dkbM9Qw6vQ9vP/spm1ZsRRkGNmfkT2zZ+nKUoTj3J6PJ7x6fi1ClFNs37GJHSQUAnXrlUtAn3/RkMRBZi+2zf3yN3+0nGAyxacU2lFK4kpykZiWzYt46+p7SnVPOH2y6LogcS/2eRgLeACmZSTgT49faCJFWldI12/ly+jdU76ohq1Mm5151Kl0HdIrL+3W0NdW52bOrFqvNQm7XDlht8TuVh4Ih5r+/hEWfrqC2sh40jcy8NEZecDKjLxqKxWoxXUfZhl28+YcPKN9ShdVmxWLRKV60iaIPl3HRz89lxDhzn6uG6ia++s9iHC47HTpmRB9PSHbRuU8e29bv4psPl3HFbWPNHooQQrQZSdKE+AEwDIOqsmpCwRAZuWkkJLvist2meg81FXVoukZSWmK09clitWN32miobmL3jhp8bn/MSdqOknIslsh8jkYr84foOlh0je0lu+gX49Tye3bW4m3yoZSiZlctRshANU8hqeseHAkOwqEwu5rHd8Vqw+It7NmxG5RC13V0PXJBq+kaYX+QDQtLaKhuMr2cQF1VPf954TNKlpfid/tB03Ak2Ol1cjeuuH0sadnmukCuKdrIri2VeOo9hIJhbA4bmqbRWNtEY20TjgQHiz9fFZckbcvqMha8v5iS5VsJBcMkpLgYes4ATrtsRHTmSjOCgRDP3vY3Fvx3KX6PPzJ7qAYf/+1LTrt8BHc8NymuSU5baqpz8+VbRayYsxZ3vQfdopPTOYtTLx3O8PMHmU44w2GDmS9+zoL/LiEUCKFpkRskDTVN7NxcSXV5LZf8YoypMV0+t58Zz3xExdbdFPTOiyZ9Sil276jmv3/5guyCTLoO6BRzHRuWbaGhupGOPXP3e07XdVIzk1izYAMXXHcmrqT43hAQQoh4OT7OTEK0kbqqeqq2V6NbdDr1yo37Hfy2ppRixZy1LHh/Cbu2VGIYBklpiQw7dyBn/HgUiSnmZi1sqG4i4A+Skp7E96//NF1Dt+q4GyIXi7Gy2qzYbBYcTgt+X7B57FmkOU3XdZwuG6FgGKs99u5WCclOjLCBp8GD1WrB6rCiaRpKKZSh8DZ6UZqGM8ncTJ+fvj4XX5OfDnmpGAZo1siblpWbgqfOS3lpFQs+WMKPro997JvP4+ffU99n47JSsgsyyemcBYCnwcvqr4rxNfm44X8n4kyI/Vgqtu2mpqIOu8NGUtp3C2PbnTaCgRBNdW42ryqLrDFo4oJ9/aJNTH/yAxpqGknPTiUhyYW70cOsf3zNllXb+dnk8aYTtb/c9y/mzCjCCCvsDiu6RSccCuN1+5n9r/kkpDi55YlrTdVxNHgavfzz9zNZv2gzKZnJZOSlYYQMykureHvaxzTVezh7QqGpOkqWlTL/vcXUVtYT8AXZO4WPrmnYnDbmvbOQgYW96Tmka8x1rFtYQvmWSvK757RoldM0jQ6dMtlWvJMlX6wylaT5miJrCB5oIiC7047X7cPn9kuSJoRotyRJEyekxlo3s/4xj5VfFeOu96DpGhk5aRReNIzTrxgRly49R8P89xbz4cuzaKx1o+kaKGisaeLjrbvZUVLBTx+8wlTimZyRgM1uw+8LYrVbWtypNwyFEVYkpbkik37EaGBhb5LSEvHUe0jvkEygOVHTdQ2H0467wUNSiouBo3vHXEdWpwzsTitNtQYWlz16HFpzP0oDhaYi687FSinFljXbsdot6BYLugWs9sjnSNd0nAkOmuo8rF+02VSStrZoI5tXlZHfMwe/209FaaT1LzE1gfyeOWxeVcbabzYyzMRMmHt21hAKhFtNkGx2K8pQkc+ciZabgD/Ih3/9EneDh06983DXefC6fbgSnaRkprBpxVYWvL+EC64/K+Y6GuuamP3mNxhhhSvJAc1daq32yMQx3iY/X/xzPj97cHzcWp/byrLZa9iweAvORAdVZbvxNPrQNMjIScPqsDJ3RhGDTutLZn56zHUs/GQF5aVV6LpGQkoCuh55vwzDwNPgZefmCpbOXmMqSdtRUoFhKGz2/S8/NE0jKTWBkuVbY94+QHJ6IpqmEQqGWm0l9TV/zhJT23fMhRAnNknSxAnH2+TjX7//D8ULN6HrGqFgGFDsDlTzwcuzaKht4uKbx7T7sSq1lfV8+uocykurCPpDGIYR2WcFVoeVJZ+vpP+oXpx66Skx15GUmkhGTipNdW7c9V7sLhsWi04oGCbgC+JMdJDdMc1Uq016diqjfnQyX/x7AQFvAFeyC4tFj7R8NXkxDIPh5w8iu1Psa4u56zykZiZHxj35glhsFnRdRylFOBQGBa5kp6kZJA3DIBwMH/hz0/x4MBCMuQ6AdUUlhAIhtqzcRn11E+FgCACLzUpKRhLOBAdri8wlaQnJLnSLRjhkoNtbtkao5vfI7rCilIr5e1KytJSKrbuxWHTWLtgQ6Y7aPClNSmYSiakJLPtyDWdPLIz58/Xlm0X4mnzYHFb2Jmjf0bA5rHgavMx7+1suuCH2xLmtKaVY/NlK6vc04m3yApFk2QgrdpVWYXdYSUxNZG3RRs4YPzLmejYuKyUYDJGRndoirrquk5iaQG1lPRuWbjF9PG2tz/DuZOalsXtHzX4TkYSCYRprPYy+eJjMUCqEaNckSRMnnOVz1rBy3jqqy2vxNHijF50Wq4Xk9EQWvLeIYeee1Op4hvZk9fxitqwuIxwOk5iaGO3ao5TC2+SjpqKOOTO+YfQlw2O+kO51cjfyu2dTU1GH3xuksdZNKBDEao1MWBAOhhgwuo/pMVY//d3lVG2vZuW8dTTWupsv/sHusDPwtD5cP+VKU9sPBcOkZ6cSDhlUba8m4AtEJyix2ixk5WeQmpWMEQrHXIfFYiG7IIuta7e3mryEAkE0XaOgd+zLFUBkfNCenTV43ZGkZm8rpm4J4ff4cSY6aKwxtxZbTkEmCclOfB4/hmFgbx6TFgqG8bp9OFx2cjpnmrqRUb+ngfrdDbjrPRhhA92ioVl1DENRU15HY50HNA13nSfmJK22og6lOGB3XN2ioxTUVNTFfBxHQzgUZvuGchprGklISWhOOiMcCQ7cDR6qy2upLq81VY+73oOmaDWuke7BkTJmdOqVi65rBAOh/VrTlFI01XsYclZ/U3W4kpyMve5M3n3uE8o2lpOZm4rNbsVd76WuupFuAzsx+qJhpuoQQoi2JkmaOOHMn7mYnZsqCAUiXWEsdkukRSUYpqayDq/bz+r569t9krZ55TZ8Hj9pHVJajL3QNI2EZBe1Xj/b1+8iHArHPDFCYoqLs348kg/+MhtnooOOPXPQNA3DMKitqCOjUwanXxZ7S913+wxZOclkZCXSUOOOdndMTksgKyeFVhZQOyKpWUmkZadQv6cBq1XHFwpjKIWGhmbTcSXacSTY6WCitQ7g7ImFvPHYLppq3SSkJmAl0t0xGAjSWOchNTOJ0y83936FAiHqqxubG+a0aOz3tggHfEHTrXU9h3Qlr2s2nkYvDdVNzRfmGrpFIzUzCavNyrAx5iaqUETGhIZDYcJhAyPU3GVWi4xT9PsCNCQ5sbtib+3o1Ccf1jlDsAAALxhJREFUXdcIh8L7tQhCJPnRdY0CE+v8HQ0Wq4Wmusj3Yt8EDQAtkpTUVNSbTtLSslMo27CTcCi8X5fvcPNsqBk5aabq6D+yF/k9cti5qZJOvXJbTBxStb2axNQEhp1rbtF6gKFnD8DhtPHVzMVs31hOOBTGmejgjMtP4ewrC03fWPqhUUqxde0OVs5dw85NFdgdNvqN6s3gs/qTnG5+Ah8hjhbVfAe2vfeGOhySpIkTzvpFmwj6gjgSHdFJDzQ0dIuOFtDwNvlYV7SRcZPOOrY7eggNNU0oQx2wlcBiseBp8EbGqplw6qXD0XSNr95dRE1FHYZhYLPb6NK/Ez+6/iw69+1oavsAs96Yx6blpfQZ3hO70xZtiQr6g2xZtY1PX5vDhHtiX4vNarNS0CuPuTOKCPmD0dZTBXhDIbau3UHvYd3oPqizqeM468ejWPV1McvnrKO2ojY6Jq2xxo3TZeeCG86mUy9zi+g2VDc2J94WrDYLRvOUmFabhVAwRDgUprG60VQd3Qd1pt/Inqz6aj05XbKo292AUorE1AQsFp2s/EyGn2fuQlopCPiC0XFDVrsVTYt0pwwGghhhhd/jQ7fE/vk9c/wI/nr/dOp2N2CxWAiHwtEbABarhaA/RHpOKqdeNtzUsXx3TIpt63awc3M5EJnO3mYzv76YETawuyLbaW2ylmAghMWqm54oaMiZ/dm4ZDOexkhr6d6EMOgP4vcGcSY4GHR6H1N1OBMdTLj7IqY/+T6bVmwl4Iu0MGu6Rk5BFhffPMbUpCH7GlDYm34je0Zaz71B0jqkkJIZ/4QjHAqzrXgHANvX76LrgAJTE+ocbUopvpy+gNn//hpPgxdnooNwMMy6bzfy7UdLufr+y8nv0b5vWooTm1KKjUu3sOTzlZSu2oZu0ek3shfDzh8cl2uUY0WSNHHCqd/TAJrW6knUYrUQ8AXZUVJ+DPbsyGQXZGGx6gT9wf3GVhiGIhw2SMlKjiQkJuZB0XWd0y49haHnDGTzqjIC3gCpWcl0G1gQlwlW6vc0sHLeOpLSEqmpqGPPzmoC3gB2p42sjpmkZCSxZv56xlxzBhm5aTHXs+yLlQS8fjRNjzTdRRdk0zBCYbauKaO2qoEsExMvJKcnMvrCoWxaVkpNZQAj3FyHpsgpyODUi4eZvrvXsKchOpYy4A2iVCRJ0zQd3aqj63rkM26CruuMu+5Mij5cys6SCsKBEKDQLDopGclcdOM5ZBdkmarD2+BGGWEgMsGD4TeI3C4BTdfRiLQOeht9MScfNruNifdexF9++2+8Td4Wa/BpGugWC1fddwkWi/nP8cYlm/n75LfYvHIbaIprXryQ35z3v1z483MZO+lsU3HXdI2s/HTqKutpqvU0TxIUuZGhaJ5wIy2BjFxzSy8MP+8kFn68jLINu6irqicYiIx3tDmsJKcn0bV/J04+Z6CpOgBSs5JJSnbgqXNHbjYphcNlJ68gk+yCjENv4DC56z2snLuW1fPX423ykdu1A0POHkjv4d3jlkStK9rIrH/Mo2JbFaNuHshf7/8X+T3yGHvdmfQaenwsXL+uaCOz3piH3RW5+bb3sxoOhdmxsZy3n/6AW6dd3+pkL0dq69rtLP1iFZtXbEXTNfqe0pOhYwbFteeKp9HL2gUb2LxyK6FQmIJe+Qw6sx/pJluBRfuklGLujG/47O9z8Xv8JKYloAzF3LeLWDZ7NePvvJAhZ5v/u3UsSJImTjiapkcubgy1XyuTER0LZf7ud1vrPaw7SelJ+Jp8GIbC4bSDFrmw9bn9WG0WBo7uE7c1oPbsqGblnDV4Gjxkd84iu3MmKRnmuwxVlVVTv6eBxho3jTVN6JZIK4e73ktDTRkpGZFJJCq37Y45SautqmfVV8UQNlAY0Uk8olRkGv5Z/5jLVfddHvOxbF27ndn/+pqs3FR0FaaxPjI2rKBHB4K+IO888yG3Tptk6vOlVGR8mxEIRRaRa07SlKZjBAx0u5XIInCxC4cN/nz36+xYt715YpLIonIqDPWVNbw+ZQZ9TulhqlWwtrIelCIcMlD7LZAXaSkMBYLRlsJYbVu3nZA/iNY8UUyUphEKBShrbgExY9PyUn5/7XPUlNfhSnKQmBpJKsu3VPK3+6fjbfJz+f9cEPP2dV3n5LMHsH3DLjyNXnzN671B5MZSUpqLrLx0egzuauo4OvXKIz07hVXzigmGvpsEx+f2Ew6EyB47iNwuHUzVEQ6FeW3yWyyYuSjSrVIDdI2QP8DaBet56Z43uPdvvySro7lkbfeOav752LtsK96BpkV6FpSuKWPZ7NWceukpXHTL+Qecov9wrf1mA9Onvoen0UtWxzQAElNdbF6xlX9ur+ZnU35sOib78jZ5aax140xwkBLjupStWfzZCgL+ILnfm2TFYrWQ1z2b7RvK2bh4MwNONdeKWvTBUj58eRbueg8JKS6UUnzxr69Z/NlKxt95IYPPNDcWEWDX5gqmP/5e9Earrmss+XQFc9/+hsv/5wIGnWG+DtG+lK4u4/PXv8LmsJLb9bu/T1kdM6goreK9Fz+jc79Opm7yHivHT3u8EHGSmZ+OphHtGqaUQilFKBjGCIXRLTp5PXKO9W4e0oDRvek/sheJqQlomoa7wYO73kMoECIxxUV+jxxOi8N4sYA/wDM3/Zl7z32Et596n4/+Mou/P/gmt5/yWz7482emt2+x6tRWNVC3p56EFBcJKQk4EhwkpLhITHFRv7uB2qp6U612m1aWNs/iqCJJjRFu+aMMMBTz3i4ydSyLP1vB1rVlrJy7mrLinTTVRpK04qISSpZuZuPyzaxfWGKqDlAYgSCgmvddRX6M8HfPaebG8C37YjVLP18R6RqqFMowUIZChRVGyKBiawXTp840VUeHgkyCgRBGKBhp1dK1yE+kzyNBXyAy26OJC2mf18enf5sD4RAqGIBQMPqjggEIh/jopVmmx/D96/f/oaa8joy8NJLSEqPdBDPy0ggFQ8x87hOa6ppM1VHQNx93nZugz4fVAjphLBhYNIW71k3QH6DLAHPdelZ/XcziT1egYWCzgBYOoYVDkf8rg2/eW8RGk7M7rl9UQtF/lxAKhkhKSyAlM5mUjCSS05PQLTobl27my+nzTdVhGAbv/PFDNizZhN/jo6psD7s2V1BXWYen3sOct75h6ecrTdURDoX54p9fUb+7gVAgyMalm4FIwq6MMHt21TD7X/Nb3hiIUd3uej546TOeuv5P/PHml3nqhj/xr/99J9rF0oyAP8i2tTtIPsB6hHannXAozM7NFabq2b5hFx/+ZRZKGXQd0Cm6xmPX/p3wNfmY+fwnpsdU+jx+pk99j+0bdtGxZw5d+nWkoE8+nft1pKnWzbvTPmKXyeMQ7c/yL1fjbfSQmdeyF4ymaeR07UBtZR2r5q07RntnjiRp3/Piiy/StWtXnE4nI0eOZNGiRcd6l0ScnXbZKVjtVmzNrRmhYJhQMNzcgqOTkOzinImjj/FeHpozwcGV91xEz5O7kpadQodOmWR3ziItO4WsThmc/9MzGHhaX9P1vHjH35n3zrcoQ5Gel0ZWfgZpWck01jTxxiNvM+etBaa2n5SeiN8biI4L3Jdu0dEsGgFfwNSaRjs2lMM+i2S3LjKrYKyUUnz97kIqS6v2Nm61EPKH2LRkC1vXbI+5DoCq7bsPWaay7NBlDubjv31B0NecuCgiDWn7NM6psKLog8WmLkAba93NLWh7u54qIp33vpsZM+AL4EqJPe7/+r+ZhIMHT8BCgSBvPfl+zHXs3lnNuqISnAn2/RJKDUjOSKKhuoE5b34Tcx0AW1ZtIxwKYYQMgv5Qc16uCPgCaBh4G71sXW3us/XJq3Noqm1CGQaaUtidVmxOK1rzzY3GmkY++dtsU3V889+leBq8JKcntbjxousaSWmJGGGD+TPNnXdLV5exZv566qvqqd5ZgwZYbTpBX5Cqst1UbqtiwXuLTLXSlhXvZMvKbdRW1lG+pTI6ztUIG+wqqaBhdz0blmyKrmMYq9qqel6b/Baz/vEVAV+A5PRErBadxZ+u4O8PTmfT8lJT2492wz3od9l8orl8zhqaat37Tc6kaRq53eJzIb3umw3sLCmnY6/cFj1IdF0nv0cOdbsbWDprlak6RPuzbd1OXAdY51LXdaxWCzs3HZ/JuSRp+3jrrbe4++67mTJlCsuWLWPw4MGMHTuWqipzf2RF+3LprefTbWBnjObJFxJTXCQkO9Gax6kVXjwsLsnN0dD9pM7c9PjVXPyLMXQbWEB+j1xGXzKc6x+ZwLjrzY2DgUjXkW8/XIrdHlmDy9I8jsNqt5KWm4rfG+D9Fz4xdbFTv7uBxGQXmq7h9waiF/5KRS5AQSMhyUlDdewtEZGuQYe+0HCYmEkQYPOKg7cyKEPx9X++NVVHza5D322uPYwyB7N1VVn0/5quoWnNP7oWTdbctR5CoVDMdezZvgeIXDxruoZSKrpOnW7RsVh1jHCYqm17Yq5j84rDu4DduCz2C93dZdWEAkFsB1hzy2a3ohRUm4iJYRh8M3MRYX+IjNxU0rNTSU5LJCUzicy8NBKSXdSU17CuaEPMdQAUf7sRFTawWHRsDhsWiwWrxYLNYUPXdcIhg+JvzbUEV2ytQimFxbr/5YfWPLOn2RaVsuKdVG3bjWEYJKUlRiZBsdtwJTlJSHYR8ARYv2gTjTWx/01pqndTVbYbv9dPclpidJkIZ4KDpLREvE0+qrbtxt3gNXUsX739DVtWbqVzn3yy8jNISHaR2iGFLv070bCngQ9f/jzSSyBGNruV7oO7HPC98Hv8kYmXTC4dsnXNdlxJzlbPSbquY7NZ2b5hl6k6tq3bcdCF0hOTXaxftMlUHaL9sdos0aVoWhMOG9Gb8scbSdL28cwzz3DTTTdx/fXX079/f1566SUSEhJ49dVXj/WuiThKyUzmwel3MOqiobgSnZEZ5gIh0nPSuOSX53P7c9cfV1O3duiUyfk/PZO7X76Z3752K9fcfzn9RvaKyzHM/89CfG4fiWmJ+z2na5FWx50lFaa63VisFtKyU8jt2gFlGLjrPDTWummqcxMOG+R0ziItJw2rLfbujj0Gdzmscp37mZtVLuA9dLe5zSu2mqojHGy+IGstvM2Pmblog8jA+wPVsfdz1dosg0fKZrVElsGwaNhsVmwOK1abjq5r2OxWbFZLdPKKWGja4e3fgWZIPRypHVKwWC2EDrCfoeZ4Hag72eFQhqJ6Vw2armF32HElOkhKTSAxxYXDaSchyUUwEKaseGfMdQD43L7mBGr/75pu0UGp7z4bMUpMcTU3nrZ+0yQcNnCavFlSvqUy0gqb5Nrv76DFakG3RibXOVDMDoe30UvAG4yuIbgvTdew2q14m3yETHSldTd4WP7lWlKzUvYbW6xpGtmdO7CzpILNK7fGXAfAiHEn40h0sHtHdYu4BAMhykur6DKgE72GdTNVh8WqtzL29DuGYZj6HgIHvVCHyHt2qDLi+NO/sA8+t7/Vm8XBQAhd1+g55PCuAdobmTikWSAQYOnSpdx///3Rx3RdZ8yYMRQV7T9Oxe/34/f7o783NERmUwsGgwQP0r1m73MHKyPaXmqHZO756y+oLNvN9vXlWO0Weg7pSlJzMhLv+Byvcfd6fNicVhwJrd+FciTa8Xv8NNU0xnxsOd2yyO6SRf3uevJ6ZFO3uyG60G1qVgqeeg+JaYnk9siOuQ5nsoPkrCR8bv+BC2kw+vLhMdfh9/uxuVq+TzaXtcW/ABa7bupzkJSegLvBSzT/+G6SysivRuRC2EwdmZ3SaaxrAm3/OVb21mGx6QQCAazW2E4j3Yd0xpXqwua0YYQMAv5gZMZCXcOR4CDoC5CSmUxejw4xH8vgc/qx/MtDd28afHbfmOvo0DmDXsO7sX7RJnS7jq5p0aUXrHYLfp+flOwkTr0i9s9WOBTG5rJh81qwOvZPoAxDYXdGnjMT9/TcFBrrGrE6LPslHoZSWMNW0vNSTdUx8PS+LPxkGf5AkMTkli0rAX8Qi01nwGm9TdXhTHbgSLCjW7+Lxb6sdktkmnllxFyPI9GGM9URGTfp+C4uVocFBehujcQ0F5pVi7mO2spagn4/qVnJaNb9v4iuFCfGLoOayjpT71e3wQX86OZz+eKfX7Nj0y5sdhtGOIxS0H1wZ66460colKk6+pzSg82rtqJ0td/NnXAojG7V6DGki6k6cnvkYLHrGBit3mjw+fycfPLAuJ6Hj9dz+w/JwDP7sPjzZZRvrSSvWw6W5hu6QV+Q8q2VdB7YiV6ndD8mcTdbp6biMar1B2DXrl107NiRb775hsLCwujjv/nNb5g3bx4LFy5sUf7hhx/mkUce2W87//73v0lIMLdWjRBCCCGEEOL45fF4uPrqq6mvryclJeWIXy8taTG6//77ufvuu6O/NzQ0UFBQwPnnn3/QQASDQWbNmsV5550Xl0VOxfHheI17wBfgrjMmU1NeS3puKvo+3cdCwRB1VQ2MvGgod718i6l6wmGDL/75FQs/Woa7wRNZIkEpEpMTGD5uMGOvO8v0mmxzpi/gP899SE1FPd5GL4ah0ACby0ZKRhKDzxjAL6dNMrVkwW2n3MeOkuYByhrYnFZu+Nt4Xv35uwQ9ka5V1z0ygSt+dWHMdRR9sIRpt7yMzx1o9Xlnop07X7qZwotjn9mzZPkWplz6JJ69a4vteytPA6tV57L/uYCfTp4Qcx0Axd9u4Nlb/0pdZT1WuxWLVY8sbqxp9B7enfv+cQeuRGfM2/e6fdx1+kORcVCt9HLSLJDfPYdpX//vfmsNHqmiD5fw5hPvU72jFt2m8ZNpF/DBw/M49eJTuOp3V5ie7v2Tv89m5rSPCPhDoCKtQSgI+kPoNp2svAxuf+FGupjosrv40xW8+sC/qa6oJRQIs++cEja7layOGdz85E8ZfNYAU8eyfmEJ//y/dyjfUkUoEOkOqlt00rKSGffzczj/Z2eZ6q5dU1nH87e+wq7Nlfh9kRlKNV1DhRUWmwWH08a515zOj+++OOY6Av4Af/rVa+zcVEHAF8Dr8XHZ/57D+w99SUKCC91modfJ3bjpyWtjXodPKcW//u9d1sxfT0Gf/P3ekz07qnEmOrn9hRtJOMDECe3JllXbeO+FT9m9Yw8oomv85XfPYfydF5Ifh7XSNq/cyrvTPqK6vBany4Gu63jdPhJSXJx/3VmMunCo+QPZx/F6bv8h8jb5KF5YQkVpFbpFp6BPHr2G98Buj39cDjfue3vZxUqStGZZWVlYLBYqKytbPF5ZWUlu7v5/OBwOBw6HY7/HbTbbYX1RD7ec+GE53uJus9m4+v7xvHT3a1Ru2YMzyYnVasHvCxD0RdbVufaBK00fk80GF944hmHnDmbdNxtoqveQmJJA/8Je5HXPicv4utMuH0np6jLWzl9PKBhCt1oi08obitxu2Vxy6zhcCeYudO75263cUfgARqg5I2hOboKeEEFvkIy8dK68+xJTY7lOu2wkCz9cxvx3FxLwB6LJh6aDzWFn1IXDOe2yUabq6D+iD6dfMYov/vlVZEyYoZpneIxMkV/QuyOX/8+FpuM+6PSBPPzOr/nvnz5j6axV+L1+8rvncvqPC7nkl+fjcO3/N/ZI2NJsnHv1Gbzzhw8Ih8ORRbMNha5rWKxWrDYLY645i8Tk/cdcHqkzLi9k5AXDWPzJciq2VgKKxz/8HR06mlv0e69RFwxn1ZfrKCveiWEY+N0B0CAlIxlN0xh23mB6nNTV1Hdl8JkDGHhqP9YvLCHgC+Ju8ICCpLQEbE47A0/tw8BT+5mO+0mn9eeO529i6ecrWflVMeFAkK4ndeGUsUPoX9jb9Pc9p1MHRl04nFn/+IqU5rUjwyEDu8NKOGSQmZ/O6EtGmDoOm83GGVeM4p0/fogrwUl+87ItPU7qQsNuN5quccYVhTidsd9kADj98lFsWVHG9uJd5HTOik6JX1NRh9/j59yrzyA148jv0B8LfYb15LY/Xs+a+evZvnEXuq7TpX8nBpzax9TNmH31Hd6LXzzxM5bPWcP6b0sIBcN0HVjA0HNPokt/c2OOD+Z4O7f/ENnSbYwcF98k/JB1HiLuZj8TkqQ1s9vtDBs2jNmzZ3PZZZcBkYGss2fP5vbbbz+2OyfEMXTWhNEkpiTwn2c/ZPPKbQT8QZwJDgovHs41D44nr1t81pTTNI28btnkfW9B1XhJSHbx08lXsvCjZSz+dDmNNU1YbBZOOq0fIy8aZmph5r36DOvJ45/8jkevfAZ3nSf6uKZBlwGdeK7o/0xPtqHrOne/cgud+3ZkzvQFzTPhKTLzMjjrJ6dy5b0Xm64D4LbnbiA9N5050+dTW1kHSuFIdDL4zAH8fOrVpGenma4DoKBPR2579oa4bKs1P7nvMvzeAJ+/NhdPw3cxSUxNYNz15zDh3kviVpfDaee0y0cSDAb5+OOPSctOjdu2swuyuObBHzPzuY/ZWVJOOC0MChJSXJx0ej8uvf0C08lNYkoC1zwwnnee+YDS1WXRWVEdLgc9hnTlx3dfFJ3F0KyOPfPo2DOPi385FiDukzWNu+Ec0DQWfrSUxho3Njtouk6n3tlccutYUy2Oe4340VAC/hBzps+nrqoegLqqBtKyUjnvZ2cxKA6LM/cc0o2rfnsZH/3lCyq2VmGEDTRNIzU7hTE/PZMzriw89EbakaS0REZdNIxRDGuzOrI6ZnDetWdw3rVntFkdQhwNMiZtH2+99RbXXXcdL7/8MiNGjGDatGnMmDGD9evXk5Nz8AvRhoYGUlNTD9nvdO/J+0c/+pHcdTmB/FDivnv7Hhpqm8guyCI5PfbZ6o61UDCEp9GL3WmP20XnvpRSfPvRUhZ+spRu5+cydMAwCnrG/y5uOBymfHOk9T+vR07M3aoOxu/1s3bBBgL+IN0HdSG7ID4tQ0fbnp3VfPnmAhqqGkjNTuWcq04lMz+jTepqy+97MBBk45It7NlRjW610GNwl7i1Nu9lGAZbVm6Lri1U0CefrgML4pL8H23V5bVsWl5KwBsgPSeV3qf0xB7n6bib6twUL9rILm8ZnZK60m9E77h3Pwz4g2xatoX6PY04Ehz0HtY9OtGVOHZ+KOd2cWQON+6HmxsciLSk7WPixIns3r2byZMnU1FRwZAhQ/j0008PmaAJcaLoUJBFh+P0In1fVpuVlIzkNtu+pmkUXjSc4WMH8/HHH5PbpW3+hlgsFjqZXL/oUBwuB0PHDGrTOo6GrI6ZTLgnfq1mx4rNbmPA6D5tWoeu6/Q8uRs9TzY37Xp7kJmXTmZeepvWkZSWyJCzB7Lr4zIGndG/TS7W7Q4b/QvbNu5CiPZFkrTvuf3226V7oxBCCCGEEOKYOf76LgghhBBCCCHED5gkaUIIIYQQQgjRjkiSJoQQQgghhBDtiCRpQgghhBBCCNGOSJImhBBCCCGEEO2IJGlCCCGEEEII0Y5IkiaEEEIIIYQQ7YgkaUIIIYQQQgjRjkiSJoQQQgghhBDtiCRpQgghhBBCCNGOSJImhBBCCCGEEO2IJGlCCCGEEEII0Y5IkiaEEEIIIYQQ7Yj1WO/AD4VSCoCGhoaDlgsGg3g8HhoaGrDZbEdj10Q7IHE/MUncT0wS9xOPxPzEJHE/MR1u3PfmBHtzhCMlSVqcNDY2AlBQUHCM90QIIYQQQgjRHjQ2NpKamnrEr9NUrOmdaMEwDHbt2kVycjKaph2wXENDAwUFBWzfvp2UlJSjuIfiWJK4n5gk7icmifuJR2J+YpK4n5gON+5KKRobG8nPz0fXj3yEmbSkxYmu63Tq1Omwy6ekpMgX+gQkcT8xSdxPTBL3E4/E/MQkcT8xHU7cY2lB20smDhFCCCGEEEKIdkSSNCGEEEIIIYRoRyRJO8ocDgdTpkzB4XAc610RR5HE/cQkcT8xSdxPPBLzE5PE/cR0tOIuE4cIIYQQQgghRDsiLWlCCCGEEEII0Y5IkiaEEEIIIYQQ7YgkaUIIIYQQQgjRjkiSJoQQQgghhBDtiCRpbaCmpoZrrrmGlJQU0tLSuPHGG2lqajroa3w+H7fddhuZmZkkJSUxfvx4KisrW5TRNG2/nzfffLMtD0UcxIsvvkjXrl1xOp2MHDmSRYsWHbT822+/Td++fXE6nZx00kl8/PHHLZ5XSjF58mTy8vJwuVyMGTOGkpKStjwEcYTiHfNJkybt950eN25cWx6CiMGRxH3t2rWMHz+erl27omka06ZNM71NcWzEO+4PP/zwft/3vn37tuERiFgcSdxfeeUVTj/9dNLT00lPT2fMmDH7lZdz+/Eh3nGPy/ldibgbN26cGjx4sPr222/V119/rXr27Kmuuuqqg77mlltuUQUFBWr27NlqyZIlatSoUWr06NEtygDq73//uyovL4/+eL3etjwUcQBvvvmmstvt6tVXX1Vr165VN910k0pLS1OVlZWtll+wYIGyWCzqySefVOvWrVMPPvigstlsavXq1dEyU6dOVampqeq9995TK1euVJdcconq1q2bxLidaIuYX3fddWrcuHEtvtM1NTVH65DEYTjSuC9atEjde++9avr06So3N1f98Y9/NL1NcfS1RdynTJmiBgwY0OL7vnv37jY+EnEkjjTuV199tXrxxRfV8uXLVXFxsZo0aZJKTU1VO3bsiJaRc3v71xZxj8f5XZK0OFu3bp0C1OLFi6OPffLJJ0rTNLVz585WX1NXV6dsNpt6++23o48VFxcrQBUVFUUfA9TMmTPbbN/F4RsxYoS67bbbor+Hw2GVn5+vHn/88VbLT5gwQV144YUtHhs5cqT6xS9+oZRSyjAMlZubq5566qno83V1dcrhcKjp06e3wRGIIxXvmCsV+SN+6aWXtsn+ivg40rjvq0uXLq1erJvZpjg62iLuU6ZMUYMHD47jXop4M/vdDIVCKjk5Wb3++utKKTm3Hy/iHXel4nN+l+6OcVZUVERaWhrDhw+PPjZmzBh0XWfhwoWtvmbp0qUEg0HGjBkTfaxv37507tyZoqKiFmVvu+02srKyGDFiBK+++ipKlrk76gKBAEuXLm0RL13XGTNmzH7x2quoqKhFeYCxY8dGy5eWllJRUdGiTGpqKiNHjjzgNsXR0xYx32vu3LlkZ2fTp08ffvnLX1JdXR3/AxAxiSXux2KbIr7aMkYlJSXk5+fTvXt3rrnmGsrKyszuroiTeMTd4/EQDAbJyMgA5Nx+PGiLuO9l9vwuSVqcVVRUkJ2d3eIxq9VKRkYGFRUVB3yN3W4nLS2txeM5OTktXvPoo48yY8YMZs2axfjx47n11lt5/vnn434M4uD27NlDOBwmJyenxePfj9e+KioqDlp+779Hsk1x9LRFzAHGjRvHG2+8wezZs3niiSeYN28eF1xwAeFwOP4HIY5YLHE/FtsU8dVWMRo5ciSvvfYan376KX/+858pLS3l9NNPp7Gx0ewuiziIR9zvu+8+8vPzoxf8cm5v/9oi7hCf87v1sEue4H7729/yxBNPHLRMcXFxm+7DQw89FP3/ySefjNvt5qmnnuKOO+5o03qFEG3jJz/5SfT/J510EoMGDaJHjx7MnTuXc8899xjumRAi3i644ILo/wcNGsTIkSPp0qULM2bM4MYbbzyGeybiYerUqbz55pvMnTsXp9N5rHdHHCUHins8zu/SknaY7rnnHoqLiw/60717d3Jzc6mqqmrx2lAoRE1NDbm5ua1uOzc3l0AgQF1dXYvHKysrD/gaiNyV27FjB36/3/TxicOXlZWFxWLZb/bNg8UrNzf3oOX3/nsk2xRHT1vEvDXdu3cnKyuLTZs2md9pYVoscT8W2xTxdbRilJaWRu/eveX73k6Yifsf/vAHpk6dyueff86gQYOij8u5vf1ri7i3JpbzuyRph6lDhw707dv3oD92u53CwkLq6upYunRp9LVffvklhmEwcuTIVrc9bNgwbDYbs2fPjj62YcMGysrKKCwsPOA+rVixgvT0dBwOR/wOVByS3W5n2LBhLeJlGAazZ88+YLwKCwtblAeYNWtWtHy3bt3Izc1tUaahoYGFCxce9DMgjo62iHlrduzYQXV1NXl5efHZcWFKLHE/FtsU8XW0YtTU1MTmzZvl+95OxBr3J598kscee4xPP/20xXwEIOf240FbxL01MZ3fTU07Ilo1btw4dfLJJ6uFCxeq+fPnq169erWYgn/Hjh2qT58+auHChdHHbrnlFtW5c2f15ZdfqiVLlqjCwkJVWFgYff6///2veuWVV9Tq1atVSUmJ+tOf/qQSEhLU5MmTj+qxiYg333xTORwO9dprr6l169apm2++WaWlpamKigqllFI//elP1W9/+9to+QULFiir1ar+8Ic/qOLiYjVlypRWp+BPS0tT77//vlq1apW69NJLZZrediTeMW9sbFT33nuvKioqUqWlpeqLL75QQ4cOVb169VI+n++YHKPY35HG3e/3q+XLl6vly5ervLw8de+996rly5erkpKSw96mOPbaIu733HOPmjt3riotLVULFixQY8aMUVlZWaqqquqoH59o3ZHGferUqcput6t33nmnxVTrjY2NLcrIub19i3fc43V+lyStDVRXV6urrrpKJSUlqZSUFHX99de3+MKWlpYqQM2ZMyf6mNfrVbfeeqtKT09XCQkJ6vLLL1fl5eXR5z/55BM1ZMgQlZSUpBITE9XgwYPVSy+9pMLh8NE8NLGP559/XnXu3FnZ7XY1YsQI9e2330afO/PMM9V1113XovyMGTNU7969ld1uVwMGDFAfffRRi+cNw1APPfSQysnJUQ6HQ5177rlqw4YNR+NQxGGKZ8w9Ho86//zzVYcOHZTNZlNdunRRN910k1yot0NHEve9f9+//3PmmWce9jZF+xDvuE+cOFHl5eUpu92uOnbsqCZOnKg2bdp0FI9IHI4jiXuXLl1ajfuUKVOiZeTcfnyIZ9zjdX7XlJI53IUQQgghhBCivZAxaUIIIYQQQgjRjkiSJoQQQgghhBDtiCRpQgghhBBCCNGOSJImhBBCCCGEEO2IJGlCCCGEEEII0Y5IkiaEEEIIIYQQ7YgkaUIIIYQQQgjRjkiSJoQQQgghhBDtiCRpQgghhBBCCNGOSJImhBAiZo899hjp6em43e4Wj7/44os4HA4qKyuP0Z4d/1577TXS0tKO9W4IIYQ4BiRJE0IIEbObb74Zj8fDG2+8EX1MKcXzzz/PxIkTycnJOYZ7J4QQQhyfJEkTQggRs5ycHCZOnMjzzz8ffeyzzz5jw4YN3HHHHQDMnTsXTdP46KOPGDRoEE6nk1GjRrFmzZoW23r33XcZMGAADoeDrl278vTTT7d4vmvXrmiahqZpJCYmMnr0aJYsWRJ93jAMHn/8cbp164bL5WLw4MG888470ef37kddXV2L7WqaxnvvvQfA1q1b0TSNFStWHPZ7MGnSJC677LLo79XV1aSnp7doBXv44YcZMmRIi9e1tj+PPPIIqampDBgwgA0bNgDwxBNPkJycTL9+/Vi0aFGLbezd3+//7LvNqVOn0rVrV6xWa/T5adOmHfR4u3btGi0DcNZZZ3HnnXdGf9+wYQM2m63FMR3O+yCEEOLwSJImhBDClDvuuIPi4mI+//xzAJ599lkKCwsZPnx4i3K//vWvefrpp1m8eDEdOnTg4osvJhgMArB06VImTJjAT37yE1avXs3DDz/MQw89xGuvvdZiG48++ijl5eUsWbKExMREbrvttuhzjz/+OG+88QYvvfQSa9eu5a677uLaa69l3rx5bfsGfM8jjzxCKBQ64td98sknTJ06lVdeeYXXX3+dd955h8bGRnbu3MmSJUsYNWoUV155ZYttK6UA+OKLLygvL+fdd99tsc3PP/+cBx54gEceeYRt27ZRXl5Op06dzB0gkVg6nc6Dlon1fRBCCCFJmhBCCJOGDx9OYWEhzz33HBs3buSzzz7jV7/61X7lpkyZwnnnncdJJ53E66+/TmVlJTNnzgTgmWee4dxzz+Whhx6id+/eTJo0idtvv52nnnqqxTaSk5PJzc2lW7dupKenk5qaCoDf7+f3v/89r776KmPHjqV79+5MmjSJa6+9lpdffrnt34RmGzdu5NVXX+Wuu+464tf+9a9/Zfz48UyYMIHhw4dz3333kZiYyLPPPkufPn149tlnqays5LPPPou+Zm+Sm5ubS25uLhkZGS22uWLFCnr06MF1111Hx44dyc3NxWKxmDrGOXPm8M033/Dzn//8gGXMvA9CCCHAeqx3QAghxPHvjjvu4Oqrr0YpRX5+PuPHj9+vTGFhYfT/GRkZ9OnTh+LiYgCKi4u59NJLW5Q/9dRTmTZtGuFwOJpY3HfffTz44IN4vV4KCgqYNWsWAJs2bcLj8XDeeee12EYgEODkk09u8djhtCSNHj0ai8VCWloao0eP5umnnz6s1/3mN7/hF7/4Bd27d9/vudWrV5OUlBT9PRwOt3h+06ZNTJgwIfq71WpF13U0TQMgJSWFTp06sWnTpmiZhoYGABITE1vdn27durF161YWLFjAqaeeesj9PxSlFPfccw9Tpkyhurr6gOUO9j4IIYQ4NGlJE0IIYdqPf/xj8vLy+Pjjj/nlL3+J1do29wB//etfs2LFCpYtW8bpp5/OhAkTCIfDNDU1AfDRRx+xYsWK6M+6detajEsD+Prrr1uUac1bb73F8uXLmT59OiUlJdxyyy2H3Ld58+bx9ddf8+CDD7b6fJ8+fVrU+9e//vXIDr7Z3i6OALt27ULXdXJzc1stO378eG666SbOOeccXC4XSUlJlJWVxVQvwBtvvIHb7T7o+3Go90EIIcShSUuaEEII06xWK1dccQWvvPIKN998c6tlvv32Wzp37gxAbW0tGzdupF+/fgD069ePBQsWtCi/YMECevfu3aJ7XlZWFj179gQirWonnXQSpaWl9O/fH4fDQVlZGWeeeeZB97Vbt26HnMyioKCAnj170rNnT2688UYef/zxg5bf28L00EMPkZ6e3moZu90e3XeAHTt2tHi+e/fu0ZZFgFAohGEYKKXQNC06Pq1Hjx7RMosXL6Zv374HHB+m6zr33XcfM2bM4Omnn2b06NGcddZZBz2WA/F4PDzwwAO88MIL2Gy2VssczvsghBDi0CRJE0IIYUpZWRklJSXMnDmTa665hg4dOrRa7tFHHyUzM5OcnBweeOABsrKyorMB3nPPPZxyyik89thjTJw4kaKiIl544QX+9Kc/tdhGY2MjFRUVeDweXnjhBZKTk+nYsSMul4t7772Xu+66C8MwOO2006ivr2fBggWkpKRw3XXXHdExBQIBfD4flZWVvPPOOwwcOPCg5WfPnk1eXl6LiUyO1A033MCECRO45JJL6N69O08++SRut5s777yT2267jccff5zMzEzGjh1LIBDgrbfe4plnnuGRRx454Db9fj/jx4/nhhtu4Gc/+xlAq62ce493L6UUoVCoRVfTf//73wwbNqzFDI7fF4/3QQghhCRpQgghTJoyZQpvvvkmI0aM4NFHHz1gualTp/KrX/2KkpIShgwZwgcffIDdbgdg6NChzJgxg8mTJ/PYY4+Rl5fHo48+yqRJk1psY/LkyUyePBmXy8XAgQN57733cLlcQGRh7Q4dOvD444+zZcsW0tLSGDp0KL/73e+O+JhGjhwJQFpaGqeddhovvPDCQcu73W6mTp16wBamw3HxxRdzzz33cOONN1JQUMCVV17Jiy++SKdOnRg2bBj5+fm8/fbb2O12li5dGp0B8+677z7gNu+44w6SkpL4/e9/f9C69x7vvn7961+TlZUVjYHH49lvWYTvi8f7IIQQAjS1b+d2IYQQIs7mzp3L2WefTW1trayZdQRee+017rzzzv3WdTta7rzzToYMGbJfoiyEEKLtycQhQgghhNiPzWYzPV2/EEKI2Eh3RyGEEELs5/tr1AkhhDh6pLujEEIIIYQQQrQj0t1RCCGEEEIIIdoRSdKEEEIIIYQQoh2RJE0IIYQQQggh2hFJ0oQQQgghhBCiHZEkTQghhBBCCCHaEUnShBBCCCGEEKIdkSRNCCGEEEIIIdoRSdKEEEIIIYQQoh35f/hC0u3gc66cAAAAAElFTkSuQmCC", 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" ] @@ -285,7 +285,7 @@ "\n", "plt.scatter(df['inflationrate'], df['percapitaincome'], c=df['percapitaincome'], alpha=0.6)\n", "\n", - "plt.title(\"Номер 1\")\n", + "plt.title(\"Диаграмма 1\")\n", "plt.ylabel(\"Доход на душу населения\")\n", "plt.xlabel(\"Уровень инфляции\")\n", "plt.grid(visible='true')\n", @@ -295,12 +295,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 79, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -317,8 +317,8 @@ "plt.plot(year_condition['gdppercent'], year_condition['unemploymentrate'], marker='.')\n", "\n", "plt.title(\"Диаграмма 2\")\n", - "plt.xlabel(\"GDP percent\")\n", - "plt.ylabel(\"Unemployent Rate\")\n", + "plt.xlabel(\"Уровень ВВП\")\n", + "plt.ylabel(\"Уровень безработицы\")\n", "\n", "\n", "plt.show()" @@ -358,7 +358,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -435,7 +435,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -490,7 +490,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -521,7 +521,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -689,7 +689,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -723,7 +723,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -806,7 +806,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -816,87 +816,106 @@ "Оверсэмплинг:\n", "Распределение ВВП в обучающей выборке:\n", "gdppercent\n", - " 0.08 37\n", - " 0.07 33\n", - "-0.04 31\n", + " 0.04 36\n", " 0.02 30\n", - "-0.10 27\n", - " 0.04 25\n", - "-0.05 25\n", - "-0.03 21\n", " 0.03 21\n", " 0.01 13\n", - " 0.11 11\n", - " 0.09 11\n", - " 0.10 7\n", + " 0.07 10\n", + " 0.08 10\n", " 0.05 7\n", "-0.01 5\n", - " 0.14 5\n", + " 0.09 4\n", + " 0.11 3\n", + " 0.14 2\n", + " 0.10 2\n", "-0.02 2\n", + "-0.03 1\n", + "-0.10 1\n", " 0.06 1\n", + "-0.05 1\n", + "-0.04 1\n", "Name: count, dtype: int64\n", "\n", "Распределение ВВП в контрольной выборке:\n", "gdppercent\n", - "-0.08 24\n", - " 0.02 9\n", - " 0.07 7\n", - " 0.03 7\n", - " 0.01 6\n", - " 0.05 5\n", - " 0.04 4\n", - " 0.06 4\n", - " 0.08 3\n", - "-0.01 2\n", - " 0.10 1\n", + " 0.02 9\n", + " 0.07 7\n", + " 0.03 7\n", + " 0.01 6\n", + " 0.05 5\n", + " 0.06 5\n", + " 0.04 4\n", + " 0.08 3\n", + "-0.01 2\n", + " 0.10 1\n", + "-0.08 1\n", "Name: count, dtype: int64\n", "\n", "Распределение ВВП в тестовой выборке:\n", "gdppercent\n", - " 0.08 26\n", - "-0.01 22\n", - "-0.05 14\n", " 0.02 12\n", " 0.03 8\n", " 0.01 7\n", " 0.05 5\n", - " 0.07 5\n", - " 0.13 5\n", " 0.04 3\n", + " 0.08 3\n", + "-0.01 2\n", + "-0.05 1\n", " 0.06 1\n", + " 0.13 1\n", + " 0.07 1\n", "Name: count, dtype: int64\n", "\n", "Андерсэмплинг:\n", "Распределение ВВП в обучающей выборке:\n", "gdppercent\n", - " 0.01 2\n", - " 0.08 2\n", - "-0.10 1\n", - "-0.03 1\n", - "-0.05 1\n", - "-0.04 1\n", - " 0.03 1\n", - " 0.02 1\n", - " 0.14 1\n", - " 0.07 1\n", + " 0.02 25\n", + " 0.04 25\n", + " 0.03 17\n", + " 0.07 8\n", + " 0.08 8\n", + " 0.01 7\n", + " 0.05 7\n", + "-0.01 3\n", + " 0.11 2\n", + " 0.09 2\n", + " 0.10 2\n", + "-0.04 1\n", + "-0.10 1\n", + "-0.02 1\n", + "-0.03 1\n", + " 0.14 1\n", + " 0.06 1\n", "Name: count, dtype: int64\n", "\n", "Распределение ВВП в контрольной выборке:\n", "gdppercent\n", + " 0.02 7\n", + " 0.03 6\n", + " 0.01 4\n", + " 0.07 4\n", + " 0.04 4\n", + " 0.05 4\n", + " 0.08 3\n", + " 0.06 3\n", "-0.08 1\n", - " 0.02 1\n", - " 0.08 1\n", + "-0.01 1\n", + " 0.10 1\n", "Name: count, dtype: int64\n", "\n", "Распределение ВВП в тестовой выборке:\n", "gdppercent\n", - "-0.01 2\n", - " 0.08 2\n", - "-0.05 1\n", - " 0.02 1\n", - " 0.04 1\n", - " 0.05 1\n", - " 0.07 1\n", + " 0.02 12\n", + " 0.03 8\n", + " 0.01 7\n", + " 0.05 5\n", + " 0.08 3\n", + " 0.04 3\n", + "-0.01 2\n", + " 0.06 1\n", + "-0.05 1\n", + " 0.13 1\n", + " 0.07 1\n", "Name: count, dtype: int64\n", "\n" ] @@ -907,11 +926,11 @@ "from imblearn.under_sampling import RandomUnderSampler\n", "\n", "def binning(target, bins):\n", - " return pd.cut(target, bins=bins, labels=False)\n", + " return pd.qcut(target, q=bins, labels=False)\n", "\n", - "train_df['gdppercent_binned'] = binning(train_df['gdppercent'], bins=3)\n", - "val_df['gdppercent_binned'] = binning(val_df['gdppercent'], bins=3)\n", - "test_df['gdppercent_binned'] = binning(test_df['gdppercent'], bins=3)\n", + "train_df['gdppercent_binned'] = binning(train_df['gdppercent'], bins=2)\n", + "val_df['gdppercent_binned'] = binning(val_df['gdppercent'], bins=2)\n", + "test_df['gdppercent_binned'] = binning(test_df['gdppercent'], bins=2)\n", "\n", "def oversample(df, target_column):\n", " X = df.drop(target_column, axis=1)\n", @@ -951,6 +970,654 @@ "check_balance(val_df_undersampled, \"контрольной выборке\")\n", "check_balance(test_df_undersampled, \"тестовой выборке\")" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "https://www.kaggle.com/datasets/surajjha101/stores-area-and-sales-data - данный датасет содержит информацию о магазинах" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Store ID ', 'Store_Area', 'Items_Available', 'Daily_Customer_Count',\n", + " 'Store_Sales'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "df_stores = pd.read_csv(\".//static//scv//Stores.csv\")\n", + "print(df_stores.columns)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Столбцы на русском:\n", + "Store ID - Айди магазина\n", + "Store_Area - Доступное пространство магазина\n", + "Items_Available - Доступные предметы\n", + "Daily_Customer_Count - Ежедневное количество клиентов\n", + "Stores_Sales - Продажи в магазинах" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 896 entries, 0 to 895\n", + "Data columns (total 5 columns):\n", + " # Column Non-Null Count Dtype\n", + "--- ------ -------------- -----\n", + " 0 Store ID 896 non-null int64\n", + " 1 Store_Area 896 non-null int64\n", + " 2 Items_Available 896 non-null int64\n", + " 3 Daily_Customer_Count 896 non-null int64\n", + " 4 Store_Sales 896 non-null int64\n", + "dtypes: int64(5)\n", + "memory usage: 35.1 KB\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Store ID Store_Area Items_Available Daily_Customer_Count Store_Sales\n", + "0 1 1659 1961 530 66490\n", + "1 2 1461 1752 210 39820\n", + "2 3 1340 1609 720 54010\n", + "3 4 1451 1748 620 53730\n", + "4 5 1770 2111 450 46620" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_stores.info()\n", + "df_stores.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Объект наблюдения - экономика\n", + "Атрибуты - содержит набор информации о магазин, такие как:\n", + "Айди, размер, количество доступных предметов, количество покупателей и выручка" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "\n", + "plt.scatter(df_stores['Daily_Customer_Count'], df_stores['Store_Sales'], c=df_stores['Daily_Customer_Count'], alpha=0.6)\n", + "\n", + "plt.title(\"Диаграмма 1\")\n", + "plt.ylabel(\"Доход магазина\")\n", + "plt.xlabel(\"Количество посетителей\")\n", + "plt.grid(visible='true')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Присутствует связь между атрибутами, прибыль магазина зависит от количества товаров и количества покупателей. Для примера на графике приведена связь между прибылью и количеством покупателей. \n", + "Примеры бизнес целей\n", + "\n", + " 1.Прогнозирование уровня продаж на основе количества покупателей.\n", + " 2.Улучшение маркетинговых стратегий.\n", + " \n", + "Эффект для бизнеса: увеличение объема продаж и снижение затрат на хранение непродаваемых товаров, увеличение клиентской базы и повышение лояльности клиентов.\n", + "Цели технического проекта\n", + "\n", + "Для первой цели:\n", + "\n", + "Вход: площадь магазина\n", + "Целевой признак: сумма продаж.\n", + "\n", + "Для второй цели:\n", + "\n", + "Вход: количество клиентов за день\n", + "Целевой признак: сумма продаж" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Проверка на выбросы" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Пропущенные значения по столбцам:\n", + "Store ID 0\n", + "Store_Area 0\n", + "Items_Available 0\n", + "Daily_Customer_Count 0\n", + "Store_Sales 0\n", + "dtype: int64\n", + "\n", + "Статистический обзор данных:\n", + " Store ID Store_Area Items_Available Daily_Customer_Count \\\n", + "count 896.000000 896.000000 896.000000 896.000000 \n", + "mean 448.500000 1485.409598 1782.035714 786.350446 \n", + "std 258.797218 250.237011 299.872053 265.389281 \n", + "min 1.000000 775.000000 932.000000 10.000000 \n", + "25% 224.750000 1316.750000 1575.500000 600.000000 \n", + "50% 448.500000 1477.000000 1773.500000 780.000000 \n", + "75% 672.250000 1653.500000 1982.750000 970.000000 \n", + "max 896.000000 2229.000000 2667.000000 1560.000000 \n", + "\n", + " Store_Sales \n", + "count 896.000000 \n", + "mean 59351.305804 \n", + "std 17190.741895 \n", + "min 14920.000000 \n", + "25% 46530.000000 \n", + "50% 58605.000000 \n", + "75% 71872.500000 \n", + "max 116320.000000 \n" + ] + } + ], + "source": [ + "null_values = df_stores.isnull().sum()\n", + "print(\"Пропущенные значения по столбцам:\")\n", + "print(null_values)\n", + "\n", + "stat_summary = df_stores.describe()\n", + "print(\"\\nСтатистический обзор данных:\")\n", + "print(stat_summary)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Коэффициент асимметрии для столбца 'Store ID ': 0.0\n", + "\n", + "Коэффициент асимметрии для столбца 'Store_Area': 0.030366862979232103\n", + "\n", + "Коэффициент асимметрии для столбца 'Items_Available': 0.03443939172681748\n", + "\n", + "Коэффициент асимметрии для столбца 'Daily_Customer_Count': 0.07463278790524851\n", + "\n", + "Коэффициент асимметрии для столбца 'Store_Sales': 0.14879364291055253\n", + "\n", + "Количество дубликатов: 0\n" + ] + } + ], + "source": [ + "for column in df_stores.select_dtypes(include=[np.number]).columns:\n", + " skewness = df_stores[column].skew()\n", + " print(f\"\\nКоэффициент асимметрии для столбца '{column}': {skewness}\")\n", + "\n", + "duplicates = df_stores.duplicated().sum()\n", + "print(f\"\\nКоличество дубликатов: {duplicates}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "На основе данных выше можно сказать, что пустых значений и дубликатов нет, выбросы минимальны\n", + "Очистиим данные от шумов" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Выбросы в датасете:\n", + " Store ID Store_Area Items_Available Daily_Customer_Count Store_Sales\n", + "39 40 1270 1516 10 45480\n", + "349 350 1886 2228 1530 40350\n", + "848 849 919 1099 1560 73810\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(df_stores['Daily_Customer_Count'], df_stores['Store_Sales'])\n", + "plt.xlabel('Количество клиентов за день')\n", + "plt.ylabel('Сумма прибыли')\n", + "plt.title('Диаграмма рассеивания перед чисткой')\n", + "plt.show()\n", + "\n", + "Q1 = df_stores[\"Daily_Customer_Count\"].quantile(0.25)\n", + "Q3 = df_stores[\"Daily_Customer_Count\"].quantile(0.75)\n", + "\n", + "IQR = Q3 - Q1\n", + "\n", + "threshold = 1.5 * IQR\n", + "lower_bound = Q1 - threshold\n", + "upper_bound = Q3 + threshold\n", + "\n", + "outliers = (df_stores[\"Daily_Customer_Count\"] < lower_bound) | (df_stores[\"Daily_Customer_Count\"] > upper_bound)\n", + "\n", + "# Вывод выбросов\n", + "print(\"Выбросы в датасете:\")\n", + "print(df_stores[outliers])\n", + "\n", + "# Заменяем выбросы на медианные значения\n", + "median_score = df_stores[\"Daily_Customer_Count\"].median()\n", + "df_stores.loc[outliers, \"Daily_Customer_Count\"] = median_score\n", + "\n", + "# Визуализация данных после обработки\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(df_stores['Daily_Customer_Count'], df_stores['Store_Sales'])\n", + "plt.xlabel('количество клиентов за день')\n", + "plt.ylabel('сумма прибыли')\n", + "plt.title('Диаграмма рассеивания после чистки')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Разбиение набора данных на обучающую, контрольную и тестовую выборки" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Размер обучающей выборки: 537\n", + "Размер контрольной выборки: 179\n", + "Размер тестовой выборки: 180\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "train_df, test_df = train_test_split(df_stores, test_size=0.2, random_state=42)\n", + "\n", + "train_df, val_df = train_test_split(train_df, test_size=0.25, random_state=42)\n", + "\n", + "print(\"Размер обучающей выборки:\", len(train_df))\n", + "print(\"Размер контрольной выборки:\", len(val_df))\n", + "print(\"Размер тестовой выборки:\", len(test_df))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Видим недостаток баланса" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Распределение суммы продаж в обучающей выборке:\n", + "Store_Sales\n", + "63540 3\n", + "69940 2\n", + "66050 2\n", + "41490 2\n", + "85670 2\n", + " ..\n", + "43720 1\n", + "17670 1\n", + "66490 1\n", + "58670 1\n", + "62470 1\n", + "Name: count, Length: 508, dtype: int64\n", + "\n", + "Распределение суммы продаж в контрольной выборке:\n", + "Store_Sales\n", + "54590 3\n", + "60060 2\n", + "74080 2\n", + "62380 2\n", + "39140 1\n", + " ..\n", + "67640 1\n", + "72350 1\n", + "21750 1\n", + "55170 1\n", + "69130 1\n", + "Name: count, Length: 174, dtype: int64\n", + "\n", + "Распределение суммы продаж в тестовой выборке:\n", + "Store_Sales\n", + "66000 2\n", + "59190 2\n", + "51480 2\n", + "76300 1\n", + "44890 1\n", + " ..\n", + "65970 1\n", + "70050 1\n", + "90180 1\n", + "71280 1\n", + "81470 1\n", + "Name: count, Length: 177, dtype: int64\n", + "\n" + ] + } + ], + "source": [ + "def check_balance(df_stores, name):\n", + " counts = df_stores['Store_Sales'].value_counts()\n", + " print(f\"Распределение суммы продаж в {name}:\")\n", + " print(counts)\n", + " print()\n", + "\n", + "check_balance(train_df, \"обучающей выборке\")\n", + "check_balance(val_df, \"контрольной выборке\")\n", + "check_balance(test_df, \"тестовой выборке\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Применим андерсемплинг и оверсемплинг" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Оверсэмплинг:\n", + "Распределение суммы продаж в обучающей выборке:\n", + "Store_Sales\n", + "44660 3\n", + "70810 3\n", + "62470 3\n", + "72320 3\n", + "66050 3\n", + " ..\n", + "73710 3\n", + "67290 3\n", + "36290 3\n", + "49330 3\n", + "33010 3\n", + "Name: count, Length: 508, dtype: int64\n", + "\n", + "Распределение суммы продаж в контрольной выборке:\n", + "Store_Sales\n", + "41080 3\n", + "39140 3\n", + "54590 3\n", + "39820 3\n", + "54820 3\n", + " ..\n", + "67640 3\n", + "72350 3\n", + "21750 3\n", + "55170 3\n", + "69130 3\n", + "Name: count, Length: 174, dtype: int64\n", + "\n", + "Распределение суммы продаж в тестовой выборке:\n", + "Store_Sales\n", + "61080 2\n", + "76300 2\n", + "44890 2\n", + "36280 2\n", + "45480 2\n", + " ..\n", + "65970 2\n", + "70050 2\n", + "90180 2\n", + "71280 2\n", + "81470 2\n", + "Name: count, Length: 177, dtype: int64\n", + "\n", + "Андерсэмплинг:\n", + "Распределение суммы продаж в обучающей выборке:\n", + "Store_Sales\n", + "105150 1\n", + "16370 1\n", + "17670 1\n", + "21300 1\n", + "21470 1\n", + " ..\n", + "30610 1\n", + "30020 1\n", + "28330 1\n", + "27970 1\n", + "27840 1\n", + "Name: count, Length: 508, dtype: int64\n", + "\n", + "Распределение суммы продаж в контрольной выборке:\n", + "Store_Sales\n", + "20270 1\n", + "21750 1\n", + "23740 1\n", + "24410 1\n", + "25820 1\n", + " ..\n", + "87000 1\n", + "87330 1\n", + "89540 1\n", + "94690 1\n", + "102920 1\n", + "Name: count, Length: 174, dtype: int64\n", + "\n", + "Распределение суммы продаж в тестовой выборке:\n", + "Store_Sales\n", + "14920 1\n", + "22310 1\n", + "26770 1\n", + "32260 1\n", + "33730 1\n", + " ..\n", + "93530 1\n", + "93950 1\n", + "97260 1\n", + "102310 1\n", + "116320 1\n", + "Name: count, Length: 177, dtype: int64\n", + "\n" + ] + } + ], + "source": [ + "def oversample(df, target_column):\n", + " X = df.drop(target_column, axis=1)\n", + " y = df[target_column]\n", + " \n", + " oversampler = RandomOverSampler(random_state=42)\n", + " x_resampled, y_resampled = oversampler.fit_resample(X, y) # type: ignore\n", + " \n", + " resampled_df = pd.concat([x_resampled, y_resampled], axis=1) \n", + " return resampled_df\n", + "\n", + "def undersample(df, target_column):\n", + " X = df.drop(target_column, axis=1)\n", + " y = df[target_column]\n", + " \n", + " undersampler = RandomUnderSampler(random_state=42)\n", + " x_resampled, y_resampled = undersampler.fit_resample(X, y) # type: ignore\n", + " \n", + " resampled_df = pd.concat([x_resampled, y_resampled], axis=1)\n", + " return resampled_df\n", + "\n", + "train_df_oversampled = oversample(train_df, 'Store_Sales')\n", + "val_df_oversampled = oversample(val_df, 'Store_Sales')\n", + "test_df_oversampled = oversample(test_df, 'Store_Sales')\n", + "\n", + "train_df_undersampled = undersample(train_df, 'Store_Sales')\n", + "val_df_undersampled = undersample(val_df, 'Store_Sales')\n", + "test_df_undersampled = undersample(test_df, 'Store_Sales')\n", + "\n", + "print(\"Оверсэмплинг:\")\n", + "check_balance(train_df_oversampled, \"обучающей выборке\")\n", + "check_balance(val_df_oversampled, \"контрольной выборке\")\n", + "check_balance(test_df_oversampled, \"тестовой выборке\")\n", + "\n", + "print(\"Андерсэмплинг:\")\n", + "check_balance(train_df_undersampled, \"обучающей выборке\")\n", + "check_balance(val_df_undersampled, \"контрольной выборке\")\n", + "check_balance(test_df_undersampled, \"тестовой выборке\")" + ] } ], "metadata": {