{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.10","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":5048,"databundleVersionId":868335,"sourceType":"competition"}],"dockerImageVersionId":30129,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport os","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2025-05-07T14:35:46.570063Z","iopub.execute_input":"2025-05-07T14:35:46.570449Z","iopub.status.idle":"2025-05-07T14:35:46.598356Z","shell.execute_reply.started":"2025-05-07T14:35:46.570341Z","shell.execute_reply":"2025-05-07T14:35:46.597277Z"},"trusted":true},"outputs":[],"execution_count":1},{"cell_type":"markdown","source":"# Computer Vision Project","metadata":{}},{"cell_type":"markdown","source":"## Distraction detection during driving\n\nThe main goal of this notebook is to show how can we detect the distraction of a driver using a dataset of thousand of driver images. \nMore precisely we want to classify the activity the driver is performing (driving, texting, talking, operating the radio etc)\n\n### Table of Contents\n\n* [Part 1 : Loading Dataset ](#chapter1)\n    \n* [Part 2 : EDA](#chapter2)\n\n* [Part 3 : Performing a CNN model for classification](#chapter3)\n\n* [Part 4 : Data augmentation for increase robustness](#chapter4)\n\n* [Part 5 : Transfer Learning for increasing accuracy](#chapter4)","metadata":{}},{"cell_type":"markdown","source":"### Technology used :\n- Python libraries : OpenCV, Tenserflow, Scikit Learn, Pandas,...\n- Computer vision techniques : CNN, Data Augmentation, Transfer Learning","metadata":{}},{"cell_type":"markdown","source":"## Dataset sample","metadata":{}},{"cell_type":"markdown","source":"![test.png](attachment:6f127c57-e907-438f-8673-5e47f80eb8b3.png)","metadata":{},"attachments":{"6f127c57-e907-438f-8673-5e47f80eb8b3.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAApIAAAHOCAYAAAArLOl3AAAABHNCSVQICAgIfAhkiAAAAAFzUkdCAK7OHOkAAAAEZ0FNQQAAsY8L/GEFAAAACXBIWXMAAAsSAAALEgHS3X78AAAAOXRFWHRTb2Z0d2FyZQBtYXRwbG90bGliIHZlcnNpb24gMy4wLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+dC6ujAAAAIXRFWHRDcmVhdGlvbiBUaW1lADIwMjE6MTA6MDQgMDc6MjU6MTIgPzepAAD/I0lEQVR4Xuy9B6Bl11Xev27v9/U6vTeNerFsy924gOkYY2ogocXkn0ISWogSSgoESAyhBgwGA8amGOOCMbblJtnqvU2feb2/2+v/+63zzuhqkGwJYyyLu97sOeeess8ua6/1rbWbfYnpmxR+Kzh1+naFtwan/6i0W+H+4NRpbesY0urW8a8UXhycOn1Y4Zrg9ItKeYU7FL7efz330jeo8BGFmxQe58IW7VC4Lzi1BxS2B6dOJxRGgtN/cPoqhf8bnNrLFN6rMKbwXEgbNL11HFe4R+ElCs+FOr1WoaVwg/8y+98KP6XwXOO3Pn3pqC+znxn1Zfazo77M/vvRc0JmR7eOXyo6rwBzhARjzASnX1KaV5gKTv24EJx+SdKbUHi3wh8o/CkXRM+l9EEw7UcVXqCAgIorQL3f700b9wcUVvzXPzy9SOGrFU4r/JHCKxR+SeG5kDYo/C719mcK1ys8F+qUbxFu819m71K4WuG5xm99+tLRc7XO+zL72VFfZj87Cr/bl9lPQV9qIPlZhQMKexSSCm9SeI/Cl5pIw3cGp378i+DUr3+HQkSBBriuMKvwxSK+8/8UHlL4BS5s0XMhfViLNHIoo/AqBdKJlfuNCtClaQvTzP2/Vej6r394+lEFGgheC3iKb32rwnMhbTmFQnDq51+hgGfluVCncwrnFA75L7NXKjyo8FxIW5+eG9SX2Z+b+jL770d9mf33o77M3qLXKzyqgGv6x7nwj0x/qEBBNhVA69+jgIscl+9jW8dhBYjC/xUF0oqLHbfyF5NwQdM47lW4eytQXs+F9F2ucJcCaaNR/aQCtFfhMwp0SfyJQkoBSivwm+vc57l/DAq7SaDnQtqIm64RAt0zIc8/V3juSoXbFajXP1cYUniupK1Pzw3qy+ynp77M/sKpL7OfHfVldp/61Kc+9alPfepTn/rUpz71qU996lOf+tSnPvWpT33qU5/61Kc+9alPfepTn/rUpz71qU996lOf+tSnPvWpT33qU5/61Kc+9alPfepTn/rUpz71qU9fEmL5A5aZYO0tiEVcfyI4/Tv0NoX/EJz2qU996lOf/gkS60ayhM1zhf6Lwi8Hp5+X/rtC745KfepTn7ao1BM6CtWe3yzG+rno2QDJLxYdVmB7pj71qU996tOzpy9EB3wuulQ/fLnT5wOSLMzdu/Vfn/4R6Uu9s80/dWI/1jCcVXhDz2+21+rT85PCLb/61Kc+/dOmf6o6oC8Dn0fUB5LPbWL/UfbQZBsj9sP8RYVn0gDZd/QTCj/nv57srXytArsB/JjCosIFhV7Ll03p36+woXCrApbg3yg8Fd2iEFMILeirtn7TZYFQZL/P31YIt5e6lMK08Dz7pJ5U+CaFkL5Oga4Y0nJGgTSHxFZV5Iv32DeWcmJFf+hfKLBn66bCpXF+n8IjCrzHBvbbFKDQguddVv1nk3vKOyTK/f8oLCtw/18p9Hpj2Tng9xTCLav+s0LYvr5fgS282FGAeH9EoU996lOfPh8hT/+TAnJsSQFwGW5zyNZ37DCELISQl+z0gxxENkPIOmTz1yqE8jYkZNW/UWCXG3QMcbPtZUjoDGQ4cX6vwhfi4USPvEPhjxWQy2yDeKmX8Z8roDfQSwzFutTLyLaO7GrE++ziwo4uEDvcoLf+WoG8Ipv71Kd/kgTwYQxLL7Ex/HUKCJN9CggBQAn0dF3bNCi2wert5r4USLK1GNs8JRQQPjRMLGCILZYARDRattRiK7KnA5JP1bX9gwrs37pLoajAVle/qfBURFp4/78pIMDIf0WBfXwh9g09pgAgYyN6wB/vQP+fAhvUk05AHuWEQEWIAiwpLwigeCQ4deFF2g4qkPefVmAvVygszz9VIN2kgXjYrgv61wqAWjbAZ/spBHVv3gHfb1XIKvAMdRDudUqd8SwglbokzX3qU5/61EtPpQMwOj+uMK2AjGK8++8ohPRuhV9TmFAA9L1aAXqqru2nApKfVOBd9uHm3ncpQABPACR7OCNX36nwhQLJugLbRSLPkYG9QBJQiMOA/Z/ZBhGjHZkZAkmeRTeQP2QoRv5HFULqd233qU+ipxIilxJCBYsMeiog+esKAKVLLbJLgSTWZ683mgZMQyZOxukAAkP6eYVnAyQRTN8dnDpdoYAAYI/PS4m01BT4bkhsKv/vg9O/QwhMQCcEYP2YwmX+6wkKgeTXKPTGCwEae72vgElANYI0LM/evUdJCwAS+pRCCAyhr1II8055lRWIL6R/pgC4hACSeA761Kc+9enp6Kl0wCkFeqZCwsDtlacYtfRW4VX831zYokv1A/RUQPIbg1MnwNsvBafuPaRXJSTk7BcKJPEY9lIvkPxZhV6AjDGPLuoFkuH+2xCOBeR8SH0g+SWkftf2c5uOKgBGsDQBe2yyP6rwdIQVCf2/rePTEV0HNNKQEEx4JCcVEFBYoiHRTftsCMuZbuiQOMf6DDeNv5RIC2AyJJ4nDggBCljkGcAv1nKYf/LIPbySpBdBhKVK1zFgETCNcAEM7leAAHyAUQQQgXgBg73CkXdCCssFIk29ZdF7TrwIbuIL40aoA1BDerbl2Kc+9emfNiGLdyi8TyGUK/R0oLcBkBBDbf5MAV3xC1x4lvT3kXeXEuA3HN50Bxeehj5XHJd+D32HzO+lp0trn77E1AeSz22iS/hOBbppsdD+q8JTefZCYikFPGd/qfD36T6loWJ1huMGIQTZ0xHPXkpYx70ezZ0KzESkW/qpCGDY6znkeeKA6E5hTA1pYNwn3Tph/ukmAVjjFX2JAuMg6bqGGPtItzjCiTE3v6oAIagAo4wxCgPl9LmEX0h08fcCzt5yIV6EKN7QMF7qC6s5pKcqqz71qU99ejpCZjCG/RUKvTILecl4SYjhT9+iwDhBPIohfaHy5nPJu0uJHitAHeEaLjwNfa40Xfo95Ccy/5lSX75+CakPJJ/bxCQVrDJACmMFGWP3uYjGxDMIH8Y6Mtbk2RCeQUAok18QVnRnvFnh6WhBAS8g4C8kut5/WIFrpJ9xiHSTPF1DpzuYweSMkURgMgaGcT8ARgQTFjfpeqFC76QZrGCscHgY6xXPYlsBEPyVCoxVBGxSdlyH8EbSxc+4Hwjg9w3B6eclQC0D0/Ha4g0gjyHR/cTEpP+pQJ5J0wGFfldLn/rUpy+EkFl064ZAjjHwzOyGkHFvV/h3ChjIyLVwWBGyD92x1389e0LeMfkFOcYYyd4x918M4nvIYsa6owtwmvT2mn0+otfu75vXPn2B1AeSz20CuNCYAUPM+MU79/mIxodQoRsEQNY7C++ZELOa8eTRTcv4FYAhQumpiG5kwBMePb7HOEu8f0xYwTPK7GY8kf9W4emIcUGAQLyhzPBmbCEzFAGejC1kjCaTgZjFh9UdEoDxLxS4x/ggun8QRgDbH1UgPkAogumHFCDygteW9AE+71YIB6d/Pgq9vQ8qfFaB8Tq95YJXAG/Bwwrkmbrq7druU5/61KdnS8hXPH6s+oCsQwaFPR3/S4Ex8YwtpNfn2xWQl7sVIHpskJnI5q/mwrMgussZPsSYd8Z3M+EHejpd8IUSXfaMjee7OELwUAKEn+n3fmYrkNe3cKFPferTc4cY68ckni8GXTr4+8uJmO3O0hp96lOf+vR8J5Z2o2focw2t+ockeotwJrACRp/61KcvM6I7m250BAbdyXgdAXxfDPpyApJ0WX+FQtiVjxeWLqc+9alPfXo+0tcr0KPFOPYPKLD6xxeT8JoyZp0hTXhZGS7Up3/CBEDAWwNI6C++/OVFzJSma5lZcRwZf/PFoi8nIMnAbyY+McyA8ThMhOrPGuzT84n6crtPvcQ6jQwBYohQuOj3F5MY70l3Nt3TLBUUrgXcp3+ChMeGsXEMfMWaYRFnJkX0qU996lOfnpvUl9t96lOf/l70xZhsw3IEWLR4sxoKuMNZHLpPfepTn/r03KS+3O5Tn/r096IvxsBZVsqni4TZxhAzyW5QePqZVBHrxqJPxrSMsn3KxEX0cLfLgR9+6XNTGFPv6jPh70hPPF3Fq7OLvz8PbT2iGIITEee9XwlvhSmAwuf5vxt54umt1Oj7Qf64wnlU5dJut/1+u9OxWCJh+XzBsoW8JVIpa+vZRrtlA/mcra2tWbVa8Wej0Zh1FfhQLB63eDxpsVjC4nqfe5Gop8A6nba1W03rdnTeagXf9u+b3olbp9vxdBDCOgrT2ag3rNloWDKZtISe1UWLKiwtLVsmk7G00qe3rdlsegZJfy6f16nSXK1ao6Hv6lvElUymlD7i8GiURv2nd0hf+AzXk0o/aWo1W35sK83tTvAc6fLk6y9MI3F4nPzHdV3rKhvxWMzTGtM51+oqt9XlZWspMtLMx/LFohWU3qGBQYvr3SiR6f76+pqdO3fWyz6VTKt8VdZ8B4qobPnGVrn5Z4MEeJyR7la6RJ608L6fB0cnnQZp5pxyDz5AntOZdPDKVtq5xbONelCe/p3wXchP9Z//27q+9S3/7acc9StMg597iekv+PbWHZF/0Iln/L7SRSF4vnWkPrgW1d1GrWGbmyVr1lusfcdWbH167tGzktvRWKQbT+DEfIIrAt4KeMUp/KljyEH+dM91jltXn7ge0sWHnxmFvPvEGz3vbp26bAh5HOL7W7yOPFDzFO+y8EXU2zViiPvtVtsO7N2v9tcOZGtb8Uh4iNOt3m1YO9I2Sc8npZZ7wZH2G+RSEtJikib8zxtIGxbaCGQWmQ/iCIqB1sPTcf3PX1QIX21cd4gt+CPu4HfwTvB/+D3i5TtttUX0DVeJKaNwkfRK8PQW9WbiC6BAjym63vIOSelpKS+l2rpkw6aVNtgYTGmLpMRb6C2Xtjq4kNP1rTh09PgIqhzKMag/haCynri/dU4p6odf6j1u/dsifmyl1/9/KuL+E/UU1FlIW+f+Tb9gLfFMNpO3ZDTp91rSg1HlKyq+6iAjeSh4yVrBp53fqNGwZRFqlBW6X+Wi2P0aFOrFXiJWcegTz3joWlMYoY2OVzxhLmOUn95Hd6f86laZKzxw112eDj3/jGT2k1PxD0Os9fcahV6BhLUbLsESEpvAEwAN1+QLwfrZACcKyAupB1yGBebAaqsoOL+Uet8n8DsQDE8QcXEtjNMrqKdCnire3vtURfgM1x1wUdERtnwOKg/q6BUEE8940I24GImY+N2KtPwYFYCKCIDUGnUBpbQlBJYanapXfDydsYHRUZveucuuvuY6u+rlL7eoQNfSxprVOi1riOPe9ed/bv/sTd9ge3butPf+5Z/Z2dlzVhbIy49PWlnPTk5us7HJXTahkM4VbGVj3WZmZqxWWbKd09uturpq64tLllM+ioWcgybyVKlUHCQGZdqxTDxlKYHDjbVNu+WjH7eRwSF7xcteaZVm3fNVr9ctq/SeOXnaTpw4YbuUnlha35tftJTyVRPoPH7NtVbV8yOZlJVKFXvsscesXC47CB4fn7DRiTEbHCxaOp22TCqh78dVHjFbXFm2WrmiZ8btnrvvdrBSFNAbV9mUKy3/9uzsrIB0VXURlK83Ox3jiYAHGo2aji0vt6bKutOuWy4hsdCq245tkzaYS1txeMQyxWHbVHwf/ejf2sdv+ZgtXzij1ty0r371a+03fuEXVbEN66qqm+LEX/v5/2u/+qu/rvzHbHRk0nK5Aa/0rsRkRAID3hJqdX5AgES6aS9PlJBfSygiGrSuIRT92MNbfh6TIIqKn7ms91qRpu05sM+6qbal4pRR1h578DEJKoFMnXviIMVLHFto+eI3/PoWz0WiUmq63tVvjvFkwt8h7S7w9F0vQ0URRRGp3IUhAkknikU64heBxk7dy6UjoyRuKluVdVZxZRMpG8qPeNv4nq/6DiYo9W5B2afnDj0TuX1RZscS0Wt2H2J1q6BtSTyIf8RT0SdkLXzjclzHzhZP9/K2X9e78e4Wzyn0UvcprkG9z4bxQXwf6r0fnkfgWbS0yPl6617KDWvaHO+bJSRvkDGmNM0uzNrAQMHe9bvvtk999uN2dPcRyRwZcWqIkU5Kx66V45u22F6x2dqcrWbqHlen0/T2ClSSma4/GdT6IIAiZVlLdXOW6uRsM3bBmmo3yFaL4ASW4UV7ayd1Jv2gpwFW+VbR8pGsFRTOd+Yla4CWCUtF05aM6RlUvtIT5jkkfjds2TZa61bqblojUtWzMUu30mqfEcskMzaZHrOcYKUk7hZclYRoq7xCJQZtnXfj4XK8OvdPBXUd7WzJm0soeOZSCi42JTfmW6dtqXNehd61ZCRjs2fn7f0f+IC9/68+aPGO0ja204/Z1IC1kx0BHuUxkbRYKqPyTbpujCtNyXTSktJL8RTXBERVv8ixWDQrfZqS/gjKJhblmspKdRzq/N4QOhU8SPdSBoRulHwHNaLKUZ3gGBHPy6iIS4cHFPyOxbfej0lmRiS3mxl78ZEX+wyit/7SW60V79g///4fkNxO2qo4oyx5GZEMX1LJQ3F9IykAOqxrWdUFiywTzm+UrC7eSGdkAuBwUfo2ouzuq/qSvNdnFYPSLN5baei9lKQwTKdM1WXUN7stO7U0b5vSoZ1Iwttligw3a3Zw714bk3G00RavNto2Kp3/gtFBGxAGWF/aeEYy+ymr+gukGxVuVkAoQazpB4V7JP8disai3WIx65mjEkIQ+HRAEoB2KV1kgN73dY6g4h1+X0qu5EXhOxyfjnoF1pPAYW/YYoYwfTxHEE/5feiiV4/fMITIm6Mqst7u2KiA0Q0veKHF8zGrqlLX6y2Ly6pZKlXtta//SkvunHagWSlvCLQlrVzasN/8tV/Vtbb92I/+iLUaFfubv/mArays2NLqil3xuq8T+EtbKj0oYAqbSniq0U1MjVujtGLnTp60tYUlO7Bnrz103722MDdvA4q/UCh4WkgnFnitVrNaqWE7d+62s6fPCCietMsvv9KOHz1mlh/0OFXKgVJRPhbn5+y+++6T8EzYYGEAb5RVBPKOXnWVra6v2dzJx2WxtdQwkjY1NWGl8potLy+592rPnj1K36QVhgatLtBZFehrtzoCniVrKZ7N9ZJtrpWVNgEfMXtbALVWq3gaXDEJ9WSzWdvYXPF0JwTWXHCoIRYElIeGRqzdbgp8Vm2ztGbVekVpk6CtlwUEc57OpoBQo1a2jMp4ULy5WcOKVw3Lqjx76pSdPn/SjwXl79jhY/Y93/HdVtmo2Lvf8cdWrzaUt0DIOm3xBzzUViPWiacb3kDocd1Bp+LiPOS18J2olIXzFEpGjT+RTlhV+UpLqe2VEDh39rzS2lT+M8qXgJ4ESzcEkSjPrXgQKhFF1BWAjKlMKD8l4OJzeAJIlz+nQJm1BMITqn9Po6QqFizPRyQEOcYkWD21AuMI2biYvSvhFBdAT6R4JyKjIGu5bNH+zcu+qQ8kn7v0rOR2MhXvTu9l19OAV0MgGY09IWep+4tyVTzUS6Eid/ksfuU8DCE9EyAZynCnLXnaez88R8nC4/A3vB3VEXmRyMpgzWVd8VYqJbvh+uvsx9/yo7bv8G5bl2z9wbf8S/vt3/4dgZw5Ky/XBHiUHyRdXaai5FcnJzBpNTu3ccHm82sCzE1rdAUO/bmuezI7kkeB8yPIa6wlMNSSLE6sbbUrxUhbJL0eOz1NgC2VgVIet6TARFzgr2kdAJX+uhIeEgcCOopP76Y7Ax5XTOVMHNKA3nvRjCwrdWUByqrSwFKTgb9qXXECHKUZPPZ0VcAllrWswNpodMivZnWXb8UFLF1JbdVtVyCw90gaQgJ4hYTDBQrqokceiirdmJWim7YpOLVcW1B+WzaYGbb59mkBHNWJQ+60/c6v/z/74HveZ5nssGRx3tLZAdXVkPKZEQ8WTYhcdnbQ0xbH6aD6TEqnpLMZS0QKlsrot4AkvXHIPGQsMi3kv96QUDlypHwoW4iUd7fAoss85SMSlRalp8zL0itBdwPHlBssomRGbUFGwNTIDttd2G4J1d2gZH9d4v+z991ljWbbDl15XDyZsPObiwKFeAZTlpOuxtxvNPBvY9gnbbcYAbXhadF34mpTOHuWvVoiAomqbxSEmgIOjE3VWRPMq9++CCcvih5dOmfLa2u6npFebVsxK4NGz6DrNqQ/cXiM6tpx6d5XTE5ZWrq3tlL9kgFJuIoFTNmijoVFWbyZ3VEeUHhKiglIhh7JXsBHlyy/w2thhV/qkQyPIYXPQeH74TUEF8Q7XA+PUPhOL4Vxw3i8y5Fugt5vXIxbhosLNgmqhiwNBBe/sVS4DwDk2HJrpmvCRDY8PGxjU1OWE3Dbtmu3GD/jICGajdvi+obVBP72HD5qj5w6Z5l8wV7xLV9n7aaAU2lTIE3f1nf+8O2/Z/lC3F77uq+wwcFBGx0ZsHfoWlvKfbmd0jdGbWh42oZHxh1o5AfyllTjWy8tWW2zbCMDw1Za23A50REHjhVzAlwDNnNh1rsdsOhg7Ga1ZbOz895wB4pDtn//QQdsgzv2eT5TCYFhMWRTDJhJpuzOu+6wlZl5K6RzVt4sKY9F23PwkEysmCUE5DY3NyQAKLOIbWysKY1FGacxO3XmjAv30ckJK1crEgBJB7WPPvq4ra+sO0iLdARuulj/el8NHW8jVeUdORLweDJ379/lZY/CwCtJdznl3qjU7f4H7nPl0VAZuZeyVXXB2G23FJ+aq/LQqlUFOgesWpYgbiYso0afVBwMAWiqDhhSUFqas7WVVdtYWrOMLNB8Mq0yrVpewIkyAcgi6EO+60hIQigz2r7zhBIOXzBswe/pHL7jfY5Y4RDgEMKLyPt4M1De/hyCUkcx3UXFjOCEFxHo/lv34XQ8kYBJ+DPwTG4pWB2Jl+s+bEIWakuPkUbSQTmGbSm5lWbKV4Wmc9WJjm6lqz5jsrwRwAn3FmQVf9J+8pXf3AeSz116VnI7kYp1p/cMq74D2efq1z3cgWwLeYpzQlz8CdEO4KtQFnIek6HEswyB4XrYVnqBpBs4PeTfVCDu8LcavcdH4Df8zpH4Ujwv3g6BJF2FnDfErxvlkg2ND9txKfbhYtH+50//rI0XR63aqtk3vemN9qpXvtre/M3fZksXlq2Yyqt9KbdbuKgh4Ei39vmNGZspLlupvWEyS5Vf6Ql9o9NS3iU/28iodrC2dlIAIx1Jq/0DFkg/nqegcxH/pUsx6Qjudki37kMMP5Kq3IKVgVcVYEFxpTu5i2XiZbFF7W5N36brHe8VfSgCuToCllRqCknlR428i4zhGLdMXdC1m7JitGCDqUEZywJwSl9ez1PcBP+EvsuxreQBWkkl8YZgkvojhQHxcJDi4GfS6lFSU9VfTSVWtpZ0wprO2h0B5m5VegYwztKVHVu457z94i/8Hztzbt4mJ/fa4MCEyrVgieSIy7ikjGiOaekNPJOFgaLXb1qyJyVQSa9fApAmudXekmchT7mMVVp9uNPF5Aob6Jx7QbpFqucI+dwCjg4iyZdTkL9AZus96ZZkImMjg1M2IvA7oXIuUrWIaFFdvP5rv/vbdtWN19ueY0cFmpPSRQ0ZOClbrgvYKY6q5HBb7SZZ3rDBXF6YuaW6iNuIal+tRPK/azXp87L0YF3xlmPB8Iq67m/WZTQIGCakbxq6BgS++9F7lEZhE9Vxvdmx4YFBa0mP5ZTWqvR+TeVvlU27THr3O294kQBwwR6654FnJLO3svUPSpTsYwp/oEC3yO8rsMPK05IU/M3J1BNK9GJjcEYMroUCA1I7dvJnPgf13g/jgDE4hvdCoeMM8xQUPhe+FzBWcP3SgHUQKGc4KVDGeHlqquh4WlavmCE3PGLj09ttYHzCLr/+eiuOj1lEjH746qtsqVKxkqq8KzAJA1UENAUVJLWTNjQ2ZiXdf8WrrreoBFJcFly1JPCVz9nG+qqVNubt/vsfsn37Dlqt0bbXve4N3vWcFjONiyHyslSb67JGaiUrzV+wc4/cb48++KCtCCyWFlckOLo2nMnbsMBeNlfwBthu0dhkHaYHVehKT7Vh23fsssGhMSsMDtv09h0CCjk7eXZGMlzKAI+EygGv3sLcnBXVmAs0KJXHOYHDkhpEU0Jiz749AsVZxTFgOQnuuBr46MSULa5s2Nj4kD3y6GNW0PXP3nGXzc0s2uEDh+2+u+8T4w/Z8tKKdWVNJQRW6vWK5WR9tgQG8YQAStudht5N2choUQ2mZgNDRYHShAPGloDXw48+YA89cJfaU9tq9Q3JC7qWmvR2CNg3FVfDInR741WTYown0ra2UbWChEKdcZ11gXiFXEaCm3oV3w6PjglQ56wi0IgntVQteznUBG5Tus9Yslgc/pHSVD101GA7+g4AjO91JSAYe9USMHVgJk7q6Jwjv9v85roERyi7Yh6kFJUGB9QCt3AqR1cSEnhoGB+riKZRQGl5K+Ke6lv/+OHvddtSNnRLi28ByXh1GxJGnVpTwLikb3RV5gnv+vDhj4oDxebJ8ejE/1JIbZSslFAnEieZeoZ2p3O98/F3/Cm7VfyGQp+ee0R1PWO5HY/Hbh4czUtxbiljKSh6Llw8iveRk4FSDeQqsgE+4zkUNowjSem/UW4813IDkLHcai8EKfowDsBgGCBkce815DjjptsoxIrASbni7RUjsFIqS0auSf7oXDK0Vq/LMFQb1HuM5Z7avs0md223sclxK8t4/+wnbpWhPOHNLZ3L2L/99//GPvqxj9j5C+ftVTe9UvlzFaDMBO0zKjmRTmRtpjknWV+TUq9bXcCt21FeowJqrbTaKfkBaKMrKCOTPAJsCizQjlQMtHzOIwIstC8MXNqYPkCOBRIkP3hWgAXwymg4b4EOSOu6VrNOtG7NbkXPVj10BHraet4NbOkM3gCkDghIJIhb6e8orqYAcU2AsxGtWjNRt0qiKjBTtqXuqp2vz9npxgUrNzf9GsZlQ0nqqk7xmuJNJEOBHtSponXih5eU6szBmOfQf/MzLlkBQM0KVANVB6IZG4zssOHYiIBJ3L25rRgjKVs2NTBsX/U1r7fv/+5/bt/xDW+0TnrT3v3ut5nVBN7Ie6NizWqFQrVOo2P1kvJQ23SeojerqbKEWsovnj4VsPNVqLvpKewoPZ5eeNLTraDrZAcpyR+QyYE9hjhyzV2FAuH0Jskgigq4AQbj4odoMmdR6VSGDaX0fEL16G6ERtNSaisvvPYamx4ft998+2/aK49da4NSYOxFGW+oHST0DdKs/K8nVLsq1E2cNLpPOluSr/gukdM1pa4m3VaNircj0j31smXiSrUMoZWVOZWzDDQpDJ8zIeDZVVpjGH3KS4fyUigKn8SSUUvpu3g8//zt77SjB47Z6UcefEYym5L5klOvR5JKDYkKDCuaRh+ewwpQKKQupfA57iNwCBBxIKhgrvAez4XUex5S+A0EGu9zhN/Cb0DheVsM6MBUwInjzt27BWQGbUO1jxePuEg7gIWmvf/wIYGUddtUA9i5d5+16G7UuzUa0IaEEWMlRkbcK4dVhXdreioQsm0JqZqE5le94Wvs4YcfsVtv+aAAZ8bWKw37if/8M5YVAOp0avYHf/Lr3q28vLQmaz9jLYGkkdEBO7Bvr+Vig7a+tmGnTpy11aVVgSlZcgJE62I4PAh79hywfXsPWLEworjMZi+c9ok0KxLKyUxWhRMXKNxra6tVK5U2LBGP2MjQgA0P5e3RRx+2VDphQwJSSwuLLjjWBEg6alTk5wUvf5kDzs0NxmGmrS7AUq83baiApyBpi3OLtrG8LsXQsXvvvtdGx0ft4MGDNj42ZHfdfYfAioRhsaD0LPh4UB9DqAZDl2pbjQowtCpAR70MDw9ZPp8X2Esr70OKd9YeF1ilPui2pRaJr6EG1pTyiQpUgXxa7ZitSyB97Td9i22uzqiiJbKkhPACri6vuKKaP3HK48F7icK69sor7fTJUzZC3qSUVlVe5L/VYPxg23LpARVb4Clp6RvNLUMGnoJ/Ql5yRbqlRH1MjwSHT5ZSGqISXD4eTC/xLJ7NrsqeeFEyiVjgwfR4ORFPce7fRfEjUPw7Oioe7sWlFOleh29RNJtSunggk1KAHKuqm7qEEJ7i4ZEJPau2o3iD9oGQ2moPOsbbEkYSftFIXekWWwoQ8Nx/f+N39j2SzxNS2+7uODAmftmSoeJFeJL2F8pVjvAw5wypaPgQlJr/xvvIcXp62lbWNp3HvD0mZKyIB5G1uuBx8Jsj15w/t3733uOYFN9zhPA2EV/YhjqAKSWT34yfw1uGLhgakDE7PGjje7fb1PSEjOpl+41feqsNDuxzQ/TY5YfsX/+Ht9gVx4/ZQcnC5nwASEJ/IATIIA23Rx62pfaircZYBlH830laNpq3ok1aXQZrxTas0a6qrQTGHt7F4E9pw1AU0TUKnCA+NxLV7gE2gB88UAARJvl1BN5oz+FkRJb99XLeCk+QZCMZF9ETxiQPZEQrylAkRa1r9Fkg/wLIRFUGsoEUNenWdqDPyOeG8i1A1BD462RNkt7y8aLtbNHtHIyxxB0EkCRQLgHCUEwogAAGKQR5jjBYSGUEKWV6RnnqBg4l0oiOxPHQllE9l5zVb3qCZOSrXmrVko0ODNqoZe1Dn/qw/d9ff5vNzKzZth1HLJ1hkuSwVQRQUzIEUjkZPImUFaSb8EpmEjmve4wI+A2e4Njc4hnqJvRM0pvU3frhZUXeKB+/4rUMm26JVOS23lVwb2c6ZbF8zvKpjI9BHBL/DkhvZ/iO3sQUKKtMllR3t3z6dju0Z58dGt9uxWjaywesUGrVbV4ye1P6rCO+Zfiby34VaTTeVplL1iodeChbAv2dZsn2qE4irtfitg5oFaBtqW4+MjNjM3MLFk3rvrBALlfwOQWer1jbGimVebRt6Wbbfv0//Tf72X//n+ybLzv4JevaftbkQLLI/vNPT1R2SK44vfEElReehwQzcM2ZYuucySAcwxA2ONzy4TnXQ2qL8bAIErqW4L6+TwNG8SbEDKoXAQEBDjF/REq8Wq9aQ1bcwOCwveL1b7DBsQlbL9dseXVFwiPrlnBTFRSNpy2RpItQAk6MQddxrV6xHTt2+MBuGPzee++xVCFuRYGRnJ6p0I2tbwPMRsYHraDGgRXZ0LXXfM2b7NTcur333W+XEE85uHzhS19uN77wxfae971f1plAlQR4oyalrra6ubrmY20SYs5MumAHDh2yqV07HCjc98hDSmdNmY/7GEksrs3NsgDbsNI2pPQUvYuZsYqnT590xZBIKh8xBIRe07fxiG1TXpgsA6hodMq60bEzp87qvqzekgQp5ZjI2zXXXGPpAsAqYRtKH+NBohK0PM8kks9++tOWdMupYzMXTrgBcPDIQdu9d5dtlNZsfmneLsyet3iz4vxRbagOBNLp1maWWi6adeWTVIMGJNXUGI8ev8zWVubt4Qcf8sk6gBy686n/pgBpoKgQdhLNKovdu/baC1/4QmsVp9Usu9YSOM3oWzE1vnOnTgrAf0KgO2mrq5v6Vsve/K1vtEcevd9OfvYOi2cEzGVIvPiFL5DAbNup+x+2z378A7awsOTpjYmXuh26+KSAZcl21iWElPYWUknSoSJDgO53JhsBrhG9TMbqbvF1HOCoa6Q9Svc3bg2VOYLQeXoLQAYe8uDcuhl/17+vELYF2J16Jf+9SrjNgHHd5zkUlwNfxTcwOuh1jAEAuKRKsXChrhiNOML4iYs4/s+3vbkPJJ8nlMqkunsO7ICtVLcBD9UbNUvHc1JOZW93dbVHVpGAF9riketvfIFddtUR27ZzytLJiAyuR21zbc3GElm77uU32Q9+w3faZRO77f5zZy25a9I2l2Ys1d2ntlaUuj0rg2pZ8Y5ZUuAiWJFC8lv8BUigW65Toe0H/BryNwABquE5VGK576BTRwcR2YJlJHf3XnbAJibGrLm6br/0X37epnfsFGwy23Ngv80snreHbr9Xcm3AFs4JCOs6gKJTl2xJSa9seQcfa52zE82HbDXD6gkZK3aHLae2XdKfA2O8iTImBzJ5yc661ZJlJIoCYBDYpnYdSekxNUZ+SWepNfk50Iu2lI6w3TbefodsVmuxSodkVhwApDarazxL5zdvd7oCktSPX0euASYFOmjHKifK5FKKSY54m98CsKQLAhxCW7hUMenLStOqZMSg5W1E/++xafcuDgng0UeSVoriDM1Ucltx0o4nUvpPQBGgjCIl2hA4Amr5Hun1+x6C/LdUI81I00qdTSs1N63c2rTlwobfawuM1Wtl+6kf/gkrz2/a9uHtNtw5ZInspEWL49bCoh2UXMp0bbw4JDkq3VqYUqakc6SPkbMSb84TlDMylzS5fJQehJyvPF3+06kZTq7Z4jnK02XnFn8hIzlmMgDtYPozNUfAJKnrb7W5bM1Y1Yd/3fnJz9q1l11l1+28QvquKaCesZh045JY4qHSsrWky1JKO+VTpQ6Rufou5SjtpaNkeXvV+auYyepq08f/b8uM24oV7MLqsj16/pwPA0lJ96KDypL7UeWVPKPXWsIqJ+6+x+6762677ed+4fkFJJ9EUmRUMEQFXkpUpDPAVgUTQgsjpPA6vsHe32FoUzlq+HEJAN6FnwEkjKmJtGVZN2s2MjFsO/fstOHRIQdYAwJQlUbLjlxzvQDflC2trdgnbvm4XTizKiA2EAAvWUQhVTdKdv78edt/YK+dO3fGgRVgZHV1VVZU4Dktbaw4g+Iho/t/ZLRgAwUpblkODaVvYHKP7Tlytb3r7b8lIJnxmVrL6zX7oX/3w/ahv71FaRtx0MgyOa1q3Qfz0hDaApONet2Fal1pdmtV7x49etQOHTxqGxsbduedd/tsagJlko5nbX2djQfMhoYHPE94FdPpwKqMS7h7WiEBml27dtnd991tM+fOSzTELCmFAlijXJsCiCiYHXv22LbtOy2dL9haSYKVbns1esYqFmQx1tUIPvOpT9rOHaP20EMCuhIWmQwesrIxQ45vdwQQqW+AzhGlnxnjy+vL9vIbXmqPnnhc5ZLwdNdVtjTsfbu2u2cRr2Q+G/AdZdKq1dxTwrJENNDR0XEH+A8//LANbz9g111zrSzhqo//nJu94GNMkmqITHIpFARK9Z22eKOrJt0oy3pWHlJSoE1dS0jQswhEprWhqpTSeegBe/TB+6xekiCUwFheWrLV+cdsbl6/ZXhks8MC6YxhUdqSgdeho/LFEIkJZGM0uHMRXlfwcZOqIz0gK3qLj1UXCP3Qc+jXUDA6h6greAy+pE31CkLIy1Q8BY8QD2Mu3dLWs1WVOc/B9wyFoMy4jweF8WBhXPAUR77969/zz/pA8nlCMp673XzX8oWc7d69yy6//HK78qrLbe+VV3h90zXbEt/j9QFYtmsCTPBQNmYltWnr1iypdv7pj99i4/EBW61s2tGhHfZL/+m/2c/83M/ba978TfY13/5y+9QtJ2XAMjY5Za1GQkp0TDy16Pzk8Ei8uCY5ms7mvKvU+VME/8F7PAdoZGUJvJ7hNZ6jvcZzA5YqZmznkf22fec2gdGqZOk7bGNhw8ekJxWOX33Mvud7vss+9rEP2i0f/Izd+rFPCQiovaAX9K0QSK4KzNxdvtUWUsimotp7yvVHU/ddS0nu0QOSFlistmT0xgUCVU546xxICrBEowCZrQ2zdD2g8AjEEiBmPGNXaac7VdfaerfbwAtKevQtyUVddWdDi4khW38XgaQgDPK4l0J9Cnm+MOAdyELB0cGzog6fBPjxXkpAnxnKDLGprdd9DGguVbDpxLANRIs23hlSPQl0RUpeDszExvNFmsizMurxQa1elNZDKhV9LxjmE3Tyy1CxmsKabTYF1TsbOhePiadi4hUmY37krz9o73rnX0leT9h26Unrpi2v+k4UC+JbGcJZyeykrg1lfHJMl+k9Ww4QeIbSwl5JqJxddio4qR5D6ujZ8B58D9/5uXiLc+/VAbTp6IASeaj84pxixYtmp6b0r8kgWLacgF+zXLOJ4ph9+qOftBEB3puufqE7szDopTkYSSoQLQiqb5Vj+CFpZ4Gxror3IRsNtTsm2z5+8jHnd4ZPQfnMoAo/YYOTEw6sN8oVtU30bcKyArpgD8Z/xiXvx3J5+8RHb7G3fdu3PyOZ/WRu+hJR7xjJZ0IIpF7Gv1jBWxT+5shzHEP+9PPe+zqlErwitojzpixHgFFKCjshgEJ3SDydsPxA1vYcnLIXvUzW9TXH1Q6wBruyeOuW3bbXrnrRTdbJDthanUYcc0u5W1N8AhUu+DwhdFkXbUBxnj9z0kYG8wIPNStkU1YWcFyan/FJNDnv0hSzKg4fh6IkZsXwuawYMyPmFjgp15s2tXOPnXrwAaVZjUzMtH33AVvdqNmV173QoumCrLKCFYbGbGxim8VSErisbZUr2vCY7KNEUu8IGIihshL6czOz9tjjp2xoaNBe/dKbZJlvU2Pq6v6GwNiypfX9TFaCPUUjifsEmbzyy9ieSrUmgC2LURbO8vJKMP6iHbPrr73R5hcWrapGwqQQQJp7BsTkGwJ4pbIEgQKeRLpIW2JohCiz4xiHxGDxs2cetiuuuswWlmYE9kpqpIw3pJFUBawHbGJqwnbu3mlzc/NK83YBz10O7hYWFx1EIn4YgA1IV8uzifFJn02+OL+oNMoaEwDrqizxqiItqftauWqnT5y0aqlqJx593E4++oi/uzi/YEePHbeigCRoLpnJqX7NyrIcmVE9t7Rgs1JE86vrtrS5YRHdZ3zsJuBdua+qvIfGR21ued4GijHbu2/c3vJD32Vf+8YX2uVX7LdabdPOnX7c5gDgAno5CbfQo45uYRwiXERXPuvZ6Uz8LUGre+59oG14+8BW37rPceuailjgMBgP2qjXVJbiS2pF7cHHCumb/ixB13ieeFKAdrrSMGoEGpNqF6srq5KrEj5SzJQjA+b9q7qGEAvbKcc7//I9/TGSzxPae2j/zb/xZ79rr/+6r7aXvfaVtu/YActKFtQEFOc3V6wSkYqvb9paQ21bsi2WYCkaXattWLIoWCC52ejU7ZOf+ZTd8rcfszd/y7fZwqkZG5JyR4F9w9d/vb3+W19v//Lffr196KPvstNnKwKKw1YrVazR2pQMCAw1saLL8KTkGAoa5Q2FMh6CD5kYh0EU3kfG8wzjOhmLmS7mLF/MK06ebdqp+x6RfBwRP7ft6JXH7S/+6i/sh//jD9vP/ez/tB/8oR8UEFBbUDMJ2o7alz5HJ+Nad8GqcXqqACYYYII3ioM2xDhn77AUIgNk+wQY5NxF8OQQQ7+DYV78DvUXLZAv0UUZ0bdjgJ5IwXx0YSRng/GkDH2Ww+F9ZATAXe0RgaH3IKAYXwJ8UAqBTOB+IB/CEHRtAw50VOEGf5DSyjueXm/lfsxWkpaV/k4ILTZSknEKmwnBHhnmTIIcSg5JvuJrlLGpMqI7252RxMq3+EN2EbV+UwqeAB2D1JFezoISQn8Qj7SQFQWqmRSUA7jHMrayWlaZxWXkj9uOI8Piq6+z+x/8jD3+2P2WEcBUwTgYrnsPYdOajYo+gydPZdMRMJdMY3x7+G3vItZvHxKg3x50m05J4vF0boVwHUtPvuSjG/CKj1LnPSZVNmPOAQLVLMvTtFqnIYygclJbWV9bt2w6Z1WV2d79+yw3kLc/++B7bHLbDismBX6Ve9WwpQGQ0lVlxYXMxpkBAKTHjzrDW53JFG1wcExANWGrJcnkWN6YfMuwpcX1NeEAtRfprpjS2HJ5H5F8z0r36m2B3kajbZOTU/bBX/7lL7Mxks/CI+kVKOoFf1Q2BRIKiDD0UmitcuRZGmmwDEpgTRAQNlgOeOiaAgbltaBbIpmP2+HjB23/kX2WKIj5cAep0a5ulmxy5w6fOHL0xV9vm7WOlcTciXTGwWF9fck6c5t23733uuKuyfJmckVNwKm+JHBVrfr3kgJlCJSpqSmBnRWLCYTVlZZpgaOOhFWlUXfGzA9mbGSoaEOjA9ZUa9xsRe2Gl77O5k+dtU/feruPkdx18ArLiYna0bSNbt9uYwKMDYE8rJTS5qZ7EQfwoEWbNj02YRmVQUFW7GMCSykBvNvvvsvm52dts7ShsooKNB20l73spWJjs7nZeY+HcY1Li7J6Hj9px49eZzt37RLDbnjDwQMaVYOduXDB7rnjftuuNLA25OLKoi0KZEFNNZwrr7zcHjt5wj2e21WG52dm7IZXvtKXNGIttozAKpNnomroGysX7K677vAxiOfOnLK15QUJHzUkJarrkzvED2pg4JbiwJB7Swdl0T3++OM+PhKi3vkWgBFPCfkZGRr2a+ura9YUAIaok5GRMR+zCY/gZZsGqO7aY7OLy96VVhwa8W7yhjQZa0fSvQ3/3P/AnbIKyxZrdG1tY9V5a0kAfGF50Q4fO2pXvOBlEmJly0qJROsb9vAdf22ZWFWCYVWAcoe9+IbrvGuhvLJuj973uIDsWfuxH/l9K0jRTUigpGQAKFkSBFkXHghDJnSlsjn9lnqQMMP65YjSBJi7EKMtqLAwTLjOWDX4GvJ2EWGJjEBokmcCfMkaZ+TL25zi8valOnZxr2cZt0WY2Ladj7ig8md0fml42w/9YN8j+TyhHYd2d//j7/yUy7S6jBGW8XJeZLhDveq8hHJmLB/DZFiz7sLcjJ29cNY9Jh0pNYbcbJsYt4+8+/3WXm7Yd3zVt9p9n7nDPvxXH7Kd0+P2oYdO2Ibda+//6O/bz978W1ZdGLDlhSWLt5D1Xd/wgBUcAl5NeU8FvEyA3yDkOedNtVPn861rGLLwKQo1VcjZ6K4dNrl9mxVHh102/N5/+wUZ61ndT8nom7Dtapu/+hu/Ykf27bdjh47ZLe/7mICtvuUxqr1EGNYTsTORh+1Ed85KUvLMSDYBSal1PUd3tIAd6FNEe6L3QjhF6Qdo0iUvuSloGOkWPE8dGYqUYQwXob7BUKpmlHGKiq/D0jwCPco/+Qu8iEzKqKmBC2TL+Nb/uh4M23GAKAgTEFAjKJ+nomDUHT5LWrm+oSPd4d7Vqz/+Bww5uFKItQTikuSP4VaMSwdwKt3tjA20Bu261LXKlY/uDOJrCQjFu3pWOg2ZJQIcgs6SgUjiQhCwFDjEFWeAPoMjaE557vA6CFTf4/uCZp5GWfxWsnXbaMzImFmQsZ+2mcWa/cmf/KXd8eFbbWrbLqV5yAr5KUVVlHydtMRAzFdPKQwM+koZcQXmNqQVWFGDvKKDCWEyAXLwURi8rAnIzq178BrtAXnaTuodSlZAkgmMpjptN4QJKstB/MoaMjpJN7NO0NWDkVF7/7vfZd/1hjeJ5wShhRXKKpZzsYYPmUtlclZvsPwbYysFDGUIlSo16YqCbdTbtrJZtpray2c+c4vww4BV1GaTjB1Vm0X/gXPaijedzypvcR9WhuOiqTj+7a5tz2+PJERFQVRASGFl9hK/vdtNDOBMpttYD4lQmKiSA8GnAtGRbk88c3WBL2bbEX0sHbMjlx204ogKOyGAWauqIZhli0XLFFU5taZVu2kbEYqPZgakwGWdVTdsZCBlc489ahcunBZ4XLOoAFLUu8fxVJat1aw7sKTBCLPJIknJchAT0K5aTZudpVvYfPwkXjMEHzNr6WbHGRVJCEAk875o6z0PPCrmKNix49eKqfI+7m5DQBfhO6V0DQ+y/lbMlucX7c477tT12aB728cyVa1SxipatWuuu9a2bdtmxy47ZmUBXpj5tts+K5ApAaNvspbkA/c/YmfOnFNRxgXyNm33nj0SnFuWP1aNGPL0Y4/7RJM1gNTijJh7Q+WOVd6wa66+TNdXbGbmtNLZ1bfXrFJikfW65bJ0BzDmquqKCtG1d69AlMDrx2+5xXZK4HdZZ6vJ4GzqWqJNYAYhJenms/SQ1IDmSrlsA/mCN5iGGkZF5dFWxTXpzlcjQyhVK1Jqqr+myh2wlFbDHBoetVEB8GEBym0Cwtunt8t2SAgcboiXYjqu2YrA4cjkpK4HvPPY44/a6poMBwSq8lNWvttNATZZvZ1m1c6dO2n3P3oKhlWa8u7Re/yRBwUMq6rHiD306Jzt3rtP6di0Rqsk5Vexy688aD/902+117zuVfaz//1/2/zcBfECXuCMW6BdwKDy3KF7Q2nwmdSKn4k9ftT9QLCKV+AXHWvia2af+5qQ3PDbqAvOpbCwbNUu/Fz1GSybhMIK3kcp4UHge1js3EdINpoNvaMn9J6nQ4Ev+Fd07Z4PvK/vkXyeUHF04ObrvvpFAjdNyxUzVq6WLZ1Nei+KGqC35bkL5+yxhx+2e+76rK2XN2xjY11yVDJMsjgl+ZUV6GT3j8ryqtlGy77yK7/WIlJwh48esKWlWbvv9Iq98uWvsBe9+Fstnu/YgUM7bGSsagvnOno/rTYiWSJQ6E1Abb4pWYE8BzACFjmH/5H/rG1L2Fhbt9LGprcFxkcz+9l3+hKLZmSMjQvYMlt4LJf1zRLo1kynMpJ5O2zPob326KMP2a2SQT/6H35cyhbgFxDtItqOWj1RteXauuuGdpS2KLCEBFODEYz07/l4QBoQDY/+Ym9YyBDaYFLfV6x+X2n3+4BP2jOgkG5pgTdlgCE0XQHHiEJDz7WjAYDs6AiI5HtJ2q3aHukEoPCunwet8ikDEoO7QEhS5S1YyUF281X+PN8uULrewwKEa3cFUJAFejYufdaSLk0JOU3Hp5UOISiXN3gk9RWlqR6t20zpnLWSkmOKDnmUUHp9bSXKxEGkUgC6ImGiiyByiyq6HaRW9S5UmVDZJRRZQs9kuoOWS0g3JnOKM670tO26G6+yV8lYX1udt09/8lPGgvT0mjHJp9VmPL+gaLXinwuGHSjFPd/zhCiPnhcF0gyfhbgjDLoQHHlj6wjhLFLWPeCp9p3UGKPPNZUNPXvchG+pB84ZsrZ3/257x9vfIQA8bdnCgBcJhkQ+kfb5GdQajgKcCTl9OyEAUdN1Vg1hLWTyMjgw5HoCBxEAlOFjEbUbxkWCv1jsXABIWEaGoNoEvbDv/7n/+U/HI4nCJFxamb3XhGwcJIb3QgHjVpee6Y1rfn7eWkLpKEh2MFB1WmYkZle94DLbeWBSlV22qCzgSCZv6cKwrKKUNfVQVe39pa/9Gmumh3yFfVWxvf+db7OJdMKWF5esvFG2jsBLTOA0IgbalFBjLGLgVWL8a9xB28jIkDWra96OmLCDl4eu06GhIZu67HIBEKVfwiIvYDi156gVxnfJmpiw97//AzY8NGr53LCV9B4ea18SQXkDKJLHhIAo49rwfLZbVTtz6oQtLsxI6TdtenI0KEsxI944Gue5c+fcO4flmE52bXV1XYKaMRWDeoeZmG2ffJItFuzwdVdaV8x8j0BqPi4Afeqs0lByGal2LGBU9zGlY5NjduenP6n32+692LVrh51WOrDMl/Xdb3nzm21ubkH3lW5ZWpRDTKbq2OiIrS0s2O2f/KSNFfOybCXYBF5YaLfTVn1L6LOcBksXZQUeyTOUxKum3FRLspb1u6Q6QKkAfnLpjBpYMN5zaKTg3jzyHngyZAzonLU5q3qH5YtII7sC0cyzubQ1o3T3SrEWhryBZqVMS+VVAev9MiIGbeb0GdtcXfHdeyrtmpRt1mekd2WVMyNw+7Yhe9GLrrLz5x4RCF2wXTuH7NU3XS0ml1JsRmxlad3S0aLtntpjF2bm7S///AP2y7/wa3b+9Kp4MG67BDyZNMSYSYYotFTpvruD6pr11Jy3VT94igNjKeB3BInzv1+jfoJnuQYPoIz5zZil8Fw3A4tccbEOnmNGvU+dJwWMGY3l35GCDdtZb/j9H/7XfY/k84SmD2zvfv+v/Bs7f/6sLahNrqzIgFLboD3RpmlbeCNRcMjawdyQT3ar6xkUKMN1olKa7VrDDoyP2Wfe8ymb3neZHbz2ajt6cJddv2+fXX/DGyytdn7rw3fahz/9Lsmiz1q8mbQP/u59dv89DzowErepbYs3UcDxQAHjUWR9W/cAeTuOOL9vCEDSlcdvACwbFWRGmLgQswEZmtl80cZlpDL5YnPhnN392XsCD5Dk+4aM4OHpUfuBH/kB+/M/+Qv7wLs+YEOpotomE2PQENInAjKbsRW7p/S4tfMpXx1xs70g/YAMR646HPSnCaQceRRQMAXDd75q0wug5obRzfAVmegOIgUWAT2utZSHAN0FwPKiG2bLA4mc8nbMmEsHoUEagy//XQreCcqvLn3D0J6E2nGKbnSBN+RlI4YHUc9tpRqgQ34y0nRE7142pU3SxMFiS+nPNgp2Tex6K3RyPhySrwOamCm8Fl2yeZvxGe3IWia1ZDuDktcpy1lBMUnOKHY0c5z63SKAeEgtAXPX4R2VgEeudOm7kuCMUNU11k3UZZVdtb3iYJFlbpi4s7y5aDNzs/Yz/+PnrFbr2tDgYe/Nov4zkt30/uAoKmSGfOyky1UcXsg48Q6BYQAuY7cC5eNlhMzd+t17P6eCaksZskJHx2UvQE5tQaAOxxG7rEWV+oTyEFVdphLSZ7kBq+k+C5aPZEbsb9/zPrvxmuvt6LadVlV8NRWotIXNN0s2RzuUbGaXOElhu/XB+wU+t7uXVerblpalh5o1Kzcq9vCD97rDQZ+wlPBXTHn0WeYCqoAsNrm4+fChf1oeSUKoFMPKpOK4xpF3aCR06YWEoGFNs/AZCFAHuBPu1POqdMlC4q7Vaza1a9QKwwIpqbgNj03audkFAbOchISYRMKGmVLDY+PWTeQ83owsoE5pxTaXZ9UwxbwNWZACRoyFjgj44PlkogPpCr0+nE8yGLZR9vSxZiHj4NgXsyVQs0i36/CQfdMb32iHjh6zkYkd2J2+cPmjj5xQvuNWwpUtIMy6alEJ0qbynFZcpc0N3+P6wvlzArYLYtSOXXXVcTu4f6/t27fbNtZXPA1nz11Q2mpWrdQsL+Habkl0CTA1xYAcR4bHda/hIJKBzeMCvidOnbLDl19mpVrF6pWqtZXuxdk5pUeAFGtZwiKuBrxr3w6bm7/g3oqULB7GW3baDVvfEDBCNNFw1GCnp6YFrNaMXWLweqmZWV1K59C+/TYqof/4Aw+rHANR3G6ymC3KSXWFhaW6oIH4Uj3iA7yjuO/1kFt/sWTaQfn0xKTvDLN92zaVT9IiKdURkaiRM0GnwbM6slwRa3OSnhi7IsRZY7GsULPFlRWlq6b6TtigwDTdUMPDRdt+4DKVm/KDx7MkQCt+wBjYXLzgjW7mnJTv0prX00tf9hIHvpF43e6573a75tor3QjIpsZ8ws3yyowVBos2VZyyY5cfs0MHDtmtn/yEwG3H1ldXVZ4LDu6ZxY3XtKGXnacoG9UnHmI8l6iwpniooG/hlWRMI55HPIdxhiPQZlwSS6GorPjNzyaJEXkboW3pvNsQr6pd0GWEd5yFkxGqfAuBHrbJsI1C933og32P5POEukm7uTsWGCR0wVWqgbxyD5/40LtBFRhvxVqGsZZ4U+0Y5SvGMHYbAQ+My0iNC2AmaglbKlVspV23Bx6613ZIBr7/Lz8ouZo2Sw/aV3/Tq+3tf/gr9o7f/oStnFnxcevwdFsWPBzmXCY5E8p+ACTtH2OSIyHkR9/QwF/oyqiUwS2Zv7y0bPMyXmcuzNij99xr52fPqS0I+MmArEsOMn68Lvn34U/+jZVkkL733e+x7//nP6C2HOgNUsBfK9KwpdaGtaRwMOC60aZgAV3ctL4n/miNDoAuvo9UUOgmBCIEXl0f0cYAktIRDhAF8Lp5HTH6KGOQE95Bxs6xNanaswL6RaXsnjnkNTGRXwx3vJP+WlAAFylsp95upWtY9zMVoQOcNNKg8bAGoDzMqz+vUKBLmjT7lxgbiiHJfG1VnYDxtG13UOq3RR6DgG4zVrHl7rJ31zNBj0lDdcn0ssqZNRNrPtMQIzZhSbxHwSd52XkLr26CciER0n+Qr3GpB1l23dOt+NjZMSajPBXJWqaTEaBlW8mEpVJdGxsZsNe+4SZbWbtgn/jIfXoTXRtMWqG7GAwQl45z+anvUz70bFIOyMMnIG0gH7lOCMaZBgkOr0MpKQHW3EWiNhUnY84jHeVBZQhWZkgAxRTVdSZhUl94HOOFnJUFRnLJgnT1Xh+//8id99rePbuVlwiuFMcg8bwMkdygnbhwwcqKLyG+XdkoKWzYWH7Au+sHBlUOmZyNjgzb2NCgT/Jpic82K9JpSgtzClhqDsfWR/7PW7/MPJJb60g+icQEIVGBIXkb66HwHpXFeMLeZ1GohNA9jRcHgccWSuIYd7/7bGO9G9MzeAlXlpdVOYGA8i4RndCcR7dN2stf+xU2NMk6agI3NGxVyNT+K+zszIJbwmsVVfb0HpuUtZDPSckKQN3zyffb+tK81RR3p8rYIIkGgbPa5qp3tar2xNbKFEybTNrYxIRFCglr1cpqoLJPxNRtpc93yxkat8dPn7Pv/qF/Z5dde4OVI2KeTNE65U37s3f+uSVkmcUBtrzXEXiT5Q9YRcEDgvIDAjuSNHjeygIL7HddE1iDca699nrbhOnmzroAbtRbArWTAnZZB+CVDQlmpQkhjQhhuQA8bQcP7rIzEsBVtaprb7zOPXJnTj9iC7NnLKtnUDaM07zxxhvttttus7m5OcUZd4Y9KGA4i4dPaSHeTlxCKJG2G1/0EmrLxy5GOghSxj/FfGvHlADp6vys3Xnrrd6VsrkhwKl80J3BEksMaqaesz7geND5AuBIGqijjgQFZYpycUtT3+R33LsAuu7V8/xTbkoT6U/F0xIuNcvlsgLap3WN8ZSBVxuwxqzzkXHFr+OmQNqo6gmvCAqAOm5JGa1JUW0uig8koJp0RauuJ2UtXn7V1d6tEE+u2urSrJ0/cZ+99lUvtm3jRRvNDIj3ZLFL0OSik1LIAzY7e0F8O2uvveG7rbzBDFjVrdpKTSCR+XkjQ6M2qrRkC3lfsxQLOiGw50o8nvT84jkirwzf8PahZ+AZQADEmDKeT4jH3VsZS6rcxKXiExbcTQ9Ioen5YL05JCDvBQKU+Y6+C4/OiTNcY/KdP/YjfY/k84TyE/nuq/7VK4P2prrFW1KX8ViTwmavato218O2lxf/ISvcwBFPhOe0QTYXYCJEa6NsK7NL1q427czJU3Zo5xErymh+11+8x3yDk2zUssmMpRpBD0vobQyp9xzq1QO953w/pN7rvfR0z0TjtJW41ZA1MqatULQ/+ON32le86jWWrCgv2a6dbZ61s6szlpCBnYzlbb1zwSqtkjViawI/LMcjnSPAGGlLLgissae2xXNqRyovfSsXGVCLEojpVnWF57cMOf0xQzqid9Tk9YyuR9ialFnMpBeAhP5DJgi8CjS1t5ZmQ1Y5cncSWJJcCijIJ15O/g/OBWBYaJueM7ykMqwBP/hTKWM3NkW8CYhjqUmKiLR7b4TiYowdK2gmOknbFd0vsDkgnK839GxL4BoPYiW6Zueaj1k9wSI4jOkU8KQs+EJH36acfGIRRn1CPJK0gvhkIFLQFfScvkXVKE6ves6DhOgEArLr/yC5DtH4zVrd/MLo4RnGsgKCxaFWkr58xx+/y370J3/WbnzxyyRDRyw9utOGRkck23OOL4YmxnyIGUY0PUERAS6GyZH3tHQL41WbKk4vK5eRQTvo5Smol199nVPSLl2H99kE7AC1dIUn4HM8lHqfsfiF/KgVsgM2KB4qr2/6Mj2veflLraJ4Snq3rnQss9NbMm1nlheFGzq2uLhso1Pb/JsJYZ6JgRywQ+236/pNWfHjAw/cFxhdKh/W7Py1r/yGZySzn8jJl5CeLZD0RtFD4T2OrsC2znsrTsZqcJRyZPAra98BJJt6Bo+VD5pVtItz8z6ujnX/nLaAJLOwQOuv/qrXW2FXWlbBLusImHUTGTt09U2Wyg+rcavRpzL2e3/y574Mzf333ylhs2q7h0cUt6CoBG11eck9k4zPa8gCYA2nlgRnV8CSGYPMnEpmc7Zj34Q1a5viKwFPgZymGjY7h4zsu8ZB4WNnT8jciNobv+3Ntu/wfgHCjt32idttdYFFSQMmTRdSAjMZB0+ZXF5loiaO5408qwGgBABSWGB4Yem2ZmB8WvcR8ghqyoq48NrOnHvU1gXauAeDBzN/W8rrId91567777VcsWCv/8rX2CMP3y+AeM4n+bCkEF3H999/vysAZk53OhVXOHlZQ+fP4p0MQBz1VBPjU54vf9XrbXll1aqKO96OBwwuLDQogJRSg06qXk4+8pg9cN/tArmbNj067lVWEMhhfGOuOOZlhyILvc6kF+ATKjRCCBYbKrhwwWSeZ41PnqcMauzFrcaJEYKHlfFexIEnkCNL87AEz9jElIBiXQ0zr/NJGx4dFbt2LK86Tcmqvu3jH/cln1jQHR658rrr7N777vOysEhTioeZd5t29x2fsH/1fd9lrU5Vv8sCdBLMEZWX7HuVjkT9in3yb26zb3jDt1hGfMCSIOzfSpeJuNnLEk8i3du79u91oOqKV/yAIoQnIPJDXtntA/I1N5V/B39qHxhgtBlm+CWzhQBIuufJH9czeAwQ0Apqr1524o0wDppdeP6nP/kTfSD5PKHcuIDkD32FeAo5wR72Uu4Ck+xtjKFIm6DthIZaeTMYSoEBy/Ww/TlvCJxFxVC0j0apZuszS3b+1BlbO7nkRhcAg+G30QSeMr3DUFzxt7+rY0i955cS3wqJbz8VEd9TUW+8yJ1yTYZjBgAomS1Znh4cthfd9FL74Z/8Sbv6ysu9u/bs2mkZ+Zs2NDBsQzahFr1u6+3zAi0CeVG6owWSFOiYZZcSQCSwR2apAmBNMlatnCMpZ9tTxr9Fu0NKJ08yBpI2y/AdvdMVEuhmFBtyiAJqCNAUrcbkG0hABXkdkOSWjMKLepT26i01+I2/jBQAIvVlP+cJfKtB2gikSrpRZYk+4XWcLtmYwKz0FPIqCeB7lkASEMo3eTYApRL4ShbyRljK404JTPEcy98VupKr0mVFG1Rq9d02IF1RKLRwyerloObDOpek2loEHY+uL3mzBTMkxW2zsmk5yUhyCP34f/5x++DHPmbHjl9umeExr+uYDPWUDAjmRmSTKcnFYNFzvMRp8o88jAVOhlDHQJfyVy9fsesQRC8hdeV8oHPeYQzjxZnlkseY6kx2vSwf6Df2F1/b3LCP3vYpe+lrX22NaM7W1WCaereiPNZxVKXSNnv2vJ0+fdqXtDss/OKlo6jZarkuvEOdsSzRqsDnnXfc7pNufuaVr34edG0rY09NT1RASFSKCydnAQSOGpQeo+rooqNCPKhSEWx0XfrsKypa3/HKV0NgdxIfwE0lBhH7sSHgl81n7XIx1Iasy6QEJOAyMzBk6/WODYxMyAJQ45DgYx9NYWPbXFsREKxZaZVtugAoEh0CG0FDIeqIviW7km3nOjTWuBpT1DbL7PvckhDKGzOw8F611EwKg6OWG9rjCpt1HEeGBu3uOz8l5m3Zjt37bXVxySt0UAzOOEt2g8kU8245xcTwMZ/VpXLGbZ1mYWoJMfFnWeAOt/rQyLAPYoe/uRalCxehL8au1mtWqwhkA6joShbAwUoqV9ZsbHLEUtm4ra8tWb26YZvry74DDd3xWVlxdFnc9pnb9HwgLIuDRWvL2jl+/LjNzc56GYd1JLTo5bS0tGaXXX616iodeEwlA33yhuqK33T3N1VuO7bvsmwmpQag8snk3O0/heWlvLHIOsAQrySEFwRPCXuZAxzDbi+eoUEuLM/qd9U9j+z9zWQfRgGtqR7xSTuQlPUJ/4QeEcY5ttUI6Rpm8kvAMwgNCTXxB+MWBwVk9+87YBNKVyGbt52799rXf+M3SvjkjG3bLlyYVf0ISKv+iZMxmwBLPI/T0zvFEfgZOxLMAnCq4UpVIk9ltb4yY+9855/oPjyk+1jHSgC8Faf7Rc0Hxbu0MO9d4INS9qRVH1E61V62jngS2OOd9kOXDm3JvY2qLyZ44SVnvbWWyt+Fr/Ou2of4l8zSRY6SQ8Eh5oiPggjuBsT5Qx/9SL9r+3lCyWzy5steLlm4UXJwiGJnPVUkVUrGy+DggIyVtNpZWW2lIlkQyHc3OsQfGC+uJHVss4wXgFSyhpmnA7miPfDAA9ZeZ/1VyUTxNrJczC+QEOiE0MB9OlAIXZT5W8/xXedt/Q6p95lnQu265Fc+LRnS8DQxY7amPNKrcu0rX26DO8ZsrSkZ2Ni0TqphHYGkQZtSG5UMZSVAxjQqC6wE4RM5daQtBy0EYAbwE6hwLyRdm2pbZFEgGxOR8W+sW9k2xl3W9Vvf0HMYkgA/ACfj3ZVR/c5SZCJpBYAZ3dxqz3QV04UeqH+C2rpnPyjboM1y/kRAbrNOI0nhfpBa1Rkgx78FB0QsLRnFMkDeoe7jK2M2GJFeEdDlGf6hT8h7UyB3o7Ni7Rj5kQ70OPmSotRzkix6HAnM1KFghjsz0quRqgBSxdYEylc7S7ZQn7darOLjJSPKYxseE+B3LKB8c8Z+4u7l1NHJk6I7SqvUk+dBClyGfMqHTAWl0rZXv/yl9uIbr7E//L23uWEOL+M04JyhCwnJU9/2UuXK0A3fiYjExwI+u5S3es/hxZBcLotcdjpYpAB4V+lT3VMW4AWGW4EVWOpvZmHWolnpPgHZsdyg7d67x/70D//YBvfstXpbZaa4uvQmCRAqYcITRXewPPboo7a4vOpglB2Jmvo0WAijIKWyK2ZzltZ7q4vLdsvvv/0ZyeytUv3S0ucCkgiAXiEQhCf/Di1bP/KawpPAI7/DZ1T5AZBUxevIYs4BAwTgkwWzAQk+KJt6ltakgegxBzKPn3jc9h44ZOWNDYGupCqrbRcW5qw4VJR0y+m5mG2srNi9d9zpQi+byIqnsnp2SMBGTbs4KctalqIEEms9rq7VTBjNqhXGSdCNQCOP2rLi2LZtWsqb9cASavdDem/Q1suyDMVMzUbd9u7bbSPDBTt14jG7//6H7YarrrXlecBkXPcFjJYW1TbYdYRubmbrCiQon6wVRTcosxMZ54YFBKMyWL6t76VSMbvvgXskJJmcY7a2sSSLZ8GW5k6JgcsqQ+qkrnM22G/YoABrsZCxc6ce0bfbVlpftbkLMzZzfiYAZGp8zDT3/aBVdy+4/no7duyojzV69OFHBJwGrSSFRHroYkiniwKgA1YpB3tas4PM5vK6baxvOCik7vbs2iPAPGT5TMF27tllBw8eclAWF2BGVpRVPtJNli8IjKuR4iXE25aWcsvm4ra4NKdGyTI/dCO1fJLMnOoRQcFYV8asqiKEuRDoKh28zbRtFRf8UxRYh9OoB54ElPm4Jj0QEZ90VODwVqVStfOzDLjH6yvQeG5GjVagV2mH/+665z4ZDiUHuEUBSMkNa6llYxKVBJjPzizZnu27HbCyDwL1mk8P2/zyvCznhj3yyANWXi+bsK8rZca2wssO9Eg3iki/KfeVpSWbV73Ua1WlU4WjcoG/GKfTUGHxPgZWePQA73lMIvE2R7U68TRxBr9ImbcV7grgUx5OfpunA3roYx/tA8nnCaUKqZtHDo3IyFp1eVQqCTiJh0qlVfHyqo/HxgPGhgHMHE0kojrG9TuhtpbydWg5jwglYfQV1J7oOty5bYfdessnbUOKbjAzbKsrGy5/JXL8CNhw8IkRp2MvkAxlfBh6qfd6b/hcxH3iDM8J9F75GEtd93v6PgazGq29/yN/Y+/8k3fZD//L/+gz2N/74T+x2YVTlpHBWI+pPOIyPtlpRm0nHckKUKldERS/e/Z0llAOU1GmidChy4Q85VoAJ6JrvqezrjFmErcsgFInCkpHJKe2yuxkel4ixtqCsahkv96Pqg0HgTgBdABYgE5QXvrP08Aezmi7tu6RGmKndJFG9OJcbMlq0+gJjpRBljGMAlB8kyPd2siriHe1x6wYGfo7QFJPOJBcby/7oukNQUUkhyfHv4ORG3wdb1yQV4Asq5HWfCJTJbJh67ElqyZKVoqs21Jn3ubrszbbmvHQqUnXxRnjmPSyRka52FNx8QW+RXpwJAHYIC8T/+OJoO7HRyfsm7/xm+1N3/RGSwlg/db//RWLNqpWX10WXypCeBGnS0N1i7Gta+ggyhZ84mUsuvQY4hd42PdbJ7vUga4pwUqDIpHuZuCb8wnvqYyRuDxaKaRttSm8ovcbupcRfH/VVVfbo8uLvkVxIpmwsowcnFHUCY4vZPq+3TtscmpC+rJqjz32uM0vLHgbnhoakN5sWEufHx8esvEdO+wPf/qnv/yBpMr2SYIiJBoKlRGGXgESMvel5Pc46l6gKOmukyDS9RBIBozWkcLfcB5yVuI/xYlljHcOrxPC7eiRA6qYtoDHpuWHB1QpG7bn0JUex9jgqD3+4GNqYBmxgCyGWFYgMGv5gQk7cuwayxSG7ZHHzggIsP5WQch/XUCg7RNCOgIuTBixeMr2qMLXJZD1IYvEBwXqBlXJsksllNmIH2v/da//Sjtz9rxP7Lj+2hvs/nseUKUK4AIMZLUnkwNiqIwXJjudBMBCP8VcgYeQLg88XogJNVQJuo4s3VNnHtf7jOUsW721aRulJWuU1r3sFc3W8wIirYYVhkclOMxmz52RJYMQkfiIsXZW2tgEHmHbEgDC41sTsFpeXLJjl11lJ0+cscX5ZUUlAFRjN5SkjQ6NBSCy2rKF+UUbHR62nPIxPTHhazkyFmV6aso9EoB+li9aUIPGszs1PSVw27TljVXbrJVlbUlxZRK+neL65qrNzJ7zsFlaDpbp6TZVb+u+PFGrXRe4XPJ8YUQAxDgHZHF0bxtCXQ2Sxk2XC+NKW+2q6kPCVyAYXmEZEpZVEKtYXY0yWyjYFddca4NqmA2By/XVTRsZG/fZ23h5H3n4YQkh4lUBxgVo2f4SflODTyYytr5RsWP7LvM6aTXWZQxULCegvbi+qG+t2K2f/Ix4NmYzZxfpH/E67SiNkkcXKWwbtCWWUGJyEGuB8ptyDFYFCAQa76OkYZKA/xnC75F4Y+DP9RaNU++p9Xl6ua2v+DVu8Xmu+72t80c+/rE+kHyeEEBy/LJxG5LyoTcH7yOygN063BsuPsHIIgAq2d2JccVlBY7VWsVW1W6ZXZzNBAuB4x2Zk6F15ydus25NgKGmtiSerJWJE95CmQbfh0dd4X4RKWw3T/oObUsHv+JtwrnbrzSrGHSSp8mOXXHdZdaOlmxq26iUvAzpPIvxlPWO8hJJWdZygkT0ePB+0NYwzOhazEYKAiiS1WqG3mslcOaeS+SOn0tHOPCCABt4Z/EGp5USgaduTfqBIQG0TrqHvWX6L9IJLGzizdRRrdXL1NMBmPL8IfOeSFcQ9IROuEosnDMpiF4SOtRxAAiq+l/wPZ7EQxp1IJnu0l3MN1RaTwEk8Sa63CBivqX/UTOkIOjmlbzlogqFkpTpq3fII0N/ttJEfcSVI8nRZqxmVZX7antFYGvN2gldFwhjMg7D2KgHao1TJy6pXIOfpIEzYqVs6V1iaFDHjhw4bN/6Ld9kf/7Hf2CbC7M+RMm3IGZijP4cS+itjvRgyD8hgUvgpUt5inPkIxQ8rf+pawXSQGlxCdWDo0oR6B9yWYZ+TAaGgDy4AJBZU1rZg5tl++679x6b3DZtS3NzFlU7SuQYXws/Eav58CYAZULgeHZ2xu5+4EE7fnC/vhO1ktorw+D+8L/8ly9PIIm3h4J1ZabSQ7nxuxcsXgokuR8GKiK0VLkXUnh+KZD0fYtVQwhDdjVhrN7yssCNGNotFXE33ahYoelMytNVWinb9u1jVmtsCO9FLTeUt7WNFZvcfVwVFrHRgWE7ISDZqUaF7HfY0OCwTUzvsQNHrlTzTws3ZaxS79iFs7N2xVXX2YbABeMTOgJGeO0aUvRtgaoNgZ+xsRFbXitbrZ2xdG7E2FLJ86LA1oY79uy1g0cuswN7d9ni3JJVBDyqVXYeSVlDZbC+1vDvx2RJB+P/ZKHB5FEakppoV41S1mVEllvdV/nvCljNuadxbuGcd12Xq2u637REG6srmJzBzgwkgzKPpTJWLBZsncXGVT4+hkUChkWDowKmbVlNiCcaMF67qpj8xOkZm7kwK5AdWMoHDxyyqalp99QNDk9IQQ0rnQl3x1917Ih7i+tSSmzJhhsezyG7WSgBvojw8JCs3nTK7nvwPltcFaiKs9zPml2YOe/jOtkH2NeklOLqStAyCSYqYMRMdM7LlU2VCTyIyESiCZcJEAK8AZN4WwCRdF00VO4EZq6zTpzzJxak8oehwbPVWtMqKu+Swrm5BTuvvFaqApYyKEZGRtxL+r6/ep8bBakk22fFVc8ztkvGAwKLSVAsZZQvDFltpW67BaTb0VVPM8vvLK0sylLO2O233aFyL9uOqX22tCAgrPSyZA8eB/c6KC9hHgC8LOUB6MWowIJenJv1lQEY9kD3Ps9CrrCVH4wS34LNrwUCD881XVYXRZ+u+TlKT+cqCT8G1zjqmn488olb+kDyeULpfOrm4UMDNiG+RCZUa1UBwqwUm+k3bSIAV2FA8cPrTPRzb5MUeXisbTZ8Biuyn66TeL1tabWzmXPLapNS4oqCtwIPnuQkvKxnL5XxtMNe6r339yHeJ/TGC6BzLQND+/3gHso5pXZFN/xtH7nFfuOXft6O33S55fJJ20wuSnZLbgj0kKKu0Ey3IfkYZ0iR4JziByBQJACz4ciU9AHDkFD6yq/kI2Cyg1fR25PkjsMg4AA9WIorklRcAkoqk6hke6Nd8S5LEka3KTK+LcPZe7j0zViUgfSASMkGyRsAK+AFSPCEpzNou8EfaZPeVHrcu8WTLg8jAolA1KCsmOUMIERixJSmaCdqA9FhS3XSekbx68VLgST7Z7PypZer8gUo8XHWOtK9jO5IRPK6rhi8Ljxj+k7bMu2kvp/UfSblKB16yR0i0rTr8TUrxTdtM1G21da6zVcXbV7AMiU8H4UXAWVoQT6k7/kQIq9XxeHlTdlLj7DohmQnnk2GZOWkK7/jTd9ob/76N9j88rr98Tv/yGdHb5Y2Vc44TfCaKuYe/gx56Cl5SudPApLUBfrEf/GsjAGdssOc8wk51YVCM2UsT9VNKV3JuDWzKVtV/aZK675U3nVXXmO333W7zV644MbcBz/xKbWniE1PTiqvik9x8tmkZD8rmIyrLd/54AP2kU98wpfzGxkY+nIDkt2bi8XA5a6ylyKlO1GsKMDgOVaGA++Z/lTRWCZBEW8Ffm8FQCYVw3kvddS4gsH/KjlmqAqEUCltpJR/Axe4GFGRrywtbllXQaRbhoE3+sCqkCLf2LQ9R49avS2AI+YayOatODQm0Ja3MhMXFH9dQjGXL1ojNW55WQZlxV9Wo2nS5SOQdPrxe21gqChGLfnYB5a3ofHFLNiLdXm5bNnCpNXrAr2yNmLKF+P16gJijXLVVpdX3Rt5YXHZFi4IrMzMI5rdrY7HMqHyAzSzalZUzI8QZ4wOEJKxgZEk42xqsqYquqcs6j122FndOCMrRY21XJFwVDxEyGSgDlYsIowyQ+CwXE7XUsrr+NiYLQjIJlkOSWloKv60mJt2SeGxHEajoYYgy27XngPWUtkkY2krDo7Z1PY9NrnjgCVzAtwjw758UEuhvlmyulrx7v37bW5NoF1AkfEgeTE5e51H0jErjA5YNM02UMv2Nx/7gM0tzviWgmW2UhMwpj5ZpocN8FFA8EVK9eDNUekvZHM+Y7ymvLItJkCePcE5tnlHR+/CbehcQAv7EK8LM8kRPIhEV5rir5bKpxtjKYuqxZW+RKRuMdVjUwKmpfralAGybc8u271vj33gAx/wyTyJKN0/2PP6piohmy6IPRlvllAdiP1UdxfWS5YfGxVwZoKY8tPZtAtLpyW84rZyTvX++CkrsazP+KgbEz5xTG+Gwp2mEAovgLRYWN9UntTOGLHbURl3yjVLqvElYQQZTj6WivqFd5QeiRy1D13rwE94RTxWBe4Ess+VG0DX/xDMOtc3Ef6Ehz71iT6QfJ5Qupi+eeLycRl+BVtaXnHvPG2NTQLcO7/FdwwHgkHc0FLwSRT648iC3l0Zm62YZF9FbX190x65+x4bk/HEzNfluWUfIsLYNuQiPCZuvcjLHHvJeb0nQAHPP/nZ8LcHfYc7YSDd7kDYOtfDngc9GTzjAk1pgLd1wePgWYWu2kc2IbkSlVzV77MyHvOZcRvcv00KX0ZxMidjXDI4KnmTELC2Ab0PGAPIBbOvaVflTsXKJpkRrUheS8bofkBqj5Gy4pbs8WcDQIXHLmY5lRHGcUnNt6R7kkwxybvYoL4n2RWTYUp80bqnjYkYvIksVxL0PMOe6JmSzGIySqgr9QSywhf5brOkD57HhCVldMcVB0MOUnjBVJ/80SWfFPBJcb/LHOy0DUSKbngi5yCeo0T53kx3ztbiTStJVrIEUFPl21TayTE7ZqF8cUpIM0oSCUKrsKt6jiPPIeXQQziIvEJExM15ls5epSWuOoyqDLqJqrUFLFfTazbfmbeV5oZVo8hwhhCkLdHEe5tQANRv1bcCE6zobQKT+KYmsZTSmpJBX7SrLz9g3/KG19mP/8u3WKRUstHxYStV13yoEWAmJn3abKLX6einvOGULW7yZOoMntI/5zcR5R7Uic7Io/gF/IMXEsmNhxT53OJnQu0uqnxGmdtAGag9xQetqWtVta29O/ZZt9ayW97313Zkx5Qd3rXD7nvspA2MT0rvd2Uc6B0ZgXT3sxzfnm3bbM/2XfbQnff6tsCfecfvf/kAyXg8ejNT3gEX7vlRQTpfuKUD4wVKPzzfKu/PS08SHsRHDLrmggLrSpUg7egWFtcYZMv3Ccw2hnrjeILiVqls2lXXXyNml2Un4LFRYqFPGCBma6W6mEkAJCGQ2IxYZmDUl19h8kqnVbPyyrIYXBbT2rLH1pYFw5jLSJvuUX0P4SWFPjoqAJpjH2sJFwGRtbV1iwnQRGpNX1eLLoXGRtl2T0xbrc5WTmqwagithr5NPgScoumWlSorNjiaVzOoKz0yx+IdpXdVn2mKD2OWzaYFUhj70/AFho9edtQO7j/sXaBrm2sCbVWVX1uveRML6mMr0AaKSiPp3hDY25QyAIiw4G8DYCxgyXIxxcFRu/76F9kA3eDxjGUGh2x8artA5E4bEQjFjQ5gWVg4Z2vrq5ZSmnazRlY6aYWhAYGmlCUVMroO76tdWSGX0zfX7OEHH7RP3PJhKZ2KwHPEZ93Tlc64rIEBCVK6mvGgqlwzyi81ikejJZCIl5a9wZldSvdurzebxeHZXtG94/DlFi+giHiGUGf/Ut0HTAYGkNKmRp7IDPp6lSydg/e7Xq370lK33Xar3frJj0vQCrQL2DfrFWvVKqo7xia1bX5uxnbt3MFXfO06POWM31ycP2f33PkJ++xtH1ddyUDJJa0qy3N6YMJuv/UOMWpGZZa32bNznoano15uJh+9xBhU1k5zYem3VNcoFOULRcFvvADeElUWDhLC9gHP6pRf7t0QXdp2Hu4DyecNpXLJmw+/6IAbLnRxZlIZtTnxhuSE93Co6p13pDrdgBPPwG+0uaC3CT0btCH3oolnGF+3KRkymCna0hxjsiUTeVMgBF2gpz2+p5bJf5eeNOSph8Jrfv2SNtD7fHiEwrh6n+59FuriBOAZFLTaPHsn33f73VaSwR9rxmz34YPWUNPpqFx8OTqBEeQG/trQs6mLCsFYwLYMU9b3c0Ch53wtSe4rzQ54JevZWhH4FrG8Xg2eU2r1jMCGAFiEHjDFx4oQvqwMd3UdT1vwLf4P3xPRpPmtuMgb8C/WETxUiPiMZMZDAiXjluRPdRbTbwLx0m0frF1Jz6LeF5DLRZm9HTzjRBb0XytSs7nmnFUFJH0yjeQJy9zp617TPOVuD8kctodkjU5JbB1xaAArmWQUQBiviyBqcu+BHMEzzjeUzdZfObIhUN2wmoB1NVoWoFy05ciizeh8NVa2mspKEeudjnSe+BmdoIipI/gQYI2ho6vKU9zy6aK95bu/377vX3yv/e7/+y279ZaPWSGjFNQF6pt1H9bB8mlSiSLXmorMzW7FJL4Gj6hOe3mpl0I+uzQwxh4DLib96kOupPtIdzi0iTyzBvL2nTvtxS+5yWZmT9nZk2fs+N4DtnDyvK3LABwYGrRkXoBfz9NbiFMlm0za4UP7XSf+5S/94pcPkOx0uzdTwT6+TBWEAFJRUNbOEDTOwMsS/KaQno56lSOFHRKngEWdCYjoqHO6sQF33igRFLyq81w+5zOgwwrrJeL3CpSgiAqUsLwLbvyIAEMuP2C7du+xlXWBRVkB6dywKjXpExmCbvGmXThzSqZU3cqrSxI2CWP2F2tF1gR+6Nr2vOo3jMfMLL1qyWRKhRD1Ff8BRwBfxgZ6mhUYzB3P5JWPri+ay5KsWHssD1HplCS41OhkkSUzYv2ohHa8aytri/SCen5Y7xCanZUFLeA0vX2Hd3cy5pC1J5dX9SyNRg2BtEEs4sssS8BmKp4TUFLDFFhakyJg43m6fgsFvIUFu+6GF9q1199oq+slX7IhofvxfNHBMrPfE8pfzmcNt23Pvm02NjbqYJKxg7v37bZPfeZWyxRyrqCWVpYEtmZtbXXNTj1+wre5mpk5L8uf5YzK3sXOAuy8S3cbnt5cLqOyUf0DrLEuMSLiKnvdQ5ExThC2wVok/8xCDa4Fig+gSUXw+1IlGHT6BvxFtw5xA0bbkayOqke83yozPH2s+dUQUJtmGzZZqXiMk3oWpcO4MvZ3Z9LO5BTLIqmMxJukK8p4JgnSjbV5gcuY/eVf/IkdO7LfRoeLVkzk7LOf+KwAYJwasny26GNQn456ubm3rXBKG6xUq77qQFLWKe0FLzyeSJpO2H7c87QVE/97LCoAcaOfgy/JM6H3Gw9/+pN9IPk8oXQhffPOK7f5ZDgcAMwshRcijHVTu0BucgSguAjtEdrcgzcgb1Nqh4zTOrjvoIDpglXWSjj4bXF2TfJGatsXHX/2QJK4w9D7DudhcGOoh8Lr4Xl4DM97n+69DjmQ1AMYXsjqkvTA6OCgLZ+ft0ceftxe8JqXSe6x7BYjrGkrgC1lVIAlUD4eSQCc8f4D0KKABOkpARaOtFFSQVsMejJop3G9r3h1C9AVpAkgyUxuuuIDIBksaq406x0Wifeo9B9X/E+vcXTF4HGgG+OWVjypaFrXAoDIV/kjD5wzRjsYz0ea+SbX6JSWrtS1QrSo+hT4BEgSPVHrJASS9QTjHhk7im8VOUzalFM8k8hEha50GJNu8FoCvMmT84K+QHRhPfj5ViAeniEEw+F4zgcDiHRV8Tc7VQHFljWj0tm6V2qtW6m9ZvVu1WrtsvQ6OUS2Eo/yqGeQc7zvGVF+fThGOij/N37d19jXvOa19hu/+UsyhC74UkJsAoEelzJ1+c6DpBd9o2yKwDccA+rlKcjr7CmC/tM/pcaHkiltlwBJ4k1nU1au1NwRMzSQsde94Cb71f/9K/bCy6+2iYkpO78wa61UwsYzDD0ISjMlvQP2GBsasN/7curaTmWSN+88tNPyxUEVroA8AEAKXMUhZYrSlzDZEkgccWX3UiCwAoEBXSzorXMXJFSehBdXUfgswwOQE4dJiatJOFNwX0FHQB2zt3mf+AEHEOeuKcUZ87MLtnv3PjEh4ykSPkZvfn7Bjl+Fp1L58Nm3OhHzbKwv2crirKUkaTLJuBVzad9AnW9UBFQCoBzkgaVpsOwAuE0JJdZBZPwFrNdOxSw1kLeB8VFLDxatkYxaPSUwWYxZI1JVK6lbN1mxemTTuomKVVo1MVrXqgKYdFMOjg772oITUxPKS9QXPx9A2K2uGp7Bvfv365sqb7yzSlE6l7epqe2+40OzjOcNj11EIHHQ6vW2ZTIFmxjbofKUEJXFWhgYdtA4PDphr3j1a+zKG16A3Whr5Zo3tqzqOJUVSBLgYwmi3buD5XtqlXW79+7b7YGH7vFFUXft2G6PPPqwffzjHxMYjdvpE4/Y2TMnbGF+1uYX5nz/2+lt03bk6DHbs3O3bds2qdpROW9u+LaKrXbXhiZ32OT0TptVneAhzeq7iUTSPc+MGfWBy6p34mJMJkvgMMkFCpUPnksHRHo/5C/AZMhjkThH+AzAGHMPKIK13pYgBXwCXvUelh5eG7x9+icjRsaI3gUsJpJYvBKSraZVZVCwbiZrfQXjJPVesmVz58+J75p6x+zFL7hWCquphp6zQixtD9/zsK1s1ATMEzY8MGbnz5xzAAyv+rgzUZhehN2lRL68XdHGJHBJa0XfziJcFAczVbvKM7rCwaX+sMS3Wou/77s9KC6CfvC/X/dvbtEjfSD5vKF0IXXz5LFJ7zUJlhHJiteRsUjwQE5S97Qd5CkrEfAbvrzIiyJ4BCMLMDl3Yc5XnWBd3WG1x/nzarcI0rbiQebrFQ7Phnq/FVL429txwLFOzsdbAJf0h+dPen8rPp4NfgbnBOSlCsH1DG2eVlBfr9rOoR3Wqrfs1PxZ27Vvn+UKmQB4qZ24l4tAwyR/iiMRGVL7ynuwrsrVmKjCZBpW9QjGuUvaKHYCZwBM5BZxUe60Rdo93kJAJsCL7vCgPfqC5noiOOeL1BFghhTjyADASu+i0xRvRv8ndYwr8DXPmwI6E49kxHUV35OchAeUN++GVfKIK8OqJdGM3pccUR4JrtssAJKNBAY53fOqE4qBcvAiV90rzfSGMSSL8fxMBuVIXpVU/dNH9AyOAsrQ06bzmNLB2G6/puAOGr0FUMp2lKuu9H+HDRdIlV7Qe0nW3lT5tmNVK0l/bug4F6lYrblmy/VVa0t3dFQSEvpKT8w2Gw3vWmbMustFeFvxDBSL9i++/VvsO9/4Lfb7v/M2++ynPyVDSeUg47zVqFtVOgrsAahEP/gYWU9CUD+Q1wt6Z+ta0I6eqDNCwIG6LiCpC16uQRUSB/wYlCe6ruU6O2fLG5v2Ha97jeVSafuvP/kT9s1v/Hob1PXNpRUfujWRlcHAe9IB+oq9/b9+GQHJWDJ288COMTty7LhFpfimtk/bzj07bNfO7ZZIJ+30uTmLs/q0eAbmiMt6hbzxbjX4sHCh3vOwInw5H/1h3Th/qqH48j9iAF9/j8j1PwFAMCKggxJmBncYH98JvqWkEIeK7+FHHrerX3STKkqAVKCuKKBUaTZs/97dtijQ02Z24tKsldYWLYPnSe+yZlpXcS/Ozzv4hPnx7LWqshxowKSLCR1tZua1BTRQ3oAjlrTp+sxnmCiqskmPDlpmZNB2HN5rEzu3WWZ4wFJDAmmFgqQ9HkwWX89ZfmDI0hkB0OFRJVxiIZ1TY0h51/K9Dzxso7JO6GquSXB7eaiM2RM0xrieSNoO77/CRsfG7dzMPBXm7w+OjBsTfa668lobGBnR+9M2OjXl4dDxy2xmcdGW1gXsBJDWBZBSss4GRob13qgfOwJGD913t330bz5g9995m60vzviYq8uOHbWzp075do6+nI0kQ1rACUbnN4ywTeU7sW2bRVIpSyeCtTIXV5ZtQQ0irTq45oYX6pmjVhwasZzyDnhNK1DnKZUxxgQCl7om+JaSatS9/ATvQExKQdkxGQXiPsQzWPYBb6jeaNASouWS0oiwZ2CN+NV3FRLQBmD6bHriUkPF88eerBXFX5XhkpOgYRmVpeVln5CTyed9WZS01d0LSzwL4plv/+pvFOBc0e91G0kXrbRets/e9YgVR8ZsdbVsK/OL3mWPVzVU3BcpyJJT73UsdoilTPxM6WTvV7yRiCQEpF5wYaWi0/Mufl1pKqt+5ALXeg293m88cuun+kDyeULxbOLm/S8+ZCyC7wpLXJKQYZhJKqTVHnUEzMD30pdSlGoP4vVQHoeBtsQ4rUwmaytqu4z7HhkYseuvu85OPHRKRlVd7Z62hHELo/Uw8N+TwvYNPcGdAYVtu7eNP4m2foZp773P2GkJc4UtPSV5T3fy8sKiAPeg3f6xO+zAoe12zdU3WoP4BfBCEMnXaHm+MoTOeV/NXYTsJ9/oArq5Sx4n73pjlt7xFuvePl0jTo+HEBiRvEd3uXsmRXgkVaI68q6+wOuqA95j3GoiQg+VDMWuZJrkGd2eCdUbE6CArAHood5xTSif+jZmJaCVenIZou/DE4rBchHpI+kQIBtENzFfA0jOb3kkWSsyKDqHtXpfmdc3fNyo7lIGyNqgixmArO/oj4XK9U9pkjbW+0glz5nOYyoLdj5LUleKK3CNBBMFAZd8hx4hxaY0A+Dx7jY9sGNQh6OeacRqthYr2aY+tlCt22++88/td979F7ZBOQykrJHC2ZDwPa8TzKJ2NKe4VFpf9RWvt7d8z/fZ4oWT9tfvfbfL9MrGqgyLimRzQ4EhB/SUwStKUw9PBXUIdglgWvg7DPpP78A9tCulhddUbl6Guge4DWqVP1N5K99xaRN9dyifsTd91evMSht2/y2fsKOXX+bPMzmUJesKuaywSMR+58vJI5kpZG9OjuZtfb1ko1KG7KOKwGAmbl7oHoDGmogq5SDATSIKMyz4MFwqqEJg4I2FQvfKQihtPSNggcINiWviKotIubMbC7uw0B3p3ZRb33LPDdpU1UQlDk1PW26QNR7XrTBQVFqXleaEd2HGxdFzF85bTkAHLxRFjucrWxyy0uaabQqoMqGkIsDV1DFYJDpgQ9Z/wuPF+JAhgUVmXrFnKAOcYRAyFUklrC5G7ArYMdnHkmlfPof4i6PjlkvEXKgzsg0vXanctLXNsuVzjOFL+cxiFiEfHBawI3UqD0BEVZYTLAngScey1qy0bGp60jd0LwioXX7FVbZ9525vjoODQ7aoPFfqdX07b0Pj4zYvEInoIw8VAeSxiTG9W/BvrK2v2QMPP2iPPfKwnX7sYX1PALmyYXt2TtneAwfs0YcespfedJPdftttvu4jVTIxOGAb6+sCMUGnxrxAYyZftGQ+Z9GWRIdY5uSZU7ZRKtkLXvRCT2etI4ta4Jk9sH3fbJUZ+etUK84XAEOAFoF6RfDBH4ReQMl99uh2fiExovBI3ehx/ZbAF08wk5txKyiIuOoOXsEzSVdBrd6xTDbrfJUr5N0z7DPQVW4x8UuE8TT6DhFyPHD4kHus482ST2igTaCUbrzxShsbYL/seWtuNmxtoWS33fGAG1wnHj1lzTKLuj+5LVwk2HaLnnR9i7jm45TFW1il8D1DKxwoItD8iHCjO0VHfvMNPedxK8qnA5KP9oHk84bo2t513W5vj+zvzgoN7uET78AHAAr4hoAxCzAIvf2hl58AxSSX4LUzZ86prQ7a1OikXTh3zsorFVtb3fRVIIjzHwpIPl17gMI0QeEwlic9v3UaygboiaOC2k1XiCaiNkLbZ2gLPUKsihHN1n3XrRte8xITHFRWACoqL5UNxpokj94BADTc88Y1PBZ067IceFfgxo96z+W/NzbandqfgIzH5WBxK1McPG2SXR62QIYDSWLgT5/gjoxoTy/gg/2oiVPyDGMY7ajk+2LjwTf0Q/XAhE4Hdqo/8s11YoeIiy2EmZzHUkeBb5Pv6p4e5ZshkKzFBUcFGJHPzEJWyel9yj4oF8pHEsljJ88+jIJIONc9ZC133FhRfr2HV08DbnyWuc4cWOl5AGYzJs3k5eolrjwE36npSeaPM5fA66bdsriA+mJkVXg9au/74MftN37nHbZR6dp6rWF//fFP2v/5jV+w97z/r+z1X/sGxReULrqArzP4ICoeQg9cfcUxO3Rgt/2vX/5Vm5B+ZHketh5mZRB3aODtlM7p5anw/FJeCwNlGZQBuEJHLwR803wbUrxBMel5ZUcXAd7tVlW6qGRTwgUF6aCj23fYO//2Y3b80P5gErLk/MbGpo/l/f0vp3UkcwOFm1/yuhfbtVcdt8npEVXUqp1ZOKdKjVq5Vrbh0QFZuTFbnFtRgmGpQCAFBYoCh7nDgg8D94PiRNGDNLzg/RkddJG7bGUUE+exThnv05CY2NNJS8ELueeHigJCFRW+KlwNK0GlqtFSyDQUunLOnnjEpgA0hRGBvbJ3RdMVuzx7zg7tnraVZQHChMAY60oOTPi4QSzJjNLUqbfszIOP2cLp8zYoxmLiDQ1D6EGMIUWeCBo5ezy3xJT1SFmMgxUj5icPeA2VnqgA026BsASzkAUmmxK+cRb2Lg5bZnDc0rLyswJ8ueFBG5wY8QG2cQHE1dU127VzFywngIpFKiaM5YxN3QvpvI0IrGGdjIyNWDw/ZNt27bapbTt8G6W2yqfD7ORUzlZLm3b8mqt9IfCVSlnfV93J2mKcZCyXsTU9d25xzs6dO23nz52x0swJ21T5xCoVawog7ibeXTttab1sxy+73Afunzpx0scOAv72Hjxg52bOq/xVZ03VR71qpx5/1MF6anTMx2SePzsrHF20XQeOWTuRtg4KTmXU7LQsL4APlzx+5rSxSCv7jLNMzkatYnWVa6PdcGXGbHbWfwRkMl4Qz14ALgX0VM7iEjGPBIV4AYCYUOtN+jgmiWcm7IjL0vmsgH3GkgLzaZX/6PYDNrptt7XjGRvYs9eyE5O+lWa2MCRFuSFuTvosyIQaOEC00YramfOzdljlEGPXkHhdRtaKZaWQ9u+YsB3bJ2xxbdm6y0nbv+cau/KKF9u/+f7/apWlTcskUqbsKpUuNsXPauIoha0/iXy438PFc/LjvIwAFE+pLbB1GAK82oi4FY3d5CBc95MqV3gT3g88/fqEytCHi1Dmuo61HU3q2/rX7Aaei5O3faYPJJ8nlC1mbt599W5XWSzNBRfgzWKvfCQrYta7WQUI4uKHVLzg3ppkMmtpyYtaXcBFz8cTGcmQjozpptp0xwYlY3zpMhlSa6c3rIRCA1SAAJCLkGvMLR7msr4X/n7asPUc8j1oG/wF7+FY4EgbDoOPdyZfW/cuBqXB9QSgQQEKj8hPB2IKvFUo5iwt2YencnGlZJPbtwmNpe2V3/B6W+2uWrqeskKi6O0f2UM7JaFdaXzGQ8ZianeUqTHRRHLSNrBct7xeW93Zuu8ARvljTHw3UvXnHe7R9pVm5jvTsgGS1A1rNTCnWa3X7wM4qCsHHWqnNQCrvheJYpDiK5SuUxbjMhaQhYxlZPeadDduWQW6kbEjKQXGYfoEIf2oCy6TlmQrYTnpGt8bW++iu5w/9Pxyfc4sVVG6mn6f90hH0BUtntL/dENTLnGVPR5F0kRRsVEHRgjeSfQWTzPsiqX6uqo35ownmNBEPgVo/Sigqs8rjoS1O+iHuPJnVkFexdat3qpYpV6zdcnhlUrNVoQ/lh5etc9++G57THbwoI3Y4/ffrfcX7Z9976vt277/a+yVX33czmzeYSfW77FPn73V7l55yFYlHy2bsqbaQ9uHJaRs/8he+6433WiRzVP2oT97m4B5xmqltlWV9tZm1T2qOHFawhrkj25p3zBFZeE8Rz25N5X6VrwxF/TKW1tlpvISpoi1xEuqS24Q3ValOuAPHFA6T6qcla6F9WXLZfOWloF3pXTv448/5LJ7OD/gugwP8tt+6svJI5lN3Xzoyr32yAP3OzB4wYteYIcOH3T3Pntwj44OWSGbsXNnTsr6CdA+BUuAYO6Qes9p4IBMrrlHZYvC9/xIAatQcR/T3R0IElWCmBalSNfe8MiILc0ueMX4+MqYnpelyUQZxkXoAzY7O2cHr7paArFig8NsD5YQql+yhhgxHSv4ziVMKBkbG1fqu2KgdSvmUg4QSsvLtr6ypDwiUNSIUeKMnSDt+iaWfLBOm4QuE2ngMBH72rKJPNbv4sqqDQ0MSEDXrCqQxdi6mkAaYMdBgHvJ1NAkDFaX1oQRBGJlnoyPjHl8BNZ0ZNA7k4awlvCesTYcK+I7Q6s86Kb2Lhv9rQs8UnYzi0t28PBhu//BByTf4jYwPOQeKvZ3DoBR0+YXZm1N4LMFyFS6NhZnVDYSes22ymvEjl9xlW3WZLEXizYCED95ysuSKsKqHxtXOhHu+i7eOsbQsn/o2fMz3q3O/tsnTp20Y8ePW0fpq+k+wyQAhAjJZkP2psqJCU+UPXExzCEQ4NijKmuVtw/spnD1YR8GoSN17dfEQvCSrxWGBa97USlChFaUdRjFTMXhUSsOjQo8Mht9UgB22JIpxoPmJaTa3lVNmdItk06mbGl+wXlTXOeTntK5AUvpODo2agMDeRscyEk4rFl1U3XWLNn5M49ZeX3Jhhlfu9Sx3Tv2WiZatJ/56Z/35YJ8K0PGlW1RyOshBZzzVBQoSCg0zGhKCCjWuaS7irUuEWesqcaz6HW6ZHiNdSl5Hi8OxlFWQLlZrau+pU7WNqwswDz70IN9IPk8IfdIXrXdd1pir2PUFryC3AT4+Ux/lJiYwlWa2khL1zFSYpIRGFv5Yl7to2ADObWNekPya8iKMlynJ7b5cJIHP/OgtzeX31u8GdCTefpSHn86cp59imfDa733wm/+nee3gGTvvYtHZRO55+OFdQm5MTw6YoXBguXzGVfSsyvz9g3f9Q1W7VYsKtmcYoydS3WBNtCgngnWDQwCcpbZ26wBCchjL2c6mFkijnGJMYERzpUaJVrvRpBCvMUV4ka20MuFN1L14nfpiMYZw68ATgZAM/gDxVB1LPmDTIxJ5wLTfL+drXz7OPPwXIY03cIAOo8FPaM4GxHJXF3PRYoCTVl9kXRuGat6j5GRCw3pgWRNspOx5OSZu9Kr+j9Iin5JfotjFD+wUmWi9BEv5/AVD7aFQBFbLNDNzmGASjxwzAzA9aQS1LNBrxOzRjFsNzZLklfiU8VPb2GiFrNcNC/AnLQT95+01fMrxhryZx46bzOnF61dS/lmJBXJ4Ze/9oV25fWHrNRgyb0N6Tp9PMpOTjKWUlGbWZ+xux/6jMDanK1FNqybjajuYpZNtOzAoWl7xauut3e+6488PfTgUAvBMAfqR8aCZC7phZcg1xF6jif0oO7pHIbjN+8EyNqfFdZ0ooyd/BHFFT5O5erdeqnqK3XkcgWbiEdtfHTcTpw4aZ++/TO24+Ahq+nTv/9l1bUtIDk5VbRauWRnBAai8YgNjgza9v3bBWLEAKp4ZpEeO3LU7r79AZUhFsqTiYYfKMAnKHQVhxZjL4UCCsBFBbF2X4yuFypLBe2VqkrkGbppshJ6GwJOMDggxMctUCEiuvcAlKVyw3ZsmxJz1mxifMi6LPWztijBmRYgyBuLXq8IOK6tL9q52VOKia7Vum0uz6uRibmril9CwwR2mPAAH8BUrEPFzjoICsZ98NWMgDXbDwKMKpsb1pDCjgiAljcBSSyWvanGZrYqS6darllD1n6zJgBWaVomnpeSF2gSqMTuy6ZkOaeyvuZlOpMjR/o2YqfjXsWm4inJYsNzFxHDNWR1JmVpm9J0ZnbWhWWUbnuFskDs4vKSQFPTSrWKzS+u2MyFc9bROV3KzQ2A84K1yxs+85su8v2HjtrpmXnbve+IFdjHtly2+++9V3mlvSBwZN0PDbp38tTJkw5k9h04ZNt27JYiGrSH7r/TNgW0pnftskyxYHUEDQ3R349aXWC+Ut707dzWVpclXVTmpbIvcE781GWScbcShNQ/vXOA76gEEiEuRcmkJ9qpuFHWHN5HgexC0eKFEcsLjBfHp218226LZQo+g74Vz1lHAjaFdQeQ1PUN8QdjLVuqh3q1Zgvzcy6oC4onr+fwWkcTTFzIOMg+feJBO3Jwj9XWz9ryzElbOCOLsbxi1Y2S3XvHA/Yv3vxjlo4WxKNR+/CHPmCnTys+uoiiwVANePdS+rtXQhIvbAke53n4W5SgTYnv2MA/Rle8ygfwKEmnclL7UYR4feHKquqzrHSvrVRtdmZRfCtjTHw1NjppIwoPfqq/s83zhRLZ+M3br5j29U69jTqv0VJR2wIKyFD9AhZwpaH7TEpAfrpsqEou1etqEyVr6Tg7Oy/5JeNT/P/g/Q/ZJz9xq4ROIM//rvwO+DSkkG8/H/EcobddhNeg8Dvh/d57Fwm9sHW9N0AoalbzAECSf7ao275jh63IcH3zt3+rffozn7Z2pGE/8Jbvs3ZM0IYubIEPQCRrQ1JS9Ax0uwJDet/HPVKWukbAE8iEF3pHoszS7mRUZjL0BdDYIxl56d3eOuK3wlhFvgOfKPkYnl0JsWCXGIEttetg2RmlXU+RC4Ae4xkBjSn0ogKd0inp3Iz+4tFg+R+W/gHI8ZdkyR89w7cc7ChC+KHqy/TI6GjlLBcruHcQ+UH59gLJaqzsIJu8sbsM0qRJ177yDMSkuzmYAMqozLZ0XkPlS1oj7lTAWcCuacRdl2zH/UYP1dzqkvSgdPBm2TaW161dbVp1rWSzkpMb82WLVvS9stKxrjiWy5YvD9vOwh7bldltx7ddbi/cd6O9YPt1tmf35fbX7/mI5DZ6JWGXveCA3fjy41ZqL1iltWzpLD2na0qf0t0mz9LfA01LZiXnE1XrDEXtvHT+6QunbXt6u2VSdfHGph3cN27/47/+LxvMDdnSRsVq0uP05LAbFF3eGOXUJXMqIF9Xe6t8ffgQQBIXruqM0vAS0QFMo0L0OnAHms7hUTjByS+prWVzVm1EbXGzbqN51U2jbXuGR+0FR47Yb//B79mJ04/bp/7onV8+QDKdTd48uXPEyqVSMCZRjMHaYo+eetymt0/b8MiQdxfv37vf/urP/8aBHQUDUAyXaYGcQbeEAfc4RyGG13ob/cXG74cA+ccVF15JQJHXkULgcVGhM+NWynR1aVmNMPBaMpuV19mqj4axPrfoYwJn5y8oAS2bnhwTIKjY3MamHb/icl2fU4PpWrlRtpXKui+83VGjmD93TtbBpm0K5Azkc/q2IJw+7t3XKHJ9BOvDeUffQzgPDA/7OEZ+sUUTOURg1Pmevr+6uGAlxVcRaGFpobXlFV9+BhDDFox4WxNCmngXGa+BF4HZ8exKQfcA3bt06a8JmAJ+V9fXbEUAcFkgkX3AFxX/6uqK79P56OOP2cnTp/wZyhogTiNgpneNNS07EgYCjobiwCtZLSm9URsZn7Cp7TssjvczJzBVHFSZtu2B++5TudXV4CSgVC/wwoFDh308KVtRTk9Oi2fyNqPyZnINY2OW19bt8quv8QlCvqWY8oBgxkBoCtzi3Zw9e9aWFueto3QgqEkDPON/zkMBgFZJqwwCzzOr/ntDpg7gI4FnwFFKVlwcD2JxTGCx4ACQ9cYQ/nyfruumCwKVswwUtnBcWlq0zRXxt9LDpJmMrNfJ8XHLKZ6h4UGr6Ts+RpZ6Vn0wdHdoKGe1tRk3SJqVFcsmBXQrXfvx//DTlohOKH5UQNdOnzxht99+m0Bryj3NPl5NPEm+Ql530jm/n3QNkoIRu3kgs3EB6HDWeVygkby3BbQbircigaPGImCZtoGhEdVd3iZ37LTpnbvtsquutsNXXG1XXH+9HTh+3HYfPmSjO3fY5O5d9rE/fmaL2/bpuU/JXPzm0YMDLrMZ/gEfYhgyeSAtHoSRAFOsRdeSkY3HGp6ryyhm3C/LrtHuYMNiJmuVjbIMXAEYGUG3sZzVes1irUt49CI9cf3v8PHTEM9dqgcIoe7gHJ0R/uZZrkFPel5/IV28hgxRAHTpgusSZDdDaFir+D//7E+pnMr2yImHbGZm2b79h95oG811eqX9feCRZwkZT2sWSOTM5ZLfw0zjEX2jrXYnIJiI0qsBmJN88U0NMHGZ1Uy3NNAd1U4vgUKHPaBbAoHAB6VPMgmYCfBlEw78fMTOOwH4dEinADBUXet5PIAZAUzvRtYfFIBPvdVhVx1JW+Wlru+480NpLtHNTrJKURtID3tXMzIXQk+S79nqeWsKWAEk6SVj8W2GcPFYQzJwo7LpQ2QAkAylAXwbs7ilU9hFrF2u6vtt6baSrS0sWWW15J62c4+fsqXTS9bdFEhcqVlpbt3y7ZQVYjmBpUN2ZNtxOzZ13PaPHFDYZ/sUdgwdsGKMyY2S73o2qXx1a11774dusZOPnbOuZF65XbPXfN1LLDcWs+yQyka6AAcExnwKh0Eyr3SiW2OWlw5g1ROWuUvF8nZ06rBNxLepTDctHWtYMZezt/7iH1t1s2PZwUHpRYHJSsXbDkvQsakHcth7vhQCDtAR/uI33g4n+BB+Dc79hLB1mwMr01DhtEmvAl10Vle9lqoNW2tu2kAhbwXhn7Qeuf7yK1QWcfvdt/7yM5LZeuVLT4WRQvfGr77OElL+awJqhULBl8aJp/MWy8Zs576dVihmXLDsHpy27/i67/V9IlGWNGAHL1uNOfwdNvCwsQcWc0ChQHFSpdFly4LhOYHViJRmMivQuHU7fJ9vsUD1hQsXbP7EKW+EGSlSvsGajjS/VCZn69Wy7T1+yDbqJTt02RHbtm3KNroVVWTWHnzkpOVHp+zINVfbzmP7bWBgzMHk+9/xTpvIF+2TH/iArzuWy6RkSdUdJOP6lni7KIgzA4MOtItjw951y/ZHdJGKqyw7UBCYUWNWA8T6HxDAmTpwxCcAjU9MSffTXZ0zdgyo1iRcJD9qEuxZgVf33uob7Ltcb6hMdI63gesbAm+ra8sWlZLw5YpqLIskgQKoUhp37tzpjO9lIQCKYmHXFsoM6wwAuXr2nARF29YFJAcGC7ZnzyHLFgdsWGDSJ/wIiOVTspCqi/aJj37UClIuCXFnXaAL0TQhy569eB+8725VWcfWyzU1qKTtPXDYu+GvufFGOz03LyCFhZ6wrOqmWpMlKoB54cwJa9XLVi9vOqglUH/OL3gaVcrMUI5E055f8hVODOA3hNXLBJ6UyiqWEC96d68AazId8JMECfEBQHklkQLAMgyhbUuz8wLhMhIKRRuWAQDtEbiizACVLKL+6KOPev3u3bPfjh46qDw0lAbKu2Trpx6wjZVztnD2PhvIpK20lLT/8p9/RQqlqDJiJHHDbr/tFnvxi16vdEX0nRFfQqoXTIb0xNkTxDNb2XQi/+G7dZXPzn37BOSP2sDUtMUlGDPFIR/+AI/QXnwQN8YdwFtth6UmfPKNhJZ/X4Fnf+FrX32Hor82+EqfvpypMJ7tXv/m46rfQC5JbHibwUGSUtuDtxlm0WgJGOheQ6AKWeGyQ7JJLwXtTyEfz9hDdz1gR3YftYXT8/bJv/20r4oRY2DeU5F7YZ4doehCPUF6nw096XkJDpeVuhaGkIBnYn3vMXF5nM+4h/7ek4/aa177aptdPmcD2wr29g+93dZtw6ptGbRqJ8gM2iXvOkUG/UCHJzATbyLxcZ6xYYd5jMWmHHwBcH53lqTj2FGnDn5UPulGzipOykoyRm8kAaWKlT258TMSK8MN+C7fD8sm0qWbuuXP8+2gIzxhozak5wCjQXlCyFHq12WAwGOt23AQWVdaViMVi7Xjll8t2KHRI3p7QO+KX/QdxmA39cxD1butlF8zmSNKVU6yQpBReoIVS1jDuNGqu8OEHjO2TWTN5erqpi3OLOjYsIn0oNdrOpFzQD0yPCmANmjDxVHLs0j7VnoB9vqy5y9hRTe2o+zggxsXEvh2kBaSy/HAGfW9P/bjKiezZYH0M8tn7Ad+9NusHlmwRJaZ11k3lOB3ZJy3AeWPxdXpEWQcfkP1lO+O2LXDl9n2yKSwwBmlYclW5ldt/76vtP2Hj1liaNDuvfdeO3r1tdJ1uyw/MuF4ZHh83LKjE75weE76g5URfGKmdE8wXC0wkJicdJEfZWgEvarIXmVNPEa6IipPniVQ+Rwk5n3Fks1m1fYWsrZfbVT42HKMhxUOiOfiz0hmw/Ffckrm0zdPHd3lVkVKKN6tIpVAq6HCSiVtvbRu8YyYWwWBF+eD7/6bwKpVSSCcQmUfFqQX5iVE5YbkBblFMLU3Il4RI7jSU6HjyeqND5BVEyAaEhCgiZYElFiyh0k4NCass26D8YMx3yKxUlWDVoMUsrOP/dV77KFP3CGgLAVdbdqtt3zC96hd0fO43efOnLOMFHFH76wuLPo4oYuphSEU6D5nbB6TZ5q6Gc/nXUgzw7ZWYbkZGl7MirIqAK+7p7fZmOJhV5QInsuuGi77TauBsu80DasEsBKjV2sV90quM4tcoBHwynPNRlVAbNVqeq4jwBOlS0HvsaTCqMqhK/A1NTnu3cgs2s2yRHjUlhYXfeAwu8t0ulVbUP6iAmL1UsWGRocFSiRUxrZbTgCX7vKE6jCnUF5ZtfmlWbfKlCy9LyCm79EQZmVt4gVlIW9mPR88fMQuv/pqGRxDqpNttiIrtKV6QnkxzrklELc4N2cLM3PWbcriFb8gM0g7a3q551m/fQFfVT7Vz9ghLLuLM031jC8Gr2sMp0hnC2rIBZUz3foZWZoC2i6OVU3ij61IlGaFdtkXdp1QfkeLBds+NWZH9u6x8ckJmxgfVdmvC+yVbFCgelRGwZ59e+yG61gkdsyaLdWPaqFc25TQELhfW1P9rAlMztr46KR9x7e+xYayu/17DEBg+Hwum7C3vvWX9S5rVAb7Zn8+pekCT3zFM8G6moEHPzAi6IaK2I5Dh+2Ka69TwQkgJlIS9zHbaLRsY0PGgviuoXJpSBMlBCy7KjNVgJ5QXAIYTAIjhXjyARyf/qO39T2SzxNK55M37756ynmENuoyGL6XkdYSE5YlC9jUQPrUPdptyUTGU9KukZXICYbvABoiul5aLfl6hSceesw2l0o+W/bp6el5+umIN8K2EPJ8b4B6dUR4DXrSOUJDFD4b3uNIT5Vf9Utd27V7p505d8H+1Q//a/vpn/4pi2Zi9vqvf70dfeExW4tsejdx8CRpwj2pPPv4QoamIJMAfgGA3PqKoOGAyxwWuWbcMuCKIVLdLhtI6zkBItpeJAJYzAgkAqCQER2BF6ASUI7vBmDXv6O0kwbqymUXi2zrHb4LwKK+eC/fZUknzig/92n6X1P1Hyzgw9aFApI61nyqjfSF6rFbitp4flJAkTQFZUTaW+KVxeasj5H0/EsOe3esniFFTMJilyD0Rn1ez5QEJOsJ25nbZpOJKTu+7Uo7uv0KOzB1xA5N6jh+zCYKOy3bHbacjGzvomdjCH2XJY2C8aSS3SKvN32TEqCMmKBCjgIwqXSAtaQwmK39J+99n7Uly6uxti2Wluxlr3+hqqnmus09knoLfQGlMwz5YbIROkT6PtEOhgRJBW/LjFhBijEeWdMXZFB1YvYbv/67VmQJPxkE506dtFnpq6V5YYCBQZ9wSklUJW8TSiteRYYTBfyLvnmC90gDx+Bc91XIQGPPDgWu622953+6RuuiJuAf5g5QTvTapVPwRddygE+F//IM15EMUvIlpoHRoe5NX/tKAQZVQluZi9OVpkrF8wNKk/VS2li0sZEB27N7h42k4vZj/+E/i3EmbeHcvNpfUohaQEUMnZXiDwuUAqfBe9B3wuv8Ds/DcoYSbBWYSfsyNYlM/klx4I0ELD3++OPWXV+/GC/PhNR7HipliCn37A+NJYGlwGSUUrls8eFRO3z0mJ27MOeeqiV2bFlasGKWgdQBw6dYjw2lLNACRZS2eC5tw9t22OD4mCtxyuzC4/fY6Miwbds+oYYh607AohunWaQddLNrCl7CqsAvXkO8kNHB3cEWSbmMNySGJfsuNzIxmb2Md5J8OMuR307wrrjZj4Bt1r1kjS7WRwRk6aC0q1wFsNsNltnZtGI6b3Pn571ODx4/LstINmEiWPiUMgP0YBAQ0slN+/SnbrU1gSeEC4OIWctzz+6DdujQIRuZmLSakPSJM2e8kWdyBUsXxyV0GpZJRqSQVn3GPJ7AioAvDUqxKE8SvEpnFMWlBkz+Gi3lJeilkQzrWD5X9PSElp6yrPIDTMpYSQ1eBFmUBcQ5yhAPnj+pI+lN57K2c3zIBUpZZQ4obAvMnzt72ruDJycnHRwfPXZMQleCXuVBevLtYN1HZrmycK1EqdLfsR0DZXvn237dUtIrr3zVN9oLrnq9jUjZyHhXYQv0t1bs7PkH7MDhl1pKbMLgd9KIpwPeoZv/YluQ0OA8yGeQH36zVSZbRCqzaH7LCOTvOXDQ2NHCbfW4lBNWLQKNmeESju61VVvld1dtl2EA7AzEMBSEtB7Q8/qud6tE7Off8OK+R/J5QsXJfPem77vOve60MRbsB0x2pbx9H3/xF+0CnqP9dLMBnzXKDZ8wQhc2i97nJWfLMq6t3LITdzwio3pWwEFt1QEV/aIBhW0OIu5nTd4WtmT+07zfex+P/KUUtBu1efLZIwPCIx4vtkxNphknqfzLCByVYbiptrIrOyADepv9wM/9OzuROa0n15U7YAJv4cVCzm6BKQeS3rR1T/JBoI2JOEqZi6u45S3WyQoo6dttmXaSF9XopkM5ngI6qoZ0Rhf5vJ7nPeZ48zbGb1Iwj1bNH3fpQGeMJh3INctJutAdnlC87CqUiKVVx1Hb0c552VAOLvtUDkxGXWsBUvSuLPiK4CPL+izXl5XvTQePpXvq9pIjr7BtiWl9XXJLcbSaFRmhVfuDP3ubje8csoGJrLVjTcvXBlwHDQ+MWk76hPGXeBrjHbyLAfF+SE+cU36Qfl/0WIfHZ0aUHWXupGgqDMHKJu3Nb/n/ZDgN2WK9YrnplH3D977EGt1N16mUHmmgLCgXAucuJwUa6x3JcemTscaY3TR4tQ0L8LcVTzw9YwsrD9qLr/9Bm5y+Rvqha48KW+Cwqgs4Iosz0iPXXH+dpaUvBnfutCJzAkZGrTg8YflswTLZQIbjPBETuE6hVvEgh3n3pZLEJ15n8YwfWU6RYmMoPdnFmRKr40SDt+o2lIjYdumAgvI2GIl8+Xgk09nMzbuPHZZCBUxkLC6FhHKiqyyblZ2ajAskDcmKbdn8/KztnJ62uQvnbHV+xY4eOiIlesGiUlostRAMug0qF+oVQL0UPhM8tUVYSRIgVA5jE+iyZpcRhOXC3LydP3fOGmvrajxPMGj4Haj3HLr4W8/TZIkf0NRQPhg7FMtkbUHWR57xdgKZTDLB49YRwKHpe9exygGuZhkK4qt2W7625mp50/JS2GOTE8Yi3tumx30Q+xDL9NAlrU8zWxpQV23UfKIJM9SYCe9NhvsSEj5LHAGkcmJsT7COZcSFPzPH8FQBGAAJ1IOnQxzH2ppqR4F3T3FSym1dZ91JiPE4gKioBMyZk6cFjFo2NDwiQJLwLvmR4qCVlV8anZe3rjmT407U9+v1loBvSekReHrFV9g1171AZZSxqizxsxfOS1bEfWkhZobTtTI2OuwgcmbmrBSUALPqDUHOck14UZVRB8DwEImlbCD3mCivDJXwHXfEgwmVOcZMKp3zoQCptBogRo3SSR2QzoukcvRZ/wAtHYfEp9u2TeubTQfA8JAvoq583nvP3TZ7fsYKOWZjDzhoHJNgQJUgwBgTk1AZ45FkrKqvpab4Tz56l82cPWWdRse+/hu/XWnIS8BKMKi8WaMuKkt5aKhg73nvH9nGOktVBXwfjJtBuAWAkbTHWaRe+U161yN1jOdVz3gds75p0QqDgzY6PiFjo0ilqozwOFFWEpiKlyYVcJGCbqAEfYUB3QC8YnAVBvDcorieaIuf+qPf6XsknyeUG8zevOuaHZIvUSm+pssKaTGrsy+/ZBSeLNbPYzkYJkeUqzWfCIG8YJcpVocois9S6aTP3mbpl7OPnbL1pXW9qvYlY484noouytVnQci08L2ne5/rYXgqvcF15GF4HsoBjoSL49lVEINDAz6ee9ee3T4c5OG77rGP/u1fWyXWsMXuijVlYEcFknhBMSm/gEq1acYvoviJ39OC2tB3OfoT/OkZ736WvFQxseYk+08HbZ74APDIZXoG6sF7yo5vUahfAXgMxkn6uESm+eq+T7xRw27QpemYFhAZU/0x2S4jA0AGgXQEDgG6xHGKNDot6SQZ5D4TmrnXDYWm5HRZ35JxLjiy8NCSXbdfgEjAljGWeC8VkfeoTUxN2o4du7ynZayo8+G9NlyYtHxy0JLshhPJKrUCSpI9IZHHv0vBteBeeP+pnvtcRNltESegI+XxLz70196rsiJguevglE3sLiivNclNPaQ655Pec6ZjrVZ12Y1eg+/pomd8/MrZVTsyvtdyqg9/L7pmC4un7Xd+60OWL0xIF7fdeUIk6CQCy8+dOXtWcQj6Z9JWU1nj7WcVDfQYJgPpi0tn8DzvcuAH7BvwMBkJeFrKgrv+fX76fxz1FksHcc6kLoagZXQPnv5fz3DWtkfzpaahibHuq7/jzY6mnWHUWIMxjQIxYly67tpNVZyUs2wfi0vRMovs9/7v2+zQnl1eYI+dOuvdgGpaXmghs10UCD2/KaDeZ0LCwgA0sdwMCtktCz2DEvbxfihLhQSFvfX+xfhFvefcCwUNShYvTVMVFBXIY4zjzn17bHmjbDt377HF9U2b3rbDF9zuivlmz51WWSQCz5W4mS3IQi+ZoJcNjMtilHCqKL5rrr9RQLEpZoq4UD527IgE9qZtrq/a8tKcrSye9zQAYAl0P4eCD09vG7AhgJYUYCoI1KRlDUYzRQl7CRMsHTGdTzjS99NxJoAIfEiQLC8v29rKqoPFYiHriqTZpkwkIAQQ11cW9DwLmsuKyzCBKO55zA8PCWCkvKubcXx4eilf9/pRvm0Bd93zIQ76Jh6uek2CSY0Dj2qpWrHJqW3ejU258j5d+2yn2K4JsIlH8ObRmBJKry/2rvTQDc+4FZAp41aoZ4wVFm9nbTtxhXUTAdhCWXBMxJVO8RnnWIjUb8g/pJfrWIF4YBhOMD4+7vcBkFbd8PzhtS2VNuz0iZM2PzdjL77hRvfmJlJbu84AQBUPM98ZFzyk0JDSZTZ+UukBlK3PPG57J4bsLd/7g/axj9+jlA7ahPjDZO2moh1ZvWv2m7/5Vnvve95v506yTEXQ1Qh+pj7YCYo0k7aaeJfyJoTE9xkoDphO5wu+A9Hg0Ihv+O/dKyoPTAUMuw6GBPyTwIup8lEdRVUWsUTaeQRhheed/KVUN4wrHRwZ9vL9H1/70r5H8nlChYlC96Z/8RI3iqD11TWf2d9qbXj7hf9oY/AcfN7qCoRI3BZ9gwmcBOJtN/aSlk5FrDa3ae/77Q+xgool2+IjYY2OwElIxBMS/PpsCTDl7VWhN65eCu9f+gx5gYI2FNwLn8MA5sgzKGB2XxHe8u3oEpL1mXzGHnjgtH30b/7aXvii66wUqdld7busHGPDBpWP0oXXSF9XPABIxac//57/H6Sdc7/Ot03gqpO2pNqbpK1kkwzuCMOAlGaXVwnZf2nFKxkXZTCK0gR8k7xnQkwzorbZyQfPSy7z3aRktc82VnxlHWXKGzup0a1cyA1K5zEWU3JPMoAZ3QiXSCNYfaIVbbicYhLmhZlzLkeKQ0XbN37IZyTnG4M2kh+3TIK1fIOZ11EmDUkE+aopACvSpz8m/lDyOCt820VkGMkUAA/p6eovKKFQroWl92xI74dR63XVps1tLNu/+6mfUbnF7MTSBXvNN73Epo+qfGNV6Y6CgGPloiwNPfDwg7WDKUkdJpUpH+2Zln3D4VdZMbLhXfaxxHk7d+4+e+VNPywgfbXKbsPm5+cDQKiP+yRV4hExBCAmY2vn0cts2+59NrZtu895GNq9Q+U8aGwQ4jI4lXbAywz+kHxZIDIjY590wMM4WPyYUgp5Vjohqfsd6RLOo2qvxah0r/J1ZeyZeSSDlH6JaXhysvuyb/tWFzQoUCwdvBmsct9qyqIS07KNYEUKmX2ZC2qgTVm3d3zq0/b4Aw/av/6hf2l/o4b60EOPKUdi9FTYtRcIAOjpJtvABFQYz6PgeceFwkX3+FOQCvvzEXFcTAcWuIQqoIzOB2YuHjx6xAcoj4yO2+Jmzcf6jU6MWyGftdMnT9ri3IK/A6Bi28U2o31F3XTCSo2aTR0+aOsCTuxes33nLktKQK+XN23P/j02MJj35hiRQI/jghdjXDh7zmd3K7cOdPCwZiVkmHTTFRNSbnVZPtlcwWIDI/7NJBOaVAfMqgYgRCMBc4clw8zqWrli5cqaAF9BjwC8xLD1qmVkQi/Nz3j+2VN7YnLaGXl8fNJy2YItLcy4wOF56oAJOnRphPVAmvE4IuRoBOeW5v3ZQQFRiEVjeW5xack61XLAN+5NlrCjm1Z5b5TZlSjIM+mulKre2HODfEdKQOlNptg2UUIykbEWo6NFIXgkpw6MFUdSwIk0kcaQR1CK49smHFQihjF6NjfWrbS+oXKXZa70MLOfoQUllfnUxKTNrc77dQfIAqDkm3gZ99kSID6wd59/e311w+65626bnZ21xfPnbTgTtz07dtvYzkO2tk5X4JLl4121B8VfWrU5GR9zZ+dtc6UqfMns2ZbKANekUrbFrpRtWyCP8ua+16XKlACQ5Dqe8tmZGVtcXPR8DRSHvMyzhbzAo/hEQJKlJ4JlXzDx1FbjUmoqF4Ak/IpxC0CgS5u6TwBQFe//+4Fv7QPJ5wkNTg51X/qdr3JeR5bMz845z3RrT4A/AAIe6hEZEvuP7A28/pJv0VTMFWxGPIUhFo83LFrq2B//0p9KiYl3mrQ9gSx+fAEEv3s7hs8VY0i91zkPr8HPT0U8FxLyg/bLsyFwQBZAknzWlNLP5BhOVLJ8MWe79++2N33rd9llRy63m170UsG0mj1YuseWsguCa0HcQTq2ZI9kpKBecI5TRP+753Drf7r7I12VoYB5MD6S8dTIOOVDsiri3eJ0XwNulB8MUnfGILOYUMgUGgAsA25Ymlxx6Y9eKXMAyVnCzpx5zAZUV6X1TVteXPOtL+vrJStkc3bswCEbGxy2DLrW08gwpaCEg+7zAPqG5yZAi1OILDLMC4AGsOUp3qEX8WKXMq5Xp/AY1AlDj56aeHHrWdfZYR16zMHpM6SLIFKEp9UEyu498ZD94m//jq2VyjZbWbRv+743WHpq03kznc6prFRmqj94AJ4I6zOOU0XpwVETjaWtWM3ZqyauFH+cl6HfFe8s2IP332pv+pr/YZdd9jJ77MRJWxEQp5AYqobegbd8iIUAvetiyW6a1w0ve6kNj49Zbtcem5qetinpBSaupgpFAcqUO7qe4GUdt8oFo5/2SDc4qwnAvzjN0JkxFjdXe2URezgnDK+Mfjl1bedyN++9/LgKTQBOee5ExOKtppU2192FmxSoTEtx4U3CA5WQyVcoDErJ5e2ee++xifFhO3zooN17170CBIGnJxQWIfWyVO91PC1MZPFKQ7nqmm9/CFc9XXgGREWGaXCgr2t0gQIOCQjQgYGiHkSoJmxsatrBpM9oFGiJ6x08WusS1FQ+e9ESH0vd0KQYz0kXw7LKCFd1XaDBx2wIaMv0E0Pou4q32ZTFJOYaGh2zyelt7kIf0HdYA5HZwoDHBoPidWSdxiaueUCawBndGr4Iur4PKzLQly7ttuJAUKQFEhjnVKuVA8GakFjRg8y2rpbWfIY2XfN0ZUcE1gaGhmxoYFTv47FoOXDpFcac47WlCzUp4AHjM16E9TuZXc44UuqIyUKsk7mxvirAFcwmZ5A/VjK7AFH/LlKTGBV4yphdLrAjQAywoVwAixzjAj5RPHakQ+UY0BNHuoXdC0u9iGjYgKLduwXqxsaUZn1JLMEyTl3lq7SxpocQ2OIslResllYaJicmVDZJKw7nBEALShfgkwhbtldxHdi3z248fp11lN9f/O//yx66535blwCPsBZjTAKrXDdVpS2t1KwiacLuPniN5xcXbH1t02bPzVizKuAaUZ0rToQ2fOKTipR/JgP5dm0S/txg4Dbjm4I1VKUclQfawcLMBTt3+pRPjmCf+LWVZd8zfkUgwWe2Y70qLiZuYT67ykBRSVj5blFbbQuFRFkFXd9BWdz3off2u7afJ9RsNW9++LFH7OQ9j9rC6TnZNSVfuLpbVjtpiLMVIk21+2bMKssVu3Dygp1++KydeOiEnXj8hORLy0Hjnu17nIfq4usHb384kJViXpfRz1DWfi4iHg/6CwlZFYbwPudPR8ip8HmGBwWKlzGC4mvxfCDn9SBHydRSuWoHD+6zF774Brv6mmt8iMiZC3N2/fU3ebuodyXX8UxJ+/g7ehXRwz3ke9CO9D39MXzFF/8OWpo/G2cdSUCal09DRxWk2p8PMWG9RdoixrDusmQO8dL+GJeKyu+oTtqxwMCuV1lihrGrVatsVqy0tmqJetaqy2XbMTRleyf32URm3A7vPGxX7b7Mjm0/YpP6nYtkLOfTo1jUZ8CSArdJuq7xNLbTfsQ54SBS6Xcij55PcoKHkbRBHP2GAnlS4KjgAJLQBZT6A08OHCAHS1B479kTsi38LrBaFW6nJfvuevBxK0tHMhP9hpuulL6mC1pP+BAMVgDB4yuSvOPIb6C5bxeqeqDMp4vjNhZJCXYKLOpuxzbs5OOP2p++67PCL7ttZX3Neyrb8IPzv+rQi4L/tgwXPNDir6nt0y5bO8hwBTYOQZcxHCvYulb62RmSPCmNHpEIoCg+YCF53fBLrDzCJgH+mNLFdS/JrWJ8+z9g1/ZvK3yVwoLCZVwQsYbJHyvsVjit8EaFVQXi+98Kr1eQ2rPvUrhT4XPS0Ph49+VvfpMUII2i6zsB0DWA4gM8+mLfaxvGeoDMBO42k+5xyiSj9qmPf8QuPHLK/tOP/St74J477SMfv8eBBN4egMlF2iq4Swnw4MKAsX1UvAgg2e559VKioj8fPVGRsq3xJiJ8lB68kD4uTXkrTg1bBPAlcDW2Y6cVR0fNd0yR4m3MLdkDDzwgAJmjCPwIiE4pbS0Bze5AwfITY9ZAyKRSVhgYsmghZRN7d9rOowed8WKARAEuxumpcFWWHRsbGnEGp2wAgPVyyVbmL1h1c8POnHjUagKQwd6wEgAJgSxZoolsUcy7y6oSDJQV66UBhhmHODU+YeXKqoCs0ownUWFjcc42FmZtemxQ1rksp5FhG56cdjCXS0rgRBNWrgokqWyIzxuF0saxprwHADNpIyNjDqZLEnDMhvMuYzVBtmessENOk9noajQS7uQXK47ubo7EQVcJvNBU2gCnmXTevSKI2DiIV3XiwymoJz2PEUI6ggHKWJlBO8ZbyDiUqakp9yTiRfTndJPJMKSBLRspSxahZ/hFvRt076kW3LvbkMBm7FesvCwQmbL9e/bayNCw5WUg4CkeTA7a//jFt9pnPvMZK61XLCvQm1A5kY8I45Mk5KrVpg1O77HBqXEbSOs7EhpLKufH7r/X8hIeXcBfWXUKqBa1BTTJA4IrKB/xpJQQ6eZ3mAfOfV0/8QXDKiobMuAE3GkCbb1DO6RcWS2ghUISL+45eNSy2bxYJCu+TlgyW1B5Br0B0bRAMjwuIUUXN0sE0d39Jz/xb/seyX88+uLKbTVdhtI4oJLsxAiBj7xNbhG/adPeziUveLYimUOTi2eDyTRc235oj+2XfPnI+z4s/ayb8CyKNIjm703ePvVtQm9sYZr8+la6CbSHp6OwnSRTgafIh4HIoKRLN+xBaah9Hj52wG580Q1S7iyv07ak5FZX7TeWH7Z//29/0tgApRS9YHe07pcuECC5GLefOoCke9fbrEsPgcat7me6bVWSep51G/WMwAxbGeKRjHTT5uvnCsBhFNKeGxib9IxI9sRUrgOxAUvFBRLL+ka7ZqNDo9KhA/pCzEEmk3cAQMqdvtHUbwCoPiOlxeQn3fYyYrgOBD4h7cESQwExAxrSLcWFJxIKrpEfB0m8twVuelUpT8W9mz+4zz2u4Tphr+/PTWEa9FL47NY3nikFs+QhPIkMGjD7wCdvsXd/8JNWknxfql+wN333V1h0aEn6Q2kTSIgKXFIG6MOLw50ULEKdwOMpa6j8jo8etO1V8UJmwYH8ysqjtjozY1/5yp+2Ky+7wU7MnPMhTY0aAF/1DDAGh4hXmQkfUbnQK8QM8KEd2+zYVVfYpiqadXy37ztoA6MTVhyfsoLqNBGX7N4azhQUcFA2aCPnI4wM6kxHhpkwu1wsddEJ5Ld4QeX3FZHoM5LZwRc+N71N4bXB6UX6EYUPKxzYOvIbep0C1wjfq/CrCp+XqG52bhkaHLQd26ZtZHBADNuytfUlqzeqUqBlNQopTlUQlYYiA1Th1bv22mtVGGYPP/ywK7FRgTGIhv5MiMIGlFJhxA2IpOi/UKLBuZDVkUDaOSLQwu8BGhmYm5ZAZvb0uoBIRb83BJJ4F+YEtACKw3jwBNXLFVucnbWh4oDlt9a8rLFdIWJGeVgvbVhFjM8EHrYfDBdFbShvdGVXfXmOmgRZ0vK6PyqQt//AIXvJS15i11x5leLNSiDVrVkt2cbakq0sLtj87Ix7I2FAxhDi6WPA/OZGyaIwor5LvhiDyU47ADW6fh1YqIw5Umes+egMLiKPYbmH79MNzHWeYWwhQJKlkjbX1q1Vr9ny4ryPy2w2KgGAVPNw4SoQRPe2ItL7TAYKhPtmqeJeWLZT9EHiKiUf5xRhzKkEqIAy3bBMcmFxXrqiWQ4BYbltatouv+wyO3zwkO3Zs0fGTcHjhFxYiHyAvb5dkUIpK71Ye22VMTsUwIOjo8O2fft2u+KKK+zKK6+0r37Fa+yrX/RqOzy928YzBUsJnRWUlu//nu+wD7/vA7a+sGLdmsBvqW7l9bKVV8T75aY1K8prJybguKLyZWmhhNKet/17j9hLbnqFra2yQwhW8hNdbWEaQy+4e1aVP9YdZaA+x5RAnm8FqvqCD/GIwGOs16ZalWDRb8ZsqjyZ+Z6I8rtkD991lz300AO2AqgXeMUAabCgrviVOmO3Et+lQXXKEAiGovTpH5W+qHIbHd2tC5CJfwnRhtpgVa0LQ3ArdCQvYkIinDP7ny2yok2BMRlIbfi5LmikJnvqoZP2tx/8mGVluAI0XPc9SxDwbAjZEgbkDu2F49NRKI8I8DPPw+NLS0s+YRBZw7UrrrjMZSjtDjlGm0J2lyTPGdLE5BI+44AQOUNvgX6598qvI8sIwTnyPKTgPgpbVxV/6PmHpBl8AifDn3ib71TrDVuTQViT/kwL1G4f2W7bBrfZeH7K9k3ss6NTR2wsNWYTsTEbVhi0AStY0dKtYCHufCQnCMTC3ElfGoaF0Ok2j8dYa5cuUrrPBRTpKlfiCE2BSOXQmHITTLyRaNRTwZF0bhF5ATBS0QoY+eIkSsHv6Z/LaK5zLeim/8egrY/3EGtYZrPCGip5JokhWjvSnwHfsK6lYL/SiSddsFI6SdcbMipkULlDSLxREy9kBc4ZokfJML4cXZITMJRY9mJwfaX7xEv9hrIbTcm4dO7BN6yOcurM6WAcungIvkO+4izyoHiIIwy9FPA5NUQ+qJHgGkOgMD4g5zM/D/jwmdIzfRYL9r0KoWX7iMLLFHB7Til8VOGQwq9vnf+hAtT73NPS6Lap7tf+4D9zywZwxSxcGmBCSp6GVi0JWKkgKwIQWSk7liY4e+q03Xf3PVZbXPYuSxdaeg9w2VsR4ZFCRRBQcL2ENR0UcFCBXwjB8kHVB+SDhbeIrk6s2UIhsGTT6Twr91oCUDy13QbGpq0Zj9jC4pwuJywbj1l1XfmNJXxiy3kBqNHJccvHB52J5lfWbWz7Divu2mkVsQbllpCVPzI5avuOHfI1/aLpnA2MDznYbEuwtGoC5esb1hXjZATcmRueV1o6LIwrQdSoC5wBpGXFMmblkYcftI3VFW84Z06esMzgpLFsUFmMOzg27m74g0eP2cpmRZKibvWNZdtYmLe1pflgLKSA49DoDtt3+LC1JIwZ94qlFTRENQsBNsAfW0fSXVQsCvBazhsDv1fWlgNBXN6QYKwIsLBWpUBUIuagT697vWE9tgTwOAcscUTgp1XfeF7zhSGVD4IJTyUTAmSx4SlTfbNCAMKCWcx0P9PAeQevMfFAdLdn6TJuqpF69wdjUMz3T6+tzAhElgXK4jYxPGrbBT4HcgjeqOXSGdUjG4vRpdGwequm+hXwYl1L1TXjZ7IC42/5Z98npdqyVqUkidKyjoCoL6uk8sIYyCQLSp+UbCZvHT1fUz6uuvYG66TyNljUN1JdWzjxsL3/3X9s0wN5Y54mRP7wFKHQQkWIteuiRAA+JHLZlpLP6luzJ0/a3MxZrnhelWVXpLQRyrYiAySTSeluU2UqYQXcVFp3M25qfNp5Mym+iwtEJ3NFxaHvqn1S9+/9+Zv7Hsl/XPqiyW2xVhdPxlMRfEeg/YRtCN7rpV5Zy9I2PNfLk04Xuyu/cLr0+yH5sjpKC/fDtDq1MTRlSCUZI12VDEnb8MiATU5NuYGMDGcdYXorMJIHC0W167I11Y43ZACycHRHsoVux/MXztrVN15jv/72d9jSyVn7o498yI5fMWkrNoPkVmhYo4uj5P9n7ysA5Tqus79lfLuP+Qme2BZatiwzQxxT7GDDcbhpkrahpuE2bZomDjTMDA45ccwxkyyyxfyYeZl3/++bfVdeq5IjN4n7x9V5Gt3duxcGzpzznTMzZ5wEDDBATqR+Jzlm5V3DmCmCdRmuJcoJ7VEuw1EjRNXeOvZEbWMYILyjkclPbAXKoXLZZTQbxGKIffI5A2d/PVQGUGUqUL/II3nzPXfjrg37EYuMoW9oK17+yivYMFNw+7WNcwg1vibjlRYPtba2mgUz4gfpr8aGFgR9dQSZLtTYQ6xxOZL8bPEDGBrehmUti9G54Gwsmn8a9uztN/wnPSZZq6OeqT4hpxrBEQ2CAHG7C9PU4y966ctAsWs8/cHmZur5Zur+doRqauGjDjMOHGIIq0jC7YqkorbXWgWiIWIlD/nfZbyS2lhd0600CKyuyeLziiIutzmOS2Y/1ZufmY4USPLJl8Pvl0nDI1oFoWs+xfQwk0hW7/uZNptvx6CalubSZW9+g8m9KlMVqSSPST6bNt4mF5OGXzdv2Ii+nTtYcAeVq5cKkB1xdmjFsuDUAJagOvKznl+ZBCR1/HPQ0Sqz3Ik1lEpG8DkRCApEyptHC53gxCkgR8Ubqifwqq8x2wxqN5cSQWdQ8wvN8GQR+/btQ30jgWSwwTw3T0tohoJsybpTMUFwZZMHkiC7SMnhIVi1kZHmLVgKfwvBH4WZvJcSTKazqC5lMROcK38CrpoyIK+cqEjBmdD+3ewg8cgUYhPj2LH9STMHw8X8qp00t1JzIoPhEMLajcfvxczIoImVWFddY7ygLa0daGlbBF+4yjC8CTpLHGYWH7GjyToSUBQwSRMoqvNNx7NGUAtMJhIxRKLTFKYZTIxrhI5VpjyzDApFJCBq2pDAylJCKqM+67wW3bi9Hl4bMBaXFtZoD1Z5CrUiWVRVHYafgFdhlFQvul/3ql6szixgWUxm+J48gWyECkRzB8fMlIuO5jp0tLahqb6BfKoFPinjWa+2K7QHLdpSjuBxAmmCQw3/O3017Lx2Cqoi6mqr8d63/i3Gu3tRjKWIxdMGSNp0nd4pMcD3az6r9kD3hWoJyJ2IpXNYvvoUBBooOMIBWsUlNNf68fj992D7Iw+bBWniGZVFz9FRfUNlkedAw/jSKYoTahwDymiG/Mn2iQwPo/vAfl4tzyvrlsJGz9L8VPFtR0cHHn7oIXgFhHk/H0Z+cBNsK4xXEEtPWgYH+c1D0OtkvcoT7GTetVL/ti/+2wkg+dzSX0xuS5T+MSApsmSr9d2iyu/PNZB8Wl5oLFnfdVQezLUEaOo3ZptHym0tYJw3b46Z3iK5oPyqb1ny3RhZWW1xl8H42BTGpqaRpOyepLE5b8l89rsc7rrrEXQuW4EHHryPMieOaf+w0RnajcbE8qM+0EiRIpJkMjkzUuB2uJEheJRhKc9YbaENfoJULXLhm/m/4KJ8heUROEFEfdc8StO5HZQps+dMSxyu0z9f3T5fqBJI5timtK1x74bH8MNb7kcyFcPU5AF8+5ufZbvE2B7Us5SqdrPQiNXMP+0KXm4LeW8JANk6Ws5EKcyr2DLFHGLk9WzuAPbveRinrVyPeW0XYfXJawkkh42ctXhLBoT4qvyd/WIWSGpoeyIRxzUvfgl8xBIF6gNPXa0Z2haQrK6uhbsqaGS1mRM/y/diBbG5mXtJ/pLTTguv5GnVlC5xk6aPuSnX7dRNfKx5/0X/S0DyVqZ/Z6oUSO9jUmaOJA2hKFFBhte+8B/eY1y/JaJvgRoBhqDHRkATxwP3/AETfX2aoFWedcFOJsStmI/q+PLaqPI171CgUhVwrKTrJCAEVARi1MX+XPTUk8rCyeSNeXJT4HgIDAUiA0GCQ+OppG3ionWiMjs9Jph6uKkFbe1zyI5FHJweN1auvIdeAri9u3eXh4rDjQRCASQJTGKpBBo656HE8nsJDCcUcqeKtmg1n8teEaNQ8zTNRce8uahpaESAYDLU0GTmVApIuJMEb1IGBAN6psfnx9DQkMl3KEjBpFhgBHHde7YjQMu899ABsxf68pUrzDM3b3kC/f39LLe28yNQLLLu2Rnb53aifd5Cgsw6ZGhda86cgJzmbUhIiqsVskLDoGoLCWENEekZUbaJ2+M0QlSTkeU9lMdPez4LDJWB0VNtqXuM25/f9SydUzIWGTuIaQ3+5naVt2tT8O+WxnbUNtSa6wWWyp2WGcyX5xaatpMngO8z4XeoDHLMn5t9cvGCOehoaUSVX0ZOedW15rUIaEnoSwFNjk+ZlfWKnVdT10gw5kaWQEv7cSu4rob/Y5Oj+MWPfoiDGzcgr/m/NCAkcgpsM3V9tYGNbSOvpPah1X7W1XVNcPl95nkKQtu2dA0am1vZnmw/tk9zTRW+fuOnES5kzP1qW5Vb8UWjsYTZ3lPrNRtokASqCU4J+DRfXGR2syCvuZnRrY89xpIzw0xt8xYZS7unpwf9TH5au694xSvww69/2SzgMXVFZtJkb+LwMoAl7yxatgz+UI2JzekmwFS93/29r58Aks8t/bnl9mGZTVqrxWxHI/GEldQXj0b6zaLnGkhWfuZbZz+V8yRZYGSMk+CNPKs4xvPmzzHGZ2trs5HH2vvfXE/D1xDBpmIADoyMYrB/SFJKGoDyvBkr1qymjG7n9wwcbh++/bUfYe+2PWgOOvH7nb82yjsU8CMcCPFYA0fBA6+r/FwtZNGb5GWUbBC5ETZHxS1kZzNTVERa7GaQohIv1cJVDaS6rMmFEvgy+gxpMP3o7fJ/mSqBZDlMErCPuONrv7kN4+Oj6DqwHTf95LvwFZMopeOoo/xMsi6lRyT3pAss3eMzGzk4kaXi03C2w5ZgGyURc6XYPKM0+m/HFee9CHXh83Hm2adgx7bBw31GJEePnmXpJmFJ6QDF8YxRnl/5ouvgIZ6g8oQrHIY/XIt6AUke3eEqAyQl/82OayQBSQ2Ri/efikqi38r5N6aIj+aJh+xDntEolkyPS23Ht0XiU735mekvNkQiqm5pLZ1/w5vgYsV5CbyyyTgGenrRtW8Hhnt7WGh2ElaemW/D/uNQDAHRbEc2/Wf2lNUYVoNYn9Uolb9ZDV/JPP8T0nOsZ5rhAg19koU0B0G7G2jHEM39kVXr8xPxm6jyQv1kAC18YDa14EfDnKDS9wSqMGd+Jwq1YTMPR0lzIXY+uQ211TVkGoIJCjiRluonbQWEG+qAaAQzsUk+womG1noz/yJJQN4fTZmA2nJ917e0Ye6yk5AhUwpMOmjZmMUjBOZ6ZnniLZ9NQSoVUUjHWP9d8GvxDQGl9qretGmTqctrrr8GY2NjCAR8Zq6cAGZtqAorV65E29yFcPtC2LlnPy0mjwGwsnpE2iJScwgLFNR6jkjDpXV1deUA5ZozwvPjoyNmBWGeFlk+lyWIYx2xrhVeRvWntpcsVcdQ/FDLO6COJ6EvpeTyBsx3efbUuVvaOsy+42Y6+yyIzJvdd9jl2XFU5jyvj0UI7NIZpBISE2TwFgL85gbWfxWKAo8aao9F4WFHLdldBJH1xtM5Ojxm8iRQ7m9uM6upBc6dniAi0Ti2PrkDTzx4r5lDWkqnMNx1AJiaQDEegy2TpRFEgUFFJZ40/OpRkH2/AeKqBy1s0dCFvNgZguKW+cvRMq8TXhoYmufpZ9317dqGrXfebOpIu/5oSHyUwLa3uwvzFy9FcXqKfBJFhoaU6lz1EWC7OZnsFHoe8sbubTswNjKEFWzLQDCEJ554wtSj6lf1qikL1QSvmnJRHu5OUkeVeVKk0C521rf4uIaWspP8J2v6vpt+fAJIPrf0F5PbZK9jeiQtMv2UJL6x+rpFOmeRVK1+N8bT7D2G/kQgafoQn1f5zHK/f4q0+5R1jSXLxdMFgoXW1hbjga+tK+9qpSFGxU5VX9B2uTLy0pQHWnHb1dXF/p5AgH0zFksjRMPywssuQ3V9Ay572TUYGe/DwYNdqHI34KVXvRRzmwQIUyw5gSvVsNS2JFDZd6XoIfItUqZJQeTLxrcUXc5L+UlUobzqnjII4NGsauYl1D/6E1DU0aPA7oasuuSRzyxpWOcE/Tey8IAcH0XqnCnqgO/ec4/RL9u2b8XH/umDhPXkGeqNINs/UcGuItW7/rRIqiD+pY7OE246aLOVMMk7M7Dlx7Fj48O4eN1VaKo/FytOOQmH9k+ZthRviXQU/6qd5UwRkAxJ//u8GKP8fuXrXo+cnXzAfLmqQgjW1KO2vgXhcA1s1MmS0TJwPORHw9uGfcp6T31Po4IClAKccpY4fQSffo8GSRGgcSPKMLfX2tx/USD5n0yTTBoO0YRtrQaUBftCpncwafXf6UxfZFrH9IxU3dxcOu8VL0c9QY2A422/uokNWiKqdxoFqnl0VvgVgbRSsdxpKoXRYWLlWYJBZH22vov0TDWQEVx/Yn96mrBia5Xn3LDJXAKLRQSrAmZHAI+2zRIgE2/xWjtbTBOOtbhB8/2UbzsBhxbAaCcEp7ca9e0tcPi9mJiaxHD/AKYnp9C2YLnxcGqCrcLixEy0/QXGgzc02odQSIHF/fBo1SAFhstLRi6WEElq4yoHatvmYR4BRQOBjoZi9+3Zi66DB1BfW2O8wfIy2DV/s5DH9MS4mVfZOWeOGbrWAo9du3aYofKp6XFccsklZt9oHxlc79fK5QKZXnEFfVVh7Nq9H2nW9VQ0Zhg7EUuiyuWHj4A15VZYJ68BYHpeJp03QDKVmTEeQDYSk2KNleBi3bi85SFWzYdVaCMdtSJYK6zzJe0eo8Ud5Wd1dnYawV4VrDOeQgXHlZtfYEttrp2JpBRMjFLZi7mU2VUoQ4BYxXzOae9AtQJzy3Ijf0xPTZk5murcfoJTM4eTf2ZhSaEcNL06XMdnavic+aPwFoj/w113YxtBWIoKxk1rMOAmoCrGzWKWwUMHEZ2YQC4yDTebP6PpCeJFPsQshqGQaprXYSxKhflRiCIpLbVlqDpsQvzYHGGsOusclHxBGgpNsLNMc2qD+MTfvQHzFy4yBkTPwDBOWbceK1etwegY35eYNqBac6w0CXzf7j1s/0OIpmdMjLgFHXPN6njtVrJ2/Tr84de/MnxuWciGd1l/GjHQIqiR4eGyYFLh2TdFmruq1d4yjrR14uKTl7Md6vDI7bedAJLPLf3F5Dab968WSFbmRdNVrGsMX/OoeY/hWi+qq6uNPFGYMxnYkjFpyiTJgb6hQdMHM0wyxFraWtFeV4+Wplb84Ac/Qsec+Vi9fj2qBCivuAiegB3XEFieevol+N7Xf4zmGj/qipRfAo3UGYrxaMpro/ylbDFE+W3oKacpsq6y18uUjca0/o4klmb2E8v7tDrUZ+u3P1HxPU/JwgOK5ShnRYZVdveBfQSVdjy0ZauJjvLiyy6lTM6gzulh61U0DkkgUiSYLxeG+MtuSxJWahrDEFK5LFzpCKppeDf7lqCuehVl+KnYt2PwaUBSOkZtXMYpGqG1GyCpUaocddkV11yLPPFeiXpXMaT9VTWorWmiLgqBgtzoJPGH4kWK5KzyOALwyIPJc5ouODE2gqmJSbPt8/6D+zBC/eDyecymFIrx2tzcil+/7Q1/NiApK1XWqZZDjzJ9lOlmppuY5jBpZv5LmBQgSc/7EpNWC2oS2uuZnnF+pKi2pblUTTDUtZWX5nMmmHUhW4Bndu6bJvBrH2hZWwoLkNf8D5IJOcF2sxpfL1eFVQoP67MlQJQs0FFWiOayP4msd0gA6Jnass7pslORK0yOg+Vwwetz8bwUbVlY2u0sA4GKgsq6WV4jbAnAMoIovjB8ICOE/KhqrjfubK0QHOzvR039fIJqO5IEZ2buBJnKRpC6dMUq7D24C+lcHN6A01jRNbX1yCdHEE+mUSSAE0AskJmmYim0UtA1zplrvL/TE2RyCsRiPkWQR0DIazVOKbBqysZcz2lrR21jM0GerO+DeOlLri+/nwKwGKg1C2Hc7Do+Mqq2+GJhMTEZMQF6h0fGzCrCPJ+n2RhediJ7Q8js9hOLEsQpf6yaQ4e6+b6UAVLaJtLn0M5GTgQIGItEW6Zzs85UiyV5dGe9qPV8lrxryqv4RRaWlIGtWJ707KEVp5VyAt5mJWU6yesoAggkg2yXmnCV8Tba2WEFDuMzBLIKZ5RkXthR1ZnVBlq1rvmAWrzj1RxAgqScw29iZQo0P/roBuzZ1wUvwaQnH4NLQJ785khltfwPrlzeDB0ontPeHdvNVIC8Qj7k0hQgZZ6krWEW/NQq+oCXHZ75VUw+LfiRsWHmlM5uqZlNFXHy6efA20iDI1iN6iofwo4cep54BA8++DDirO+1p5+Bk1esxbZdu/jMRkSLUVMm5c1GgOpgnSpeqJt8oy0aN254HLF4AsvXrsHtv/wl3Npzl/Vs6oBl0cpFUZ73qy61Il1TUSbGJRpENIzYT3WZg9ZujsA3m6GyratFYnT8BJB87ugvKrfZ1f5qgWTZ6CmT3l15jX5XgksOjIIBkrpcvyuMl4uGpp7b0NJsQMFMPGo8klLYxZkpNLMvdnX1mQWi7/jgPxvv/2ve+Do+OI1LX3A5/v0Tn8fVL3gZ2mjw+9g/NYyopPl18iHKdNZCGRF7nDmWfYvlPHsKlM0iVY1+5tEUxy6niPTZbFlni5jXahtDuqGiHo5ojxPE6mT1aPW1Iba36jVHVpBbfpJy8M4Nm7Gvu5d6II0rLr4IC9pa0CoX3iypSq2UcRaNzM5lEvD78mzTfmr2QePMSYwMYHHjHFQV2lFfvxxrzzsHu548ZPjOApKS8+Iz8aqcHsIW4Zpa4yX11lTj7AsuhEsba1A/Ckj6KP/DoXoEtCCTekBAUs4TOSKkD3sH+nHfHQ+ZUaRCNkOdV230qqLl+P1eeOVEot5SuD8lx2zc5e+/8/g2kXiKs/4Xye6wKxoLFT87FQWMWX3N8zmCrCMFgehoXcC6zkwirbjHADsJMk2q5o1C+lo1/KcUXI9WA2vfUA0smDkHfLZWUSl3Hq/m/akRy0OmhFbGNW7ywsY1DCtByo6voxhIz9CKYvOdn0sEh5pbpgUWWqnrcAcIBnajsbmFwCuDmFYve7x8exkgVy1uQ1oePQout8eG9vkdcBBQ6tn6XXN4xKQCKQac83zC5caSxcvR3z9owMLMzATBJ0EZmVCePN2nYR4xte61pwrIEOBHExlcfuWVSBcIMrT2RuCOyMFSBPJc6ihrp8gL5OESA6vudY28kz5a7hqyjkyPI0ZBnE7MmDmHXpffXCOvmXkWj8pbjpVmns98637t0arzyl+2lCXT+0zcREpl1l855JD2vlawXbY+LbAMEtFpuFn/jWGKatad3PpFgkcNY0eZB0c2wTxJ8DrNfD+3K2C2qtJweskbYqcjUGNnVTBlv68KfX0DePj+e41XV7sIefhuj5iDxpCT9WQMFoFPgXSCbuWjOmQze7bPTE6ZuZ8autL+5uInd4L1Q8Abbm5AqLbGgLY8AXg8lTBbPWpupTyVNVq9X6vdjuxom7cQjW1zEaxvNcpMw/pzqGu++NUvwx4M4N3/+B588QtfRlUghMaaBrMzkiZ9EwcYnhQvspfBWSRYzaTZB1PYsuFhtFAY7dz4OIVOeYjFSoZvReR9fdY5BWbX1AaBcPOTDAlD6sjlBV16SzpVOAEknydENi+5NGn4GegwrxyFKn+zZLX6dyXIe7aklaiVpJEhPdk8n881U6Rmr5FdZs4f5s+yTLc+F5w0emmsaQGiFiNKXobCQQRdQfNZcklHySA9R9M7pFeqqKAPdvdhf3cP/vYD70ecRuJ1b34VgjQ6X3jm+XjF9S/FW9/4TixedhJCNvVDk4XDJOxs0/wekfmR+aJu0dCkLksScGooXHrH8l1K96gfH40sGHkk/fG4jM9f0va6ZaknbijjAn0uppKwa1oU+WQoFoeburKPeuuOxzdR51QZcCYlf6C/DwcGerHu7DNxydLV0F4pNspUalq4bARnbMMpNlYxn8benRtw2ikL+UsP5fUo4pkY0kNRnLFoHXIzdnR2no7V69dh055Bw1OZWMyMXlFZmvUemmqVKylihpe8VYc0M7pg7SrM16JGAj8zn5c6NlyrMH+zG5zYSzh0YD+GBvvNlCZmhLqMeiPQcJhvdVR/02fpUHtRQc153qftmIlrxPvk7W//4w1/PUCSuRCwNgWgZiqDMiYF71YntQSNRUfrA9Z1RwLJw/dqyJk3CswIJfxpBeez+B7FARP4VYWX43qVV/xpPqQ8YQr5I7lkAUkTmohJyleAyAQH5X3mN4FSexkYud3ai5bPExDyVBlAqVXaWqTTNzWJRDplPmtFck7giaUZi8ew/ox12LNnN4qOEuYvnQ9fXdjMsVOZtVBH9SsvoECihiUfeOxRdB3ScHgNOjra0d7RjIGBPoz3DRuQpXLpHoET5dnlFOhhvoj6T9L8uRCtH4eA+dPbSOWRYM3n8wSrZaFoXO28Rlv+CdSmp1Mm1JGGdO3Mr8/rRtDvZmdjfdBS0kIqLaIRcNI8vub2urJ3gJJRca8E6pQ3LeApOf1mz1ftFyvgpiFatY3LTWVgrpHoLZrQUVHt3MBrtQAlR5Bo9BbrXh1VYNUAOoJZiZiAP8R68JtYkzORNIYGBnHTj39uvMEaplZnLBbSzHO+vOJaIJR1bYKUEzzK26zOqpBF2hVG9RH02DEyMmI8Aiq7k0dNMShvBcr69nlQw7ZpbW/Drh27DdhU+eWZlfJQmXPk5QCBpN3pQZZ8sPjk1WbKgoSA2qrO58Z9992LG978JnzrW9/Aji2bMUzBcsaZ56BufnkLRjKbeZalgBTeqFTK45GH7kVkbATVbrbVoYOmHitBpI6GWGcyLsSvOrds2TIz/L1v337Dv2WST8VSZfJMlk4AyecJkYX+vwWS6usiTWEx/Fcg//InPdqlKTiS/7OyVzyq94qUJyX163C1F80tGioMmliwcgiIzzVUqaP6svIqY1FJhrJGV8z86GAYg2NjuPDqqzGncx7WX3ERkM7hzS99BV589XWYGI/gG1//NvWCjEujmspKjdkRYKQ25H/lzzr9VA9SaXSPRr8EJHXkbbzI6sdH0rFqUyMfJ+jpFCc/yB84SqP41j/ciyh12BSBnYZ5x8YmMDE6ZhwL1TTk2xfMR8vcDmzfs9PMs7/8souxdN5ieNkqJmIu+SRE2fytH3wGb3jNi5BPd5NfJozc92QcWFy7CIMHR3HGGS/AinWnY/uuAd1VdtgwH+JJTfUSb6TZyktoeCxYvAzBhnoEmhqQon5RNBKzoQo1gyJmaL6+4EApGpd4N/JY8Z8V+UbP0o4S4m85kyzdrqP0Y476VIuVpUPUL6SDdf67f//645LZluvgf5WY74+5CeulkA2pY+jIH1QoS9A8E1nXaf7c0e7R8IDOqIEsC+R/TuWhaAcbUauy2R48oyEKKXqFh2Qj0CwRmFT4CL1L28gpTzqaPEqRU0mrMZXMVnwuj2k8JW2zpKca7yQtE7dWPNM6dtMq1rt8fq8BgxPTU2Qeub5dBvxpHt10Ig7tLOIJBtA+b57Zi3v5ylVYdvJytLS1o6ml1Sx+ibOTzEzFsGL5Cr7bje6uLrZBFtWBWr5XAlcAQmXUuwkmwfcQ0AisT01No2NOB/MoMVcGyhpulSs9yI6noWDthz02EzEMrX1EtThHx4GBAUT5Wd7BYFChiUK06sreWCeFuEouoNfS0YYWAqqGthZ2Eglx1iTrI6j4hJr2oPmRWe1dXkKQAKqaQn9OawuaqqtRw7KHfbLe8wR+U2aBTHRywgQ11yIaeS9VB3aHAKmbZXLDF2pmR6pGqKqexkCY+Qa6ewbx3e/8CHffei96DnTDyfuqPQHYCFhd5KXYFMvBbGWiUdh5zkmkW2THLeQ1ZB9DMhahNCe4tBVQT/A3PjJO64+8wkJqSkMplzJDDU7xhExZtrFCEUnZtba0EXzRMhVvid94jSxUeSr9bGtZkKkMgbMC01eHzXcbFZ5WC9pYn7l0Enfd9ns4eIwM9WNyjAYCwXhjQyOfKHXLTGh6AoGvyqO4oalkFKtOXobd258s7zIhUDxLah8LSGrrRfGt+pPOyUAQP2prU+Wv3Ad1nbmcJFBtRolObJH4PCC27ccUPeGZ6EgZXEmVv1mfxUcWf/3PqPwcyUfNsS+qj/N7lY8GupcKk/ybIaBzUJZIdpeTWJz8OtsjNG2oijLJ5bKxv9ahrqbayF0NAero0cpWyefDsr+sQs1IF/tsWZ47TWza0fEJrD3tVGPwP3TvPRjp7kFLfSO0Y9X6s8+F36PQMdIP5T/phfJqYQIJFkU9z+p9kgGqG77WgEgZlSqtlcr//Xc6Vm0e7pb/B8nS/+V6K7e8vo3ycMu99+IXv7+FgNKGwdFRo+uy2uyDwssMU1G2yUU8NTFhpgStPfsMyt8ANm16HI8+/ijuffBB3Hm35sZvxiObHkJDrRcnLZ3H+ta0KvJX3obGcCONCBcO7evDz37+G7TPXUCQOk1RrJGrcptFNVWMfHPS6tU448KLseikk+GurkGK8jgqHvaUnR0aPaMiI++4iSlclLcuhAkqnS4vQuFadHTMx5z5C7Fy9alYsGixWQAZDFdTT/Ba6j+VT3GAC/ysIPkO4gbpDq0n0PHJ2359XDL7GOz33JLa0k0lKpxghMns+cro/RYZZTb72aJKoaSKEVkd3CIaoGb4VR1eKN+645mE3dFI11tDID4KJ7mz2Q7GcwOCBQkZeWl0nVl0w+/yTJW/l21lMwmW58UIxpvJZ2m+nVYEls/bzI4i1h7QsjIU7kUhVpJayUur10ahpg3axRD7Dx5EOl5UYHesP/dstC2cizyFvFseqhDv4/M17KjwLwrjos9a0KJdTerrWozbXucKBDxaIOQs8b28x8qz5Xlye4uIJ9LweoIGLKw6ZTUOde3B7r17TL6nZmbUaCYpRIbqujpQYywgtWsZMNuNlZ8WEGPZtepbuzLIU5om4FG8yTlz5hhQmmSe9Fyv3wc/gZ1WdyscVJW/CnXsJFVVYeMZVPihVD6OJN+fTMTgYf1qZ5VCYQK5bMG8Swt7XEySBUneEWZnkldTi54cDtY76z82nsaOHTvw6MOPIst3+9geZtg+l4eXoKrIZxYzKTYzlQZ/1z7wmt+kydAalpdXVEDcbCGpRU4yjKiksrxHw/FaNDQ6PGnqQPPLtINOjEBTnkmBbRkCZCo4fUFU19Rj2ZLlZoFV177tZnK05jWqHhUbzM1681b5kMgWUdc+F4tXnQqP5l3xPXZn0PDlzT/6Hvy0jHc8+oBZga8wtHmW+dpXvR5Ff4gQWx1BMeooNHcfwPjEGBYtnGfmy959y80mdqsWgx2NLO+PRWpbeWaWLFnCzy4T91T1IoNKJMV7Ymj7+UMUC3/UIynZYfh1Vo5U0pHfLZJsNTpg9r5nRfIyUsIWKJs8FMdLycs11UETQ1fbymqKysT4FA4cOIDJyQhlS9kjI2NI85/lsfT53GhUvN4qD9ra2niPpouUp9eYPYln+dki45hgPjUPTfPA48Yb5KHs9WPTjp148Stehhdcex0+/P734oyTV9CAtFHB12Gc13/+s182i/gULSFAQ1i6wcSYkLKqJNaFSO/R+E5lrTxzCxybjtGt/0+QTQ0tAMX6lK08EYkTBG7EbzY/RnkcQ4R6RPaz5rnKOA5Qz3upZ3Js3xj1jzbk8AT8CFBn9c3E8LXP/wdlWxw9Bw9gSjGDqSP39BxAb89efOYzH2BdR9lO08QfUdimc5jXNI/t6MYdv7kXb37L32Mh5fyhQ8MG/8jdpZ3ntLDm0iteiEWLFuHQ0Dhi8nwzz9L32oDD6NKSDCQfXORrO/lTAcYV61mh/6Q3pWeMPuaDdT3NE3PO+s3CSDpq7UKWet6M1PEoJ4P64Ndfd9Vfl0fSxAac/aIkl+3ROsnRhEvlOTGHyFRiJbFytZ2dBJWusO442vOORbrWJFUbn6eV5HqLdj9Qm6gMxgPJR5bTU55LfZagUMOaZ/BeiQHtv625bQquLtAoZpKFZIJt81jgXRJWRXG25tmRkaTcfQQdGkKdmplCY30DwrX1sFN6NrU1y9VlPFdxgsV9BHkbH9uA3RRqkSlaPRSyXgJI7fFcpACrDtcgFiGQIZiRJa46MsPCzItyom2X3MyfVvjKXV9bXcf3O9DT1YNtW7di+xNbCO5m2OniBD9htDY3IZ6ME1SkzHB1PplEuCqAxQs7se7UUyh5cxgbHjSrsJW080Ndfb3xwml+kT8cKq9I5ttVRrc8oOxYiRl26ro6zG9rRzPfU6eYWrkEJkb6MT6yH5n4DEFeDMVsknmJGK+gdvuxEyB6PBrWV/0GEQw1wOWrJbCrJyAlmLR50LW3C9/8yrfw8F33YKx/ECEPAaSGz1nvJZbbRtCYj00in+LzM3GmJO/jbwSUsYi8nVqJnTKLZzxOAfAyiJbAUjt0tLZi/twOCpYetmU5FJEEkYZN+kfGEKxvgp1WpFZdJwl8/bV1mIwlsH3PAVTVNFCwjRhvh7ZtVPuos8uz7WE7E+ohzd8aWC9uKrzyBGsXallH99zyWyxoa8WhJ7fA56HwYL40N7Squh7uYNh4PQQ4tfhopLubZcignfyjHaR69+49zANHJ7XQU2T1Dc2VbG5uMdMX5JE38e5mf8/nSyc8ks8TYnMet0fS4o1Kqvxu/W6dkwITHXnPHyO5IHSPDKbmhhosnNtOgEY5w8cMTY5hZGSI4LAVgWBgVhfk2U8zlNECkB4T8SJM+VNdHTJHgUgpXc2VdLBfG1lOA1BHK4l0lBHo9rgpQ2nksv8KhN7zwANYseJk9HT34ODuPVi9bBntNs0zT5uwLHc/8DAuuOBC45mUrJfu0viOvJJWyXVU0jC2RiTKboan0h8jqoqnXX+89z2fSd5qMorZvSahmNQ0yv/zi19CJDKO5Mw04opWQh2Wph4JulnjvFYQT6NGchnKCcNbjf5vbV9GAHkQ55yyGh01tVg1fz7WLV2GxQsWUpd04Yr1ZyGdm2TbaevYOHx5D2qCNQSSHuzYsRd3U+fUNTQjRnCazWWRlEPBFzCxfp984kns3LXH7KcdrK42ANO0HtGvDBJNz9AIEMGSOS9cIjyRgyIB2A1IFi+ZLSjtTiPv9YQcy6/tknOsBkVVUXxJjQYLcyner3hTI4NO6ucNP//eX49HkvkvSQGr4PqiAgtQaUXpkaROe+TZSoFzLI+k1sOV92OmBclKtO44XmGl66ykhtNsFS+Vs5dWuUtWqkAeD8qfhI+GhHWthoVN2B/rPeJAKlg1OP83nj5Zu/JG6h6RU4tueI+AkPKr+ZASruY67c9svFZ+E0/wYF8fwVcVUrw/mc9CWyjVt7aYOXXOkkBFeV6E9R7LuyjK8R6H3YtYNGEssaXLFpKZUwSSZS+k3qn3KwyGPExT4yMYHRzj/X60t2hXlSpc/oIL0dweNkOm8rROx6IIEsRoaDvCz1oQpPrIz05b0PHQoUO0ompMG+cErFieBK09eSEFkuTRqyJQVCgar41lZmvlinHmJYeeQ/swyXw0hIMEUnYCI96TTLFTe9jGtParqglkk2YIK609Yt1y8TeaeUvJdAmTExFsfGAzdm3fZgBqLesxlyBY1PxGh7yMBO0su1aYs3cZb4F2sHE4UsYiledWSWUSj0m4i0oCnayvPMGlQHQxW14odM7ZZ5l5m6Njw9izcwcSVCJ19Y3oHR3DwpOW430f/jg7sgsf/cQn4CUonla8TtbvmtPPwEf/9VP4w733Y+udP8NgTx/G+gagMEtmHhmFWHNdCHlaoRnyy6qzz0ddSxMcBO8+bxB+XrfpzjvQs2sHDm3bgjzz5HKTH1npDYtWoHPt2SY+JWxZAvFBJAdGkEolcMlll+Ceu/+AgYP7zU432tP8aHSkR1I8Jl4p80zJeCb7+3uRy5f32D7hkXx+Edn+z+aRFO9UkmSEMfiPuOePkfSC7qit8uH8s8/E+FAvOtgntIPUBPk/wX6+gwb1ggULzEiF3qEdp8ywND8rrxo50IhJqpg1R3/Ay35clp3KpkY1KknnjYzmjzaHhj3ZxyizJM+0s81Djz2KmupGrGB/aAj6EJ2aNBsLUHHAHmzFS66/3vymzEv/laFCWT8pmdEzJvmTpDrKpeT/5rP0WpmO1RK69wQ9neTSUV0riNtEPI5XvfHNiGhHIRrsmtsficcIplxGzldXU7fN6URjQwPqw3XIUq9MTUcI/JLUe21wNa6Gz5bCu17/YsypC0PjPDYaKIWSl/xA3sI44qVxZEoRJHMxtNoaEHAHqWds+PpXvo9/+7fPYs68JeidmDBh61pb51B3ZTEzrXBzBWzd+oQZZvfW1eDSq68xctdJfaEA9LlZz6StHEUcCngvD6UMPO06pyHrsueVOID6wMJEhlfZt6TDrO/aac2Q+hx1t34Xj33pRef+9XgkWU8f0+ITfZC3q0RFpJVsZZ+keowEEQvH7/KiGScHS2nnOc0ztD7rqKs1JG7umu2ESnYJCgJJJasijxRUEiQWPdNvJYN0S8ZDpDmDvJisSauUWRGwMO/jdeXPEohMahxKApeLwJLAUNaE06mJreUFI3yIebZ5L/85NczMskpuSLBoL2jl2+WmNcOyBglii/LIjQ2ad5RSZDZ5o/gOeQY1OVy58nkIIpVPl7xXfC6BnSyRPPPgosDLpJKIJ2JGGM6ZMx8pdhSPvWAWbSh0RU9vPw7t3Y9sJI2WGnam+hY0N89BkYxaZFkuvOYqxAoOxPIECqpj5lFzPZxFB7KxDHwurYJzgtDKLCRRzLTG5noCPNWHYkdOk+ltiEzGUB2ox0l1S7Fi7hK0sdO6bXECkTGMjO1CdN82zAwfQsBZRCsVg5f1oQIFCRDD4XIYoJl4DpORDGyuOjj9BI8NJyEQakEyXsTWx5/Et7/0VezcuBnZ4REE2H4+dvgirU4HwR3NTxQISFkBrMsk7ARANlqIjlKOoDCBZGTCzDmUzeBkA2t+Y5Ggr0CwrzBIWsSTzdDqpBDSFolnrFmDkxYvInArIjEzg7pwGPPaOjB6YKup0xfc8A6sv/Y1iLtqKBB8SCWz2Nf7BKo9PnjyJSSSOSy79CrUrVmJbY89hoamJox2HaL0S5IbaGCwrbVfup3tkCU/Khit4n/ZjXfcxzbOm+G5O3/zazijSXgcbiSo2FxUYC5axC0dHWaqh5PgfHJw0CxsUtifJZ3z8dD995kymr3Xpb3Emkzy+KgXyNoVn2nesZJY1jqqGxb8JUxMTmLlyWsQJXB3FSmoqFipJE94JJ8nxLb+GNlg9rMY5L+TUXL87Vi/V/5mfa6UzexaZCwxF79X6AIjYI9COcohH+WCz1ZAZ1uj2dQgWKUFhwooTjld1GrWg8Yr7yU4FGsrJLHmX9ucik1LZcsO7qJs1cI8jah4NaXHGP2S6fxTHpkk+zXn0uSKskRzvOX5kZ6SZ0nRIsaHB7Fk/lysPXkp+1kGyekJZBJxykS+NMf6ofy569ZbcO3VV5blJp+mOXKKwWrmg8/WQ3l6STmpJkSzNTGbr9kvR6FjnP4/QYrTrPKXCJKyxZyR3Zp6lKAsVARhLay57m9ehkRkEskJGtORBMbGRsujedR9Cn+nNk5HR4xOdFLfaepQKlOgnCfwhJvWVM7Eev6v73wXV113NVyKi2z0cIHyTkZ4GlkbwWk+hrHEDNqCTXDBT/3owf7t23H3/Q+get4yXHDtG9BEvRdLlxBJ5Zhf6g3qpeb2FsT7++FlnvZu2oIgAWRLQxtzr0kOaeIP6ll+05x1J2W+Kx/n+6ibWXCtuyiSNxU6SmhAALc8zU68Rh6j/hS/CdoImFpJDih2Ic16wuO/+u5xyez/L4Ak+8rHNAxmUaUVW5mOpCPP6T51t6OSwJZqjHS0Zx1Jx3qfOc/KlsKUIFUzCbQZb6EA4+w1EohKBvWz8cwCGyXdpEY1v5XnUuq6yuebRMAry0BA1Xwnw/i8frPEX0KrZCOzUWDlyA0ZubwJJpxyw7OMHjK7jeDNKe8VgWoZj2oRhoCvm9Z4kQCNVjS7UzQ6xWuZbwpTt1dCvEigM4ixiSkz1Dy/c4GZkyjAbp7PuxRKyUHwp3vXrFpMiz6CdGwMw317MdS/F5kYLbD4BKbGehBqqjXD8w4FWtf7lU8mr8OLBj6/raER7bT2Otta+bkWDYEEDu3bgNG+bXAmJ+GITWBOwIf6xgZ0tLWgroYAk5aX9tfOE3D19g1gqhhGyS3w2IyGloW0/Jx4fNMu/PAb38TtN/8W3bt3o2//QVSpPrRKPEthEp1BKjZjgpDneC6f1go5dn523hTBYCYZRzw6TetQ5wnd2IZqixSFi+ouTWA0OT3N+nUiFApj4eLFtCbbsG796Zg7fz6Bm8IfjaOvr9d4OSMEmmPjowR/NgyMTmPR2rNQ2zqXosCGFIGrFFZyYgAxAjA3LUwtUioRJHd0LsULLr0EW5/YhsW0WL1Ugr3dPbSYaViQLxTvi9lBqL4RIRoQbr8fPtatWQhGkLhr0ybkYzGz20yO4F2GVHP7PNQ0NtOIdWFydBCJGN9FiaJpBNpjvb+3F9oLXeLmSOOqMh2rP7mz5EGbG8OjY/CHqmhoJJH38Pps8QSQfJ4Qm/xjmjNY/nx0efpMPCLSOeu89flp1xlgdpRnHwNIsoNSM1KuETQ0UV6k0ykzmqJpQ9FkDDORGTOsrRRlnwiFQ+wz1bPexjKA1WeN2AgoCghbclzlsPKnz5bMtu4zid+1ZaFGgzRy0NHeTnlF+UdZoVBoWmSnfi5vkYsyLEXZ7aIOuPKqqylHysp9FjeXn82j3lL+hcU2afbHI+nZnf4/QaorDe0KmGuxoihHIPlfX/k8ZXUTlixdCi/18+TIIOKTE4hFYwZoau67ZHaasl+LYK6++jKsXr0KT27fifr6OsrbIpKxOGVmAW7qY8UW1XSedDyONYsWwJHXLnxl+RwrTSNZiNNoT4BaGfU0dAoEkSVbGLt6R9G5ei0uverFONTdj33UUwk+Q/PnFcovRll86SWXwON34lDfIcBVQE9/F3Yd2I1UNoaWpmaWp0j9zvKRj8wQNrtGjvhEUzc0SiagqXoQ0CR3GT414IU8rF5kHHSz9XOYj3WN+c2GDb/8KwaSoqd10NlkkSWcdLQ6+OHv5tNRaBZIWgLgj1Hl+yw6nBcDyITo8/yuvMIARrcs29lrrHcZq5y/FyhEzDOV+AQ1sAUkzXlSZZnNnFF5Z8UkFD7BqhD82i5PDKMhV0eJwE6A0olkhkCSwkpxAMU8LgpOc6+scAot3gSfP4hAIAg/j9pPWwxrY6fRUI7OB3lezJRJZpAhQJP1JatIw5QBvlcdy+YsmXlELA0FZgZVPnaomX54SpPIxoYJ0MZgy4yT3yeRiQzChzgvtaPBF0A1rbBmVxht3mq0ekJMQK2jiHAxCVtkBK1+oI7PbOQ9LfUOLGqpR1ttLRoJHO0Ejb0zGYxOJjA4Fsd0XB65anirmhGsaYfDMxebN+7BN7/6A9xzx/3Y/PBGjA+Nwk9lUUOBnqUQL8UJFqlIcjMEj/EZghq+N5cxq6ZzqZiZV6mV3dlUnAJfIXyIzmaT4l3GU1qgFDXgvIbKYcmSpegkyK5v7kAgRGFCAaHV6plkmkoqgsTkOGYIHltbmjFJQJkUWM1kCK7HMRlJontsGqtOWUdlUkKC75zmu72FNKaGRtgu2grSiwMEyQECxtr5i3HBpefjnvsfNl7HeW1tOLRzD9LMm/ZflebRnJZQdS38VJJeh4QYwRz5cdfWrWyLCJrntCMhT2YqiyYCyWB1PXkMmBwbQomCT4GMNRQ/NjzENmOZxUuajjDLmyKLNy1+FY+LrO8WuckzikCQ0BA/hW0o6DXz1jLp/Akg+TwhNvkfBZKiY/GIqJKXKj8/JQePIauPASQ1JUjKPZNm//E6CeJqkCIPNjXUK6a/GRVKsQ/GFNVCU0NaW+Fxa3qP5h4LrBFIsn9rTriDv1tA0uiV2XJYJFmp3yT3TX51jv/LgyWwGPDR6OdRwHJ8eMzsU9/MfFRTpmUIRLr6B7F7Xxf+8T3vwZw52oDoqfJrwEt0NCDJi8ofjkzHoGf46XlPZs4pK0AjcalsCqODQ7j99tuQnRzDYHcXHrrvfuqtOFMUxRTlczZvAFEhl4bHZccTmzfji5//DK698mqce8aZiCej2LbtCYSqqpClkaLYw9oK2BeiseL34ZEHH8Irr7rcOH1cGbanK4fhdBfl9DiKiQksrGmgHCQOsbWiP+HEcKkKaWcAP/7RTXBks2ZK2VB/L3bv3ImePbuMzhkZGcXr3vkunHfxJTjnvHOwdNkSTFGvHNi1Hbt37VEHQ31dA0W2Ju+RUzTKyXeId8Qr4mthAn3VrnXCWSaaDPnSfBaf82LDVrOJDyVPy8Flw2O/+M5fE5C0fUwr6CyyOtTRhJA+q+MqWd9F1rX63/q9svNLoVlUeb7y2ZV05PnK92qOggJMK8+SdRra1Hk3i6CjRbJudZ+ulfdHnwVEJCA1R9KaE6l79JuSNRykhtbe0lkBQ4LHAAGEwF08QeVc0DxHgkQ2dJIA0knrdkYBodkRUtrHms9ME/xoOb/8+ZqQq51cZOFMT44iGPCyMxCUEqBpOz+HTUHHc0gkMlBsRXk5zVaPTE6XAxFaazbk4fWxYxLsEIXBox0TBAKLUcxpCqKtIYylC1qwdsVSrF60ECsWLTLDOgublmBuoJUAshENziDBohtVfFoAUwSaKTizETQGnQiz2jzI8Bf5LT3IMm+HxiM4MDqFveMxlNyNKDqqEKqfy84S4u8B7NjVix/85De49+ZbMdbfjzDrLqjnEAQhHoMtkUQuEdM2AQS5GaSjEShuIwqKJZojeCRwTCoUUEYTs1gulpudUHWlOpNHQ4tGnLQQfVU1WLJ0GRppBWq4TIYBu5sZHpECkldak7FlxWrVuKtU3iO8wOcMjwwZZZDWNAIKLi0lSqVLWLZ6DTKs67QAF3kEzGtiatp4R5XNLJNWgq8+52KCzQIWLF6Ae++7Dw1aEECAOUSAWlNdw/wW2DZ+hKk4g1RUbofb7JvqsBWw78knMTk4gBgF5S1/uBO333IbFi9fSeDpR475myaQdDttbPs05s+bhxSVrGKPCfiZ3nSU7iH+VB+yjtY563uR9TWfAk/bs+UJ4IvxJBYxX8OxxAkg+TwhNvXHtABFbX4seqbfjkWVPKVpTtZ365yhCiD5tPPskyInjeyZqQjWrl2NnkNdWLhgPtKSmZTHCnmmoUstLgjSiPb7fGZBoYChjGUtMFOSaJb8tuaRWXkQWBRs1DUCiUr6bqY56TfmV0nP0lGeoZGBIUxQhjY1NZrn5nltlh9uu+0egsi5BuiUn2rqVVNAzFHfJZPKQLL83GdLz/6Ov26y+EUyUdN1WHkYGR9E96GDGOjtwf7duxFgk+7YtgO7du819aM58eIdawtdDQlr0WBtbQ1/JU/lJetLaJvXgR/86Aeoa2zkdSUCySjc3jBqGpuok1xoa23BWaetpvaiHk9FYfNkMJrbh2R+HImZCbTVNFG3BjAYteP+LV34w2NP4ve33orOtnZM9HVh8+MbMHDwgNH5nYsXm9iP3/72tzGTtONb3/gmfvur32LPrn244XVvxIuufzl2bN2C7l07zCIchXTTegAT0o79Q/yiejBhB1kJAo2m2wg06iAwSXzAq1hpwjWzPDebBCJ1zyM/Pz4gqWf+r5Pa/ljbbYkxjiWQzKKDI0gdVdcLnFUKGe0jbVHl+cpnH+u8qDIftiLtCs1HIEjTpNxcrhy6pcpNZC6BMgsMJYgM2QlQyGiG2GjyFmp1lBat6DoLPOr9Elw6akcRzXMwq7ntToINBb7Nwaf4iEzBKp9hmp37D2JofBqLV56CfoIpvVurt91BP+YtXYDJ1LSZNK6V2HKXa96PGYrnO3N5N6KxBDuD3wT7lrWsYOVOn4BrEFW1QXP9BIHQYE83AYfiFwag1YzhoIfPdRCQOnHG8oXGmioVKayZV81NQYGousi8JPlcXyvvrVYFUzpr3oi2rh+lULYjgbQRkyPxOKaiSfSNUQgTCDl8ARQD1Si4vMjRyurfTSGwZy8ef2wjAWAKDTX1pjNriKGJzxC4VlBwGzthNjO7b7VEMN9JuGwEhFYna5Vm2dNR9hhrvqG8v5pwrx1udPT4Wb+BEFrb241wMfVvVszJqnMbvtNzrQVJsegMFhE0a5Wf32XDOIFYb9chLF++3MTO1Er5lAAr27SPoE4O5BTFTcey1bjwupdgJpdBgr85maa692OaQkULgRzBMOvJiTNf8Wa88LprYfMRrJZy+Ohbb8DiUBVoz2DPju28wma2yOo8aQXaly2Hr7qa+bYh5Cph+/334fv/+VmE62oRpQFQiudx8YtewnbQvEzW+XAXn5lFIm3DmpWr8Kuf/9TwVzo2Y+pNoSQsUlkr+4HI6oPWeX3PsV9QdMFNAezLF7G2tQ0toRB+uGvnicU2zxOSuDrexTbW5yPJ4pljfaZkNPfnCfrUfw+T7Sm5X/l8sarkv5l6RHh2DpV6TdDL/pdBmCBO28xqAYUWVChcj8JVtc+bY7ZXVfgtyQO9R6M0mo6jvm7lyerztK2NjNYccsltefF1jZHhuXIoIP2upGfpuoiCQbMvmS1+KXtLPPeZ//oaMhPlxZ/mXv6Z9xD8pKQj+Fm1yxqkQVae46Y59/9d45XpWC1R0X3/z5DaSbup7di9hTpUsT1tZtvbgYOHUEs5NNTXi8/911cwFkmahSpqM4GvHPXW+eefj1t+91ujF2afBnuOtUtZmuBf50mLcdmV12FyirqqdxTVoVbMXbkazjqCTuq/1fNb8aJLL0ajO8V3z2BH/x8IJGfYzj4sXXgWtmzuRXd/Cjf95h50LuzEDEHuQ7+/E7GhbsxbSD3q9pi9rz99443YuuVJ/OwXNyFc3Y6CplgVFGIuaWJB26iT3O48rr7mSvznv/4bgYcbS04/G2vPPA9ZxUbW7z4v+YV8Q0WhAOOKFCNMovBs2rlGjimjA4lHyGTlPjTLv6bkrMdPXXPWccnsZ5YEzyFZAuHPQXqW1fGt9OeiIxWnYUKBNzVIxbt0XnTk98r7RPpdz5RA0Tl9loDT7jXGO0jhlKDgk+fRWFhkDQU+1/tEy5adjAULFmHu0pOxhECgmeBHwFHDic1NtVi7ahkZeA4a6wII+CQIkwR7iocYgcubwOo1c7FkaQMaW91wueMIhvNoqg+yg1AQ5iIEb1sxPtqNmpCDIKmEKr+NQEMhiHIEXSlae0PCycinc8glcwRTWfY5rRquQcjTjNqaNrhM8FSS9h813XEak1QOTw714/5dB/C7Lbvw4P5R7Jl2oNC+ELGqeuSDjYjESnhiwy584eM34ntf+Sr2bNmKRgLbRgJlV3QSrqkR+CMTyMRjJoZkKhYrBxvPsT6zWvEur2IcM5Eppknki1lTdy6Cajc7k+paAmdmJook67uWVt2ipcuwfMUqdMyfz/xqFXlZwNjZ6WQMKIZYioAvyvdE4glapdPws1N6+dyqgMdMb/ASxM0nsEwkYshlUjC71rC5tJo7W5SlXB7u9Ws2My1XJ4WDK5/m7+VpCWZXISoc3gwPgeOeTRsxNTRA0UalQgB/xgUXoKal2Qxrp1J6th3pVMK8S+A6w+dr1XyB/CLDwO/VatFpuCkwnEYBOg1g1p6xltCwlJ4mXB7m41netcg6b357BvKkCibuprbKdLidCDXXoaa9cfbXE3SCjk0Wb1XKSaVnIv1uyUNRiUCMkg579u03fWSAwEFRGGpDYTP3vKGmFnOpjOurawxAM/FfabiZhZj8rmS913qu8iVAay3YlAfLgDR5QWdTZV7Vn6yyKGSQ2XUqRLlcXwu3dgSjsTUTjSGrCc5832Ei8NG3p1LFbyQ98WjpBJVJ9a922rt3L4E39Wc6Br/Hji0bH4GPctlGHXCwpxcT01ETcFsLT7UlIuE8EvE0fvzTX5ipYkUzCK0kkCUZqRFTByYoRyXDFcdZI0sF6moTMo9yVOH7fvjTn/F9LhrgQYxE4pgYiiEylsfYlAebDlGvu1vx01/fhTltc7D9sQdw5y9/glqFwQv60bNvD1po8KxduxaPPPQwfvbDHwLUacnJXgSdBJHREYSpf6cnBsnTB0xM6K9++UtYtLiT+qKEfRsfxuaH7jH8rGknclyIL42zhHmlSjBJLG34WnyrUpGRZcyoDJZTq5L3j4eezqX/S8Q8lxSQvPy5bMWaTig37GyhjkZHgjqRzuleVYLVkUWVn49Fle95puuF8HWtQImGt6WAFXzcxQYT4pdb2ITYMZYzQQ0ZVQ0kS0CkIRttySf21XusPFvW7fj4OMGEDy4Kn0hCk29dCPkDCFMoZkp53qvhFzuKBDl+d5UJ1t2ViaK+pQFDE6Ow+x3I0oLpaG5A0VuLpvnz4GrUiut6TPb3YUogrNoLiVHVkxhOFrnC2wjE+ptbzIKejqaG8nzCzCQi00MYKsRMHhx5Bxp8NUhNJVBI5vG5t/0n80Ih7Kkyz7C58hSeimYVJxOnMZGPIEfLbyRGC+3QAUS1Orq6hfewMnIeZDM2CvV2JGN5bHtsI7Zu2mwCizeEw+zlRRQJeorZaVN3lnfCAt76rjmFGvaRYFeHSRPgiUqFdLmdWPe6XiQvYl4BzDM5M59wwaJlzCPbXcNobEv9LqCp9jDcwM6munHwPWonbcSfyWVNW2V4bXWVH51z5/Falla72OQ1bJ6Hy1E0e5gLsKWSad4L9Pb2Ik2AG2C7UrVg+cpT0XLScszwmRO8zs+nFOUtmRxDluAyk5UHNU2L1o/GefPwL1/6Kprm1bHMwN+/9R8wP+DA5kcfRMinVf8ltNKi7TztDDTUz2H7OeF1FQlA+/Fv73gb+clFsFpAjHV12UtfbgRoNKrFRjEKwixydh8Wtnfg1h/+GEFemy1laNkW4cn/d2FiCRiLb606lsdc3upTCjasb5+HTV37McBKPBR2w7NoETKbdp3wSD5PiE3+Rz2SlSQeEVm88zT5qr47m8pfn/qs69R3LVlvqPLeCir78Z4i6x2vfe1rEe3fz2dQdrCf5GhgVlVXmT3ik4mMmb6iPi3DS2BAhpzfjETwicyH9RzlQUm8Lvmu32W0W9dJX0l2yGtpjH7JaXmF+FMmnTajPG7qitr2Fnz4k5/AxesvN/FrSxQZPoVwIWkFufZWriQTkWSW/n/cIzv/9Go/TK7DbTabf+MuLlPaUd5nXL/oKJhmqHT0kcmCrTyJqHyHdRfrI8d3CBApdjJPpYtJjI/2ITo9RuA1iZqaOjz26Ea2j2Ij+4y378YvfwNp6iDDZ0RWCRrjFMeIj6bg93uNo0CxQ5V78QtteeozSfgiOpbMw8WXXkJd48SBvYeQ9wRw8ilnoq55jjEYpiZHKLcTuO8Xn8cM5X4+WcAr3vGPeNWr34K/53F5Ww3BbQpPbNioNd+8fhyKErDylJPxxJPbUN/RbsLDDfcNoWfPfqxcvhojvV3Gk27hCfGbpl75bD5+Zh34XPBXBXGoq6eMDUMhrDnzHKw65XSUvDWsUj9cgRoz9U5T1Xxa+Mj7tFDT7hR/uk2sVcPrPKoPGJ5m3Xzk0lV/XR7J/wlZwsaipwmnvxAd+U5VuGV9GsacTVZe9PthQUOyfq8kXaskZhFoETjSdwOSeK32yQ4TVBlPZSJhFspoaMbEvIpEzOf5bW0Ufh4sXbIEczs6sGDxYrONUoHP6ertYefIYN/+g2Qap9m7e3h8Cn0EPkMKvOrzoI5g85QLzsO1r301rn/5K3Dldddj6cqVZoumKDtWqKEZixvn4+TWpVg+ZxnmE6xcf8X1+MC73o+8PUfwakfWNsNjDjlXCpO5SYwmptCVGMOBoWH8/v578fgTO1AgYCk6vEhMJOAsOFFI5TA2MISP/tM/48s33ohtWzaiisCoOhAwQ/ECOmYRjDyBiaQRAAKr+q6kzxqWKO8sk8DM9CTbQ0JK8zzLc1EVAkFe3Tifp3MtbR04Ze1prKuT+J29i0LGxB8laBUQVXtK8MciUVPHeb5D7SLvpb5LYQlwql2bm5upeNzmdwV6l6LR+ampGWPhWfOspKz0XG29ZoHa0bEx037m/KwFaXaD0X1MUlgyUhrqakx4oevPOxdnLz+dQDmH1732VSYvFq/pGcpTjoDU4ieROaoOZpVg5WczxDFr4CSYf839VKB0iSsDyp9Fd9LzBCJFcY8D1Z1zsGTNCthqvJi7epUJ+HuCTpDFl8dLlbKykq+fDW3atAm1NKL9oTC0yFG7aKmfx2a3b5VsFf+qDylZ/cNKVh+2jpZMV9+pzI+V18pzuj9D+eHzB2gUEpFQ1sir1dTahh//4EcEHRmz4OevmVTqoyWBEuMdNkcmilgrye+rP01v0p9N0xH0wzFI8W8Fok2SGJtNbAgiVoJIftbXRIK6kTojn8+YFfuPP/44WlpaTJtrasOtt95KmRszbal20gr7qnAQ113/Euwb6IGi3ioWM7E9EqU84sUcUpTJI9PToGZGa3sb25Rl4L3Krebaahc0tb3ON7U0o2+gHytOOxMvffUN+NiXvoLXvuEG/OoXv8DalasRqA7hrj/cjYHug1hy0jLyZR3GR0Z4bwmLqbNbGpvQ09VNAyeBZctXoLeHnynnxXcivUc8qqOcVzJYzD7aJDcBqVkAly/giQcewK2/vdlEJhGA1Na3ags1BDUUH2Q5twiweY/qQ0kGknVePH68pPb+XyfWyWGPpBqoXEkq8FOfK0kF1HWVHVZkVbBp5NlrLDry2qNR5XuOvN7Kh7lGTM9jeW/tcr5dZGYNcaoxhE10vix8BFKs+2fnT7Ihpbwtj6QAgASOrsnPer60KEfWbJN2YiCoGh8eMfM8FIZGrmrFalT8Mm2TFKS1YfOVN4uvn9uGJaeuRYaWrbYb9Ff50EVGnTGM40ZrbRPaCaJd3uYAAP/0SURBVDSXnEolz9+T+RgycYIlgjJZ09VVIeQmpg2A0WrehpowGb0XwwOHMLcUwDlnnwcvtK1hDl4Hr2FeFRE/r3mKiGMGE+geHUaMltjmzTsxk4qjurYBTU1zEYunkUwXsG37Tux7bIcBV82NbaZeFLcqlUgjSItQ4FALVYry7rGDKR92llfta7WtSN/l8XOxHUx7zLKz7lcdRvkMdQx5HqQsVI/G46iV76zFvKQP79OiJ23TqFXcep7eobodZZ0rjwKSigtnQKPfZ8C5rE/NK12yYJ7ZUsvOAihMUGtjHTt/l1nRp8CyymN3d68B+2pzE9eLr3XTEiyw7c676mpk2GmjLCM1Dtxku5mxEZaESox/TgqHYKDOzHvMuv3whavNs7ZsfBzL5rQjqv2zhfpYnhoaE51rT0drx2J4yYt+6qfp4QH8+wfeC0eawD1H3qquw1nnXQC712/KKpCuua3dkzP45n/9F66/6GL4mEfkNcdHz3163xNZ9a86NnVleFuCtAyi07kCrjztVDy4cTMKTWGETjkNpUAQI7+4+YRH8nlC6jbPxiNZySci62ho9nzlb0rWPToqib+U+MVc99/IuGOeIksZKuh4VQA458zTzcppyTmpZbNNbKjKbIn46IbHTN/WnGj1a3n0LYUqsvIm6a086Lxki2S8Put3s6uUsqChb+kFLYjUOU/AOAGkyPcePIjO5Scj2NiA737+y9i+ZTt8NK59do0qSLWwnObT0enZGHf/22StPn+KniqZozRbr1Z5rOPhE0dSZa2wboVMSVk+JqsRKSLM8YlhGtyUh0SYvb37kY1rug5lpi9A+ezG5Ze/gLLORk3F9iKv+AjgtflF27w5WHnKGnjnzMUdd91l2jVQFYSPRrW2KFw4fzG01esr/+ZleMWrX4baQDXltBs9+7uRszvRuWw1Fq453azGt7mL2LLlcXzhvz6DweFRo1tvu/l3cGVL2LZhEzZt/QNWrlmDAzt3IzUdwQXnnItDhw6gr+cg1p1+OjZt2Wzy29kxHxNj48jKc0qwKFygPMjRIB0mfKHeJ74rsMpisRQWLp5nRr1cDg8Kdld5Xr/Th1XnX4z1F15sFqwKn3gDMobInoZ/NQ+Yz+LR8DGfq9Xuhu+p1z9w/rLnt0fS6tjPJRlhMatELVKFW8IkzwaVhSB8osYVgFR0ed1n5ffIzyJLUOq7jnqeGtlYznyuFL4YZISA0EHQJYGp+XDam9rspJKKwUHL1sdOOHywB7uf3A5Hkcxi85r+phiMFxA8XPvCF+GFF74Qy5csx+TQFEYP9SDZM4majAdNpSosDLSg09eMszpOwpq6TpzefBKWeDpw+txVuGrdZVh3yoVwIcw+72PmAzwGkKcQHCPQmqFwffTgE3hw6ybc/cgj+M0d9xEcuREKNKOYcuOWX9yBH3/t5/jOjd/Djgd3wpf3ojnQCEciD3s8gzyFuiOVMEF7s9Fp5GVVJuMopLUlYcIsonGxfpQUXD4jK4ydS99tWpFvgGaO1lucVn6KeSsYi28ZhXYdy6/tGDUsreFrLVLS3FN1zkyKYIqdNZ1I0rJMoKB5n4N92PnkVsxMjEG6UjsYaSqBdn5R82v6ohZv1dfVmFWgmswtBSLwN0mrV/uBy1gQr+g92p+V2TdCTHMY1XGla6Rs1NYK50TkTL1jM6umrZhnVkfX2nDt762V4MwELfECLr3gHMydO7dsuPB6AVZ5NPNUmocVLkn8VEnKu6UIXXq+R1u7+RGJxkxoIRsVqKZiSDRoG67jJYt35QWom9MCOwFvkrxa3TQH2rvdlysryhP0f5eO5MXjIUteil+VjpS/z0Tic72zoaEOCdppT+7chSd37MTY5ITxEmp6ioxLyQHt7GX6EJPu0dG6X++08iDSOStVfrfoyN+0iM/n9lGO+HDVlddg0+YnYaOib2xrMbuoSC5ZXU04qtz7jp7+mqjSc6iNGSqTRSq3SSocj0Uej5YybIOnEr8TUSvFKHNtFGp9I70EkkMUownW72MYGOhDMBxGTV0D9bEd3/vBD80uahp5kkFvppbxpdrt6C1veite+9rX48LzL8A9d96F3918M26/+ff42Y9+gn/52CfwN699Ha566fVmWaiHBjG1CNu1nH+FSdMwsxZUVoVDRvePz8xgNFHC6HQKv735NuzfcwAj/f3YdPftuPz6a3Hj52/E6rVrcNkLLseeA/ux9vT11AVO+LWhBEHugjnzkEslkYpFqZ80vSlreFB8Kn7SZx0LNgVaL1Df5TG/cx7Wrz+DZSOf8jo39ZNfOMLnwra7bsWODQ8SE+RYZk0RUH0Tl2gOu/QAnyf+1nMrefzZ0PFrir8gSQdZHslKQSGvkUiFrKQjv1sdXqnyt2NVxpH3W1R5/dGu0TlzvsIjqa9S5sqtVvdqRbQAgH7TXEYDMo2ZKioDB82R1LXySCrvltBS0nN1vyypABkzTSbVyt8Dew5i4bwOBENkVoLGdCrC2mGn5LO0Z7TXR8uCzyyxk2RpaRW9XtQSaKw461T4a2sQoUV07QuuRXWBnYhgStTEpEFWWefqADqr2tcmYLLi5blTB2eWkcqmkVDwa95x+523402vfjXCTU1oaWklCEmyvCW88a2vMOux93f1YXQ0gt17euFORVFXXUdAqD2+CT75wqJAnCSmyixwRCAlr5g+lyQ1WDK1hSwwhVZS/dgLT81zFI8omaFcpmw+Y1alyfMYovCQN5WiGVnBudnOIY+AdQ8yRXM0Uf6ZDQUEHxkaIiicNtdqS0Ndr6FqL+tS90nYNbY0w8X3iGrr6sz7tGK7HLPRgTg/O7VKkNfmCRolAAYGhsxqenIL7yKQZD2rHDaXF8HqGqxh50/xu4OALj49RgGSNjsamXeShzTMojlbHpbJ46/h+wNmxV3ZG+5A/749iBHwFnJZhBuasOCU09HUuRR+Auegz474xCg++Y/vhotA1E8hmqUyO3nNaWy7Vmg7LRkjCnc0TSA9QwXrymXQtWsXr2Ub5NIG7Fp9S6SjeNTkr+KcJYD029r1Z2Hrw4+jvmMeGhYsRIpt6qNlvOmOn57wSD5PiM38rDySFolv/hvxYeIbK1lkfdZR96nfiNcUWkdK1frtMNHArnyG9S71n6bW8m5YWgHtJk8HKV81WqR+rqFD9Wt5JLXVq+S55pLpPj1L8lik53koYyWnre9W3kya9UjKyyV5VJCByb66ewf7aDQBf6gaN37la7j0uhfh2lf9DdKRKfzgm9/Hnid2o8EfLjvjzH9/GaqsK6vv/ilkPS+j0ZzZz9ZR8zqLSeoQ1Z1D9TWbTPmKBGUanZGsLAcaE1HS87MTUeoMP9tHw/5TU1P4yle+gh/e/GszDUHDyG6vG7W11Vi1ahW++9WvIk7g1t+1F6MD3SiYBYeaq+3BvLnLyCvAd77zXXz7Wz9DMMj2J2BzunzG2JdsP+30dfjJL2+CNxSk7mHbzlaR5L3mwGutQJTfX/6m1+Bb3/wabr3ld/jNj25CW30TDuw8QG2XQeeytViy9hz4qqoRSUxjZGQYZ1x4IbZt2oSRvbtRRb749be+hvMuOBsP7d6MC885D/fffR9OWrYMkZkohsdH8Z6/fxe+z3y2UYYH+M7NGx4zPC65qjoSmZB8rL8yViggzvpxu/x41Stei8aGZl6RxQ9/9C1ERyeFRkwZsuRXalYqpAJqOlfj6uuuR8P8RXAGquCi/Fc0lwB1T4qNoHeJh+WRNLzNfvK+c5ccl8yerbb/XWK+DwPJShKQFGNayaLKzyJ1ikqlZtGxOsuR91tUef3RrrHyIc+SjlLmvOswkGT3MY0sASXho9BAmjfmcc8OfbBRRccCkiLdp6EVMbwmXc/QYt2/fz9B5HxUsXMZ17w8dIJJBF6yYPx+AjRer2EPp8NtVv7a2JFqO9owYnNh7RmnY+Xa07Fu2Wq0892aWEvIZgJHi1kEz1TXygFr0gyRZ8h+WQKAnv4B/OeNn8Wtd/zedM6FnZ1mLmeBTKwhX60Ips3NMpTM3D293+/zsA6cSKbi/E7hTGGaNEO7WiA0W2YKWdNutJwMzhbCZA5cNr+pjzyFQUbbFKqeyRsOAzCZLwp+q4Nporvmv2jOZ05KhuVSR5Aw0FworSjRtQY8kvRZz/OwE46OjiIyPUVAHqNicRLLZpEgoNTvUkjKm4Ckb1aZpPIltCqAMZWNrjvzzDPNHEfFapQnMBEnsCfo97Ktq3hNvujA0NCI2aO8zC/l/CtuZ46CN8vnr1m/Hk62tQBdZCbGd6YoRjUXSLsRqY4cUNB5l19bugXho7LRhHEpJxuVuIDwcM8hTA8OEPTlEK5vxPxVp6Jp8clmQU8o4DRA8guf+CiS4yMIUGjkWKaV685CngKorqnZGDbytJZy2q4yZrZtO+O0U/D5T/6rmTIgFjftNNs3dDR1RKo8WkpefSGZVoBzJ86+4mrMyFpnmb0FOzbf9+sTQPJ5Qmzy5xRIqr9LbuizptNYclPJIqo+c7SeI37UdZJbtTU+syuJnmOmIQU0WkOQSHkkuaDFNm4aXzLYJFdslE+6T894GpCk/NSzrXJYn/Vc9WvJMg2dy9jTXvZFO/tGLM5neJEuME8EL4/v2UfgsRbz5rfha1/4CjY9uBE1bhqIEsB/QSD5lyDVb1aynH8sNeJpyXmH2RpXGyCwJXi2hGh6Bvfedze6uvbj4KED2PD4Vhw6cAALli1FljKiHGrNhXnzlhqZpDqXLJFTQMPLHQ3txnCvqQkbp0mOBm+ARnHfgSfMvHgtKszGo0YPEcUjEK5BJqbFo1m86Y3vpFFA49teXiDFLJuRE7X5P3/0Izj3hZehtWM+9WcZfIm0e5nKoe8//d0teP/734sHHr4HGhn80Ps+gOWLTsb+HfsRLUaxZMV6rDrtAuaryowQDg72Y3KkD0WteRgdwWMP3ovGuiCG+rtw5Yuux+9vvlmKigb9KahhmRasWI5zzznTRBT4/le/hrHePhzYs5s8VNYDAbvf5NsCkuXpV4SKwRCuvfJ6vPLlN+DLX/wyfnfLTVh+UicOaivdWVKEAdWl9KaNfF9wUIevPx8vetUbUHQF+FwHwlUhMydU5ZX+5Mny+54FkHz2kuD/Q7IEx3NF6jyqaAkxS2DpsyXoLAGn70oSVNY5XVuZRNbReC/ZmKZB+XwNZU9OTqKpqcksuBGZ3wlK1Ml0n7x4eocYXgtLNATr5b25WBSlRAIBCrDtW7ZhZmzCAAknwZUjR+FKwECZKChrEqEgwSMFKtPeaB8++/1voHPdKrzkLa/HzuFe1C2bj4a6OkS1dR87fjaRMoA0E4shl46Y3WBqtK8tO6stTeHOTuQp0l4jqIgpJA/fkc6lkSmmkVf4oVIWBf4u6zGvMvAKlUcTh+UhKOSZRzctptlyarGQhoHsBKi1DfVYvmolOhctNKBR3lTF3zIb1bNQAtUKl6TYjQo2bCZEqyOx/sYIIHdu32a2LxR4LFGYxGYmkYpFjAw3YUD4PoFLrQRXm2nOpUgeCoHSeXPmmjxK0ahTKzalSNerfQS0o9Hygii1aSXpfp2Tt7mdwlPv0vMLRYIveVQ0bWEW+Fok7jACTu7hWdJ9mqspPtHn2ZMmv+K3Sp4777zzzERuPVf5VR2LZzT/0+I3vTfoC5oFSffefx9ueNtbjVflmUjvtfqdhJXyIvJVec3e4DECbhkMmk6gdjpBJ+jZkJFr5LHKJBLPWUDjaGTxpMXb4nsZvNr9QwBP04/KO56U+Vf9UX3bIqNEZ5+ho/qQjlbS79azrc866jmWDLeeoTwH2I80/cbPY4ggtevgIRqxk4cN1zVr1ph3/aXJ0kdKfypZdSE5MzgyhAOHDmLH3p041NVlNk1409vfjCWnrkHDgg50rFqENeecgR//9hfYtHcHUo4Slq9egStffC2WrToZZ11wDi6/5gq8/e/fgX/44PvxwY9+FO//pw/hXe95D972t+/EJZdegTPWnIZF7fMQ9gWoxzzwO93YuOFR9Pd0Y2Sgz0xJEqAUT/h5TSFvM1PDpD/9fjl05NxwGfmnXYe0UFNt/sCjD8MfCiKJNMEUZS/bS8eMrYgkZbLMlH/7xL9g1YoViFOmq+1S2hSEdZhnmwpsyeGhejB1QhYVrzmpI5so45/YuAH5RBQXXXg+GauE3//2d7jmqmtQHa7Grs1bUd/QhHPOOx9VBLa/v+N24wARj8phIcNG4dOs+hZPKVn82Nm5kPXzd/jIhz+BaCTOq/R7eWoSNYP5Ll6UF9fnYn9hefLJCEb6e/DZ//z0YX4tA9Ny37KOz5b+vxDvrJOjWreqLIue9tkMEz6drAqwhI+oslKE5i2qfNbxkp6l+5QqP1tJDSbPk34jXjMNxNMIBHzwkBf8ZAybNn4n0DOLbmxuM49S11uMIetL1rDKoH2eZf3MmTPHdALLOpb3Ty5+XS8BKQaWpcan8nsZvGruh4ugSnnwhBpQ29SMb37z27jp3ntw8VnnlhudIGokk0Rvfz/+9T8+Q+CVRv/QCJpaWuDTZF0CvKJCz8SmCbYExrJwEk+ZPKiMZOjDxO+VZLVB+bqnzinPKqsRtLLO+bvOW9ebTkIhrw6vspmQBySB6Ob2NtPxBUhSzKsZYub16sj5DI/Gi0gwSoCs3WTMc5kt1YtiKMr7KAClLlbiY035eH15m0teSMHBT+Y5TuWRf04KnII6Gu/RPBithl+/7jS4aClOjo+ZdnCYNtAQe8a0e571pO0Q08k0pqdjiMdSpmwim11D9xo+seOktacALiovtpNiQSqUk4Mw3uInkepDdeFWEHif5jIG4CKPKGSD9lZl0RGfGkHPgT3I51Lwh2uxcMVaNJx8MnweL8KsI+0sc+/vfsc2JX9mcnjggduxctVaMwWiaHMRLPpQXVuPYNjHOtLQvN2A5CkC69e/5U34pxtep8oCawJOTTPg7ykKKy/LYsiA23J+5XVR3t1VAYxOzmDdWefxeicVN8vMa3bc/ZsTHsnnCbGZS24PeWqWt/8YWddZcsPicYsq+d76rDuOdp7S0njvdFbyxEO5MBGZho89qHwN5Qp/1JQNycDqmhBC5G+NDmm6kQEV7MMK3SYvlUjbyElmaLizJhSGw1sGhPyl/H7KB3kypaitfCipf+qo8vnYp5QfyWTJct2vvqRdpmT0tc1fgJ7BUTz02A6MjidwcM9WLFh5Gg3JIp7YtIH3a+HIlNEXVPEsjZv5kq7QVrgsD8tFWHxYXpp8l6vGvFfllnEub5XPE2TOadQSJHjZLxXySHWvOfZpynU/zxUk/3ivRsiSeRr+lCtZPl/ASHnftWsXfv7zn+Pmm282sjhWzJpoFsGqKiw9aZkBar5AgHKJ72J+ZJjqHTJazzjjDDNapIVMAm4iv0Pb9/H9hTTSfLHZwtBeDpmkpacaoyv/lTW8IJQZqOKz7U7NQGc5i2ns3rkRicgk63YGtqTkbRIpAkN5NN18lwGMGe3yVsKvfvUrbH18C8FUlmXnG5i/TCpujPgb3vIW1BGcnvfilyFOg1fz5eWEkN4Ieuxsizymxwbw9Rs/g67ubtzw1jfj0UcfxXYCwLnNrejZd5D1ksXc5WuxbN258AeqjByOR6fM3t0P3XsXokN9mBkfMdEwXnjNtbj35l8jmQNe/aa3YsfBXnz8Xz+JN735Bvzrv34cr7vuRfjsZz6FT3/yE0hMTBKUykkgbOEC/9EyAoFnC9rnLkZjawc++9kv4nvf+xa+8eUbEY+Mm3ma2nVPI1rR2BTv0yJSOSXIJCU3MmaqWgaLlnegb2AK6XgAF1z7Mpx/yYUoeP3sF+RZ6iTxlOF9/nvfeSf9dQ1t/6lAUqRr1KHE1FZHO0wUBBZVPut4Sc/TfUqVn61UvohdQJ/5LlnMAhjBoJ+WqIafCQAo/SqBpISdhIJFAkya/C1P1sToiHmWBJIEn4a71UEK2fKuDGpo5UMdQ0Gn49GEcV/nshSsvD4YDEF7z4prqwg0f/3wwwh3zMEjm7ZiT+8BfOlLX0TvgUPG2ylQohiAWuWlZ/OD2U4sMjNhPHYaQtdkEw0vW/X6tPqt/Eyq/K0M1Mp1ZgQZ8y2QqN1vdE7tpfOm88syomAR4NN1EkJabW28BXxGhvWp87LUNBxi7mfK58gPmqdDUaP61N6h2hkmmYkbr66EoDqjdsHR+3zae1BkeKJc/wKhKqeApASOhqKdvqDxXJhtDFkPZ64/Aws652FqakISjYIqQXCWNYrDlJPGiuYcqhzpZAYTE1MUvHmWj1YiO7QUb5FAciYSxfqLLqSkdCFGEGktwqkEkkpWvRwJJG0E+mozeZ8tIKndfAQkFyw/BaHOBagKBNEYqkKOdfnArbfCzjxqBWAw7Mf27TvRwLoVH6q+FRdVK76D5LEUrW5N/p+KRrD+3LPxohdcjheevs6AZC8tWpncBeZN4ThEAsWqTQFFeYave/H1pkx3/u73WHfx5QSRmjqh9ziw/Y6fnwCSzxMiC/yvAUnxnPwCSpIHU5EZvPTVr8Rvfvyz2WvLQMuKnOEjkBOQrKKBI+UqeVIJJHWPciW5pHAwteFquPyzq1j5OOWZXM+jHARPeel1XyWQLFKG6tn6buQM+6pkgaZAKTZfhzaOWLgU7/2nf6ENWYPYwBD27DkAuz+Aj3/63/F3b38zJUACNeg1/cmDer7Fz2fTjNMz+c1TSlL00KAjWDShzUxOJI606I55MnfqWskT6iAzxkRAbWAZkMglKNspO1jiJ/Zuw09/+lPjGY0zbdy4ET29PWjsaDMgUWWTfpBzQyDR6QkZp4XOyesmsKjflsxdYupKcjZAWaX350o5GqV6v/5UFjdmckmzsYPaVYtBU6xvRcsI8FmqVY1w8VL9M7kVBzjUjjxBeG6M9KHBPkyO9SNHMJhKRZCMRMzoj9YHuAwIYnuwbBHKerYc/ul9H2Q9lOWogJnCqkVjMbz97W838wX/8PAj8M2djwmKtnQmhmRWMwpLRg+XmN9sIoL+HTvMOoUXXnUlBgcHjd6Uh6/vQBfbxobmRctxynmX0aDxU97HkYzPYLyny3iie/fvwvjokNFDL3/lq7Bj80Y8sWMPXFVhfP8nN+EnN/0CD9x3D97w+tfgkx94P4+vxq9/+mMUUykDoiWjNY/R5mS70pCZO38+5nYuxdKlJ2M+6//73/4mJge6YSOQ7tq+G001DXDQEhkdGzS8Kz40NUogWSQfFQkk3SHWhaMKHfNPw56du3DDO9+G1hWnmLjKOepAAXKNIslJ84HzTv6/BST1u5LxRM2mynskCCyqPH+8JEFhvaPys5X0PgECdaiy0FF5ShQsboS1i8kskJRVawFJhXqwBKyeISCp+7XPp40dTIBQgslaWaiOqnkX1juNtV1dbVYcTk9EzHeFr6iiINQKwUgsSivTbvZffohMNhJLY8Ga1WidOxfRZIySM4tENGYYVruexKJRYx0SpZXBkYAbq0pePlO+2XKL9N0iqwwWWXVfvpYCj2WyzqsMyqc1X1TX6F0CsALfbXPnGQApoa5OoHt1n1z++m6914BRKy/yiqkQBIFmbmUyYWI+FmPTSPJ9mmda7pAuClBZ+k+58q1n6Nl2Cn2xlpOATQJP4E4AM0cL/tqX/w0VgwexyDRBe8wsbtEztHm/lScBSSkOAWHNeVQsSSkqhRnSc9wezW+ltVtdg9XrTmW+EgRdKQNcVe+57GyQXCbxjwUkXb6ngKRTimoWSFZ6JAv5NHyhGnSevAaheZ1mCC1EwJ2ioN36yMOGbzSnVTFBzzvnbPzqpp+jrjrMviQrlta3j8qTdTynpc0M/SWzBMLRGezdvQ9btmzEiylEu7dthZO84LVRTeXZD6jQBbTlpSwy/wuXLsYpp56GkSEK38EhtLTPRYrvlOdTZdp6xw9PAMnnCbE5/9eApIwSgUiR+q2iIvzmD7fjZVdcbc5JXul94mvJmkDQR+AIypV6frcfBpICmpqLLhkjT7yerTnc6jtOzZek/BXYNOepYI2xKdk9+1wdD+eJ7/OxT0oW6HlKklEiXavOKjk8f/FSvPJ1b8WK1acjE0kimUgTBNowNK2V5HH8+9c/j7Urq9FY04jOhk64StQBNp95jkgjUiq64GIZ8ugzQRDzHU9E+c60mZv+ja9/G9//3o+RKMRhp1xVftpoLAogKoyZR9uvzs43l+ewo6PDJM39DvpDZdlj4CZlA/+8/NM7tUDG1JXyQmPaQwM9Q/kmgCaJrrnfqgu1S0nKg8/RTP445Y6NAEV5TfE/LYnQZ9PG/GABScUCkWe1PIaRN+eTqRmzc9n4xBhymTQSlOty0mhx5Oh4ORZvOFRvFiJKvg4NjmI6EsPdt96CmWnpxfIe2joqbwka9wLBb3nH2/H5r30dobY5GE+xrQpJzF+0GOFq6suHHsAH3/+PePffvgmnU2cKMGu+vLx+u7fvQEdbO/bt2ct7gM5V67BwzRnmviSBp6Ko3EEwODYxjo9+4mPY/uRWDPf14YnNW3DFddfgD/c+iM987gu4+777cc/dd1FHlxdmFilzzzllJX794x8hwLrSDm0y8jUP30ndk2ZFrV6zBle+8IWmzW666RYzp1FOjMcf24BMLEGZ70cwXIOurgOm/sS3rE5WtNOYFWQ1eKvbqG9D+OiHv817gd/c/DNs6t+Ez33ji0gW0wbFFwW8qaM/dNHq5y+QpCSZ/VAmqzMrqSOLWZT0+fB5edVmSZ3E+u3ZkPV8kZ6hd1jPN8+a9UgKSJbPabjPiZqQYlkRANjLVq2GnWnLGtBi5UXCRkBSnzVkql0BdE5Wra6RUBKz2Xi0hJiAl4Bkd3c37ymvVAuRmZ08CkhNE/A0Le0wSr1vYJJs5MLCRUvNSjYTIifoZycmOMuxqxOEafN6s00Yi6jhEQlVU1Z2auWrsrz6LDL1QSFpfRfps/JXLltZqEtgiSTQ9F11IAGg+1WGcmBvL/IU1Nb9pk5J+i6RaY7Mk45KInUS6zczpE2AF+VzFQaoitlXqA+BHVGRAkRzbKK5KOu/zEOqSw0t66i8XnbFC/H7ex7A+RdeaIaEO+a24UVXXoG83YaZKYHICNtCwc+lAMrDTMqryRN7qQGRfL/m5pTIDzon0Cxr2u6QECthfudCzFu2GMNabU0hrD10BYK1X7lFKrueq3xp33F5YTWZW7E/nW6/AZIe8lZ0YggH9+xgJeXgrarGnCUrUDN/gfEY1NLCTM5M44kNj6FIpaFFChOxJK679hrc/4e7MNTfDS95SAFpUw4f/B6qC3fZ++0LVyGaSlBBUVCx73z3m9/AWgJFWh6o9riQS6TIGBJVhKLklTzzilwBC5afjPb2peTDGsxE42bISe5M8dzWP/zsBJB8npBEwJ9rsY0lUyy5cvhzxW+V12lo2xBllbVd3c9/9xtce94lWL32FOzcsc3McSZ6MPImQCXsDbpQVycvW3khpCJCCCRacy0FTPVuhd5SfEEHZaj6gXYpM/2bb9WogvHi8zrJWvV9Pd/Kl+aumyPPKQm8iGQkam63U4vmQmH866e+gM5FyxEvaH52AomZJPs2gR2vnxrqQ/u5y5AmKNhx32YwB4RwOeSKceZNsXHZBZNJvOJVr8SWJ7aaPmjeR2C8ePEitLU3MQ8lpFN56osC0kUHTjvtNCxZsgTr1683+a4J1hAaElzyj1LLDHF7aOxZ5J5d2ChicQ6Ta1bOilRPJekM1kGW9SjSXemsRmDk+VPQsjLpDtWEZpLHMnKQUG5RVgTZFuYaytES5anmkDYRVOXylK/JGCbGh80UrBRluY26T+/WiE+GYFLz3vV5z769SMRT8AXlhPEhFs1gaGQcd931BwL1aeO1lUNAMthBnaM2kePBw3ddetUVGKacLnq1Y5wLQaLWhsZm3Ml7pyfH0N/fhY7WRpx10bm46IIL0dfVjVHqUsV31C5x2oZRU7TmrzwNq8+5hIa+4ipnMTYygG9/6t9Q09aCL3z1qzhAUPcEgd7BHTuxd/9+fJIgcu78Tnz84x834Jm5wsjEZDkOdT6Fnj274WMdatTOOEDIyjnWcdPcdlSFw3j9a1+Fc886G//88jehtq0VhUAADzz2mOkLMpBcpTAGB3qRJzB22VnDrDfxt9OmBTdsg3QdTj75Grzw0neT1wNobQ5h2LEVN37ls3jfR98PO/Ww3V9FAJ/BR6447a8fSFbS0wTQMwBJMZuVDMiZJQkCi/Qs/abrnw3peuuZRrjwHaLD7zaggc+eBa1m6IRKOhTQUHOATC2GfgpI2vhdQkAkYSbQqGeac2kNx4qJBELKHkKR3iPhJ4Ggo4Z+H3nkEXbcgAGiJd4j5a6A2XMXLMSdG+7jM9yYHI6QqTyopiCrrQmjr68HgcZ2dn7mmwJN7ylb8qyn2arS8MhhYp0LUFplFln1Z4ZRZsuh+rFS2QosA0qrTUwIBwqF5pY2M0Ri3jv7m+pAIXusOrbq21i3FJi6RkPPxsIyx9m25nXyRJqV5ATDo6PDFEQppAteLF66COdfeh7uvvM2dG/bjjCFfVQrrWXt8d319c1UMHW0NgPY2j+Kk1etxo9/83M8/MgmbHv4HtgS07DFp5AkANOq5qz2zqZ1rZXORbaJCRDP/MjraOblsPONjIyaOUleWsgSBHnt/W1AZ9m2P+e8c5FjPQ+OjZiV4WoDE1xezDFLKru+VwJJDwWevAsWkJSwnh7tR+9BWsazQLJj8XLUdy4yyquptpqCbwD7dmw3YU8EfvN8bjIWRShYxZfQaEnETR2bemQ9j/QPYnpiAh7yyNkXnc+6176xTjz86GPYvmcnbv7ZT/DRf3gn3IkZk0dNATDtxXKqrFJs6aIbHfPmYuGCxQbIpwkm1daP3nkiIPnzhdj0f3EgqeD91ufK6+wEelYIIO0AUk8Fe+4LLsFM75Ax9tgtzGYC41T6PspJyWBPwEkebKDcpLKmnLGGtiVDJbsEPMXHAkjaI15TSCRjBSR1vfSHDE2WwFynczqqPLpfSZ8lq0we+dk6akoQJQ48VQECqQz+62vfwcIlK1FURgt2AqE8RmeymHfSGjQvX417bvqOWawWiSRw5tln47zLz8NDWx5BspCAPx5HU0ODkeNLFi3GogUL0NbSSmXjMquYtTGE5hpSIhsd42NKE65pXqRiWWpho0LzaKh5VoyyHFpcWK5jAzjMp2NTjpdqZ8IcZZ9GL4osp4fPlAYQMNRzdT5NnaE4jSMD/WynGPq7Dxkjf6C3B909B7B91w78/bv+FldffjnmsbyTI8OITPebHcyyBIvx6YjZoELyXt4x1a12BzIjcFGN+Eyhu6vf1HOWGdJ5N2Xk1PQMHnzwQQQIDrWTmdcfoDwWYC4aOa8d4AS8p5MRVNXUgpgbDQ1teMHVV+KWW2/HQgLySy65CBddeB4uPHs9zr7iItRWhRGfmELPwS62WRHBcAhdPd0GSLYtXYXTLryC9rLmZiYwNTGC73/5Ruw6eAg/vf0OZHJ5Aw5H9x/A3CUnY+XKVdj+xJN4cvNmOPJp2HMJdA2PY+2qldj6yP0oEDi7+Q4zP5KyN0u9m6YeWHPuWaipqcYbXv1SyvV+3PTxT+OsSy5FD42RsUjUBDO3875LL3krDh3chQP7n2R+Rinmtftb2QFFLkTr3Itw5dXvJl+2YU5zPb725U8g5dyMQ337EGxvxCvf8EbMW7YWmbwDH7tu/XHJ7GcvCZ5DMsptNh0vWcLGSqJnc/+zpSPzaB0tgSnQpCEEHeVVrLxegkjJ+m6sJX4vD4nonFZ8lz/LglJIHQFEzWHQUGdQc+AKeYTJXJrPQE7hi20mIr+ErcIH+ajUE8MzsBPkKDCsrL0UGTepFSeaXJxmIqPn0wRI7Lx5Chx53JTkRZOwzgkw8VllqcN8kVmtozq5hGi5k89eP1tOCySq/PLUKWnYWqsUFUpHdWSVX88wczzZ4bVTgZKsWx35j3kgGMuzzghyeQtJFrFAsH7Lms6t58hKTbMjNrc04l+//FVc+LKXYMn60/HG9/4Dqlrr4Kr2Y8lJJ+OMc87Fmeecj/qmZkxOR7Flw0a85+P/gZ/+7ufY2TcDf3MbDgwOI8nyTExNmrpQmbWqW/tfa2ehcvuovOU2VpInUuXXnKhycHoqG7aZvjO7ZpK3wP80Bao8sMqzMXJMwcr1W5lUv+YaJpH1WUl1p/db5y1SOCJ5RzSNwIBwXct3G4VJTRFWzDSCSEJXeGh5Kvk9Tnip2DrndWDJssXm+9aNG5CcnjJe6/XnnI2VNEyWrVmLcy69QtzJzsaGICiXDvLKaCJYdubldS9isK8b9939e+x64nEc2r0dB+Q1PUEn6FlQJa9XJskZS96cd+nF6Fy4wKwajsZp6FFejk6MmwUY1MNl/qdsUF8RSeZYIK+cBFYpf5wEQ9qP3iWAWQaHIl2jz0rWvdb9IgHKyt9EyqP1Pl2n87pG/VFezonBCRw4sA/xgUF42F+C7vKiu+p5nUjXNOAayqXx/T1YveJU7O4eQaSqBS/54Cex4m/+Fh+58Ua854P/gle/+W244LIXYvHCVXD5Q8gUg5TpHoKOKpNS8PO7i0fWgfElepEtMp82rU6XN5LyQPnjrxp81u4pdskqpjRBh5VStuzhlGCXj1AmTVH2JVjUKVseI/kUBikjHtz+JH79wH349y//Fz786U/hje/8O1x63Uvw0te9Dh/6xCfw2c/diF/+4uf47te+hJ99++soTU/i4MbH8LcvezEaHCUc2PAwot0HMDZ4CLGZYeQSUwj62BYE74VUyjggNNIzwXcNjY6hjwZv/8AIZqYTGB6awO7dexFPEkRTNzY1N6KQyZq615C7ZKTaRKHpNNe9SCNfodMUIm2c4HWG/HLuGacjkk1ikgZyqKkeS9esRA316+hIv9n4Qbw2Pj5u4LnV/kYnqg71mXwm0nVKVFa44567sfr0dSaQ+dIVK9G5ZBGWLTuJxooLW7c+aWS0cYxQp2joXPqxqqrK6BERfzXvUnzKQKgG/qoaNLXPYcM5sW3HTsz4i9g7OQBbdQB5AmN7iTwWicHjrkN9/Rzyv4/MSB1sWFVbddYxb/U454LrYHOF4Q/50De6Bwf6NmCs/xD8Xjvi48P4xU9+iAhBs2d2IdrxULk3/C8T2+FZeSTFFKLKcxbpnCVwKlMlVX63BMLxkK6VgLDLkpwlS2CIbGwxXXPkMz3UtAINiq8YCmqoml3ZpQnJZeWu/EggWdaxSOUQELPKY71bjStLuaGp0QilaCKOMTK4jGUxsAClFqCoQ2lupZMM+JOf/ARVwRDv01ybp4SoPHIW6dnW+WPVj7ajEnOLFO9QncpskZimqGL+BWK1IEblEPjU3qZeglzNvRF4qnxuiZaWvltlsz4LnBztvIMAs5KU38PXEWTSNqaVnMNQ/xCcFJahYA1WX/1iM4TlZyeTBTfQdwj7dm1HJp4gsM6gxuMl8JuBLRDGw7QeexGiMMogntb80Rh+/ZV/QzA9hUB6mqDQbbaRlLWssA/af1UTxe3E4wKOUhKaTiBhZ5QLy2fajmXI5sr1E40ncY5CP1RXY/uT24wQMV4PXlOu5zLo031Wves+p7/sHdHQtlmN7/YZj6TbY8cAhe9wH61kCgpvoBpzaR3XtneU59ZqCIkg+NDe3QYMylsru4SQnILLTwHLT1kJQb6zkGGdUmgbI4AGDctndvyxO4yndQUFYbpgx96eLtzwd++kgI/gE+99H6oI3J2sSwHTLPkpyRcEqcDKwovveop9kEpnT3gknyekrnk8HkmLj8XXIvH2kWRdI7J4X0m2lcjiJRlmmiudptF78sqVZnGAZI7mVyv+Y44GpECD+ooWcGhhyP69+7B3935Q9GLFsoUmxqtHcpZyQYa508f+Rb71KIICSZswmKO3PBokYCmPpvKjUQVjvFaURbJOZH73ErBQFmYTGbgd7ANU+AGCkaC7FhOUDd7WdrzkNa+HzR+WCYcm5BCu8WLBgsWYydoR7lgKV8dKRLdtxAQBTm5q3Gxv1+erwRs/fiM+98vf47T8JFI9Q7jkRZegfnEzVi1pQy2zU2UngNHuVw7tlV+iDEuiyluODxhkUp7lQZTxGCROKbI+EuzvWcpRlbkMKoF4Joki5UuSdXywqwdT45PYv2sfRoaHsXNoLyL87s7Z0Fhda+RqdXWYdetDNpVGLEqgNzRkgngf3LMHPgJEjdxo8YmPIP3nN/0Aa09ZDX/AYxbvaEFpPBZBdGaK+ovGNzNgK5R1krbsU7sX+Z+qe2JmHJMTUTNkP9A/amStpi/NjI0ZeTx/yRICrhAe37gFq1asxi9v+gWCBbeJ5VmiTpReVMi6NAEpXHwgeUsaLE2j+8pXvtxsLVzKuXHL7bfhvPMvxMc+/iHUhoM4Y91qXH755cbbqaFt6T/JbQW37znUZQBk59qzcPKZF9AW8CPDOpgeHSVQfBRv+du/wxe+9g3c8Ja3UkcPEUCWEGTdKFB59759hPrUqZmU2aWuSL3j1J627hx2bdiERk8V9TixgT8AN2VzKhTANa9/J1IZG9rr7Cz3ftz/wB+waO5K1AebseGRBzAxNoR81oXzz7gGtVV1+M0vf8xyj7G8KWRYF+5SGOHmVXjFu36AnCeEvv0P4o6f3IhmZ4L8t5/t7kawsRGvfd0b8OnPfNaEKfrF177w/B3aPl6hpOsqk0WVnyuvfybSdbrPAn4WVX625kha11rkpOUmoWQBSQknD8urIWirDAIMuk/XSTjpfuso0nVKfpfPbMUkMCIlrbh/sr7TitdIZtf9Cv2iYW4x+QittO3bt/Neh4npqBAteqbJ4xFF1znR0epVpOC65l52JAMgaenrfXkCDQEXWXtaEaf5I43NTUagl2bLoHqzwKooL68mqfKcPrMSzWer3CLzztnrK0nnlQoEag55x0o5E+dLYy8CSekMpQXvc7CuPXy/JjVr/+6gk4K8yof+kSG84eP/gn/84HuwaSiJ8YFJszinoOGfYgqtrjQ+97H3otlnh4MATOXWghXVayKbNrsOZeJlT7MsZiUpMrWbypSTp5fXasW48aoSeF7+4pcaxTc0MGDqjrLdXCtQrr2tVR7Vv1UnlUBSQ9tqPwtIavHW6EAPhnoP8X4KtyBB+yyQ1PUS9AKS3fv3HgaSiq+WL6T5HIVBkcXKvJmyKaanhvypeliX8moq5JPiQCoshnhbE/rnL1mKkelpKsBm/PC7X8fS+R0oTo4wbwTNrBuz8pv8cDQ6ASSfP0T2/IsASX22kkCbyJJTmkKj/qS4qKa/ZctRDmQ0axRmhMaijGsFml5MYKHb6xrqzfxrbTd3869/RYDpQogK2+8pG9pVNLbUV9TPNGqgPmnkzewiHCOrea0x8NkvLG+R3mvJZJG5Tx55GpACJ9rtK0ng6yO4Wb3uHKw761x46xsJ7Hi93W9GXhoFbnJR9Hd34byVp2LBaWcgmvOYOYph5m2opwczkThqz7wEV739H3D/vl5MPfBLVEVzWH3KGuwc6cbbPvJ+1BMw19Qwn8yHQGMVU45yLEiZrPGsgoAt+/tIPoGh6AxBXjdGurrQw+drRy8Zx9rGUbJI9VfFOmqprkNGRjNlwGh0GpEEQdtoP2IjBCbs5z5/0OgA7VxjSyZM/fn9XhMfUw6NcFUVPvTJj+Kyyy5De1MTpiJjSKYiiEdmjAE8PTZFXTFD4FN+r6wGM+pjp2yza1GORrJUjzGzKl+7j42OaAMJLbIpy+BYPAKPnaVmW/QTUA4TmF5xxZV48P6HMDY8Qjnvg50Ggxa1yvcTm5k2HlcBapfbgxhB6Zp163HKeRcgI4N5JoKHHtuAk1Yux7v+8d3oXDAX3//eN9G7hwA6wrzzdxnXmo6ksg/09jG/TixZdzYWrj2z7PGMTGNqZBA3/ei7+JfPfA6j1IdyGOUI8hvr6wiubfjO176G5poaZPlMRUXJ5tIoJnLw1wRx2tmn4ptf+DyaPEEDogvU5R7K3hGC/nd86D/Q3tGJru0PUbbHcMddt9I4Oh2JSB7bt21GdHocrY2deOnVL2bbh/Cxj3yQfDxDfZbjsZY6+iRc/+I3w+k5CYuWLcK733Y++0cei+eEsbdrJ+YuXUK9VuatX/zs52wUdqBY9K9/aPt/QpbAqhRISn8q6RmHwRBfYSVZKIcTr7GS3ng48bvuUxLoUCfQZ+XVSvqu8/pdiV9JmnOj31QuPpdMK6EpoSXQJi+YIQokBzsyLzB5NItW2NnjkaixyrUKXADHAqtK+m7lqTJZ9WdRZR4pxWEnIjLzaNjx9DytYtPQ7aQ6Kd+9mMzY0TmPzEoLSAuMVB/Mlxlq4jNURr1bIPSoSXk4WjriOrNDDpM+8595tp3CKOj1mEVNmo8YCjjgI1Zy27TjDIUezweoREqUKv0jI3j9hz6M177/PXh8IIbBiThy2aQJr2RCHhE0xpNZXHT5lYhTElj51iRvATIFtFU4HbWVOc/fRQYcmjomR7DcAn4eX9lz0trabkCkrGnTFuIfJgPMK+r5WElU+V08p6F2VYDF4erQ1u/Kk5Uvi+RtVNsp7wpXorYx81ipEMRDmhIhkCqe0ryrTDqBgM+NYo4ClJnd88RmNNVUoWt/P86/6Grct/lJLJQg5mu0yKuQ0EAO3zObTtAJejZUyd9HknhV88gDBDsymo2RSJmjaxW2R4AwTWASrqulBUZZTUMqR+Oxd3wE0zSiX/TqV2PxKafAHgpjJp1ElEkyT6RRHDO3nTxudtLic61kkT7LSLT6uN6ro0h502iRi0ZjuLoeTe1zUdvWjqtf/nKsveRSxJmfFPtdmj01RTmljRNyNP+8rhq0zpuPn9/2Wxza+BjGt9xvwEaGIKm+OmzKFGIWJg7tR2lqFI5SGtHxfngIpFt8Nfj0jV9HzOvArbtGcN9egqnJDL72nZ9i1+5D+Oq3f4KP/+d/4B3veDsuv/QiXHnh+Xjrq16JH3/7G+zHW2BPp9BZX4OFDbXoCPrhSsZxcPMWPHHP3fjd176Eu374PWy+/VZ0bXkM/Xu2wB1JoNkfQCNlaHWJYNGWhy+fooU4g6nBYURH+3D5RWfj0QfvwKGD23HDa16JmmofDnbvpOHcjYN7d2FsrB893QcxOTaMNGWhjfJJ3kiRRnFkPEieKqSPQOTA8BBGR8cxODhEPRYxcy6jPK956CPDY9i3rwc7tu/jc6eMQZyIZzA9FYHPo3nkbCenQ2v9+Mws5Z6mW7GdaBio7drmzsHytWsRTWUI9ngdeUFD3jJS7rj7LhOJ4lBfj7nWhMUjqe3V1pKr4p2y/GS+C+QdGho2ylfNNdfQdtf+PdDcyhgBqCKGCGB7CEKDrENz7yzvSIYPDw+baWuvfO3rUNtcnvNqpkTZ5YWn/OUjNQc9FCTvTkyilM2jhkaK3u2lEaXYytUCp3zHd3/0VWzc+iCS2WnmXU4sRRPwYu7C04kNGtEWrsKBDfehPlhCR6sP2/ZuQKAqaOoo6Hej69ABuUrNSOrx0v93QLKyc5YVcjnpvPXbkecqSedF1rXWUQ1u/aajlY5FFqiy7hVZ3x1kFoXnYc2jqFVqtBZ0FKPKM6ap1UqGcQ3zlr2MEgqW4LMUvPVMvU9JnciAkxxBZ1brEzWvhdaxwgAoEUhq+FieSCXF/NNcDc2vEIA0c/EIWqYpFJrmtGPd2lMJqIKoIvNq+MF41Gh1KISDQJg1D68SFOuckgXUtPOKFpgoCLBWeCt/EuSa7KywBHPmz8PKNasxb9ECuP3aMpHEDpwiIFN5lAScKkGXCQbOpBfrWFAd6rtsUR7N8CrPaaWkklYWq5MqyatY0BzObJqALol0RvMiCepYX26Ws2HuPBSCAbScthxXvPnVOPPl18GzuBMTPDfEcvnOPh1P5hI49w1vwtaDIxgbjcAxQeubFnMxk0CBAjZBoRmJprBk5TqMJQpIs50UZ1Mr2eTZTRMw5TJ5Ws0C9JpPqryLp8QrrEcqFNWoQGRTSyuqKFDa58xj8QpIxKIsA/mHn3W54l6SUw0fWLwgvrB4Vp+PRmrLlIbpzXufajuLh6yk79azpSRVhwlaw/LSaCjbSYUr8CggKDBpttukJewiCK7SAi7ycDDoo9JzoKE6iJ7dO7Bq2VIsXbgA552yDu/96L/gle9+L5IOL9JOGjEsU5HtpSEnK+d8xAn6P0biN4ssnj6SlyuvsUjXVF6vpOt0Lk65c88D98Oj+LxUiG6/14TqkcestaMdnYsXob65CTRVTYpqcwDKD9CodVHRXnjdi3AFwdS7PvJxLD/9bOzo7kXe5UGC/SDB/mSM8EL2aUDSGmHQb15FT2BS6CBlXUkLcnTUrijaZGBkJgZvbT3e9v4Pon7BYnQRCEWZ97F4FDHKRIEKvWOKcmysSNnh9uHUs89EnGCA4h3DffsxOtSNtsZanH36WvQ8/giyo/0YeuIxYGaGxnIJowd3Itnbg+mDA9i4YwJxVOErX/8RPvvJL+LQ9h7cef9GeDuXoWpJJx5/YiMm+geQ274XpW27MXLzrdj861/hkZ/9APd+56vYd+uv0HX3rbB1H0BtgnkniA16KbuceQ3+IjkxCkxNY8G8ZVh36hmITI5jbGQca5cvxN23/hrbDmxBsjiO4ZkhfPYb/4lQawg944dw4OA29BzaTdA4SDA1RiYgYCNIK7CcGsBWuDGnABMBm6Y65Uo2JKijxien0NvXjz3792F4ZAzjE1MGIOZp0Mcok/t6h9DfN4xIJE7DgbI5L8+oD/WNTRhkOTXtyseKLEi2emkUs/0SlEXaT3qaemJqJoEoZfk5l12GnJ0gkEAtky5QBpZQW1ONkaFB/OzHPyMgneL7NNqndQPlcHOW/hZg03fNgddRMlXrDLLUu6VsAg311bj15l9jbGjAODgk/4rU6VoMpqF/OQ+kSw33S8fmCoglMpizYAl+e9tdiFGnyIvpdNlo8KTNPGA79XyI/J6OzqCUSmBOYwucLLt0u3Sq5oMKZA6N9uB3t96kabesV/Yj1i2LjdPWXwmbI4QaWiY//P6nWTdT2N31BJrJI66qKgyMjbEv+cwWjy6CbUX6OF4qI6T/j8g0inrln4n+p8+qvE+MY5E+y2qprQ6gvbUeSxZ1YP7cNnS01ZFfNZ9R3kSCLm18TVGmJBAlISQgeSRZglJJgtJK1ncdrTpRElMn2Rk1xCKvpECkrhPokOKW52uawiCez2DF+lMxTEvuZS95KQbYMcMEBQIaAo3mWJGMV4tHMbyOZmiTyUTLJ9qRO18AVjvgyLsYorW89OSTMI8MLqvPLCwhM+sza8Dky8rb0ZIstsqkoVclIqynJXXQEhVBJqPV3k8tBDKLaoxHQXOi3EbYUxKgpX0+ogUbVp55Hn5614N496f/E5/6zo/w+w1PYiOFz709w/jWzb/CYz0TGJtJYWZ0BrlIFPZczOzkU8oRbFOYyfua43OGRidw1oWXmkU3GqKIskcq/qNEQCyeNKBSi4AE+M1QnKY38LMglI1gUsPZAnKNtDI1TyfDPLNAplwsIP+VQbPOqV7U3kfyhfXdOlae1z0SampPtZ34QEmCRed11HfrepEEuMIk9fZ0m6Dqyp+dgsNGoS4rXpax8UqyLUvkXX12sP3Fx5ogXkULeNuW+43Cu+L6F+Et170U73n/R/DdX92CTDBkhhQLzJfF7ydA5P9NquS5Shlm0ZHfj6RKXlfSripen8+sYm1oacaQ4gpSxghUupkiVOKSOdbws4JGuwlSCFXKQ4iUX2lmKUc5sa9nCCcTFF318ldi64GDiAhEVlUjxv4tb5b6jEjv1Wc5AwQitFOZYgNrqFhJl8nLZQxfgpfBqUmcc/HFuOAFV6B7aAwlAhzFb9TWsiqr4s4ms1ECRsoIGegEAjTlCHZqMEmpEUnmEAgSuNrz2LT5MfT1HIKDxvr08ABKcQKIOOUTZXsuF0EpOQ2iKcSHhxHt7UNpMoKZrj4M7CeI6x3GwrPWYMVF1+Hl7/oImueuAjIONNW00VAuewA9Tg9BLcHV1BjBWNrM+5beKNj94GuQrm6Eo/MkvOwt78M/f/LruOIVr8fKsy7EP/3bJ1lfE/jJr36GFStOhp3gZjgyjr6JIUxMTmKSAEwxjCfZPtq2MEPQo/iPJQIpOSfslI821qXmQUILOhw+lpwyCW6j28YJhrRgygrbo5EtjewIrsgTOTk5bc5Lznr9PrOCWrsYaRe44ZFB1k2KvxFgVQWQJQAcHp/C2Rdfjvd/4lP48vd/ikm28dbdBNVEWlnKacnIcnghTUOyma11xTef+ddPwVtyGm+k9EvZkCjPpZXclS4WT4g3jF4jf2nVtobrBSrtfG6aZdcIkICortGzdI90sHhLutbiMQU733+gG/MXLjYGk3qPthJOZVM44+wzkM7EWY8JAkcPfGSZ1nAd/ATBAo96Xk24mm0rI6i8wr3skSX3Uw+1tSwyjig5BX5/329QDGXRftJ8nPOCK3HWRddi/fkXYGZ80sQ4zs+Ogiqfx0vHf+VfkNi/PqYGLH9+uvfwSDra+cpzR37Ws9RQz5Z0b+WzrMZW5TbV+dHQUEuhQivXRXCQSZrPNXXVqGMKhwPw+bT3MBlFHkoNeVAJa5K427irZdnw2WQw69lKanwd9V7hKzGePFxS9IZRBfjY8fVZQ496ppvKOk3BWciUr4nQAl+84iSsWn8aLV07bvvlLWbey6pVq7F16xOzFuDsamnz9jLpneV3lIfYK88Z8MrOJRf60mXL0NreZkJXOAjgFMZGeEgk8CQwawDkbCoZpiw/1yqnKSN/4weTzDn9bhKfos6le5gPDSXnCGjlTZWCUF1o32ztvOOUMFL76uUUUBqKHo0k8bI3vwOvetu7EAt6KTv9Blj2R3I4NJLABC2znsEZxCaTSDK5KNwKeQJCWxSFZMyUPU3L0ElBpTyLBQLhKjSF3XjksUcJwsrnY6znGU2gp4BTHiwSf6hdNHdG9aBhBV+gyoAz1igS6TJwU8c3q/bM2TIPsKoMWXyno55tm1Vi2ktc1rudebDxqJAdA73dRgT7KOjcXj9CNQ2ws51E8tpGpqcNaFSMTVHeRkGeJfgmI/V09cDl81OgOuCgwpNiZMtQAFHQMQv6zALzLoJTCX+ekXDKkzkdzgQt7QwV3CROWn4KPvNfX8OtDz6E3z++AX1PbkD3oS6Tf5VTtaNjtlAY5sdvKB8n6K+b2LSHZfaxSDwtEg8bPp7la5HhjdlkXXckWad1UL9UCCzJn5vvvh0PPvIwDbqome+maTR28m6oKghtyOCjvHNTzkmBK7iWh31RQ4RRyt/uoWEjJ0LhBoIMykEfcB6B39rTTiOHO7D7yW2oDoSM0ac8y/Oo6AxmSJt94XAcSilp5l0AQaT+mQ/6cNlV16KtczH6JyaQoGiMpDIIMB9z29qRNIZvWabJaK73hM1CkDj742A0Qp1RzSfZ8fd/92asO20tbvnt780K5da589A+dw4O7XgStbYgsqUYHEWC5gRlmM2Dk9asxkx/HwbZ90IzM+xoOfTzSbUEfVu703hy4wG0NnViPcFUeD6PV1+FxiVL8V/f/T6+/p+foox04pIb3oi/I3DaNR3DO//+k3CvPQPv+eH3MYBa5sGGqYgPD2zdiJ6xUbz7H9+G6fgkjeppTEQnMU4Am88VECXA085YmUgCaaZCQfEeaWjnpMzY5kolG7xsL+1A49RONATROZY5Qxk9E0sgOj1l5Lw/WGXknS+onXIciExFcPdd9yEaTVAv2Gkkl+elT8xMo76xHuGaEJqa6nFgzy44yRMejbxQz2qxUZbtr5XtN99xL3538+349Mc+ht/ec7+ZE6i56/pP87tdjhy279xJIJlGdVUYu7dtx/IFC81CH83711aP2hVoerK83a70kEILtXcuom4MUa5TziaimB4bxvhQP2WqB+G6RrM9osYppQ8D5NP+7h4UCFztAtXsEkY2l+yI8nmP79iG1/zNKzSpEg89eC+NCk3XKKFjSSefR9xRW4Px3h0opAjSh2Zw6GAfskU7Dh3ab7b2LcULSNnlmKCeIp/p+YpUGY/7sXLleWhqqcdYpg8LT5+DQFsV6tsXsj8E8fa3vwEf+vdPYfPWLairrUP3QRow5O98JnNcMvspDXhs6mC6j2kP0y6mdzGJapnuZjowe6xhEinrX2Q6yLSd6RSmP0oGTMwmCY1K8PHHqPLeSq+Qkj4LiVtCTMJB1+nZz4bKoMJmFrm0Ny+kMnbBa3MjSCBXsOeQRIIMKZc9Ow2PXuKGgMdBq5hgLKOOn0ZQ8/MIHorMV67kNV4tJdPaTMaqlUeTVqG26ytob1OCAePd4yW6Nstsm3sUt88IOVpTfKKAXYzWz2mnnIbkBK3BQ8O492e3obOlCTXsjBJ+jU1N8Pv4nvw0/LZp2DyCfuxAvFcexRifk6T1W8g7af0XaVmVzNaLWq3c2T4HNQ2NZgupJDudm9asnXWtLZe1mlFJJRMUcbD9rCR3vPE0ChlXJlJlO1ufXXmWjYUsMeVoOWsoOUVBVBWsRTBQjapQNUJk9KKHb2OK5OMES6PoH+7FWGyaVvAIahYtxb2796F3IKV54aZ6h7sP4LZf/ACP3/k7FIeG4KN1V+XIsC4icLCuHRqPNZ1P/Kbh6hlmM0vLOo2ZiA3uuoVYetq5mOLvJVp+F19zPQreKgP+lFhKvkhtQgXD5GJ51LE1cUfhiCRkMrT4S/JeynvoKBJYUdjacqx7tjXvl5fSSvJ6W58FdjU3VW1doEIsKeSO8WOQE3idFh2k+XrqRRT5XG+OgpTKyZZi22r6goAfjRrtU2vLsYx8l5/GjqxdxaFMjwyxyEla0FqNGOSvmmeqHXSccJfktaAVTmOoxDYv0gLWfqxeb9hYujPxcTz62J0459RFaPUU8c+vfRU++7s7gYYlLB8FryfAcrMRvGWFe4KeE3pOZPYfIwskHk3WWufV7yvpsBxn8sqYo7wRKNQUHk1fufYl1+PMdadjsLcPqUiM8qIENx9RRf7UWzS1x00gqQVqjoAPBcrcjJkrSZ6mvKrmMx0EAYNdezEzPYhgTTsOjkaQDtfBs3gBXvq+f8S+RIR9ioaSSzs8USqWJIMJkDIzxlOlFPS5UBsmf9s1V3qcwKOE/j39iNJSHRqeYbe3ob7ah/hEL2KJHGLxDOpDDQQSBBUEECWnDT3xMaonO/ucHc2hIGVuHDRnkSw6sP7sc/Cal14BxCYwPXAQGx9+mAqlAYkgZSEBdTHHMvkCKIV8JoTN6P4ulmuM8maQkoGG8vgUcr0TqN60Ac6+HZgZ3IkJGp2jPZOY9s3D3Hd9FL+jLF31qa/j4n/6Jmpf/n7sXXkK0ktW4zeP7MDtP7oTOzdF4PHNQSk1DfvwRpSmpjDT24M8AXwyNoP41DQNyVHkKX9jlL+ZyARyqRhxbIJ6K8m2lRcuXx4poywpsm2KNKwzLJ+JoSmvLFvNToRZyCRho5zw1/rRNLcFdU2NZhQnXNWI/fv68Ntf3AlniQDezGXMmWulaxRnMhFRXmaQjiYJ7Es0jmkIUDbn8pRVlGku6t9dD9+N4nA3wqUUzrniSpxz1nkopqivFHydetZmS2Bc8zwHexHMx2CLDMJXTGL//r2GT6saahH32VEIuOGiDtcKcI3Y2IyDgHzHLuQg1tAuX4oVWmSZNM1tuO8ggnpFOk356qI8dcJLo93l8RLg2pBhHym4XFAwci95Yc/23Rim3n3bRz+MqvpG+CnUva4S9VUao3u3YmpoH4ZTeXTn6zEeqMEBAvne/r1YMrcDw4MDSNqnkU3NUO9KnlPupgkj+Z50djsOTvwSe/t/SiOoDw7ytS3jw8xUBvFMFMOTPajzuvCy17wVGX8d+xvzaS87JI6HWMQ/StL6/8i0jGk9098yncT0AaZ7mBbNHvVd9AImnVN6M9NXmf4oSehYYM+io537n1KlRWx9lrA6XpIFKqGno8froHUZN25uudwbahtRSyExPj5BplMsQ8UUJNiiReKjFaPYUMZLZeipdx4un4Dv7GfNdBPpXUcmMfThe0iygnVO5UgoHEIshic2b8KTW7Zi42OPIkCBo239FIanf3QcV//Na/C6934Eqy5/CUa8jZgYp+VIRi1kC/Ay32ECDn8sSsUfRzwdgTfsxbI1y7HizHVw1IdMrCuFbdC+o9biGeXFEvzytFlz8qxkKQsrn9Z3Jd1rXSMrVItQtJ2hhiN0rVZV1hG01dM6zDj5XAr2SDyCkYFezHQNYHjnXqR7R5GejCE3Q8EVz+Mtf/d+Cs1JTHaP0KLcgQwttJH+MaRicTSEa8yuFVu2bMHBg/tNWZQPzVeyPAsCZmYBD8GrdvqRPy4WmcLI2AQaGlux7KTlqKtroAUaxPwFYvGnk3hL5ZHHWGXQcLz25p6anEQiRoU1OxyiYWeV/Vhk1anSsciqP1HZe0LBZs6Vy6N3W/XLqw8bVHqmzol/dZ9WJCZZ7ykaIjIGtMONnqWhafG7SRR0mp8rPtZKTQ0baq5XQ00NFsydg9/edBM8fHYbjZVTF5+Kex+4D6dfehGifL4CmheLxy+UTtCfTM+JzP5Lk6bIaL53hmBEXsb69hZ85vOfg48GzHD/AEFGyPCy+FKePfGy+pWS+NzqE+JZv8LwhEJUqAQr/Dyncz5qmhtxgEBBUz0USkjxVAlb8aZ3vQ8vePXrEHd4MRwjiPQQkNoVNYFGEX8vOP1w+Gth91Wjef5J6Dx5HaoaF2JydBC3/fZX6KVs0SKSWCSO+romjE8Moqd3PxLpKEV9CfUECJNT5aHudD5FuRBDwOnj830GdMWYb6p5/MMnPo4UQU5iZgLN7fV49z+81XjspC8Utmd8ehpLliwzdbD/iY0I+wWmtSEAcOo55+LA3j2489c3IaPhZaaxvi4QC2HPtu0Y7I6h/0AMYz0RTPRM4/sf/wLi3Rl0PbCDIJSGJfM10r0P6ZlJ9PV2YWR0gECcRvXEKEF8D0YHBkxEiMjkBOVoFHFN88loTrZkvWSTYgtLdrFd2P9Fil6hlc36rjBmKof0pZJGbjSPvDZcS5BOY1Z6lGDt/nvvxR233nZ4moylS6xkDRl3dnaaoWHJKjPNicRqNNfX1taiuaXFeHU1FULeRUv+6qgV7loQs3P79sPxHCWnZcBs2/oEmjsWYcmKtVi4ZDlOOfV0U1a9Uw4ceU31PvMcydxMOd6lgtpLj0SnZwjWpsw8yRRlrLbbpSUBn8dtFt7oGcZp4CihmsaE3+PH2179eoR4/+7eQXTFUwhVeXFg93b0HtiFyEgfkuSzEkH7fffci7PWn4GF8zuNLhMfaOjcpXfzs139wu1EJJ3EhS98ARqaG2jUxBClDp2OTlOHJ0zIqHgyhuWrT8E0VWAyk8cNb34rFq9ai7icEMdJxwMk5drcWv5I/i5buW1M1zB9n0mk47Xlj+b8D5jERRuY5K9vYXpGUqdSqiTr+5Hn/ydkPd9UMDns2T5TjCOhpEUmanTtq6yN2Eu0rjxuAkWi94QsT/6uayW8LLCkXRTK76toGFor6mzlJACpYdrycAl/LF9TQTqvfFfm3epUWsnopWXUSitOo03zaZ001Ak0EbySGTSpd2h0EtcSSK644Aq893PfxK07+/GTex9GIkNmz+YRIYgLUBjbknFjodVWB9HW1mK8ZQlaQ7Im1VnUCeWVVTlHR8vxvAzoopVN050MxQzwaCUNT1vD1Kx8k/Rd8y8VcsJaAKR8hoNV8FZRoGvOE0Ew+5fJezqRpJAewvBAD8aHhyhYo2beXdATgBcEOBTyNbXNyCfZQQPV7LA5tgd/KdmQZafX0WzpRyEXoMCqr681bamdatQOqkMNX5l2YDKev1yG4G/cxHOTsNQqwqnJab7LbXasSacyGJuYNO1QSeX75VUnGJ59thYqpRME55Ho7LvK8SMV6PZYpGusdCzSuywAbD1XR1Mmtpv5TLL4xXqUdZ141LpPZc2mUkb4iYzhY9ciHM2XLINJ8xzxCI+Ku+dx8Dd+1hy0BfPmY/vjGzA9OozXXHUVLlx/Gj7/3W/h3R/5KF/oQbZ0Akg+h/ScyOy/NGkupMvvNREStGAmkWJfJl+6KTNj0xHjrdS0HUVHyLLPymBXEj9r2FNHGUuSjzJUNZ+uuqHOLATTnEpNT1m6dDFqasJmBXAoXIdYrmiGi4cpki575etw7eveiNFoCsPTcRpE5GPKQD1L3cTu8BALeZCjDogkMrjk/HPw5KbHEHTbabz2wKU95vlbKOTl9Vkzfy/kCyFDANPSPNfITIFIlSFVzFByluXPJI30COVeMNiMBOvg/s2PY/+9d2DPlofxgksvITAdNaNCOcrX6toaU05Hhs2cTZitSqcJPubOnU8DexK5yTHYE5Rb6Tg0EzEVncIgAWXYE8b0SBSTfWPwZdivWX6MR3mcoqycNkAySwDrseUQJZjUtKyCnCfUffKAmogVbA/t8W/JEJGO0lFGXlCnyXgVSBSINItFNWJjs5sNJgTqNYdcdSlApiQ1kc0UaHxHsWPHDtx5x92mfiSv9Wwr6Z2WfNOiT/0u54b4Q3Vo/SbeSURjpt16+wYQouFrY/tLxkt2arW1dJO2YSx/53NZ9zOTU4aHBEIbWuahuXU+Wud0oqahGSm2v0Co3qkQakbrmXdawDRlFr5IDmdZR2YaF6/PpzW6l4KNn5PUm1YMyQKfp91CbGwfFwHslnsfQN/wjBmWv+ED/4wQdW7v4BDzk8bmTZtQHQxh64aNaGttxdpTCABpUPT39pl3i981pK2pTx5/ADUtzXAQoM4jn09PT5Bn2I/SMZYhaQClQjBVVVehOlADP0V+PMW85W34p49/At6aelOHx0PPdo7kPKYPMv0z04eZPsQk0tr4f2H6D6a3Mt3G1MckehHT40w0c45ObIOPaf6JUVTme7lDWany3B8jefSsay3m1mc7mUcMXkn6/VjPtO61yHqemb/hsZu5EhEKswyFWXV1HfmkQKaSN6hAi4Rgk52lWhNX+d16LbsApY9iRZLZeeTbyx3LPF8W1CyoJPDR/SYHPOoaJzuIuc/J8pl7BVbycHtctGS9ZpN3gZNgQHG47PB7/WRmPk8P4fU5tw9b9x3C4rMuxJTNjxleY+O1r3z3u/Dej34IJ61bix/96HsUXCUKGb8Bh0HFCiP4kuWkeTc5djJTl7xXAlseQ3Wo8fExY8VZv+mo8+UO/1SnV0eVpaekLfxUbgV2VRiEKm3Zx+u1X6gmGsuDNzQwiMjUtAGc7mQWhXiaSiFEoZ1EgtZusbEJqy+5FGsvvAirzrsYb//IJ9G55lTU0ULLs+xFdqyacBUKqQQGenqMJ6Oxpg51VCZjoyN8X4GWocfUl4axJdE0H9Ps7sN70uxoeVpzhSw7O8+nIjPI0KqcHh/Hg/c/wOvyFLRP8YmEp0gChg8zHVtzoiRUmFsKFfJOSHvCyiAAAW0dO7e2GlQby4osCz+R4YPZ+nTyNzNni5avhsIcNDicPGpv2t7eHuY9Z5Skx+fn86vN+/UsCX+tuFc7sKjlo3iLAk/ziCQ0ExSWbgrwLIGznqnJ7sqPWwKJf2oklZBZMe0kpc2fjcdFpPmsmqvq4LNbmpvx+H33IUvBfdalF+LjN34GT+7ej9/feT9uv+1eJCb7T8yRfO7pLyaz/9gcSZF4uJIs+XA85AuHEKfR+Ia3vwUnLT/Z8G/3oUOocnoMX2bYv7S7FzsEObXEvqug+jSsCTzMDiH8HpsN21Lb0EDjSrFW/eUpPpQLChaeSsWQSMYIGOrNtJ2axhZMJ9PIUN7afUGMTEzjupe8HOvOOJsGdR4j3Xsox9ImjJhH0Q7Yj5xUzkHKYX5Fa2MDfv7jn6COxraNwEnzXoijUF9XS+CQQ09fL2rrmlBkPdQFyiNV2uZRMjrPTupyuFFFI00BzW28105gO6+5BR/+5w8iMjSAL336U+iY04GkQI/bi5NPOxPDw+Mo9O9BlKBxOp1F5+rT4aCc3HDLb2gNZOEsJODIJhXIFeNTEcyU7Ag1z0cpM4nozg3wTY1jdGYMq1YtwtZf3YRwiBlORllXAdZvEAd3bIa3RDlCsKXB6Plt9agn+LbznKJpFIvSYWwDlZU6SnpMR80T1/QXpzxvcpIwldj2hL0mBq8ESS5Pycj8aOFiNBbHGMty6EAPvvvt72P3rr3GYJUHk03Hywm12L5G9/HodDnN9oNqc7W3QugIdEoOG13PtkkTyAk05iWnAkEsOnklDWMt9GEeqVe1LbCNedH2jXnWndlPXe8wz/egpq4BvaMzGJ2cwMtf+QoDAB+67XZk+Fy7y4ZQQxvqWtoNGNa7YgT5I/29oKQmb0gOs6ORBwW+tVr7wK4deHLrVoLVLCbYnpOjo8Tsmm8/SXBOvZgjj/K+L3zu8/jNH+7BNa98Ocvhw4VXXItM0YV7/vAwxqeTeOe734cz1p2Kb3zlK9i2abPRYW5iAO2brrn3mg7mUpzUxkaceuYZmIhEjIc3yXbNEEhmqNOyLOvk9CT8VQGcffll+NnPbmVf8mMqGjfzec8840zcd/PP/2xzJC1SrNNfMb2biabLMeloUuIpbfsUaQhls9LRfvxzk4RQJVmK+n9CXT0DaGpuMxOMFcw1Fp1hRZaokL0ERgJwbgqHtOkA+i5GF18fFqK0VJ5OykfZ22g2l6diPjJ/ZRAgFzg7AAGEVkcraXcVTQvVcn0nLWGXh/e72EGLfL+T3ZudTftU19cEaHHYsIPWbdfu7UjOpOCsq8YU871tbAJzzzwHDwyM4Z2f/hwStLSnI+zYqSymowkUkhlas+XVaVa+5A1VUsdtIaCrI2gW4JueoHAiOJIVKE+i9rxWkudRvU07TtSGq81wgDW0qudpOEBD5hqy0vZM2hdawwzyJuj3HFwU8HlUt83FtTe8BT95bDN++uCjeP+XvoHXfOBDOJvCfpRNvIvCZIYdJV1KmqEJWZeqfwFWPUdWa5x5U3BYraTUSlCByPL+2cwnlYSGHyQo0hTwSbZtgZak5rgo7JM6/5D2KefzBN6PJL1DZLWXWN9OgaahGmbElFf1qLqzjiLreCRZz3nqeU+Rvqtseo54xqpLbaupbRsF5p/2XApska7RvdbRfC7SkqaVKgtdFq7aVYt3ytM3yvwmZad7TBkNmiy/T0lbzFF/YMnKZdi/dwcmhwdxwfozEOIz/u3T/4EfUUGdoOec/nIy+2i//plJu6icef65ZneamxQgmX0oSDCgaRYaGZHxmqNhbwJn00gTvyvJ2FdfFkhT39DIyabHNkAL8rRgQqtyZczKsA3XVqOlpQVTMoZpKA7296Nz4XxU0+AcHRtHY/scPLn/IAYIaE+74DKz5Z9DoIXAwkPjTSuE/T7FW41TLnsRrgri0vPOxOP334MA+32QfWZqcAT9B7sR9gVQEwzh4L7dcFEHKN6g8ieDXP1UKUJgq8aQZBFQL9oISfJsDALKd77+Nejq2ovRgW6CNhmpecpK5ntmAhkCHCNTKYfbFy4ycSgRn4S9kEYxk6KuUqQPynzW3YLly+FJTmLLH34PW3wUhdgwQVMasekBWsM0gJMR+GwF9B3cS1nOchJQKnSOmfbDhu/vH2Q9E7gXKGsk10yOn57EH9JVFEpkJBr1NGDlhcwSKJXBHyhntRI/R6BFIMX6HaMe2r51B265+VZMjtHA1hx8Pkcpx7rJsL0UbkcxP/VceQaVH22+oba0ZGFZj9IopjzTaGB1Vcgkl8eHf//sZw1/6D6BRsl9yXutA2DxzLvKv7E9+JuilTSRR7r27MZ73/VOfOEznzG8JT6T4W4njxEdm3fL+aLpRB7qXLlJJPdla8khkUpEzfB0Mh6lDnRSh3ST58bNb8IP2tlGHt5MJkaDg12Vxknfrl34yN/9PU457Wy8/W1vxle/8W1s2bUPP7rpF5gk2PvwP33QLNyRnvO6y95ykw/WbYC6c+GSxWhsaTbljc1QJ9JgyjDJY1ogL/iIE+a0NrOecxgnPw8PjxrZr6RFTHbff48ycyxSqx8Pia9/z3Qn0406QdrHdD6TEKuGQe5nWsL09dnPP2USVV53VJI+s3ZJMEpqltSgFokxjouoLK1nWErOfGfH1VEVrSTS863PR5L1DIt0rXW/4ik2U5DNa2um4OkjaMtgPoVPJps3Q76yQKan4wRBZQVfFSqHDDCditaG8RjJc+rwGsY3iyr4bJWQLGxAh3mXsi3vExlF8f00r8QT9vNkechGVSJrS4BLIFGMJCCqTiDr1ysg4PCZsD1a4KPo/TFHCKdecClCjXNwgEw8p3MBFiyZSwbPUenTokmX0FGtQYkSXnDOmZjs6QYmJtDR3oqSJ2ACnCv/6rh6j+m0mkxtileue0so6nvllmIidUDVoVa86RoBO33XNXqugwJTwFffNV9IdRBhh/vVwYNobGpBruQy7veHH3+C13lp3Tegqi6Imuqw8bpp9XrXgZ0YGuzFnDknUfF44HOXsHfHDiMsNNwk4aK9vkdHR5iGjSDXVoppAmfFpExMTSDFNkzOTFKYpA0I1hB5/8HdiIwNsQPKkmUeBaYqSPlXe5ryF5NmWEUeQDaYGcbSNIa6eZ1sF60ABebO7cCBA4fgcftYB3rWU7yoelTS87xuv1kh76YCc7Dddb1XPEFB+PiGR8kOedQQGPurqlHT3A43jQnlQWBcscv0We83+WJyaBgtnzbDN32DQ1SEQVq0NBYCNXD7a2jNlnD62eeYuWkFKiDxlbw9EkBqK7PjjVaC63k8snRQXFUJZg3XZDNFdB3swQUvuArh+kakaFg9unEjYlsfObGzzXNHz5nMPh4SL4ssOV4pE45FBcorAUUpRfUtPUPhyLSn9gWXXmJ2MlH/kIHj5zWear8xPLVdopGr8uKzr8oo8ts9aGxrMUHIu/p64a8Osb8E0dBUhwbKclu2PGdYC+KK7D+5rA3LCbgk57TFqWSonf23s7XJ8H81ZeX0yCAe+cPtaK2vQV7eOhbJxeunhkaZezse2rzDBLt+xz9/wqxC7h0dQoHl6FjYaWIDzmleiCD7dLluHJiITZkdevI5AiC7mzI9yEa0wUsg6WcxA+xn2qsmy2s91bVYc8HlCDYvwEMPPAJfdAKOoA+Lz70YPsr2R+64CwvsMQIYygC7Vu9S7xVciBQ8WPemv0VpaAYPPngL2t0Js1POnkIJ173jbfj1v3wWHfPrYIsm0cc6OPWqa6jLxnFo86NoyhN8+D0EW2l84L3vpFzKw+eVPizrNJHAu9EJTPnZc5orqRBpanPt9iV5kqds0VBtVLEgWRd79+7HRsqIwQN9h6cilNu8bCArrq1I+kO/6T2mrQkO58+fj4GBAdNWxuhlfeq6mcQ0spEowSL1IeVw28kr8dPf3Iz3vOtv0djcYpw9Gta2Z9I4tIf6QbKS8t+MSPFZ2uNacR1ltOScJSTtRQL0OKa6B6jnIwg3NxC0r0L7fAJ38kgpn8GBJx6j3hiDhzpcsp/FNgC6ie+LEDC7HWxIKiozEka5vW/PLhMiycNyaj6wdhKTysimCmhvbMXY0DAKtQ0oaMqZkC4Ndo0KlZjP9pa5WL1qBR64+26jR71smyKZMBCoQsvcufCS5xSNI846pl3AdtD0CWELJjZNkXgiyXyvOf0MjDMv7YE2ZLVFJXWmqttGWf7jD7/3uGR2uaWfmcTl32VSRIGP6sQsaYLXYqaHmd7BpGERrQSUhHgT00+YNNH7QqbPMR2T2O5mmEQMYAkcMZ31vfL8H6MSK8n6k54vfyKD8LPWKAuYVCZCn/J95v8KkveGLSrhUYZ4yoOuZgfhkxKs5JHxUXTMa+f5IsaGh9BGsFVbE4bX56VFW4VaMqCGUSQUYpGE8U7qOXm5nWkZmlcwb3Kzm+FqJZazyCTAaVw8fKd2jCl3KjaYjYKR1odCW8hC129KmochcKqhdJdLiyU04Zi5ZWdjTzSeJm0zqPAVvV0HsOKkhbTk6gwg3r17PzukH8GQD2kKj5k0MJW04bLrb8Dr/uG9eO0HP4KzX/E3OP+KF6FnfBoP3n8fAV2eVh5Bmo2AgiAsxc6nwNaKJakhA2MhshcJjIhx06yvOBWAJh4nE2RsLexgnhSKRvMWXbRuHexwqeQUqvwus9I5YydopNV631AMfSUn9g1MYF/POGaSOdQ3NBPUZNg+OUx3d2PPk08gMjnGep5mh1E9OBCurWKHpcBhfR3ctxepaMSsdPZS6ai+/QSQCkWhrba0QCVGa21megrpmSlko9MoJaPIJiKYGhnAgNmjO8Z61/C1rGy2HXm0MlkCVJ81T6WoMvF6Bct1egMmWLqXCkjzCqvY2bV6LxaJsW3IA3yihkLKHCa+Kye1s3EGsk7tTg3zOOAnELXb8ohPT2BidJRgsVR+HhWhhnscArkSbHyuQo0wQ/wnsF5eIanhdln7WmSllZdO/U7LuzwX0o5sPkkFQVOCglHeHs2d1DweBRKWpVxS27K9+XBTTr1HCkKWsLwPDrMll4NgfgjLV65GljzQ1NyK7q2PH9cwyQn6k0lC7S8qs0kf8/jcpr9LsUk4aej4j8npo/1u7lO/4Wf9ru9Kkroeysmy9C33KXnbA9rak7Kivb0dUcoSD4GiK0BjLAd4XT6CnYAJvSJFqqeo3yUp97zV1SjRAGvtmGOUbWtzG+pa51JWNxnvY5QgoaG2DgEzlaSI6clx9lE3n+lCFY1y9kDMsDul+B5XVQ3RXQhzl5+ChgUnIekNY9++7WZkSDvTSLbNodFdS438ux//EE9uewKnvOAys1HC/r170cw+PDw1iRL7thwBkimKhFHl8CCh/sh+L9syyz6b5TUJXhHhNfIRSVp86AMf/H/svQeA5FlV73+6u3JV5zg5p53dmc05kkVYQYIgiCiiGJ/6fIrvGeDpE4zAM6APBQFBghIkLrDA5jyzcXYnh57p6ZwrdFV11//7Ob+6M7XDLCwmZP97eu78fvUL93fDued+z7n3nmvDRw7arV/4lM0c32u1XL8txHK28tyLrTw1Y+NP7FIRjUt+sFdz0aeijFvGFtJdtn7jJrvln/7WVqabLS05OyeZMZfrsB1bz7PHJEeTqZqlSgJNZQHHrqyt3bxFyvkJixWnbUnAeFLK9LUvuE59atXald4lASw4zkctJEcqUjarklOLzTVf6En/g8yZm2VBX9EmVNa4DBo6flJAadRu+9qt9tXPf1XKuuQ5Vti6YSHiFdU7BgXJKqyFLsskaHwjCMkjrGdr1q93ixo9INO8mAaGp5N5fYepZwyfX3jVVbZv/16bkXwfV55ZkIKRoJLPS8bPW0Egj7UBi+o/MbLqa769Za6r3RbEbxh0MurHDj3ysMDvFJVgnW2dFs91WS/D/FK4Y0rnMQHabGuXL2JdAi8ovUw5O2fHeXb42ElLuBIu+eggs0lKT7v1r1wnWXnEh9zJG9O+EpLDefU/McnhpsqC5dTWVq9aZV3tnbaif0B1uMUS7VnxYsW27tghhb3Xjhw8amvWbrJUe7ul29rdewHTmyZGR21hZsbLhLJlbuqivr1u4wbrbG+z4wzrj+etIH6s5ietggFldt4qc3nb+8BdT0tm00a/E12l8GMKCJcH6+HFCu9UeL4CriQ48htirs0hBVxJvE/h5xT+SxEM2ijQzvz9VOSWHVVEVGw832QH9h+0XLbNhRMm/5GxcdeUxFO+kipYqWAmQAbnhGBeh848Qo1pir5Je4yqi+ca3wnn4R3SCaG1eavQ+4CTJNqanmWnmzkxFpZT9lvdsGGD4liymWlWmjPxWd8SXloEMBfNhkenJazbrHPFcvu1t/223T84aNfeeKPNS/Ddd/CwHT857sMcxRJz79h7uywJKM1zvuALXI4fO2HlUsXYPaCq5/KFss1USzYqkFZNxyU4y5YHEKoxTuvdiYWKFSWICorvuh/6YTUIATL9xsK6So1p+bKVDrCq6lhSdY2UfLsFUHlnCKerq0PvoAGXfR4MWq9b1gSOJsZG7f5777EH77/H94bFPdFCfTGM77qAAiEtel4C+eSx4/bE48yLqpy1/IPQOwUg9Zvy5zzUA3WPphysKhBp5z51xPUQ35nE9cZ7fId3IYQo8QYtHAppILjmX3/2bBTSHN4NxF7tCHyGDuHTiuKJnMFLKKt+iDek62yBfAHema7A/LNMinm79cifpf8M+k+R2fADsoz6RoE9k4++Gwo8S1zEQ7y0C3iU31znPufw38HDh2wIN15ZgUgpg1BC7/A8so6UMNToipQ6Z6Yg7d+7z+PhmZ6+Psk4Aai5OZcNOy+4yLZsPccODx6zsp7Hisl3hoaOn5LVKGpxRVzIS7E9ckjtLu7WI6XYNm/bbm/8mf9meX2upBQk1ZkX9e3egX7bvm2TPfLQ/ZaRLB4QgN26abM9+sRe6+/v9++PTY4Jlyy5Al6uLFlKinVSYBYZRNp9sSIgQECprLgBOeTvrW99q23ZtJGKEMgq23XPvcYyyRbbdc+dAtuSCXoG4M34knC3ZG/Ntl9wgcqJlexRvZEv2nlnZ6eXg5CXlzMSh7I+cWzQRzZWrZUOIplLnXN9ZnrOrYGhzsKRMiPwHP0A14i3UIjkL30iYWJiwqcyffqfP2X37XrAh6eJFyteNIoD+FT2lWaOxE88LsdVrvAGoW/ZMv8Gcg45GGQa30K2skJ+83nneh9x/oUC/X3dhi9gyp2ha94jEAfEu4GICwp8x28WSDIfE/4gzci4Xbt22cGDBz1f7DLj97OMHEV8SVnQz3Z1d6h+Maw0R5t71BcHwetbtm5RVS85EGbuLwHFHh/RfJs4KDPSzTnf9XJXTRVUJv3LBmzdls2+pSTcwfStwty8TyOjz+fZsdFhm5+bkQLVb10dbXZo31577KEH1S8XBKTnbXaOYe0Jm54clxI1ruO3LiZ9KqLGvucE/zBMQoERqEwC54Eaz78dNXbHgREgrH2BuB4Y37cKrH+Pa4Ga6vPJQhwceYZ3atJNGc5z/4OKl2HDtBrwmvWrrF0CBAKk0VDWrl3riz6cUfUsKw9hBHpWtqIj3iAwA3k5wA718uBeABwJdco4jmauC47NfUN6neO30hfoKI24JEJ4QIKuOsdOpHsCY+VEzoZnCvby1/2YHVuQ0M2kLdvd5VsjdXf1WRofZXG2e8SXpMoF27wEIDugdPa12qQYrcy2Y/NzzpDtEuRdAotM9n3p855nPdJw9tx7r7VIAK5btdKOjo1ZZWbOLn/hi+2G5zzXzpUgW7ZilS3lGHpP2V/8xV/ZAw/stosvutRe9apX2cq1G+2+u++xiy642PbsP+q7Q1x4/bU2ND6FrUvCNuWgEgsnW1n19nVarFKwo0cHbXhkTHlP2sZNm9QoGUKnfsw6slm7+aabrCYNO5WMS7tLeaP0ydECj1hMsVwiGBcEfudHR2xWYPPgE4+pgc1YLpdRHUZzcBA61EeoG+okHLlO4JmlxQUfKqfe0gLuQHk0wrbOaH9U4hoYGPCV/zwT0Rk8oMCzXt9JXI60+bwcrIYp8dteCQE0aSbod/V0S4NulYacU/lgNTXvIIibNMF/zoM1CR9pxTjDZReEx6Vht+odnJIz5yuVzrqLjGUrVkgHoF1gIYg646VFVojrmuJhFwd4jbyGtkPgXD2Iz3mamJq3i664wrpWrrJsR4d96j1/+uzQ9jOEBETEJZGSAn9R994u/MpTE8+cSchs+AZeD20B3kdOcuSe866Ic4AenSzbssYy+DhVWxEwSuFRQTIlqfaNY/I2KZOtHe2Gu6oioEEpzkshYpoI/M49XPqskILMVJey+BagQoe/clmvfeMb31Ca4j73HU8VWDFJI06oSVtC8qK7u09SKWGlmkCY5GBzcc62qg+4796v261f/qKARdpabcEOHzlhX/7GPfbOd7/XUqvX2pgU3AnJq0xrm23dvl3yjBXoOWuVfE7Uy4ieBnDB/uHIF5clS+oLdBtX3hmVNlDlxOAR237VtXbDy19hn//S1y3ZnLKs0hdLLAhMS9FsId9Vm88ttxe+8kft8P4n7MSe+yyj/DZLmZ9QnBe94vUCQO32lff9rfIUt2xVYLFUlMJftate/TqbnV2wI3d9yZKKt1aYscuvv9Re/JIbrENl39wCOFLNY4VUmqgr5kRWl3BBVnUgulBccKfiyAv2zH7owUds9+7dkl1snbsYucvRO26BERFf4CvnCYFY3w1H15jyxOYYfGf58pVeJyy0oe4JfGNM/c6sZHy6jQU22+2Xf+VX7O//4SPKW7ftOzIoeZ9wowGjdGXJUHbhwecxaSVeFpb2r1hp7b09Fm/Dh3HadxeaFegfU7+ea+201WvXWW6ZgKXuqQux8Ykxy8/O+DnTqOgDfLc05eHRPXvt5a96jR05sN+VGogpSOTPjUyqC/L50EMP+bU+KTr0UQBi5K2XhxSMaNSx6lbfjhV9zre4awODMAR/9PBhO6hvrVm/zlp9xx88A8y7u7YrL7vUXd8dPHI4MnYpNtZbeB/BWLbKlm94nyPexnPKA1/+wr/b0PZ/OKmMvmVoG3qq86dLje8g4vhFYJWpuNYruPEZ7wTrFD19Og4Kl0AluxoaYvNXJNyk8o1PTfsqwXafr1ezijpbVjwDsqg4hrzbJGTQKtjpJMDWRuHK9zzwVz8PYAViBRwAspn5PzqSBIaF1OTIkudhUY2AG7wHCHSQo9/iNVuotdicGu7G7edZkRWCEpAxNb4lPcdKMoYQYmmAKyCXyNkKsKTvpiXs8gI/nWoINd+vtFqLuUuMdFebDc/l7U0/93P2mjf+uL3mda+3ex7cbXsPHbIX/shr7Df/8I9sYPMWqwnoDOdLdhRNJ9fl8zS3X3KNPecHX26p7mV2cqZkewUOL7jqKjs8PGHHRqbMklnrkObOrgkMiU+OT0eT09WYFspodAK8+WmVb9ZX+HVIA2ttzQjED9nk8EmbGBuxbmlfQ8ePu5CiGFcswzF7UkKsxWqVBYHwZhfebKM2PzlpJw4csJNHj0rAzEngJKOheL1I2dLoKM/AD162ejfUD0RD93mEqgfnKd1bpHwlqDICpTxPR0Q+sPy5cNQ7rHYMFOqee76vL0oHCoJ+e91IWp0cPEb1i79apAELYGKZVJpYSc27fAMhRRpCgFfZPcjn4SqMqowQvihaTNpmK0S2nERo67YUCUAxHYMAI0Je/A+w9N2HFB/toTF+AnN+i/mi7xCxTgJtGkuvnjv62CPPDm0/QyiTSb/t8isuc+sLICu4YBED1J84OzW2k0aCz+FV2hSdH+0BXoLgMe5zJDBfHCs5w9rLli/zOLFKtkrZYlRi7759vrr79m/eYvfeebc9cO/9dvzQUWsTaEPRB0zwLWRstbDg1huA6fLlK6ysb7oNr2lJQGG9K1TMySwKdJTVphlep2339vW7L0cAqhqOwJuATQtzmVM2NT9tXX29AqSd9oWbvmztyWZrU1tPS15+8h8/bs97yQ9ZqmfA4j7qUrR9kjer1q3zUSLvK3AbRDsnX01q/2qX5HEJeaJ3GPZnjiFFmdJ9XL+94Sdfb2//vbe7FSyl9KXIhxQ/ptZQngW113OvukEAIWf3ffXzAhaLllCbLs3OW00AdsOlV6mM43ZQQCYnPVRfUX9RsdL0tG277CrLq88YG9xvzUpDRt87fOyQXX75xZbCIFJjvnwEepFz5QXFq/KanVG5FQRGBRxRLKcm1D/q2k1f+ort3bPPLXq8h0ylywLwYyQAvMe9n0MeqgyQSblWpZ2Je5KVytvlV1zpO4vhSxTLHgoA8tTLSenAkJOVAn/Z1Vd5/WBRuPPOO2wYK7ZAEsPLzXqOnpc5kbyvF6OhbR2Rfe2dnZZQv53FWirZx2KVqviuKAU8lkja6jXrfPiYhwGRQ5LHrfomo17KmAfmkLOOgYVEKAxCHOKnWTf+IFepZ7xuUG8V8VZW+QRDsGNdq77LSna8aYAf2js6/T5bbmJRn5yZspGTw94GGc4vipewTLqf1eFht3AnlU4WwB4bHLTd999rcwK6jjaURwxMzbQxfXcB0OttjsC96P7IkSNPS2af7rm+h6S6fxtWluj8tKBBePA7MId3Ug33vxM1dm7MN4P8fQqvHlcQVuE7gZrFsIFIB8T9YD4vS0vUBTVs3eM9XaOR58WQhXlWyDEPAqunGrwqxIcf9czg8UEXkgguqoo4g4B0zav+Hf74TgAt4ejb45FM/eeCm+zoj2FcniduhplYUU48SkI0JKAGUKk126SA4iXXXm/96zZZk0AaViiEJG4cxEli/orNq2Fi6aJOchl03rhNCTh2MX9npmydYtz52aI9/sjjtkHxzKelk7em7cDQuFWxaKXSduOP/7i96mfeYluveo7FegdsxXnn2fJt26xDwOLBQwftpi/cZZ29a60WU2NZaLZYpseeODpsqXY1mK5+Yx/sMt71cxL+HTnb//Bunw84OTFuC0pf1f2Xla27t8MmRoeV7CY1nKSvmBsdVhmz+q3AROuiNPgmabwtNj8365P1S7qWUcOcFvDvyGX17IIvPFkqzdvM2Kg98sD9QtwL0uRVtxIglHtCHRXlTZlyDIAy8GRj/fk11S5AkjpBwFJvCIhsa9bjI/AO70IRj0XnkPPAqXsoDtIa40nnGweWqu9x92MqQSwtMqt8AP4CkGQ4jjgJoe1wdIYgKG0AxxFp8nReCCLmDSGoPW+KBx5S9+AasYNPVjN5XIBLHXVOJ8XR49c5gU6eYRXKhzk9+G1jlakA+rNA8plCTU1vY697rCbMg8Pf3hyWDynLbF/X2ppzWXQmBZ5uPEauzSIrOu84n4q4B1+d4t36NeaXMa+coevRkyNucZkaG1e7fdAO7duvzpLNGeadx7E4LQpczk1O296HH7Pdd91jd331Zrvnpq/avbffafsf2iNA1WSb12+yo4eOuAxfvnKlT8MZGZtQc4hbd0+vDSxT593bayOjo5YX+DyB+zC1la7eHpualJJbyaulMJ9SSpk677Li6e4fsB9+2evtif377NDhQVu3cpm1qZ1+Sd9fxyKO3n4HKwwrzxbm7aDkYncPmw21+G5VEdiNOumEvpUUsGJBjy/8iQvqSQbQT6D8dQnQ/OJb3mLv+qPft2YBbOSXJKTauPod3ccDx+YrnuO+cOePPaFyKVhCbRpZMSs5u/aCyx30HHnwft+JhUGNmmQsO1Ole5ebtbXb5KjkqhTEZoGwickxu/FlLzE2bahKoQc8spHEhMqZ+p8SAMUh+9jIpM0KRA4NDttXv/w1u/+e+yUfFl2RZxGMj6apz2DHMvZRR36xEnr5qlWWzuUshbIteZLT/TgGD+UXcJdXnW7ctFn90Iwr4/AI8gZ5x2+U45Wr19qydWutWX3Y57/0RV+Zv7y/33dkc4iq/C+qnJmqQB+ALEN+ccQ5fHtnl8VUBxi52P2NjSkmxGeL6kdzrR3WM7DCrXYL6j/nZ9jNaMFH9NwNlepIEal8hBP0nTG1EdY/XHrNdXbk6KADW2Trou4p2T6loay+ibpsE2Dcsu0cm5wW6JNMxsAB33d19+jY7CNN9CU9anM4I59Q3JMKAGe8kGCZbFd9HToUbVPLyu3flpLxxc9+SpkGCyHGAblsX1mxmuoLqzftZVEyH7CMsS2nch56mkAyQkj/hQiGgCiAf08K8UKN32gMoeM9G4XOGGZNZ1j5y7AjzwoEUjEEMTlOanFvgEmaeXyYnDlH2DKnB2tkiC98F2pMX+N1KPwm8FwIzvh1AQshhMM1jvzOs/VdUkJX0RXE1JdcdZVb+Iq6PzEV7RnqAJV86xqAoUWCRaLd900dG52UliVGV2NB+yYNhUJZAHK1GmvcBgcP2tI87yC79D4J0fWCohuvttjYjM9M94nFZeYPSaC9+uUvtnO3brFHHnpAwqps7BOdTMWsv79X2m5STGw+r440pRjWVVxpafUdrSmlCl+P80pPQQWjuJcWPP3kNy6hT3kvVdAuBZyLBT1f8/cRBAwRU3802GkJOVZSFtjkPibhL4yUy6Zs+ORx62gD7EXPowC4EqB8B0HFt8IcwqANc+9M4p3wPARAo964zjXmOBJPqKunosY6Dzzgk9hF4RvhPnUfeCukF+JeOIZzngnPM8WDZ31Cu8jdJildXp7iiWg4WwEQqaO7M6Kjrh8B6OHIhHHPo/jF/bQJuDK941l65hAyjeFD+B/LNzysKve5Y1jMp6bmTvHZ2Sjcg+dC+4IPaQeBR/l9tjjgUeQNAaA4K8A3xUpp8SIWGIaYw/24AkAxJeiQUHeHX0Zp1JIHaWtZWLKS3v3qJz9j7/xfv2sP3f2ATQ6rUz45LkDEKETaJnVs0bP4OmR+9+Zzz7ctO3ba2o2bPW1HDh60zvacdbe3Wkt13qbnJtRR42Oy0xZqGRvX99745rfaj77ll+3A6Ih1rOix4vyEtQjsDgsEZ1PRXLuiZNWWLZsFMg7bQcmgplTCRmembEHyixKgFaOmAvKSAiEFlf/8YtUK6nOKCvPzC8phsx07uN/a0gJiy3rdTyZSaXR8zNZs3062fS5fVhdrSwDACKwCR6sqRyxtXol6UD2Iy05WH4+eOOkLE9kiFwsjVsRmxcyRFcm48HFwM5d3S6ArF2OTAtgz7lP57rvuta995Wu+ejiXY2qP6lvlSfkxbYApRRg0kgKUaSkg2fY2hg0FrvM+F5YNMQBsgE7mxKYBl7o2eOK48wv8Rx/gMkd8yG/mMiaTKevp77Mv/stn7Td/+7esr6/HLrnkInWUklEOopTfOp/xbuA7goN4XXP5KflFnHjvCCvGE1KY4FveBYwiE3mW0RquIQujc2EBvUNcY8Mj1iqlAaf45IM5ulBF/bIeV7Ki8sRLwIz63osuvtQ9lWBF57v0M6SLNob1lTUIbOvY39FtK/Tc9PiEWy+HJ8d9Wsd5O3fYtID2Y3ufsJe88uW+GIp0MzUg9AuUF4GFsT7/naF98exCvuTW46dL39r7fQ9IZfy2FgdlkYCh0AmNxHXozOv/Wmr8RjgPheuMVcfY4R6dMswK44qPFBKq2IK0DJ4SM6IdNrODgd7F4qNrACS0GSY8w3yscMRyBFOgFsBIfJN4Gzt9vodZmt8BoIR0YNXUwY8xMQarj1nt5dai+nNYwoI1jD1N0Tb6ly23i6+8yjqXr7ajauQxNei3/+//Y2/8yZ8ACrslwatAabRFCWMJkGZJbFYYT04VpOF02uTctCUy0iQlZPKlvG3ausFuuunzds7KTdbTmrTFovK0FJcmtWDzeRpDyXrbu6wkoFkr13QsWE7CYGZi1s7ZuMoekfa7ffsGpZn5h9IMi9OWVTm1ZjuUhiYXSu1tGWnVNZsaPu5W5bm5WWmu0hIF5JljghENH1m1xWZbEEidnp5Uec9LOyxYfmbGhQDWZYYG8HMJKAJEw079vb0+qf3wgcN6vmJ7HrzHcPDNhPqU0lkv0KiuVJZ0nkxyhhfhERcYIn4jVHjm9D2Gf6OOEotLSY20vaNDdR5Z2aMON+5HBEQkCKP6h07Vt8KpoW2BbCybDD0cO3YEzUHfYJI+Wr20eXhFoSLETjoCT4W0Rm1IglJlgNNdHNdikYSFGUphaMldTek9nmSYSoxAg9C7KjP95l3yhuZEfAihkGcXSDpWJaBxspySIM9J4LmTXOVh6MjRZy2SzxASW56S2RV1PIV80ZYt67eR4TH767/+K/vKV77s/AD/wcOBwjnX6RTpEFlYEDq0wPPw0VNRi4QuXyagADFHjHfVOJxXE2pXTH1h9SvW9ngzyqg6bclEFrLE9SbDfwmBGfbpzqayNisF/7FdD9qeA4ccqNy56yG1gSYfvmTBw8TklBIvxbatXfll84mkdfd02wBz6PTZWNOS5NqYtUnezQtYLS6RPxaZJW2h2mTLBlba8198jV1z/VXWrvT+8pt/3h4fGXcXROlcxgZWLCdj6iMEjJTWQ5JD7tYtlRJYVjukLSqtGeWP0YKa0s/e+vN0/rrVhuqvhMSbFu2//dzP2B/+8Z/aMLJS32/v6bEdl19tu/cds7l9+xXHjLIieaz7eOuYryWsY/0Wt9ANHdpvaeV3KSW5qX5rqbRoo6Wq9Wzbam2pFhtS+cSl/OPq64qrL7HJ0WEpnXjkmLe5eSxleVeQJyYm7bZv3G633XqbK8umsnZPFMoboIsRPab6MFzbIXCVUh0AFJtUd8g6VtCv27DRfvDGG+3RPXtsQEDJN+xQ3ju7ux1csV91RYoMu6tRH1gh4R0WvbCif+/+Q/ZTv/izdvdDD9h5O861wvSM7X1sj5RayTOXV5GcxNUbXjuwpIbpbplsztcjxAVgmZJWFXBlkSaAOZNlu03S3e3D0nkWas7Pig9UL4pTkfp199yheEnPnN5jSsaOS6+SXBQYzKZ9TiZ9LO9UJE8BeAR2+5nX87se3G0XX3KJyj3h4LyicgtbLsOjcfEF+8/PKH428egfGPB6WFS7pP1Q3mvXrZXysN9uvut26+vICQuUpGQsczleFH4B5JLO5uaE0qz2ITBfkEJQklJRLAq85me/vyySwmEeJHb8SMMJRywcT/qtimoMjYSYOltofB5GCe/B2Hy1cbWYMzvgsCGwUIJKZm7j4mJcV+i828RQXc4ENdffpBWqITPRuKTKmSnnbaFZjU5AqNIsoYplUH8tCYZE6VyjodKQrkAuSBUbftBqDAvCGArVmNLXLEbXNcBEVd9AuDTpUBaIrUovYNusWB34iD1sMZWzSYGsc57zgzYkgTGjzwCAU4t5W7uszd7/V39pLQBHNrhPCsClWtV4BCKFoxCG+YIib4pJ2MVs2cp+gUOBUKUL7d4E3JZmFZS2+ZLKWMnDuWpcQiahhtQRb5ZwHbZyaULgQnqzvl0QwIw1S8NaSlk82y3NskWacYslpf2PHpGGrvKsKb5kG/NiYlbQe9VKk+VnBQzn5tVwcBukshTTp1tSVisJbDdFvtjKFaUtJnBfZZcW4oysYjiuzebakWXipZLlkq3WxoR5CeHdAo/j48esMD9s40eOWWdCGrKUBJzesuiEvb+ZFsAwOnOBEu47T2VyKkSWxlCPQTNOVGMqo5iES8LBYmtr1hdGsYMN/EVDRaNnMjqLoyIePM2jAfhxXFoUv9CvqqKXaqXIGq78ecerumhWmhbFF4tKH/lTNypOUO3H9T4gXaGm9DepXBBstCHeLapsK0vS5vEfqmzB37qjelLQc/FF3mGIpuqWR8A2acbnZUXxV8XrHnxejRgRrtWzZb1DObB6PtqqkXJ6amDwLH2fkviTwAhCXNoXjr5r2Rbr2bDK3vne9+hc7Ui8iaxaXFD9qx03i5exRrXlojaLexJGc+A8jgQWxXAM8Z8ZFpsrkqtSZmmKAiJN7Z1WkVxuFo/SfwBUUJKQgQQUQamptpRucl+AS2nm5C2Ip8X/ul1alLxQWjoF3CYee8y+8Q8ft/XdA7Zv9yP20Q98wG75+jeU7iZLLSVt797HbXhsWJ17p+KW8mxpmy2wRWKLdamDnstPKy52fAGYLLhMrArgCWZYoWWtFVu22HU/9Bbbc3LKfv4NP2L77rvD7r/5JiuNj7jPQxT2+emT6uzbbXRuRM/X7PDMuMeRV1s/2bLklkgcBvVJvvQKTOHXdkYyc1pFPGcpK8Wztu/wE3buyjYbYfHPlVf7jlfTj++2dAI5rDZZnnG5NFNrt75tF1g5VrGTJ/ZbVm21EC+4tXax2mwFCe3F6WGLHT0gkNtmnas226LkXS4RszLDtZJPC+VFAciiZL+ASWHJDu8/bt+46TabHJm09kyblx0gPqrvguSxgiRU+7KV1iHAx5BXU6tAd3vW5XQsnrI1azdYQf3LQw8/ZjvPv8gqTMGSTEmprmfU2czMCbzOFCTzSpKBAtf0k4BAfas8X7ZMLGfTpVn7yAf+3oZ2PWZf+MfPSN6rfIpVW1SeKszrRG5JAUAGLios1STnVaO4rGOfarYZxFJXK0raFcq+wQb5oN9m449ipaS+Te8IyVfxCVXHKe7eR5yIhRHXfPTTyP1sJmdFlWlTImdLzcprx4B19a+xdHuvT70iAOZdjkqeZlszdocA4JSAeKd4q6h+daYw674i1ftboi1tmU5xgtoe+2UPHT8mXURgkP5K6SqpXvLlJtu4baflh6ftqp1X29Kc+tKFhK055zJ77wc+bn/ynr+2nTsv8t2gtm7d6tuFMjrYovZVLn67PQyeTJG563tM4q+3AU6eimDAcCRInDyJwv3vROF9iE46Oj8ddzieed74G8GEfyh2lGljP+tsxjqllc4XATCYyl1uIRYFAKpu2UKQBgrCjVCqDxUHIBJAiP+uP6MLTzoPpcTvkC4I9kP7RoCqOVlKGlVTIm3CbXbdc18kEJOyWDInTU+gyn0Opt2MzTZQuNVZs3a9TaFV4Sxb8aDtIdRwBkwRAbLdbYS0LtzkYA1dEIMfOHjQtm0/19oE/EZHo6FytEO0vcjKgANZUKYabwVApiaga5MSnO3tbQ5KPSi+e++9x9Zs3mCt7RkHfe2drRI8CPlmmzox6Jr4xPikBCBbdwnwxqSVC7QU5iMnsnjrx5UB9YD1jKEW6WUSGs3uMJbSoozLgCrdeeKRh604OWkLczP28D33WEppIM0ukFS2WCAhBAHaHUMlpCdaHe9ZkoCIrMlheA5iGIT5MAWlidWFrBKNSbNtQTipHL0uRY3191TEM76NpjoKnCvz0RUSKnseecQn42N9cUsiPMPzXlm0EYFW5ZVjNBQNPypvCvrPNWZANn4zmT6A9h0smJADWOqKZ+tlEohzyt2fUdwMg/szOqes+AagkzogDQhl2tvoiZPPWiSfISTWO7VFIjxK/cID7LDx8Y993N70E2+yT376U945DZ8cthQrkjs7fOhSQsrbd7RTScQ/8DWyyxtVPRA78RIaiYWBtC8sV9nWNj0UueRh/uBTETPVLZGxZqWDtsIcXxQ6t3JJ/rAoBQUIpW5G8m3f7ffY7Ikh27xmjfDBojFSMTE9oTYt4Kt8+rxf8T+ygJEmXMCVBUgrC1Xrbu2WgG7xOaOmeJlvRotsVrtcEmChjJifvG7zVnvR81/irodGx0btb9/7N7Zp/VrLCUhlJZfxgYjViO0Uk4p/LD9jTUnJfcXtyq3iXdC3lQlrVXqwM6CS0tbZj/xn3vjT9uZf/kWfO1mYnrTCzJQl9Hyz5FJM4COWyNqkOohLnvMc9WNpe/T2WyyxwC5eBcsy1AMwEi01xyWvJ6xr1UZrzaTs5JGD+siiWxJxxSOBaicGh23/vsP2pS98xQ4fOqq2r7pMpn2BYFbgL9fRZT0Dy2356rW2ev1GW7Fugw0sZ9FIv+R9h8+RzKlfatezWCmVSfcHiqP5Nt3PplPWIZnPFBv8euLShulW7MbFegTmvCMn6QsA8MMSNTNTY0pC2n08s2AK664vsvFeFGaJZGPBXepI1kupX6piyWvxRZvwBDKfOeooSbOzUhIkz9o6uyzX3i4eUP9TKAnwRn4o3eOJ83MkB12BEthku1/6n57ePutYvtbnjPJt3FV5/6FjQso8fQQGJLbUpW9mJTsyenxsxPfVho9K6nPxBkP74Dm3WgsEYo1lupM7Jlc8rN2IQovNq20MHR+0x++7S/UuwKo2k1S/dM72HbZj5/n2jne8U33KgPqCKc8nq8oBwIyULVWrT0tm/5cGkgHsNXa4dHR0jo30dDpkqDGuELeu+u9GCs8RGoUYv/n+IoJHlegWQ72O6wkaszEpVs9FQ4CAFrGstB+AFdEgAPkezMPQeFzXG0EFAJLfHHmea/rPg6dHDM1QM2kK70H8Jm6AJIKRlWQVJWymtGg/+MrXSgOL+RaDGQHD8ckp39c6q0aKY/QTx47bieNDEmTDtuW8c31oQW3BAdN8Ptp1wEuIi2JMhpG6u6W5j0950mDeVatX28gITJxX3Fmlg+H1qCGx0g3QhgCg2gDZ+mHT0+MSEK1ErMtsbdVsjz+xx3qW9fswayaHqwPmLWZgZhuVIOdVGuGAgBSr3BAIRaWPoWi2fiqpweB+oUWCFNP9fGFBQl4KWzIjQCwhpAgBOHrLHrjzTpsaonHdbyf27rX2bFZlR91EVmKIemAaAkMJDPOyapAq5JzV83F1CAwp+2IBBQf8ep/Vd1hVauIPhmFibDWlOOloVYtPqvPAX43ngUI6ANkAWaYwsF9rRuVz6PEnHLwCIgHUCDi+ATGZnLgcSOqI5ZWhPpyU0ykybxHLYVH1VRCIxrqJA2fSFeb98J6npx4n5wFQOlD2eFRzzKXkedfGI7DKft10QsEqRDthfs7EyZFngeQzhMQWT9prO/BqNV+2ZQPL7GOf/KT906c+7VvKrdmyxebUQYl7bO3G9eq8dthjTzzm/IRSmVSHDJ1qA/UQfsNfjUTzoZNESUThhbdLxbwJFtafiMjjqtNCZcnOufgyy/b0CPDVfBtXFzD1LAAIaUMugyU74y1Vn0bz0EOP2NDRE5IVo9am7rJYEyQV2Dj3nHN9i9WDhw/7FKVsW85BSbSvdNQv5FI5xdPiQINPoYS7jNBHca21tCQgKKDAUOey3mX2shf+oK0a6Lf+tl5LSmYfPnBISnHV2rs77KTkc1dft1tqUVDv27XLBoeHrKw+Z3Ry3Baqcz7yVUMZ1rcUbSSfhC5/69d+1f7yXX9kLcwdFxCm02eYNS8A2NK/wpK5dtXbjA0//qi1JtS+Z+YjP5Qqd+ajpgVSpoaHbe25F6iCyza0f69VlY5JKaHUzZGTozZbUg+Ta7MN52y3zeftUDjPNup80znn2OoNG6x/5UrLAL6QLyoTxEVRfQyOxWcF3FmwNCGwOjk2bkMnTjgwY2ELrnYIU8Mn7fjhIzY6NGRHDx+yUaWnt0eAXeljSJYhX/gFl24sOFF1mqSebVy/3tasW2uHDhzw7SvZ+haLOHLK3epIhrFRBgAzpjphSlhSIL5Dchsn5KyYpy9j6NhH21Ru7V3sItZmOPWuFuYtr/fdGKIyYQEYiw2r9AGKMy/5yrsoFBhrcr0Dys+Ig92y0lnGTArfNqn8VOYuy+nDxVP4EXWeVoUdO3bM/T1DYV4y5cKwPmmCd1nwRv81qvhpFxiUJHxtTEpKMZ+3FT2tlhfwXrZ2Ldjfdp5/od1//wP28COPGb0tvj6Zj1pWubDI6ZWv+RF76P77v7+AZFwNIAiOxo62kYJgAFBxL4SnQ43PcX5KyIjjzhZHoxCCwreoqAUxCR0uu4jgikEPu2Zt1ZKDOVaj+TsK8biEipjVrUr6lmsgYipsiwgb8kqcgU5ZhfStAA5IiV8HwOo390+VRf25WCxa4ecueySYFyRxeldJu+3qk/Bp8e2eFtTghsVkPb1qgGIzgNHoyIgDlENqpNc/9/k+l4/Vcr5jTj1+BwlqlMy9w1qpUlD+4zanBjSmxr6sb0B5rrjAQdOmPEgLDZqhVHIAswOocXhKhphXxPZn7FyhArKEyvLk0Albp8YyPUPjY/5GxZb0zeLMnC0J1DKMwrZaOYFg0uxOkPWdpEAoWt/UOJraojomtjjDAboAjdLKVIN0Jk0rFwiL2+F9D9uwgOngvn3WVCi6659F9q6tl2moAwL5B0wzbyUpTY8diQBoDAUwd4aOIQKQqhO9yzlzvjinjphjwwR15gzOMidJGjplwT2+Q/yBuEZAOIdvB97gm0yrYG7QiSPHXHvGKk6Zo6me4hvahqqLWLGE0sk6gAX06Zx6pMNjsvnkxJhPFGc3iViC7caiCeakIaQr5IMAhbQxFIgw5jfxwZd8B0HKs4tKH9ec9Dy8PjM++SyQfIaQqvZJQDJQQrINWchIzbD46wduvNF27d7lPmS3bNtqA/0Ddvsdt7nnB+bSIU0Ige8DwX/hN+eNATYHSCKW8NGKfGXBwpkWSZ4NVGuOW0H8WVObzQpQTKsTdp5F+dcRWYJ8wZrEYhBrjbnLGeb4sF3dxNCI7d31kP3Aq260ocETdt8999nmjRtt9Zo1an8xOy7ZhWxvz3Xa1My09wPedpRWQAFz51G+fBcy8ozSSlvVO7Qf38daf2zoAODEjcymdRtdkY4nYr6ym5XAzIfOtmRt2cpltmn5OgHkBbvvvvssheKt7P7zpz9t9+zabRu2bhFoS9HL2Exx2n79l/6b/c9f/1X/JgBjqYpBJG69m7dbUvJ07NAhydgpdWGzvl0k3QjDvcwdpGzY1vXE1LytX7va0u05m5mfUb7MLtxxrnWvWq1+psNynR3WgjVMiGpsetIGDx+1EwKFBwTiDgtwY3Rgrh8LTksCisylLqFgALwUqAtWOUfuw7DyzQmIzbpj7DmBZXwHszKa/oJ09fR0OfhBNDHHH0LOAtwYGq5IYd4uIPvA/fdH2xzqG8g4dgLDyOGub0QAQVafs1CQKU0JyVTyQrnsV7ozylOeuYf6JrK7q7fP52oWUdCZvqZ+JqF6hV/p+5cEAFXEPhJXwwuK0kM9b9q81YTvBWbzvhIbgEp+UBZ82hI8Iqamj8ViQbvgD96GJ6YFtnu7e9xyiMyn348WOc25P2LccLFwi8VuRfWdYjbv+8grvLNu9YCUj5O2fuu5dnjwuPWp377j1lul8GRsYmTYLd+z01PWs1xKzate6dO6nnjwwe8zi6TAANTYiZ2N/N63uf90iDhOf+d0XI3fDR156EDDbyqbTpJ5dPgsY9iVCuS4VM0LHFX8WRo8YA0TfLRAIRKKIR4CQ5XhPNyD+CZCid/uL7IOEgDQMFmIA/AAY/Mb/1sMtwA4ymLBpIDjBVddZ8NTYw4oSvo+WhbaMQ5UmetXEqMNqqGkVfZpAdF//tS/2PXX3GBNapS+eASh5/lHe6uKmSNXB7h50A01yoQNnRyy/t4egVIBRQkbFhbRQJbUkHkW/djdyoiZB48dtb6eXgGreTWuGR9OyOhbMDrPtrdJcOtzMxIcs2osx48claakPKtxlWZn1ECZj1P24XY6A5WEu/AZHzmu5yd9NaMDJhqo6gbXP3wXQb1ty2ZLidvvv/sO2/vAnXbgrrstqW+1IEBqzPdD0Ec8cKpMyX+9nNMMiSkfWH4Z7sCizG/f3UJlRP16fSlUJRgiK+Ci5WfZJH9BPKNOgO+pXClbiGe/HQXeYFI2nUyvyhmhy7aGVYFTttIESLrFj7giVtWxyb/BvF7KywGklAjSxX6r/Gbf7AkpFeQNK2dzHeCSJr5JnghhW62QR8AiFLm4iDpfdyGhuiG/KBQRcMXKHFlgcFfCc4W5+WeB5DOExCJnBZKLi01WULvGN+1DDz9sBw8etkqx7D7xDu0/YLd85Su+QMCkcNAmmKvMyIgYrB4UST1wOBtFfCn+lMzt7O7lgg9to54/FeH/sFBdsHR3p+UL6vzHRi2jtouCCciTqHai40YZomOfnS+Ld5vttT/x07ao9nFi8JDd8plP+77Qr3nFq23f3r0CSQe901+/fr2AR05xFzzhLNYATAb/q7SzhOQnpKS4F4uEvotrMkYu8qWydMMl3xOaOe7IurTkc4c6+c5ExloFaNOKb+L4qNoVu5QxP3NJSnXGtmzZYjv71lhfrsvO33mB7dy5w40E85WiHZ2elsKbtLS+39WZtttvv1X9jpTPpaRNK58rLrjAOtu7bc83vmHtEtPNzQXJG8k5Jt77XLwI2DC6MMsWepIfgluGz0JVrI1JIcdqe2jvAe9LpgTQx08OCyjOWgsWT5VNWnIlKwAn3Gls1bggEFkRAJsXaEH5r7BYhSlGAi5FgVlGlwjMdSc0CdDGVS68KwZzWQIgbmtvU3mz6xBePjI6Lvn2haVSXn2X5LaYFP/BgFWGr13a8r56Jfoz+irkFVZK3vXbCr6yur/PDuvd2+69x/7sHe+M5JxAIVa/bGu76q9mc/mi2CTvVmHq3HdSkiLCs/gc5SK7xABg8Tu5cdMWm5+ddLd0S5Kfvq93paT7TMtSf6U+w8Gs51H8XeeNjGR5ga1qdZ+FNf19/eo/592YEXwRu2FL8hYgmZXyAXClfTBPc1Z9JwtLm5IxO3n0uH3+ltvsPX/xF7ZZPDs6eMyOH9xnk+qP+1Yutx94xcusZ8Uy+5evftlqen7swKGnJbO/fU/2/wMKHeaZFDrxRuI3nakwlBhRwkFHt8SJSZAOVCqaW+iIXSwJ4HFkL2ICK8M4ugasZ3iWDhxGQNgEcOHMVE9b6NwhjiFwnXcC0XD4Hm5tmCNZFjOmxGzuTFfMihaXzaVtPj/ji2YwCzZhj9dz7a1ZaZfn2fv++m9coIVV36QN34w45oY8fUoT8wdh3M3SfGmIaI8shHEHrABJNVL3pcVkZmlUuD7KSGjPzE5JCLEqDF9fST/SoA8fPiRA3u7D1DldZ2iFSeRzAohsX4g5P3Iym3UAv6DOCLM+Ia9OhJ6AZ0hXpUQZC7ghMlRZSxJGbAe194nHBSTvskMP7rKcgCgLSVi44+ATsay6DbxA+VK25J9vtuCWSJ1JOtvqbir4zXAFIKmCpUFppeEz9ETwOlJcDG35IgAFBE34BvdD/YZwJjXeY3id4W3yrkg8BF5h+Il7zhPiNYQ+55QFT7ilUAHgF4FJCU8El84jnonyGgL1ytHj0zdC4DpHT6vyAwWrI/ki/sC3HqfS4RZs/XZPBc/SM5+klLL6ljnMzG8rCjRcdOGFdvtNX7H9jz/uDrvFIN65MnqBM3Da39nCUxHsD38Sz6k2UD8+FbF3sXpiK6nzjsWb3eKE3GC0AdkbyW4seIpbbcimitbepLSWFm1wbNIGtm21q37qDdYswFKezdtb3/BGu/3mb1pXW7s9/OBD9tUvftn27t0vAIcbm5RbicoMJYvYvQUqMerBSV1OSFAKEEejKljUeE8CJ5IfAhBYqprKVUtInqaV6Vbd2L5qtXWlc65QTguIuccHAc6kcF9W8aQqNcvUWqwqcNGKjMpgoWq1wakRe/VrX+0rjNlxBlm5guFmycGjR49KCW+x/IxkLXMykYYCVsxtJk3suV0qzSu9+ojygDynHMNo0vK2LlsmcNXWlLBkReBYfZzNF2waN0AjIzZ45Ii7SRpRH+D7PiOni8RX8aH3ZoCi+olmFvep/wihpn6LOiNU1U9gERTClpwBuC1aRn1EPBY5sUeWAagIyB9kXDzBNCMpDxlGklpsdm7a+x4UGJ5H+UVGuryiWmIqR/VRUwJe511wvk8hSGSjuePINfoCArKO9yD6VBbIuFLt3130vof7fINA+pjLSJlX6SNZhFgpqA2o71N5s8MOu4wRMDp4PuBV5UG9qMvSMA/SZbbS4/wvgnfZBYf7XOPbXANQ8k3Skxcvbt682apNMevfus06BSqZ04vvy57uDpudGrdt5+20G57/ApuYmbUvfOELdssdd9rrf/yN/o2nQ6dRyPeQVE5va2HfJxoQKLz+16SM68Kp4O5RPDy1kGlZ0nMIGgEqLFYsbuA3Zt6om6UjVBQuMnTPnZERnyrML+m7fMLvRx0kFJjEf/uDEgxilr6Bfu/kARHML6zVmn0CLkIAgVCl48XErEyK1byRNickSJojS13UD7Nogv2Yk5IxTM7mOkAhskDSWVNRAFd3C6Tvo+3qi27i5si343og3rzkTDQ2NWuJjgEJyH4xYE6AR8y5ICCWStvQiVExb8xaU00+KdmtmGJaLHOx5rKNjU/bMuWLVcster6pKalvS4tlk38xLD69aHq4weju7rVj+w9Rej6hvaxGhWWU1OE7sCZBPHx8yFYvX+nuf9zv2+SUdUhrYkiZP/Kyd88TtnbdBpstKRaVF8C8VmS4SoIxEVNaCtI+lScHvgKmhw/aCWlSlflpVYQanwQkq4MXWEmnMsi0t6qMW73e0yq7ZuX965/+uA0feMyyHn80P2vRURguQNKW6uixBFsQqrNrZq6T6oe5g/xm9xj4D0DE/FEm0hMW1RHiQiGNQ3DVE2EJq7TKgaEbtFO03UjjFbCtg3IAJpz+pABj6rkllSSCMCbhx0RpdodpTSdsfnTQFvOzPrxfVPkYq7elNaIMYD3GCgzv4NQWgM2kfhQdnIGXK1gwJZjUMTHsPzI8KqGkchIwbmkW7yj9AIAkHWomZykcAGeylpFwxerJxG7AKot7oqF0acB6nlXcWFwY3qHNsnKc5kQu4APKlmkrDCMViqVnLZLPEBIrvI02gexypVPyFvZdEs+++AdfbCuWL4uAxNioHTt6xNpx76JnsUTC+Vj2HSuqTUmquqyUqH5SeCqKLeqd5oTV8EHIaFAsYfnJGclLRch7Zwu6VRWvdyxbLbnFj4pbqlDwaA+khe3iUmoHDD9WJQdaAE1q27F1m2z/jMBMJWZrV/ZZQXnAtdWhu++1b3zhy9ajvD3/imvtrrt3KZ6atfX0OgDIZCSDvP+hDS75lBvkDm5vyN8iv5V/ehPUdCx2WALnJfvLus9Q45IApR8xSKi8GcvIqLCyeq9DfUYcY4AaHPLWbWB63ufJSwYw17MUr9jB40fUJ/RYR+uAveENP2Hv+oM/sEq6z5Zt2mTV6RE79NCdqpdJxa18MY9a3wckYh1jC1n6oXQ6KUU/ZUvFaavNTVi6qj5OgIgdbPLzsy6nWJENsC34VJ6SZI9AqeSYkiSZIQkn+QwA9Dnayk91AYODykNlg9GB/pVZYcwfrUpuIp+ZZ4irIhR95lkzZUuPKo1xW71ipc1I7keKQEbF0+zpyKju8Iahh/Wg/inSJr3XIoDNH36Ga4oEeVsBrKru4d0m9dmL8awlOvtt3/Ckvf8fPmYf+fsP2MFHHhKPLFh7e4fPxXSvKEobi5YqRaVM/OSjMUoro2wVgUt8imJ1zOdZnFWzNavXeL8tGei/fbMH+jjPO/I+UvIJlIkaiBIeBZQNCpF594rEJqVA4Ah/cmpG/XHW58LiFo64sYQvCgzD8s2KA/1pbHjMPnPHvTY4OKz+scmuv+G5vgPOP/3zp52vXvTSl1uv+t5vfPNWe9nLf9je+1f/z85fu94OHzhiU0PHv38tksES8q8hF0gqbECbAzdKVJUAEAzhSUSLroeor6+fn/Es6QmaAOmj4gOw5Dk0gpoadCypBkhPCiDVdSqTYUXcEsDMAKkaJn8xE9pDiAfmI160F+ZxMNTP0BHFgLDAOXZScbc4aJDgSTGUHP1G22JLL57HItrW0WYd3V22YvUKgY68wI+0R8WJloRGhQWVuFi9jfNRdhpgmBamZcj+4fvvB6NYjpW8YkkvEi6IQpm0t6cdQJPmzp5ud07sc56UYEz0rOhmXgmWSLZ0wpcWxFyOqH6Ji7xL0NQBGu5iEDq+5ynzK1V29A18k3LhGPKA1oZvyKCFcQwTj/t7+1yw4k4BMMs8lKETx+3ovv2qY8UtGWMtSYG/DpVTv7V3SaNr7fQyiZyQM+meuibPzMtUGarToWOcw2fXzIz/ZjcE0tiobEDkr5H4HQL55Dne4TfnpwO/o4APOoT4uedsV6fVZAUBZt5hrmZkzVYZNqmzUIis3uYaK0NyczOjlpGSUC1jIZbmyzCU6rYqkA6wpOzckqEyDeQWTR1duCnP5B0fkO3dPQKXOYtLgKZyrX6ekPByK63KHCEO/z45H1Hg+pll8Sw98wg+CLRh7TophY+7y5wTxwZdfmBdhO9pp1DgicAn3y01vg8C9HlvoIGzEM96XwIYkoJEU0VWM5cOP5ghrqo6cOQHv5mH3CSQlsm2+3xx9sBmJxlGdfY++IgtzMxbb1e3bTn/fBJhX/3CF+13fud3bPu6NTZ08JAU3IOW1zMnR8espLa6SBokVwuSRYBCBHhMbRarn5qbAgqYolI6pJ75dJ44ZaM0MWwq2KUgXOQtU6S2Sdtl/+S0ADULcxZ1bZF+T9+ilCt6tqI+aGLohOUBHOmclfR7xao11tHfpTgEXuamrKKQVJJwG0PeGQ5lFKcsUMhCEXY8IyxKhhbmpMQy/OxzCpkfyNCzlGalinmNWAp5Dw8a+uEymOAoXYF5fgQsqDWMDJJlPIdjdO8LAfQO8sK0GYG/RMrKVclNASA87CRUF1t2Xmhbt20XcIqcg8N/1B99A3Ub+orGEPpqnuM8vOM8JOLINBy2qbz08svcynfh+dvtr//iz513Ib4FL/E+75JmNxh52imP04G0IGND3wBPMaLmq7oVMCwwBSwEH2ZvCOEawJRyAdS7X1SVp/tDljKDa0Dfhz0eyfF2yWd2dEKpp+6Y7sF59/I+279vj/39375fmCFjP/Xmn7Ft5+ywa6+/wbZu3eYLvtgD/LnPeY695pWvtu1bNtuWc7f7hh5Pl/5LSHn4F99FgWBogsr77OQmxrMTtjsqmE4VhqIyA7MECsLDCaTSQKe+Xf9EYEQYKNxzz/zEoWustML5KQhorjojibRok8OjVprLe+ftglTCwSdW6x1M+Oyy0t6asUoqcsqLjykYG/CAZk+6Y/EIPBGib0bDiuSN34Gh6cjJayLd7JbImhrqzFKLrT/vItt06XV23533+cT3BR9WkdCV8FkUkgLrJuIZH5r+0Ic+HIFCAV72qx6anJXG02s/9Uu/ZNNY+8iH0pZtiYBcAAg0JtKBv0bAO5oSAGxydMSqhZJNj49bX1enP08Z4raA79AgY4qLusJ6xv0ZldfK1atsWo0NYDk1PYlq6qvEW3MZm5odFThl8U60sGN48ISDHtwVoDGTnm5paRCgle/FBN4RVgcee8juufWbAsYxywp8A75CudLQyQNUY/6P0oLg4BiEjj+j80D85l1/v6qCVH12Lx/wb3q5SMDRCAFsENcDYTVYtWqVX6McnkQ1BuPRRvVt1Reb7KNhz06fUFrocbCC49YIC4pAnIQm0wNQLPBxmUrHbfD4YXv3H/8fn7P1rne9x77O8FvnMmnMrPaTtlyr+oR38oVVlPqAB7HEMDzfgsNmLB1SNhyoY51V+ZBn6j4cFZkPG+EWpKg00hmQJ9IdaW9ROVHOxE+5jE9MPaDLF/vNZ+n7mlSdNSb1Q4G/Gzt1roX6p+5DO4J4hnOeIWBx+m6IUadaLGklZJj4l72zpydGbUkAp5FCG4V/81KY+zZvtSWmpkhGnXhAcjGp9EvG8IxJ7sK2ZCWbkxxt67WYeJzpQVe++RdsRDfnRk7Y/o/8nbswSqsxMie7TfJtRrw/PDLiVk6TIv+7736XtfYP2Jpt2yzX0SnFHd+5kt+SeEgaHHXhcyKm4hAWiH7TneheZFQFmHkWXGYX1GYXsEqpLNO1JksprcwZRPmjRL1UKUfyy6n/jMo2KcAyLoB3Yn7GWtJJ65US+OBNN9lPvuGnfP409eKbNahPYJ4/8UhdJcZT7Z4jcbtFWUS8QWZyHaAbnoG4z3stKnPO+QbHcM/vNyEnSHM9Hp2jHBMb+alKFsbiaVVwytZt2OxeN1BgWUTiZTI7o7ICsBWcxxj1wCLqQ/MCWSzsoXwDednU0xcZZSLDSuBD0sh0gq6Va+yy577Q3v5Hf+zD6eetXW6dWP3E2wMDA37keXgcbIFyHvoLiP6ZOJuWIrdEuP0hfRdcdLFNCNCHtgHxXKBQnoFCungeYB/iJ81c4zvPf/nL/ffIiSEfrWSlOwOss4slVwyYCoCyUq412/DQmL3wVT9uF1x4oT2yR8oQhhgsuS0J+/IXPm8f//AH7H3ve589/NBun8Pc3t7qCsHjD+96WjL7yan/L0LOaCrIULj8DiEwQyMhmAhUGM+Ezov3GwPvUrneEZ4iABnf4zswG/MUT88RI/AuDBQEZSC+FeblQW1tHZZpa7clgbklPVuqoEmqsaunZ4N/rEkE33RfjQwA4EwnRiEuZ6yGc/8tAiwGwNjWnrP2jlY/dnV3nDrv7+uyZDohqdRiIwIKW7afK2CRsfbODml0VevsHbCungHbf/iYDwdkBBwWJRxHJqasWcIPdxDET0NcOdBr5WLe/uyd77A2CZ+ZqWnLi7koC29w9TqgXCB2ZqDMWZ138uRJm5qYtMHBQevu7BLTMwdFQHFmSuWEFYzyjiY5YylkF6ATJwYFrlYIkBTUAFixN2szEgTMxaFs0TwpC8qFb1LmIS385ttMgh4bGfWVbTQoXz2u95cWCrbr3rutWwKffW4BpuQz1CVx0iiZ04Q7D+Zs8T5pYT6ir0IWYHXhfpZAHKSBQB2Fc4h7NHrSGuqU88a6DffIC0cAGVr6FZdcpORHc4ma1ZEk1MPgKiNSJNhaDPQoHtL5zPS4jkv2/Oddbx/+0Ads87o1ynfe3vKmH7M3vu7V7qC8NDvvQz24gWAoxadMKH2UXdRuBNCVI1Z5M/mbBUsF8UBewpT5Ou7OCMCOlbfeBEl7EGykncC1kCfKgXyF+8/SM4uoZwj+4Zw25W5V4G3VN1MgOPdrdd7g2MgPIY7vhniHtwA+ZXavEsV90d5pHmuM37/BUGIzo0XI8qSDEjUmvwef0hZCW0a+5OcL1treLiEXswKySl9ctna9gzkAHHmgLeKipkPgFJ+IbcmENamtvP3nf8k+9aF/sJmhERs5ctSOHDoqEDFlRQFNTAtlpW1Ucor2FFkaBRCUXM5pWwA22mdcAesdcyyZv4cxIC8FlTnZtCuGU0NZZ5WmhE6ZxkPI6HeWOKRwZqQUIptbMx0SAYt2xTXXWn5mXOBVIIWV2chTtXeABz4xgwURpR3wy3kYhiWE+5xHC0xUFpJNyEtAiC801DXKKNQ15Ux5BXnByBPXKHP6X6YRAbokNXQ0S2babcs5O+3iS6+zVhThlrTNF9WHMnVN9YhezbvE4fHBa/oO9RfAXiPxO1wjDYBAyhDiSDwF1d22886zvfv2SR9otvf9v/daf3+fPxPeD3lCfnNEVjYGhvIJIW7iRdHhmwRke2WBMioqp5RfJO8BbVh0CVzjfrDs0leG8qVOOK5YttyOD51Un5Oyzq4eWxRfY3GHr7u7e9xAw5QsDEvM+7z2RS+wXKbVbrv1VvUpZTfWYOn82D/+o+155GE7OTRkn//sZ3xBVVZ9fkK8SV/6dOm7b8X/AaSyfpJFMhCmbT/WGYBK8aBOlSNMwzF0zF65Yko0rHmBARZvoC3wDIzN8wzJccR65w48VSkwIcKQ6wSIYdbAPOE68US/I8GJU1waOLR63VrL9QisdAjcdbPxvoClKpb9L8cFcO6+6w5fNJIDtKm5sJgkkYuYnm9jfWUIhXMEXSy+5PcCIOY6IcUwdl3ghev8ZuJyczprC81J69m00y6XVjU0I0305JB1dnRZW0+fBGMnxjMHJvffe4915fosXy3Z8557tf3le99nNpe3wtSsNekbsEa1Frex6Xl7y6//hk2Jkbtb0ypb0mNqiFFjgnwStBgPAXxw/z7btm6dHXp8n8+BZEcVfGAtX77cyy7UB8YAwCtOw+++5z57wxt/wl1EVHGhpPyMj08K8GV8wnBWDWBmbsQbExbVGQnl6bEJF2R9vb2qw2jXGyb2U2bupFsC+OSBPXbvvfdaV2tG9a80qiFzDE62adgIt1P1LMHwVMT9QKQ/kLog16F7Vy73b7uAL5VPLRCijHie7zDs0tnf79eoNwhhxHscy+K5nq52u/iCcyUsmBowKcEh4atOrVCu2uDotCWSWY8rLT4aHT9pN9xwg7361a/yif0MzQPUW/VMXIKwrU2KhDrDG65/scpnSVqoKq5F+da3mOfKkAhpYrst2hTlHpdgQsozBILShc/UALzhRYjvL86yHdqMHT826MNaMDBlxCpVesOQ75BXeHVuvvCsRfIZQqraGv5NQ9uBzzjCG9R5uE5oJO5BjW3o240wnY1iAkfGlm6ADsW/atMGAbGyTR86XH/iNPEdeK+c7bKV55xnTeL7USmu1ZPHLKE2RgfMfXwGOrqR3OO8Esv67lyxXIed8/o326C+GZfStuHkY3bzV26yJlx5Ke6UlEemXGaZPyc9HpkyOjblO+bgs/W1b36zXf2CF9q8wMH6HedYrrPdUgKGGUa11G6iclgyZpAyPhHNlYyUOkCcPungElgiSObXUn4vIkqOEsYjBLKHNhzKGEooT9NSAln2U1Y5M6SclLze1NvnMjKlvNJ8sVzV9B2ppgIZEQiCGuupsS65frb6RZl2gOVyNeqvQx8VZAjypLa0YFNS3EtlhnjV10iWA4o2bjtX4G1AgBlXSQkrVRSHSgSTjFLocydbmis2OX7C2iWq8CNMnPhxnJwct83ihUcfeti3sm20SDYSijjpCeknjS7T1Let3LjFmnPt9sUvfcm2rlpuXWnKI+X9EDxOGfuzOuJ6p6bvN/I8RwL9GPmnPBmBwq8ji1hbJB+5D594X6EA/0Xpiso61B9H7teqp5UvjgBTPMXUWtm3POZ4p29ZZC1Fri+J+ZQKRRitGWAvdOaeplraPK3JTMr7pv2PPWZ7H7nTsi2dtnyd+i+Bzp6uDu/f8XXJt44fOfi0ZHaEgr7HpPI75f6nkWguFDKVHo7R+ekCP1XYdYZmjgiNgiFnHEMT+Zq1a93SRBwUDowMiIQ5cGUD8xMvRGXyTDSP4TRgDcQ13w1B14kb6yLfJ55srsfiKWm66oTHBWoW1Uibk2nLdGTsvAt22iVXXmEbNm7wYcTpmUmbYwWzNEzeJzq+g6mf/LEDAkf2KEZUhOHbmBoBuWeonEUOOObGB2Nczy02JWxOqu0LXv4a23tkyHY9tt82nbNNYHDWJufL1tbZa5297WJogQEJyZY4O9+U7dDwSfuhl91on//Up92Vj3QfMaXEWWXJOju7bUagYePmrWL+ogKNiDmhDA8jHATCE3EHhbdI27n26qvc3QNzOoYGB21yYgSMKW0N66I0LQXmfyC9ZtXY9x84aOvWrnEGn5yasIwUChoZw9PUC3M34xK6bGnGpGxA4tTkpHVKcDPhfWR42HDnwURmfGy5Oxxpy3sefcweuPPrvvIbP2RllfOCnisV5nWclzaGdsc8nYqeBwgxp4eiDqL5jEBHo28QmEtDLXAHQQ+/5dpZHckiKV1XOlnJTj7gTxo9c27wZYb/MfiL/KEVM68Uayh+4n7gB56jIw7dF5XPmupaAmBBAHm6LME5a1N5abLilWJpzl73o6+062+4xDZvXmMTkydtdOSkTUyMepwzEyXbt/eAHRs8pG9V7MYbX24f/cgnJLQZJomsAKFNsUiIc9a6FZTm48eP2/jYuB0/ccLriSEOrMb4F8Na6vvIq7xKSgsWS3ykUb/RoiIEs+6rTEJ7DG2H35Xq4rOLbZ4hJDZ6G3VLG/X54apf53dVvi8m0TPihvqfnnepdZovXH4GohF9FyQJqXdQnhWrFMs5tetMV6uVp6J5xBA8Hb7FsZaVcp/O+IjRiJTdmt6J0T/oOdKC3CXVHJE5+JVN6PUlnbefe5E1dw9Insdt/51fUBtutoGeLpscG/P54ExwZMHRYiLm1smE0tUnecA8wsceuN8++5FPurXx6ufd4E7Ejx4fdAvQXLFozam4FZUOqbdu9Wdf8KpgI8/TcpBlDH0DFDkqai9JACWEjRM73lRT2eZrFSs2CzTqxaIUQ8IMU01YwFlT/+kjEnMqg4x95IP/aO0dysP4dARa63WmzCicloFhoaAHxcv8/2gNgN/1v0gSRoF+kxXoPT3dXtbZ1tZ6yHmsKLHsMsOweqGkfi+WtIEVa+z8iy6z3hUrbSnVIzSatTndW8QNkQA8o3cVFlH6KJZKqiIFvVzwvb+xZNJ/0o/ijm5Ssh4XOfCBsv8kcj5QgPV4h2dcXusagKx79QrbtvN8q+j6rPDC7l33WU7gu5n59AJr4X36KgJTl5gnH+Q898LRV3OLl3DDxLMzsyxIKkT9j97hGYApU4vgVeKASBeBd+gnPJ3iLc6Jm2fBL6S7uQVn/Lqv9+aVlknV7djsjOXnlX78Sy4UDd/RJoAIGG8TUGee69e++mV70fOfY6+68Ua78qLL1W92W7YzZwMD/dbb1y2APy3wWbJ0NsUq+6cls/9LAUkKJ1Ru1NFRWFEAUOmyKkAVyxQOeFllhJWdFVqAu7JgNxW0ao0617EJyZqYtIG1dtGFl1l3b7caQLMNj466I1FFqk4Z7Sbq6CC+yfepRL4TCZiowUYgL0qX7nii/Z6+h5D0LY0ySQG7mA+f4jKnIrBEUhMtApeJjFXiKWvp7rXeTVvt0ue+2K647oV2wdXPs57VG62tb5UdGRq1qULJhgX8CsVpNbrI8sRimXRS35amiJaLv0ZW6C4K/HBUtmx2IW5lgdae9RtsVsx18uSINeXLAhqr7dih/b5bQK/ADMMCM7MCJ8WypSV8oaYFVFLzLQ5NDbtSYDHGgr4pMC6gtX/fIfuBF96gR8S0EiIIOSaRI+mSSlc23WQjIyPSfhZs9bo1Hnf/shX2sU/8swRrTFqv6hCTP+Z71Rk4sjAzbbMCIewece1119ojjz6kOupSeamxqUHgmifbnLCutjZfkU5BLlG/igBb3sT4iMpoVnW8aK25AUuoPjPi5pbSvH3lU/9oBx+5X1q+BLwEjCo0mgTtjTGqL1VvhBk5Fw8RAEShzs8MiknP8gIvRufom4KhDixbpZQAqOEfzL41KQLMR2wTQMwJ9DYDrrF0VFssL0HSLGHALj59/d12w3VX27nbNltzado6BNATqueUOsjmRdVpyezI+ISdHB/16Qs/9rpX2o0veYFPC6hIOI2JZ8p53EeoUCuqH2mf1eqUhMmYLQioF2bmrD3Tbl/52ld96Aj/Sm5JV3qYE4nVd0k9BA6CURzoFH3PZDWuosqS4X5yj49PLMHsxuCryyWk2EUIcOlztertljKNpmpQVmj+tK/od7W69CyQfIaQqvptLPJDFrFQEKVD3ajXM/xCaDyHBwh6z4ODxxCeikAuepvgbdR5i/mRipv2KB4tV2jTTN1ZJgBVc0XK5/pJfvDmovi8KrDRu3a1NWckOQRi8sNjlhVfLiWwNjG6pHOSoXP6EVbA4ggIa11ecmf1FTfYuOQdC9iO33q7VQVycCi9or/fpiWHmpQWZprM55usu6/HJpqSNt6UsSoeNNJqllIMDz62y77+6X+y81avswvOu9TGJhbU8U+5f9+EZAfyoKk5aQtY9JVwNUOfCxpTF0374uISclRIkq1RSTDAEutkSnEAPo8PHlV5SAnNZi2vfmKhKa6yiAmwSu5SDpJTbF34zt/6fTvwxEGVabSeAE8bdABeV8g2PncWalZ9uBcUhRoAhfpQIJ/YSlsEuOJsQ6lUMwtUAkwgSABZdYJjcXwlVgR4kN+z5Zj6vW22YfulKnb1jyp3wFJJz7DCu1LK63sVS2BWXBIgWpKMq+haOW8tvhhnwbfzXZA8ZQgXryTXXHeFDR49KDDeZEX1LYrIv+9GlzovAngWlS4n8R67qDGKifPxeM9q9V8bbMXyFfY3f/wH0TxW9Y1xFhtKtrN7GdOtcJrO8PXs9Lgyr/QpblekG4JqStdrvrUjyrtv/CA+1Ys+yoTvXeQpgfmKOD1nzrqvCPd6EAMQl9K/uBhNNQKrMBfUfUyrXmtx8ItKXvkgblzZocSooKU4qD71rUpxQQzI2oe4TZWXBNDL9jM/89P2G7/2S3bdJRdaZ1+nxfESJezQ2d5q4+JntmRMScGBzSZGx56WzH4KlvnPJQHGWlodqHdEKsDQeXunXCeAXED8vpE65wqUG9oEwOeyKy+3vfufUOHGfU9m6OU//Eo7cviYPfH4I65BYDUCDBK/W0uo9Pr3iDNoBN5KROFeBGzrYBcmqd/jHYh0dQio4Q5oQEC2KamOmoUQCeYbiJnE9DgG58h77IXakor5t5hMCwO1uZPtaEg7E0/77gYMWbfpyAosOug55u4JFJEWrFxYsshXk0DWyPysFSUUx+aLyv+srehbaQePH7Te/mX2/Je83OeXlMTArE5k9XGz0sg34npn76N77Jqrr7Zbv/FNO/joAypjBKe0KYHtpkSrTcyU7L//7q/Y1KwEtBoVnEPWEy0CdmqdWHgHVvbZ1FTR0rGUFQVWD+3bbw/c9hXL6jsMA7GoaFH5puEuCKSwiu2iSy62KQEehpvxWYa2OTs9Z0tqwOzWs37TNltS/SLgGK7A91VXR872PPiQsY858zmaluI2OTZsX/mXT1txZtyyWFPVcJmAHOoHOnWub4V6DXXogYb+FITV8WykVPoRdwrsq0085KVMXagRJ1WG7B+LVogmOjdb8PmpWSYzS0Ccf+527/QAzKkWgeesGrDex9Lz+GN77cD+I9a/apXdcMN1HjcO5VlRjdBdxGmvGoDzsTiHI4u1xP4+ND4zMal+U0pIrts+9JFPWVxlxd68qgkfamGLTlbu46JkfmZCwq3qc00ViR09MWh/+BfvsftvucM+97nPeRtbvXq1D4mQtoo0XuqDjhuiHCH4mRZCeyA9tJtQvoVi5dmh7WcI0WxyrZGVhroOdUwI1Hj+ryIHkqeJ+JzXWVGA4BfPs4/+kgBfz+pVlpGyMzI4aEuz09YkOce0I/aJBkCtvOByKzHqNV+w0cf3WqsU0MXmqiUlm10OAGQUrcsDycMW/BPq95zA3c6f+R92XPeTEijD//g+ly3pWkmgpmi9bTkbPHLU01WuIN+qdv0rXmNty1fbbV/9FytPDFpnBifozL2esbxAHcq6hL/1bV9nn/vSF21OcoEFPDGl1a1oQmdAMeY6xtXXsYKbOdFY8RhKF85w8ACQBBh5y5N8Ar4ATHE3hzMuKon704W8y9myZI9JLlx2yeX24H273ZLclkn6DlcL6l+aBUeZO+fTU85GDfXxpLqVvKDcXP5EqXHCpR/XFyTLGZKOq08D+F988cUWa+2zsckZycEu8U/Vujuyltbzv/8n77Gf+qmf8o0cIGXTrWNVfRogSr3ig5F3epb1WlvPcoHBFvuzP/0De+HzrpVCPOdGHVO/VZZSnZDcBXSTXucYxbfkQ/fUM/+rXtMZHx7feMX16r/77I0/8QZ71Q+91BJ6L6tnst29uh93gMiCHizNpIm9t33hl+IO5RGOyGfixJJJ++B34zOhvDiGa4TQlpzP69epD6yy6bQAt4gpAMlE2ppzLIwE4AqECltgOGNaHPWOvPYpeOpzMUi1trbZ7Xfvtk9+8pP2e2/7X+qXb7F2lXmv5H0ukxL26LR9+/Yqrui7uVzGccXR/U9vaPs0Z/wXocaCDRQK+dS5GJewpA6V+SNb1Rn/0KtfYffcdbc73vTVsurQ2Af5i1/8oj344IPewYWhx6iQT1cUgQrkGY4hDRxDCM8RoPBO43UAGt9m7oR7qdc13l3Up/DvhdrKvtyEmoTaLBoDDMC+nerQFwQ6q1lWDLbbVC1rx+aXbLicssPzApCJHpuJd1l8xVZr33ShdWy+yOYz/XaikrKJlg6rdfZb74bt1rd2s13/oh+0V73hx2ymmLcrr77Wzr/wIjGaxJI6dcqAeaKAAdIGKIXhr7z6KtutcvrhH36BTUyzMKbsDnvnZ6esMDuhBliyD/y/D7vlCpOksubMs6TMJcV8C9J0ZmfL3nBYUMSijHN3nK9vCkzHmCwuhhfw4/uUPWXT0SVtSL9xCcT8R6YfzE5J2C2q/KVxzRcrViwLZAkwNzMBOKO4VWb6J4Gq36pHwOLBR3fbZz/8AStKQ2zRTXYMYPI4jZc6gsgroIa6J+98N/BDCN+OGuu5MQQK56eFgwSyvl3CyawEEtMsKuqpGM5AO2THA4atWICkB/W0tGUpGTWlcX6haA8//pgP273k5T9k115zlTTRmCsTaLhsEYnSgdPnNpy4i4f0UVesFiTk8vMlm5uX1lxTRyrh/8Uv3qQEgldPpxcirQTKBcsEQ/DHjh71ldjLpZWjXBw5csTbBfkDRIZn4Y/QVgiN5RGOjWX6ncr3Wfr+olCfjfUOhd+N1/69KPAagCmSPlgUaW/mi+OY05uT7MSRgnpEXhFh1WE7WHaaQeYBraK2yfQbeJnzIBsIyIVFHWuSmUXJmqr6Gla++qJJwJxABe/QLqZn5mzl6rVWFFiqVYv+2a998+t2cmLC1m0+x3oH1gjTxAWSctbV2i1w2GxdCaV9ZthG773XLlu1xt7w4h+0z334o3bwkUdt+NiQjUhBm1Rby0t5LgpUskv5jEArq2yBeAWBxqK+zXUW6hAANFijcspHSuWRUxmlJPrwvVurlqw8OeZTZTo726y5wj7PBV/QQX/l2y8igwQ8AFdPRU9Vtyo1B2jIMwAuFlp9VJi16MpzQaALWdTa1WcXXna1LcVbbT6vuhJ4KUpWd3a1CSTnbaHKAH/Njh475l0AW8Aiz5D5+Dh2d3GAKuXduwj1o6193Xbfww+5g3l844ILSnrn/IsvObUe4kxyziG99WzQX7Nm4u577vIRwL9897sdyGNMgR8gFoxR9+7MXDzjxps6QD0zBH4iwCMBRDYGiOvhHnFHI6ERiAzvBUxCOuB97od7XA8BIwCr1f2deuCcufO0EdYp/NEf/oGNnjxuD9z8NesWYF7BugXVFdPTHn/8ce+biAv+Jz28/3SJVvU9JxXQ21iSXz/3Y2OBN5LfV6HigNnBgBrXoDq/zu5u3+bnyIFDPtTYzWRi3c9LwODsu12aI4wVKoNAocH4YRiO+R0cCTBB6GjPTBNDH0+Ko/7MghghnZKowPQsJo+ncEEkoaNAlTSrw8+0tnqacT6eSbX6tlkJaai43YnHcP/DvAc2FtTzMLHSEW10Hzc8duFQpiTBuKBkLuo7rBBvTqYsL0FSZChGUvTkxJTN5udt5Zo1tmLlKoGNbgdlwBWGdtk9Bpc6zcQJ8ymoZH2V4s233GVv+emftt6+Hnt8z2NKkwSU0q/2qcZetfPOPc8KakTN0tRZDFVeKOm5JyQMut0CwNylqtLAcBFxr1m9UoLhqK+YhlR6nrc161ZLkLTaocOHvRGvXrnSehRHrwDx/HzBSuVFB2DjU5NKK64ICnb4wD7LiOmP7t9vq3u77aDS96n3v99OHNxjLRI6KiWLqU4QAgwTsGcqPEAjDPXpdVmvuxA8XRzPsDqGe056jXcJxBPqPdrLtOZKC/XK97AcxFQ2zCWdU15yyh9AWoVp+clplUCT6mPWzj33HJ8K0aa6yOD4naE2lXe7wCH8nMSRvIBok7RvhjoY8kGg4Sw4obJOS5PE4a0DOwWmCjA0hJufIyrX/v5l9o2v3yJhXbW5UtVaxGPWTB6b3FLKUE3Y7pGhcuYWwb8ISrbV2vXA/TZ0/IT7k+RaSZo+wysIKRzAI2goD8qCYygvijg6ngbo3BOQfnZo+xlCqlefjkS9Uv9Paiv/blRnJBGyhHmITJXQ/7pDO46AJOgHbxO57mXW0dZpE+Oj4lHmmKszV6DNWKrDcmpXGcmn2ZPDFhcgqSzhLLsOOOFfxUkHGlN7YE0tc7OLswVb+9wfsFl9k0WKk3d/09ihy30vwtvKe0ntq39guc2Mn7SyEMrqHRfbJdc8177w8U9asZC37mXL3Ul5SZ16z0C3jQ4PWmdrQoBPfYTenzs5Zrfc9BX75/f9nf3jxz9uL3/9661ViiLKOCCKIR8spMOz4/bQ43utXbKBqSnsWMYzDt2UFJyYVxQEu3wKEiCaqUknjx6yD/3dX1t3q2S+QNaRQ0esU30Cu9WUinjA0HsCSCi7yGc8QFCnZ5JPK6jXd2jbyEC2n3TgpPtsnUg/wD7XOA3Htnr+JZfZ8rWbLNnWZdUmyZom9R2LegZw2FS1mblJ3zaXeM+78AK7/757JcPY21rASvE4gBQYxosF1sBCKS851mQ9/b3W1N5pL7nxpbb7vrvtjptvdmV6x87zbUoAP6W+cWJ8XPUYAX/SzjQB5Bdp51k2CvEtEdWfxAQiU0r7vXfcYUsL4gOVhjsgRz6WGU5nWLpq7OLmO4zpPl0G8YYQyg1jBWXCb4Af9xrpzHdCeXLeGLgG4gUv0HdHBPerLqhjjyO6Au5RkqIy0zfZ+pP+GUsqTuL3PvaIve//vtsG1q6UYqP+I5m0bgHwvYDIji6fZkb7or9kxznSnZ+de1oy+1vh+veYGguxsbAbA2ZrtAF/Tpnt7e+33bt3e0Un00lbu3ata1kg7I0bN/qK4TAh/EyCSUOg4YVwZjoaiQ6U65BXtIhnEG+kh+E+X6ov4efuElTMDOsCvHitSQIwoU49J4BLyLakLA2gNIEexUJIxpSXmECfsBkucdDyaOCxZnySMRxO3GIS5k9IEwYmAmAg0kf8cbbSUlxlQI2uwxiNge2lWBGNOZwhl1Qma9u2n2tf/eZttnrDVncdwJAs80ISDFMsLdi7/+QPbRnzTcWsTCju6MBx9owt6+9yc/uihDqCj0UlZT2Tbu1gwMTmxZheYspDm0B9Qb+Hhk96/WxYt87BECuvJycnXTixq4v6AGtNp+zAY4/awd27rFuN6ZC0z+L4iH3i799vX//nT1CYFpOwxD8nft1Y1Y3pHx9kgV8IjfluvA6F43dL8ACNjkU0CA4CC2e4Fll8I/BKuZ5Q53XOuec6gB8eGRLI61daWOgjPhaf4DpiocBwyaxr1jNTM34d4cG1yalxTyd+IxlmwTqIE3jS4Ats6sPMzFUdmxyz7frWtddea//jN35DgrqkdKizENhuJEAvwo6yZ+gJP2rEx24eF55/gWXZChL+1rVo/o54gHJrKMvQPs5WnqFtPEvP0r+VWNgHOZ8JsKAUB8IYIHQg+ZOVAl2wpBRPlHZEEfzJNKKJIwdsSIpoSW0Jq76zKIq47iMvAZC0H+LnN3MgGdWICdAldC2n9pxBGfTnIzlL514TGGTqcV5gsmdgmdUEQFj0cOTEcbPpGZflJ0dO2vj0lOUEJvNCfN3LV9qsgJu3k6ralnr/DoZXBVBNIPjer3/d3vKGHxdAq0mhrviiHL6YFhC7QO2S0ZhZFm2obykqnSVJ96LyWiLoOVq5WrOP1rWl2+yi7RcJZap81L4Z2UhLNjLHr6Ot3RdY4MiaaSusVidQJsitM4nrEDKjUTkH1EFYEGPJjBXLKsNazFat32o7L7vSltS/lfUqPST9A11iVO5lpXzRt/FlPs6mjVvt05/8hF1z9ZVu7KAOAHBVgaGK8uvbJAKeFQHKOL4vdz/yqF2m52+55TYJnBZbs2K15OjpTR8wHlGfjf00rEPZYL1kullZ/eu85C+7uR3cu1fflRKid/iGv6fvEZe7O5LMcys2oLKhLwnE85QJZQPx/NOlxnjCOcdQF43y1L9bTxfpOyWPSZdjGWVTKJf6PnLkkP3a//hVe2T3/dbd1x0ZklTmRw4dsCee2OMWWUYlyRf9FvFQZqG+nw5Fuf0ekwrobVhiGguP0FhwjedxATF/VgWoUos0DJ3D3Kp7t0Li/odnmJjqW8qJEfkdCih8A0fOWCRZaeifCAE20oUQGumUYlAn4iHOZCrtzr+Zb6P2Yol02kFEkzQzJuvCEG4hU5radJ3N9+m8fZKh3sFUz5xKtE3hIZ3HHZAxpMJEa+Y7+FZ9zuJYS/W8Gg/nOPgGANDJF+cLbo1iuz+2ssOyhw81XCxQVmoBAjAsA5JGTPw6Y5tEVg36cGnXgN12x132xh97vd3/wP0OwrEAt0hE9fb12if+6Z/s+uc9V2kUQFRZb9u80ebyEnUIFuWJxRxsdYm1ju0Dc5mkjZ8coqSoSIEtCQVpo20C+vv37vNtGvHHBnBiRd/M/KzSWrGMwGuPBHlKAuXzH/yAffPzn7VDDz1oh3Y/IOEirVR5SDJHUwIs+P9UIao+2E5K5ep1G9VzI/mE6HqdhXscWdwVzs8MpDsQvymT3t5e6+jq8UYI/wCOfZhI930bN95T3ZwUuLvhhS+wdRs3+Z7DKC2XXn6JA3SxveE3DE2bjfqZezM1PmZzs+ooihWfLD0zPaZ6W7Q0rh0EzlXJvvodH49jExNuiRw8fsLm5uelWXbaeeeda509Hb49XbY1Y1/92jckzFXbEhL6iNLU5NZTNFjaBx0i8308h/pOpEnX3LoQBGIYJqIt0OGyehKBwzUvH9GpslI9NwrTQM9aJJ85JD44ZZEM9f/vT6fbnMtXdfreMTNEjdSTfPGFXeLVJcm/GaGpboG17u52mxgZdnzDPEJGKBKLamOSX9OjY1ZTf8CcQ0kHd4EDr7onjvq5W+YI4v9KtWa92863BUm/vlzaTuy6zXKS64wS0JZYrMMatbKeywigljMpa+7qs0Epg29+85vtjs980hIAJrXj6oKAXQ4DR686fOYuzkquI/5b1KcBKJcslU3aN7/yNXvpC55v37zlFnv00T2288LLrFV9QZlOBYioNoiVLad2i8wlHZUFnCGpz1H6GdvDTqm7gmnIwqp99rP/7Ptvsy1hTIAbN3IAESx2KKSs8sUgM69jrClSEPlOY19Jp3Zmu/brksFFyTDAYiLbbivXbbZ1m3baUqbNilWluTlpOBJvVh90ileaBGyzkj3pmIukWFPKZqdRpqeso7XV9j/xOBaRSC4K5OMXt6Y4AHksnGyRrKfPmlef+epXvNJu+tSnLT8xaQOdXb54hWkOeORgyhR9HHzDt9E5WBwE2K6yK5z66//1e2+38fkZW7N8mT26e5cqU/ErrxglmEvOe8g7V7gld4kfory9WPRfyBdlQx9POVF24btPJ0Bn/oYwutMW4FGuYxnmd2SR1Jl+O+jVN7kOj4BpsEYPqx0873nPtz/9kz+2tSsH1F/isipuhw4eUFksqZ+Zc8NbqVTxdPsCXqUbDytQcT7//WmRhHm/U8CEzso8h1D6TSGCxNk6qCrmY14GFYiVBvcqFAwVjNbJ+1BjhYXQSJFwiUJ4JxBxcY14A/G+12s9LixGpAPm8+tqtMzLoMA98DnMjWJmb/msphWoZO5kTddrAoAs5GBxCqt9Oa/6kWFvhg6kkdUDPqLQ1poFEFnRx/eYqxgDlDpzRWmGzswLaQWAB2sU5dfZm7VlK1dJyy7bj77uxwSIIkHOTibz+Vnbvn2LmDGas4Egx6ck53win2dlNmWAxh73xRssCnLwobhJB2nD7QH1wQ4s7BgQ3Cuo6QmkMdzaovIr2d133GF/8ad/alMCojEBzbTSinuJZpUrrn2Y+B7qwnd/EaGvsggl1AUBfgih8XqgxvPvROSJNFNugT94H22OPAa+AXyRz/4Vy23Lli1+j4nTaP9QyDPX4RM0w4VC0QrzRZ/zNT05eco9ELsCwc88x5F80PABruxUs2zZMp8fHPksiyyWbKE5NHQCRd3J52M2EHXBXJ+Qd+KEmMowru8x78Z5Q/kLwpFneS6q+ygEHgv03ZTls/T9S9Tzf1Zdw6u0J9pYI/F92r4vqhC/IlNoR9nODudN3uM++2ZLq3VHy4BH92CgfiPIg8DbEO5V2gQw2tizWErqvZ/9jB3ev893q6JNEC/p8PYvGcROZ7w/q7bb2tHh8/pYNfz1m78WWUbn1K6npq0wPWtTYzM2NjRmK/rXWq5XoEf9FrLX0yBUUC3lrUMK4/v/6r32ib94r33wT99lx6UkXv28l1pZun/F063+Q/0fYAiQjBLdrraejrW4myAWCSXVL7D7TV7Ce3pu1t7xjne4DPby0HX6S8A08onA908ePWrLV67wfLEN65lEHsk7z1JuQW4xD5zRv/N27rCLL7lMynWvykKAS99uwpBBsQYhJEKRRmRkBcyRgfizZQQN+f07v/VbPlWN7WF9a0CVN9NqsM5ioXQH3upLfRRH11GCjxw6bOfv2Onu39hwgR6WtJJG8hLkGkTaMXQIalGI9uaf+Wl72Q+/3K697jqB9ke9fHgGjBHOCfAQc2qJi+9ijWyMN1CQh+E9zr8b4p1A4Zxv+/frcUJ+pBy4rgDfEwDO9ICkjd/dHZ32vvf9tfcN4CN4e2xsRO9FcyhD+lj4CvEb3BKwy9OlJ6OK7xE1NTfVsrloKzYK4HSB1RvYd1kZVCbEewR+hwZA4BuhcgiBwnvQmd9svEccIT6eIw5+9y6LnG4zjM3CkFRXp/WvXW2ptjZ3M4CbggR+xjJZ6+jusziruuvpC3GFAKOHe42BDd/9eTUCGiBaCM+htbHCGofSJWnHl152hYSUmEXFSNySHlFQY/A8w4TKEvfCtwNhVUwrnVXFiaf7D//tey0lgJdqY1U5845SNjQ6aa9/45usT8ClII2bNCFUPY0IRH2Dcm4qLErTHLO5iREbPnrYju3ZIyE7bzHlHT+eDAszzAsxLHtUQmTvY4/ZsYP7bOHYEWuW5pwQ07OqPaQV4juBQvl7uTTcD+fcRygEaownHCGeC/cIoUw4x1l8V0+3W/XIn7hUAFvflTTnnEaJhtza3ubfBu4XhfDzpUV78Y3RVlZDJwZt767b7Oqrr3ZBie+ztECfatlYLdckDZJ4eJZjSA/31fdJ4Ge9rHAK36q6SEujp2NBGJeKVT1LHtRf1iLH7VVdO7jvsH3qM19R2hQHnbDiJTL4hPKflkZKC8CXGLsSUWcIX7ec69ik9zpa2zwtTNfAou1C6wwh01h2EGXXyFNQoVB6dtX2M4RoXmwiEer7FDESUKfGNvgtzzUQrSkQ7wRCIYZqurTUFLe2gZW2FEtZYfiwAyG+5Eq67pd1kknkrKR20rV+jY0fH7ZsAWtWyRIpKUyV0zKg8Rs+IUm/CYFf4X2GY10+6j6rrGelmDU1J6w9EwEM2g5EZ0veaK+MeC+1CKyxurYpYaXpCWtL1WxieELprVlcaefZZZKZc8V5m56ZsNWrltnhPY9Ytj3n4Cgp4NUUlOp6m6K98b0JtmFMd9nKHefZ77/zHbZhyyb1I+0+MFeZn7O0QFUSw4TAbyeLK9WyTyhdzUpYTmB156aNllO7X8LJt9Amxg3aOACJ3cgADxBOqVFcWXhCvnwrTPoOlQ+7jKGkZ9uUjtXrrJNdVFI5m1dZY/stK06MDbFkkx15/GHPA9448FfbLYDJCmLKOq30tfYMWElv4Y6uxgoAJf3LX/gn+4Wffos9dt/9lhAvId/KSl91qehAiAX7xEm6E60Zy6zbaOvWrLJHd+2WbFuw9kRcNVazgpRtlAD89fI8+QiEMlFmWtfq9XbTN75pa/o67ZKLLrDS0El/DhnIKBOgC2JuK4XMPbbpBdhSLxiyBCdP8Q/BZaaOYe48oZEwfIXrjfd452zPO9Xjhu+CXOU5dq/hWhN8rTzFpLSg4KQsbgtMpcu227YLL7Oevl7fvejIYw+qL56UUlW0h++/V3XXYes3bLIjg8ctpbJmncpcaV79edVe+prX2Z+8+922qiXxtGT26Rb1PSTc/2Rbo2XyUCjQaIXdkxs+dObvRoreiwo+UPhNgEkIPMf3znzuqYjnG4lnQxyhYtcI9UfIHkekSetcvsx6peElpfHhGkZoQQ2wQyAqbe1dfRYTIIARGgVcCDBGSE+In9CEdKvfA0yKX50Y0gBIovn1r1htq9es9SFt/IqFdxEGHkf4LTp1r4FoHDEEmuLCNdG+Rx60u7/5VWtLC0TRkCX3GcaYmi/ar7/td22WpY0it2oqPZQJYIt4q4WqzU2OWk+mxX7+x37Upnbfj/RFHdWH6h0IkZJXCXBJOS8PNH/2C0VwpFSW7BQAhfSGsgkUyi10BiFP4fnAW4HC9UZqfIa4ECSsZGYYW5zi13kCAAkPRRR9j2kBvM9wPZPNsdQyN/TEyJj90Cte6daUD3/gb+01P/A8GxoakhCvesNFgwQkYgWsLUYroemcAo96vpRMphEAIElLT0+XLVs+4O411q1bJ8EWvTM2Nu7WmIIEHyvgS3Ml+8iHPuPGAMVkOOvH+I2bCOZCIfS6enoVT9yWDwzY/v37fT7mmjVrvPPifllpYscghCiAlqkKDnRP5f80NZZpEHgE5weFUqn8LJB8hpBYqYbblcCjgXy9Yp1CmwznPAsfcAztFHo6QLImENe5Yo0ttiRt+uQByZBF99jAM9xn6o8QmOX6uy0rXu6SIrzn1rt8By33OynZSNzIlsCjUHPtNJCEuOfyWN9pETBrUbtk0VseJUrys9oUtVGAXbCOhrzZHGNFCzarltK9ao0duOc2W93fZnkJRZRnVEZkdkUNsksK4cmFKVu3dYf91M/9vP3mj/24FL0m66+p3cYikBrKiLaH1RCLIovp2EVnRulhVXRza7v96q/9uv3oT77JulLN9tU77rHegX7btmGtzZaKrrDHpFjOSEn8wWuutbS+HVuK23x5zsESlje+g0UXuQRAz2TavB8DMGGoaNM32Gp3YO16l/F4hfAtDd1/s2RJIhNZOyUDU/EW27/3EXuJ5Nz/e88fOZCLpzN2YnjEXv7KV1lWSmlnd5eVFptNks+aGT6W/Ekp72/9tf9u//CBv7F77rzHynNM+2HhZmRtq9bwlas3KGulsUWAkX3O+wVmvYwqKvepSb0DqNfzkqv5qSlPF7IRWRaIFeSxtjZLi5/u3XWfDR09Ztedt826MulIzinPyFmXf/o2/SEgH6JfQgbyHKOiTBsI/EMIdYb6D0808hoU+QSN+KyRwu/wTmP7oA64Fr7h/ZF4kMWcUV8DDmhy7x3wJO73auq7WvuW2+7H99onP/UZe+f/+QPbsHyFb6dbmZu2KrvBzc96necLJevMpRVfxUrlouW6u22iqLIW78w8sf/7yP2PCoGOk8ppJAooEAUbwndLoXK8wHVsvPZvId6n4mA2H6ZUcskHlUxe6JQruhe+w8IKrsPY3jh0TuCd8F7EIPothm3cYxNNyLUhnueejjA358THewhAvgn4YR5iuH4qAO6URoQujPdUAUJz5FlcN1x6xWV23gUXCaQUXdtrqlUsm45ZX2+bnRg86t/1oHdj9fcBHZQ3VkqsogWl57fe+hvSjjotm6hZrFK0JI63m1kkU7MUYYntu4qWWizpXI1/qSrBFHPhFujp1Fmo21CujWVLCPfPDGh4gCymBDC3tX/ZcksL8Kq9woBuZaVMKfOQJjooAPqpxV8K/K6qh2Ml5bIVA14O+L/MZpICe6O+YAagyV6mbC/pDmrViD0N9Y4OIQavu5CVUCAOeI0OjC2ymBKwZfM2w6VJRmnt7Ozy+wTmPDH8zfaJL37xDXo3GhokrkCkk2sMmyNM7r77brdCMO/zvPPOcwFMHAybw2shXafy+Cz9/55Cu/l2xH14999K4VvwIl90hTW65WASecO9bCraT784V/BOG88XFQEc6Gxp4d0QaLeubGN9op0LuOBMu6CONytE2sUuULRJxYnTfp+br9f4jm9skYr7MO6U3lt+3k5TQ7VF/P35HHjdZzW02jtDuyPjE7aU67XRpqx9/Ju77TVv/1Pdi9uUjyxEeQ2yizQjC2h3HXF9q1yQjJQMFnBgj+0/+Z3ftuded4MNjs3adn2XKUlPnBi2ppT6JP1haXzuc58rZTWylkEogg5Q9JNyW5AMQq749rEq3Lb2Lutdttq277jINp6zwzp7l9u00jYugFdYarYFBRbU+DQr5ZnsMef/0QfutD/6/d+xt7/1V+zmz3/aKvMz1pFO2NZ1q5T9iqVVjvn8rLEq27f7lcyvFqYFcnrtl3/mjfZ3f/keWyrm3ZuF6xeqC4ZhfSWyLvguZAyNq06rUnLnRoY9TAsoZ5HfdVmMXGPaDmXWKPcgtsVsbe/WvWh22XUXXuQu5igHyieUEe9yLQTqgnpplIVno1B/IZxJT3Ud+nbXwz2O8INf8/JROhTCOUpAazZrtUrJF8b+8yf+0f08Hzp8VIpINBUBDwgToxNSIBLWLkWBPNG3kfeTx09IAYvbzNCwf+/pkIrxe09K+9tiqtFQOKHh6I4fCaGCzxbC/Siu6FrjeQihIjgPDTT8DuFMOts9r8CGuKgE7+zTKT/iSoE9QHE/g5f8Fml+0QovPc/iBgk6VuPhugEGZR4ccRAXv2EGQCJgBSCKUPMjc0bUSBBgLmScgSKGZpEGk8TZ2mndho0CqnpHzyBtXdDVNRc0Shb1tCTj0byieh4a88e+y816DlMZ+53iemPL1i32ohdcb5/90k0CWUk1aSZPt9iDux+1NZu2OuBgb/NFaZCssGRxCMOfWN4QWrghWN7fax/6kz+wjEBoi9AZGizzOnGz4NZHAtZWFZRSq3TQYIG/0OnybkxrI1EnlAvl0VhHZxL80igUeJ5ryUzOenr7PKRZJMX3lQ4P6mlYRKOvR/F62dN49R0d/ZsKCGfAnLhLml5RYLvPujvbbd8Te2zTmhUOjiOXDNJ8lQ06FfLrX6nni/dD2hCCvg2mNHAAaKRZRwth+vpWKp4IYI6Pj9mJEyfsyJHDtn7TRrvu2uvs+NHjtlYa+9duvsXjY3syX4XtIdpDe05Cx9Os7xAPnQ4+xTZt2uTCh0ViWC0oL3iQAJ1ZsqGsQ/001hH3+F19dovEZwypOt+GY/zGeoYkjU/J40a53MgfXG8kHuH6t8ZVJ53UmiQrFRLprHW0p6yQz1uT2p57EvB3zTu/iYkxm56ZtQm1hYy4dElKbzUmvhfwCd9o/A6LNnhZrdi/w/QU3+JR32LhATv2eDsVcEPhY3pSW67VgaPP45NsJDZkbLVVcr5qltt+gS2u32RXveQldv83b3PXXrjbWlwo+khVicWALUm74OVvtEpzzo4MjVlPV6/1r1pjR/YdsGRNYFMdPYtwHCQTt+Q5R6a/qNGrTbb4/Mi40pERoOT4l+/6U/vERz9iF5+/w3ZKGUQOFyYm7fLzdhjbPSbVV2BFWywLiKXj3hfQnyBnQmGz2LFZyimjWX0Dy91qyFSpsrRipcploD7vhhBckLHwpSQgODp02C7dudk++DfvMvVu1rxQsLUDfVZTmQ0NDdp7/vzPbXB42NcAsJgUykjerOjusGXtkrVz4/aB9/yxHXricfvbv36f8p5WteCEvSg5K1BvKmfkqz6OvFQhRHPB52asMD9rJYHPvM7Z8WZ+dtbnSpKlUNccyafL1GTGVqxdbTsuuMg++YlP2cjgEVuclqwDiOo55CDH0BezaIX65pov7ELWI9NgGbWBs/E58pVr4XqgcO3M6yHOEBfn/o36eXiHcwAfz/GnCy6bkeGkkesJ5SPLol8pLixi3r1rt/3Wb/2O3ffAfTZ47LD62aqV8vOqG7AF2yFLARIod8fvqq9UOmNT03N25TXX2uD+/d8/i22cLRoK7rsNjXS2+2cGCi5UWGNovBaINFHJT0XcD0Qnj2Vy+YoV3hH39fQ6wBodGXHXNmhIhfm8jY+M+nwPOmpo27Ztbv3BIsQ1X3ShDt2tX2ISZxSlyUGEGBnyitO5l5mOgfkdyOo9GgHHsOjH04klEqmo53zOnAJOwtGY3UQuweLas8jLQEKWIQR2RJmezdvRqZK99W1vt5GZyVNz5Jgj2NvVbSuXLbeT0mCixRuRlos2GXZpWVDDGlYD33zN1Taj/CzpdwiArhBYbe3Bf6ODqvz5X5H+W0IjUS4IFPJI2TJUwGIVNPIApoIWy7suTJQPhq95PlxD2If64ZpbNXQNYtiNfXfZ3efjH/moPf7gg5audwz+nFMkFB0s672QTtLlgqIewveoSwIuknDi/sgjjymdAvUS9IcOHfF8sfgG3oOHiAfrZCDyRFzhO2jtO3furK/aK3m+6SDgoUOHDvk3CeQv8FR4/8zwnejpPPMsfX8SfNYY/iOIdgD/wcMJKVT6kMszviepHQV1kLi4WcrPWVKNjN+MnqjHrMfyZOJdRg0IPjQu2ecLHgn8Ji4dFgRO2JmmtBAtSKANIj9YRIi8QObRfvAS0Z5ptQuuuM7iPSvskRNT9pI3/4oVFElTImV45GC+XyLd6sOOg08ctBW5tPU3L9rX3/+X9tAd37CtW85xgIpsZwSKfCEb+I3cqEq5xaIGAeRxDcd2eAkBt80DvVYcHbL//iOvtgtXrrCdvQN21bYdZsWKdSWzrpyzaMUVYvKudk154k/Wy1FljCxcs361tbbnJDCQxZIB+h47ywCkmXfIN9PqiqrFOWtld7b5CfvNX/lZe+0rXmz33n6zzU8OW3drWv3eSR+JIf3vf//7vb7ICsPZzVXFWy5ZX1vOerNp+7+//3brScYs2SywK5mTy0RT3UgjctL7kjNkCOWRaU8rnTppEWhSeQC4GcFD+SVPIQR5Tygv5K2vu8vaMinb9+jDviVtE4BVRBnwDLzGt0kDxDVkWOPvEAI1ysPvNjwV8b0znyVd8Ft7a6vLZdxBURZeXvV+eWpqwnCdhzW9Kt7477/yq/bRf/yQ5TpaLV9ifu645DyunjBsRD4jQ37AJhvWrfcNKZ4u/RexSEbuf6BQkVF4MjM8VWikJ7//rQGiwGGsQOFeuM55qNzAOMR7NuI5nqETzvV0EZkUqKhSGBJlXs2CQEgws9OIcFCdwck2WpUa8fHjx+2SSy6x888/3xefMDw9Nswervou8cHQakhYIt1NBdcBfUorlsYoz2YTk1N2+eVXWKkMiFTQewsLkX80rJe45AEYNsel3StdbDkaWRWiCeQE4nIsqXNWi0ern6NyoakxZ+6HfvDFdus3vqHCabaO1h776m2322WXXeaLf0hrIV+QVpNyIRuTVrTYErNpgZZ5aUGveOmL7LOf/bSEWySgApBkpTWhwh6iYkscxVLyajoOJdnftZFC/ZxJjdcbz0PdQ+SRuggAkvmLgPSWRLSFFysBMf1L3Oo56leNF5cYyhtxAtwD8FPpedzUk/tp1BHrHuXN53H4ndLvtatWSegCTrEk6zmPd1F9VdQJAuz1ssfZCNggXyGodyrSHgGIM75PubTw0qLPizx06LDeKauDy6v+L7dJ3cfJ/NjwmH38Y5/Qu/CfBKPqEQsOscKXAM7Ori7fg/3ggQOnvh06GGhOnTJ5pbyI062u1E09bYEayxfid7gW8qIyfdYi+QwhVa1bJKEnyVxxM0R9n8kTT0mnNasn0am3dVIGeGCFS+FereJzDmmHWNj4KglKCITQpogtLp6Nqz3W1G4rLYAfppNEYCmkiyPyxwEp15GpgEluM3KUiAlktfgRqxTyUzjFHfMzSkS7ZLQgKzlC+5+YHLOWObN850rLd/RKDqTt4H0P2dzIIZ/yk8Eah8UzlbXnvvTltqKj277xD39ncycPWKI0admawKjaV2cu5QYF5FPo4EO6K8hkyUjSjGlQvYwQndImcAQwa1N66BN6O7tt1bIBW7lyrbWoTUt4WJPkB2WDa5yqgBfZZF4deUH+YRzI5rICGBk7un+vdQyscEW+pPdV1AJ4igMZIpnuQ8vFvOTaCvvrv/gjm5s4qXTHLSeM38V6gIWqZM6CTU1P28tf/VrbeM52a0qmLZbJ2piuDbR12EXn77Df+KVfsOdedbn1Z+M2MXTM3c7d9JU7LK4yYg4mvIGvZPdzK57C5RNpRQ5lWnO2etMaX0wyPjnh0w0qpbq7H+ae60iZhfqG4EvmOF54ycX2lZtvtnH1ve0J9WNJ9W/SKMKzyEFkHs+3MP7t8lr55r6ucQ7bMlIVybaonk7Tk78ZqPGJxuuBQhwcuX/mM54G8QLEPPhuyW/cv8XU9/Ikz1d9XUTFJqfGbMPGTTY7n7cX3/gy+/X/+T98OkGtwu5xC9bf0+0O8/lkLKV+CqOR4qEPZEMQrPP56amnJbP/awBJs7fh7oVKIlCIUahbY/QA3TpMzbaIzWh4CAC9GZUzhR8Fbx7c413u10P4zZGdZ8JvTNM+RKyG6QKkfnQTOr95SkcXULrmv88IXKNRx2Ipy6oRwuikV6JPL6pCKpMeH6u5O/tXCES2WzbN3Jm4u02YmppWh51Xg63YrCq2Z2DA1m3eZCdGhu3gwUM+53HZwDKJaP0lopLgf4RARWkn/bh5QFPdeeGFlkjGLZ1J+qq71rYeywm0+k4m+r5yLM0S/2kSTPWyi/wnRmUOk7IbD0M+zSrcyF+aHtQ9hCF/ODi/8spr7KFdD1hOAolddDISBAjdWQEPxWLluaJlmxSP0kEdFqTR454jF8/Y9FTJBg88IIYt6lmYUG8wxCsBhXYNtERQ8X3cJLm/OHUMPgR8KlBHUVjSe14HhIYbzTQ6HckXwBDrK9sU4jS3q6dPWnenIqeuxAvwQ425gEqR0kBg2BnHvXAfG8I4hFfUDNX7qnSlg3sMF8MbDIMtMi0gww4JCbGYBJnKEvC9du1yfWXB2EZNMUgu6RueTjoyOi8d9X3igdcUpeeHOPVWNE9T5S64b0sLKouytObFooChirWU19WarVq+3Dqk4c+Ln0ZPDNv96sQeeniv11eTHvRhGJzeiQ8ybd3W3bdM/Ndpe/c8bjPz0w4yyQs8TetYlGbKkZamRHm6GtP2LW2gHtgdAZ56UnvRO9Vn/Ug+Y0j1eWpoO3R2fk5b8etimTqPc/4tAaaC/51nzk7eJurPINmXxMc9Pb3i7zH3KehTY3hQz9ChlxcjbhWnuwxflPLLHL64pXyVMpwdjBPuc1a/3V2OHo4vSX7VpGQ3sftTWu1A7ddw66M2rPbCLmBwczPKor5LW8I3q0/3EEBLqg3jEi3ftcK6d1xsbVKk+8oFe+zT/2St8YrFKwuW5ZtLMRufr9iqK55jE0r8iQd3WULvp5uk8Au8JLPd1rNilbEGen5+RqBICVTeltR+FyVLYpI95Jk8kn4lRP8EnOIJyZ4WY1/xeCZtrV3tkndSjiVrEgIP09NT7tcYTx6IexTzuNKDbGW4lmrAJzEFd4ItCnVkig9D6IV8SenQd5YA4wCNsh0/fsh+8k0/Yj/y2h+0/Q/dbSt62q0tmbTu1g6rCgCOzkzazELM3vLLv2pN2bR1rxgQ4Jm2vQ/stnf+3m/bq3/gefacqy4R+C3Y8mV9NiTgPDg+Zb/zzr+xgtA6Sq/LVPFWVfUSkwyl/vjnOECZoA/sX7fd2jv7rFwsCEAt2CJgWYCwpSnp/RVukry03JKrl5G1Ao7dHe02fuKYaliKhuRceak+NKxnavT1knfUM2VFX+R1Dh/qN4XFUVzHj1MU2oK3B2dM7ivAw/XA68jQU/fqwbEC9azzsoQ981O37bjIrn/BD9qKlQMWTyQF8lpU9owu8r7So/Qu6hzw53HW04sliOkDzJVlekBvX7/tfuAe94O6qHIqC2w3NatM1Q+mMjnlvWbd69ZYTsqHAIbiabH81IytEx+eHD7xtGS2F8t3INbA36qAf1Na3z8p/K4Cy6U+ptClsEvhxxSYQMVzH1K4SGFC4UcUjig8JVH+KeZs6ORJ2q0Y3StGpYNFjCKHieL1+S5QEGKhAmns4f1GavzNN/xZMQuWoDD0G+KCfFKviGegJ92rHwOFd2HG1evX+3Z5WOdIN99NJ2o2LmDFqsMLr36udQko9i1f5lsqJvUsQ5XMTUlI+ABCAYjppISfKpjhcfZmZv7b0cNHLF/Ou6bKFpAMQyJEkgKv+JhkBS8+DoP1E7O3moen0edQqAwli1UAUbqSCWnSNB4FrIfROSwaEUVGtgleDgz5iHFdXAv0LMum7A/e/gfW1b3MHWO//qfe5G4ykulWvYvg0SsS4DDF+OiYzSufMQFK5s68/sodkSYvYFeVcKN02ZOcVdpnpYbyP5NqDiTPQl53NP8o70UJjOWr1nheoUY+QaMk7+E39ck1jlwL9U85kN7GewAwIUu/VlH5tHZ2CKi1e92QgtUSBMwdt9Ks3mF+ZDR0grW3LnHIhCKP5r4QbzhGcVL0qhuSUBWIlaCtoa3Hm6QoZH1o+nxp9+xSwUTrJ/buscmJafuXz33FpmeKel/ppy4lqNR1WEXCtat/pfNLJp20u++4XSxRcx+W7jaIDk1lxMpHQHooE/IelVOUtkYKz0Dc53doO4GKpeqzq7b/c+g/RWbH1SE31nugRt6FeIZrZxLPnMlHjUS7BS5wBgCstkheJLPWs7zLTh46KB5NCdhFwMpXzy6e3S5C26+LQaWDPqWeHh1LAoQoiDigdr6VrHWQ0kK80TzE5kqzpQQk45JplXizFaUQT6qtILSau/rVGWcEhlZaducF1pxbbtY7YMdHjtvGVM3u+uD7Lbs4YgUpd8u6e60q5Xq0GrPzXvoKqxRm7MRdd1rxyH7LtAjMKH2x5lZr7++y3u4OO/D4wwKqRbeIOkLQ9yWlvTxDuYdzl+vRBT3WbP3qX8gPeWOqysH9B1yG0NdhxWVkCgp10Fg/ACv2+ccZO3KsomrEN2Y0/79ol150rr3tf/26HTmwR3FJDlXnbPWyVXpx0cp59qEu2c/+4i/Y2FzJp86s37rZF/s85/obrDA7Zwf27rOudMwto+0CL9lcm28n/JKXvtROjJcs2ypwo7gYSWPkDCW6WUpzIPKHIo9MW7PlQtt2zlYrzI3b2PAJO7L3cVsoAjpVlgK9zj36AUCjnOhze/t7vCwY+TM3UETy1a3SlKXiJlAmbhRajBZCBl5t5Fn62DPv+Tn1dRZyjlbcof4CVZVClO+sgF17Z69dcdXV9uieJ2xw8LgV5qf8vbh4lUWZWMJhPmw8xBP8EXMOr4ObwB+0v3Rrmz4ac/+m5flJv1ZVgdI/V8qL4pPl7vatJZu09WvXuSWXKRVMyZpnDnD16bls+9bW/a2Ec6nnKOxUOF/hRQqXK/yhwrsUNilMKbxJAeLI740K3Oe5fxVRMCGEivKCOiP4SmMaQp0RvlNwgVE/h7zBEZd+n2KEfwUhhIjHTe+KA4apqlMu5BekUWRs2fKVtnbjJoHI5b60HgGEC4YVq1Y6MzBZnPdYqT03PeNxDg4O2tDwsN+/6JKLbceOHe67i+dYVdwSS/jQ+BNPPOE+BgGRjQKcOS047S7OzdrszJQV83NWLuTFnHM2Mz1pc7PTNj8348eC7vnwgNJNDAinGhyCHPZOA57UDwWGhE7MFey1P/kT7nZhWW+PTU9MWpcED3nCAtqSBpyqsSk/uLeBEtJOB0dHLSPNlX1uAUdYFiA6jqckPv4UIdTlmcGnAegI4Rppxeq1XjeUTwA5nIf65tgYgkAJ96FwL5yfIp5VXWO5XBLQYx9c5p+0sDJdZVeTJklKUA6aBDax/OFaCfWIMsBiDR8GXgzp8nyQH70HgAxCiLqhU1i5YrU7Owccs8AK4YuCAbH6mvgaaUGCqLt/wOvxkssutd27H7DOznYf4kdBccGpb/B9/049/0/K61mIZ0N4lr7n9J8qs0Odn8kjXA88/W8lHGTDk+52J9sqGZQUKFO8bmlCdnwrhfZzmieRYWpxpFPowtPnbY87UfCRKHXq2B8jGKLrktVFKYWTEoonZis2le6wc178w3bVm3/BLvvRn7CtL36VSnSnDeZrllfnPjE8ZKt72+yBW26SMMhbSulk0QkySPqmJdvaLKu+YqCjVboju0dFaUGJq6lNsyUgCzBXr1ln+CPEzQvKJ2AitMUzQ2M7JQT5wZE+oU3fDM+E8gjnyJvwnl+TbOBaR0ebgERZcioqi9GxY9bVmbSXvuBqu/e2r9jCzKh1Ssb39nUoncwjnbEPfeRD9lM/82Z795//hR0bPGhfvulz9vtv/y3bvGG1PXzfXTYooFdVP9SVStjk8Ek7dviI7RfI/e+/9lbFP+MAqFiKXCyRFqe6UedM4j6gcWpiynJtndbZ02udvX0WTwpIAbrgi3qAB+mL2V8ad3KASDyJ8J0IpJ8uE64FORyuBQrnjc+FQFmG8N2Sj+BQFwL4HZ1tdvPNX7Wh48eslBf/qC/FmwYyvjHu8F3y1Zgu5udXVYbME6XvxQE/eGKJ3WqEB7y/VX/CyOPU5IytXbPRN8AosPCyHv8yYZRcu0Do06TvNscZhdsVflbhCwoDCmo6doXC2xReqKDW4+d3KaANs4a8V+F0bZxBOCRP1y2SUCggoUT/LcRhPmdL930StPiqscJCpTpTqIDORuH5EHjH35Mmy3uNcRDcnC3yOM+k+ruksfF+3+r1XtmAKNea6nHMqVJ3XnaFrdq4xc65/ArX8mYKs67NwCQpCRAWPgACSBuVCighLnfJQ9pUfByTaoD+jXTG2to7BVjKzmSdPVRFBC5gLAQIx6TKi6FvAAJMinsHgAZufdguC6LBkBe+7ZSI/FvyHa5T9l4fSkWzNHIaJvMGAUNZVcstn/6i7dmzRwC02W582cutoHtL+t5csWDdmaRAdNry80WbGB/1ORpMAD7wxc/ZJz/8QYsv5H3bJoYdWMmI89ynQ6fSKpK4rJ9FvECIfkT109reIS038u/INVZM836oP69vz38kWL28dS0I4zMVg/AOFO0/rUbAcIyeb05IECp+Oot1UhA2rlnhlge96EMvTc1RmXtb9vjgveib+rjfC8Q1D8peSAvpY2ifd/ku8xxXrFhm6zes9SkQu3bdL41zwVavWmtf/8ad9qUvf/2URbKqdPX0S/lIZuzcHTt9d54PvvcvbcXKfhsZm1Rnt2jnnrPd9u7d6xo62nrNzaCnKZSDp1cU8UV0PVAQwFDj9Wctkt8T+o+R2WIpLJJnUuCHp0PwRgiBntyugU60M+4jHzK2ct0mW5AMbEumbAY3V6NKKqt6pSA1rsxuJL+mtu+jJIqT7/m5rjczL07PuN9cyewlycgFyZOuVJsNz0w7Ik+tXW/d69bb6nPPs4W2da4kFrCASm4z5I3M7e3psaY9u+zgrodt9uQhNYKytentXnXmzZI5LLqcKy5Ys9pec0e3FSclEzqSZgJVHUrbIiudFVeTwKhlFa8AFYt5KM6D+/ZYQnKXadQh3WfmkT7SrynQ1rNtrT5tCs8c1AlWpsFjx/wZgAXl0UihTXOfIx5A8F2pGnULIX3Vq157oy3v7bCpY/stl2y29kzOtp+3w3I9LPZots/+07/YVVdeKyCXtVn1L+1ZKabqO+jbxlVX7eoHuiWHy3MF9Ykl2/XQo5Zp77YDR4fsk5/9vEBk2opBvgp4n5IzEoDRcG5E5C9yVSdQnuqy/mUDbvVk6Hf05HEB1CEbOX7UV5pD9He4Pgq+PzGi+Hz2OlEWlJEvRKp/E5kflOro+0+WexzDOddDuQViaD5Q4/VGfEL8Vc+vOD2TcGMRi25zmazeieLDe8uOCy+yUqFow0PHrbu70w4dPKj06j68q+8SkLnhCL/BOPR3LFrt7RsQFqmpDBZ90w/6nJ6ePptXPbBSHVq7ab09+OCDdu6553qro84A24P79z4tmR2V9HcmuI4I0Vj/UuGPFe6u/4ZWKXxJ4VyFRxXQgI8rQAcVLlOIliifhb4bIOmVTkGJQiFSkacquaGinAkaKDwP8axXVAOQ9N/1uM4c2m4knz/BUc+H+KA1W7Z7g6PxwEhYjQAAK3deZNt3XmD9q9XZD6zwVYeT4xKCpTnXFJk029fdY7sf2OXD2ICDrIDifCEvhlc6xDSsGgZ0Eh+E6Z+hU66tlqBTwfhCDNLL8HZIm4MblSVM68JG5850Ok/rfe7zHgwdyoC9qkNZEAdlz/txCTMcb+GkFzcOvo2U0tIRq9nHPvIxaYbTNj8zb6/98Z+wkxKczL1giU4q2WrZbLs0zjFbEpCaE5Bcl4zbX//pH9rhu2/xXRmYl1E2gU6LVp1BjWWrGqqfRUT6TlGDkGmsL3aiYBVzIkVfqmJknpPidOugjpRLKCOIzigsMokaeMQXoZHyO1wP32HoC0JYxdMpq0kgdC3vtyMHjthrX3GjTY8MWbZ50YcM+M5SSwRi3TKiKPDpFSyIp/hdRNpCHpuUPL7n7yktxOP1VV70+bD83rRpg285hgBYv2GVd4y/9/t/xki4yjzmrn82bt6gUkzYhOpow4YNdv+9d6vPkvBR+c1IqaCDWb92nR05coQCVt0pzw3TBvg+FNL1pDpooPDcmfQskPxPpf9Yma1mFIBkY30/Vd2fjeCfp+IhqBFIYj0pVJUltenU8jW2UspzXIrR4ccfVftgZXYlel7fD2loPK+Jt/2o6HzeYx2QMS0mySI7FddsviTYnbXcmjW2bcfVlunotMVk0qYURTWdtJJASKzWYZWFAi4jrSPdYqXRE/bwXXc4IMyWJy1XVp4qJZ/TyFaFKSyJuVZX5o8eO2IXXnaZDY+N2szcrLT+osUELjNSPivqz8uS8fGFmpWUr7RA2pJkAGDw2OF91soe3jXB2qaonwz5ChSmUek/B1jsmoaiSJtGdsQl6x8SUABMAU4AqmfSKXmjoqJfiZyT42y8YK997WuV56q1p5qtraksBVpATGm54IqrLdeRtvvvudeuu/o6KaRjbqzIC6i11jI2PjXpgMb7IMmiuYkp2//4E1ZsabUPqc8YPDliiUyrL65hRfupoWK9j3XYZbviI0+BOA9AkoWASeVp1eZt1t7R4+C1SbJ2+MhhOzkzYsMnTgg8Jm3l8hWWl2zEawpWVo9HZeZ9gNLH4kG2lAx9AWkAdEY/ngwkg2wOIchmzgOd2V8FgqMD8Q75Jb5sX5dNDI/ZBz/8QbvnrrvtQ3//AZfx4JlcZ69PdZuaGNM3VEbqL6hqlajH0RhciVddc84ubE0KmWyrlJii/dG7323XX3+9feOrN9lPveH1lhFw7ZCSwFaZU7NlH8F66KGHbM26tZ4Xvr93966nJbMjSfCdidJliGSlwqUK2xTOpFByDVV+is5Wqj+tcL+Hhgr4TkQBAYieKlApZwuNhf1U9J3uBwoM08g4ECCEazAj8XBkmPf8Sy+xnMAdVjesjqPDIzYydNImp6Z8fgKdP0c0ElxLPPzgQz6nhYaMtsvuABzzRQkwNXCEDFZIhMza9RtPpYP3ERRov7h94T0Eb1Wa+oJqcFFHfGg1xSUkxIQs+0dQd7S3Wldnu8+Xi0sAInRCgJFJBy4VKtJqS3MMi+ddQyoUSsqjWUEa+g+98mWeZxpfSkJ/68ZNtmbFcl+FjumMfLE6mhXC7d3dNirw+Mu/+VabltZfUfw0Rp+nUq8DAvkKQU35KUPjcyGQDr7tglNxIx0BkRD3wzF8C+J4NmHxbQnFRQGhNjU/a2NT4/bJz3/WbrntVjt8+LD1SoNkKCEu3mR4H3DGHCUPEmRM0MeBslsJ6mkJ6YH4PsIBIE8I/IxywfWKr9BnV5sxGzox7PmG73xnCskhFyyilfU9dFVgtmblKntQSkuCzpS5nRK8KEfcj3ZmenIZnVkOIY2ejjo1pv1s7zxL/+n0HyqzG6u2se7/NfR030cJFpNaSeCjKNDHPGC3KKrx0UE3vt8YZ+BTxyU01AYqxWs2LoW+2pqxi170fLvy1T9i269/jk10DdjxeNrGEhlbyHTafBW3YC3WoXf6kwkbfWSX3fsPH7SHP/BX1j18yJbNDakNSxEV2MsJ9LG5wUIsY8V4u82pbc2pONm6sdaasqHho1Lw8pakf1By4mrLgBpkGUYIwBErqeme2YubeYQom+w9/VTU2OYIyATyDhgIsgwiHto5cq4xcD8ceQcDRy6XkTyYtRtf8mJrb826799MLGHtuayllU6AKlsm3nHbXXbtNdf7xgZs9ZrOpqTUJtzlXVl9Bv0icuiue+62b9x2i+XVX9zzyOM2K0U4291viwL20+pTmAvOIh+ItHuaka31tJ+NWgRoFxby7jrv5Miw+siyLVSWbPnyVbZpy2a7/KqrfJ4mw/usRSBvxEeZBBdBxB6MPo0hfJdjYwjeR5YbAAD/9ElEQVT3Ka+nosB7BL51tsD7yGvi/Mk3vclSbVn72Mc+Zkn1w9Qf/e7AQOQoHUsidcc5GKAxfgJxQBzd+CRw3KS+Jav+78jxQXvRi3/A3vSjr7MN6zZYz7IV9hu//bt6Dt+R+N+ctrZszusPKziu5UiXu9l6mvTkVvX0iEnbBYXfUPh3G9pOqfD8vKHgMcty5BqEdgRD0uDCc41E5TKXLDSORmIYMDAC5J2wKosdSHjH7zGUx32965O3AQkihFSwQoZnYTzuehokBNgZYMvm7RGT6RL3sVAxJ/Clb/zFU6ZiOmred41PfTyNjInkpAXHtcFHWUkC6YILL7ZN52wV1GuyOQE3z59F+3Oz5aILVgEUrqOpRMco/wgLvtGSjuZhYgrHJRDfp+wAdWF+UFUgEY0nru/CqMXK6a36IM657mBdxPsEvkVam1uS1pZJ2D9/+G+tLMHTLAH8oh96tcVz3Uov2lOT54v0AW5h1tiiBGZF2ri021TTkj3xwO32nj96hw0+8CDGSUvnOq3AnrDighaxWzOF+hRE+YR88y2GeAHVwf0D9ziSVn++Lky4BlGepI380oAgGm3gIcpvqaniVr2KOi7vjGriUR3TuQWbnZCWW5LQVRo/9fB9dqA0Y22t3Xbx6j5716//giVHjlhGApbhnriUYSwPTemEVZQlL2OAel71W9ck2fKQb/B9JdO1b4h0co18UB8M/3Ak7aG+cSHVr7iPDg7Z33zoUxImcVu3aasPT81Oz/gOHYBOAu9QDl52ioNvw498gzihwOM8E4jnohQ9uU1BXs66e2b7KJSKSIpnLZLfG/r3l9lqBr4Hs58Hbnjy+bejRp4J7ZbQeN1N8XVOg6uwJMJPWLz8Wv2dQMw/5BlXkLggeUVG1SVbGzxYlmxVH1JtiVspv2htq9bbOZc+z6pqI1PIBgGkcktKCn/MZmoZy6kzbk00W0/zkk0dP2LHHn/EWk485mlEKWT0CKfoQTK5L8o68Uxor821gtq6AGmi3c49d4fd+eV/soE2s3yJbfaIJ2WtqZzLyOpiSTJmSv1NTEAr7iuxX/K6H7XPv/cvrS/bZktpLK8R0RtEZSBFs15uiCb6R2TWug3r7ZS/XwXaPyABxRW501h2pDMQRoZVa1YqlgXbsHaVrV+5zDpUNn2dMWuVHCFfKckY5lbznVTXMsmPihRj9WdKxtTkuORhSSDFrLOt3b5589dsanzKdl5wmW/6sOuhPfbn//Bpfxf5RVrC95t9mkJUv+EINfII3ydwjix1+ac6ZK9p5vV536qsNRcjP8rMN4WoE0Jc90JcyNJwPfR3EHEytM93sGBynzRwhMI7jYpJuAedPosofK+kx1PqdPG/SZmxB/x8sWqv/bmfsN27d9vc+KS98HnPt398/wesmylZjEzmyzYyPkYkbt2lz4b4XigL0oY8975BAL1LADTT2WZ79z5hv/f7/8d+563/0179mtfbxz/6UWvt6vT+DXC554knnCf6WmpWVtpiql8MVWMjk7Zm1Wq7//Zbn5bMjnrWb08IFHpXNjtmJ3iE0mcU2hUoRYZFfkuBVYL3KXD9BQqfV3i1AisIP6nwlKQifht+Ec+sJHgL1wQEfEPh/0k33CzPfSqGwoM4h850RAr5uSc1osCExOFzGXR0ajiywtWPCuFNzsMzgX88Ho5Kf2dHtxph3UrGTX0HOnxyzMZHR3w4m/kZhfy8tIBZVXjZKmpw7GBQE+MyhxEfYPgBTIuBztuxQw025/EwjM3ikTB3Ii7Ag7UNDRYCJJI093+oIwsvWD2X1/fw9M98xhTvSJCSqpIaGECUnUtwZ8OckUhzFGPqGvnDTyUgwFezKYRyC2UHcc7G+vOzM7Zz2xa74/bb3MIYkyZfkZBFLPEMcRMA1ByrrjG12JC0yCMnjllM+X3Ry16uRjtjBw4fsgWln/1zWvS+OON0gZ+NVOd+0Hew0kZze7h8Or0Q6XcKdahjuMc5jTEIFgQJR37DY4vqkpjL4o1Y15lDy5u4a8oINC4ITH/0c5+3Sb2X6dLveZX/7JRrgR/8wHvd6htXOlmM47xYB+XMrXTlRO+xlSRp4Ds8FZ0L1NWPocwh/y0heuqZenodQEsg7j1wyAZPnlSmY7Zx8xYHimjlSbWdAwcOeB1AvEMIpRvKKHwrAOtTz9XL0/2p1SmUYbjHrzPbB3y09Kz7n/8s+o+X2e7+53S7C9R4/m8mb2xRfOI4xV1vz2eRQxAuTYCQ7sIKZY1X1U5RsmvqJROSpbPsE93aa5e/6BXWu3qLTQncLTBCk0xbPJmTPK5aRrJ2RWLRcuUZmz70uD3+1c/ZxGO7rVaYlgIswOSjNchsySaliRT4gjiVR0gX7QjZEX7HBTxZ7LBYnJPiOebpzEiBXhKQSMYEXlVdNcU7mS/YfLrNEr2rrG/Dubb8vAvs/Csus0f27XMPF7UlVi9T7sq78hfFz5V6uXOu7yIPunt6XHaEMqKfwXLHoh6sXbqh+IiTo57hOQUkWzaXsXQ2bhfsPE+wclHKeaulkk2WTCV1L+uBaTX0QwtKF/khVQwfpwTo2Flm2bJVdtutt1pfb4+tXrPWMrk2Ky4s2h/+8busuBQNuUPkIYA4hrPD9ca6hXguHEPwZxRYjIWMqwqYsgd5fn7eCjPseBO5mOMZjl5PDXFEtyLZH74LUXeALYxXkbuep6Ioju9E4Xv44IR3GF2MpySrFX7nT95lP/5zP28vfMlLbUpg/6Mf/UfnqanJOZVXUX1m3i2LUDBoQcQX5HXIC8do57wFy+vdD//DR+z9f/d3NjEy5rvdDB4f1EMoGgl7+N577dIrLrc9ux6QoqN0xZOuYrYyFD4njKI0zk9N/ru5/9mh8EEFQCep/oTC/1ZYrxBcSexWeL2Cz01W+LDCBQqTCq9ROKTwlIRFkkUkfl4vEIhtqgKFQqOCMU7REXqnWRcqHAPjBabg9ylAoPLnGEJ4Bm01WB5PmdG5x9wwCQre90Zaf49n+V6jxQUwiuuevv4VPkSBI09f2CHBkoYRs7nIAqhn0cIgzpfKEQDM4CdSDa2kGNMCQSNjo9YhcMIKttXrNwhgJq27r1eaVlqgJppvwvcBkWk1aDSwZBKgCZAkRPlj4u5SNdq0PrgEotyw2DHsi+9JGh7xUbEMn7tlKxalMZQhR57zfFM29cB7/pwkGkJyeU+b7XvkEbvzzjttZGLaXvaK11he3w71RFkG4F9QXhHESqDHWy6UfDhloK3F7vriv9i7fvs3LClwGqca1BdW9f9TEYKPMmA+ZEgjRwqE74Zr8A7EYhXSEp4L98ljGBqmLHg+vF+VxoYvS1a9IbCoe+pgupy01v5++/sv3mQThQWbKS64Fl4uVGxgeYcE2ZhdvnK5/fZbf9Z6BN4LEhTUh4rMF2MhrPx7haIV9R1+Y31RcqI86FfkrzLiGa6FtNNhcoSoV8pv9erVFlMcH/vkp2xCmmxFibxeGi7WiHKpYE/seczjIa/URWgPfIkj9wh8A4KXoTPLy5Wf+ruQx1G/RxsJ7YPfWJD6lg3YiSPHn7VI/ufQf7zMVh/+72WRhAIvPen9p7BI0nbgxcCPgWItKZfVTCUhLmT4EjJRj5SaWm319vMss3KtLaVbrRLr0PUWKyXSllCcWB7bJUOP733cjt97j144bu1SCOOKkVWwbOVak8JclZyBQjuhzyANIV2B+M31KE9K+1LF4s2LPl3o5LgAToVRqElbVJqbsh225eKrLJbrsLbePhsTEKgWylZWm5VUsrUr262jqWpf/fCHLTl9zOUSU2Nc8ukb/v16OXnZKPDdjZs3KXlRuQJAwOUokSyqIx1cp11zbKQW/CG3p+2aay9VP5Sy9asGfEFkOtPiYGT58uXqs4k3khHMgScOpucAIpn2hGw6dnjIVgz0kxiFZhsem7d3/Mm77cjxYcsvRXUZvh9Co0XyzHSFug7l7eXrhpOoH9PZqf6Fc8CyP6P7HENoLDeI74VvNhLvYZSQlPVz+K3xGIUoDojfgZ6c8ijNhIzwwVy5ZAuqjLf/6bvt3EsvF5jMWUl9+y/+/C9YUojkS5/+tLWUi/bTb3yD3X/3XZLnUmrSGZ8qwJQH4uaz1Dlx8t2QF+9rxaM4aH/tj/6oHTt2zBdPFmfnvW/DQuvPC5ssqM/uVd+FZfJEftoeuPlW6423+jd6162yOQHRJ+5/enMkT5fC95BUCLWE7/oRNcBANMBAXA+hSaCTuYa4LGG4mMILQgXwxTmMBQVNh4m+gQFoiLwPMbRNwyLeM4e2Gfr1eL3mIsY5E0j6txSWr1rhk4a5RqdORbnZXw2vpgqkEvku1/wbvFtmddySzVUrdsFll1qitd2GJiasR5VbygNEllmuo9P3d8XPFnFkMoBJNUKEuNIRrUZkLkw0H5NnAljlO0vVooMTQCVH8knZoGl1qHNvb88JZEaTj8kLIV5jX+e4yi4qU+LxhqrGxm8oXCeU9P5iZcHN9asGuuz3/vc7HdS87sfeYPuPj3h5BCbmGOoG9z9Y4UoCX8lk2tNUbSpasjhlq7Mt9vxztlgbu8xUElZZjOor8AB5gTxuNUKAegB+IV0MbfPb60v5CvcCkKQcQ5lwnXRxjXvwDddDnGhszap7JcT9fBYVH74/d153o/2vP3inHSuWrBxTuSm92aaYxSQ4c91ZdVgC5wtTdlHvcnv9cy+3C7asc57lewwxhXOcuudVh/5tCQ6c10cUAUnS77+UlxDYcJ90hnuUAXW/79FH7fDRUWtOJ33o5OJLLvM5sLd+8+vih9PDN+Qr1Lmv0q4T1yHSgnUjlEn4DkdGCEI6IO4H8nZTbx+8i3Z87Q3X29dvuvlZIPkMIVV7DaXW25n4pZEX/jVEPATiOHWO+T4AJDEUbcLvw1v1Z0JwmSiwiTwA3OFCppl+YrFsnf191r7lYltMZ63W1m1VASWL6VzP52KShWq3B3bda8X9e/U5Nk2QMt2Euy7JVn0MAAsQIiX4kYRCG4FIE79JVygH0gSRnmoFi2TNypW8pdVGx2artnHbxVbrlBzRN1Zs3G4ni0uSKTVLZtssX66ovxLAmpyyheK0ZdNVO2/tcrvvC1+w6T33SoaqHARuMHToq/69QKQBNZfyOG/nDt/1xK+rzTL6wTxB3N4wL7qRQnohVk9bc8V+6OUvstZc0lb1dVi3+onS4oJ1dXXaihUrlF/J7YVC1J8pKlYaIz8pe0aFjhw6ZK2ZTu+bu9o7bHRk0t72B39idz/wiDuOj7GYSGlCboTyIrAPdJBJBC9XXW8s73DOfb536rxOIS5GQRop1A3eOcIzjXLrbISBAh+7jcQ7IcAbIX3+zTqFbShD3uhHoIpAdlxluag+65HBEzY+n7cPfPijdvFzXyRw36z+rsWqxXn3ZtLf02Vf/dIX7R2/+ZtujV6YY42EoCZ9sYA9Sg5pgMc4kla+09Leammdv/KHX2F/9o532uat29xFICNi+AMlPcyjTKYjpYhpeR/7+lft1c99gfUkco6HYq0ZW7Fuje26/Y7vTyBJwQdCMASioigwCmq2UnJNARAA82Jd4xxLG50WFBiR+16RQiwUNud8w61COm8EkmgwXNOLaoy65qffGUhikVy5ZrUAowCf0kiFQoAmgMWSNF0aNu/5d+ppw29kUY17SQIyq8aGe6CKwDPuajr6egxH46y6YvUVWysSd0YN0MtBwgQ3QwBKj1NqN98IDMu3eA7h1QguAdAIEzRTygYr3rk7zvNdEMoqHy+bYtXvMdlaydQ18qncBqAt4kgeOAIkiyXc+LTYmhV99o63/54ET5stlIr2+l/4NQexEOkkjbwTkzCJrKSY4tNKq8pJbboqrbc0N2FSoezyTavsl37ix+ybn/mMxet1BPG+x6G4EFpxATLukeYA/Lze6ufkiedPXdc5vMD7TwdIErBINlf03aUWW1R9nTx5wn77z//cVl9wlU8Wz+vZpIAwQj6lKshK428W6K+pfkp5KTvVgl25fMDe8JJL3MVOcXo22lEBHtb3GEYolCMhCpBE0434VWWia1wPFNJVE0+HvAXCcT2r53FNMpdfsOWr19uNN95oH//YRy0/g7HpNIV3vWyo5DoRN9/DL+nwyIh/Dwpp4Ni4MApqTEMjkGSLzi4JxM3bttpdt975LJB8hpDqvYa7Feo98EHghX8NBT4kjlPn3wZIBgrfjdopixnLko0ZH9rMbdhi/evW25JkWz7ZJVQnGSiZ2Cq5mRYPDx85ZOOPP8g8IGvFkoPXhppkoL5ba0orXjVktW2OSo2+pnZXi+YWMvJEOpi/7GkQCAjpgUgP57SdaqXFKuoHRtWez7/uOmvrHrDBoydsUQrpmMDBqo2bhViybnHqyqVtaXLYpgUyTtyv5pKfVqQFa5YsXq3+LVaZs5ODx9T+JP+UKkk0B5NLzfW+kikkSgLfPufc7QJ79c02lF8WTHKOQ/AU4FjE78YjhM/jWrxsr/qRl1pfV6ttWNVrKSZASkHuH+jzfhYPF4gFvpMRMEdeIjsZhh0fm/B+irmfjOzEY0nr7Vtm519yg2+EML8A1I1kCTKOODyNClgkwzlyhvILx0ChjHnmlJsd9U/+vuoJ+e7vR3ecwjtOKjvuQ0GmPRXRh7IAtZF4JwR4IzpGeQjEGdfCddLPsSBM0yzscnz4pD06Pm29PR12wbot9r5/+Zz1dnep7y3Yow/u8j7kzjtut+uuvNLOX7/cXvH8F9vSfNH7KKaetUhJYqEkHleIm+/Qx4M9RitFe+zBh+2aK6+y/o4uX3wLcFxUf0w9QfQ5Pq9UdQa/VNPtds9dd9gFO3daRrzapzrOz82wMPhpyewnl9B/AaKwzxYoKCoMxqNysb5wDNZIjizkcE1ABevDyzRmCrle0Ger2EYKv8+8/u2I+IiLCuGIAOHolatoSG8AJoAGGlYAwAvlvGKoWiKG78i8laWtpPTe9Oi44lEDktCKxxW/mCqeAHBFgBRgiPUOxuE7xEWa+QZlwX2e43o614qK6dsuwTAtArsrVi+3a66/1nZs3WJHDuy3W79+sx07fNhy0oZYQZhOR6C1XAc2EIt1QvlFv+tDOyLyA/jBsjg3X/bFNGxvtVDIOxNTVzA46QtWs5jS39nfK8DcbanWaOg6X5638oy0sXirxdqX2Z37jtuf/v0/WC0Wgb7wfc6xeBJCXZEWrofzkM5A4feZ178dhbh5xwW24sWVzkkBtQ9+5RZbf/4lNo9QkpaYS2ZcOLvQSYgPMkoDjt8EjtuVzs7eAXtkbMRe9brX2n0P7fbhNiaH+y5IEgoJgU7KiHIPPAQFnudIoE4pR/iIKQzsZ8vq+ZmZOdu//6CNjU356kcWBqVzbbZ161b71Kc+ZVPjo6fqMlBj/hqJ73GPuoN4LzwbiN8hTWfeaySsVmvWrPF0P0vPLIJvvpv29O9N3i7VTgJoK5aLFpfsyhfmrWfTFlu9fYfNt6RsLpYVw8atLdtm/VI65/btsz2f+aTN3HubpRbL1i6g2aROFvcvKPKFpvr8YbVtrFdNTRG4xAdsTMKYefiR14VIyUTuNMp9zkP7IF20p1GBq+tf/9OWPedSm1CnXW7NWqsAVhtyenLcepdK1pEft0ml6bFPvN9O3HOz9S/N27IUSmnN+iR/W/IslNT31NHjDslJ2neQD6EdhmOoH0K4hnxpfI73QntvDOSxo42NCgb0jvoc9T3t6ktybAEsaYh/SgLD2dXygp43H3HCOIAcw5PHzOyslwey6utf/6Zl29t0vSwZGi3o4ztnUrgW0h3OG6kxner5TgXF6OA+SLnG5xp/h/x+OwrfJJ1nEvdCPXM8GzWmOZz7NyWzHz16zI4JTC+pHxyfEQYYHRXga7WxoeN2y803u3ufI0cH7bnPe6E1qV+55fbbbAbrtMoRYxdTC87Zvt03orjwwgvdmAL+od9nMW2mrdX+7D3vtsmxMZ/ShJcVphpgCPIgwnBAXMhljGMLJyftfLWZL99+i+VL8744sjXJ9OqnR6dz+z2k4EfyzMplaCE0xtA4vRLpcNV5U3gwTrFU8gLsEKJvzbQ6M/M8gU7XGWcpAls+yViFicd3mKAqQcJ1v1dnGo5ht5XGazzDO9EewmqcalD4d2TYY/nKFZat7+rCc4HJPOg8aE7MiyMPCT23ZALC2YwlcjmBibQlpQV09Pa5y4eKwMF5l1xozdm0b3NEvHE1wHgsGgLGIomJm6Fz8lddqPjyfdIJkAsgGwN4KD8oMH6MrSFjAnapuC0WF+3eu++xwYOHfSurXEfOd91hr05cFrFjDxp3oiYwoLx6WSxhVqdR1mx6aswtnc3SWDvbW61bWvWf//E7rTOXtIlC3H72V/+7D9u6L0wBrRYJ5aVyFE9o1KTPG1xLQt9QFelT1YU5n5vT2Za23/+lH7dbv3ITM5Ctb+WAtcdbLD85Ya3plJVa0tLSEraAxRDhLk2YbaDi5WgoHfK4RXyPEMoD/gj3mitYbZW3ZoBa0csKSyl5ba5OWjHVbta/zv7gz//GSvoGG92zPzjv8ywdioNkHeMC5Vwjb2iNPNPVlbPWBXVG6jR+77+9wTYNtFtTfsrmJUyWFpt9PimTnIsFdqiRwBXaJK1ldWSBPwnEz0rE0ZEZ/03c3A8U8nM2anyOd50/FfgO7xFCnCHeqBziXsf8pkxDPDwL8UyIL1Fpsqr4q6SyYbL/Nddc4xaR277+9FYAPkv/9QnWwEl2dN7AbwI83y2hcMNPhMBzHmiiEvDESF/QIvkCfwlOWYxJ70tlX7jQzA5ZzRmbE99ZT7f1S3lqaW0XaNF7lZhl42nrWTppj+zeZYtqi2lkmTpPdpaqNtflNSM7yGnACOkQXKKd8T0CFPgbi5f+j871HsOMKOnziR5rX5ix9lrJ2N9+TAB2urRkm9/8Zot3LbdSotPyUs6SBx6zqbtuVue914ebUTb7+wc8jpL6pnSDL12I/oxvARiaF5WuRNkGBx9312HMcG2qxawcZ2GiUq1C8zJUG91x8UU2Oz/rfR9yriJwEFNamTMXo98SRQv71P6rkpeSdbGYwEhpzF72kufbVVfusIFe9Um5aNpQW1e3jwQuVVTuKhurVrwcapINM1OzVpZsqyC3VE5YI2+/7W7by9aMsYz982c+b22dy9UHSG4X8OSh77IOQZlnviW7gPEee5xzDGUdeOGUxVUU+M2fp0+qnwcK70gK1a88mZjr7lGoWilzSoDfTMkl7kYeJA0YPzyles+/g4Va97DwsFVwSC/U+F6gcI1ww3/7dfsf//NtUlik8KjfLZVmLcm2uTNDNjh0wjq6Ou1zn/ucb6dZmJlzjyof+/N3+7vwI0ab9WzDrL5ndi5vA3399vhDj/jC2/nqgi3UFu2hh3fb9m3n2KYNG+3EoSO+8hsjVUn11kjESV49rVjhW+JWKC/abXffa9dccrnFe3qtMnT0+9MieSYFpmkkOj2GBQMIoGOjYNGYmHMWrHWBKSioxngoQBoGx38XUjzEFQIUAAuBDjhYIqGQLuYosGAmpJ/APER+02A5rlwZbZ9IHkJnzzG8g//JQ4cO+ZAmw9Q8D1ORP1ZIz83PeGDDfI4MQVfEcKQSwZnPS8vR+ZVXX2kXX3apffPWW9wdAO+2tZ0eMg5FFZXnaesggeHcUJ7ks6ON7R+ZZyPxr2tZadWpFPOXYg78ARctAlqEmDTdlB6IM7VBsgJ/l2wjzQIN4sRJ7fjkjL3uTT9tX77rXvuzj3zMBtZtsf3HhyU80zYrsKUUWVJpIiQkGRICkamGht14DGnmN8dGYnJ+VQ1qEQDEsUUCTMB3SaCofWCFjU5M2/s/+A9KN7tgKL9630Gj6pDAOWkmhO8QWPFIHZbUqUxLQUi25aQkXGpTatxsrg+vsutNizR8gDr1u6Q8wDdYhdmJgMDqeKyPR6WtDg1NfEve/i0U2si3lInKkfTAu6STvHn66tcbhWgg0hPSRLnwHHz6LD1L/xYKfIWLmVpZClUTu2ZlrbwoOVGL24odF9iGzdvEo3HfIg7/Mx3JZhs7dsAevO9eW5JswmUP4MeHgDkTv8PT3pmKQhs4sy3wXX5XJWMqArRY1RhcVjN1Iw8eKtLFEf0oWDmVtWMlycze1faCn3yLJTtXCy4lBRAXbbOA2dG7vmHViSHFV7NMKqGkqD8SmGLUB3CFZa0x+LC57mGMKEsmMZrBdoso5sinauzJ7Z+0BgNKAOkQv7kO4boMHMfmHvq0lwt+KsvFgluvLrzofJ/aAoiiL8I6SZ/j5aD3WU9AfASmLqHYLpSL0aiXyvOOu+60mbl5W75ylR0ZPKG+rlXpVx70TeRkBCIjCukLdOZvCC8ZjYFV+X7kUYFhx6X18/D7qagJ86nXv450SDpSjwBDrnFea5Lc1znl7KM/dazhfFJPuztMPws18s2Z9KX3/F/7o7f+T8tR9osVydS4HTx51OaKZXtkz1675dY77YILLrKp8Qm7/upr7MPveo/ySf5PBxQGnMqDc8A7yFj6S/qYT3ziE/bC57/ANzXBV3WQv4RA5CH0UZS116nyC2Hguuaqq+wv/v7vrYLLoadJT53j/0R6KoskFq5wjcxHGVaSxdAQBYdlEtACMzMfpLOz2xsLIAuGpQB5j46acyyRVMSiKgKAxM423CeEDpHjd2WR1L++5css09rm3w1CKRA5QBh45cWioRAqzASEsCiyZWJCWkNMDTaZzbk1DQ1iZGbKXvWG1/v8SN4hKZVyBDBYJQ4ITSrvMEtNQIPOnjRCpIGOn8m5UGAcKOS1IAHE0ESn0u1b/KlMsP7teexx+5d/+Rf72V/8JaVbGrDiX1BZxdU6GVLxaPQZeBOLZCk/7Xt2lhBSanjnbd5g99xxqz324C4pOkk7OjJmb/29/+3LQwFpNER8vQWiXsgf8dKI5+dxi1T2IZSK6hQrcqVa0C8BKjSr2WlbM9BjM9Luf/Fn32KloUPW29FlrZSpnk0qboTMrLQzyiHwAWXQWNfco8xCuURVrXpurlqxXJImLXCoOiqpU5hWx/XPN99qS7lO5aPZZkqRc3jmuRIPIZQx32sR+NQlJ0AgUxXm5/OW6cj6xOmN2WZ74I4v2ANf/LRlpI3PS3BMlWoCiMM2Njpp4+OTViwwp6nJSg7kT8/rjOKMVruH+g55gMK1s1Hjc41E+qFQNjwXnuUa53QqWEdCWYZ74X4o05jYoKL8V8Qva9autc6ODnvisT2Wnys8a5F8hpCqu5aSEgg9id8AQ98l0ek38lE4VzPjrj/je00LxMFfiVrSymqnC2rnyZ5eW7Zus8VzPTZWnFOfkHSHznirOLL7QbPZeV8kl5Ssgz9xf0XcWCOdmqNFkBGeiCyLpKG5KWrXIT0coUo8eaozJ3AZLyLMOeuMjduBk0Xb+iO/YCsuuMKOV9TPqL3WFv8/9v4DTLLruu9FV1dXrurq3D05YIBBJkgABAOYRIqUqJxtS1e09Wwr0vc5Pdl+tu+F/b17bendT9H2syUrWRIpUpRkSqQYRDEhJyINZgaTe2Z6OsfqylXd7/9bp3bPQbMHGDETd1bPnnPqnH12XHvt/1o75W33UM4e+NBv2PqJp+xAUelWf3V+ZdHlx9pqxUeRkDd1pZGNv+NEunHI+d6Bom1Uy5ZuN21xflrhM6zbsVRHMkfpwSKJ37rSzALOhsD0hgAL8qIlmdaUm5uZtVY5MmpIqnj+Lrf/jv34j/+A3XHHjXZg74j19+WswKk6Cp2dSLxuJOORQxhzUBAVuvqanMBwyp5//rjNzy0KfA7asRNTfuzexIVpn3fZaAMkKVOlsRUdfODylvJVoXKlAkJ5h2tUH5HS6n665O/pf7v34V24B2RvR+SFsABfHr7yhVGFlZ8hPmQchL+EyoQpOsh73kXpiGQk/MlvHL9DGvgdiGch3H7xW1VKz+pG0m5629vsn933r624a8gGMyX7zd/8DXvn295sj95/v91x8ID945/8SdV1VX109D1AniuLjElfSmW+IgDvdaG+t9ERuOzvs2ksm+rTmSfcl80bWyABPOHtOMH3Ie1+3rv4jy2oOMeePuf3//AP7Ee/4zuuSmZvCfrrQ74heTYSSnGiqW4lGB4zNwVKw4K5AVOgc8b1l5ZXow2vacCqQPxT6GwqyhUg6duTAE5U+DQkChK/cebZCiQDg0TEvZgGaKMSRMgNjQz7fETipcKDEMIxbxMByzuGpEk34ExQxUoD/Q4kWVizpsoeGR23Si1aodw3MmRveNtbxSCRVkQTyOVLEUN1mZ+hchgCDTMCjpFl08tJaU+mokYRyiIAAO6bamgkLaVHjYY0TIFJLJHX7R5RIzP7b//tv9vr3nCvHTp0vacXEOHD5cqzPvdvoXalbMvSjFZWq/5s385xGyoV7Jd/4T/asMBHRQL1PT/1sxL8pjiVHv0VlFbSRRpZIU4xs/IcQMxcm2a95cMcvWp4DQGqloPphM1NXVLEHWuulW14sN/nKe0ZTtjipUv2977ve9VwUhLoScupw6gL/EHeUXQTG+6Jl7oJQJK05CXAUQwyeTV0NcKkGmoiKbCYLdi/+9OP2poETa/uTWUfHcnWsWK2tFnPoXwBjSh4lBPRhvgQ5hW9SCsf6bY6vXbFHvzg79nyxClbX16w1cq6fexjH9cH8K74RumhXNDkCSO4Teq5wtANEW8hvgs8EYjfXxSmiN8hT/F3gXcIY+s38bAy1JnqqKH2dffrXmuXLly0mSl1ep2Na0DyFUKwRiYdyWFcaE9i1U0KPBJ440oUMF2gwKP6yq1CELK2LbmdktxIFEZs56FDVlNbKuza72f7Ly5XbFh9SFJtb/rcKWtcnLCU2mgOflQH20xIySR9AF23RkUgA1Dj7bY7tE37R05LWnuavY/Re9ou1JtAWddbgaZcvqC4Ja/0brVWseu+5fttz+vfZRMCjk1kRHvFCsm2rdz/oE0/84iNFiVbWjUBYYwCWVtePKHMSop0d2kYHB6W8iUFrBEpwKH9cSV+T6eCzUouMpf+9KkXBGAFKnNSZJOSywoLIEn62VXi5jte5WUIeKS/4yQzpuzUpNCuLVS9T2HufavVsKb6nv0Hxuy9732v7Rnts4HBnPX3ZwQIC5LD0cJITuJi1IT6WV1Zs+npWYGa3cr7ij135KjlskWbnFpQoSbt4UeftGefi872Rn5RpcqJSlApUpn3tCouc/29rkG2hDwTR+jDuVcN+HsI/5RFuA/f4AIRHmCaZ4SDfxz1mUkW3PjEvU9lULJcbqtOCQviSrx8n+hERqi11eVomoG+wUgMfiDMkFbHE904eR7u48RQOE+wULd7cyqbhOWHBuznf+VX7PqD11m9vGQr87P2z378xywvHuK4R5Qmwov6ll5f7MSoI0aHQl9RYWz4DiKf+MQn7C33vtEOXXedHzgRFDRGOennIBYms9iW5+AF3KZxgDzoG9pCU5iDPUJrC4tXJbOj2vs6kyrtPkDCVlLX3L27TFQwZljfWBTm0NXvqVkVTr5Q9PmSLgzcb8RkQnvdQoWjVcGASbgbRuI9d7ErzBLutycYTmFz0X/sF5lKR4tfggvk6fBGGGl1/k7PkhJEAEL2h1SCxRQlt1qtCAyzT99r7rnbZubnfdKyW18lbJLSiAmHvPsQsSodEF1UvhmCoHGQZhgHbZHwqpWaX1dXylaXFkn4S4vL1pAAy7KyrqYGoTIF0K2t1SyfzUjIMBfjkD379LPKZY8N9ver8cF0AC8anhhb2N+tbdJ4YUTm9VEmbHhbKhbs6ae+IKG4ZqW+fnvsiafs5ptvUlFJnOjbdCJp2Qz1p/ynvDg8DQXO8pYQx0I6NTntK79ZVIOGRBx5geS8QHf/4KAzfo8cwnxF+fvWd77DHn3sMYWbtNWqytAnWXWHUkRer7F6gYIwwE+7Urd8Tlqn0od215vKW1Jxve6Nb7Ub3/Z2SzD30qu9x7X0lL6jAwiKQxBqkSP0iPd4zhXH/Co0eXhldXXN3nrvG+zjH/1L4dKWPf7I48ovwkjCqQsicVfiwDDEspWIfzvabAsx2vo7UMhHnK4U7laijam12eDosGvPE2fOqiTEK51rG5K/UkiscB+gLc4Tfr8Ni7wc32x9G3gSyx+yBxnrQ2+Sezt377Ls7gPW2z9gNQmghtLQaqvNCKC1Zqdt9sxJ60xflF/Js/UWg89uFGhL4dwMR+mJQI3i0HPaLvLUn+uxywjdOIDRPYCLK3K3I3lWKOSs2upYum/Azs8tWmr3XvuBf/CTVt7/ZptupyWPBPY2mra7t2rP/tWfW+Xpz9twXjJDgIQ9KRmG77AR+uqkfkveKU3NRkvyteiGCdo8aQmO8qNEiL+vJ6XvkzazVrXRXXukUC9bb7PhcyIBDpKoXn5ZAY0BAVMJH7VHgRcF2pS/tvLSqNetLTlDqJ0Oi2PU19x5k33/932nz+MeEMgaHCja8BCLGdet3uAoXIElKYdca9WannPSXJ/Nzi/YhYuXBEgKNjWzaP0Do/bUM0ftgYeeUGKyXs4Ab9LExt6+96TS1G7XlTfkcSSjfYsl+W3Sl9BXk3XqQf1m1M8LwOoh3XeP/NJDN1UHXCWw3XGPQYZdQLimVJ6c0oLjvOkUu6rI9QK6FUZLGIA59cDUhOR4jxzD2wBdFJjwW1LdetOMHvZZQX0Rez+zLgPeRC8hb3EZ/1JUS0V5U6otz6IulW1L/ftnPvMZO3viuN372jvtV3/xF2z+4gX1kYoB3lb+4QF4kP6dEUkMPmlhAT/liXYoHPG+P3q/7RjbYRWFh9UY/iVdoV/iW7ARhjbwQbvbp+ICUeQwYDqtMtZVfdVXbEPyrzpdySKJpS+QN+7NK1pN1LDIOdoFQADLJMxBw2cYjoKik4eYcMxvH8KV+2pZJEkTaXGw1xUC+k/pjCySVDjv8kzgZRWcGnxWgHJ4dNwWFlf8XFXmwt188812/Nxpu+6Wmy0hrYFwRgZHLJmL5j+y4hcrIdv/eBwCHj7krfwSJunlFAM0bhgIP+TXy0nhEQbg1C2dKkOe8T1b/jz5xEN2zz336LuktLC6nZ+44O8Gx3cKGIw4mGRyNJvI53KKvyrtttm2C1OzXibsUXbLjYft4vkz9sE/+k0rpAeU/Zzdfc8bLTMyaMXBks3NLnta0JBIMwtS2JLo/PEXorJWeb3p3rdIsA35giSJcQmuhC0t1ZSvaW94TGdgZXE2O2SvvuV6e91N++34U4/Zr/2H/912DA/YutJJnZM3+IbGQ1l4DXbrk/qlDCiLyYVFKyltsxPn7I63vcX+/s/8I1taqdqpMxftu378x209mbWqgHM2JwVAGnJJZdXsRA2ccOKglKEaypx4SEOIq6C6XVfZzwLY+/JWmz5jt+4ZsdftHbdBpZOpAo06pwyxHVLXgtjTHYbqpvnlCH/ETVq4EgbPQjrjFMJ0HupS+D6kfytt9zx8zxX+Rbjddc9rvWyfe/IpKzIMU6tds0i+QggWYLFNqPfAM96zdinwCHy3HR8FupJFMoWyrzCZEwiIYFEH8m7nXe/2ucUbyYTNXJqw2vy02cqMZdBs9Q1og06QVcXEDTV7sZgKNCJJEsgA3ckrw3kQyqMDF139tyAo6UBOhrzRrhdqDesbHLKFasde867vtNItr7EpAYsKca2XrJTpsf7Oij332Y9b5eiTNp5P20abLVr0XmCIcHoEptJSmBvl1WhoUukpS6kcHR+zhOQQw+T4C+XGPWlx2b3ea6dVFj/4sz9jo305+41/+Y+tJKW5CZZS3lGeSTNHQe7Yt1f92OVpXeyiUa9V3AJVWVqRXFTee1r2Hd/5TsnmW61P4Y2MDtpoqmSjY0MqY2Raww0EAPCkgDmGg9Vy1cHW+Qsqd+WbuaIpAa2nnztmv/Srv+VGFesVWFM9kHY/WUj9BXNCXRbJAQG9DgCIqm4snfitd+qefuR0NPoV+tCoz6JM4o65jFwhygoZTF6d31QWUfwRwKP8IIlY/6ZXcSg1XufeLyhPIT4cfkgvG9cn9D0y3zemb7PHKFiiactTE1Ef2iWPV+RpFoW4A2ERh+9QKHwrQYHVqsLM0rfUa1Yc6Iu2MFSZ9WDMUNkAdgmD9HjforBJb1JlVxoatJnVJfvO7/4ue/8f/KEv0mkIZOKPsmD1PN/Rx2K4yOezjg8wOrFZOWXKPX0UI4H8VnY938Sxslz55rdIOlrsUqiY6KqKjn44O2KZgnmwhKkk3M8FFVJRBRQKXoFFlaoC8pNJEFJwcPc5FL+KRTfvt6coHZ5E/Re3SBJfuOKwHOKde4a5eUfa+lgVpcrG4njo+hsExlqWy+b8nkresWeXDQhosbADMDRQGpBWVHSmYKEOq7YR3J4PJZOrx6ErcQCcmmwzoLxGK842XIvJqlNPs4WEGlAumxEwm7PpqSkruyU3Za1m1Q+JZ+VdQfGdPzdhfWI+zN4IYzRyAHilUraSwFAP6VD+VlYRmNLmVL5sXLskkHfu/DGB9g3L50r2zDPP2dvf+a1+TFOlXHfNdn52Xv6WrLxStiEJ6D3SqMjnQF+/rVVW7YWTL9jR54/YU488as8+9ax94fHHbFZpRctm26T+voKA6pCE3Lo999ijtntkyB769F9ZgvfiB/iCsggNi3sc9RrKCkdDWlqat5/7V//SPvDRj9lb3/0uO3Np1jIDQzY5P28Dvt/mDdLOJUKkNferPLAupqQAoXFTAKHcaYziLphkMx6upCUtYUE9ML9rda1i2XTCjh95WuGX7PhjT1gGzVc8oOR7mAhbs8tDJgoqRi/68SIizuD4LjwL93GKwn1xWOHbOMXD2Y7CN25lEF/u279fdTVtDaZqiP+anc41i+QrhFTN94nVu/cxHosByUBX4pdAW9+GsOhsWdAWNa+Eb4vCedZVY7uTvJ1/4QVrz8+aVSU71EY6zbrP407pG/9E36wrkR190+kNowVq/w4M8BGBR09fN40+V07Ui9VL6aAt45AfdLTVVtJuvvt19qbv+mFbH9phkz1Zm09krZwp2XhCMkTy7tgf/451yvM2JhnZJ0DQUoe8gcWtN7IaZhMtS3XWLJ3tt5XFZQEKyQ7JBgwKiaRkFvYwCpe8Ky1+Oo3+omcCD7febBXJvXQxZ0c/9ynLbgjsYJmSP/JFuvOlkoNu9X6SO9HKYraYY4QHWdcjWcjWYT/90z9hO3eM2OBA3oaHS+oPkjZeGlX/lJN8j/b/TUmOeh23mvqmbrNz83ZJ7TqZVH8nAMiG6x/4wIfsgx/6qPKUUV4zKkj1xZEQU7pQZOl3m5LJSSvkMr5X8vDwkI2NcijGgI2NjdvI8JiNkhbJWgxBAB7ApBs+0nlLKh3MI4UXepAxXm9cYUTKSuWoAqOOAabI0mhOf/Tb+UEeEuoD+Z5+lbx5eNS7wsIPju8iNhRoU3+JZZLAfUSNF/rXaXcsp2rFCEL5Bj6n/L28dA28HCjTEQDUo14PS0FK/rfk+gTQO+2W92kbG23dR/PiAXPOq4Sp7zmRiHtGYTOZrK1JOdh//XXGATSDA+pz5xeUpmhHF+/vlC9GITmRaGRk2NPKVnGjoyOeZvzwrNQ3IEAcgU4wEvsEr6vOms2rk9lRq/k6k5q3gCTaAoWoixdcVBGhcuJX98O9Fy2VRcMH+kUVzTmSxWLBVpeXrU8MqRLzjk0fux+ufERBeQHonorBHOyxEKBjTGIQY3lnzjdRJxmAA//7ZuYKMydwx+bhpBnBQ4UEYj/BVFLCSHGkJShg2LZAXFJaW7PWtEq9ZYXSoN3zlrfanLSJVWk4xZ2Dlh3o9zmVHTHdmkBXU8xWLJYiBmDRkBge7Ua6rufb957Uu7aYiGGMuoQGGSEpAPV8AW2ETbOjxSDrEnILK0s2NDrsm5OO7pAAKeVtfMe47dmzQxpb1gH3vv277OSp09LG6r56raE0Z7MMe0jTl7BgaB3ze0WCdnZO4CubV1qlCSufN+45YJNnz1lCQmhIYGlkx06Fd8AOHtpvu3eN2YieDXOOayphGeUhXUpav54V+xmuz9no0JDdeMP1dujmfTa2c1jlty5hpHLISou0pg0UmKukRrNetg29W62u2LNfeMKBqCSy5FnG1lX2HJXmAkf12isBGGmEVEXa6hLyr3r7t9kfP/Sg7Tx8i1XTWTsxtWgrUgyT6ZJcn6X7ikr7DgXYtMmZi4oraUPjRUUhrTHdY022xMhE2nlbeRc3RDzUdcTVaXWsKo27rk6j0ZDwqVeto0bOno+3vPq11qeO5JHHn5AQkdClc9hoqQybElwkXo70Oy9GjvIPQjTuEIRceR/c5rOYP3d6Ht7Fn3HFb8TlkQtCNvzezhEXFpWM2sK4FKWzZ876b/hE764ByVcISQ7f51acbp0DKPweftd1U266HOfJS/PNVgfvdcRrWCSjZ5GMpwNuLl606swZS9aXLLVRp8UJRipOtRNJcrV1gQbJYBYKQjzjtC6mzBAcLNxhfjFWSuYj8wz5L7/Mue4wetXCApi2amPDljtJGzh8q932PT9gA2/7dquO7bOp4ohNKcx1td0DklMLj33eJj/6u7Z++nkrtuqCuh2F1fHdH3rXBehYZBJFpLil1CYKys+Gzc/Mqm9Q6QgIMkTPmcptToyRfMlKNlXKFZ+XvVStW1vyeM+7f9B2vu27bVoxpCSXzn/iw9auLlmaYVKFzxzPNQHqYYEGpijVBL5r+rZeq0pu12yNRakCDq9746vtx378hwQwNmzneMkO7B63AcmfXcPj1pBwTLNoqQsgVRj6ds3Kaw2bnJ6z1VrLh+/XJec/8sm/tv/+239qJ89cjKzHqodelSF9Tb+U8NLAgJWGlZZ+3Y/uVp82akkB1XXJ1U6qYE0BzjaLO1Q7nIrdUH0IZvu2TNy3ewSse9UP9aofBDSqTqjfXoEo1kpsqJ6x2GEZxbrMVnWqOP+N0tESQ/aov2MTb7ZqYkGAyzX1lQBzr3P5Z1oVfBZXHIJRoBdg5VzU5WvVyzpTDNb1LiNgmCuo7iTjWgBnhL1CdZkN377YCdL74qyO4iftJIBT95p6zWgl84CdIeWQtQBfrKY8omkxH9Knxyl98DfGiZmLl6wjpSDJN/Kzrvg5wYYpAoxaQsjgYqnf9uzbZ3Pz81YWDxw8dMg3Kq9KOVhbW7Ud6t8YMvcGIkdbbrXaVyWzye03LAXw+HIEeANAUagBSMEECDpfuKHGBAXG4Iq72vBfjoifuAmP+HE8g3iGC3GHtPJsdmHeGhJaB64/ZDkBlYcef9SqEgLcRycDRAtzPFwxKha6iYkJ32oBIqwwdI8/fpN3hi7IN/HwHq0O7Q4tj7BIK5oIG2etra3YCyeOWjaXsv6SBIc4Qp+J0dBi1eQk5FhEs3fvXjVO4uyI2Vbs/PlzClua+DIWNsqWuZpFD59jHFdXl5UmCRQB+qqYnLSwYfyn/uoTDtiXVyt63lSDyPg8xNHxXTY4Oi7wOOjDJNlMwfqKA665AqxmLk7byvyyHwtYLJSULsWnhlFTubQF0Mg/1lOGuxkupywSbYG7jrQ8NUFWcfvqN4GzdT0j/2wGfur8hARbv33///Ieq0kw9GT7JIMSNr/Y3UxX9VGS5l9ZLdv0pSkb6S/a8OCQtOlhW1qMVk6z4g2tmbIPgoT4gwv1zvsmRyk2aq4IMEzEdIakBOrRF87Y69/wBttQ3fl3KqMwBHIlIu5vREIIUwdsTcGwT+D3a/TKJPgV+lrVsVuR6GDV9umzN53ixwX5DoXfdMI4trvBOi6MZ71qru1epvawtYvkhcLISFoUNgqW6++3ucVFM3W83/bPft4G3/TtNpHaZXO9g1bODllZ7Xi8JLm6fM6e+OCvWvmBD1hJimxvs2J59pD1MiENcurg9U93zNeUc7jVsbRAX0lAJLvR1n1DbX/VkgK4Iz0ZyzXpU6SgpvM2LXfLD/wtu+Mn/oGtH77TTsws2s379tgLDz6gnj5pqSYnkEV9Dlc3LkjmIG86AhTIm1qNYe2yAP+GHb7hoL3+rlcLsK7Z+FC/K/Kky5CXkmXsO0j50k8QZrXetNVK1VYEarHMZSQjN9ZT9tgjz9lHPvp5q3NSzUbaeiXHxsf32ejYbsntIUtIrrNdUltl3iMQ3FQULRUEC0xCHeFCvQUXKP5sq//4d1ufI38CENz6Lc7BoVzwh584LuCeZ1Cct8O7+LWnF6ssFtYh9ScMEcuveOhqyOV81/1NifSwoIZtfsA3DE8z/SyedohnbOMEL1y4cMFxAfuREufJkyd9viT4AGMQuIKFugFHxcN5OXKD3NeblOD7WF6/lUJGyDSVBkXPoud+7z+7DIiTkKBaUtJOUpm0LQlYNKVRUUBeaSog3fiVwhKq2KxI/y3y31eoW+IJ/gORNp6xYStXKhPCrzOctA8snoTJpxx558cccfartKZ9B6+zqhp838Cgje/aZQmlOyXti2FuKKHGzdDngEBVJpP3+CgvOmlM1vPzczYjpgKowTDESX6jHe/zfg+RNr7FlM2mtAiVG268znbsGhd4U3qUFooZMAmY4lQdyWpvbKQ9neX0iLpbSOXTNZaMhEdCUtmtnNIuOR4LUEfaOBWBMz7Pnj5lWYY0pPGiCWUU19D4fskqlQsWWgmbekMAT2E26gormaMalReE2brvR1YXkMPikCU/ynNOALVSb9iBQ9fbbTfdpjynbXx0zFYl/JemLlqPhGK2zd6dDWmN0tyol7S0XGmNnCWbK5XsyLGj9oFP/bXdfM/rbUZa9omz06qHdRveOWisG1pUubbqVRuXdp9U53Beml//4KgAbr8dPXpM4HdEIBCBAv9F5dQWr1HJdCQM5+BIA8MGWIgTWEKUt2q9JcHetMrKqq0tr/q520efuN+efvhhy2Ldlh+2O2NPN+b0bEdRW4jqNdxDl+8uE++dd7u/r5a2C+vliNV+119/vR0/fnyzLXBtt68Nbb9SSLy0KbNDpxPkYOC1OG39/eWRAFOn7VNzNiS/4WrukyyYgMdDXCEdWHY4nUbyBTmMnEpJXmQkZ1Jsaq7n6wIDdeRXpWX77n6jHXjHD9rwG99uvYdvsQmBp2q2YJ0eyRhrW7/Cmnjk83bxEx+2pecesfHGsg1vqBNX3lN630N5uEwgLUqjHL1Xr6cBpKE23Zu06U7K7nrLW+3IydNSYjvWVGdelWyZKjdtbWyXjdz5Rrv+W7/T9n/b99na6H472UpbVnJpqF2x+3/l31upsWjjUvRXBQASPcyro09DsW7aCCvAJYvqlbKtrS25HKutVe2e195m977hTgfBY8N9dnDfLsv0rttAn8CzAAUgckNlyfzSZjOaE8lQ6NLSqrV7UiaxZf/1N//APvDHf2GnT88pK0XlNWvDIzsERkqWyhYlKxWGyqpJX4KBQ+XaWqcsADnUEdfLfLLVxSk8g8dC/xywAIAHgucChe+5InO87xJ5P6zvovAug0kchD+GzUPY4Uqc4TjY8D3x+XO+VZLgOyzY2RSb2yfcsIGicCWK0hCFE4jfcYq/2454f/PNt/ge0qQrAEnSRX/DexxlhON0saXlFTe0sP4CY9OK8AIWSE7IWVBfh/8wnYD3/L5amR2V4teZVIj3MSy7lchIqFAoFH40vNYtfP0L81ooej++Sr8x//IOELVWq0ZaligSJNE8PmfEGIPye7NCFc92hN/tKp10cl52SC/X4FSlUXhyDsFgbqWvN5OzXTt22pnz5/1kg33XXceHapAF6xF6gLEZfg7zJTjfFGDHnBcAS6WyZgsL8/6bbTFY3Qx4hBmwkIX8AC4hGP/cuXMe1uvvuc2KpQEHKcKF7o97T6ayp4utrlZ9XlJWwJZ0sYE4pxcQH2GzByWgqtnkJCG25+kVo6765ufsX8kcGBrV0vyMNQUg08o354OjCV1/0x1eluTN52MoPuaSsjId0Me8IHiC+Mury7bene9BPhlyKhT7bIeAKub92Ytz1gAwKt0H9u62D/3+71kpx+rurF2am7VOOuuAdt/Nt9quA4dsam7Jzk6ct3/27/+9z19i6rRlBHJXOYu0aYODY7Z/94BNTExaqYBlVLyjam012wLTea+X/ft3qywnBCYHlUesJFHZYcWlnuBI6ghHHfqVzoJ9MAVm2d6oIe0wp0SvLc7ao5/7tH34D3/X570wLA6HAewllySoIy2TetuOtvLji3998ftAPIc/42FzjfuPfxl/HvcXfw6hIe/evdvn+YbwoWtA8pVDqlKX2dRtqF94gvoOtB2/xvnhShTC3O57J71zuar3uCCTmfsIxYEk72k/tEGUviTTdfQb5RWFvsAQaidhC035Gx63N/3oe6yzY4ed3xgSsCtZR+1xo1O3Uk/LirVFm/j4n9nFJx+25vkzNpDYsD7JQfaFZdjaF2R0gSMmUq6S8i5PGRGxDclhtelKW+kS4Foa3m93vOkt9sLkJbv+1a+20RtusXnL2O3/j5+ykTteY43ikL0ws2iD4/us2ly3ylrNss8/ZUc/9iEbTTUs31qVIt+x6amzvi8v8tMNJCq2ghTtsmRxZW3F+zqGtd/1zjfarTdfb/0MOxcyNjQ0YH26sgCDOeAYX5DjzCckLJ9jL5k3L6CKfG5uZO1P/+zP7cGHv6ByFFjcwPImUC5Zi1xGUV9XnhniVZEInFM/1Av1hQxTvyyJklT4kvbUkBN9yVa+ibvAC4FvqO/QZ0OBp+J+4hTehXvSsi0f+ruoz+YdjhE9hr15FtIT/FA+PpdWn24wdUdX+jNfEyEFJfiNUwgHCvFzjZ68PGGkiQwWbdu7d5+dOHHCrYosOiWtPKd/JkywD+XEM3bPmPHFt5xHX/dhbEaMeOfrL4QbsEjyjpHLsIDomw5IbmeRpMBCZcBs4X4rkPR9Gv2BvtEzrxjqSH6ZcMwEYD9vUkAk7T0+FR8xIrvTB6a8GiAJbfrpUvhdGBjwig7Ec9KrGCLm8fRHp7UAJO++5w2+OWwuV7DFxWUrSKuAGWoVhj6ZLNv2IWI2FF1cWhCQqUvjA8gILDNsnMckzeIM9kiLyo88wODkCaYA2HFSDfEDMvfu3SXAOaAiQMtjniSNTOlX8igSVg1jJUXutfWA8MkS8fX0ZG18bNCKfQM+JL4hv8V8kYx63KzgZoXfuYmzAmP9PqF3VvkqKYzpiXNWE3ACxJPH19z1RstiNVadtAUSEYB+sgOITeGxWrC8umhr1VWlUWC2MGBZac0lgfWiGH1pcckmL07ZrITwRhuNrKQGzyk6GXvgU39pqZ51a0hTnpqcsf/4e//D/vUv/aodvueNdtNrX2+HX3OP/cJv/Ib1jY/Zo089JUBdik7Fob4kAE6eekHujH3nt3+LjYyM+h6IbPeDNt2bzKr8+u385EWfb9oQUM7nMypzrBA0dOWn01Q4AsHKF3VBPdBgIbasqFfr1lFDTaquVi6esff/xn+2Y4/cb1nYsNny+VHOw8xjVZh+CoV++7OX4MtAL+bOKxPtgfCCI/zwLFA8rNBO4GkchF+e820gFpIRDpbveFjXgOQrh1TdApKRghOnwAvhefwe2ur/5Wjr95BawaZDUCE7cMgv57du/4BP+hCApC/mFM925Ngqp6n2XmaUYHC3HX7LO+ymb/12G7z1NTbdm7dyVgBSIDEnWbAjuWGrTz9uZyVTZh/9rPVVlwUea1Zs1y3TqvtoUVuuiSyTPG2rTJj/xlw3hphJn49YAMUYfxeQXUv22fDBO+zWH/xRq0kOXDh/wb9l3t16qt96DtxiLck09sAcT6Xtmb/4ExtanbPJj/6JJaaOWL6xZn0qkoT6EVZ/txVRU6BAmVeJRNZZtUqrVCtSwGs2NNBn7/62t9uOUYax8zY0mLfd47vUH5Qk15OWRemW/MSSuK5+hM1vsEauqR8qy7EosCIF+L/+1gd8Ck4qw1B6r9IoeVtQfySwrYLwuOnbAJO+o0ia/k+vqEOF6X2zygXQ5afLUDxKM3wEbccbvOc59RjkTtzxnmv4Ntzj4vfOB917vdm8D/KJNLBo169dvubqYfCFroHg8SAL+VpeVc0Ye8SHHLmsvPast6L33fADhThD/PFnV0P4I12AvxMnTvrCJKyHpAcDEn0OQBJ/+Anv2cHlNXfe6dv/YJFkmBugSdwzwgfUI98z9I2VEuBJn9VoNL/5gSQZwWQbzLYQBeSrQkVeEVSi/xLpPiUmBheh+cmDn3zDxOtGJZozCGGxBEh65SGAuiD1SwGS3IffeQE1Ko+wcDx3RlRauKLZuFldwiFf6pMAmYxWQzPHT99NTc+46ZnhXOYPIghIR7VesRsOX+/maSHjTUYnLhyNhP0lIeKFGSgv/PHN6OioMwlpQECgbWDVI4tor1wpRGWf4ojOA5dfNMc0uFjvaEfCRLa8WheQy9i+8REx3JqjT8oXLZZhkJyE0kMP3+9zKgGT84urtntkxI4/87T7ZX4T1sMHH37SXvfa19pKecUFjQ/JqAFUBERr1TXhqboEFcM1bRsc6rehsV0qo6ydO3vGTp48ZYsC4Awh5dI5K/UNet0jPpl/9Om//LBtCIj+n7/+G/ZjP/tee9Wb32gNAcBZzngV8O0k0vbIU1+whdUV+8Ef/D77oz98n63Ozvkm6ocO7lO5r6pMOr735eHrb7ADB/Y4eF1ZqfjqcyySHHt4aeqicSY5YJvFS16eEig05Ir8BkAPe1AvlPvKyporPotqvBdPn7Bf/9c/b43yguUFlns6bFYuoC3HpHk/MUOAOLURCT7CCDz8UnSZO1+a4A+ECUMZhM9vKB5HPKzAd7wPfuApnpO2QAevu84t3+Q/LoCvAclXDokNtgWSgRdwLvv0Pu5nq/+XovAtLs5fPu8DUCbnI1lY/9R5r0vrgi9ZvEaHyggGnSirfRlKZWFBDUVZ4Okt3/Yuu+2uu616+BZrDw7Zck/aqlI8TSCvpydnG0vP27mP/ZldeOBzZtNTNqjvM4pqjXSo/8GolkwLMPa0rJ1SfGm101ZOil+0ShyrqO8z66AF0Eua1QYkewb33WR3v+N7bKayZicee8Qy1bLNK57V0+etcW7KXvXGd1pifsme/YP/YXNHn7KB5Qu2fPRh21+Ucpxm7nrC8tlha0keNyXTWCAzN31OBROVCVOpWh2m2KzbG+65x+6+89U2PsK87qIN9hfcGNBfGnF/o+OjxvZKjPBsqG9hqlHdj9JtOHjEuojB4fEnn7QHHn9ezxr+juliWK7ot1O5olcLizzo6xy0qYB6BcLphlUCPlrECUNYZhk1ZPg88An1S98Lxfkj8NdW+fIiXhAFPovf4+L+Qh8PYbkOfoL8wgDEghQIf2CPzat4iu+D49nl8KQoKN/rKg8MPRgR3EilawgrTiFdIf7wLOweENzW7wLB3xhr3vKWN9vi4pIDRRR2+nv6XOZNYljie55jrWSOJNbHZWGLQ4cO+T3P5+fnva4UoQ9zc7wyQJOywMKJn5WV1W8mIGn3cQJLEA4IBdA9Rwj29Q/ba+66xy5emvZ9lhK9TIyOtJ+ol6ORRs67rMB8gblU8CxY4CgqrJJ5dZpUBmCTymvqXh0czVy/CY24xTzifBoBv10QeMXSEBQzEXXTGne5fJ+vVvXtiBSuQlKDUoORf9fK5Dwuvduxc5cgj2IVYEkxH1HCkS1rUmLQpEDQ+rrAHt+oQaKdDo3ttetuuMUnOverTMZGduo7ARhpsaxfXikvqtE3PA8Dw4NWKBUtV8j5ai62hnCrn5LJPERWWLaIWikgTaSH/JMe/tLrEgLym1SeSHeKHz1tq602bHl5UeAyY0096hsatGQuySEvCljlIlcUMHnmyefswN7rbFDCqu6ryTp24sizAkoCS9LU0kpktSUmH2c1XylaYaZ4G7WyhD5AeEXpbVpfacgGh3dYrjhsk6dP2oQ0sLmLFyQ8y1ZiZX4mKScBkC50y1casUD5WmvDfvZf/FubVgX27d0p8CjBhuAXl3RWJARXpqyshlOXv117rrNX3XGXPf2Fx+zgjbfY0OiYLc3OCKBmJRwojaSN7Bq1QropIVyy1aVl5bVlAyMlGxgaEh+hGasZwVDtHms11KGoI2K1fVWCmC2I5MOq5YrNTV4SsL5gM+dO27HPfc4+8ru/bVmVI/NhWfuf6oVjJLxUX9QLlsjURq/qR0/ljxrz+hJ/klefwqE8ItiwuMCvtAMUE71yIe+1LL5iFwMsxKPjO23P3n22c9cu6x8YsKHhER/WGhwdsNEdY1YWuG612TdOTUn/tXSFnJf1R0JIg5LsvAbfhz8s5Vz37N5lly5NSiAxhMV3kZOicQ1IvkJILHCf6/Oq/xc5uAT+gIFiFO2ryh1+tnxzFQ45vPk7RqHD9TjVhug3kLmWTdsN99xrhX2HbCnVZ7XyqvXtu8Fu+pZ32+673mzzxXGbSQ9YuXfUWskCIVlR7a93ZsJOfeJPbf3pJyxVX7M+9UsJY+5ZXXKsbSXJzpTiYNP9aL9HgUppfCnJQPaHTPQw3CkZrhbduwH/91puo2SLUiCbff0215u2177np+1UsmiHUnX7wl98yHYk2la+cMoyG3VLpFt28dnHrHL6GSulGpZurVqiXbWkyq8hecJ0l3yaPX8rEjnqLyTbqmqv5YVo2JJpMVgUWVT45je/zvbukRJeylh/ttf3newvqk/tK/g89YKvrC75VnKsGKZsm+us9k1ao1618uKKWyWffPak/e7v/4leM/rEoRTInoJvX9SrsutQsRIGdNkM9WIwSakOksprj0AvwI1pQRhLgGqCYM4F9DvQVmAF8QwXB4nhGQ7iOaAHPzyL+/Ow6XiRy3LRKGZ0v6H+DMOFPnP5yYk9G5KhbdU0RhyC9+lyCs+nWLHWWsC802wo0W3Vq8pX34PkXeJJvvIR0xvo34WoXdfhWx/m9rgVqB6SQudRTyr5iJzjjpijLoJLkJWuT5T+g4cO2uzigpKCxbAueY/BouPyfWVl2aeo9Q8M+naCZQFD5PzyyqpbvxeWl+y1b3qDnTk/4dP9GIlrLJctkcvYarls199w2Ld3AsOsVarqh69u1Tai4OtOKtT7tj3ZRgzIcOhaec1uv/12H0pkiJemHb2PGAfiHkeX5fdwiV+j3wBLrHccDwTjwYCB4ZhDEjEeTBRd/VuF6wxK+P4/Vz27HO2LaIjjDVlMooYJA4W4+UjNwb+FURkyTosh2DLH00AcnlZAcHQcF9Y4DsGvihHYRHZq8oJdmDjnm8pWVpZs8sKEtQWsF+dmbWF2WszECdCKSvE29dy/U1pqYgbOq0ZDBmyRPxbLMJfDG5AS5WlAi+J7MWGvyh1mppyAEJQF3y3OrYq5Kp7WgUFpsLxVfGkJjUw2pTCbtqD6OSegND4u0DI27FptUt8++8QjEbMpLsLOFUv20MMPC8S9RgpCw4eq0wKH+ULJdoyM2/DQsPBa0+anJu3YU1+wMy8ctWplVcAsWh0+MDjsJw2kcuoEHMh1fI80GtIOadlrahTZvmHbt/+gwo20LiyH60pjp1a3M2fP2Y6xUTt69KgajdkBNc7h4VHL5tK2srrk8085JWniwqTdcPgWY3NeJlXvHB10K3KPBG5ewpkFSR3VFUAdiypDQw20Vgkdzv2lHp5/7hm7cPaszU9fssbspE2fPGl/9b4/tKL4pNfnTamMk+JR1ctLU/Qe4YdGnE7n3MIczctEa47qFkZjriVC4YbDN9reffttRAA5rWeZftWb6kuqkm+HgfW5iVBV+bQUFicGZaQo+LYjWBXU4cATUTuAg7sUu4XgAzR72hjKGsMj8LHzf5euAclXDqla7/PzeWP1CwXZ/EUEE32Z5DJSDj7bnqK4I5nWY+O79/iiNmRJYedB6ymOWKJv1BpS9Gotpk0lbay8ZGNqg+cefsAmP/dpK585ZSWBqLTaNVu2eZuDt3VHVmkDtD1+sKiMfgY5iVOQEp60P/UnalcAWtpQtb1k87WWfcs/+t+sePubbXKtY0W1q0//51+wvcMD1lqYturclOSQ2qLkGAdm5CWzUC+zak+0vYRAGdvfqGOXDNsQUMt40lC4kX1rAgpMU+LUmrGxIXvXu98u5bBkg31ZGx0cspGhATnJrr68FQUeBwaGfIsg32sSC6Ly4/MiJYvrTKeq1q1ckdK9kbZf+OX/YvkBDqJgqg47XkR7XmYERBjC7iC7lB8cB2WwPoG8s6qetLvVi6JRvW2OUsTqMfAQfi9b+qLnuPAb4jfhEUb4Dgp+48+ieZmXn2++J3o4VfeEjcVRN93+mH4v6u/ClAmfnKYrfSZXniHbMJx0EaPSzW/qhrmRqns3BsA6kZXTK0ttgHiJ09MRpy0/44QhwgOTY1Tr8I2H7bnnnrOBUr9bECHCxPLI/s/gCUaasDBiWcTdeeedtjA/ryASdv7SRXvzW95i5eqab2i+or6OKX9Y8Qnvpptusolz59RfZOgTvvmBJJUGoy4trdiuXbv8XOpzE2eU6MhvvDICk3hVcQ+jdRkWpmOY1sMTE2LapcPjORUQGESc4EzAle8I3Sud8EMcukrh2JbaasiYmjlph+9YNUdj8T0eXSsRXhAYIUROZsCRHn7jXwlWHF1wuS4NSA2Rlb5sVNpQw16an7Vzp8/YpADl5MXzduH8OTuDpe7cGZuTFsHmz4DijDRWtplhoQpzEiHmIrLIx6NRjAAOVj66JU/lEOVfHpU3f69wyC/PmffH5rULc0subLA0cTIP3qNFUmoszCnKsuCmx44IOA1JQO7es1NAUtpSs2ov6FlvhEhIjjXV4Ejb6+99q2v2O3fvtpIAWlvava8mk5u+cMEunjljy/NzKjc2H++zIXUKA9K22CSWIWb2ZNvocOxX1YfESQ7KBkJkcHSPb3JekEZOcyRfdH6dct2OHT2m7zo2KG1tZm7avvs73mmT07MuDNi4t6qwIIauOW0oX8xaTtobWe2V8KCjAW6jLOQEvHolPDlbGoUUQQs7s0hoZuqSzQn0JyRQCkrcuS88bp/44AetwNxT5zPxnq4JLNL0gNuQP3YHCEcZieYYtVob1ldSpyCeO3DwoO3YibVxr29oz+9Iq6wg50ipA+Om6lSF46c6UH7O3bQDJZxNeDmakZXxDiJVhr2q+5wAKHwMWN6kLUmFVyCGV8qrZe8wUNa80+3SNSD5yiFV99cUSLrs7ToHItsS8lMcLQfP+xGw2ZzP2W0ls2qrbM7csqwAz4DaQkqKV/nY4/bs5//aWoszNpRLWbZRsaF0r8Bf3XOC1Ydh6Sj5kfz3PMshC3HISJxPl0KZFM/7oLbAXq3Ztjn1Nd/2U//UTifGLL/rets32m/3//dfFmCVYtyoWkkyc3luMiqjpICXvs5IVrAThs95kwBghws1WIUKoFEi5JW21XHZV1cblfInQHDLjQft1XfcJpmXVl9UtKFiwYYH+1129vcL/OWlTBZykhsDCikCeaQdGUw4HibGm6rk/Wrd/vCP/lRAMW9zi2ven/hoh+QdsoLTt5AdHQk7+hCKiP2IKRvATNL7s4g/AF6b/a3iwH+IOzzjPtRtuPK9943d++B4Fp5D+A9xhSvW0eAfCvfITvo9jEtOYhY99fQ7cJT3CFwqbbpiKAAQOkDUJ/CEy2B9wZURP4a2kaFuHdS9h6z6dIDp6ZSDN/lKv0OaNmnLzzg53sF/N/2r5VVlWPf04aSvW3ZsueZT4/Sc6W1gEbAO75DFYJ752Vlhg6rNLS06tsL1Dw/6JuYYwfDv053U7wEqhUG+OYFkvIBpwNhpYQhW2LGaua6K6ukWHBXiQC1WMQgQ13T0mw6YeSD+XN8E5qSgmFMQvmFPPwhm4RFMRji89bB15RlEW/eD/0VbGQLxwZF+DMETB90+fgiAYUj3q0QxtEz3ylmovOc3aaZjp4H6SjGlNaWGRji+2lnCrZDLCmz1WZ9ASFEVDRgZGRuxgf6Sm6mxRMLkrLLmSjKjYVGsaQKL3QZMinFojJvWWKWNNJBPGBOC+VIpGr/ZuXMXJEjaroWTJlYFMtGczgSsypALoIpjt+557d0CX9K01aBYoLK6MGMXzpywdqPuQyoQE8XZcmi1UrOdu/ZIcDGvs+HnUC8vztv81IydPHZUILRhIwpr74GDDiARgHQOzDNFA19eXrX62pLnw+dVqi6ZQM5mrBw1SIPIF/utB+CntHoFCqyeOvGCTV9UniTIcxKuS4rndXfeoQa2bEsLANekzzfh1AVO3hnbudtyqgM6KfLqZ8KqflM9aa/TTnvDBhUOysHM7JzV1KBfOHLEmqsrVqIM18r2/t/8b3bmyUfVaHv1HXwVCSs0YCqEDcsh+IQ6gAdwrW79JNRGiqU+Gx4dttGxMdX9DhuQRsliIXl0KwDWAPLOHCZ9pXJStyT+wbEafiMp3lLe6FSdsyUZnf/UNGgvXtlcRaSDODlNgSEVLJabYJJyjBHpbDQ6NiZ+nFe5wVPBEQ583u5sXAOSrxBSlTqQ/GKK6jrQpnzcwi9fDoXwQ9ibcXSpB6VM14ZkwYra89z0lC1PnLDVcydsbfq8zZ9+3qaefdxmGEJemrB0T9PychtNKY/rdWt01DcgN9WGHLWpPWF94rQQgAU8HUCkGytEpCm/nvSdLDodta9Mv01VOnbXO77D+t79d20xN2Y9fUNW6unYZ/7TfbZn5QUrSHb4Prd61pHsAiAIelgpI0VOinmvlGSmVGFdVUyKRH0XF8kG5GSzXpHSNq82WbEbbzpkB/btsDtuucGGB3I2Opy30dGSr8oeGei3EifhSClk79w+ydOMZCggwkfN9MeCToDkssqrI8C4Um3bL/2X37apxbI12nrfaPvK75Rkf0J9FEoqV5W2ZEo0zxAXQA2kLLhcoGx4Rr/GPeDYp3xdoR7jV1yQgyEsrsFPnIL/QAypByJ+vuU9hh3KMqSLzp4ROVId/573UXzIX3/gv/WR/PFT33gfKj5ZZxN7AW0f/o4AqEJ1P1F/Sl4jLLFd2v3FFUg5d9lM3LfeeqtNXpq0IWGHejVaZMNzyhYgyHqIuvie54y+vvrVr3ZwyILbm265hci9n62uRnP15xcWbEl91NIMcyuzDh7xz9oK9pZcXFi8KpkdtYJvUGISK6ZjGteFc+dsQh3/8CiLPCKLB+SMIAqVDvFsq+MdV4h7Cp0KpZLpJAPF/V2J+C64OGF25vtgvo9bZLjyjivf8Z54cWhmVCINMYTZw6IatqpQFaH54YehaDp1/LJ4hv0UsX7mSkUBnj7f17BQzCkOaUcqNxZ+METOhrRtCUHEkW9DQfgKmTlw5JV3aFPEDJDE4kjalUTFazY7uyQNp+FpY4I1jrzonxObkUenSDAIkBAorCuNeYHKaD4OCy+YAEw8aEzNZt3q0p7V8uyxhx50QAy8BdxXy4u2KiB5aeqCl83IjnHbe/A66x8Zs8LAkCWxJAsMrYnZZ6cvSQDXlA8gHQBn3RepCNMJ7PfawvyMLc5Hc4cYAQKnsSgp01+03Xv3KM4Nmz5/zqaUPlZmL6ph3nbj9ZbOpuzs2dNeH0ytWBAwajYYAsbqbL7nW6c3Y80e5YnqVcFVq01bXG3YzOSUXTh50s6dPGEtNcrq0pItXLhof/H+99vcubORIrJZcFEHwUp5zp8M9c97+AOBS5mgSbLgjMnPbPHkyoUERxJLYTradoN7XEIAG8vFlRx1HhxWapQUXK/KlAVYhEXHRf2x1RHxeFzyQ5quRPARvEIbwPF7k5e712v0yqd4XcMDwX21KB4fnS1EG/NFHRttgTRd1fgz601LS0YUOmtWbJatr122wd6avlfH36lKYa0rALVrfdyS65EMTcDDkhEADdokbYY2sNUFEIVsSOVLttabs+lOr333P/l/W++td1stMyzQadZfmbbHPvBfrLhyyXKShX5AguJiq5zRnXsQDH46Ce1PLdTjBKgAUjh3mTQ1pfgit5iz2WpyJG3b9uweteGhtO3dJaUyl7D+vqz1S6ntE9ArSeFnpCibTrrcpr9AuVTE7pDJnO3MFfDMsPrc0ppNSuYvr9Z8qpG3aclrRuJCX4nlkd8stMTyKMkVAUe5CIRHgDLIAeQH8gxZQnj0g3EHUZbck2++iZcxv8MzL5cuT3EfiPvwG7/hd9wPtPV5CJcRM3ow5rr6fFfvzV6MH8I9RJ3T56yznZv6fPpdny7W7WMDhbTjvhQKcdMPBMtiKCeIcKk/+lbAH4dleH6UvkuXLtnhw4f9/tgLx31kd111zLn0DYHJXvU9jTIjcFXf+xdcQV2xPyVGsaulb2iLJIO+bPBJw8Jcy3FH111/yAbVONh8m8Ik06FAoQjz0/b1ra5BY6Rp4i8UMB0ycwe8Yeg5DA4D+N5o8k98XPmGK99DCCk332xHAn908jRWKhbtzxlPH7k1EC/SkhiObCtcnANJMQf5wCIZ5nVs9GbVUJVW8qcvSYf+OcDET//QoDp6JknrvdLDYiK2D+KILbY7YvK0z9FRU2DxBvli9SIWT/G62F/lq3Aw7zOMiaXRz/HUS8oIS+TyctlOnz4vMNWQoBqxkeGhza1dMPFTcaG+VFyuvDN/xy3ILFRRJDsLSQHccds9Omyf+sTHHEQyvF8SWGs2VSaZglsMm5K0DK/UpWFPXpyQRtexG266ya1urApsJ7OKj+2FAFc1qzCpGOu0yrk3pbh8iIEG15HAYrh4wzKpDZucnrFb73iN50vBu0Dvyagx9vaoAa3anEAemluyULSxPTukzQ9IG9tn73z9G+yJLzxlzz13xHaM7/TFSYf3jdkT+j2vcumk8rZUadkTDx6xBx/6gk2cm7D+YsnnPa4rfWNqzKeOHrWZiXP2B7/6q1aZn7civMPkfdUF1kG2CMlKWcilCwJzGZ/4zhZNDEkAGmnICIVCf0kCnbPcsRCr/tRWsLomkvnIuohV0fkGgQvPYGlQzeP0Plz9mdoSHI5jugUTxJ2nqUcqVfnEL7LQdxmQNo41HeK3zwWl09nSBOAZeNmHUuD1Ll9wDa51bWj7FUOqzm0tkvBakMfwBM55wZnsK0+BzyDkJL98sYmuRCkc6TIuKXnkq4blAAxppR22plNN6VlBMklqlGS12pHaD+dXsxMDSpYEaSQjpYQyCuN5Im8KAOt/yOOCwFNLMuDdP/kzNnj36+1opmSnM3kbkwbbnjxuz/3u/8d2Nucs1ZB8Su8RMCx7OBwtSL/BLhiJZttPg/G9hkV+mIHkSZsVwXLrbcm+tVW1w5rt3Dlsd955iwDAXtuzo2glydqBXK9cxtJCdGO+6DLnB0FwVDCHU/guJpIjHOmHiYY5lwA79rdlMSrTUirNhP3CL/0Xy5SGVQZZu3R+QuVUs0QmZyXJJ7b48aFtKZ2kEyBJX6JS2ASVgEnKJ/CCl4/6W+Qb8pY+inLjPX0f7wO/4KDwbZziYI5vtvrh3WX6Yv7kG4UAs2z+xngS7ajCt3qB8HMP0T2LG31oG+f1zZdRn54Q4HTgyDv9ZigbA1iUrKg/itJKXFGQ29IXJ3WTSBZ9Odv2PPPMM3bTzTfZxPnzXtb+3gOOQD67FLBFHgYIgDvgkvgp9/nyiq0urwg/CX+siacwUtBXM4onnsBqec899zi2AlhSX63mN9v2P2qoXprq2LjS1anJ65YKVkJJabupTrruE0EZakBARHMaAjPwLUwiIcA3KkC0Sg5J5zGMDjH8RyETVbVS9TAo7LYaMdYhhilds/L08IUY1r/VlYbCHBWFhyGJ9CEI/ExYARvm33BGKdsv9KnC2D5howHz0VjUsJSRkfExaYF1q1fVKSvOfDan8NUY9d7zoXwrJRHDKny+BUQBhBJJMaY6d4BkrpizvMAH+ekVwGRyrDssVCpP33g9JSG2Lk1JaeIM7IT8URKJDQlBQILSyz5iYYUtVioEyvlz5/1KXkZHRq0gMOdDLaihAveIjfUOerN/RpHL0bAB/ZSXSlthrTUVW4oh+J32A3/rh233vn129uIF+8LDjytNvS7QXzh2xF7zqlsEDlds+sILXtZju/bY0A5Wtisu+WG/T+ppdHRMQktCTIKoJuE2PT9tGxk1XLR7fFOP1bpvmYPmXS437NCNN9vwSNpXilcqSuiaGns2YXUJ5YkXjlmPwGlxYNRuvvMugfG8A6zl6ppdlACdEdA8pDSXGxWbX1q1C+cv2vTklE2ePWsXTp5Qo03ZwR1jtiINPi8QOnpgt+/BlVfdPf3gA/Znv/vb1ttYE2BUXvsLNtgv4S7Qyr6XWBnzfQL+nGtbyPlimHBGMFuVuD1EaUFR8Hag5wl1eEy8tx4pH3rOsLifSKRqwaEwhN+wpHOurt0K0s1lJzHnjnu3vui91xz+dWXuT/Sx6lp1zGIelARCdUmpumZOpbwyl8b27d1vC/MsZrsMaplagX/u1XldA5KvEBJbbAJJOrLgQG+qanfOGF0XSQr8v7RzvkF2yEXfbkPMFwzfxPoLv1MaYEnnZOS/g0YBMnX4vnBMAMjPbU6kJS16fYse4uyIZ9u0J4EaZHBPkqkzimcdmSyel7xkTGehkLCG2kWfgOkga7PLkq3JPru0WLW+u95gh//2T9jj6302mxy0YjVj+1o5m/uf/8HOP/IZG0KGricsq7jSG1UVVVFpjfqPDkPqjbI1G0sCrym1m6aAm+Rno6pcYY1U3yc50loXAOhU7LZX3WB79wzbnp391pdP2bBkCLtYDA7mbHSsT8A0YQMlKf3pvAMMRq96smmJDfpUtdu6lD21+Y7CZT74Wr3qBzNcWliyP/3k40qPFEMB5476yYsTF6XI9lmrob5rcNxlfC8zOQHYKj+lzFKZtDWYTkMlSIAw/Yuhf68e5JHCZoN05qwvSakeyPd7uXvHrisLPOlTvBK7hMECY5HzFTXq7xjViyaJIvvCs8gKKEzQlYn+HEyhe0+PLkHipcQfgYNcsIn4v9OLcQeZp9+Ep6svSiUcBUB6USjcYKEPWgyHS+6xyBJyEKvv4PYwtE06SD/huawl0u1cnKe3uBaYRBGyWHR+YdEyqufqmpQQlVkgeN2nDCguhr1JC8PUgHSuLFZmvQHTFgYGB2yJfaDVfullfGGYSgSlIi9lY+eOnXZ+YsLzrTC/yYCkwNDLEVbDcHRPxFwRBQ0GwtrDu6DtRJUopqMTRmiIqZjrwj2gCwsLK5Z8qFz+/BsCcsaMKmgrIWi8wUC6wqT8RNPla5bepwXO2G+rr0SDiVZb+dw1xUcaIwCXs7K0y2VpCWw1Q2OM0tYj0aHwJHBoTKSdBgsjSzdyILHvwEGBqZxvBotm6CsIgyCUYzEFq8fTEh6s4M1KM3ZrpIAAeznyjNbEcAdxwGyc/sK8QPbCAuhgEaPMiZeGwFyQtsA8+2Ux/7HJhr61hs3PzruQYLgZt7Qw725xfsFWltZ8JfXK6oqEVV2AbcDe+Ja32nv+7nvse3/oh+39f/bn9tBnPmvv/O7vt1NnzvrQ0r5DN/i+kYAl2p5rXgKKmOnLy2UHvbl82g4c3GdvuPd1duPhm6VpVbwMsTQzT8W19jb7ZeZ8O6SxnSOq0pZAoPInDazYn/etME49+5xVy1XrVQO64/VvtIECw9XrVpH2dnHivE1NTath7ba91x+yRx55ZNNiGK6FvoL1tDjTtGWZYsGefv5Ze0IAMi1++vX/6/9rNx/YbwOq50HxQUbgl4aNg/9wlH0Yrgj1jQv+cNQr1/AuOPgqtIP4PQTfBrf193bPVeyb96QrkAvUbhMgdOdzxe1H0yk+/7YbL1ZUpp3wLE4hbdeA5CuHVJ1XmCO5PUXA8OUpzsObjPdFtH288W/DfeA95lRH1lI9R57gRMhs96vfvnhPbZ+21ki0o44f0YPuJJDRSa7bUGPdCnrM8Peq2sGi2vUN73qnXf+ObzU7cKfVLG1JyZ/9mR6bfOAv7OwnP2Dp1pqVmJOoEN244TErXIAH3R7b0Siru/fs8cV5boFSmirqKxi9YiudFufz12tWLOXsnrvusOv27bZdOwZtZKBo/aW8DUspZUX28HDJctmUr+BFMS2UBnxeNWASKyCjCz6S15FM15XRHSyhzdaGLa+s2V9+5JP2wtkpB3bU2dTUlGRDVJYdgepBAcGGZJsf86vyZGREgstHKQAvlF2cyIfLOvLD9nv5vC0tLrqRxbcc0reQg3f/wH96WIRJeHyPZS8Q8ifIT/wFGcTvIHu48okDOtKq93rowcuX+4HwF75pb6jOGbIS+aiKHjs45LeulFu48g1X/Ydn/+6y1VJhEq/4JwK4xMP1crxfTN2Mb0OAV2TrhPqju+6+Q9cJDy/epkgXq63pvyfVT+7bt8+fI4/pX7Ay7tu7x99jreTkMd5Rlrzn4A0wgFuL1efT92ORVLivLCBJ5kJFwjS4wADcB/IhbbnwftOp2LnyHudhCLCxzx9b5BAugNK/gwnkIL7ZSny3SXrNL2dQPWeiK0ASjSwASYYkGbb1sEgrQbpWs27FgrTUZCI6zop9m9Bu9N6tQbrxtMPcekbDZ2ZoU4Dpuutv9NMIGIoRmhQwTVqeeZNqqIDIpMorKYBJ/tguB8e+XoDIqMEpCdJH2NUegAbQZQUzG2+THlrRyjJpworHaq6yLa3M2Orasq0JZOFWV5ekGa1Yq6Z0C1QKyfkE9VwmZSVpwGPDQzY+xt6FQzYwMiBwrTQoHb35jM0RrhrCd//A99qP/eTP+aKb229/tbXS0tYL/VZvMvRLkMq/NKVLF8+7tZTh2eXlJbvttlutf6jPPv6Jj9upF87b7p377J7Xvt7zOTjcb9MzkypEVs2nbXBkSKBzlzR9s4XpRasJODbXG9K+slZdXLG56TnbkMC68TWvsZIEcwYgr/q5eHFSwFiplLB849u+xYf1qVsmqoeOB2IjcbY52lAE97z2NfYdb7zbfu7H3mND0iBN5cL+czT53qTqSULeJ6qTFwlR7n0BFIIR3pALe5iF5/6u6+DP+P1W5/yyxUHbPY/7h3/j74KD8XgHcQ3+fHGVvg/tkbk1PEdIRd9F/qCQtmtA8pVDqs5NIBnqeStR54Hind5LUfwbeG97ivu5TC+Kr3tP2jx93mboY4ARetcFkvyiMwXI8czbm77d2JDCr++waDKPkelJHeZbtvt8K5+Bu19nh77zeyx/z1usNn7QzjeTVpc82JUv2MQnP2rnPv4n1r921oqdaett9FpW4bJ/LhF50nSf7NSkK7PzRMKWqlW75433+sK+1YU5a6pvuO7m260uGcgBBeuSI6+/83Y7cN1eO7CbqUKSc8WUjQ7krZhL2oAAY19fVvdpXSVjladicUAKck7yihXrilt5pF9pshij2vCFiRyBSH8yO7dsjz72jB07dlbf9LncBXROnLtg2TQHFiRsrdawfgFJDCL8ZvSEcnUDhq4B4IUypxxxLq90rUlG+vQXn8uXE0CXX68GlFcVia5Mw4KCjAvhRH6iugmE7Alxxf1DYIUInFLb1KMeOvjSb129MOQAZDhAoPe9yDO9wdLIqGQAofTBWCf5zTuuGKHYso1vWazjo2YAS6XB0/YVApL02QDwQ4cOCuwvOSjMZMBDl8Mj7wBC+nEMSwBwjB2AcYxkDFWPC4wCSAGIDHkzbYrn0fzO9chqefGiH5XIfEmMTPPz81cls6PW9E1AmG3jjIMLjMpzKDASDB1AJ8Qzvg9hQNwHzQJrUAgLClpViAMK73Gb8y+77xAOkUbCHMvLR8MBfulYmQ9Ho2MvR56TTiqcwucEFTUP27V7h9VqFbeWsbE41j628OnoN3NjsAKyTyOmUCx0rEZkCBZGkXRQmgGJ5ANrVnTf2yvQItdjKTE+aY00OKy6C4vSXM5f8PjGhkfcYsZEa+KsVMpitCUrCyTCaOXyqtJbU3lFFknfEFvpzkrAMZRflPBkNfmYtJrdO3f5+eGjCrNfQJeVgmUBt1q1YzUBwjLbSpTb0u5VNmpzyzUJNpXf4MiwL6Zif7Ndu3ZbU406pBVGz6ks09LMKGsYfEVpw1Lwmrte7Zrj8eMn7MSJU3bdoZ12x2tut9e/+Q3+fTIVCR+fz6KSyKmRNeprXm4MTfQPDbvGTr0xFxRi2Q51hPUYCyqLTjiUv1goWSEv7T7LBuhJ13gpW8IB4DZUR6Rl4gxb/py3aNOhiJ8QthAKBUM+SpQLdxcF8IUuKB9BSw9Xf4bfbVwg7uGrOL/GKbzb6gL/4ygrrsF//BrCDH75HdoI5QTRhuD7K9F26bpG39wU+OHlKPDI1VAI82rC3UrhG3gt7uBt2nsIN/Bi8B//Dr9QPpWzdCItoJC0VDIvJUgyu5WwuR377e73/EMr3vVmm04PWS05ZIvLHRsp7bGDmbo9+vv/P2uePW7DSQEoxZlIZqWYKv/IabmopStOOeZbYgeoK87S2C4/T7vYPyj5o3QkMlaWzFlYqVhjo8dGJFOZ7sK0mWSv5GUxbaVsrxT2tA0U85ZnQY2ABHvXptjhg0UTks1YIZniQ94oA+QTQIj+LwIQ6hubHXvh5IQ9+sRzkjc5P9MbUFKWEo0E41v6FIwUK+oL+A6YpIr1d5Qfdcx9cPGypUxxPA/bywCGQllDwR9+wm+IcHke6i9QuPc86ZvgL3wfeI7fyPat35L/cB9cspsH+hjssTwjNAAkTg+64FReVBdcHWjiV2W6iTnkL07xfF4tkQ6+Ix+kH2shfTEgD1kb0h8If8xxpDz4DkBIPwmYhMAix48f99+kk/rFUReET9i+vkOO8I8dO+ZxXi2hon3dSYV2VUPbV0PeOcMAXYbaJIGu6KoKCu/1zydiqyAp6DILBVQJWCZ9j0W92446ekzoccc+tKAGtF4skUOjI6ogaakCjAUBFYY1xa7OiGwQPiLNbg1LnhiCTbYZYshJS8MyyV5UzANhqLOpe9LiQLXdisSQmGVNYG9VfmF4JV/PmWGixiTtku+YQ8p9XdozRyph7WQIgyvglrkkbBmUzWRdQ6wKBLDxO6uU2xvYPSOAjaWJYW4YsG+gZMODwzYosDcoDTiXyUkDLrhl1BfhSCNnWJjyZVd9jmSq1ZVmpYX5fbQvZ2AlmMVBbPjLsA2Z6ivkbGx81D710Y/Z7l17HPCNjo3aubOnfOimvlZ2ZkeYIg3Pnj9rN996gw0Oluzgvl1+7ujk5JSdOnPBrr/pOgHTkp05dc5aGym77sabbGhsiFZvtbI0y3rFlsoC4krL2gLzMiddyx4/cL1A7Dj4DVlizx895tMEDjDUPjruCgHKAO98U3k1OviqRfkK+LcErofyWfsXP/XTtrOod4BtTv5R/bAoKpGMTdZXOPFruH85B239DcHzgeL3V0Pun7x1XSAEjl5EvKR24dq48u3vxIvET7p5x1AIR24F4RcIIRXS2rzKUxKu0Tc+qTrvg5e3Upwnocu/v9jvyxKoZ1u6+rBC/LRbrGjeD7iL+DKlPDjQIEz9ZmoRMqrdm7Nau8cWpVu2CqO245a77c53/5CtHL7VGgNjVmmrz9DfToWTmLpgx97/ezb96IdtaKNqpR7JbuY06l2nR8o840iKEqVQLYlUdZ0UOSmnF+aW7Cd+9r32+7/925bvWbeV1ardcs8bbeTQLZYb2Wkz0zPy2rTERssGxkZs13DJxgbSfiBCSXKX7csKkkWc+V+SrGTqFAde5LFIZphP3QUzKk7AAYAJ+bwqmbrC4QwXL9n7P/SXlsoJxPZgzUpYRyD26PPHIyPLBtautPo95FSvy3oOMkDehxGVQJQpMoRrkGvuKH/9kY6c0srUo/6hAZ+jRz17iSB/5C9Ol8OLwFL47fKoG48bZbppCMox7/1kOPzgyDxlILcuueyWyPDHvVynRZ+rcCTjAGrIO57F9wrFhXgAbVitm7VaZLVcV7jd95GxKQo3Inj5SvwMfXG+IRR2cARxMaVrdXXFnxMuRqPgj/SAYSgHYoGnz50966u0o4VcZcc5nLF922236TopXij7ELfnQ/XK7ipvYaNy+fX8Kw/qc19ZFsmXo8A8gdECcR/e4Si0gNopfMAJhQ8zYj6mAnjONTDuduQGvi75wpxuvISLxsZcBBdQerbKzvE5NXZpCLznOQ0aIMdqt2q14hU32D9g+UJWldLj1sF2qyFNR2mFmbsugSaiTryytGyTZ0/bxJmTNsvcRgmbpfkFKy+vuKuslq22VhFArFsDMKd0hDTChMSHVujzDsU4vpGp8g3jIkgRIKSXfSFJE8yIJY5tYbB2sio7zVC5tPamhA6AkXNYcWuKk33H0pm8QHJOgDHrQDgN4ys/SaUhLXZPC6Cw/QBbW6hILJ9L2E//xI/bkcef9LOoVxcX7Ed/8J128tQxn35AHZVXOHUm2rqJc6trysdQKWcDg3k/k3t+keOdojmoBYH1dL5o/cOj3rja6xKIykcmHWnoXl8qa2+QEi4AoVpNfCHPLCJBIQAA79y9KzrRR/yA4GSoCI2fKyvQKasAutlq46w0PybxYxnosOJPrawtFxmFFa+uOB8iArUy7oKD17ZxV+LB+POoXr88F2i7dzj4A/7lPhBpgGeoG/g6nibu4TPKBXeN/u9Fcd75elDgRa6Bf6GQnvA+/EZuI/OQL/NlKek7d9lNb3u73fV9P2RJgbqJJMcCSoY3WrZfCnT/0oI9/oHfsKMf/R0rJqdsVKAx5Yp/XYG3JOfUudPfsIgjoXYjkOjwhfhQzpJpW1yp2OHb7rAPfPBPfHTk/LGjEoR9dmmhbM2etO29/mbrNJRuydHltZrNzC9aWko3fRMnvTFUzFx5TuRCrmEgYGgb+Uc8wBjv6yRruAIi6UfK6pMa621bq9fscw8+Yum+krVZ0MkiJMk++gTKwhd6dkEOls0aI2zKQ5ADAMoA4uIUyjw4CDmBPHCg7tOOMPqQQt7LXVFxiOqIfjvIoOCIh2fhGog0ddjbUfEwwseVo19xbIvHSCCja1wvu4hHHB/oGuKiruiTcV5vbcXTfeZbHXXzR/L5HX/2pRL5CQ6AiGwN60OgrfgkYA0WcFLO8DJTpOAPfnPlve9oojwdPLjf6+GswCZzK3lHGJyMw5A3vymHq6VvCItkIpW4r6XKLagTNoEKiDkpYGux4xc5JixTa9x77cHH1LEQ3QYAB+1Jla1qiDQMeXEErxsPUwWJJpFSJWAV4x0WUeY4ptUAK7WKz3cTSqBGvdMHBFBpVKMzDInkP54BDuQSPcQJc5s3uMHhcTU6xV1nmx+B1HTG59m01lsCJesSWDWvePGdW0FXy2sO1KjEjY2mbzDOGasb7YaAiQCoNNKWIBiJQLvYYFuJat2qAoErSzO2tjgrELkgDWnNKiuLvldjfXXJ2v5bAKy87JvYMq9xcW7G6uVoM9tcTsAquWEZCaNUXsCoVwJkA2shw8lpX03OMLqfMy5A2BRoII1sDr8srYZFOK4HSUhkBazYON63QFJp1Ft1AUUJVAkkNtHFQssqxbSELvXDkDurtykz6rE32bFHHvycTRx73hICpT0bWXvLu95qd756v73vfb9jw4WiNaSVMVmbU25KAo8VhX9433X2Z3/wB3bbDYdtenbBhkZ3q8H0upWToxopL1Zh1iU8mDS+LNDNXMhKecnOT55VvjYs6ednD1iu0OdC88ixMz5ZPetnqGdUN7nNBoyQ4b7TXLDikDR0aaOsrLz0wjFbnJ1QP4JVl8pXuamZ6SvHivBjcL5lhjLujtLQ1flqC6l0/LmzetcP93RK29GmhQC/uo/4SQJQDvLVlH5Hu9A7rvrjOfngLX7dv9qRn+QgR93DrGxMvi5e9HlFUmrCKkms6twTGr9xdBacuEEbazSvWSRfKaS6vQ+FLXRkgbb+hngWiejLMjzuIoG6jbsSbef3Co7k4HItyTjxalEdqgOfVNbq0vDy4vaVmpRfCepmcdBKt73WDr/13Tb2pr9lnZ03WHPXPptlxKcvL/nWsFuWTtniFz5nz/7579v88cdsoFOxwd6OZRV2RzKcKS44/SdZpvaNvGjLbSh+yQKaVKdXci3XsguJvXb49jvsjlfdZsce/ZztkEK8vDRrY8lBq8pj4Y7bbF0Acvb4WStJeU8Vs7awULF3vPVtNlDK+8EU/QMMayctmUlaVmlklISRloRkakIyvbOuHDYlidWvcmQucmxqbtFqyndNef613/gDW2sCAxjiVJ+nvqY/X7JzZyf0DKkUKc/sFsGIDLswjI6MuOXW+60keVbeun7pLMM9yjg4EUsw2+swUsZc+/HRcZuanrbde/ZJlmDVk38vMzmMCqowAK8i8/uIdxg5ZNEpfVGv3ivPcr2SSeWlZesv9kUWRMkrrkqaZeQPmUX/hXUAliDR6+o3WdDEM+6DI54wxzEuMxvqMwGavi8zxh3dI32Z6rXeXFP+ANWUB7JT94pIMEzPeE6kURn4ri2OCLahGM/i5N0NIj4XUmVdKOR91JARIcqScibkre0N3l5Sj/GZhx+13/n937fZ+Tk7cGC/+KBlNWEF6nJaYHHnrt22sLjku7nMzM7aXXe+xiYmzrn1m/UODDaAs6qNxlXJbDjo607pTPq+TClrG9L0qGCKBvD24iK6TOG9E9duYfozZ9zL8yLaAVV3/YSC5+r3ciB0/FIJXHnOcXdQ6OhdM9G7wBjbEYvpIcQjk1c5kWR0ZEyMoHSICUcEaJjs7MPWxC3WxZIzrIbJKjh2nGdltafZOZ22FGldEM/X2b6H1ikH48N0dN4NNC5pIRylyCkFa1gjdUW7Jg5W2sGQWB55jgUtJyYqSRPlhALmwLCKPaVrMJmjsVAmLnhFxBPNq1Gj0zOsuWhJrgmrgQOMUgqLlLsGDKur4dI2AE7khc1v0ZCy0rLIFm0iyh7lLu/Kx9nTZ61Wrug6IQ18wUojO21stM/e/c7vsP/x+++zYmmQirFbJWgzOYFzhZ+X4KwsrtqFCxdtdmE+slqSJsU1ODSkvCDgwboda6qMOL6QdLMacvLCBaVRDTOfd5D82lsO2/xKzWZn5myErRSUXwA/ZRY0VjRraFhAti6+xZo8IvdPf+YnfZEN86NCvcVpu2cvR4jlQPHvleQvosCfcT7lPrjweyvFgwp+qS9XHnT1fCvPCGryjmDiPWVBGTNdgnsonsbAK1i0a7WrE0rX6BufVMXbrtq+Es/zd0V6iVdfKeKAAixpHYG7/TfcaHNS4vNDI1bafcD23PoqO/iGN9uu215tpZ37rdzasDKKZQ4w1LSRggCb8jD3/DF76i//1JZm563YV/BjFje8TTQl95I+lB3lNOoz1IjkBFAly/ljk3RkieCR0pKytXqvvefH/xf77d/4b1bMSFapb1hbXrRCMm/LkoMjN9+icJK2PHGemdgKVTJH4WUSHXvtHTcK9DQkw+jrEgIaJV+ljez1BZUCXYCXVkcKNMPsSmPLT88pq68xm1lctjNnL9hzz58Q8JS86knLn+Ck5P/UpSlv01iviI++FJDJWdTVas0XbGAQQKC6Yg0A7ZLX9Rbn3+tb+ghkR1+xKPAyLSV/XH1R1f0gkVxWdMOAkEGX7/0S+Q0/RICdNSmqvrBEGQhv6H+At8SHnAryDEc84TfEfXDBTyCeRamLCFmGnOM514T69Xh6cdH95TDidEUguYVII45dSBr16LhZ+lriCmXgSorSE+LlnrTvOHjIzp05Zf/uvvvsj9//PsnvTheQdjwMwmWuKqfesJUiv6kfTsXxdHfzQK6+qYBkJpu979B1B21uetYbIBkAfGzXUUI83nznnqMfPGPDZQqTQg2F7BUd/IsuV7aubk2JXHgG4zsIih54mjy8rp/gHxfCggCSge3Y/w9QV2IrIDVO36tLDD86Pqawen1/Rhoiiy/KAj0M/ZUGBmxZFcwG5QhpGnOcAnN1pBUBgJr1qoAPR1thZaxYS5p1nXmELNhRg/dNZus1B5ZtAKCYHobqk3ZDHjPSypPJrOVynJvda7lsn2ueEHG7kFC+IfLZliBibhyMefHCeV8QhKaEVsq8zlat6fMuKJdif5/PZ+RzP69WdQJIY9ugVFagNaXy07sEFldsl1SRnM/v6U3bgw88ZIeuu86GhgYl8E5ZVuW4Y2jA3vHub7MTZy4ojKTddc+rVc4Nq7RVP52EXX/ggH3mrz9lB/bvs9XFRcv3D7pQZeU8rL6+zhwo1ZHAZL3GqRCKWwIbIIlFsn9o1CrLq/b5+x+y2ckpGxYwlLRQh1GyDXVAAEnKJdQ5jbvVSVoh32+j+T577HOftacfuN96GhXLs71Sl+L88qVQHEgSd3DwaLgPvBiEIFd/zr3qQT/8N7Q5jwc/wXU1effHbylC4XcY5mGfMYSR86CAZAgDIc40CYZgtuaR9/ARzwW4rwHJVwipOr+pgGRLsqat9DbVBGbn5+3AnfdYdnDUWtffabXisK1K9pUFplaFj9JqzwNZAclm2eozF+zkX/xPu/TQA1aYnfIFhnk5SW/rUXvo6aETThpHkjLNJbLFqS2q/dCHoUg3UgIczJsEPqazttTK2r5Xvc3+zt/5Pvul/+Pf2fjIgCUF9tZWFtV/MXqTsYbSuuu211gyI1mt9lZZnlWcAMmEPfnYQ/b93/PtVmTKUZpjD7MOGLMZtnJL6xuGMTGkCEhuNNRuOTpXfYMACYdgLK9W7Zkj5+zDH/6YDY3us1pdbVz+BWXVpzTt7JnoVC+MGlgguQdIcvwrcyvZ9iyaqx71sXEgGdo6jneBH/if/hPwxf3i4oLt3LVLcdf8vTxG3+hl6Lejx9H33Z9OvAuOKUns4jGofoK1B+yEgkUQpRclmBETX1WNU5oBSqzEJx566mi7Hn3D8yhwd5FcRCYqn8g6B1iR4zt2reBIRNB3yC+yDhdRLMExulogSXj0LwDJqpQe8gooDmXKb8qaZ/RLXq56znVxht1V1uyP/+h9KgPzLfkOHbhu0z/fuuzX9bbbb/dpeHNSjkqlvgishjTIXS2QjFDC1RGg8ym5j/gvs4Nyj8qdlPuAHG0LYrEqv0/J8f6A3EsSm4I/9+wxxYBWJybSMyrrS6FQ0EETgej4AlF4wfEeCxuFz328MqgcKjL4ixpT5K5EYs/unUCGwCLD1bOXJgXYAGkZB1n+Ts+Z18KczEw+Ov1mZm5W7TLSCphT6R13Nz044uU7VgCm9Vs4TIKLIQCFp/s01jdSIMbGGqaWroyjlaksxfws1AEEkkKAHb+bdWm5KubKmrSUJo1NP7rtgDgh8g+RRgf3ChPQyjyRbDrjQrMmIFurSNNldbka8+LivM9p5FxtdHQF4v7JD/mIduRXRBKuPXD6JuG31+bnF2xweNjncSzMzdjMhQl75ulj9uypKaXL7J3f8R121+vv7jZ8CQDxTUONOlvI2L1vebMtsxemADXD32lWsuNzA8GGoIsAMmVJHskfPEN555ReFZIv9OGaFqiV+LRqmQVQ0ap/pj6EOuG7RovVfikrK85/+7PvtduvP2R7d+zy3Hy9KNQZxP3VOOZNUUdh/k9w1DvvIeov7hxQygXBH1yceEcYWMWv0decvmoy+5uOxNdk0gd6BPgmT58zk/wTY1pGbTmjfkBqow0K0K2eOG7P//mf27P/43/YhY9/zEqJthV7pDQnatYrJT4p3k9KvjJcTHsJnTnyMbgwDQT5mJeim/Hh26TVJac3hkfshre+wz76Jx+0/Xt2+QlbzBtnlCovpb7RrrrsEQqUOExbdnTYGsh3Odrb0Mi4+o1+6xX45RhdjqJlb2HcRnfzdEAkTbnTbKiPq1tN+aRtzi8s26WZefvEp+63/uGdVq3R1xUEiiJg4osypCwzwoDVKk7kkbxCoX/YSkE24oI8oP17/xF7Hvrp8J7fxM8ziOcvJioOWQTwizmVM7JLPzZlFeVPufMbIuxAhB/SE/wHF+QZLv6cfYkDqOSexa9+kpr60OAH2nr9cogwSB/zVCkX5C31Ei8fFHjecR/krJerlIuBvryNDg74YlbCYJEN/lgUGcqa9RFhu7ZCIWezs7Oe9y+F/iYWyX8ih+ChPb5PDpT6O3I/JfetcvSeT3R/YwJ6lxzrx/+R3IfkXoJ67iuNjdvbv+1b7ejRI2pw7O/Y3UFeheM+ugUIcbcRfuoKAPP3OOZC6BoKNtz7R13iGYXnlaDn3IdKoCB5z+bg/pzf3e/cWtp1vAv3gdjpH9CCkwf9EzhVI2abneHxUSv0lXzYlf0eMUuHMLBKoiL5QpAuwKyurfoE2ZAPCL/RhuICoqzQkmbMHpVYgqJNx9n2R1oxAEjhM6dE8I3URE5xMAekrcbA8PpGmwUlbC7OfmJNYc+2D4+zUXpYAYYLoIE5gAvzc1arVmygv+RaGQ2LoR3CxarF/LkaWwUp7+PjYyoHAU8JpPLyspdH/2C/9ZWKSqfyr2wxFI4Qy2ZZmdYj4Lhot9x8o73p3nvtc5/9jDWqZVuvsZpcaV2t2JFjZz3vh2444HlTheudyo78qnzGR0btgQc+JxCbtpvuuFv5yHiZqqhVzpS3ykZVFm2u3vBynpq8KADcsj5p2gy7uAVafrDs8iH7TdbEi9QLDY5pC0HYDAz0W15p+LbXvMpuUZo2mjWBS4EmgNg2FHgmOMIIxO/tCMG4Hfline438Ahh4QDq/lRpiDRrFTTxkKauc4ujnPvTO46OCx1gAJRt1SXzhbEkwwes3qZ+yTvzhSCeh46HuHnHsziFvF47IvFrTl81ma3qvG9LNTttx8PO4/zjKvoiP1/8yVecUuviUwGBtPg7JXG7UWvY0sVJWz573JbPHLXFI0/Y7LOP28LRp613+rwVJK9KwmR5KbpJa4rHN6ze07Bsj+Sip5f2HxkYovnXki9qZz6vWPljfiT9GBay/EbWOr05m+8t2B3veLfdItn2Z//5l2x9eVppkrxFjtZqti6QRlgS8cKCKRs9dLt1BBgz/Xm78IVHbUDh1pttKdlD9rz6ybe//a1WzCfV3tV+Jf+9T1RY7IfIVCa2UGs1Ki7H2C9ybU3ye7Fqf/Lnn5TkLNh6T8o2WFyzrvSqLpHlx4487aeHMTWoWOxTgFHbRQEHYtDPMM0nymtkFOGKH+o31O3Wex/Nkz8f6RLjMG96fMcOH2qP98MKZfPb+BXhRL8Gr5A/yp4A11VuHH7BjieMuDm4xEqod4yCeQr4Xs6nFchJyKnPkl8Hh8hHnkue6aof/i2/w5X+gkz6FkC68tMfeVgRD0Chn4awgAYK+YjKI/ITngXyPG6hZnPd7r77Tjt75pz3wS6Du98R571vepNvBxTKKPRJQjG2MDNtOdUVx2u6zBbY3rlrp9cX/piWxv2F8+ftrW99q60sR+HwLkxDo86+0hbJPXLfKfff/VdUjm+XC8Lm9+S+L7q175XjN8T7d8hdLrFtqCTkfM+b7rW2QNE7vv/7rKWaq6qTjxMZC24rxd+FTmw7f1sp6hCj77jHUWE4OkbCAjxQ4FAIk0rc2llCDGfHi5Q5Mbh0OmnTAitYJsW20ginJSwE+gCAAo/sYwgDAOaYQwhAHBkZ8Wes7g5M4ulqC5ixiayS4qulGxIQtaZV61UBCzGBtBFW7CVUhsoR0s0djBStBOdEGg7hrwpErlm9Uba18pLNzU/Z/OxFaaGLPkyJNkqcxA2RNvaWpCHk81n95kgvCT813ujMZgQATIh2ovoTQGM7JSYns9XD0tKCr7hmmx++4Sxvhk5mppdt4twlm51muF6MIuGmZCo9i5bOMMtl3XJJaVXK89lnjlhJWjHhI7xM2ndPj0Cv/K831DgkMGvrDetR2JVm1cuLKQPkBcFI4+FKmYb6xpSPls09C4NaCIBeYpXQEzCnPFmZiEWNcFZX15wPghBItFftZ37ib9ltN+yxQgIBpXLR88BXL+fitN37q3GkPdxDXtcxBygM90GDByRypZNp1KL5jdQx+XQ+FP9TNjzHSsHwRygzHM9xKDuUKXHDK5RLSEtIzzX6utBXVWb/TSnwBy7OH8FB28nUrxTVJUMaLD7pxaImWdmct0xP2QbXl61QmbLCxqoVetasmJDcX5fsy6l9SLB0EozaSNgIbPV00mrbah89TWv3Ks0CbZ4nFDI5tS6GiWwdMKf7lBTQpuTJyQ21k1e/zr7lJ3/emoMH7M9/8Rdthy1aifmNkjlSpa1eXfXRGU7eYZEMC0GXZxaNE3lMSjujdUnJO6ZKNdsbdv8jTwooSu4mUr63rV4rPcgCTp1R+23XXL63mmzh0pSMr9nZs1P2+QefsFZHMlgym43QFZ2c6mCDXTeW1Let+3xm6sRBsoAf9RJABr+REfSJ8XfB8V2QA8EFP7zjG+TtwMDApt848Xt7PoBHIscG8b5JvPqbhDAca2mYosTiVD/mVc79oux2HUPg+MExX5QrzzjZSLCpe68ipA5VZ9Hm4nwHf0qGytHvsTUSfRorvkMyyQdl47zQdXEi7zwj71ci8hx3lO9dd91hn/3sZ/03dRFkbwj/wx/+CweSASMEQMsCXe5q6neR/ViyG42WPfvss172DJezHylb/WE0evTRR13Wkw8MSCF80n21dLUt91fkfl6OGoKG5ZblIrOE2UW53dGtXy9Et/6ejY/wf0VS+q1cgfGbvoEqJ5morXxVicLa6ugYA/E7mPHpLKkkCho/vAuVdiUKVcDILf5XFhftzJkzrtExz2V6etbDg0l825hiwSsuNE4cnTnzUaCQRr7Bcoi2CWqjmJhkDIPVBEIBAZDYzf1C4TsEHsPdgSF9k3OAqwQf+6mRX+Ze4hdwAHAiPJiafAdm5hnXQKxWC2HiMKVHiysqatxYPyO/fAejcvLN7EzZjh87rbg2xNS7bWpqxh6UkHv0sccE6ADHVWd4BEYmlbQ1lR9zhRiy930+u5yI1sSKcHnzeADBO/fstmw+mppAGZIf8kKjY1d/rvwOE4+9bFRG3jH4ai8JeMWJkF1YWrQnn3rCTp065cdHAUbxH9yf/9kH7YWnv6D4BcpqrOAD5H5lmTfU/dW47fyH/IV78kx9hut29/HfEHUX3gUir5RxCH87CvFe6f01+qrRV1Vmfyn09eSBjvpw5kmyB7CghNq22v2GFKhWTZ0gWZZslxxrCFBtSOGvCb/VBaoEGVwX72lLJrd6BAzVzuUPGREfz2P3ibCVFyMFyI+5hXm/fv9P/n3bf9edduTSrD38V5+1wd277YBAn09NkkzFIVsZ0UH+R9N9JOcF2EBKnH4DOSBRWhhZYW/fuYVF75tog8hJxu3VutVOWVgTDWnTbpljt7ZWtfPnL9qR544rjgy42Cm60j4pj7bCzXt7pv8BMFJnxBvATJgHHfqo+H3oH8L3vAsU7vET3nOln4hTkCVc4xR/Thib4av/4D4alcPwvj3F8wGF+3hYhI2MI9/kg7LjGf0Zw8hMO6M/ZnscDEx8hyPsuFzkd5xC3sP1aoh42dMxlClEuPH42P6J9AYZHPLUbqy70Yo+XJ79GVZkeIXtfbiS/hHlh/ChkH/6yxAO7mrpanx+l9ys3JP+K6LtSiSU3ku9i9NPyjGs8gQLRjZUGGvVlm9v8CPv+XuuZYSCJ7Mbug2updDAROgSgDK2VcBxID6FAVEI4XtnItpZ1znzKZnc02bD3k84D1iupyltRK7TUKMUGMpKM4z21cJwrIqUS3F2aUYSx81wxKcwSDf30kxREztKO+lnS6LlyWmrTM3ZCI2nWrHp5Yql+oasUmfBwpgEBGmSNsJcl/VeKxYGpEnW/f6yqyrNdUmTujUEXDC9M6mYIf1OXUBQaQUQchKLcuFpQbBRbuwbxsH64XQV96PstmoCW/qmyDC58lUtL1u9wnD0gk2eP2tnTh4XEJ6z+dk5n/uIw5KFVcstWhWVUTM6uaauOJK5lOUlkKjXhaVlP9YxNzTo7oXTZ2ziwpRtNKThSaAdffJp++uPfNTaq0u2oy/nC47Iw0aracVc3r/v37XPdl0/bumBlD3y6IO2PD8vAIzwU1Uq7ES/8iFZOzm5JEBatb37brWdu2+2cpWFP1IQpKmuLS9ZVYK3ubhsyxztWJUWpzia0uYSKoRUNqV45Veyu5DJWWV+yR7/3OfsmQcfsJUL523pxDE7e/S4zXGmt4T7emXRFk8/Zx/6xf9od11/0AWZ6TuYs9iQRhvjqbiDF+MuTlive7CIoiTEHd+JJ9EuuQaHUQRgvSE+5br5u6t5B008aOPMp+UZGjlaONdoXmvNGs2Kap4916pWra26q9XLtt6oKg1NS6qTqlVXxTfsySaeJAQxlZLBtj4wvf/Gwafr6rFx3NsGY3VX1sav0VecvuoyewvrbtKVeNtlohxyCCcO9ivAi5XJyHFYn+uX7F6CsmqXGaHJng2AUEriWu3Vv0tab0/a0p1ey6wnLcssADWddF1tpNayNNlYZ3NxCYbetn4LtMiBJQF0EtmCmj3WlpxJi9ex/ixLOV/NFuxbfuqf200//NP28BOn7JN/+H6b/J+/aQMLRy2/Oq/K6bf6hgCA+ogVKbUo9PQTyJaN3qJliiVbrSxJrmQls4uWv/kuWxM48P0Xk+tW6h+1/+P//C/WTORtvrliFcUt/GDNmto027w0BCiqCcnqmk3Nr9qRMzP2lw8/Y5mxPVaT/I/6PckMhoFaAtSS4/PTUtbTfZIn69EewcyBx+ULtq6+wad7YW2VnPItxADN1KP+V2Du2DtXWZAcUN+5LjnUfaceRyB+3aoC7s1Ex/L9eVtaXZCcKVtLfdmGZAyO/rvdVV65xzk/deUfoyiMoLiBQveE2VH6m/q2JeHNNCv2X6Y8sSjiWA+AC2sFmMbDmgKsyFwxXKV6En784/jOXbZn33678eZbbNeeveLZpABZ3fcsPn78pM3NMWJXtsXFFWEBppWpj6dOMGd6bwSgk6zn2nVKhHhcIBi53G0XAZsE6m3TKLBk94j9elQ+A/b6N73ZKqpLKou6Yg1ERriiOFSyRF/avvfv/j17zz96r2MnH4VUvvJJFltlrSV+4Ehe37pJbH7gwB6fFlFrtKwqsIjxCqtkXTiko34wgEdGSVvgBXCD5+nq6KVbX0T3yn2P3Dm5P5JjeARtl7nJoXdgGOVSdOua7t7o1t8z92bRf72YGHe/G5eUJkFnlEqzuWrBTpyZsG9993dtAiBWxH25RAUGpoyTM2nMxZmXK8gfxgacUdDBYsh7iApAAMSB61byeRvyz2rlS1MX7cLEeT8/dXVxyWrlNctLQ2iocpmvEeIOcQSNIfyOp8kblxoBxPxA12zVIAB3rOyOJPNlQnjwLXM7uMbzRtikn6tUMmtLm6ksLlpDQq66tGTzk5NukUPLCf5JC98zd8TnnKih88w1OkCmGntSvwtidFxO6UvpuyVpRU89+Zg9/ODnlZamHdy3x4EKgoTzwP30BTUI8gxAbSrckbFx1xCXF+ftoQfut1w6UgRILnMC6xJIDQGfjoBQs4Ym1nKLI9oa+QxDtaTPy1DpZYg/WC0JA6CVlWBge4/VlWVfxISAqa6Vrb6yaotTU7aq+ssovKzkwz//2Z+zvXv32uLCgpc5ZeLlJwr3fxMX0rb1udcZae7WWXDxb6D4863f46DgH+c8pPdhOBvimdep/OMnXOPhQYFXwnvKMTyHZ/kd2kT4/hp9zeirLrNVrV8x2spbX0sCBMDD0Zy7rqx2QBDN/0NBROYHGV8Rzqz7jhMAxx7LtAUs1Y2yuHIj3bGLkl0H3vAOu/mt32WPHjltR144bdPPPWrJ+pIVe1qCqWwVFA0TEx6Otsc1EHGxkANZl1WfQbmM7drtRonQ7kjbxIWLksVSFAHFAlHs16sPfSuiRrPmMqkm+Tm/sGLPPnfU+koDigc4crnMQ9skPeFwDto/FPJNnBB+ofB7Owrh4rYS3+P4nrChkJ/gP/49Dv+kLaSJZ0HmBKdE+vOQrlCuEH7DNXwHSGqonBICX/lSn43u3GGloUErS+YvzM3apYsX7Nmnn7LpS5MOPln5jWObJeY+witZRk51pR6IO6QP4vdWIr9xPy9HWAw/9alPRaNylIOyxlQEzl7vGxq362++wxfQHDh4UPlJWv/wiPVkUm4sCuUQ0kX/xkgcI4FpdXLnu1v+wNuD+i4pZQG/cRfng6uhqwGS/0oOocNKvr8t92m5H5P7jNwPyUF/V+7D0a39uRy/Id7j/yUlhNKtTLFZN6u2k1boG7HebL997w/+gM8DZK7JSwZwFQQD0Sic8WIUL7zAmMHxLDAgjoYGkqcCcAgA/MBMOCowuDgx59HnVqixM3GXibCnXzhpQwoLi9jU+fOW1/elQt43EXdrmcIlvVC4UrGAR9fEmO+o38xzqAqMVitlFyRpMUCvGJwjGyNrFNfLzgWewmauJIAQcBUEBuHhGgJOTaWDa2V5yVbm5yxJ41GeWdTC6sJo3hBpUTq6afFFHUrfKqfrCHjBwOwNyuk1laUVO3/qjH3mE39lzz/1jABw3Q7s3WUH9uz0DXUnL54TsJ6zXWhJ9aZlM3mf7lCQZrZjzx7XjCn7/mLOTh87YseeflYad7TqHJHUVJmtLk1Jw1q02tqifq9KgM5JyNIhJJVHhmXU6NVJALYhLIQrAvOsQs9KmVlXfdZXBUabdVuam7ZGZVXhlK3NUZarK7Z6ccJOPPKA/d4v/aL9ffHm3oFBq8p/nzR2ypBy3VD9Yp3w+23cVh4LZe7ldwU/uCAE44764xqI+xAOFMLDBcGAnxAHxHPCdgunymWTv+RcUZG/+DfhO3ice/9W75jTy/APc5+Y89vXX7J8seC8v6Ey8WG/a/S1oq+6zP5KUuBR3NeaJOElb6q6g8fhZYBHxO9BjsdlemZdwFFesh3J9I1eq6v9TOubyXbdCre/3g5/x9+23MFXWWnnPlu9cMrmn/isDXVWbLC5bH3tNcsxy1IgD2sP/QfKOXItAB+IduXtUkBSwtWtbmOSgc1kxreG80WozBSX0t2TyFgbq7/adk3yGovc4ty8K+DzCvuFMzP2+YeestMXZqzRxj4GGPridh2MA4y6QfRnKJjIDIj04CgH2vyV6OXqkX7Gv1ce6CNYEIKc2eyjVCNxp07FGHWj31FCHbCkJWv9XGzF4wqwrqSfcIMjT2GagXLpVyyqOfWx47t22t4D+313FNYrsAD2gkAj1jnmWWK1xBiHc2udQsDKGayLKfXlWBg3BNowepCnACivlH/6h5cqt630i7/4i/bbv/3bUf4wsigtnDzEiXHVhtkzDz9jx489b7/yK79mP/FTP20X55esV+BzXX4Dr0Khzji1DcMSwBjl5OjRo84LN996u0/diKc9gF7wztXSlyPd/4XcP5Vjywjm0/yWHMSV3zzn/b+Ue0ki2zATzFXFLJ+Kjmk6fvqkZfui1WhUlheQ/ASKNwZcvDFC8cIJDYCrM1mXQqHjJ1D4Jh52+IaFBxBxkSaew8T8DoAsvCfsyA8WnpalpTlgnld3bfXyqtXk0mL2vADOyvKiTU9Nuj/mtlCJxMsckhCmUzf/WBWxAMLA3DeqNVuTRrWyvEz7cYbBmsZqakqFRkp4MAgASqXp6SOdlAvvyAfgj6EDhq/rChOQmFK6/WQbfcPQTbS4BhkXgUi+JV1eXnLkkzAZfgAYnzx+zJ5/9hmbPD9hI4MDtnvHuA2PDllfX8GHQhDmCwJ9CPR8rqg4kg7UL01PWWmg3/oHB10QeMYU7qCEwZOPPmITp0+pPOED8zNDmWyuHDpXky/maBKmzx9Ss2G4xecC6QPSDYimvACTPGOIO5dK2LzileSQkt+wjlyP6oTd/nNJ8eRTj9kjn/4r2zM0pE4hKg/yToP3cJVOleYmn3mZdPknlPPVuit9EyjEgR8c91C4xy/3oTOgfrkP35Dm8J6wKA/u43GEMHkfrjj8UMa8hz8vXrzoneK+ffscUMK3aNW4kM5r9HWnr5jMvhIF/tjqtlJ4FngNHgoyE4rz4Fea4nFE6YvaiZ505XXUGdMWcNG7iPo7Wcu1U75z0EahaHOSuaO3326v+Vs/ZP2HXmPDew5JhiTt0U9+xGrnnrORjWUfwUi7PEY0ceZ8y1Yl37E20Z+Qb+RdkPPEjzwXYhFwlHxWukZ372LtuN/3ukKcsNERKd1N9ucNG00jM8wXYK6u1W1mftVOnLpgi6tVAcRB71f5Lsrz5TLAIfeJlxEnn1snIk3BL++CX1z4HSiUUwg3lCEOf7yL1y8GB470ZdSKkTJ+c/WN0xvKC8PTgDeAmxAd8pq+M7gAPr3c5AIRfuAlTl4L8pgjivvYYaOv6PPoJyYmNpV/8o5/vuN77gOYwiE343kBYAdZCvEd96E8gj+IK7+3ltdWCvFzhfAbypCpH5wkxHG7pdER31IwL95ZnJnzaWn/6L3/RAoE4Svv3XBCXgiHMLlXKoQVonIENyD/m62OjYyOb6YT4h31RRhXS39TIPlZOebfQGfk7pG7Xu6H5YSTnepy/OY57/H30qQCy6uVravjpyPPqhLPnDxlExcveCWziIS5fWwmTQVvpVBB8Qb/UkSBvZxfKjHu8I+DYUgThczk3lDYMBZp41l80i9pYyqOV6Q4n+FTCh2tZuLECXv4c5+zUj7nYHJsZNjYk5HGFBaHIGhcK+mSV7iy63loiclpiDCPGgta0+rSos1MXvKhWTQsGhxpiwClyrjbCEOZBeI3/nxYWo0Xx6kxuYLSVhQgkAv5Ij0IG4SXAyisVwo3pIsthLCYXpw4b0889YTNLc5ZabBk+w7ukzY4bgPDAzY0ttOK/UPWVOE0Oz22VK5aIlcQSE06+FCRS4PM+pZJu/busxlp2VCR+ZcpMZXA6QOf+ZydPXHWy5eV7O98x9vtrntea7v377NcX7+DU8qTuToMRQHofbU56WZeqNJ86cJFzzvgd6RUcHC/vDBrbQnydRYi6duENDlWNb5w5GmrLc5YsVe8o3BN2qtPR1DZcg1zT93pfisPbefgp7jjmfPMSzjCpq5CHDwLgm07BwW/zgtd/1AQiqSfoX63Kut9cPF44w6C3wkX/mOI/+abb7bHH39SdVb0RQZYIzkqk/k7SqV/c42+5vTVkdlfYYI3oa089tUmFEuXpWrnOOQFz2g38DYutCPveCWf1pJpm5WMTt92i337P/95u/Guey3TM2TTR5+3h3/r1+3R3/91s3PP2M6sFGJlK9GTcYdFcH55zdKFfhs/cNB27drl1kjCpR8JHT770hYkA0FWK0vz3nLkw2o9jCaRZslx71SSduzYaSnjRWtt9Ppq7tWqAEC2zy7Nr9lH/+p++8KRk5bI9FknkVEbjPZpBlhRviGPxItl7UpWNfxAIX3UFc9CncUp/n2QTYHCd4SB3OFKvoP/yA/AreFXjCrc++4g3X4Lpd37r65DdgVMQBiESXm6IUa4aMeunTYyNupyaGpm2uYXBV4xVimoHoGvuMPCGByWXZ/TqHuMMnGnF37FIEScoXy2Uihb/ISRvytRKIPgWElN2Xj/qvcoD9mc8EWCaVU1u2XvqCWYJ1pVX1yW0tGWUi+lwo+Pxn+XnyDCo+z9FB7SL/7m2dFjL9i8MMbQ2A4/rQgKq+khyvJqKYrp60zibbcACT9bLpOOrHPT07YijUXqiN1w+LCvOmJ18ZWITFM4V0PxCr4ShUYQKmGrCxZDmCM0BpgaR9hYZALjeNq6JY1f5kcC6tyaJRD2mJgmhDc0MOgNnCGGAFRJb2j0mPNxfE+4NEhAEdoclkJGEGl4DHfPssM9q5NZICNGBpRibfRvxIQhvTjiJrzgiJs84BAw5MnjVDw0YP++ISZXA6c8SJuHpWfEc+7cOd/glAbMaT5YFgEUbBzOaTtoQsztSGfzPqGZFfu6ieJO5zyNo9KU8D8vcAx4550PPyk+B8b6/aEPfch+8Zd+S8AlYysCr4NjI3b4ppvs5ttu91V2m0BJ+aMMw2/SS5lQPjnlkd/si/mCAKrnYW1FAJkVjxWbn52xyckLqs+E2JSFTpGAYYL1dgtolLrL911+2fo7uHiZh2fB75UcfkJ5B74Iz8LzuAthc8/3XCH88j1EPlAIuOLgp3jeoHCP41uufE/Yk5OTXuc33XRYAnvGOPnCz+YlbPFwJJqu0TXanuChqH2/mOe+JtRzuS0ib7mPu9Cu4PWpdsNqfXn7lp/++zZ04w124uxFe+yzj9ojf/Bhm3ri8zaWathwe8kKbfbSTVs7NWKt9ZQDvUZL4adytiyZ8u7v/h67//77XQYhY5GvxA+RBowO6WzaFqRA04+sVaW4Sk6yI0SQL3xDGGxJxjGtlVrL6pKBs4vL9oVnj9il2XlL9DL0zbB0Sorui2UEYRAnv5GLxBMvfxxpIR6uceLddkR4wYXyCxTK0r+VQwFHhpNrV8SVpjDyFa70N4BHyj7IungcIbwgx7iSj/HxcV9MQr+KbKL/CNPR2gAwyXif/qUy8T10dQ3pJbz4PV33Vrd5HrgIf6RlK4V+M4Tj+b4ChffBffKTn/TvcdQVYbzznd9qmVTCbrpun82cPS21oMePOR4WZhDSVFkpDcpLKKN4nYVwAcHhnvJgniV9PQCSsolvck7cV0tXb7v8KlIqk7+vMLzTCtLgquV5u3D6eVucuWiW67Gx/bsdaM6qM/caVIE657n567LzLkvX6HD0iMni5I1PVxwbmG/e8zlX/cHUbLqMYzPZOIUwccIy+o6r/MpxED7Dsbp1q6m+pj6lKWYUjorY00KcPFdF6w5gyUa3veJmLItTU5eUyIQqdNj6ioO2nktYk5Vviiydz6hjVucv4MJvNptNCjGyES3DrtYQuFEUHo3Ip6PxbUdCb21JQHNNP+UPANFRg6MBo0TR+FRs2XxB6VG5CYwlclkr5or+jAUvpJkTGdzmKcFWUxjkk/LiUH7J4Cguhb+2uuKOzccJe0TMOVzss96MGkQupyJQGSmvK/Mr1t83pPJmAZKATadqp0+esKFiv11/x42WKSRtZm7GTp54wXbv2GUzFy+onFKKg/3WGPZQfCpgzoL9kR/+IZ9v+f4/fJ8A34Lt2XvAh3CYp8ehZABWvuP4SIaqyX9yve7zHi+dmbA5gd2xHTstWcjb9Plz/n7Rh7abtjo/Y3Xlp9Oo+mKglNKbFF/Aa+u6p34oH2+YFIOu8IcvZqKW5QeHX0E9d0lmTcMcElxcg7DEuQrtTkUlPqZ8USATYhYvb9eaeRa5RkfgWp5RsFrigQ3lE4Atj/o2qhPfnFfp4jhL2o4/Vx1yZCYszoa1XNn2CB7zzX5Js/48/d08Od/H7qn4pJQ8hHACHmD/T6Wvb3DElpdXbaBvQHxQVg30quxU7+rkWuvXjkh8pZBY4L4Ek8j8PuKJwCPbkfPMlUh8xuuwyXT4Ha7I//D8Jd1L0Xb+5dZ72PVCnS7zBxvrNib5kZHiuyTA2BA/r0sWDh+80YoHb7Cdb7zXhm+8ww7cfJu98PSzdvLzn7WV00csuXbJStmqDZBmtWtf/MIuBmrxCfaclKQvbaxZol62erLfDrzhnXbk+NPWrix5f+AHJqifcIVLMm1DDYreItmbs1UVycjh292SOPXoY26RSjXrLuObSvupU8/b93zb262nWbbmQsVmz5ftz//qUfvAXz9kN77+HXZBMhFZwsk5aSnGbMbOqvT1nsiKRr1g0JidmnYAxr1yoLYvINdd8ChfUfGrHTN0ymbkfMfRkEAIjnVEUCGL4o5dKFg1DZtw9TxJ2EQrpztWWSu7Eo9MCt/DAi0W3nI8I2XJV3rWo3yTFKyUGRaVNLHwJaxWV3mp/lhINDg4LPCDASTvwBoQSVjIIDqtDguTyDYyUelnAY33xqSfKVH6xWIaDusIi2qc/wBkyH3y4U55kG8UZWUs8qNvPaFyfNsrwEf7cHlKiXoxys8VyPd99owm7YbDN0cLcunvWc2vOmEx6MljL1hD/dhyec2WKlUb3TFu5fKS/adf/gXLJ5HzAtvdKMifkhUZBJRO5LTvNqLyJLU8yzGtTH1nZXnBckMC3rv2el9QrXAACDvCSGZf5SES3xBAsjeZum9s925bmJ+2hdlpm568YIX+gu297np1Rqs2e2lala9CUSdMl0pBXJm2fxevwhcJtdgLL/yuu3KVQ5e/R3CiAYDiWTrPFQ0iaoBKs64wVND2+B3iSME33ONPYGF5adlmlFcW3XTEEYOc8SwGAKT2op1IcxgeHvHh3rYAK884+1SR2traqjO2h6t0+Gk/kjZsJwSwYb9GQAXfkV6fK6HfgNJCQcJyaMizxZFK0TwLfduVIc2WQJgaTAAhAJamNDw/x1TPVldWbEUO6x5aTdh3i2EbhpHPCwju2bPXCvmin8u9Jg2a7RNKpaLykvf5H8efO2qLEnp33/tGid2ElRXeC8eO2lvf8hY7feqkCy2PW44w0xJAPQqLFf+3336bnTl50gHs5/76r23i9Bk7cfSoNSU8+gVkq2tqGBJaWGr5dnlh3ofdp8RndCLDw4M2Nj5izz74kD31+BNqYCpvNFTFRdtHc3WifLl4Waphuharl91y9/rVlfLjGedSR9/oK11xxIe/0OHyXaDwDOI+rhHjzU8j6goqX0moOmFPzbbKjzrWy6hu/f3l1fjRs8vHgYbfXHHwpgtV4uryZ/guTjwL6QUck0+s03RUPGbB0uzctMD8XuMcWk4vqgmwY20A1DY714DkK4VU3y8Cki9HV+PnpQjeC/TlhhUnOnnvW9QVEsP88oqN7Nhhe69/ne295VU2tP+QbQwM2sDYbmuutWzykQfs5EMPCDyuWZ+S0Sfez6oNJCWvARgUDEYIb0dytMG05M6CZONifsiue/M7bOe+ffaFj3zQRgRSOwIG+XTW2xJywoGHeuWMZFtrPWEL1ZaN3/pqAateu3TulGXqKwK9zERAUU1Iue3Yu9/1DptbPGdHplbs06tZW731Xtv7Xe+x9I6b7PTnP2LFHGAN9BgpmG3JIECut2dlWhDWDxzwETJCxkDAjd5H0kueaOO6RqfGSMZJZmC04TeKLLIiLh8gZGGQIcgbHESZ6IVbY5nGBPFdcFgPkUnch3r3hap6RrkG6ynyDBnLKWtMBVhaXLS6wmRqlSvzKPq6MpyLfAM8RVeyhmkpApTRvHnkYiRvt/IaLk7BT+Tvst/wDAufisbTR563fr8t8a0uAN83vunNPjKWZrsnykrlDYEtcAxD03/2D/Tbr/3ar9lHPvIRL9NQ1vT73gcRb/TPww4pDTIe/9yT5mqtqXLss75iwT+YnRE/OJbpXJXMpo/6BiBlcaNlK0sLNj110cTRPizJitiV2XnViDIsL1eT2FCZuKuhuP/QGCjc7Sj4C/eBSbg6U+t7KtoZqVtRdNz4daCpTp+wQ/g0NNcY/F4MKD9Y186dOGErl2atWa5Yf67gi11CGAwLEy77VLKHmVLsDmDFuzLahBoTQ89oxwgJXFsCa03lyb6BLCDhOKya/HYadZuZvCgQN2Pr+gbnw99dR1g0XEDiysKSlZcEGCVsAWQcBs9qMN6Fxo+5nPyT1m4mbXF+QaDtkrFXGX4GR4YFPJf9rM92o21ZaZElgU7mND7/7HPe0En77bff7sMSANNQ9nxPeVOuhw8ftk9/+tPWrNZs5+iYD09w+veyGkGnqnwqTQ3lkX0kaZDED+Bel9Bn/ilUKLJkZiMq87kZ2zs+ahvyV1kpR9Y2CVX2Jw31HSj8xoW04QJtfR9o6/3LOb4P87dwYX+2difa+4v3CBH31+W3cIWohyBkeBbSg+N5ECo4iPfBhWfbEe8UBJlQicsv2jTD/fqEjXJJI7sPsDkyQvrFZ6pfo2v08hRvB3H3lSQHkIQp/mRfRCztZ04cs6WL01aX/AVbcQrXmReetyOf+JglVhZsz2DRkvU1K0hQsb0ZylQqEc0vhEJ7or0hO5u1VRuWcjXy6rstu++APfHEY9aXzrisSgLa9L3DSNqUkpDojXYAYXGOBLnv9MFqYstkgT7ennyOoEDUzbfcbpem5+z4pYodmRPQ7dtnL9igXWjlrNZQ+OpqmPdJO6w3a9F6A6bnoADLhekrjPIwVIuyzp6FPHN5oe+QHVgR/dqVDS0MCT6XMZIn4R33wUUy4nK/GnfInlBOuEDch3CgeJgBmEHM0QeEHjhwwPsHfvvCG8k7nPtV+eDfw1B5rSs/9Lwo2uF5tP1TNAVo02837kAh/uDi6Y4/h0gLfVSQv1dLgFjSne/rc5ywf/9+z1MIlyuymrKk3xwbG7abbrrJ3vve91pZfMp70r6ZLlhZV75xvu6GEYh3xMcz3KqfWmc2NTWlslO9gysud3cvS98QFslkKnlfo12z+ZlLguQdO3jjQZudm7Wl2UW34NDIenX1Py+h7ofbUlSQuBfRFb7xORoxB3mlYZHT73jhX6bL/gPjOVN2GRFGgKl57gwlgcM9FQfIonLx1+sTJ7vCQ5XtJmj5bdQqVhZYO3f6lDSDKauWV11boIHXqg1pXXWsuJbN5gSE+iydy+meybg53/jcgSTAFmtld1gUgUj4NKZGq6oOX+lGiCgdTflnkU5lZcVqcvWKAKQ0bhbr1KtVHxZdEyBrrVWsod91MTiTs/0MZpUBO+XjwrxO8heYlGFl9lkEhKaUtlJfyUEv8w/nF+ZteGhMaZJgEnhjkcvRYycdVDLkjGCj0VB3DQFchCln0nJF+7/51tvs0syMffazn7a/8yM/YhcnJsQrG56Parnsw0ZppYNVgJwSgbkeC1lVYHhpkSEfU1wFG+zL22c/+XHrT0kAKK+C7b7VETxH+VCfnN4TWd/Ei1I3vVTFGlgluUeb53e4VwV73oPfTcHNvQi+oIwoKwh+wPE88BOOe6XCBQgOQujhLwGoVvw8ByhTny60ux1BcPBCCNfD6/ItfkP8kbUz+j7EG4jfUGgfUEf3xOfzjPSehWILi8vKu8orH9WfD8/rXZvhOl1bnfY1i+QrhFT9mxbJOAUeCXx2JYq/i/Na/PnW7wOvBv8vFf7VkrdZtVfkCaESJrxam75k81Nn7NK5YzYv11mcthHJTCFHyfmmD1OwCXZHKI+TcASpvC34QQ9qQ77yWQKGNLeTGSsefpUdfMO3+nGxl77wgA0KvLDlHUp4qb/fO25EA983dMspXtlE0hYliw/e80ZblSxGMatMnLCCtSSjBHAl/8+cOW1FAapTi3lrpvZYI7fD+vIl65k8bUuf/ZjV589JGZbs4AhdycFoWlDHh0qRZ+QX2bsixRp5FMk0KX4kplsWKnEfUQijL3zvmJs/v9FVjrzG5VmQKcGF+sIPo1oALuaHIpug0Gcg3+g/CQPHc4axMVbQv7Cwj++QVSvqt5ieo4S6oxaRf/6btBOG0sHV06AsoIRHYBKlOxqJiRTdKO0hnVuvceIb0ka/TfrJCyNw9L04ig/a7tvtiHTTX6GW06fTt7JWhLmYerxZrpQFDgVl4vwFLyu2tvO6k1+PT78Z5cMyG56TO9LseQ3+RIRLPgq5rF28eN5HDukv2FqK7fc2OldnkfyGAJLK4n2crEGFD44Pwwq2tMCReCqgDWdXMQAZj+6dG65AFHqgUFhOsds4eXjbUfdxvNADxeOgYgL5ROguw0bMH5nn5WvzORQaHHEjQHjqjUt/UVRcpU0KzDKsDKA7f+IFW5ift/7BcS+L/r5+y0mQJHqZcivgJvWVjWj9/G4JKEALzNazHgkD9uFKyNF4mCtIA9gQgHMtDqHSZby2NNYOGomEC8OTWB79yC0951kY0vY0yiXTijMZaYKX8xuVG3lm6HxtZVUSUrlUu84W2Ouqx3foX10p2+BwtFpMIsTOnTphxf7haM6pBAeCCGHBPpAVtC79rqyuuFCoK9yhkVEbHhuzU6dP2Ld/+7fbc88+44CK96S9o3KiIbaUXkAk6QYAd8qRlZU41Af4PJGZCxOW5Hg0fQtoJC+IUOatMEdUkfs7wJMP5Xb/wvB1NJytelR83DO0AoDCL88jBx9EDTneoLmnrAKPxJ3TBpZEBF/kyIcrHqp7XyGvuJzLFHYUVhiyiRSZeHjwGc9w+KHeiJeyDvHzPE7bPWOqJ0/oPJHB//Sf/D/tscceVBiKJ51ykcwepz6EhKM81q9uvs01+sYnscNLAkloK8/E6Urvruabq43jqig0sagFKTyFqZaf2mhYSkpRRvIhq2c58TWn3HRSjDaJu9VufPxSfpm3vg5wkTxlax/kDelioSHtqza0y970XT9ia/W2PfOZj1uuPGMpSbyU3lclV1EIA+hExjQVX1ptjuHy6kbSDrz+TbaKdUrvKmeOW5/ALPO12VOQIeZjR5+3p58+baeOnrBLTz9jUw992uZfeMIKK5f8ZKq2ZHhHjl0okN9YmkgXcgMwiZLN1KSMFH2eRf2TSgElVenwYXflNQKYFJhkj56Rf5d7pFv+IK5BloWaoSyiMCN/Hoeu3ANawvNAyCbkLzIaJR6wtFZZ9aMJh4aGfBEn6eUd+zyG2lMgLsdw/NYv/afMkk9dST+ykfjdqotMJ14UBPLlhp2IXoqvyBuEH7yRLvLgczId2Kk+9Tx6f+Vw4oQvTkqi1Kqqq927dtrUpYuepxAGV+LxsvWwqZcoDvKB8/JSXilXDEv0Q/Lh38M/8bDi3zakaGTSAvWq83yx5ICdBbDNevWbB0iqiu+jMvfs2+UZY8U2lGq7Lcc7Ja5REYheCkhGdewUCs0pdhunUMhbKcRAxYXCDhS73awMj6vrDwdDUeFUSEpgC+K3d/ryB7Nt9EiYZFM+p8EDxUqo0kgy8baHjl7Mzmkveq4n1iNANze/Zn25vLSWglU5qlAMA3iqc/SUrggGtBnyxcatqd6sa48tQKGECsIfq2e7I2AoxmXxSkXgikUygHa9kNABbLZ87y4AJulmmADQwBzHjMAneQWYshI7qWeUE8IplBUuWMLqa5w2w7mvyo/yShWllGUW83CYPFZUNohptarS5Fu2e+cuB48KSbKZhg/Ibfm8SeZIAnb96CqFecedd/qcIvacRGMFyDGE7fNCld4Ajimjpq5r1bJtKA5Pp8qVbZju/+ynLU8hSTvVY4HUujdIxJH6BheUpJpycG1NnkI+mXPK1YWHiOeUBWAvgDUolIlr9SLCwl+4xy/v8e8CXveBNjiirVsOhEtdUj4t1R9A1gWjnC8qUj6Z38qzreFAPAtxOVimbuUQtCFfWymkK06cskDrZPN7yubhB+4Xj5BH9pRZt/5Sn1t/AeU8pC6V3mtA8hVCYoevO5Dcji//ptSjNkQLYWEZwIhRG5TapsAao2M9LXXOHcnq9aQ1UwKGbUFAgbukZCVbyHDMqgRvNKdaXI5MTEkmoqBzT1t703v/jc2sduyxv/gLK61ctPTSpOXG91q5U7M77r7Tzp2fcECIZQmFu648JdXWe1HoM3kbuOl260jGDgyUbPrZx6yYaFlW8qotbW5ZSnqlzKK2suXLczbaWLU+q1i6V3I1k7JVyUU/hkHKMmklvwBEFoUiEwGR7LKBfKc987fuU2cwMkihlyyh9SqnDkwg3jkoU9unvSMiXQZJjni/xkMRYDS6Rn0D7wMxNE4ZYb0L1keIb5Gx8bAAaoVCBMrZAzL4IVxfXCjCf3C8p9yRhy4HpdB7f6A8+rx2KeaQK+PSgmEh+IjFRIHifBXyE4i+gbRF6VuPyq8bN2kizjCiidv6/XZEvxUZomCBDbvh+kN2+tQpAfUoDIhwcJRD9Nsvm0R68HvjLTdLyYg2kwc8YiHHc+hvAsXTx6tGQ300fKC+tRfjkOpldXHhqmT2i0P+OlJKwKjRWrfZyVlLSSVLN6hdlSrgSk4QbNO9FPkQLiYSvsGS03Vomds5tJbgQnweZ7fSnBFhDJW0M66eMR8s7CMlztx0YSsBwBhuXQKG+XucMsCWNpzWIvEj9N8Sk0cMwad+1mxCTNArbVeO/cb89Bg5Z1YVBXvy4XrX63bq+DN29sQRCbO6DZaYaSOttpOybLIoxhGoUxict5kU4Ez2Cez1pSzVl7Vcf581lZeq0tboKPdwrcqA+amZtDSqypLNz03afPmszSyesvLqJSsvz1hSAKzUI8CbIOy0CzBWRhcEFpRIP6VhXYBsXVfS6kP0Kgcf6mkpbYrD97BqClAuLdjq5IRrO5xTuiQ+XVudF2jbsMLguI3v3msVAUHM6mt1tHWGnQRCBO6QS2iSrHBTdHZp4qwNZXOWyxSs1D9guVLRegCgqn/mF/W21wSEKwypKt/r4i8JEHUOtd6atTeqEtZNe+bB+y2rPKzDMxsSueowErpicltXY2QfyR75C0T9A9aom0hoqQIpQ/KoNOFII2WAVAjzcsJv/DGcwjVM8sbi6+EIJGI16FF6ueeK8AegddQ22uIjrvx20MZm623qXumTA3Cqe7m8N5rqgGw5D5NWxVpbr1ld9VTYfcCG913nFudsu67UkDbST2q7Th0m+YWCgA6uV/kSE/sQd1ONrir+bbK9kyqpulKzGw4dVnpUCdLylQpfMXiNXnkEL4QOKXRKEPdxiv8O/oKLU/x5ePdFYeviSowDv+g3CvRLUfC31SGzECyePrVB2JRFGglkeI/ajdWtpTaT7BF4a1WsllhzV0/U5aQk64NmKmOdbN7bTi7RtEyiKpnYsEXJ38XisM3OLUh+rlpi4XlLd6pWbwuEqC0vLAkMje+yNcnBtuJfBzhK9KSUF1ZxNzMZ9RYtS85dsmRVcixbErArKFmScWpbSdpxLmHZdNNyyCvJxeWeqq3UBbYqK9ZaWZCf6Pz8ljoazuKuqx0jD5k+1ZT84MAG5FGP8r2BwFZXlMoXLNdXtL6hkuWH+izbn7X+sX4r9OdtZMew7dg1bNk8Fs2Kiq5mqXbNciwFb1TdIJBUObKfIfKnl16WqS0AFAWPwyQafnPSGlf88rwpeYhwr0rep/NZ23/ooM0uzttauW6VNfa5ZQFKAGyRQoxDxjl41BVZRX0mVY8bTQ7VqOqbmnCA5CSr9CXaXMxBWCGxRMixMhyHH0l5K6rPbAqAr3eIN5KtCfEEYTUbFfXjaypLhoElrpm/Lm7B8Zs0BBeAHwTfBhfnQ1hbXtWvmr3hjXfZj/7YjyhOvROPe4Bd57JUnWxgd8KnPhk5q6sea+pLvnB+yj7+xJP2Ox/+M2tkeyw7IN5U3QYAHL5zoKmIuX/tW99qPYW8yr9l5y+csaGhgnj+cr/3cnQ5h19H6k0l7xvbOW7TFyadAahjFzs07m3IG/2XQVf6Pv480sK+mDx9qtxQAS8O68XfhHd04QGMUpFoYFjPgmCMzyvk6nHoG/8nxxwe7nHRMCuTY5ftwoXzdurECZuavOibku7escPW1qSdKo6GGEpiyeOG59CQGIYg7jwbfUvIEU9wxBsaJSsHaawMA1fWajZ1aTqydgm09PXlo6EO11QTVhoacs3FV/Hpj7hIM8PXvm+ZhAqLdvgekIlrCIhVBGCYe4l1bWV5yZaXFiMLlkA0llMmcvdKMCoaB0GdCgf1133hDHPyfPslCZ+TJ0+r8bSsv7/kxY/2WV5a8muP0GQvQ/9qnW0JKJpQo14RoBWIld+V+Xk7+8ILhoWXVY1hRTV1E4jfNEDKiPtQ59SjA7RYvfKedxD5paGG8uU7/DJ3BcI/9R3C4L0khIcRwgnxITC5El5Y1ARhYQ3E+830KR9csRigImGphqKwO/ajf/cfqt5G/VjD8uqiy1HOutdn8oSggtkg/EcSK+QrUMhXcIQdiD1fz5w54+VCOgJ1OteGtl8ppCr/kldtX43/QNvxV/zrEBbvt27ZFqcrvfHdLbpxhLCgqO/vtqMOFq4IFKQTaUspKZyvnVR7TeublOLGgBnNjdZX2YKVmwlLDe6zt3/3D9vEuTP29F991IbkaUPyhzaZzBetMbTLimqDzM9sLi5ahjwoVlqtIvP0dJBdxQFLDgxLUctb7exx66ku+9YwbErOdJ9mpezAjOk8WAqjldXIAskV5JryGPqWcA0yhHvkG/0C/RAuK3nIfL++UskGhgZtUI7fjBwhq/DPb+4JD6Wb8mcHEaZWuUxT2VBePOdKPMgv7lHEmZdPnMwlJTwIK2Mym7Yd6sdw/GYxp8tflT/gS1JEla0SBIwqnha7Qujq88KxyiDzGA3St/Qhzhfdet2s4+4VR7rCvf5tEvkifkZ+sBbiL+TFwwgUu70ShW+dLrPxiwj+YuHnmPKNRfvY0WM2cXaia5EMqDeikF6OoWUaRVjgQ1LGd+6waj1tjz74mP36//Urdui6GxV4wvKpgverWymkbe++vW70KDNnlxObZmZt7+49dmly6pvHIqliUYInHex8tYjCCu5LofAtjARRkVTCS1Hw7w1HTImDQal0GlFgVp+cKyJM3tGYufIe96J41IDYGiIt7YThlazuU7ouX5qy86dO2Z4d45YTI+aYJymqC1DV1MCxAFZqzLdktXbd1pYkfPQdw8uFQp/lJdiGh0fVgHfZSP+wGC8jl/Phm5wa8pRA68mjz9qRLzxpF8+ddnCI1ZRtedhUnD3H0JQAl6Y0sdk4zgV1SvmgQSalX6vRM1zdxOK4tGLVlbK72upadF1b9pXWfjxjo7tiUGXoc/EknBiaQctlSAbgxTGQ7EVGGeGPSdhsiwQCDXWGgCEfWPuwpAEkl2Zm7NTRozZUkJav8FidHa9byAWiXPgd6pxrnB/C+8345EK6ued98BPigLgP/oLfuAvP8YMQ5uoCQ2FxH/zE77lSvjisEHyHf6515T+jzujhBx92C3knkbKh3futtzRk1990q+WKfQL56ozohLppwG1HIU/BQfjlHp6GuIYwrhTONbpGV0NxPoq7L5fiYcG7tCGISwif52rRamftrgyKQAwOycwUogwLbiT/Fmttm66s28Cem+zN3/Z91kn22fmnnxBIbFuaOdituuRgwirrLRvYe6M1e7O2a/8hb8MMvTIUmXCwBOhCuaP/ULtVn8BUI1pWE/kpv5K+PjKBdRJCNtFfALxCHxP6EvLA+yC/Qj65h+JAEv848o8xgQVBYWcOvod4h58geyAvJ90HB3HFD/KHODedokU+saK42qg7uOb4wp3jO6xSXhOIOud9ADIex/cskvGru2gVOeETHvchnnAf0kC6gtv6+0oOiucD4nnI/5dKIcx4uBBD98wJZdU0WzGBGVLpy4A/Tnwb6rqyVvXV6yjv1B2LdFVRdtcdrxajdOwf/oOfsUvnJhV2NF0g5CHkMdCRp55xQ14xk7Nw2Mili5Pdty9Prnd9vUkZvA/k7WABWEkmt2T0y6WtBRfoys+jwo676Lnuu2kMzy4zBsIoJD367ZN8u35CI4jmsV3eDogOl2dxBvG9oPQebdU3PtVz5i4wDECYzF2Bpd06JyfYJABWtRPHjtltr7rdtUM2Fc/JYZXrE0hgMm0xV7BsJusLdRpKS1mNdmVl1ZoCnKwEp93CFOTRN3OVlp3LZS3Lt3lAbtJq1YqdPnPGLpy/6Ix84OB1Cjfvcy3d0qk/5qSQFz/sXukPRzkyb8gVBjYKJ8/yx8rw1WUBSAC1hDUGfLxkMwLbzAWUv566wDALZSR08I+VIKl8sedZQv4KfQUJVzU+NTw258ZqSlzMQy0IJDO5u7w4a0Vl7rH7P2er0nRzDBUIODFERBnR0KgDhBAU1Wk0JwbitwvBboOkLrnnPe8CT3gdd0EUdUl4+HNB1y0XXHiGPxy8H/zyXeAJ6jsISChc6d7C85AW9084+oZ7rLkA+Nfe81rbf91BCZR1W1qpWFX8MTI27mB/z8Hr7eiRI/aWt73DxnbutHMS4lkpIz5EHzHziyikL/4u3BOnc49+hzxGz/ju2hzJVwqpet0iuR1/bEf4C+6laDt/8E/8eTyEwF/wGlzGfeC3F1HsUTzsFwUmCnFE91EfEIVJu+xYjeFuyZC6AF5V3pYlC9V1W2bHDhu9+WYbveU26z98h+24+VU+3ePM5CXbOPmsFTsNS9ZXbW112UzyaFWBHHrz9/gc8x0jJTv75GOWVTsmPt/DV2EypYepI8nioGWk8FalfK8vTVmqvmRppSUnOX7hxHFLJZQmyT7kAQ7FGcskFkrvf1RGUX5CvqI8AlIAkEEehTZNH0Ceo/Od9W3XfxiJwx9hupxzGR49C31IVP5RuYW4kFEAHQ9X3zA/EevlannVhoaHrSggtMZuIGxRp3CwAvouFF1wLcTctbYSL3Ba9a58chZ3JB9b3feRNTay5EXgOuQt3ONIExTu3anP2bzvvve8dPNBGJQZ+d6krr+Xoqg8IlLILwo/EOXZwuoqJQPr4Br98tKy7xPM1kBbiXTf/YbX27/+3/6Nvf+P/kj+y84Pr7rtdjt8/R67NH3Bp7P93D/+Wfvd3/hPSjvKSfRtUBLi9bPeaKkfpA4jCzZ1RH8qDPDNZJFUQpRJri9fLd9YFCqCwhei297FiAryShLQiFYOR9sGAEZgUKyTrP5iBRdzIlICcGlpCUx+BWqsC22HOaM0JrGAO+YbdtbZBd/sI//zw37eNttHoEFjtXSLnBpoSqCLA+zZsqLYX7KR8TEbGh1xC955hsgZOha4YLNbX0ijdPnQqCqIe4gGNcB+V2rEp48+Zx//4z+x008/awV9k1IcSTlWHW5IM2KD2I6YlBWBWFHVYlyzxjoIKGRogvmMGcXP73atIkAcbTOEP58oTdoRkBIOnKrg9/pGIsSBJpIP7RUrLGZ+gBObt7PXJuWKEGs2akbqP/o//0xCasM3XqduGK6nEVN/ocFv1qcoLgQC4Z8wueI3EH55tpXww7ut31Df4RscPIEfnsEj3OMHF74LYYVvg4sT33l+dJ9RXd9www1SGlp29uxZS2czNjI6aOfOnLBHHrrfV0Fisb7+ppvswUcfVV137HUSUDXVxda8hPhD2VyJ4unCb3DX6Bp9LSnwa3DQ1rZyZbrcri/LcrVFuWqratfdfrMN7d9rh9/2drvj3d9t++55k9WlrM93ElaTrFthrvN6zSafediyzK3rRIsEkfdZAcPC6E7Jsmgf22effspXhEvqSokGpKGMomhLkVM7TzSqNiC5PyB5m5fcXq9X5VeyQVcJeIGnphsStnMh77Q/QCPyEEc6eEYbD2USb7dxF+QT94G4J1yuyJvggp+4vIK40rfRd4TfxM8+kIODg/4ufL/VefwCjwy9+qk4Ao6+/6XKNJyJjUxHpOO4x4X4r9aFdIX77Yi0fDUoyEeMNwBuMEGjEeGBK9HHP/4x+83f/E2vS8qVxVPHnz+q9LPQpmL1Vt2WKmVja5KeXDS6GcqU+3heecb9yOioldX/juwcFw65ctxbKarVrzMp/fdxdJJnqVuHsOOVq/NvTnHmCIWJi/9+EQOhnlyBwjYr4ftQIdFeVDynEfkrJ8RDoOAX4vswDEgjZy9GGMqBg6InNEBRZJ3sDhP3qvGqrPC3oWDQXQlP8MzDweLFpO12XUz19PPW3y9ttjclzSajsJIKN2F1CaRegJYCSEroseqaPSnHGVaoVK0iEGcJzoaVlpvscWtfr4BqjwRQS0CDuJljCBjM0nib67YwOWlfeOghe/bJJ+z08aM2f+mS1aVtrkqzYnPwjZqAsxgTkFxXHOxxifkcYYkp3XVwlevywoxrnZQQB9UTF1q5rzqXK5dX1JgFovU8qTLrFXhkPk6+kLNcIZrw7nM8FT5zNCvVioTOuu0SWL7/kx+zdQHVhBAlJSYJ5AI7rbJoqe5YWR7q1Rum6gGibiCeI+yCMAn+aMiQCzzSrvT6nFC99/TrG8LiSh3in3cBOG6GqXxAnofu9zwn71xD/LzzuJTP8C3vgsNyzfORsVHbvXu3lyPaP/MW+4f63VKxQ+84j31hfklln7DFlRXbf+A6n2NL+vO5jM/DjTj1xRTn4W0p1naCP64q62sWyVcIqTq3XbV9JXpJfonRlfy9iL+38ePfxR5/UThR0/LnL3oXu423oxd/3/1YtFFvWiaZsKnZVRvbc51lRg/Ycjttq520ZJracE/WdgyNW7ZZt8f++HdseGPNMSh7OLYkizhVJjW80w7f9SbrKfRbY3XWTj/2ecs31iyrdxu9GclodtpQx68k6InA07rt37HD5i5eNKsuWXJlxtbmLtklToArpPReAC1x2bJI2sM9oz9cA3CEeA+YDBQvE89/KBTi1/dhHikdDvIOCuWEMYT0ISNZCc78SvyyOwUyCD+UK/cQMg+ZVCjmPfxavW5V391BZY8HVsrr4ounFAbgyAE1C2fkh7Dc+ui/sUjyUSQzgyONuPh9+O0udh/yHrkoLCjkL/oRXSCexb+JvboqikXxRdSrvp61P6yOX5hfsBtvuD6y0G6xSBIvaeeI3pGxMVteXPK+1Felq+8/ffqS/e0f/0n72Cfvt3/+v/8H+3/9m39nH3zfH1tzNVrxTlmEcHAQI3h1levA6LAAaNPe/b3fbT/3T/5X+8iffviqZPZL5etrRtRH0rfx/+pRKLCrISqJU2PCPQQDB+Kkk+3It/HpUtx/nOLpCGEHorEHbRFtFasQVjX8hT3JOtWGN0osVoHZcdItN+MMcfC7sR7NlQzE0YUcaH/o0CErF1MO4gBdzphYEOUQSmiJbPUDaGFeJmF11qNFKMTHb+LBf4fVXfrN9kEMYTNnkxQIAltHYREG+SLNzGH0idyDLNJhKD3hVteG4oh21K/Y0orAjMrgwE23yd+gJdI5y4g/aFSXzp93AJtJJH0uKMPmtaVlK+3cY7uuu8GHBx5/6EEbHx6yzGDRhktFO/3M4/apj37EXnPr7bakBiro6mVMOZJ+5piQPiZ+h3xRHtyT11Kp5NZUL08JziAg8dMjgB3qkWe8R6MM8zt5FyzQxJmRfzYDJqyaADXl5PFggZBYIh2EwzcQ76JV3ZfrOhBzUnkf6pt33Ld7OtbX1+8bHbN63y3a4p3VVXVWUhhCOKSHDd85sL9/eNBB/nX79tvkhYs+VeHM6dNWXV3wtJOuEBd5QuOPUzxdceJ5KAP1B0/q0d3Rm2v0zUxig02ZHfgPuhIfbKWr+Sbu5ytJ8XBhY+IPfO1tkfRIWeca3oVvMhKHSNum5FpTGumNd95j1914s03NLarzn7WFhQW15ZZkaI/LOuRyT7MiRboi0Fi2bJ/a2cgeu/dvv8cuXpix5+7/a8s1Vi0ngJjFWJAt6AuBPIDXhsJRAucFGuvVNYWlPqJHyn03PSHNUXuMRlUg8hCek4+Q9vg3Pl1KFABWkIdQSrKVNp9QenxqkRRu3qeakt1SRDNjgza3OGvrkp3NpbKtVZsuQ5mHl8v2KYSECfMZMzqRhVjVAJr0KZQn+0AyQgVFO6BEyjEf9bYEyHVtqK9hAIvS5lztnlZGspKV0wzhc5XsFeimfDycbt5wIf8tvSM+7nlO/sgvhhj6JsAq7wCr3lcprlD/wZGuaPTvMhHWJnWV/y8ixRGIcDYp5j8eDjwVSGLd3v1d3+mjRe97//st000naSM95IHyPnjDYS/fRx55xHkNGU1/Vt9ouJwfGRq1yfOTlkpmLNXLASnqbxQndRniJjwvI+Wxt0f9/UavDYztsIuLi/a//tN/Zr/8b//VVcnsy6m/RpvkBav69uF2VXy4D+5qKDDvi5joZQhGp2JxfAtjhOe+glpAByLsMEyBvxBXYI5A/ntzWCZyS0vzdvzYEfvoX/6FTU1csMoKRx8uWllgrJgv+B6OO3fuELMJtDJHThyy6QhU+fEV3BI0zINkDgcggfQ4UBJj0xDINw2zR42ZM5e5+vB7pyXwctEeefhBe+LRR/xEhXQqYXmBQiyEaJ9sCcFQNYtuGJLvy2WRjpbPZvS+6Y0GixlCulJedcD9xBNP2F/99afsyPPPCiQf9LmaO0eGbPrihD395BOWVdwcDxnKKQiM8DvueB6vt3Af3m0VNsFB4R6/4Tf1F56FewR1aMTBQTxzLV9xBLfVz0sRccAXCBvuPR36Lm5VDQ6hg7BiHzRcQZowQp/jIwH7N954o6c38GGgkDdou3TF045rSlEBjF+ja/SNTPA6hDx9WQK4SSU9/uRj9pcf+qAdfeZJW5y6JNDYkLzKuSLGoki2eWOWknRk61WHviHwyRGzTfUrwwJlEko+HOuLbLpgoUcyknnb1bVVgc3zVhcIZWEje95utumrpOAfF0Aj98hqXMgreQ99Dwo9dkGU8nqN9KV86zpGfJLMRy8U/Ag/XxwkkINsQQQQVpBvXNnzETnHCmz8c89CEkAQ+QxyA7/M8fQr2+hsMFQv2dFRWhoCkbqqoNSvKGyVu2/xxggZ8zEF2OKOwgz3pCfILuJyEKlrvExIR5CXX0kKsg/3pRDHAx85csTLjDxR7sq9L1Iibxx1ybujR496PpHl9L179uyxTmPd5e2rX/3qF9XxVgo8QZmEuoCmLl6we1//OvvlX/yP3ScvT1/Z0vsSSfn5Gw2TfClEob0cxSs9XrDxe0gs2L17Mak6XlQpxEklBqbdmobgN+5IQ9SwIu2Jzb83NyuVw1SJP8LF4QfHof7bxiMAF+aMRPNG2Og1sijNX5i1lATaqMDEnh07BdAk6GB+hY9GzVACKxU76GTSGoXi/BlDywwvcM/EcJiWBTvZTE7xiWlVjCTVjx5LKt6kykFxpjIpv+c0nE69JkG5ZnMzk3bmheP2/JGnHPRtqHEAHhksPn/2nK0sLtje8XHrH+zT83Xrz2f929nJi3bu5Ck7+twzNjw6arfccYcVB0rW39/nFstSIWXv+83/aqefe9qGiwKirZoSpLSraLAIAoRVBJ5fPxFIDmCMxuhXZYBSpOyZhMyiI8o1AEDKnEYKqYajsCRUAcLsb4fzTXD1DI1XrKEwJORUZmjjgG99pd+R0AWcM42B+ieOIIR4xzdxHgmOsuYar3cci5SYsuD8oXRn1LH5kZNYARSmPvK8kWfi5dpQmZEPwtspXvjCU0/ZOItxOk0/RYLn5JnwI8F0mV+5xl2c5/lNR+NzoNbt2tD2K4RUtX+j7X+20tV886WEezUUDzfchWdccWpdmxSeQTSftho7fI0lTULR2Kt2vbpsCbWhlIQfp3YxnYadMuRNQKhHMkByJt9niVK/bYzutP69B+zkow9YZkMAqrxk6xVOlsECmLDZC2etvDxvrWrZwWqml4WFtNmofyItURu8nDaSF20Twz3tr2upVPtnkQxXf+5tXLKIZ3IsbGFYlAzzLp/NWUrygvz1DfQ7YGHe3NDosJ4Xran8svMG+VuamrZe5auqMNKprGQNU3bMF2cyGrJv325is8WFeVthI3F9w29kL7Ex3zGc5e1TgfS77Ycv8LwhmS3FX/1PEuHaywJV+hKVPf2KMkyJMCUuymckc4KM8qv6pvDb64tCEvkOIrrnV/iOhLMfIxT8Qy7fKJwY8S64KJQvpvi2UnGizLd7Tnlskm73HdjvoJtpVysLC55ODCj0PdxzXVxc8ivlh4yl30BWHzh0nS+sfeqJJ8mWyl19DFZyoT3iDXmOp4O6IWJ+UT5lAdMD1x0UL164Kpl9DUjGKDCPF7DfRUCC+7gL/38RxR47k+lbwEYI9+Vos1Lln1XEABA+Ze4E8zpIiVtJu/5gILQQT6/KD5bXj82Vdv57o62vaMCREzLwK9ptxtISWMt2/sxpO3n8mC2XV7yRczY2K7MzDD3zR0MXeEzIEbOXiW6iDWEFTKXRIYCwmrIVD+mnAXpDzkojVGPnfG1fvCOGJ33tWlWMX1dyADIJK+g9W2i0JHw5UpHztDlrG2vp008+aSdOnbDjzx+xF448b/OXJq1ZXbOJUyd9D7VsoWil4UHXmBEvpXSvPf3E43b++FE7uHunctmRZl1VXURpkbiOgCQlIXQDwAMs+txXpRsQv5lP/bE6PGh2wVrIb69bfRN4JPpWQFKCjrRHQPLFoBTABnCj0fObsNyh3csP9wgHyjA4BbB5H+reSUIpPCNt/kj3nKREGshrb0+vFYt9durUKRscGFJISg+CWa4ubT8j0MkxnCgCDHEzT5f6ZxI8C7NKAu4XLlzoWh2iuKI0kC6y1q3rWLpCWoML6Wu3r+0j+UohVekrDkgCOgLP6kH3TfQufMNUnIj3adMMB65bDkVZSnavACNyi50saGLsmIFk8E5av3szWWtKBvVJURvfd8COfv5TDiTzEuopgSeUckkQqy4tOEjt7ZHM1ZMeLHHIXwAsIcbSs3nvACUCkrgegCMyAPSAbEAe6Y2nWvlrNRgiT6i959W2M9bXV7KUFE1+1ySLRkbHrE9gcGl5xaqSVQODQ7b3wEEb3THu8Z05edLa1ZqlJF/S+dLm8YBDQ8M+hL2ysmzltVVXIEMa6a+QFZSvy0eBSL7BaCHBSXZsPQH41r2AD7I8LVCzrvdZ5Z3ywTpK34iFVuqyj35dLoPLdQiQo5aIL8hG7nnvcyQpJ3lAhns/q37g8v65etW99/R6SNuTYu7evZji26d52rp0Jf+82STdHjt+3N71rndZv2TyhfMTxgp65k5y5HB0vjlFFqzB0VSoer1hhw8fttVyxc6fm/C6JF9+QIi+oRhISwCSEN+6bFb5R6vyzacoLC/O2Wtf9zo7efToNyeQDEwRL/yvJoVC3Rqv97XcULIUtp7jAA402m0pluQ484YwA1PhtjIYFP/NBGaPT6CLMCB+B1ATrFY0Tm88+uO5a2CKm8YCYTPzrXD0LXmiAXEF4CTXyTuNCb8btiYgOT8zbft37Rawy9i0ANuytEmYkLO2N5jDCDBSGRAG5QKjRuXR40KELRwAjUqINz+2g8gL6CFUMwKbaQlTF3AshpHAWlcDoMkjOHskVJOJtAuPlOLkGXMjcwKYbAybF2AtCCQWBJTWJcQmz52RIOux6ZlZu/feNyu8phUFVn/rP/2yTb5wzEbHRqwvn1OYSqrKyk8YyhaNs8YBkgiQYI2MgGQEmkN9UxtRnTsk9yEQBGOY8wP5FkZ6z/deHronPIAh2r6fVysh4M8Udl2gLSvB7XMt5Yd31CHlSBx+TzhdF/FKt/5Vj3EeClaHON/wG4szvYbzgv5YQEV6k1gM6LDkn4U0KApspeT74CWzrs3CX6zsZpL+3OK8jZT67Ny5cx62C+GQBk9tRDzDBdp6H9LbugYkXzGk6ryvV3wW5z0o1PXW51sp/j7wC/wFhe/hs+3o5cL+G1Esinh84S6kJVAHWYJskgAk1Z5ytflIgkZKOotAmnWGo9etVMxJ+Vd7SagfkGKGcn34phvt4pkTllqesnRHStzstDVYiCPZsLgw61bNaPRI4bNLh8J2YCQXRkZwoT1yzzZnLLKjZSJzU5IxdFVNyRcWa2CR5BlyOC9X03MWXLKQMZ3PW1Iym8WU0/PzlhYAOXTDDbah8AsCmGPjO2znnj2SYWmbn5uzyfNSLPUuL9lKP1MojtjY2JgD0oaUU0DkumQ5I1fkwTdGD06AxUe01J8AfnzLHiyTAuLctzZQ8NWXqWQZQm8pfzUB7dWVqjWVR9zaStn3OzYW6ahf2DS0qF58NA1ZK5kZ6o16pZxcHvKM+uO56i0o7V5Yes69g8fu1fte7+wuUyh/d91nW8nTsyV+iC/4zTuehXduLdYz79PlsAoy0kcZFVTOzCslb/Tx4VALLMD45zuslRiV6D9279rnsr68WnZZzyJgb1lKAn6JE38QV+L3Q08oAwxDGHZKBXv2uafk4epGkaLc/d+YKNTgvlpEZYUKDwwUGCtOW9MS7tn2wDejFfiBsWB+LEc+H1HveY4LjQLAA8PhEmIoXFTVMCsMHrkOQ71y0XwfNGuBCPl69tHH7OKp0zbUVxQw05NWk+V2+ld3sMb+gr0C/jAcApV4vQEonyzmIV1YBzniCuCWk8aazfVZMiVQJ5fOFHzz61y+aC1Aqaen2zARoEqLM3/3vpdtN5o1paNhCfIoIVRdXfITJdKkXfFWmNenxvvRP/2QFRROHiuBNGyGoRxYq6GwAft692jIrQ4KaQjlHoj35BHiPb9DHYbvvZ50DWFwH/zHARgOIBrqMTjKLvAJFPzioBBu3IXnhP3/Z+89AO66rjLtdXu/Xy/qxbLcW2zHTpxCgtMoCUMZyMAAoQQCzMDM8DMzwIBD7zCUYRJIAgwlQBqEEEpITxw77kWyZVtWl75ebu//+6xzj3ytSI7s2LHs3CXt75x7yj67rP3ud+36uGt6xcMFmZXftBacnDil9OY6E5dYVF5v+vMQYVq7Q6JcqpQtLyDbu3ev+0+eDspg+MIwnipnuj6UoZwq6O65qi+P13PKZ1BG2b1LJV5kjKkKTNAUHngRpFeiKyP8mB199EGRyhVhJT1DTWGs2Y7JUdt/6822dPygHWdzh0rJmiJFTKiJ6F0vy318EfPEGhepSwqrg/F+XAdTQgfOe3mXC9OQZyAXtA6yWDWkjDqCsXRg9MYtm21kfMzWyiU7NnfCWxrPF8G98uoXWFtkYn5p0bZt327XXn+db4V7/9499vGPfszuvfMuH5JEffTgQ/tsdGbSVpZX7ejR47a8vOzfQMA3AZo3FPTAHZ0POg+rCCUtkSHuEXbwiF4UdnArCZ+6TMRUHL/lP/+I7Vsv2wPC+d9773vs0blj1s0EdWgY91PPQ0w81SHh907nkMFnvxxCGvBtjhBIxqd//OMf9/xicizYTX4i1O9hOEMJ32fh+EataVOTM64XxEGp6YYJusJz+MU5z/OMf7ffWOFpp9+Nes2y/e+djXz5UuoJRHH9kmYAPl0y+G3G6Q1KWFm7osLeTyO9gdQ8UzzCzMOFhS6UwediPWW0vMDhF2NC/LoUIAQSFIp7FNomM/x0jd9hWHHxdhBWlAcl4lm+g+tEAbdAfF9UgFDxi/WiPg4GIjg6OeFLAgBsXd2nZYvvht/Cz1pTZE2Wdrh8US6fDwqqLLxUMjgPu+ARD0t5zYnp52++2fJsyA8U634snna/Iaocpdo+c53h1wxg93ZOWdjHDx707ZwYQ9NNiqiq8M0vLVg2k7b22pJNjhQtunGTZWTZZRTLXqttx47O2+T0Bms21pwskQZ8g7BRSPkdgm2YjtwnjhEdAWTu03IHQCOVUsmf430HTwnpw2Qhuvp5nzTjHv6yDijhx09AUx/173ItqIQC4ftcD45Y9kF+kpbhObAb5rWnd//5ZIJ00z19mzVBGZ/FmqFcY5wR6c/WY4SByTb40Wr1PA4rpXUbmxj37bcoApsKOZ+Ic88995wEJr7TkzGB8F2EePp14iLhOfwdDG+11hrO2n6eCGrAzhtPJKEunE7Qh0FBf9DLwetnev/Ud78UwYg6nYC7oQyG47EFO3hAZcy7uiU6dvsGOfQSvU/0ywQrUNTb8kNGtPfgiBAy4aRTX5VtHEwupKJnj2+vBztBmaaFzH3EH32Ca2ldIa0oW5DDEItVfP1b4aoRXMeJXnj55R5lnTLM1qhLtbJjGbgElm3cuNHDzKzztcV1W1pZtlVhgeNi/9vROhNxGjY2Mmrjk2POcQ+fOGaJZrBdYjJFj42+pa/SDc0KHoQNf0Ns5Jyw0BrIOxBJ8IqY+n0RbXYri+kEYl7PpezgkWP2IGMn9ZswT6ayFm2t2euuucw6S0HPHOHjW9wnbXBgqn+LPBjQGdKEVTLCvCcsIf6G4eN9wufhxsI+g5xJf6gPw2+H/vmRukhHwoPjex5WJSbfIr2vEpln3d9HHnnE3vAN32D333eP3fLZW+2yKy+1g6r3eI+6JRUNesVCoZ4hzM1GRER0tz2w936RQbq+g5byWqvpz7CuMOT0Yx/7mH/fyaTinonLP5VBWUFWadakpjGrlTtnhdmnZ0RfZlG6PONjJJ+s+MwvBSl0Ui9XQK/spT3oZZcMAkfQJq7pQb/tHgw4vxBIqFBkuE/KQIn0DF2gHPHBu1NRXtfS4Fu64o6m5/BIVwBHdrlhsDPfx5rrMEWQ3QaktkwwoSBQ6JnoouKr+Eh5dQ6nUWD8ewg/+Zh/T6/S/buytCyQmbV8PmcxASFrUbLSflvv0dUituKTYCKyLlt0Tyg8GRGuaDLuy/qwbiXL/HjhVZqipFi8DYUvK0v33vvvsnRGoCevfC9XfTjomke5FRZZprRYxlXw2W2lE5H1qnQ5evyIgh5UPJCaSLsh0ijQ7TSsqXRJy+/x7KiJauu+CpcK6dLKvI2MZnw5i1qjprQgHUgYBYvxmQq/x0FhZVV/rvGMr/Cv77MWI2lEF4PvKSt/mElPVwSDon3XGkBertdmwXmWUgqGBXgXjuINYJGtJ9OcdMTxwxM+cFzz+3Jut/C4rpMWZE5UlVFUYXBA0gPojVvyPOgZ26+MpBPsZMSYpHhEpJLh8srXaqVsaVU0DJonXXXX8ZKuEJYlSisvcsq/mnS8JNINuVxh31vIJHpH3vMV8pf49uPhoCjxcPVdeK/dGe5s83wRZetNGHtfqqA76EhYoYZ6jwzq0KAM/j71+SctvHI6NyCD4YAIBI4Spm+rfFA7QE/Acz3ld1kHEsTmKcork0Losk4Ie2MiRb1mVeU6GIZCkRaq+RhyfrSbHR/fRlcyPQmjjAGXkT6WF6ZNs4SOnhHZTIpQsYauAqZgxPVbBrnK+tLKqvXiQtxo27K5ok2IOGZFOtk2lTF2WWH5zGZhuoxExqYz1Oee226zI/sftabKfkk42RORyAlPW+zjXa9aPhmzzVs32MZN077V6urqmi3ML1kylvIhQ8pGxxVwjq58tpzttevebc3C4QxTChYSV3qB1zR8kBYkj5LJ01f539GFmCpZ6rKakvWq136NXfWN/85WlrtWbSdsuRm3suAnrfpuOluwz33inx1Pk5BxPU8DTJy1OHWM8B1yA7/1jzo2JI1KRNcd9A48B/N7+i7qRB2XSqcUz5ryBRJ2ikIMSqgvp7hBncGFGIg+BP7pL+HtY7dqCA/DhRdcoHsMSWPeQMZWFhZtUkSfcaL1dtcmpjbY2kpFaQhmE7/HPks8KUOMeR8bKVqDrn/FjyFkTX16bKJghckJe+CRh61w4QX2L7d81v7wnX9k8XTEcrExkXDVUQoPPXc0JhGGRuvs1v6linrWRfE/54gkmX8mQSFC5Rh8LoCX08iAV4/z1xVLCqDMxyoYBFWd+L1T5aTyyw2eQ3R4Fz9wXAuss6DVcPAbIWA7Ye2HgXdDh6rzfawqJtQsLi362JicCCKACIFusguN/GeQbqMh8oVferPZonQk9OyIW+I9WjeZySxABPNYqJbzuMIHeTx+9ICPtwF4IToxkaMwjIOOwgaBZPwLM8iPHj0iAiRrWf5AlrC+IXIAJUvXjKrwJeLswU16BkvYHD1yWKA67oBCiyQCkQ8n2wSkPoB/jixtRPq0ZaW1WwJAhb9WVQWguEJ63arGYtUzvMt7jLvkGcYe8h75EHgXAklwTp6E9xDSfVAG84OKKphxGRRX9kaPKY1ZoJ1we571KzH/jhAKzhq8i04Es8uDRYL7e7vrnLt0oRw+cNBndLcBfF1MKw9aIsJs0dZShcAYWrbsIo6l0rol9G1gj/DzveA7gYTnHMPzMN5DIvn8EWXt00IkQywKdWRQBvVqUJ7s9WdSQj33bwuHQuF3iF0QlcHfnHuLYUpEUWWNFsTwCEbnikU3vEPjm/UcOcdAXq+uW6lSE86p0tfn8iM5GdcykpeP6gkM4boVilnLZnIymidtdGREhmTKV/9gWS/GZB8/dswOHTroEzIOHzjgKzowfpstbsEGyvd5O3fZzh3nOY6wwwkTOdbWqnp2GR7o5JHx7Ez4QFhajbpCHum+wiEcZKk3MCJ0IeaR1+DyyXSTnDyXCxoAI5YSgf7JX/1Vq4PDnYiV6uVgVnejYikdX/Oia+1Xf/HnfTwhjSeMOWfr3HZPuIs+KaBgMGnOt0MdC/XtVBc0CAR5gtEPBurEw/J0iTSgfyZRGuA7jjpyx3k7lWcjbjzURe6VInb3PffYV9/4SuV91+667XbbdcFuO3LwkC8txXj3QSH90B8pl9ePEP7Lr7na8vKTHsbKmtmVV77Y6pGcbdm40378h37c/u4DH7b3/u0HZaxkgvyD7Cu9CBVp0DjLTSSevhT6EkTxf8YXJH+yEir46QSl4z6FAiUNJSoidDoZwJfH+UvVj4L7ed+fkETRChYK3wtl8HthOPxcRIx3uUbzONdxbHTPNzgPiSTPUMB8GRwVeH6H4ThV6CqhYPk6VSrYNVk5AN2mLZtd4ejOTufGHfDYxpHCsS7gSer6lq1bVZgj3gzP+zwLyeOb1aV5mzt+2ObnjlhOhTfOWmWyJBnMThwJb5gWHAkfg4wBDbZ+2nfXXSp0Y8EWi7GAfFawwJQcdN3QvZ5JFeUPcQ26cB56+EHbuXO7LMGId+GEfpMu3oWjdAgAUN/SkbCSTowxhLgB/gAt7/AN3l9dXvJnuEYc8QO98Mk7/XQlLuH18HcoXOc3zsGvL4PP0CKJbvG9dDqrMDSC60ndkJ98O1zTjbB0WbSY9mhPR/ZKz7l/WNwdq1tFpJDw0dXFLkMep0TQHYZVjB/o39TMjEBoUl8SmZSuNOpVWcNL3krNYsmEHQnDym++ORgnhHgj9cbZdZMM5dwX1OlL6doOxXVX+oEb1Hlk8PegX2dz/cslg98cxP8QW7gfLutF2Q/LB0ewalD8WV2XVefvMlaOxgDKJb8RyDstRox75zyZAhMS9uIXX2y33Hyr3XPn/V72R8Y3Wr3NEJsVfz8Mp2Ov8IwVGuga5xvgHGPrVlWuwXtapggHQ3nCVSqoA5qtAIcJS4BjQZjazaoffZ9rnL7lk2dE5IhrmEcet74MnnOfd/w9xSkYVqb0Sabtoq96hf3x3/yVlVQ9HTox76RoMpeynkjl9nTKNhYgzKO+c1pEpJaw4bcb2bT24ecpuhWG6VQXkzFNHUV9AK6zhiWENxxW9lSFb4ffkFb0ryqG/XRUdtrOiy6wbCrtQx6aSnN2gUOoO4+eOG7f8sZvsw996EPeKzQ9PiniHAyVCiWMJ2Gf2rjJvuYNX28XXHSh/ciP/IinB2m6Y9MFtl6u2tzyoo2MjTIw3vMX5l4QacxkUra8tODp1lQdS5v6erXx/O3aJtEG3TMhT+Tvqd89+RuN6Mvj3j+TV1KsQb8G3wmsgkDCZwbvnyq09qGoPHNSaeUHr4QFH1B6nAx8P3wPZQTgKPp0GfBuUAAgpSqQHKXEi8eOW01KSPdMLl/w7lG6PeWjTU6IWOqdWqVixXzWRop5nwF+8MB+23P/vXZg/yNWUUFtyYplVjUzsuMiatEIy/MEIBOS3pOOgeYK45ETx0QGz/MWRxYzr1frHiYPtwoDoA0w0tUcF8EMYhLEk9mESbpxRYoohGG8wzi6H3IQKX4DtBQ0wDds1eM34XNgVXo2GlVrMAlJwOnfUqLJJ4XosZaWQXeq4FeQT4/lw+A10oHtLYPKgHwU4Cm8xC0mIjnYIqkPuJ9sH8b3/VyKwWzK4Bn2Y6176wN+0MVDN3aw5afComcYtsAsSCxz3ydd/mRTWKt07bPgfNqOKy8ZThEKfhM3jqSf+y05Nc7DFsnnjyirT7ZIku8IeY3ehudcD92pEl4PdeR0zzxZeTr8OJ0MxuXUshpe8+ugZP9a+J47EEHlgnOeC8sHRrGXZZVxCASYgmPdVwxbnuUeOMR1/KWViDJKK+H8/HGV9aaNTxTt+msvsqW5Y/Z93/XtvmTaIw8fkmHdtla9JGKgb+rdbTL+x0W6JmVAutEp/Jo7fsJ3svKyrjLO9+j9IFz8RggHYbeOjFnHGbqko9Zps/JEU9eIa1v3O4493U7Qxe3bGAoLg9ZH1xn9kT9gJAddwG/kZJrRIKGUjAnvREntUYXt277/Ld5QMj6eV7j03VbDJmVQ/86v/YpjdV2GdUl1AS2vQLC35SqM+moQ7lMkzJcwfuSN4yzDCZTOxK1cKukoH3i2H7YvJuG3wjidKsSR3d+Y2OL6gLfxqI1PTfp2tt6yqvj4NseEX97RSr24smz/8yd/0j5z86ettL5mCfnfUn7RBY+fYdohxINlnHxzjr17vM6jfmZM6O4LdtnBRx9S3ov4tyuWzSdtdXXefvU3fsU+9IEP+oYUbZF/1wOlM+ets+zaPrsUeoZF6fCkWiQHEw45nbJ8qXLqN04V7qMM4bk/Hw68lgy+P8AvHycoyqCE8fB3pcQoZOg3ZGawkj5VVFwf983wPVqzOEJE8A8iFBYgH+Td/wbCdXd9bzgwCUda7ed8P2w1I050t6C4DZE5lpLYufsCS2dztixlb7Tatjg/byOFooMiQEkcOIeAZTw8cJlGgC0ikbGeyBoLmA/Em/jyuyN2y5cnZqfccmKc3tL8gt36mZstCZL1w5TMpL2ljTW34tGMrlJoGSQu0BTwsrtOvBe0HobpQrq3++QxTF/SgUHoWIS8S3cy8ceaD9OL55ll6cf+NY5BOgZgFV4LZfAcGYxr8HQgXAdEEPziPq2ihJMtryB07UhToBB0F5FHEHzSuNWte+sjceGdeDzpz0A+e7160MKqkCdEjpNytEhiPDCGinxichOtv8SjHcnYhg0bdD1tVV93MiXiXLPjj+w7bfxCHeVeeD+UYYvk80dQ17BF0nW3n9+DujAop+oC+o1j1yOIxtMhZ/r20yH4fSb/w3uUucHyfNKpUuY65YLyC2b6bxm1/KYVLMR3xHfDUdkbvMbRy/7JFkm6axs2NpG13bvPs1e/8ip795/9mf3w93yvVSoNu+mX32WZsUlbWVv2Mss3eZ/3IKUCbw8PeE7vg88J0He43/Vl4YKwh/iIdJp8V/GVwy++7/cUNsLHpA56Rpg45EOK/K3Az1NF6PT4NOo7ekQYa1qVXuy88GKrZws2vnWn/crv/oFwPeVj/coijQuHD9pf/9G7bP+Dd1m9LGNYGPbwvffbSDHn30ZYoSOUQf0jbZFQXwkfjQ+9tHA1nnDjen15SfWRQiNMbJ+lfnr4lQ4czyRsr8z3mCfAFo5T09O2YfMmX+WEd9mymPB1VX8qgO6Xj4SM9mx0tGhHDhywxaNHLZtgT3bw/DFCzLM45ks0lBfrlXU777JLlEYPWd7i1pUO0INXTDH6sWtpGRUt4f+HP/FJu2b3ZTY7M2UtYTz1gUwH/evY2mrlrDD7C3N4KM+aoGChEqIgKBZKwnkIBk8kPIdDwncp8AASZIgj4IE/PMdvV9qB7xAGQCVUSoSWKs5p6vb1zaSENEgxeJprm1UQZicnrFZaFbk7bj26FSJdm1UhGcllfB3IlAAwoXdbtYqIXxBWvqkYn/wWVmf4Te6H5wjdAIAai2PTrVMqVZyUhl3SxGEw/U4nkCRIFCSSb+NIF94nXcLfHi75hZ84hHeYWBN+KwwfjTKMGxVqidSJVPbHCXE/FJ7DP77B8YkccSRO5Dfvhd/iyO9MmtaJ4B7+ceR+AOzBd7k2+F3e5V549G0/AScJ8eL69MykAAj/yBdV7lQG4tSkB8ACoS4WRzxsesj9HnTI4PlQvjIl1Psvpgc8hy7SwnSuy9nqNGUtxNewLODC8huWUY4Y9HQngymsoMB2gqwGwTjG6npJWFq2TqMpg1kYJFJlImhMKGGXHGhAr6W0UxlOMeRG19cWl22skLfK6rLtf2CPFVRMu6067RHWFh4z4Y/1CFmjl11OICp0n9KNChYQPgXUw+aTTvqOFR9wjIkEF4K6pK5jTUESVnaDrm9IJMYs2UlyBbmKLjzmaCUMHRKmC8fBc9KQoUNg4fYtW23j7AZ71bXX25vf/KP2oQ/+kz249wEbGxmXYSwcVPynZqZ9G8bzdu86md6ENfQ39Dt0CM+RXxwh8nyLfCN/yIdQgvGaT0743hlFaeRYrGc2bdpkO3adZ/li4aRehMvwICd9USbuvesee/3rX++t094rJXwO8R/njyk+fBs9WZc+FcfH7bWvfo2TbL7b6yQtmxmxpKVFaGVMtKK2aeMO2zC73cf2851Ev/ECP/H/bOXsSsgzLyW5B4PTc04YJLYYnJ5zMgzbU5NzOWzI8zXttslNBadDeY7Lghyb/w/L+JOXYdiemgzD9tTkSwnbcwqzb+sfz0UZhu2pyTBsT12GaTeU54IM9fSpyTBsT02GYXtq8oyH7dzvVxjKUIYylKEMZShDGco5KUMiOZShDGUoQxnKUIYylKckZz+a8pkXZgedqzIM21OTYdieugzTbijPBRnq6VOTYdiemgzD9tTkXA7bUIYylKEMZShDGcpQhjKUoQxlKEMZylCGMpShPMfktXIs/fOw3P/gwpdZ3ik3L3ef/wpkXO5f5R7qH8fkEJZL+l05wnqP3AvknknZIvcxub1y98v9qBxyLoQvLXer3N1yhO2tcsgOuVvkCNtfy7G9DMICVfwmbNzfLvdMC0M37pT7B/917oTtgNy9cnfJhTPqzhWdG5V7j9wDcujdi+TOlbAN5dyQIWafWYaY/aXJELOfvHzFYzZK84jcTjkUBAW/WO7LKS+TIzEHQenX5EKA5Pirwal9jdyH5ciM6+VQ4GdSNsiFGV2Q2ydH+pwL4eMb+eDUEnJ8i2/+jdy3ySH/V+4twan9kBy/Ee4DAs+0/Fe5v5QLQelcCRugxNpeg3Ku6Nyfyn1fcOplEpA6V8I2lGdfhpj9xDLE7C9Nhpj95OUrHrNhzv8cnLr8z777cgvWzCAoYW0DCAjHcLH0t8m9MTh1GXzuyyF/J/cquXMtfFm5O+Suk2Ph03ALnsH85chvhPs8hzI/U7JZ7t/kXikHKPGtcyVspwOlcyFPi3KPyp0a93MhbEM5N2SI2U9Ohph99jLE7Ccv5wRmP9vL/2ySOxycuhyR49qzLTNybFaOcJwOTp/V8AKcV8lhQZwr4aN1gqZ+uploPqelYlWuLYcMfn8wbNxnH6oJ//XMyO/I/YRcuOcU3zpXwsbuV/8ix0y6N3NBci7kKa1M7FjyLjm6l/5YLid3LpaHoTw7cq7m+RCzz06GmP3UZIjZTyDPNpE8nQXxFHa3/LLJsxVeuiPeK/djcutcOIN8ucPHbvFXymFJvlDuIrlTJfz+lzNsXycHUA4uefBE3/9yp9sNcnR/vU7uh+XoqjuTfDnDhmVPuP5QjgqQLfDC7pHTyZc73Yby7MtzLc+frfAOMfvJyRCzn5qcE5j9bBNJ2DCDk0NBuY8Fp8+qzMkNNguj4MizEV7GsgBIfyH3Pi5IzqXwIViNH5djzAXjM8KuiMHvD4aN+yNyy/7r6RcK/evl6I54txxdJVi750LYkPC75Nv75QD0cyFP+RYuHDfDAG5A6lzTt6E8e3Ku5vkQs5+cDDH7yUn43SFmn0aebSL5ebnz5ZiZxSBRBs3+vdyzLYThu4JTPzLOBeH6d8rB6imANKeHzcfPhPCdd8gxE+u3uNCXcyF8bOROIUcycjfKEU5mLH6zHHJq2MIwc/+jcs+UlcaYLQoIXUvoFN/6drlzIWx0OzAIH+H81XKM9ToX8vSEHN0eF/gvs6+W2yN3LoRtKOeGDDH7iWWI2U9Nhpj91GSI2X1hFhEz2xir8VNc+DLLX8mRkC052Pr3yjHWgkG/TJ3nyFR6hMT/AznCylIA18g9k/ISOQoH0/QZ14Ijvc6F8F0ux5gMwkah+hk5hDEbLDHB8gJ/K8cyDQhLT/Cb69znuS+HfJVcOAPwXAgbfjPTNVyCI9T5c0Xn6PZieQvy9QNyLBtxroRtKOeGDDH7zDLE7C9dhpj95GSI2UMZylCGMpShDGUoQxnKUIYylKEMZShDGcpQhjKUoQxlKEMZylCGMpShDGUoQxnKUIYylKEMZShDGcpQhjKUoQxlKEMZylCGMpShDGUoQxnKUIYylKEMZShDGcpQhjKUoQxlKEM5k7C2F2u2nUn+r9z/Ck6fVmGBWtZlC3c3eDLyxd79STn2Jn0q8sXSYyhDGcpQzhV5qdyDwemXRcDdXcHpsy7fLffp4NSlLPflWhNzKEM5Z4VtpGpyFAhWtv8TOfZ2fSbl2SJOzySR/FJkSCSHMpShhAJZYYHnqhyYzN7H4S4yz4Z8OYkcWy1+X3B6Us5lIjmUp1me7S0Sh/LU5evlII+sas9m7WwxNZShDGUoQ/nyyn+T+1W5/0+OPZ/Zem6b3L/KsY3k0y3PhGH8XJGv5LifszIkks99wfr9ZzkIZShsI/Ubcofk2Lydbmf2VkXYPontpxbkVvrn7HEaClspvUuOjdy5z5ZLgwJosgE8W5S9iQt9oVX0F4LTk611Z3qW7Zs+KLcux969vPfFLMbvkSNM+IW/oaDD/0OOLZ+W5P5GLtwOKhT2bCUtFuUGt3S7Se7Pg9OTrZfsS3q6Z0k/4kiasJfptXJDGcpQvrKlKPdWuf8k909ybNtIj9G/l4NMfoccAta8R+6v5Upyd8hdIRfKRrn3yoHLj8r9Z7lQwnfBKjCTFrYXyt0styoHJv6+XEhaP9k/sqUfvVbfKndqDwph/HE5ttVjv2XCxbaDofyEHP6CubQ2nqmF8Rfl6Dbn+3yLYyjs5c0WfWAm2/KxPV8o4Dn7fHOP+ou0Op2EuMw2mOAye2ojbI9I3UfYie8lcqFQv7CnNGnF9onnyQ3KYFwg/n8mR7oflPtpuSEvGspXhAACFFIEEkiXyv/2X4H8jhwFCULFZvOQtl+WQyhk3ySXleMeBXKQLH5IDlCBcCbkXi6HAERtuZ+T4zr7x9KNw3PIqUTyiZ59d98Rhovl2HT+TEQyBBL212XD/MvkKPRh/H9M7nNypAME+m1yPIuE7/6RHEQQ4G7IXSSHnI5InunZX5H7lBxpukWOvWqHXdtDGcpXtrxWDqw7XUvZn8qFWATWQDK/WQ5MhMRBGDmHuNwux97XkEHG7+2Xe40cEr77DXI8Cz5dLUfLJ98FuyBlYGEog2QJOR2RhGRBYME03v9BOYQ4QdIgZ2D0/5M71b9BOVPXNo0UdO9vlQOz8RchHuyRDbYSfsjbZ+VOJyEuQ/bA/7BBBCJK/QXmU9+xp3ko1C00KPD8pXJH5Qbrl8G44O/fyeEX32IPeUjrUIbyvBdAAOsPy5ZCwabs4XgcrL6K3KAV9iI5QOt0QksmViGyQa4rFxK+QQGIGJc5CJi0NgJmyKlE8kzPxuQAxQvkQnmiFskQSC70X4H8mtw7glMHwK8OTl2IA/6HAMu7gy2ugOe3BaenJZJnehZgD4EQebPckEgOZShf2UKLI6TrdILxSfc2AtZg8IYCIaTFj9a86+RobRsUhirRM4TwbtjKeCaBRL4/OHUZJEvI6Yhk2FqKgKn0XCHvlAsbHhD8OdW/QTkTkXxJcOoCsaPnCPmw3CBZIy1oaDhdq2SIy080OYa6j2doXQzrl8H64pfkTkckeZbGAhozQvkBOeIzlCchwybc565g1WFFARAUmkk5ZEoOKxILl24PHF0uXEe4R6sdzfg0/QNQFEQKFS1ty3IhsTxV6DrG+g6Fwn+mST5nepZwQPJohQxl8PxMMvgMYceSRgAfADSMK8SyIzcjF8og0D9RmJEzPcv3Tg3DUIYylK9sYQgM2DtoNIeCUcv9UAbxA4MdYgeugGEcQwzDsaLEIIadipG75WjxA6/AcchSWAecrZwt1p367bOVM/lPfOlBC+NKnUMDyCa5M8lgGKirIOkMZyLukGKE+J+ufjkTVvM8LcCD9zl/onAM5TQyJJLPffmEHK2B3DL6rwAA//RJREFUjIlEAC5aA+mWgCDisNTCQsz4QloDsYIZ3/MyOYSCTOGjmyNs3XwmhC4OCOZgyx8E9ovJ4DN0lTB2ByHMr5ML44pjrA/dGU+n0HpwahiGMpShfGUL4xRp1fpG//WY0K0KLtFbFMogflD3goHgGBhGj9EghtFIwJCgUGhFGxRmhT8gd74cOA7xHByD+KUIWPdk8PnUsH0xIb60/A3Gly7rM3VvI4Pf+A9yb5BjeBN1G62WCPEP65ezwWrqSlovB1tCefbprjue9zIkks8PYYzIq+TopsbSZZzfb8tNyyFYWOF4GwAKooklCGn8WblQABC6Hf6PXDhGMiSaT5fQWvg+ObpraB2lNfU75b6YsEYlz0OQmbjDOE6E7hgGfIdggEUKyDzdQtcM3U2kCyDL4PqhDGUoX9nCZA8m2/yeHENfwEyIDWPPaXFkfGEojGuEcNJiRlc0BJTubobQ0LL23+UgVLS4MbbviSb0geO8wxAnMPQtcoPCJMunulYiWAfGMoYRzGXs5hPJk/0WmA2WhhNkIIPfEpyelRB30o5eL8JHa2wop9YvdFszgfJ0wrPElfoDP6lD/qtcONxpKGcpQyL5/BCsMAYNhwuCA0gMZgakAJuPyIVjEiGdgBXWGPfp9h6U/yiHlYa1y7jGwQHcT5f8iBzgQdcHQMuAdIDhiYSWV+KEhU/r67/IIXSRMLGI34wZJU60tj7dQmVBtwctB3xrsIIYylCG8pUrjC+kRRBcAm9vkaPVjbHbg7jGpA5mUDN0CJyFVIK1EBqWc6MhAHwBm9koAYw8kzBZh5Y5MI+Gg9CwDgUixWQfGgyYQf5khMaE35X7mByYS6srciaMBoOZRES8eO+LCUORWC6JSTGkFxMXab09W6GuA4tpOWQFjcGxpwj1Cz1w1C/01oVjTU8nNAgwp4Ax8Iyj/Es5xogOZShDeY4JoALoDWUoQxnK81Egds/Vli5aJiG7pxsHOpShDFskh/KsCF0xl8sxpoX10JjBNzjjcChDGcpQhvLsyb+TYyIKQ3kw9FlCbnDy5FCGclKeKSLJWBH29aRZPJzyP5ShhMJ4FMax0KXAGJXflKPbZyhDGcqzJ0PcHkooTIZhyBQzo2mNPHUM5lCG8owKA4VRPgbfYtGwuv7gOk1DGcpQhjKUc0uGuD2UoQzlKckz0SJJVyUWLYNXm3IMqH0mZtEOZShDGcpQnh4Z4vZQhjKUpyRP17pTg8LsLbpIwpXumZ3GLFpmUp1WYol4L5VJBQtF8acfqsjpVqfiYu+Jgx3407NIJHLyXD84C4TfiK6d9hvIU0iZwVfwVr73zwaFMJ0SHknwbCCcs4aPh94vh89HLBqNWKfTsVg8Zt1u1+PYarUs0ulaV49lslmbmZ6xdCpl8WiUN/Cg78/pJQwh3+Q81v8cvxkUw1S9lu4QrqjSjvUtUnoAn/GWfg/e4/ngHY+hP8+zSPD7sWAwajt4h7+BRRPzu8HvQIL8wxEOf17fJ/sJTXiPPFSy6F7XYgpXp9u0brtjzXYwyZB75HkqHvfvtPVuqVKxeq1uk5PTlkwkLREJ7hFyf7zbtnanbaX1NVtbW7WWIhbT+/FkytM8Eg3GnUciUYvGYpzoGm8GecQzfl95wLXgHcI8cE8H/QqOfu2xdzxej3uONIt4uuFcbx+nvIHOMAWUIxK8ffpjeE7oBuWxZwK/g9R47LqLfzs4PZ10FIr19XVbWl2x2Y0b7MjRo8qTrtWXK8xGDRfGH8q5JU8Kt+PC7GQ65eVqUAtdQnx9nJyqMI9/5nG/eL+v+6f1S/eCcvp4P0/+Os27YMapzz+RnPqk+yR/wb+Tv5HwW3qjG+n4NyI94a5f7j/VL8/Bb4VcQB2Lgc1BPMBxQCqeSFgqk7VEIW0JYVIkErNkJCEMBUejwscQnYIyjm9hWY8L+8CLriLKUz2dN7sdq3RbFo8nVP46wrOOvt2xRCx4jjASjraw0rFJv8GeWB8Jw5hFe7oinAsQUnf0Le6DtcQiroBEgwi7BOHquTXCse1/g+sIIQStiH9bdRfvVoTH5Fdb4QM/VclZs1G3vOozJZCV2z1LKh6jxRHLxtkVUd/HJ2G0YyyvtNt2Yu64++V1pOrAmN4hXakb+SphcCzmn78XpAPnxAA8x7MAy8Nng2P4Li8EVyV6zs+4zlU/6lvC5qj8pG7BR7AbCeIevBOmSbPXEWYGaRv483jpf9nfCR0SXA1k8Nj3yWXwOl0OCOfB9SAEHaVhq123I8eOWDafs4mpKatUG6rX4rb/vn1nhdnhd55OYT0o1iwcBCSs3VPX3WOLOZwl08mrL7nhKukREVOgyCgSNCwliix57hIRYeoqW8IM0ztkGIURF9M510IX+hX6jYQEDBd97PLjpNdXpFDC74VyOn9PldN9A3/DcDXFsrh30i+RQY4xKXPEBCRRCknLWspoAKYrFRnJ5a1er9vc3JwTyE6rbR/+hw/Z7MSsNQQa0V7c0r2kCpvohvwL4wFIBMkpouUKRLODviIljutGq62KHtqn/wDDSqxr+5oVK4uwNgUkKf0r61qx3bIZAdxOKRlrCOFTRaUU8ljXt6Bu5V7bv5GIJG1cfneUd22BD3FNKX9QaFbQhYCK8jlAJfV8zsFNpBhPBcYEuqfn6/pZU/ghk1XlXUtpVFHcAKqW/AVsBTuWUJQT8qdVW7WUADKqC8lISrSm6d9M6CwmoBqNFmy1U7F0LGeHjx+1h/Y8bJ/5l0/az/ziz7huJBMRy4hYCub0VsfqejYZy9vxxXl7y3/6MTt6/IRdc+11GEAWzY4IsJRXmbSlVQgTqYxlU1kHsbjywJ8R6YwoHRPJtPX619FjjnEAWseEwI6KI6YjecU13nEwUlorOpZqNm0ym7dZ+ccKvlGFLaCPpGPC1hX3OSVqS/mExOURYB/jqN861READvouOYakNB6oid+nqMWomOR3T7rUvxUAlOeN/mNtnEHanRV5ELWmPF6vV+2aG663Y4ePMOKK3ZauCZ4ayjkmZ4Pbj2F2Knn1pddf4RV2iLWhA8MQdDf8HRiJjwnXQwErnExJeHbwfNDfUAYxNIYR15fwG3wXGXynq1s8H/oZCr8HJXwmrPh5MsTLCJjSCc65RjmNhN9XmMCLuHAyIjyC4CRTCpHKYlRlvlQqWTqdtNHRUXvowX12VMbVj/zgD1hUpHHjBdtt29VXWG58StgZsaVew3qtno308rYhPWrbLOszXjJKlqrqgySlVhGqiTitNlrWTUQtkxZG6F+1U7fDx47ZsfKytZJRq46lbWFlRaRShnQqYZmUcDsh4lAO5s1cuvVCO7B8yGrC7EQ+qzALo1TuMQZFPVXmFYeWvteO2gWtScvncgKbpuWFSWOxhI1E9VWlQ488g60pHbpy4PqynqsqHRYjTavLiypAo7SFOFYjZW+wSOi10VjBVtYWbG15xcaFp2MjBZtK53xXiYiwN9ISqUnP2P4D+215edne9od/aK997WvtP37Td+gZEWGFnTqT3CLMSKlZslalbP/1x3/cPvrJT9nmbefZFVe/QEFXrZctSm97jtc95V9PcYknE5ZOiniK+AW43SehOo8qoPE4xF5hB4v7jQngeVc4HgWnaYjQ8+hDlDRJq95UXTlSzNvOjVuUgxHLSS8i3YbrVlzPkydNqc/DiyesW2BJ536ZQZf6Okx6gdHoNu9FpLtguteRfdX1637U+3IpPQODiOkhtJN6N653CkGxMqmFrqveVx412lXpasM6sbpl4lH751v+1Q7Pzdt//qH/oZdE2A82zgqz+0F5WoV9nVnqIFwAm4VHkcG9Ox8n2UKud/HVl5wEjLAwd+QCeTyR7PWodIN7PD8IHFwN/Qmv+fWTfj1zRPLUZ/gOQNehpEnIfAc7veNHkTYPnwIBSPUUN7wgPhGIjDQDEtRRpZ6KZ218fMJef+Mb7MZXfrWNiVBAQkRLpA4igd22ZaJp+StSTfOZJCqAafZBMBRsQ54nbJ1ox9LdmAhHwtoKI4uArepVCOmqrOujKkA1PZsVmSgKCdaSAjdFYlLhm1H4aW0EV/GvpQql42xE4RE5RZFTHr6glUzQqL+62yc1aXBHJ02FmzzN6UdBd+L6JgDjBcXRXwdlb0Th7SmMDV1gNXXgAkdM8b/WaVpToJUWIJAmUNtOR4WeeFXrlsqmrcmD+maqsmZZWbrVWtlG8kVriZgX0lkRVhF2xerE+rxA61G755577MTCvF1yySV27fm7bPeO863VrfXTuWeVVsl+9e1vs7/70AftquteZA2R+tGRScsmMtZJpC2fz1tSYAMgRQVEGAOWUxwBKulFTNc4hkQypgzn3CslwMlBSZVXNAA0Wphlwtu08n4irQqoH39pkC21G1aR8pT0LPYt+gVgO4goN0LwiUFg9ZsUCp3nlfIlAB/AiDyQLur5hIyIUB5Tb33x5PkXSoSWYIW/Vat5uCOKm1+PJodE8tyVJ4Xb6Vymt+vy3SexNcRZJNDZAUxGDx9Tni8Q3hp8/2yJZICTgb9+DpHpn58qED+eDf0M5dRnw2ccnyVAEPjr0v+eu5MVB70ggd+0GprKei8Zs0ZDiKdnMAKP7ttvr3nN6+yn/udPC8Mn5U1Sb6li1991uX/bf7vVtkzaqrxsJnNW7GZl7KbsQst7U9CojENIAt63RMpSlFBhG8b1kq7Nd4V98nPf/r2KgMperG0rMqbzIjG5XMbWqzWdF4TrTeGQ0g2MbRIxs3y2YCPxMds394jFc0lLZjPW7scHbOjVO5aQxZ4Xnl2W2eWY7+REjoaEhMIc8zTQFZIEnFb+dOR9vKUPCMMWlA6rujmn2qjcailtWrbQWLKc8G+qMGp54WlBsWoL3Ue7IrLKx6LqEuJM/QFBTyoLOi3VZomYOG3MVlpl1W8pe2DvfteX+x/YYwsLC7Z1+za75rprbHxs3KYVSoiSHrd0JGnr5RX73C032//69d9QPozb+NSMRSGPSeGy8o36y3EYAincRjcSItYYAI5jIs7BEXKpo9IoKnLuxoyM+6jux+Soy6l3EmnFSfUoDT/nb99uU2NjqveU9jQeCOuXS2t2aH7O0hNjSpk+UU3IX/QMo0VH12vlh2O5UgK14xz9BJ+DfArOOZIvpJvnkfIgqrQBzxNKBAwR7osW6EnV0b2WjqoP9FxKlLzRWZX9r+vyLKY6n6ez0ZFnjUgSj31yLMbKgqGfl2Ph1PvlTivZfLZ30VXBuO7Bgt3uA4bSSteDaygFLZJnlEHA0XnoBoXED+UkHkjC5whDaIWGMhiu0/mHo9s1PEdCaxkFpbURQYlcOaRQia4qfCkOQJXMpmRhitCMFK1Sr1lVZLAn4vaCF11tF190qV3/whdbMVOwjfFJZXpMBVoKoNqcsLjiOeLpG7Tk6Xs1HViJdlQxUYiAhCAt2ircEsKYEKnoing0IjF/9tFG3cpSomxSEEIU8Ut+0xUMaYOHscorjhYxPWCdtkBElow/7tdQYik65Je46iIthw35SzgAGgoEFhLd5XVZQwBwXq6ocNDtAlh5DgdB9byIiSTqpsBT1izdHsQdy09B5DEIsyg3uK54QZz0bV0n3LSSEoZqPyzWo4VShU5hoqBBnlLyS/Yld+UTbxInjkjEjjx6n334H/9BHjbtkosvtB1bNtrM1LSlxgvyJ24PHnrUPvGpz9i+vQ/ZeGHMyk1ZfICUACaVzou45kUk8xYbUWyVpulMzkEJoAKY0JWUwJqjd5VL97lPBOMxWcA6Yu0mlDdCYhsXAT5PQBp0l5sdr65YW99rxDP6HSScg44cIALQBHHGEg1AGodFTyzj0h1a80mLiNI3oW9FyEOxeF0O9AHB2IFkKq/OJG4Q6XkvBbzXfzcSjw+J5LkrqMNZ43Y6m+5tv+Q8Pw/xDkF/aaVExznnnuNOX4EGcTSUQTwNnw2vheeD73nvhn6HfiP8HsRyZDBcwOOgcC+8H54PNjCApTEZpfgPRjfbbe8BKqZUvnQtAqYTNpW1XC6nd3pWbZetKyxcqa3b5My0XfuCa+0VL/8qe9VlLxOmuTknY7YlspC1moztnLCkFO8I0+J2S/WIrerdZnLExkUSx1TmLxBVm1X4Ui1FTGVKBdPxU8BgokdWUjjva63YPcKe3dsvs0f2PyA8XbZcMWFT0yInMq7jTaG3nsvk0rZShs7J6G42ZAhkVcZF2upm04UZW62sWqlesemJSWs2hU8iptl2xCaFXUI5aI6HnzqgIlStyuymviKPd0YKui/cUtiSwhrShS7qhDC61WvbqsjZsXbF1oVzsir1ZNyxFoVTCltMdSGmeVxYFm7rwz2OtJxF9WxUdVGYvZBUzkFr8D0UrtGNvrCyYP/44Q9bKpWyXeftsF3n77BsCjJIP5/qOz21vL5qb/35X7D5xWUrjox7T1JD/nIk/OlsTv4FGJwt5P3oQ5tEfmkUCMgiDQSqgxgaJeLpetMnmCGOt8S0OXY7Lbvg/F22QcS5o/jmoxm79YG7LSb8jylveiK61OO85y2SA0SS9+P4pzoNjUXP+Qa/+OdEUtc5OirrPuQQQp7kOZ1TejL+Hs9Rs5H+QQ1HDZLoxpR3XaUOreo975X0IRqx9LNGJBH2CGUHFeL1Tjm2IDqjZEQkL7yKNU8fDzRdnXuhVSgpqCQeluCpRNIzsC+DEfKC3ndnklPBJ5RTgWcwXEGYFBa5wXMUHOGc59sCHxSQlkO3onUfUGoAJlLA0XTWAaohP7oqgKmREXvhi15s3/+mH1R2RmxJ9O6RuSP6YNRmCtM2mhu1i5WkEMm0MIXPwfXqSpuGPE94gVTYxQZWVJAPCEgmBUIoZ8ab44MCSkyIdkp/5nRtn4BluVmTxdq2kULBNkdSXqCz+obwztbE7Fb0HFYhzeLY04FNjQCQgX+hJAT0AARElzEnkDfC2A+xg3RdYYLucBWlpuk/2wnGX2ZUiLBEA2tU8dFDjE1q60PsR1bVmw1lkIqwwEfkUCST7hQEIgQ5one3LLCjuJG2tGSW9F5V36rpWkBWg5Y5IAmyOtEIKihaETxvSeN+3nZl6ZN+tAag1LR4Nto1++d/+0f7+Kc+Kau/YhdctNs6jaatLy/b7Mwmy4vsLa+u2/JSSc/Lz1hSIJ8SwGUso3RmnGVGwIIFnEhn/DvJpABPwBsH+FSReWWsL/aIqHSGFmW6YBgTG680bXp2ShVA2WKZlMczIiKpl0gKvUXsHzsGzkPi8aZVVT7pmn4rGRy4Fcew1YEU5Zwj73IevI9iBN84nQDIvMMTvOdZz3k0OiSS57acNW6fiUiG5xx9nJp0ERca5oM4GsogBp+K2eH54DdO17qIv09EJAd7mHg2vBf6PegX54Q5GK8nPEinvZuS+NBOQ7mMiDyA3dU2PTw9e+nLvsre+L1vtMnpaVtoLVm1WhUOpWy6OGnnRUZUdoQ5lBn5jWF7pLRgn73rbnvNS18mP4X13ZJ97L47bUWG6bWbrzGZpzYhjKHVsiAcpRWKaj+holcSPu7pLNj9Jw5ZcnbSu2c3i+4dWThgiWLDokkZ2k1hn54FByMiMS39ToIhGLbCpaPVVcvEszaZnLbuesc2j01bVWQynUlYPjJpaRE+8Jcyn2oLF+XH8ci6tZTIy5GmrTTL1khStyRtW3vERuVXVmoz6lQNbI34kKSGcoshN6sinUo4PSHjWfEYUdph8CfJt/53kG6Ems/P9Cxnyh+dNxypAsVkKJYucUs/6J+SUMfq0FZlEZWRi1GwqrAxyIpml4ZqoT1H9th73vde++hHPmQZ4eUH/vp9eqdpf/1X7/bhBp2uyKN0gO5v0qkHcRNZTGczXo/T4kiLZVwEFeIIVqMHDF2K60gvkrdIepwgmHFrCVghhQwrECHQdzO2e/cF9sijj1pbeeq9TuA/3d7oHS2SOnrXtpNV+UMLqb7Pb9dzOZ4hNcK/AdYGOO+2hm5wjyP3cOhu8DyaFDQmkGr6mvIuqHuVpSKfcqpf3L947Fklkk9KIJK7rmKN6qCQh8JYg6Cg86tvLZ6GSD7uneBhF94N3aAM/h4EnyBzyIigeX5QBr/B+2GGDlqxkJnwHAnPM2RjQtYJBKuQtUPHjtrU5g32td/yzXbZFVfY8eV1m9m83UbHt1ip29S345ZsCaRiLVvvNKyQGPExMwUp2YsEZmkVlBQFSZ/pyOtVEambe2WblmU7K0tyUkpJO+SSgGQ+RsFE0QiTCklDQKM4Z2QJdbpRu6+xbgtJFW4VmotkodJdukHlqCKtO6HnsT4hrnlYsuISlWUcdI/iGy2VUkWROkgyV3ApMQeGGEdETIGNuu5BJAkH0hIon1AgeLojtMNqKva7tmnJzIjIQXKDbgCUHhIZEzAJxGQTAx2M76S4YsniK47nGGvJBqs9AV/ZoVDnyjqCv9ZriUyqMCuwKaVhWsAe71AoVcb1TKqfxRQo/KNQoQZcbqlgpVWQa+2OCrUKf//aaiyoMI6sH7A77rzVivmUffrjH5Wl33ZQyWSLtnnTDsW5Z3Wl69rSvIBKedvoCEjMcoUJb7nMF1XZ5ETgBTR0iQA+if54yrQAq6ffEElAh9bWRFTAk8mLZGOUUPERYq7Los4I1BQpb2FUTADu4K7iJXZMXkeVzpBJ4kqZSTrpD6xbgIZ7jHvyxhDpV1IJURCooVkZ0sS7Pk4vAP9JIZP7EokNWySfL3ImIolQ+YUS4uYTEcmgBAdyKmYPnodyqpGPOB4//rHHh4vy0xeuhw6/w/PBexR8/GTSCkY/1+g5qsYbdslll9vlV19nV7/oJRaVcV/ITgmThMsqNWDTwcVHbXZixrKtpGM2e9NSWugG7uh79VjHjjdX7N0PP2jXbdxql41OW1Hpg4H7e3d8yDZuuMHGRnI2nk0GBr1SiCFI4FFXdcJtKwdsKdMSwU1YslyzUeHMhvgme+DAvRYbF+GNtjxejDzvKC/ySZXbXlugKTzGmC1M2XJTZrW43bbUFtuQmrYR5QFh7InwNZSQawrPgrClqvqjKiTF1C4qfgxjqntfEoYoPQ8yzLu6Izwr9uJ2XnbccnourzqIvQ9BAogzQED8M0pH4tQlPBJPV3zr5zE0lFP/OaAq4SSnL5QQaxzdhLNKZ4EaT4OvJeE1Y/upV0uKDzjajZRsWUT+Xz/099Yor9qoDIND+x+2fHybTU5OyivV1XqP4QkrayWrtlqu00xQ4phMqUYXJkMke6pvaflMpnUNQkgvkfQFYkg3dUdEMgHhVDgTimtP1wgx42ZpMOBbCeVJmtY/17WASLrOgffSwYiu8V1+c4+WUS9H/VZQxsATexpuqK/AbNIrqTqBMsE1SmRcae5+KzT+vP5yHRMlpxqVVvOk6kTyibqQxoVUNPLcIZLpfKZ3/lUXeSQHHTJ4HsqpwDJ43xNevyF4g9KlWes0QnN8KIP+ukXgJ8F9qlf+6g1ljIgm4zSVsT0VKtq5xAWUaaPWVaUbVeFj8olMP92VclULtiZlzE5P2re85fvtguuusE4iYlvk18Hjh2zPow/bS1/8CvkiRRfjiYkktFTZsxt/lY8rjHlC0Gnai6SoEKWcvhp0OidEbsxubksRoh0bFUG6MCFIUziaKjQLLT2lqKwp+DWFaaW67i1ueSlhb23NFhsVpX/WJtJ52xZLyfo1WZxB4a/oeZQup/OsvpHXdcC0JYLYlIa2VAgaUry6CiqpxABrxJ+VUhaVD4zXW5GC1/rpSdghLyWV+MVu3VYydJf0LC+rd0svY0kRbld6npU/SaW1EzylBwVkXYAAMYVYksZkKwUgrhNsVmGmh0Ic2sEQYsR5vStA0Z0qpUrXaAHN6M6YaiUmHGUBGPnE3bj0ICYXgaS5/gnkIykBiiBUcadQZ5X30Ml1fcF1S5Z0tytd6DZseXnRjq7ttc9+6tPWLFWsU6lbsVj0cZmRxLR3kUXjKVtdr1i5VBMeZJ1c5sc3yqjKWGEkKzKpiOg/3cSZ9KhXAJkUqSeyGJc1rN/1tPxRujrHBGwUTo49kUm/rnBSEWLlermQAzxIziA3JEos3qfbg8hznfRrKL0oD3TNt0kL5XdOD0Akc3pqUk9BABwA9Q/SyQQcNJI0RxSck62RiMjxkEg+TyQFkbx450nsDXGaLt9TBd07qW+nkQA1vlC6A4wRv9vtoOwFNIH7gRGPuL53QRZJhA7YwNcwXJRPE9Hx2cqqKTtCN3pam+0pK+TSVinNiRDI/JURV2sJb2UoxbIJK1Omi2nLjI3ZRVddYS/9uu+2bRMb7d9u/oS9/EUvtY4IB2ObGVpU1OcPdITasbybsGMKAjsvnEf50pExaoS9o7K00C7ZO/Z9REFK2zW7r7brbdZGFMTFXt3+KbEmLG161zG9N43lsiXxXwSmkur4OO18QSSmKWzsicQo3qPpCVuqnLButiwMENmrlC3WVHxzMkSF64muSM1qw5KqD7aPb7LLW+Nef1WFvwz0wUin9a7Za9q6DP0lpc96rO5hFQLICaP1N4hBf7iTcI/qs77QsrFC0YrJjAipjGf5N6o6iM7hJyvKnsdwI3S6VhcpcsOe3wA6wrnqPBfpBcSR+rJKmgmnDyVEgXu1oF7q6wlYFe01RCajwvOO3Xvr7fbCHdvt/k983MonDtmxY8cskoxbbmbK6qqj1xXl2cqkT5ZqKg86wru6SHOcyTgJGQrC8VQuad1o28fhp6UzqpqUUvlAVxmKpDqtJ9IYpYdJBgE9UegrYWBYVEJ6l4jrnHKid9BXhlWE3dsgqrdUKr8gnxxpLY9LV/2+ng9m1cdtaX3JlhTWuALBMIMdM5u9vqX8cewouaha2k3xEfxS2jDEy3valPikMUU4Lcc7k5HnEJGkRfL8F5yZSJ4qT0Qkw3dPJZKnvHJSmMRxWqF2HYC4HgDk34kYrdQ+mqCtjFXF3eioYIuMpZJS4FrNHtizx7sbfuKn3mr/4T/+oN1dWrJkNi8lyVi12RSRaFguq+ImJYJEffijH7HLr7jCJiamVIBUKYtUVXTEyu1JmRMRHWsryuSuXZUas7z8zsu6YAwKpLMh5X5ALCuVDCyMKcVpRPf0qq3q2NJxXYSkIcLUEEikZTll9R6K5RNV5KBR492oE0mUraoEW413fBIO1QAqRythRP5gwQAmtAqyNQ3vklIqnvqLVSmiJoIJ7YGI0x29Kv/IAu/y1nOMuiFcywLOlgpFMZZWnFS4FfaEnk2L8I2pIHj3in5HFQ9mf9NdIryVnwqbrtPdtEJZ1TW6tMmZ4G/PJgWwMfnREuCxxEKZ+MvfnIJJq2dWhQ+S7N26CgtpgTDZh9ZNd+iTjrTeAlT6wX/FQffk7xqx7xNJltIgLdbKK3bHQ7fY+TvPs8nCiLVFJCcLE3Z8+YT9+u/+ps883LJ9m6VFDMtV0Xt9Y3p62kq1ih08fEK6Mmajk7OyaHOqMEZVodE1kpFLK49zgdWr8PdSyn/pAo4xNEhCoBVXWqKrWLXocdhF7sCGzije3GfIBctvJAUoMaUN5arKBBlATO96d4v8JHogOx2UST3DQl1jnkfSIz3BTELS38XTKxDyISSSXjkMieTzRsIWyRBvQ+cANCB+TYIunElopQvfH8T2nvAgFK7jgmeCISjhNYTfGDYnBZzCT676OzU9I0SSkUUXRUf4mUypco6KRukzmWzc5hcW7MCx4/aSV77GZi7abVNbtrjBbIWCsK1nR04s2ItedqP35iyemLMXX/ZC/2ZHRjxm5Vqjbp++6167/JqrRfpklHcqwjWzLSJxhWjS8sIdcIPu4XWF5x+W77aKDP/5wwv2piteZ2MCxLbK79+vPqhwMq5RdYpIIGiWVgljIuCscHO+s2SLrXVhdNsbEfKFcRtXSawIjdbaC3xBZE7kMl603fWkdUSYmAA4lhpRKIUlIskV4SI4uiL8rQjJl2syu5VOqYywQzfKImilaEtfBk/BbBn2wmbqVQhLrVx1P6dy0/IT7E0oZAxJEq4oyVJK40xY+J+EgLHk4hfoi3CL63ipUw879Qc9TB1hFzOgCT/De0BuWjmXFbNGk0FNkKeE6k3VTHruUHvOmAfEbG1mjW+SId9YOmGLyYbSSGkugj6uNHr43j32/r9+r63IAqAhAPLIMCrxVE8HxjpWVZe3OjHLjcyqnompXEw4wcwn6xYHr9Np/01vUkT1LrUpnAGSSDjpFoc0prin8NOKqRPHX/DaySXP6DotkSirn4PlukdX+xoNQouLPrmTcEKt+YbXXeISYHwxl7d8Om8J6RVLQWU9nWgMUJnS80nlFxMyqWvJa1qn+b3luUYkL7jmEk/IUDxRlVDIILggp/4efA8JgOMxkAnk9FEdJJKP8+ckIIYqHQCT0t/PE8z00j26HxdX5vxeOtay17zqVfbtb/wOm5nZIkXPWLnRtXvTUQERqk1hY/yh/Km3rJxOSPnMPnXzza6Yr3npDV5pdxp0yyo79b8Xb1mtsmCdyrwVZT1emtlmeSnJCKAkl4hn3Do8qlJVUW1OAcsJ0DaJTIzLL2b2QcAAQmCBST9YKpDQpkyPmkC549ZMsCQPhCDeDAjbmj5QFYltqfSSlrFI0p8jCSjWtFpCQlPyl1SESHLkPqACoaSrmS6bNYUMMgfRQjIi4WnGleicMSksewMprCqswUQdWeAiKoz5ZPyGyfKnBbKhgtTQPeLD5CbSDUDBp4z0hRY3QtGRgxhDJN1yVgGq6Brz1PL6TkqFUzzMSSPiha9/DlARLoTch2Tq895FLm/8HumkusonNYUqxBAkQkkYKkpBKpi0vpONAkBNb1VcaxyxXCpvjxx+yA4cPmAPPLTXlpYW7PCxo94iMrNhqyUFzitrdau2RfAE1qmJrOVzAjIBE90qybTIJN0asna9JVLOwUmVEsCCDesABHihswCPnD+j9HDiqSOgzCSjqvSlVqMlI+6D8LFuSQpaKGjxIH5dPZxS5KkI00r3uIwn4jkSp/uNIQbku76lNAaaSLfBNEREYIdE8nki6Vy6t/OygEiiaxxx/aLgwm8E7Ah14HTSloIFFSZG2aAPj73FdfwLcT2sG8Ln+R2Pgn5cl1NhDZ/xcIgdRYVfwaSGoEWISY2t6mE7cOCQvfrVN9q3ftt/sJe9+mtVRpv28fmjKn8dO7EugpXJSf8TKiN1GXxTVhSx3L9nn23fuNku2XGe8E8kdO6Y/dX7/8XOu+Iye+WLrrXVTsm6pWNWEIZelt7kRFImoRv3QctZyz7V2G/HWW2h3LSXTF5o22Njjqd324qtt0q2Wi17Kxb4iLHH0jgbVNJUmvV2w/IqeZV6yYrCg2PNdVstL1q8IBIl8sTiOWOJMTuvm7R0Mhh/nVB9RKlkfck5kVCWrqlG8EmEFETVb8p0Vm8zDn1NJJPxhqzn2Gmq9lhd1d2YbZ/ZaOPJET0nNOi29bTipTSlbsB5DghAwIonK2BvqAHh22hRMLE0qMsYc1/W3TWFmQYF1kFUlNyYpvUVUo8vJWEwmJQVWjMdiNbhiBjkoYTe1DsMycLTcYYWKdRlpQJ1akpqlOvFrEAPkO6vRVbt9rtvt09/9lN2+MhB4XBcedLwru/s+Ihwtmhzqx3hcNG6MZF11cnZTFXcgBnfLKkkDdE3aAxgeJuTPDBZaQah8NU7+sZ9aPzTHY6OgtW0XPo7fXKZzgQ9TuVy2Ukkw6Ho7aJctNuqf/Q9/KLnKydyyTl1a1bP5TNZ/xbriSaVt/S2kUbUfdQbAZEUUyEscheeJWaTR8+6sPzPRS+8zCM8CCQkWggcuKci+Bm8H5yH3yAjgmNwH6ESRjnSsiKqKqBUzFEBiA+wFQK02lVlYtwBqKRCe/V1F9kNL7vWXvbVL9SzPZuJX+ozb2WLKmEZ6Jsy8Ui7VQRqrS7aJYvAlwLS52jdq6og1Go1u+vO+wROObv28ostrcLcbakYJyCqHVmcUnpZn5HOmqVTUdse32p5gSEWaFBkKLYxO6G/+9s1b4ovqLRtF3nZpm/45Bs+2c9pVxiiK1fSNWZAQtCYpesEUddr/FEM+Ms1jh0pZVnpwODtqJSQNGtLIWtiT8yY9mf6DiLH5wjZbJ/EQfywGjlCZgTzllL6j+kLDO6F8K7qPWYj8j4+RgVSjAUtxlXQRYAZ31LStaoKi0qW6gopvt7fpO8Qz6ie1W1VTICk0jghv3SEPNIlzyoA2NeQQKwxCg6tiRRUSDETkyLKH9b2klGqPJXTEfCvKzIQq67iDlXLKQ7Yl1i0LnomEFKCyiIStGzyM7jkRJQV1vCUjiQ62Nq9mr5PWABepjCZ7Tuy337793/H5leX7dLLL7PVdk75R9eNLGgBQXZ0xGeCx1VBoKssKwQYYcVCNNN9AhmO8wWUACd0Pqln0bnRkRFbW1m1RlXno6NKI5kjeobxPuG4MIAoHy84EY8qXfCNiiJoI2l53FLKl5RAaobv6omYLGAe4mnSF+Ev8ZNxMCSSzxOBSO664jEieVJUOVJpnSoDT3yBnIlI4ncoj8f/0/vW6ZVFuNBClQWVFSr7sbEReSQjVkDc6VVtcfWQZXMxu/4lV9vXfN1r7Guu+2aVY8zQtDSaNveUr4P7yZUTIgnTwoW0rQi/wY9uvWnL9YpVSlW799Y77PorXmDX7T5PZYG3mMRHN3GA621bt3b1mOUF4zvaG2w0nrOJngxjgUBIhvZ2j9sd6ydsTb+LlaRdMbXDom2FO435HWAlWMjwoI5+cfZofdWyLbONom9jMsYvyqomkIfNLN3NMvrlaIWVualvmS0qCQlPU3myXK1aVySoJTzIiiQnhRk11RkUZJ/kovTGj9XVihVHx21+YcnxZaYwpSIt3Oy2vBGC9X4LqhepocACJmGGEtYzgQzm2ZmFPOfb7vozVnvCELQIH7iCicBnKsL2lU7d1hXekiqjaIQ2UOoKnXd6QU+b8Bxie6hbdmI1lsx6l/t0R2EGnlQB0IoZSpd4C8dY5kgeWiwJ1tLoEbTaMVWHr4N5rF7MBJ0gNPSsxe1Tt33W3vXnf+H12/jsrLHu87q+yFqV4HJaWJ2kpRODhPpZhgg1JGPhIbM0otDF7d3ZCgtGv06c/0A4fTKP6jsII2WL7neII3nD895AoCMCfynkR8QZmiKUIqj0RslRB4flizH3Y4UxhUFxVAJzLROj6QfoDloog3bdiF0XeQ5NthkkkoOAQcQDEhi4pyKP+RlEld8BgQz8RlXDTOAa57hGt6qMlFLGYfoqOEVZNMW0jYyl7ZWverGTyFSmZevVJSliXSSzYbtzX28pWSNJxkcoS6AcTQHQvBT7qAr/mj6zIrbDWDWajiO9JTt69Lg9sv+gFXJZO2/ztG2cKtiDe+7Uuz27/NKrrdKp2lpJFCvasEw2aZsjszYRGxUB6xNJj1rMlnV4lPF5IoF5FfLNugfBout2UFAcYuuEEc3hfX7rohcNFYbFqEiCnkK1GO/iYKHnCD/EEsKGNPQ+a0/ybQSvguIVeMp3NunULVMVXMY4VnW1G6NLX0CmgjYixMjIH2b6ruvNstKK4kr8272mt5xizc8oLBR9xsDUdb/Whh4GFlpGRIywQt9piQT0AbRpfRm6xpPB8PCADDFkAPCBzvKb0PLcpIAZkCddAHGeJ76Q72DZNYVaIAFQ5ZXmKRV+Zra7OPl+TCCt5A1ENBQnkuFvH9uj0EYIWRCeaFd0WIkLnV6rK1XFUr/ju95ojx7t2Ou/8ZssJ3BfZzH6tZIVxye82ztXkK5h7aZzPoMQIjk43gYySVc1v90wU9rnRCbnjh13A4kFhgFbH7+j+4zXIf8Y9O1A1hF5FfCQH5QXQZbniZLAJaF8TSlNpgVEOaVREmKub/KPR/qP6Zd0cUgknzeSEZE8/6rzT2LnSXkaieSgPP47j/mGToaY3e6WjKWysplR+UUjRNvqjZKVK8sqCz170UuvsN//lV+y+c5hQWbDVteXbUfmRhEqOmbz0nsq8KTjyzFp7AmRrKqwp0JFrm+yNArrLyyvL9mtn7rVtoo0XHnhdhvPpW1x8ZDwrWkjUxv0RMoWyset0121QiZhO2JbbCKatSldB0cBgqaiMG9l+5f5B2wtn7CpxLiNikxuHd1is0o+8Au8IKa8wiQ51pBdEAmqsDZih0k0SSsKgxRq2yLrl0YKhiKRUmA0xGhJ4EWLJmMGawIfJp5U0iqbuu/r0sowpgsTYYhBuVq2tUrDNs5sCLBPIaANlCeyuk9rFj1q0HUaQ6jHgrEvksEskhCHs5HBPBTE8lGr6rQhHAd3IIhVVVwMgQLb6zov91q2qvTOqb4ljahjPE46dwNev+fxh+XlFOakKp9tiaKNRVM+dlVZLNGDSq+GDiURycPCYvxJK11YaB3CjGNIGGGLMQ0ep29zZKIRLbaYBdXakq2KC/zgf3qzraws2SU3fKsMloLNLa16b1ZmZNxbJZlkA4H03h8RSxqrfLc04bITQhnzEEsILd+kTMB86ZpeXV21cqkk4yTXn+gT3Oc9bwBQOjpGi7xCIuWBr+AC/tM4QA8W5au0WvIlqzbNbFYdS0s9fCRskgrSBSKJJr30udoiSUKcKlw7E8A8kZDIoZ/B1kekbRBlKknOG62Gn3slSgZKSGQa+9tSvhPHV+zw4cMicVH7ahHIt/zwd1tx4xFV4nQEp2UdrMjq3WHFzJRNdrdICTMiHhlXVD7J4q7LKg4nuhVb6NbtWHPNyvU1W54XmC2u2UOPPOozegsjeauV5uzrv/aldu/dn7NsomOLyw3bfsHVtvOCy6wugKvJytgkQJpMjtukjVqmJ/qk7/gCs1ID9jJaUIHIKd6s85iXordRxAEh9qQkqcw5QAC4wYPoIqagAnIITd5NfTNszaL1jxldFDa6uyF+R2WlVhl3JOE1/AxSOBDZYKK8HbdeVexEkZigw7kKrRIIC51Z2whWIROMaJ0ELJgxzvphzCjeAEHR+8EkHyzIAHxYIzGpMKR1nhWo8hQUUCF2wAOXmGQEIEFt6LqoKtE4EveC4uWzD3W/Tdh0XNXTjKwJMI1CFvGdJUg1nqNFkhjzfm/Asg1SABGhFSidTA/FF1DFqmbQewCwkF2AUsRRhZlrkDAqQHmq2+SS8oRufwE/u2VM79xibYHEm374h2xy4wabF7Asr6yJTI5YYWzC0rmi5YvKeQET+owF64O3+10iPrZGaYQxUatgKIkMC5BIR55z/VfaAtiQx6DcSY/GRqxSreo7BU8P4h8KoM16qOPSEbqOkkJNWo7dT8Xe00DPIKNnOQNwKOe+ZPKZ3gUv2OW48DjiKOL1ZIlkoOlfKI8t+q33B3FMxqfrl66ho45N0l0whe7DQn7St8krV+ds+45Z+6Z//1p72St36veqtzYJZnS/Z5l03jZlrlc5zogUiRr1gmq0KyNvTbp7pBWsfVhSmVhrrtjK3CO2Wl+ye++613LJvMoOE1ka9pKXXm6f+9xHrSi/cyOb7AWXvkrY1bFqU5RUBG5TYtImYwWb1Xcy+gbr84HL5VbJ3nfiHitvFPHtJO2C5CYba+e9h4YkjCn+jBUv6DekTVWQ6paWNRX/jq6TbkHLES1jMavrAuQKY9iEKflowgp6lnIIKlaFNyyBdlDIPQe57kRsNFlU/Fkerug9RfgYLN+m7+m7jGn3ceq6zvho0p2nQFRw04Xmwy9RyEdcSTjExJ8F/a06YQN/g/H47BYE3rO4OOY2G0i0HaXBWVBf9V23GfTwUB/oH2MoWfmEyYAT0bSNxbK2Q9eJAytXUI8tKG2XBMBrPjRCdYHSLsawJEVvUiRuJkbHN1imC8L7gGQFuklrZq/bUB1e9zkK1CJQ+7mVE/Zzv/TLdsvd99k1L7rBJrfusIPHTlilJWyVjtKiyJJBNAKA07FkxnUYAz44KoT9epeRjAldX5xfsFxa/EJp5OPbZaSErZGUOcglz7NLHa2eGBBwGfyDdDJ5jDROpbN2/Pic7T7/AiUcE9BUnuUH1RKOMcj4yfmNZ0kkg5LzLEsilbxpatOMB56IhhL+Hrz2ZMQTQ27wHEcFSgZ4ZZsNMhVHRjjT1/duve1m23fvXhHNro0Ux2x1bcEuvGiX3fiql1k9dr9llaGHjy7a1NQuS8jijMemLNtVcVaFH+uILBBkfZr9V2UT22J1wY6tHLNym/W7WiIwUr61dSuvLdva6op1mlUR1yW9X7PNG0cEJiUVhrh97ta77OFHD9vuS65S2AREIlBU5DlmOPMt6TaENdlqyfqIWbvJzO2oSCSgw2K3FI0gDSFT7IDDLDY6Spg4w+zkOKRMR7p1ITQsjwOQkHTxWEKkKCBVECpfl0qFjxY8CvpKhG5kuhcCZfICyrt9R1cJbYmAAUURQKjrW8E2TaK/5En/HUgx3/FWRSk+xdq7WXXMiGwH3dPBNcaXYB0DYZvkT1HgnNELaRWiDBagPGXLxqa+BTB5j0kXfQoKP+8Rn5T8jNGtoa92lN58v6xzOjNoKyQWhBwiGXSABWmT1DciClMvzok8x//wqD/ke3AW/OEXjqWTvGtbaQgYYhG2O8o7yJuADDiE0UdkMFgHfcpYV5VYVGDwwz/8wzY5OWX/67//hO15+GHbsHHWdmzfZrVqxU7ML/oYLt6nZaElIFRKCVj7fvpf3auxBAjjnhRDPccC9czWYxYgv9ttQXNDICoLl73GGdJBmai3WIcO0qngy7uwNRfHWc7TVOEWoAFa4T2+jHD81be+9bgOb/cLQ3lOSyIZv2lyw4SfPw6fI7QEDvzuC7pwJvnCpwPx/ailV6e6VL/SxYWYDX7XpdP33/eA3XffHt9Cdm7+kF162S77/jd/p0jbHtlXKv/S1lq1Z+Oj22WsM3WFwTVC1K6c/KaQ0vpXYQkdYd9yvWqPLh6xZrciwrBu66uPWqO2ZgvHDwkLG7a09IiNyXZrthZsIpeww4eO2SduvkX1wrQIbVE4JeIj4zErQsqsZ0gbpYN/rXrNDrTWzIpFSzGmXaYYS+ccEYiuxJjs0vVWxEqvYeWOaJPSIy28pY7BMKc3JCXAStYatp5K6Fla7szKkaZVuizj03KMZOgOjQSQ2yOdRXt4/YTKc0OEumsbijM2Ei8qLvTeQDghrkpjOSbSgewY5D5BUvUE3D6qMDDTl5qFBAM3STo95o7DkxEaidAZ3LLiviQCf6JVtnXVL3WlAXjtdQG4onN2uAGrwB1wFKGe4V9TBnxH17hbUKQxapncxG5rKdX5aeUA3dHEk6XnaKxY0q81+T3TS3gvE99j2aOysP1Er2JTYugYBDEMckWO+tS1Vv/b0neGMSViOX0DOq9Ui2Qtn+na1776tba8tmq/+uu/ZccW5+zq615oE1Oztq5rdWFsi3GnwlhS0c0BrHbFy8f+yxE1vgRPKZdLltSR56lju8Lptk4YmkcvGcM4GGPfbreE2UFDAljupFTkknxriOwyQahSrtroyKjlcwHZZA9z6t4w7/Rp/upHxP7fWWL2k83zZ0TY2ebia4MWyUEJlQsXWp84n1Y2IFwLQSawpQLhOgnK9XDtJZp8SVwYPKSJsYEcseIYE8bC3Uti6/d8/lYris3HOgm3bpsqsd/2fd9o/+EHvs3yY8esOKrE740LADaLsG3UNwQWraLPiGYMI5WqOIqTH9YaXGwv2EJ70Q6WjvqA23ZVRKe+anvuvt/qc+vWqNTkpzJWIPDG7/0O23fbxywrtjU3f1QktmonFmuyWgr2nd/2ZpsuXmhFm/JWx5wUvBH1DgaBJSM4RMISQRubEkBEKkjTcJwk1oef6xrEhuRkfAnAQdcwE1BYpoJnIW0801YhhIRiaUHMoCYNgRP36nqfFk1fNkC/GSxe0QndweyAIz3X+/Kwn7fe7Sw/4iKCOT3DwOaWsmxNIe7SB6B0pOuZGYll4EMekG+0EdN6OR1hWQmVIL3LoHVaELMCnKzSnJyn+5zuJ/Z5pogC3F7wFEf8pTs+Iwvauzt03VsVCRff5FykkpAyuJvxQOy2QLwKJNTTIIylrQs09tcbviTURCpmswKoooNfkI9fIK7vfD+Aeo7f/p1vtA997FYFVOkl0njtS19uV77whTY6PS3QmjdmCk5OzTjIj+kIuLBWJVtQUumWy+uu18ViwcsChlVSuk++s3NDpVq3iYkJLxPMVOQdZpECom6IKa94JxdlF/aAXNPKS1onhFqAPPY5mkjVqWS3qbMcbzOUc198gmR/EwnwNcTmwXNcKFwflFPvDd7nnDLfjAY6hv44YRS2cg+jB1IBjlERYvR0a027+VM367mYbZiYEpFcscxUwV77zS+x/3LTmyzaecSysi6btZyNZS+SoblD/lLxCwtU7vjnu4OJuDFecEVIutAWGW0dt+OtYyJiED+FpNq0Pfffb4cfOuAT1tIZVdJS/m/7jm+2h+74N5WllspVzY7PrVqtk7OLr7jGXnT5jaIXYzbbmba8CkhMxLAjAlIRen1u7rDVR4sWTQnNVfjcwFO8MyKxm2OM7RM2eOnBsGVijDC3qzOGowjMczERI5FURlUyZIrOWcdP/WZIT0M4Sjn3sXOFQlB25TfrUtIgkBEOsrs2xDScaOEG4UB+PCZgTxAWB4oBgfTgqGDYGrLrzCR4li5gcKOphGJ3MXqkqp1mQHJ1HSO/LFJH48Fab031BcQ3aGs1pRXL2sX0kGpcfwdf8V1KIpKLD0G3NzrFouEcwTTWCi7EWP0yqTQRWezV9H3pi3xi9vZovOB1H40crJM7K0+p86gHllWn0AhTdV1bs1K1oTolY81K0y4ZGbNNSqMxkVQmb51OwHl6mthJrCUjoFResonJ8y0ylbHt5+2yK6680jbvOt8qzbqtrJe865vWSPScOBQKI94FzqosLPo+MlKwhx9+yAq5jJ4JGsFEZgKimCDXpB/CaVog9XX9k3lEF7pwnzGWqHYw/p1ki9rOrTut3K55PpOCCX1zUPAB+drI2a39Gzz9LMsgkRzswg7BhmOo2MG1Lww294P3O55QuJBE4piZColB+Ds5PeVjB5xZSYloRga06qWKffqjH7dMImpTE9N25OFDnjmrjZIVN2ft7/71AzY+LcLJel6NpLXKeZsaZc9ZSJgqVRVqrJ6goIls6dCwh22lU5KV07G9S0dUiAQGrbg1qgt2cP9BO7h3v7ElFTHriYG94EUvsCt3jdree+6T9Vu3crUiwqYCoMo8Wh21LZuvsNdf/U0ifrQm8lLCN8UvKX4VuZIKMiAC/QAwQgnLfpjCHWlXUMRVUPvECoLFmBmIY5f00m+2HuQ3ysXzQRsd58ExpbtAMhNemO1NdwKfSst/7yZXngJOfIMuBgpxVcrP2pgM1GZmuL8jEsduRrQ28r2gNTMAkA3uIzlPV3RA7nCEmSWIZH65Vd3V98oKN11HXSzofoVDMgGwkOBgKhQDE2KWFOBAeABBZsOjD2zfiEr4S30BHJ8OWZLfi/WKgKqnSiivisK8tbOgkMX7XWtnFFVwBIv8Ihff+a532s//8i9JzWIyHhSjWMqOLy3ZDV/9Mrv88sutK5BZXlu3yc1bLFMsWl4VSSSZ9SUiRgqjXrEcOnjQLdeZKcwS5abKDEWQ9fYgjgCyd5Erv6i8KCOpbMZGWIKINyiPcnQ5BeSRPKVrCTKOwUB+QSgjtmk4a/t5I5lcpnf+lcEmEo/H5kAGz5FTf4fvIFKdkziNA7upB1gnj/cgQRy5HuoiY8n0sFeOTBi7/467rCaSN1rI2fyxeRsvjttSvWwXXrPVfvdPfsk2jHdsNJ+yck1EqyTMHmG5OWGWKtCkyECmJ3/7YeqpnDW7NRGPZVsTidiz9KA1BA3NTtTqSxV7+MGH7dijR53IxeMKq4jOG7759VYtPWjl9XkdV215aVVhHJVB1rJocszecON/sN2Fi20kmjb2tVeBtUqsZsdU7o+qburKQGY8ej7FWEpFTQ6crouMMLGkLELFotpNIXtAoqEK4CCGMk8nfGk30orlwZZXg9m846mCFVTmhRBu8NHuCGUY7+iXQI/xgAGW8jXG/SmdlR6Qs1OFCXlIQOUII0f5SR2KEC9dwsCnHgj6RIL3wF1WzaDPpCZcLsf0hL6VUB7wUo0ueeG292hAklQHNPmeCF1M95oiphmFkmWNApQEBalXaLrQ41S0ikJK6Ztk3UzdgbwTwlXVwAvNFZuPrVs91lT6blbdXbdxsFDpPqbagLqL5Zk8/DpAxBneVFGaPxIt277Dj9rKctmu3H2pbdK3dufHLd+u+yzx0wmTaNDrtoz8ak3coZC1haUTduWLrhPfybmhvsL6wiKQF152mZ1/6aWOreyLzi5mSXEOJkYmM0ymLLiez26Y9qXj1tZWnHASV+c4tLoq3ajJwXZan/k+K3Aw2Qd9QDeS+axt2iQKrOfRE7Cec8pcTLzFeZPqaIR6HfmGSOI51rW9cfoLwAbhGi4EnuA3Vi/ngWP8Y+hO9u/LeWuKLFYcu3yQUKzrxJR42LoDkvxkDFm4EGgxX7A9n7/TJx1MT83aysKSAKoui5Hui5Z9zdd9reWKjI9JWj4xaYX0rGWiI5aV9RhTAce+JVnD7gQKExUpVhhj+1gelWJVbZZEXCJ2/OAhWTl1a7PtiUCDDeIPPfqovfC6q5TZLduydYcrXnF8RAqVtN2XvdgOHF+y/NiEFVheQGDQk9VCxd3WN5hhSwGgO5puZCdvOg9dMK0DEqgX9B8r0Mfb6BxwYpkXCCLP8Uz4ThALympAF/hL6kHIWMoieALyKpDQb4+lCOJoN+mWOwrKhBW6KmpyDd0j8yCWDGbmuiu0QAYrW5RZJCsua1xWpSxUZm2j4liUZRVgX0tOcU2pUJelxWBZVIWCb7BdJLhCGCGWgBp729JVjY4waN7H9uk3+4HT8piSbiS6Imroj5wCp2eJsRyRU9ieDmGv8Jbrr4iagINWWx9bqDieWTwAcug47yqNy1W79sqL7Ld+/ddt44aN1pT+jMmKzaQy9uCe++yzn/iEd51MjEJVu1ZeW1MeSDdAeSVWu600r1T17ia3Rhfmj1tcYAIw0YXdbNEFHvducPKpK6Bi3GRG5SeTZEIZ+hDoB63xUFv0hCMxIbRsMcZ9hGd/Z9i1/byRRDJx08TspJ+HOhni9OD5mWTwntTEf+O8pUUCdpdKZaszXEMYIR+tODbqFR+/wGvwG11mOZ69d99r7Gc/Mz1la4uL0veacD1uiwsL9k3f+nobHx01lmFJJ0QueiPC7RnpvbRY5TCBngtDKfXghVfEvboIT9U6stRX66uOLw2VJ2NljLVlq6ytOjR0OjLwMymVnzm75KpLbG153kaLGds0u0H1x4xtF35HRVj23v+IXX/hDV4uMNYjHZUz/cJoZgjTRCLn4/HAA291VElaaVZ9fN+KfpVEJusQE4UPbCes4Bm7zEB2VpodmxfBYBH3dDpjY/miTaTGrCj/492OjklhadeN6DE5sDUn3Ae/I126wHXknLRVeJxIhNDXd0w2AeMxvFnXF3wFRxnrrczzsu4Yr2dLfUfrXlm1AW5dYcWYr0cZXiViydY61Mvyta34YTy02+Su8iFGU4KciCQ1UkO4Tzd2UDv5E95TRut0VwZ4MIJf9UY8J8JMs4ZSt0PDQsTKrYpIbN3WE+wQ3rScYt+K0VoIEaVVU3qgKLDsHA0P4FdM6ehr6ytMx3pVG82O2PaZzT75ZovOswoCY1B55LSi5/SqyKFwUs/SVU1ef81rvso+8J73Wo5lgYS7I7mCPXjvXhn0B3z+wdTEpHdhlysVkd2Gx7UpvaNOYrUNjHuGfEAok8pT6lVaJannac0m71naiCMtlORcS1g+Iv3fsHWzr6tJOrNNs14OyqGOhJFUxZGXgUTsr9/688+tru2LrrnUzwGgQRlsoUSC+0GwucdvwIdzWk8YoEziQBoRZ9lyJxNMmUD3dmak4ANaUeKw29sXZhYb+9B732+TU9M2OTZuj9y318eMRdLK0lTUZrZvsXe+/522c+OoFFA2ZK9gmQjFMqBX+ogKiywZhWW53bYVWQLZXtEiKRGraMWq0eNW667YUumIdVebtrwoi/fefVZarVhCitFo1mRV5C05kbd/94ZX2rFDez3s5VrXVldrduUN32vHGyVrLK5bdOGEveayy60Qm7TxVsJb/9jNZVGupXgG4/wCCTM6SJVASErnFTpn2gdxoDDlBCTQYfZ1JfkZi4HfDFLHHxrnaEwHVFgapyCAyQiBiyp8gPCKLHQKeESkkFmUAOC6QGBdBA7rkPGZYwJSlmQYI856B0uV7+exnGSlBt0NQXhVJr3LGnLIBB9aSAkDq/HT3V1TvrLouBcbzomP7vtOPDpf0R3WsGSpnoIqDxZfwH/GO9Klo8f0K7BwEX6fKrEnJHpnL3SR+dH/0s2ub/NZeDVIcloZDNFjz9SrB+3GV71alu6aDB9VHDJ8jh6btx6j9bmvtJyTIRRNxm3j1i324he/2BIT0xYXyExvFCiqssmNjOrdtE1M5lV+ujavSpgK2btE6HKXhTs+HuyCwRg0L1uqwLH4OfdyJSF1qHz4ReUEHQidV046XjJskXzeCC2Su664wPEX7OR4OuwOdSS8d7rnaGk/3XUmhlH2mcXKRDEmfdF9i38sacJ3mXTAsjwf+/C/qLKcsp07Ntt9t92u6ymrCbhiqvFf9y2vsO/7se+xKy/aJszIS3fHVfbHXSdpiQN5Fis1K7WaVs9EbS3SsAmVGfp1GqJAK91FW6uuWknGm8VKIoUP2IG9h1Ru46q8g5YgVqF41WtutEsunLLVxQMKe0TGXtTmTqzaziteY5tzu+zvPvT39tKrrrRrN+4U9uUtUtebqldY9QLy1VX5W2uWbF+GjlhAAaom40zpEo8k/RvQaIC4WwvWMWRPb4adjBamFWZWqhR+KtFySheW//H1Q3RMKLIspcYEE187GeaI9A+DKc9koNOK6jQX1bcYwnR2CeKtLGyH9jXo1lcatnS/kWDSTNTqEPLeujVFwEkpN1RFoPiGD3MSXhMf8BjQbilnUsrvtQ4tuqKN3YbiTtcsmKPaWs/Q2IDwtxvJuh7kaelVPrIIUrcZDKfBT1rjWqqf1rtlm+up9ok1RainRUwrCoPqrWjKpkStc62sFUVeWajbVynBbznqqiX5RX6QjkArjRs8o8dJUP05jaC4iB88pJxId5csnpyxSy7dquRMqByN2NzconVUCfgEMRlOEen6dS99qW3eut3iMlKq0iVW54gnZcSLSLJiB72krUbb1tfXvWeVFkruKTGsHVe84ynL5HM2No6xJ5IJqZROk1aUJY50pYdkMtpvkfQWTv32a/r9zdH0c6hFUtbt5AYa9AOgCYXIDBLJEGy8ypcSMGM2dCo3pKGXDxg7lgAVGK2E6CpO3kk59Yem43RKGaaEozWPhFUCMl6SxcAf2fugz37N5wu2ePyE/IlYm6ZjKVmz1bHv+tHvtxOLB30afiJGYzvWUFcWRdL1h2VQ2V5wTd8pye91ARpbBLp9QSCohGVFYRsdX6rI8s3YxOwOS2SnLV2YsuzIjN338BF7ycuuEfHVfX2zUs3a9Myl1hrZZc24yGsmaxdt2m7LJx6VRS4yoG83WGBchZrFWutKEMgKlh/6jgtSllQJzv26guO/9Yc2JggT4zpQDCzmwP4XzZT1JhtOV+QDae3KxrtsnaX0VMTppsZCJV2VoCKCcROWBntt62tNxnOK3ACykMgRgSPbKJI35BbdC6xLyEb+jFnhOkS3JlJaEkmlhZVWUlp7caxjyeLktMQSDwY9QyZxBBSSCOmsKSUYLJ2TH97CqbAFS1goJ4h3X+e88Oh6+I9WNPdITtF4WgSyjI98l0qM9HKQUb55hE8rlAEefPz9RFKgKEvzc7fconTtCkjytq4KkbVPAXoqWYyhdrVu84eP2qN799nc/LxN6R1IIS31dQEMgFFrylrX7w0bNwpgBHCFgo2Oj3n3R0kA15ZR5F1qZC1bfimtXDMUJEJFEqL7QewC8aj5MUjL/ztskXzeCJg93m+RRE5HBEMJMXzwmbARIPhNieUYOG8VwtHSJN1EB9kaDsz2/YmF774CgSpCdBx3ZP+jlpYBNDaStxOHj6tsMRaQJbGidujwo/aW//5fpbeMBWe905x3ZVP24AFu5iRFONJpOxyt2r7SnD0ofF+JNmy5UxZpZQs8GX8qY4uldR3jInEJxSGjMjdl+dEZG5veYnfft8cuf8Hl3krZ1AudyJitViI2vePltiDSuPPiS6zaKlu1smjj2XHhZURGdtSONsu+osdSu2pzCVFXfTdICUdklaugh2i1vKYyKyxcXLNetWUTuVHbpu+OZVVXkVatlo2rPqPVcRycU7yYdAkp8pZHnTv6q+z2qCx15EpwFYQL3GMl+BRh3KLe8541PUqL45rqBVa5WGs1bL2pcGdEeFXH1pSnzBBn8ktLhkI7Rm3UsJTu0dtEq2pb79JzxSxrX/tXz6cSIzrSY1VVvNvimC0fNpPuFS0t0piNKO+Ur4lYVvkLcaKLPiCsZaVt15sW+W7N9YZ6islUkFFpjYggAwike4RJ/1hPMqJ6KKrrSZG54Cnpt6cVSRTUb4xTLeo7bBPLfcY/MvQq7l3zpxHS1hOSnHzsWO8s2KMHH7T779+jOEdscmrK1tbKoiSqP6XbdGGnRX4f2rvX9u972OceZIp53+2OSTV42m62vfUxIX0dE0aDw0wEopRRRujSHh0Fu+nCbkpPRdCF3/TK+qRa+Um5I7d1EvxWeCmT4eRXhOPf/twvnhVmnxNEUoz6tEQSORWEcM2WLDYfCxkATgJQUaKRd0yThxAgHGHYzrSVLLRWAUK4hJg+BJK1In1At55josVooWj333W3AEg2qzJjeQ4iieIoXCqkTYXnHX/0e/Z9P/q9vjMLfQ2paFLkiGk+oiYotd5YVMFaEbErSdHaSZEepTQb6GdUENLRopR2xJoijZ3kmM2pRO4/UbHs2Gaz9KQKZNxmZzbZxi1ZWy0dlp+KQ2+zbd96vQptxgtFPEqDfM3OY7IEy0zIAmnouZLCsazCwcgRulGVYq5gtNChywFBCs7pJvFzCeMCIY50u1Cw9UWBbpBmdA8weYUdajBWIW24pp5ryc2JeLKobk3xXZSRs1+AcVxuTjCBtQqZZbwlJGo8nrWxSMq7BSCRzDpUeXQO5cROaeT5xzf0m5bK1YgIT3/JC7obyEv2Pa0qZsSXrQ6bikiVWXB6piNGA06y12tLBZ4ueyzP8VjSJnUfy5wC6jPeSQA+J38iShAG3LNNJUfvvuk7nnk6hLgRPbpVfM92pZ2XaLdsOTmN8IwHFOkHWNKNrFmyIEAVePzbxz/p60rWBTLMWYqLDEpLPM1zyYxNS5dpwV1YOGZ333mHHTl6zCqNqrcgL6+tKDGUbtJttp3EMayCHTC4RiVKBkEkuUdZ6MlICEqmREGi+iGd+Mf1MMkILUWHyuHtb/25IZF8nsjZEMnw9+kwfFC87KlQhFgd4rfvYa3ftIyDQ+HiyvwOMdvHdMv7Aw8/Ip2LCTcnbWnumANUoyFjMZuxeksErbVuWzfPiISkLBcbEYpmg5Y5BYXJCOv65JF22Y7EROiYbShCaikhkir3akvYnMh7xVxtpWxxuWm1asI2brpQxHZCOJVXGZwQ/lTt6quvtLXKmj6ftkMnqnbF1a+0pdYG4b/CoTKczsZsMpuwRnVN4dZ3VYccsoodExFaS3XsRLRtky3hr8JWa9asVKvaaq1sh+eOW35szEYzkzZbFHGV0VhI54XRwdj6mWjad5kah+zI5ZWGKaVzgDM8oXKtOHaUnk2lJYUzGMqkcu3Ok8LLLO50UnWCaL5A+7KwgV15FjoNq+g7kEvWSKQtdb1bteUG2zXS+9RS+kIR66rzVGeLGFqrLiIa69cpbR/mRL0SUV2cE2VbrQmP4m1riVxTXYMt8UbB4uxTDUFX9jSUPpV2y6rxio7sgy3iqbxr9Na954/6mEYGBmCl2Y9c6ZRWnsdbqp9bDFXoOLllKFZEeZUQSWVoE4SIVs+UvoMfJFVSugSxZJwpTRWQ47rCTDc+4zZPL+h8kO6Bk6DnMhImN87YYeHv/XsekA5tcSKJMaUqUvW66l3pdjaZtq5I4JyMonvuu8uOz89bUvUX4/4ZYtest2ytXvEGAXbXI6F8TLHCxHhJihhd24x95Nz35lZKOlkkh7mIfnDg60pUiCbbKXKd1nGGlLz3l37luUMkE8nkTdObNqquFMGjhVAZSTM2s9QYCwdpZIkUKJHKiBJUpEeJjSPhA5ZNm4eSRPdIJ5wTR9JM/1pufuqnPIBWxkS8WMOJhHZtTUhJdZoQSN158y0+dm6kkLejJ457QYOJMRCYtf56vZy95NWvsNV8zRrplsgPLZKylqUojK1QlsqvhK1IAdMqMKwBVtS9URWMTVKWUcVxWWq9r9GxzMisHTu6aD0xoSP7D1l5VYVApGlk86Rbn9Mzu6xSFaCJcOZHp1QIiFw/82XlbkrIKlV42uWKr3RPi90yBEFKxDaAgCuKw/6ajLlghxpmP7bqsh5FpKs6jiodUyrgU0qGERWwvBKiqC/QVc2MPrqeVNyVJgkVtn4rmoJBC+W67jPuE7IIiLT0fkL5SDow/iiYhBMTuIlmy98s15SeWMr4UVUtgGXHGEUWtGbNSbqZqWxaygNIYa8Tt1XlKyQGEkkWs8QDLZxNhW1Ov2s6ql6R3tB9HViO0U7F/ZzWd2f0JqMFIZGuInJ8/6Tjj+L/OPe4+09OAG2+QUEFx/ECPWSikbN6xxl9BEND8RTcnhGSHgsQiSZxYgmoyQqNtW3vQ3fb6GTaHnnkAYs1ld/SbVQfAOebnAOcdC1lBZpx5U1packWDx+x6vycjemBdkeV5PKq5QVg9FdFaPlJBkMMQG7KDAaM56sqwI6zcP1XvumS4kB+Cby4pogTUmWXAxv3KUPvGLZIPm8knkrcNCYiSZcY+h2jNUdEgUx3U0L6xvZ5HINzH7mt57ivMi799Z4PvQc+SUX676LpKrvSl6isRp/9qot8h21BkyJekbi0UfoZksxsLmt3fu52y4hIsaTJ8eMLPoQpIqLQE2mJC4fvu+0e+9Gf/f/sSG/B2ll2zGKZMOm9KmEWlaZ2qQqJmNnLZgO+zq2uxVoJm0ns0p0p23e0Y0sijTNbL7Pb79hnd939kCr4FUtkipYpjtv07LRNTExbNNGw9ZqwZ+Q81THbrCOcpRAmOwlL1ZJ2XnLcNgvTrFS1KIs1Kk2OthetEwff2rYuS/DE6ro1GyKeoirbilvsvLFttik2asVe0kYVvkmVxUlh6rTSi80aNigPwDeMcW99lOMPxKufogF26jlwJuLr3IK11Bg8qn8UWMUZ7IJs0sNDY8SKjPEV1Q/7RRqPC28OROoivA2rdpsyUlO2pS0SJvClHliVcVuLVEVYy0r3hog7uF5Uqo2p7kkKt0WiE2DdqPJ1WVAjEiU1yXSzXudWIitW767LUKDFTITOdwOCKAmG4i3hTsPqsYqV9W4tsaJaqSQYbSqvhXVKR1bvyEEKSV/hlPf8CWfFH/UZ0WCFv55Q3FUJUDNibjO+kGEDgBaNFWyhSU8mAB4lTZRWPv5Iz9E6rIf0U3go/al7ZUKreJCKId6R4vx2TxHV/5yzCkzPyvbwkfvs4NFDHsbmOs0l6HrfD+o8eZKgoUoSa8WsvLBqyyKT9fV1y6aUJioDVXEjlnnzbYDbQTmKK32ZaOrhoBjKHxoDGAfv64vqOiGCUPI1F50Tfia7JvSuk2mirevv+ZVfOyvMPunXsymZQqZ3/jXn+/ZWTIJhe596o2WxWjBbD4cFinhiC5g4eoWle1ixJwVS2JfQusWRiCS0tzQJcJL5vKXHisF4DQq6lDudlOK1OvaPf/U3Imk9m5yc9L0pH3zwQYEk1lDwrbrCJ/22zyzfY3NLh23L5JhNJLI21ttgBSzdXt7W9P0DjZoAjQ37EwxP8HEVLGNeVQafUHj+9vBB27Zlm5XXSjYnC+Xe2++2igCkvF6R1aHMTdTsJ37iB+343AlbWK3b7ouuUGFQekB+JQwP36gM3yZFnqS5Wx9ZUNE6IGswm5qwo405+9jb/twH5h4VaeAbhx562JS4QhxBjpTvN//kXXbDDS+WBZQSuPYU1v7ECfnb8rTtq4guUGhQQtaiYkAv63NVRfDjIqjMfhzN5FTwMQZI60BocKRiwbqBe9ANheUDQWXsDwpPQYYAUmyoi5igxJaEtBIwIzsYtM0EGQGrvk03OhUIBLTUqhlL9bBcRkGOfQ4Y+8j32Y9FOe75TuHgGpXel0OEMf498CcUMJ38A8Cweqk4pZyeBjzvBP0Jpe9ZH5QYDcqKl3/3kb+1w8eP2PpK1f7iT//eOj4jM4i3Cya8vkdZQf9VrdtyidG0ZGvX9Xny/AvskksusU07d1p2bNTGtm+x3NS4FdNZy2TzQetPOiPM1FGVeCwdLLPB9ZNls/+PeaTEnaue7v14vWS4IPnzRhgjedHVFxm9bTEZ4bJNrdEsW6sWTJrwiko6iAQYLD3o4zEStlIGv/t6Kgme7bs+ljOkiDG7KVrhRooW8cHTqrwxgKWLjKn+mz/7C8tF0zYzM+Nbf1ZLZddPcAeJ54uW3pmyP/3wO63bbtjFkztEyJiYMW3ZblLFI25LwrcPnLjLOrMscyU8UwU+Fc3ZRGxMVX9X2NqzT95xq11x6WV2cM8+q6yX7M7P3+bj1BifPzE+Yxs3jNmb3vh1dtsjt9jdexbsm77+u21ZGEnPF9jDxLrtiu6MSiFGNgtvMxTq4/vvkFEYsalREdLihBvtrP7RUR1SjGVUT8VliEd9kgfj9KhLKF/gJgVZMeXsCwRSiDyWwn1cEva7yE+/KZzHB67S6sh49hPdqq2J7C8KYxhKxOLmkBJwi7DPxnOigwqjMKUq4Faq23x32VvsmPKJUYl/KdV6EGLCyI5xzIhPtVWfpstKN2FIt2AjiQn52LFD3cOqllRrCOOom2NtEdF43hI99jvHMIbi6x8LjwtYuj2RQoUN3OFvRgSPOdvsvpWI0cnPhBiapaiFpKw+RE0oLL+CJgwRZ+ocfaeshM3pfYZdbehlaWdWnRJ3go6QLiwHxHAt0hUkn1b4aRhJ6RpwHqwPPIjlYTpzFP4qXK3ICfv9d/22zS9X7fOf3WOP3P2I0p+WQzAafwIiSXlBr2hYYzOSsnSBsY5dlTdWnbnghS+yqdkZGXVK3ULRCuIh2WLRYswBYdccLyMyvJSOTB5mNjh+nlxbUg78pqwxTMSP4e/+8dsnZp47YyTT6eRNuy/aLmtS9EKKWqkJkFoNbzkhMmGkOUeCLu3B38G5/+5fGxSvQHVdSaNfUihlFjP6GE8A6/cp8HI+XkL3aEU8ceSEvzM+OWG1atVnwKIb+DA1OmbtdNK27DzPtu/crgw+IWStW6Y3KYWi1Q6LJsiwgjKEDqC0XvTCr7AwRpAtoJZE3hJC4ILCUao0rFJV4VOlHxehLmYmxPeadtX119mJ5bK1Y6JZqawtLi/44qaPHj9sS2urtri0ZLnxCZuPlGxdyrwoEnn7pz9jf/m2/2O/8b0/ZHd+7F/tgdtutWMP7rW1QwdUNFQYZcWMK/yMU/mwiOS73/9+G5ECnr/zfKtJcVtiPD7GUyyopkIaFIyIT7gJCJnSXwQEKzQlRR0REccyzQnQmXxzkkDIYSFjg0ESAb203iEt2ImGZyCWpEtIOCCQpA0FlvUgASPIF10irHNGS4KPG5EOpPW9rPybUNqMqCAy1JxFdGmXZRcGunJVPE6GRV45aeP4TAvfIT58yytNhZcJPzVa1hUY4t2TIrre6hknW180YDwk6bNhuh86AsW5peP20IFHBC7T9vGPf0ZGD6kO0eyXEUikA5OgWmHhGhWTE0yhKOutrWHMHDnq434Je0cBYvgHXSnJJOPBlAcqM1QGvsKBvuB60Pffx9/oGj970h/sD09zD6r+6P+7fm7YIvl8kWQqcdPGTbM+VptNHWr1slUbVes0MUPRgwCPQ3c6OfWZU53++HPeCiSH/rHqRlx443WA9BBHd9za2po1S1T1ZpNTk24887Zjv46xaMZWj8/bD8gwb4t81Dt1o6FLSGtpKXxMOgsBOioytBRht7OcTYpEborkbYOQhIkrjPX7yKc/Z9df/kLbOrtJxFmVO92Set/1vJOwW267wzbs2mwPHz6kclm13Zddq2Im8lGv2bG5OduzZ69vzTg6LcxWvTJfEzmgNywSt82Tm2xzdsYJW1JcalQEYCKeciIzovizUDg9OYTFx1grbqz04WSFNDqNQJigiLTu+dHTI8AG3mEoENu5Mrsao70iLxd7TVtQXrKWYkUEkY0dWHiMdKKHgh1iNih9ZvSrKEZVEWtS7lupU7VGTOQMkibXFJkEL1gDkp5F+L8vrab0SMVF75RoiUhKGD6mOI5Zs1W1E70Twh5maQfr10KkkvQeRtIifQH1Cygg3c4gO7OvwaM+/gBe+hb44/MD9A2onffHKK1YAK6jvGaoFWM0uQ9JliLpu+QDr+ua1JghatR/9GKypuSqsHO9xSYfkEHG6EM8pVsyAKjzlHQKAMegdTAQv0rAgoPuRCNNe/TEfltYXrUNG7bZPXfeLa6QduIXPBXkFoHx1kTSs5/PDFNI6Hu1cslWFtesXatbLi+STe9cW2mhMgKx1iNOSml55YQ4QMMJVYjVfj08esSlHzqGZQb3vl//zedOi+TE5Hjvost3Wa1SsomxMZG2uk8EWFfCsAwE692hUKFAHAP2HiR72CLCMz4LbEBCUHKyyQXV4iyRE1eFOaLCnElnrcfkAbpRpJdpERLIyJ/8zh+J5edtdlZgKfB64P49PjOKRbPp3m4zGznVs5v33WoHKnssO5Ww7bHLbHNizMY7LLQQ99nKkLBsQ9a6mJRbh6q89bot6t59ylx2zmklonbv3ofs2NE5WzqxrG+wQCw7wNQtMRK3l7/6q2xhdV5Ety0ClfO1qVCuvMLFsg6f/Kd/tQ++8w9t7cEHLcEi0ifmLCmLMyt/mjT59xUF8jKYHt6yKbLQVMSx+msisgBaLyeEzaTtB3/6f9qNr3mtbStMWbvRsekUWwiqgEp5+TbdThRN+ej/giIbdH17y6OujVAQlKZEndwC7jinXEGeIFmsxRYsXdSxhxTersgWFiWLXXNk7GZc6cW73mrJ+ySii4ASANAZLZZBtxqpLhEgu3jG62f/+OUQvkUcccSLCGCKzJdXbTRfECFm2IPCdzIeZxM+pY3SK7RuGUTOmKC58lH76w/+peWKo/boI/P253/wbp9pjR4x/qtH4up76AE6xDdJP35XfZmJpo/fZexjN5Ww8Q0b7IpXvNSKm2dsasMmm5qZsbTKS35svL9sVtLLAnoUWreUQdcr5TtmQZAfAaCCZRxfOtxr+3kjo+Mjva/95tfZgUcPGTOH10tLInnsmKTyL13CDbY64k6VkzjULwLhM7zr+I7e6D4rNrBIc0KkdWRsVDoYTLxhuAQ9E67Pzbb9/f/7WyvIIJ5gooHuHXz0gAhLf/OJbspa2bbltxbs83ffYnsW7rdkJmEXZS+1TVGRyVbaKqoHbmsv2tFYzarNhO1OjNouy9vGJiVPhr9g8aMQHNVNDCM68Mh+e+jBfXZY3ymtrVtH5KvRTdi2izfaph1TVq5VbW21aZFORmVfOEXPl/Cf7fdedcMNtnVSpDHFbGOVIxEBiBpb1RVUfihFtHJhfDM+z7tYKf/c8LPgbz/pRCr7WHeKOE7201WF07EIvGQ7XVrjGI5ED9B6t2FNPUtPUyyV9e9iiDNrOqp6mP37mfTCnPdJ1W2sNsHIBejN/YkVm2utimB1rUyXOeHWJxO9hsIVszS7BingKRn83CM8ZadpIvT1hGXTkwpJxOaWD9pKYdXnLlCbKFY+HGAkxiz7tFVZjikmo6GyrvSI2lR+2upNZnfLU+kMmEjbI29HFLgWw+SIvhw4yDsoVSOS8Macnr5Prxj1RFz16ATbZOo6PmCSeLoIL7vr6zY1MqG6h2Fqcs2gTkoryZUsih/Dqfp1kzCPevGxme9BToWYHWkxo33Rbrn/Y/b+D/+zbdm02/7kbe+yylKA7RjsGP3eKgke61qyJxLs95RX0j04kZePWNrza3r7Ntt2/i4b377JcoyFzxVtbGJc5TFjSXEnWiPpMkimMh4/yhflCuzmN9itT54st9zDce87N2x+7rRItiOxm9bTRdv/0H47evSYtVUoi4rQ9I6tPjspnEkER8RR4RFJhMRtS9FxAAYM3hNZjt+uGEoU1sHjWayNPkK5BeCzAUWa0IgYXdt6noHO6UTGDj7EAO4ggadnpm15aclnR3UEWigMGvqud73LvutH/osdmq/a6NikiF5eVmNGGcMEFRFIwqZny/Jftqtbd03dYyAwRR9rhgk8pUrZyRRd6IBNQs/FBJwnZFlfeuXlVikt6nNNG0lmrbm2ZCO1kv3aj/6Ivfvnf8Hu+9ePWGLPASswbmO9bBF9k2b/WrxrKZ9AgoKThgLtk8BCBU9LkpKD/imlM+DAkjmtds1ySr+7P/Zx+4tf/y37o9//fVvX9y68+loPX14kglZF381GBRb7Cb+gkVieFGQGwdP94a3Kiosededd5nqXIKC8pLeMPJ+ZXZHriYXmVOgZDsBWjyO6X9A7tDD6BBnIic4Zj8oWkKpy9P0AeAEM4uXK0o+jn/elf+Vx154x6X/aP6VERgewYLEQfcccSD33EJ2AOyd/n1E8gh41dwJo8X6LKGH2HthjqZGC7bxgt93xydtsYXEx2PFDaQvhdEtdZ0xsoBAFixrrVKDdU5iiLeWj9JA19crra3bsyGGbHpuwcqVmmWTaSbqTRfkTR2lUdpBwcpQDj4cNKh/GLSinwZMRe9dwjOTzRuqNxk333nefSNRh773ZuXWjjeXSvgoA43GxJ4JWw8BJfR4nYWXVFlYhjt1yjtXSQ9cjveQ4rnchGvKIST7S62TQVQdGQjr0LJXi4pE5WxFGg+fgOg0AayIBEA3GYkY6Ms7X6/agyO9l119vNRW60fSIJWPsSZ+xpSpj1YT1lrPdyTHbFEkbQxjbKmOrcodELdZFOOgpYimWh48csqXVVUt5q2zWxkfYjWTaHtj3qL34RS+yB+6711iqJi6jHpycGMnbKM8VirZt6w7bJKONnhQWIppWuZpQHEcUViYh0qdAq6MTIf2h+IbbASJe1vwvRpvS0q9+obSUntQ1LCGz2G3ZQqdpx7t1O95p2JrAYbnbtFVdq+i5mvKpJcLRADNUT4xElBaK7/ZYSuFjhQ1hsr6UhkAqKPOJrt3RnrfDrSOqa9pWEYlkVRSCCeEa66ZFsNLC84RIMa1dNFSI4PVqigvkvmN1MbZ4Km/zzTmrJ9a80YFJIWzuwRkztXMRNo6MSw/ozhbmKy98PGy0oBi2RVDp0xLxE8lna1pqIqbRsHQPfzv6blOEmDAzGKglP7pKCxo8Eqozx2JjVrQRpTfEUxRayguZdH/0HFs2RkT4Wd6I8ZO+IgzVtN5fUbxo1aQDXepoSfAV/Ve+BKKHkH7eRZSGLTGBeC5q9+zb47uNXXvt1fbB9/2ztyxSTnxlAuWXZ68c8xyo5XrS14TiDSn35ZNaDZ+YU6mU7MihQ1bIiubreSYiUeNS1/tsbrgKorBTnihj/lPH8DcmCeUIxzWE49/91u+cFWafSf++rLJt1y577yc+bf962522sFqzR48dtytfcJV99rOf9dX53aJUpEIH0CDhOQwdQAoTBoeEicI9J5G0BuqI4xrrcDEBJXyeI99iGZQrr7zSNorI1hp1t7iRjVs2B9+WJpPPUYFDu962bHJS55O2LCCiOZ1uAJTMQ0lLVCJqzDBelyvrfll+1LEylMEUgZzCXZASFXJZy+ezIrEqNG1ZLipkWCz77j9oxTSzbvW0gHpU1vh/e+1rbP7++yypSn9MJLRU7NlSt2TrnbrC0rNMs2fFmuIvpcN1pXg4aF+HIyxC4unSbjkpSwhQorKqs9WKFUplmyjVbHuqYNOyZP72HW+3G2+80d7xjnfIag4s5aQSgT1kARgs1awKX5axPVJ8dm+g5RZCTVsyhRiAaihh6gJWX6BdCUQ6MT6QcR8REVS6S6bk1whgorRyggp4UGkAUgJaYZR3vbb1m9nwLqS3vhU4xRU/pd24AIT7zz0LEgC+B9HHkvIroL5BuIg/aXQ2EhZ2HC/hD4sp06UBuDG+6IorrrBCIee6HEr4DmUkdFTEfDuqyjmh9Gd7t7aQnQk3jbWSLR49atX1Un+BZ7bxrFpDutFS+aAsSaHcOUYOHE+VoLQO5fkkE9MT9g3f/g32vT/0JrvrnlvdsD6472HXMd/mbQCLQ3wdFPCX1pUQj0Pd5FnHpIF3cTw/uMEE10J/aGVjgeUbbrhBhlHCSuWy1et1YWkwphLxsXR6JdJJ2kc+8C82mp+1E8fXrNZsGfSRpdlYP3UqNWIbYgXb0mFMoIqY9Hx/s2YPdKu2L1LzMORyeeF813Lye8PmTVYYHxXBoDsxb8X8jJ2/8yorrXREIFNWTBRtSgRyeqxoY8LtGM14zbYdO3DIigwL0ncJIbOtCwpgpqfaQ2UIY5luTHnr2MBYc6GzsJ16B8e5yr4KMO5MwhqVC/rmCSbK9Bo2F2vbiuoXiDA9CzERR8bQQUwYP61qwMkVs9shdAgYDdzQ4sY2qGBrSZi8r71s++JVa6oyaIqVsXc1aAcZZCWTqPxgu8OGMKkpwsrQAHbmoUs5oL9BuOlurvbK1k0pzfQ8u7zRsshEmISM5aBXV4EgXRxFFX/wTL+TIqr65YSPvKIhiamhfpROQih90q7SlnUpGQpBvQLhYxmi0WjKJlV7jbajTqbrcoSZOpEJmxtlYMzmRi3WkvGg3y2R2bryvqSgr8o/dutZqKzbar0iPYTA6V8QxNOLp2XMJnITvm5kRsbX+OSY7RIHKpWYDYDOBQ1gJ8uE8N2bZ1S3KnWF1ew1H+zE5PuOt1R3Kzz7ZNg1VkvWrNasovq7VmZrzKB3l3JCbypuELtDR1p66zX3Bt1ZSlgNP6sytmHTTRtf/rXWyY3bp+57wMY2bbHXfsO/t5/8ge+1b/3m11tOZuHtt99sVVVy5aoIhpQfbYZo4xgjwarx1MoJAYBPKFDi0pTdbLBbiQqECA9qSFq1RcZ8lrcSle5mSBwTPigEdJe0VNCYqbXt/O129+13WatWV0aJLBVkjyVTtlaqSuFZk0zJp4y+5c777M3f/xb7xD332ITCXhWZY/Y3i8EWVMjbMQZqs7I/NC5qSUqmKnG+pVD4ZJIFAdT86rp3Myb1/XwyawePHpQC1Wzu+AF7xUuusgfvvc1++/XfaP/6x++ybqlu8VrXEioAFDQKOHPHw8KPClDgA82V09F3g/FU0PP6Pt2QrIPVa4qokUYKi0+AUfr2aO6OigS3FRdZkLumC3b5jllZ2B37qV/4ZfvWN32PviXLUGnuXUz6hO9PLX+YfeddB9yTt8ALWMfeuazryLJBLAoOUPpuQHLBOEoVbvKQ8MkFIUKCvwhnABDpGPxTHnBRrn/oO/4F5yflCy48cwLYh58i7qR1S0Q9JsveQ022kEGKpKpSpUpPcQ7yyZcf0pkf5RzFEYCavKQbS66jhFJuKb3a0o277O5b7rG3/cGf2767HpR1OqI8ULmQc1BSMvEsLQF4x0oIFJ5QF1px8l4hUdmgwTGhh5bmjvvQimhcxocKTlIVbUTliPIXTxHGgOD7/uQCaMoi+8Iy/pXF6COtYOWAuM5ZDP6Pf37YIvl8kXg2cVNvS8aOqeJ651/9td352bvtu7/7O+3NP3y93XnXZ+3Tn73fMtmisHXcmuW6WAi6CyrJmFTFRvcqlboro3BYYCFsls5gKKLyVKAqEWzVSXkBuGkxT6oc0Z2dkNHtS6rRkyS/GNeeySds05ZZ23vXHh8KQ+GamJm1+eVFYRmkROFWhUq3+I4rLrPRmU22VBbmjE1KZ9l+L2bjeqYgtxbv2B3NRduTqNvhGHv/y5BVea33SvK7a6OWVoXftOWVtcAwFymDPFZrq/pu2R5+eK9d9ZIX+pCmfFHmcW7EUqrfxiY3WLY4bh2RrCvHxmxW8RwRfvvsdJUlr5I5kAZghBxYAb7TQunp5Q/QhiTcUFhaAhu6kKlWqEtw6/JrXeE9LMxdVQXBWr50TRcUzw1K12RHTukDSQl214lYXnXchH5PiWyO6sP0TtETBH7QiwTJXFfwHorWbW9kzQ61lyyWEF5ERGbcv4zI8Kg3eDADuCfi6I0qAqpOBywS4dG7KaVPkta9WMRqXemGMqbV6FguMq4syyp6qg08nhLFjRbFUqTsYyebDNmKF1VvsdA4S8uJpOorDLGi55BZyyQTK3xEFC43tPVFWhrZ+pH6QpRd6pZWemf0LTnCqDRqR9mhTUgMzopg8nZJfKKk9FBElRZKJ4E5cwsYM7mm9K+LSi5IJ5rKIDbfSOv5FN1E0bK8lT8nazKJ+0vbKrncsT3332mbN262v/+nT9rdn7jdcimW9lM66fmo8o461etVxYidbaQqwuG2k2LGoPpwBzkf96p6uVWtqnz0pGessxn3ZYJoGwWXWQ2HnZwgi07i0Wcd+ZYrjpRMTypkGHLyS9+hoesffvf3nzstkiwDsWkyavfe+Qkp3Jq97Z1vszURmGiBxV432Pd+91usvrhus5mizRZo/qWF8jHHQFMcLSoNEUifWKDMZOkY0qgpoGqJLLVbVJTUnyJ3Om/UW7IKqlatsC4lCSyKIqDCsQMJO4Bcfd0LlUFN356oXF63mckpm5iY8C6Veh1Vi9j9n/yM3f/5O2xkbMoOHDlqJWVgsE2gbKGYLBkV8oyUkDmCrDvF2DjW+mLBWLZY7whYozWFfa2K2Uk/rwpswyZnR237xLi9RNbKD73qdfZ/3vgm322mtbzq3Y20PGKZK8aejk9WeDdsDRgUBvZ2BbikJ/dy2bRt3bpZ5JZlg8r2m7/2iw767MbAAugUF5Z/YXtFiCO+oViKojyTKuNU6BhXklXcGdcJqLHPKulHHjqpeWrROPdFaQyJ82ELVHD95CZ9AAguMQmKy4+NrZEoPf3i49KFa9Q8AMhj3v3RH77d/vJdf27nb9vhu9FgySIcnUj2XSich/cQWgBYFoow+nadhLnZtuVjJ6y1XrH1xWWfCcuyUW3pRkvlrKnKgvFrdNnTEsyyEyw8vy7/fHxwKumTp+qq7OssADqU541gfI/mszYzO2tTmzbYjW98g/XGRy1Z225/9nv/z+757HutsnTImtWHLJEVm5JeO/ZS8fX1jnOwGAIQ6ietMegXvUWdtrBFjvd4n2fBbBzjflln0teaFI6A9yW9M7t1q4z5aVsvM2GzZaX1Vdu2dftJ/ylSVZG/m/7Tf7HdG7fa8YV5W6mWbalV9q5QlolhhQ/GyJWqCkNX1KMb7KpC70smwT7JNd1v+3JEXoewjI/Ctn37BqvXytZuNmx6etZGR8dtRKSRrR3HpyZ9vT/qop7KGN3vZZFA4J6VapgUo5pMR4w9fqv8KBwnHeWJwt6XrtKwKSwtCwFEbW2vnrkz1rI7olW7K1qxB3TnuAjwFr20XaR3cyRt4yJfdBkv6RtHRTCPdlhwvepdwiNKv2kB0qQCRB3FsCSnXbomHuIQBIlkl7C51pqt1tfge0of5UdXL4nl0hZIp3KX7QxpNKB+AuQSIncijR2d07jIioYs7g5yMZOYtX5ZiJv1oCFZtK7hF61/tCiCLd7AozcxiFuMU9V1tkhs6hkWMydvCSX/IED8ZoKoD+uRr3RJ8zLhSbVp8MBAUXUrv9aFWuxnzrhKCFlUrtes6Rl9vbxiGxtt26yAbxGZ3JxI24jq87TCn5YOZpXvKZHkuvKVlUUwgDySvbycSDHdZ56hZKD0Rc8Rc9pF7/n8vXbT//xZe+jefb47UTjuPIhLgNHheSheZvqOoUaUHRoAEIYyHWNJt5VVq5XWrF5d9zWmO6269VpNcSMm8zJaF9xWGZPzhh05CL87ZTSt3/GkuEqODTvPTgZU89mTjZsmbnrzj7/B7vj8J2158ajNbJi1W+66w/7mk5+0S666ynKxnL3lTd9lt332ZpG5NSu3G0plVxklqJSLgqajd80pE2v1ukAg2I3D10/UEcIESIXdJgiZxHpjXEtnMj6RQBfdRUSaaKresm2rTSk8999+p1sEjG2bnJ1SRlUFbPJHqNPS9z74F39lP/Fbv22333mX7Tp/lyv6anVOpYIpFlnv0kWZ3BpQqtNMHnXoiApQonbXA/vsxNySW8Ym4tqURTObSdlDH/+Ivfd//6aV7rzDplQYWhWa2KU8quwFxx4PYkManI2EyulN5kqH8DwUTxv9ZIYvLVWMqN6xY5PI84jlxGLzhYwdO3bI5laWbWxmWqijAqD3nMySdPqHHw4+IhqsS8VONSzJQ3d3MKta9/RsUOwJfRAuWu3OMhrnvAQ5E8QzSF/SHYBURSrdpbOCZ2ikgWR7vFVh+Zv67+kjC5yKxcfE8I8xSCrmWM0RGV8RWdk9hiPI46L095Mf/5TSW5a60ID9Wfmur5Pq7/Y95bucSwChsCzQ6uEt/VR0cpQVZmuzdtns9EadZ7ylmt0U2GKUMUMO04CfvkM5ksLonNigQhERzaatV9Z9ZxHWTPvXP3z7sEXyeSLbd26+6a2//v/Z2PQGu+EVr7RdV19htzx0v33+5kN20WWX2+bJaftv//nb7Gd/5v9YJM2+7WknhZRxkA9DvqPKGF30nTqkr+zvXi4HiyyzPzA9Gu0+dqOnIWaBNawlyQxuVr3AT5+Jmk1Ztd3yZawq1bodPXTI2LeYMd2TGzfY2tKy4+7o6KiKQtQ+/P6/s298y/fZ3gcfsJ3bz7dyt+qtX7Screi5hirmupQ5G83aiMpVQfFmikhPWN6Tvw8/esiOH5u3qOqcdolVN5ZtembcMY2yVRybtNkNm1SWVHWrfDH2jWWACHc6k7NCqmujMR+wJDwQgaGsQ4JUTwRjmr3UB0SKoxwrXDJ0h3GPqyLYJ5Q+C3I11UNNEQuMuJoIwohY3mwvbnnCr2eZEOItlkq/YyJ5FfnRFLmj54gepEnlSVHfzPN9XWft49CwrwukmH+9X7E/1lmzBX2lkYTI1S2lesKHHuk+4WfsOrUBLaw91WU+IxoRLqgmtrqIXw3MUjqw+1pD+dbWd5kxnYgkgRCRHRmr8ockUO5bi/zXb+pjWrHBUBATXWCVl2DWtuBN5/rr9TKtrCkRN3aei4tEs9sXhFKhVNji7g9pzPAshmAxsXNTJGMT0aTvDjTFSiDydDadtfMUtg3yjzGj1F9gHP9YtYStfpmgWFW4q6qTpxNZfRc85QnloNLGsZrv6hrEmQYrJsy+/6/fY0cPHPNJQ6trJddvGrFYSYbVMkKc9njKhXKyvlZekUZh2WhK990Qazal4zQmKH9Fznu6hp/0MnItofAyrlNBd+OEY4DY6JnqAZHIynrZ5o7P2cff+a7nTotkrbYmbT1sb/6Or7cXXLzNSqsnVOh6NnPJLnv3v/2T/cH7/9zWVFH9xjveZnc8eI8DUIsJL8pYzteVCSvLq1YuVawqaxHFiyvhYFd0obDLB8QIR8XK0WtrOVoq6zVVeKslMfegxZLC7t3OUpS6rNrpzRttxyUX2OrSqi0vL9jiwpxdfNmlVta3sHJoRUJx3v6bv2PXXHSZ3b9vnwpAzCps+C97cTFSUqHBcpL1phRn0k1Zxaosv6sqXCVZDLFCUpZdwxZX55SZTdsq5f7b3/p1+8jbft9KB/f7wq6NeoXmVV8DjMksPk4EZZNyhIrG70F3qoTXQuUMQTok2gjFkiUGSIxkSpaqwDGl/MgLqLuNkjVLi/boA3fYv/3LB6VAygORTQqwPJEfLRXcoICm42xJFXRVM/OQI12+OEKB6uKwegM1fv6IF/DQefEM4xt0IXDd08ytSRkjLRkVJCH5SH4KOIMUCRKrg9Wv59sCWc67PRlTetQtbXn2VS99uW2mq25u3vdhDfOZY5i/CIATAFZwP/yNddtWZU6rJHrAfRxjOmmNLK+u+ZgeWuZX19ekBwItAWezojIgnYyrsozKoGqsrFj54GG746P/Zgduu92qh47YxVOz9tILL/HvDeX5IfQAXXnhLtu5ZcYW5o5YLB6x+dVlu+xbv9o+tPcBW7aNVrPz7G/e824byaqyFbayeQRsBkOFlu16pW6Lc4u2urou3ao5DrPuHY4y0ab1RoXCZ7JK1/kNKaOSa+rdVlX0RvjNEmTB2rbCMuF7Qw9f+5IX6R0RIHaHoXVGuskYd5bgWpGOdkpVm3tgv4xaEb5szpbqa1YTMB1W3bPmNLKtMFYsJqzN6hlWJCyIiLBu4ob0qGVEelblD+PQInrGxw6qbJbXly3DhCCRxTs+f7uNj47L2EoJR1neRTRWOM7e9sygnV9c9RIeo2iqRnfyyDnNQnL0hOJUjbija56JFwyVAXEVLB8TynArJibm9AxrH470UpZvi/SIXJ5QwE4oXgvxnpMdeo4UGpvWyzNCZFopeUc1n+ooEVIBtXd/6luQDu/G1aeWRBqXrGIrkYpIaEXEsq78aLlfgcg4FmbFlL5B74qIrzAHPam361Zr6Z1eK+jBUP3bUjxYao5WS/KEMY20PtJnR+uyj4f1egUjgbbRoN6GRHqzJF9UetGVzYAulhFKiTQmoiLp8YzqnZSMl2A7TPa0ob+RuQIs0F5TvGg9jOubhW7EtkQztkNf3qgwz8rfDTqy0PuY0qCgMEDu6VDBCCGetMLSi0rM09K3pN5Nydhg9RcWbq8y5EiP9mSUdGxecT5i3eiC8ouUxAfq17S9+hWvtka5aaWlFcffsKELXfXnpMe4UDjHQEHAZtIixHJa8H0Cp9KzWlr3sDbKVXEGmT56b3V50c8h2+A849yjWBbS3a5+x1R26uslO7TvIbvzMzfbvbd83pYOH/VvnY2QMs+6bDlvvPc9/+Pl9k1v+H7bOLVbClW0T912m+1fW7FDhw/Y5g2zdttnPm03vvgG+7E3fZ9NZKbdUiVhSUQywWeUkrg9rD4VShVYnFI6eKZ/HKxEeQ6lpuImU8Zmpx1s2Cidwbs8xzPYMayRuPeOO+0zH/2EjWaLNjIxZWPjs/bAnr3KDFWqNBtn8/ZN3/c9tvuV19ulL7zMpsfjVls+ZNniiG2Ib5IqF21VhZzxJkkVzCTLAiWidk95xY6vr9snP/JRm5aFevfHPm0P/v0HBVAqrLWSL6vBWCHhhM/CPin9eCDY6YQ3jFsop/uNIx14KyQSIaHkHiQGQpFVOmzaPGvTUzmbmSlYkiVgiiIpStf0yJQssVG7+iVfa9dffLnixuBoiFJAGEOq7n4+VhZOCt01p5PTPftcFIBkUABWCCXdBkQdwwOp1ATGWdonqZyVdrpJG2KzUbOUSLxfJFHkup2y8oc8InVpAxjVZXyUZqgSuGT3+VKspO265Ep78IGH+hPVSNB+YtM96CHAW74YHHHkd0MksS7woWzVmw1L53MWTcUsMzFt0zvOs8yGDZYeHbXzLrnQXnjFFTYmvZ4aH/MZlIxMovuPkFHhsWYc+sVYKVo9aJnOD5f/ed7I9t1TvV//0x+wl17/zcr1UTuxVrV3v+99VnzBLismJyzZTFum0rHXvvha2zaZs8mJWa/sIIxgAsuxxBifR8Uo/PVjH7NpuQtwCvIgneKeJMRuWr+ZKIZmj2+Ytu27zhNZaVkvGWAb43upJJOttv3je99nUZHNLpMmpmessrbu3X+MIUPvG2M5e+ffvd8eXD5hX3XjS0UQy1boVWw8Omn16KgIR0ZFK2Ep+ReLt/VewtdafKi6Zrc/sMfuvvdB300l3YlbPV53f70lVaGrtpt24WUs8n+eN1hAjiDJlEm6cqNL8/ba83fZRhXfosqLOI2PA8SsRkAIzk5ioo6QQYS6AJoFNeFISySmJnu90P4FMYQ0NKId98O75lU3UjYZC8ruPYiSyj/EM4GRG9FzIk46MgaR/bIPKRWWVV8ttud0Tf4rHcCldDtt08lpfXPJ0spTxkbzDR+/LUJHw4nnmfxgCmqjJfyKKu5KQ8JYEUljc46Y0gRjgXQZS0x6XVzulcSlReKkJ6ALuR3ULgphj9omJlzxfWl0R9jINxQGBUxxCuIR0Zt83ecG6BZDwZCIvsfk0E0igGM6jim/aOjQq4HonDTtKio0+jCxitsQW3aMg8i7UQB30A+GKDT0Bl3jI02R0HTOxrsyciLL1ug+rA/XFQ7o+qzyeLtCrGeF26vSuZe//OW2Xq3Z1IbttrCwELRGKhwqEYTE44QL62cEwsk5Y+7JY/QK44yJNKxU0IuLFO/cYYWZKUvNTll+fNLHTXbFkWhkALfRP9YMpkudMnPRrp22aXaDjShvyiKZPilU13fGzg6zg9A+y5ItJm7adkHR9ty+z2544Uu8K+/8LTvsyh0b7YarrrGR6VEpZtQ+9YlP2f479yhD0q5g1NYUTApuUHOrCNLiGJei4VDiPhDResfvEJjCI1njk0V0vrCybCurKzY+ISBUQmIB+dI1UkzY/I5t2+yRRx6y+sq6LLu4ZUfGbHR83E4cP+oEICKL+v4999t3/9iP2K13324XX7Bbz9VUQc/ZeEKZ1kvK+hKAyV+ayHNSYnT3kaOHRRTbdvtHP2K5WtU+9cdvt56s22i3aTlmM6sAROj2VCHtCmgAHBeFOzylsJxOPA14ru+Q052HSuq/lSqM15iaHLORggrFRM4KhbTFc0WRy6RIh1mOHU+SaVucX7erLrvSWxUZAwkJwomLKlA64m0YSIlnVR8MTycDjz6nhTxy3ZIjTqQqaYGuBSncv5eUgXLwhEVzeXPeqGsUSp5AZxvldVtcPGZpETrgLYpx5AmoCkuWuqeX/nRqFfvABz/oBHB8etYW5hcFSoBBH3z9uygpQPtYKodAxXpkWMJhayZ7/DIbdXrzBtt36JBt3L7DfuaXftle97rX2fkXXWhbRCAn80XluSoGvTspUsCIGtnlEEZCZ6lux3IqjxnFKiEL/q1v/flh1/bzRHIj8ZviY/M2lZmyizZeYElh9suuuc4u2bDbssmmPbDvVusk1uzvP/we+8Q/3mzt/trAQa+QCEAsaMmiAQD95cjuGug35wFuPYbTrr99vUVf/bfulSoVO3L0qG3aukXlBXxXOeE5/adX5bxtO+zWz9ymt4LGAnYC6ajCBc/pAkznCrZ374P24le9whck3zA2YuX1Y5atN33dSkpjWrjNsByWEBqT/5SovYcetV46bp/85Kds8+yspaX/EMeaSEFSAOlLxIjYrq6v2LZdF4lEBbu1gX8QEFooISibRmSgy0NFxTdiYMtZyAvrhLCpJOv28g6TQuFBTPJAwFjCQQ3mZU3PMt6eFlaW7il1WlZR/PMtMCDuxIgxhfQQjaoO6on8qGpz0k1OsLQa5/jLRA7SsCZyti7D87jVbSVC3pVE9L2zmeS1dDej8l20Rk9x1pWsvpNRncZWqkydZOvCYIQlw7uILcSSfMScjeqKCLciQaun457SpdcTguh3m+5g5adiI5KH7/RcKe3p9vc+WaGZ4hEVBoKHYJsPCdCRnkpaMJnB4Kkk1s16xBk9y4zwzT0R4IicwpqXP2CYPqxEFRYqYh2lW0OvsjvdilyDoUJOQv0rVhDnYNJSQVdoBWR2N2R0XP5NJFI+KSqp+lhUWXE7ofyuKeysyplXnJgZgeHP5KCI/f7//QOriXRu2rjDlpaWHLP5ToDbZMNjen+qwE28K1uGP3ULG1TQEt5ikG8yYSuVqkVEFknf2c1b7A1f/3p70QuvE8e6zq6++BK75PzddoF41o6ZTbZpXORSfjJ3g67+VLuLCWW/9vM/d1aYTUo/67Jl8/abfvf3/tDufOBWm68cts0XTNue43dZMrfF3vu+D9h3fOO/t8984J/syH0PWzYuQsNK9wIXLFiy10thXKrDwpsyPcgD0p6Frql3KTBxZRoZ5yu9S22DupjfSd1jPGBMxIjm8bh3D0azYzalBF4XoERSGWli0gv1BSJNUQHEow/ts06lZAURq6nZSTuxPCfdVmgENvvvucsuP+88GxHJjOYmbMKmbCa9wRWZcY6Ratm7O8akUqzzlJuYtlajZre953326b/8c4s3KrKMVUjkHVaaE2XFFAUkxoHlyHWgMXChwg0qHSB8qjwOlMOEct/4AmAlJRJBTCiOW7dN2dhkRiRSgJGRRaU0KBYLli+I9CjejIkppoPB3oXRoq/n5SGF1NIn45NClE/BJwI3cHo693wRUj50g/GKNFmaRAVcOtXQjfzGbfaJm2+1n/vFX7V6tiDCtllgIEAQ0P/CT/5X2711k7WW5+3OWz5n5112lXxgL9W8dC0rVZMH6JzSuiOgz+Qy9omP/psVp2Z8dyj0EavVx8GoEDAoHj6KdcvOTljYwdZzOZsYnbKJ6Rnp4oSNb91oGy/YZYWN03b+N77Bfup//75d/srXKHwjtqzP1VSuegJzhmm0lb9Y5+gkrRg+clL5zzghwJv4M8uQqucX3np2oDSUc19mt83e9E0/+nX2wP67bM/+W23rzimBS8PKKvZZYeo//e0H7ed+7Gft8x+7xSfrMWOUlkZ2pYlJf2iZ8r200c0+lrvRD6HUb8cpngOvw0KkI5VnQs+C497STcWnZxePHLNkYVRYNSJcT1q1JY0Txsazebvomqvs0L691lTFyuoUTIKBtNWEubFq3U4cOWgXXna+9wIkiyMWy03afKlmGwobRTbStlF1w5jK0ki0Y9lW21hDd1HGU3HDRjsyv2z33nmvbZnZYAcPHfEdwjoilMkEO3iJEJUqduHlV9rqyrLKqBJHTK2j0tBi8fLWstlYViQtYo90S3aoV7VjvbI9ast2RCRkUd9ZUxVdU8RpbaT+YbwdrYtU+sEs7mCCC7gAfaPyLyhRGeuXa3TtUJJuWSZ3JmyU7l6lF/toj7U6vgA64yNpjfMZwPQeKA8otSv69rFuy06IbFdogBSzYudv2lpT0YZIIzODR2lbs3hzWaQqYQV9M94CB5RRMREl+Y9fNYWjpgj0lB++hrLqq247LU9VX7TZ3S3rYQyq5rTXdxBBVrggwWijbTEevKs6Jyrc03eYvNNWOOie9rVxdT+i+HV1j2FldKEnO2nLiVTNKrW2xLK2Q+Hfpmc2Ky3GFDLS0L/pLljf2Qm7ftaUP9Fe27JyrKXJ0IGiO9XXeo4lhGgnZeuRjHSDbToh6U5l5Uecyjsis6C5IqLK6pvbpbtTijt9N4qHwsvE4k9+8p99WN3kzFabX1iQ3ieEyx3Fj6gTR8VPZNENJKmPNN+3IfVJZsrbrIjjiAz6sbExS+ULlpkYs6PiFL/y9nfYD/zUz9oLXvv19uKve71ddP11Njs2brE0s9QVbzlWTilKp8djGCIyAhQHuvBTbsxRBiP2K2e59i9F9FkXwGGtVLZLLr5CyhK3EycWbWW+Yt/4dd9gP/6WH/EFnH1GU//5x7WeyUGYQtIUXnOi1P89eEToFhl85lTh+pyAad8Dey2dUsVNt4kexUH2r7j6Gotm0lap17w5ekKEcdv2HQqjVFOKfd/td/gerH/5Z39uExmBW35CNp3Zaos5rQIBrFFZ6EtNWXyKSkUWydTIiH3+Hz9sPZZMSQkSFMcwnk9Gvtg7YRP5qc+Fv8N0pGUqz7JIAmmuYflwC+XiGiQ9ncaW69g9d92hWLE+ZE1WL8VwKGeSqPI+pwKP/Pef/mm76KILPR0vvvhi+8B732d//v/+1A7uf8je9ke/a1dfeZG1m2u2vjZnc/NHxdrQImZ5Y0hITwdcQgbW+MioW6SMY8SyJa+DvIr7b46MI2NPX2aNjos4TqkynJzdYPnxURudnrTC1ISlVJlObNxk/+7b3mhf/9qvtfWlNevRmiKjqqcaoddo+8B9wLoh65XutYq+Ve51rCI9YsWDYNsxQobQshDo1VCeH1JnKE8+adnpaRvdstXa0r+VSss+9dFP2Plbdtuf/PGfWEa6npGhQutRiLehA1NCbEE3Q8e9UAbPv5jw7OH9B+y4yBwbLBSytBOppMiLeDJhL7vxRt/0YW5+3svHxplZi+cKFtM9vWxv/90/sFi9bXOHj1peRvOUjLE6s3ZV3qTaHge0WIGWi3srzrz8+oZv+IZg5zU9xD7fjL/kPsvUQLIYv8hGFvlMVuHqWr1aUTmmBanrYwPnFxdUL9CBHHTPMoaxGWlYTaRypb1kx1on7Gh7xY53azYnHyFhoUAGkmIc7EMTEhvas6BfTGjMyfDfKmqZoiVYxJp7acWC5xgPWhUTxZjFIKzI76quVURU65RrhZHhRzHVRTmRj0IubemkvsXkFfnSaZMaIjNKo4i+45NW5X+MrjmRSOajs4JjR/cZmlUUoYcsggVsA5yUvrBUGLODfccZRzEdIWByZL0vwO6to0za1EHXqaekQfo287H1XekPWIMRAgUWLfVW0ZwIo6+MEtdRegWHYKWQYJm/00sYClyouxm9H157vOOfxMPOl4P3+22x3i3fwIjX95hrIctHaeIaJIKs9+UYJ3vpJZfIEBI+y6VJi355oGHL62TKjq75zGzSWB+amJr0rZtHJsYtPzpmaXEH9pKf2bHTJsRD/uDtb7cdF1xgDx84aC1a3xtNP1ZlENQF3HX5y7rW7GrE5DEItGN18N/FwxmcnpU8mWefMRkZH73puhtfYlddcY0tL1Tsm77uP9o/ve8TdujuAzY6kresMrTT6HhFCGMHHRyQsEyVyFixwf6r/d/KFI4BYPWtW5QNJeq/42uYAWQwe/wiMXle9wEf1o2sl0uyprO+1AUKS2L7UZpw6aWX2l2fu8VqKqAtWbUAU1fgwcQEsS57+K57bfsFu+1f/vmfbOzS82xNwBuT4qRkGblCd2I2l2Yv644tzB2zb7zkckvIcmOGHYuIoqCnkr1TJYxjEE/U+PHicTpFwucH7/EdL6C6BmHPZVO23VvGoiKUAg4Rj5Sup1VxJFPQGAq3vimrhYlMrAOx74E9ViyMWjFX9GEBdFa4lUuTw1BOCmlcqjXsr973Hvujd77LMvm8j09kQHS5sm6X7txo2yaTdtUFW+yjH3q3wLcia75s287bZht27pQHgJb0FiX1gaborchbs2K7L7zQfvM3fsvYl521+hoyShjqQaVGWdmwYbNlJ8d9iZS0ACgnC7U4I/I4MWlt5W1DZWhCYLTpoovshtd9jeVmN1lbwAP8+bqsXeW9AImW0E4cy58WSZ0rGBhI3l2l323pPy2gvrOJwkdYqR/eOtxr+3kjifHkTdv/3QU2NbHV9j903H7xZ3/ffv2X/6/97Z+9z1JRYUJTetOWpnZVsYs0gJ1g8akOrGZWsmNyH89Onvd/h9fCc19Gq38OboH/fq9NOaBDOGKTk5MydBgGBJiLDAnDJ2dnbN8998r4aTux27Flix08sN8Nu16lZp8TCb762mtspVG2CpN4EjlhX1plMCC4dJ0zy7gkbPvkQ3ttYb1kbLf74J77bXXhhNVWWUquanmW39I3GY5FT9kJ1QmXqL44cOyArVfWrCr/G62KdXWvMFKwrIy6Vq/uxKsdaRozxyGUlWhdxK5uq7Zmy7Zuy9F1y3TzKmOUevmtMpUSBsTlIFophSUpaPZeAT1Di+h4y2xUxATywvI5pBtNMiU9T9cyE5OqIsEt5UND6VqWv5TrhupGJoKudlZtvnLMat01S8VVwlVfxbo5S3THLKO6rNVZ9K5gSF+wH7QcPVE6NplgKurbhDQrzSDWPoxM+sFKJpnIiDVhnz2GN3hbnuLe1TOBI+ukCboO4ultpb9P5NQ/FmSKC3gajjEQaRFd5VOuE7GiyPWYzjfoO9Oq34t6O6+nSBd6TRT10wrX5Z2TIr4ahIi2XsZ5S8/0bZw/p/R0DNZvD59OaSFm0oqvoRtjrdS68Jd6VfplY0p98RTV6wzdI+8YO1ldXbIP/9NHZHAoX4XZrDLDpCt6eSB/jCNmNZmM9LcwMqpjwTLFgqULIuZ5tkAsWm5q2gqbNtvY+efbm3/6f1lT9ckaqyAoD8nfOisgMKlG+dtWGrJeqYqnwqOjYgOZ9Fn2ChJxhu4npEsJ5dvP/9zZ9SIp+s++XHjZxb13vPdddsMLrrNUhhlYGWooy6cFDLIuyVJW4fd8Y3xNn5xERGQcdCCFDlQAUNA14vfJdL+mjJPjN89xn1ZJlIBK0kEI1yeRkE1mYtFpzO4pCZGpbRfs8jXGYil23JSy1AVYAp9/fN/7rL1aNhbK3bptpzArbrfd8nmVYpFZZfR3fN+b7EA+am95yw/bWHHUsp2kjUYztknx+Oj6cZsuTtqje++0737Fqy27zq40bVn3CgQF7DTicejLINEcvB6Kx/sUCePKPd7mnJar8FlatGZmRuy8XVutWFSBlValBIrZdNa6SZYVGLOR4pjSKm5jExOWlWKvEe5o0pZX2vb93/sjQTFX2NjSsRfBPv7KFtKYFl30Dogla1Ojo3bJlVfI+pSRpHvMft4qsnjlro32squ22Xguaktz+21+7phd96rX247dF1sks0H6mrMT80u2fXqTPGKtVOUilY/sy1K1bL/1279jx1drXpExCBsiyFIn3qIs8se6jqzhlhcocQ2ayHOj2zYq32dt9wUXqWwIiMenrFZvWrVVtbpACSOOhZdZtiOZzumYslgy5q2p6UzSMvKXLj9me+Z7HVUSjAiSZa+45xVEtCB6lgO3h3Luy/QFU72f+MCP2f/6/p+x2oGOJeuq8DossxIYpG6YqjJinC8tLF26sXUejn/EhTgEEeEc4dnwPoZ+KNwPHYZ42KukP95Kw/M+a5Xf+kZb717zspfa4vqqTxJMCIuYevHIvXvsM//8ERvLFn3P+7EtG+zBu++zSFm0SZX4ZTfeYFNX7LKLbnyZvf6VX+cLdxdaMrDSeeuyuoaC1ZPuf3Lv/Xbf/v326Zs/6xtWRFSGkox8V7nz1n0ZaBmRRHZJ27eybF/96q+22FjW1ln1QihAT05aRHULEyIUv3iPcXQywHQ3rYoGwsVi66pp9CxmuYxC/RuxCevUy1ZQOMbjGdsYLRpthEU95STJcVdhVJrQRcoi2mtKxlVdPCHKwHqH1J/5WEbvCYfk9JiIImTSrNRuWBUipAJ9aP1R66W6lpCj+SDShaSz3eGsYjqlkFasXNtrzQwhCGZBpxUDnm22aiKoLaWXatIUm0BmvKWTljUwK6lwQyCZZd3utVQH0fet2MfpxFd+6h8a4SuiiBTG9DXaG6GReSvoTO8q4MwiJ96FCHMQmF0vHNJ32KecpY900LtepTv5C7RMJ6cR0u2kSL8qtapjJDvOUUcizWbbJzG2haEIQw18j3LV27QsskY0BkerXZIut6yhYyo+br1mztfddH4hAhwRr2m0j9taecFe9orXWlOcwKmr8iaZylpxREQ9Q+cz72AQKU6qgzG8IJlNvR8VV6IlfMeFl4qu9+z13/Gdtqr8i8jorzRU9+pZWsRTGHKtnqVk4DC8JJkRbifZfUjlTXHGyCiqfLA1MYvQZ8BwypO+nTjLCZKPldRnUbK5zE2//Zu/qcqNgag0QzNeQiRROct6UDElBusheeuhQMQVDBCBDEocdPTbgUbRZ7AtKuODbuWgi+y8wTV5oBd07qCDsvbfwzm5xEN/Q/9UePQMg4BZS9IrbRQFoJNmMrZy04aNds8tt1g8GWw3VZSFUEUBVWDbjYbl9TszWrDrr7veSahvS4UiNDq2ITdq6801mzvyqP3DX/65JXQtAAHU//Ti8T6NnO76ma6FLvwdElLOIZI7z9tkIyN5SyaVDiSV7rG2VDKb8PXf2J5py5btxuK6x44fs0JagKeCtHHzLtu0cZvINFRS7wkYlPDu91eyAEZUoAijmV79Na+38ZkZazQbQvGuZVMyWnT+hq97lX3mIx8WiVTFIONlVZXg1p277OG1pi23pNkTm21N1my3J+ImUPH115S8bD1Wk8/Hlxfs2NKCdUVO6bKjG5vxZ13pairHuEplRyZnoyKJLEFSFUHkOmMjx2Y22A59q5gv2sKxE/b373m/HVVFWa4ChDFrNep6P2glYKF/SALj02idZp1WBzgRAr7BCgkM8Iam8gLWOgD6S8O9tp83MjY1etOeh++z43csWaIZsUxL+MCEQOU36AWOJVRZgZNU4rQMDmIPGHryd9ggMOC4/v+z9x6AllXl9fh6t7fX+/TKzNAZehdBFNRg12hMTGKPNYnpMagx5qdGTdTYW+wKCgJSpElnGKb3eTPzei+39/Jf6zv3DJcRdJIYTfjzvdlzzj1ln12+vfb6duWJ8zHK0WfprHuyfq6jdEvnelyXhDnC7Y7uboTqkw3sFT6gzSS0ZuX48BAqJH9e4vbSRYsxNjpi6zsODh7GRZeSgKbTKKRyGDxwGDf+6Ee4447bsX37Frzm5S/Hv3z8o7juq1/HfbffgcF778HInt0Y3rMDR7Ztw5HtW7F/y2Zsf/ABHNizB5VUEieefBLrggw6utpw8PCAteDL6NPktjANsWDAA+1IorGOFVICLZhtfwo3A241GF/SjilVspF0LYOMN4sUyadaPdWqpG5mp8XPEotppHeJDfyW4i8yqrpVPbGZUtEW1dZYOE3Q0UQbfU8hUGNZmWmyUI6jKSTjU2MyKyTZGQuL0rFK0Cmp9ZOVQ766IHvWRN/Tf+qy1xAnkRiPTw0y6r0Qbrl1sV6g4/sKuV9d3lIY4kvF1sqlDqillV/21vwk2eIDCiM/zmv6U6uq2IK69LWiSguf0RJNMlodA5aEkmFUC6baZfSmgvd0JFLi3HewSnkj0qW1K708irypu19r+6pBoFTlfRL9g4f24gc/uR6di5dgOp1EoLXDJks1eQPE5BpSBeaFv53JojypIltzeonUaFWopegKSLMe7ezuxYpVK9FDXdTi9eHmNvhYL3jJF3whv+mxj/rZRH1hBYwgf0c6O3DiKafbfIsXvPBqZBjmfDGPcrboTCYjqayUmZ4k3BoKQPuAmVe2ONl2joyTDBZdFq/SuaUCjzpj7X3cYyTdtPtl8lW6F9FN052sC5QOuu/TraAbpHsVnSY4yb9/pbuaThPP3kC3he6XSpOvqRZo9pOBs9BXWNUywf0kc2L6waD2ldSYARYCxlhWhUSZqUrLxoGpkhb5Y6HSNkhui6SOR0HJ71xzmtalzHxWAOYYFs4z9MMKopCPvzXwWKnpZcUsxn/SWWdCu3doaSApkZ/K7ysXMbJ7D+66+RaGtRmtzc1Y3rcY+/fts5mwIgtnXnAOTrjwHOydncD7//VfkJhNYH3XUqzxNmOhmsOXvv8lfOz974d3KoUACYNm2Wm8zFOJhbMujeeNrZOuKJ7HSuM1t+tIaaij0qub4HvyKUsJqj5EI6oIeJ3ZqjEtnnAN2UwJI8NTSKU1p6+K/iU9OPWEbvQuXolAbDVe/Yo3W6ENMjxNLGw1Wpz/fxd1WWi5BUmsfxVOPvVkWqceZEjShlmxdLW14uUvuQb7dz6IWiaFNqZ9pDmCtr5ejMzMoOPc56B7ySosOuF0rF59gub+oYU62EEA0c4MifQsHtx8H9+J2WzriZF5JJNJksC8Lbki4NZizz09PawE/JiPJ2m8OeM0BUjSHG1/GFKXyNQkbrn+OpKCCiIMY5EV2EJ6gWWxiLWnnYp1p52Ok868gGW1zYw7qAchEjIrPUJDKaLWCacoGchrxnYrj2olWOLxP9si+ZuT/1ncZr3j62IlnQ+QBLFaZ/42EUwJ2YYjIhxeGqISQU6TWlyIMcc64VGNetaI1e7RhhHVxcV0XVfL41O1SDb5ZPgLr5zhNhnWnCeftRFe6mSNhEit55oIxkKB2793Pcb3HkZ3fz+iLDfafSeRSCDEumZhfpblKEVQJT0L0GBTP2ChhHBQQ6jUu0Djidc0DIgMkYlXQYDXbTc0GtEscKwjWC+xztJsbV+4FelUAljci/DalfjbT34SC4Ucqm0BNAf96NZExSb5w4q/lqcjFaEfziLaGvMXhI/kLeQNIlJrwSyzLN6kDnaWqyJpVcmPxcE+27u7ixRL5FBduUwFUlPWVTz3kpiVmWYazzzB97S0XJhEopVhVC5pfLOz7V8RgyUSnKYs61UhfAHlSpx+kEx6nck2mr1XLUfREuhhHaftJ0mZ+K6qUttmtV6f+GwCDMPhEWL5UTraYKFucKYt9UZ0kTSRV7XGYQVF6hBrZoZXdbOHcWa9Q5JY9GhHdOsLtCXwtExNH99vU1z4tuoo0VNrYaNhbW25ZM0KB/9n/ainfrW4j8lXJ7QOoTISJiVn/B946B587vOfxjve8SdYsbiPRj6Jc1sn09CLqWTBWgM1A7tYzGLdqvXob12E3ogfzb4085JcxtpTgeGZbbjr/tuRYXxmR+ewoB1psswxfrBSDZAEMkWJ3WIDInpqFJDey2DQNp/RVuF5Ce3RKH7wve9iLj5DHA+hraUfK9evoVuN1RvWIRxpYxqGqIdRa2Dwhvl9rb7COkl4HSJZVYBEvsP8tiYPxfgd5cq6X2OLpIBGoPRSun/XBcoH6PbQvZpuMd3z6O6kExBdRXce3Va6z9B9me6XitfrubalTVsKKcGU+VUWYLVqsJAwsppBpMKrnBW5E6g4YEVAEWER4FBhpDTukhGSRmBSzaZzPeeeO6vb65J7jy/J8b7WilITte5LsbX2lCbXhJlpGhfIz9BfKS3Qq9nZfGd4cMSUT2PeVixbhtGRUapADbM89q1ahlPPOwsf+/xn8IKrrsb02DiWa+YbgWTfyAFs3vIYCrMLVuA1s9BmgD+FWDjr0nj+VPJU9499X87SkEelU2trK6IxAaYXzTECMPNE8dEC8HOJeQweGWH8Q1i3/kR09XTbOlStEbVKAePTWZx9/sUEDhUW+q8xM7I2/38uao0UmRwYGMCd9z9irTOZbBqJZBxvffOb8MqXvxQ/ueFGlPNzrFgIIASiXL6MzXv3o6WjD5VejWnsQbxESPGwsmDFI8Cs0EKW34/teAydi3qQLeYwE1/QsqYEPlYy0lUChwZ8d9FAkMJmM2XbQpGFBi3tHdYCHdbuRP6IdeE89vP7MbB3F7ojYXhFQgsaPM6yx2/t0X7em7di4NAwunu1dC/vEdDKynw9Q7FyKYubaiYA1zM+6RfD+28ffHb5n9+g/I/itsfnuVarOBRSZQT9xAlvxciaFnyW8amZ+sp7dctpAobfFzZ8cTFZ4uKPsM697jr9dlpIHGm8b3pVP9dRlb+dC/btvmgF6wGGL55KYdmKFWYIafHuWpXhZZlZ1NmNqdlJ5BbSNgZtaHocmXQKiYUFeDQeOFdFSzCEarYAT7GKWCCEciaNMv3RbGTt++1V+aN/frXA5SvwaZIJy3kTK3d1wpazWVu30V9UufDD09yMfL6Au2+8CS95zWtBi9Fai0I0yIgQDLfGBpaRbUpYy5zqDpUrdeyKfGlmcHPBj7w3jzyJpxNhGnuFMnI5G7kO7SKmHgGtmKBWSa3fGCALCpRqJJyqtMiJWVdpNrBadjUDXKksjNAEjIn0POKVDFpCMaSLcZLIHNNLaarWQrUuasMJ5bFoKrGd+exr0ghI1pmsKzSRpqo6WENgZGCoF5FHjcdTj6JC6azqwTpcdQOxwRqPmIZOdvJd/qmFVWOxw96o+VPmnyimmkzpIzRpqI3PdvJcvzU+UTWNkS6N4+RRPSIau0lNocf14y8R6ZHSUKnOFxiXEn58041YsWqD1fc/u+sufOjDH6AO5LF+wwmsJ4NMbyDnreHgzCx2Dw5hLJW1iYeBzi7USNimqV8dPYtZRuRfwmZgVxivofFBPL7jISxZtQQJGvyJ+aSNLVfvq4yxJhoNHmK3howFA2o0E3lkrKm7uq7GswLTQrvWDB08iImRIfS0tzI8NWTTZUxNjWHrtsexZ99e5HPkLUGReXIq6qxtZcwY6ntWphRn6iCzop4HKluWU/j8ca608ctT9gmRBXsznWvZ7qd7Dp0+0k93L906ui/Uz79LJ2l87mnF5/fVurrbWVepQpJu0fYQ++ZRFaW6PixyXiYEI+ejYssa1NitiFoxpZi0rhpFwOMSTgMlq9yYlA2A5PrpnruiZ1TidM26UVjwtGq91rw64aQNqKkrkuHQeBimt1mrGhv50PXX4+DWXeigErVGY9ZKs+/AAEKtEXhoDZ90zul48/vegw9/4qP4f5/5BGrRLkQjnbQgg/jGv/wzvvGBv7e9tMu1IIHAUWdJY9hY7CxdLGz1NHJ/u5agE35HdE/SeE2id601l0d1veo9LSGgWYctrWGcsfFk9PTE+H6JcaxhbjpOACrgsucoO0kax8dplZacLgCRko4uLF51KpLZCvbuOYzPfeaz1nqs0TNu0VQxZSjtjLlox2eqUKNssLT2l9UYsAOHD+N5NCD6+5ahUipifmaUaXkBlva14cihA5hhRdZGAq4hAs1t7diyczfBaDFaOnvRe9LJaF+yAos2nMqyEMLFZ52OLuJ4G0FHreLq5rnpjhsxOj2JgnWbaDFcLwplL4rUp/bWNrNcwxoeUpXuMv0ZLht9bOXLj1QhjxZWtHf84NvYtWkTetSKU66xMg1icnLSxnqVWelp7KUAd5ZgBVbAL3jZK3Hauedi2YmnmLEV5bfUFdPWro6mKr+pQe6sTPnRs54dI/mblv8x3PZ4PTVtl+rii/BDTtWPYWwde6Ur1grCyl3XRQZsmIeHmK7utAZ8knPx2pwqSr4vjJbO6mi9Ra7om/XfaqnReECJ7aBD10Q9zJQKWHXCWnT1L0WRFX4wTEKYzyGmnWPyJfzgs59HloRPWNgoT9rzvkE0c/jpROT1aDrU4yXxBUSjvNbqb8NOOtoxlYrjwnf/Gf7yrX9ii8MsYzzKxHaGGvtqA0iV80j7NUfbjyzJa6gpbK7K2qJUS/KpnJFNJohTJ6q/nH6oFZDFH0v8/ej1tqNXJFLEnuzEdqrhG5lKkaTXzENbTURdsIfLs5ivpW1nm7ZaFoViksVb9S0JLf3W3INakybJqC5ivvEoNNcYaz+Jp7Y0tLGfSnvFlaU+UvbV8U+0jjjDuIjMKI6ieSKKMjxq2tWH6aKWZTVBKOU0ilR7ZgdFJkk41biiMZgx6oy2L9Si6a30yelP+fVIE0m8lr+zMDMcf/iWt2L77n3YNzyFcAD4yIfejUJiHLmZMRTTWYwdHkbn6c/FbKaIIvM2nqeRQeNdOtbRuxjqrtbSaqpTX3TVFWaQa8k/NZTFE5PYsfUhJOaY7tNTqBRJ7stMwwIdQTudz8IX9CLSHCJG1xcpZ/2gZywtmc4ilzHi8R0//B5mRkbR394JT6UJeeqotnDW5hIZGkLSEhZAnHzlVbZA/rqNG1kxhxDt6OaB4fWHEGprRZDfCwWY3vQ7zBQQB7nId3y9SE9dWn619NK5IKOjdhSSyModcU5NRul07ZeKCp2tzs6jnEBEhVGgoqPEBRfdV1e3lnBQd6GOR4Gn7iR6zgUH+aHrrl86uu7pRADmOolalDRFf3Bw0IiT3rUJDPRXICYFvIAkq2ftSqQLOWu9FIBqIkIpmUFmLo6B7btxy3U/xrV//bf4yY9+jMHhYYxNjWM6voDFy1dY4VQhbKoD4q8SN73k/ivixl/vl0nilQeKk7bCGx0Zh20fycIRX0giHAnivHMuQC5bRDKRIRAFEQw1I0BLx0+LKZVOWlN+X08HPvGpjyFB696286L/GqMjsf8V1F9f2f9fK5NT09aqKx189atfjY0nn4xly5bR5tDOExUsWtSHxXSjtGKrInEkhcqP1tZ2jE9MI5tjfuSqyKULtszI/OwMkvGE5dO2XbtB5adlW89/QstLrrzGtmzTsj5NPo2fpDXrjyDazGqKwNvc0sHwkNZrrE0kYuuJ6chMNGs0FG6GPxjBksXLTL9tdjZ1YWJiBKVqAflC2tz8wjTKpZx1e7eRENz23W/jsx/5J/z8phswN3IE2blJzM7OYmZu3nZISBfLyDG/1V/6rPzW5deO28dij3TYvS7dl5PO6rqOEl1z8VjOJY/Hiou9Ej1nR+q8nAm/IUNe39I1PS8D36WE+p6WcRkdHTVcU0t/hfVFGyvPQ7v24kff+a4NAXHD54Zb7r8ije83OnWmWZdvieFhnVBjBa99Th780lfx5Y9+FG0kgPlSxWZgR0o1LGlajNX+ZegqsOymGW5eS7AMjiPDCGoNQaUF67Sq0ykcIv1qITGO0I9SOY0CCehAbhgDmMEsUiBq2HI/msaiWdIikfJBsUwQi6aQRsKXQdEvWpmhH8R3lm+lo0iepyloTlRQlFAd5hrPqdZO+kgSWaZzGiOctkQ+Xw6g4gui5tWcZ5FD+ac05iskhzIS1H3tr7KO5HMRkmSRyBT9TaJAIzhv48Z9aiwiGe7lZxfRr166TnqhNR2DDfrx6xHpoxPLCy66EHfddRevVdHb2oyullZ8/Utfs3QYODKOG266E5MLWZxw4gZ86G//FDN7HwOmD6FGfExPTmNhZAQzw4MosS4Nk68cOnKY+kljIU9cZRp0EJdnpuZw+PAgdYMGP/VXy6lp6FyBD7R1d9mOTT19vWjt0jI/rWihASKn86h6Dlua0d5F8kiSH1CDAOtrLdMWSyThmZ9BU3aBRLNEnC7bWpG7brsZN3z5C7jn+h9ifPdu5Elg4+PUqvgckgvzyDKsWjRfY+sLLExFkvbjleN9so3utXRuF8lf0f2zc2qi3/+P7nV0D9AN00n+gO5ndE9l2b6ZTpbwm5l9i4K0HqWIAhlrheS5KaYAxgoOhQeBhXYOUAHV9YBfqzbpzwECe4zXBU7yywUpKbGuN/otJz+PntdF51q+RDedQctNrGjD0K4hZZItj0+DX7WHh9RMwy9ZWAQYtQpOPPVUbHl8M9LMGKHcosWLWLkmZIeQgMVtzbFt27fh1NNPxTwzTX51dXQR2Hbi4Vt+SqtLhUxpIQrmSGPYnOL/xDUXrIzQ8qjrT37ekWOvuUAuUTrFYs7yA/JD3Z02NpKKpG78cimPDRtOoKXVigKteHUgpDMFzMwnaPFoUWtVGDUbjzdF5fzsZz5Dv2tYs34Ngj7NRtP39SWGTQfFgYXqmSwaGB0nmd6zfz9uvPkmK/haKiSbSyCbTeH8s8/A3PgoctQTLyuYGPVYs6AzuQIefmw7IjERvxgK2TxS+TTSyYTNltZSIVpyKtbdh07tfc5KMGLjaIALzr0I3/7xdQi0dNKa1eDsVgPxjvYua6VRy6QvFLFB3FrPUscmtRaplYT55K1W0BEOYtMD97MiKNnMwjES2jxh4vIX/g7e/Zd/ize+7V3YsXcA0/v2IsrwhllOIqwIN91/P+6+5Sb6UUBQO96QnKp7vSydVHcNn/v2s5NtftPy68bto5hNt0iTaRoxx/DEKeBW4A1rme9qPak3HNrEABmsNmmSGCAccrFITljkip5RK5X8smd0kdAhBNS5XeE9hcFO+YxqAl2XX1oSzu5Ryqwc16xcjttowP/sm9/F4K59rGhJLKnj2hFEs8v5sD0rUdieSvTY00nD6/b9o47EwMJPZzSFD5YTabSTQMwdGcRHPvhBVJiWF5x/PvIVteBpsmKIBKATXYEOht3a51hb1xCraPk4lXb5RSJZakKwxvQl3jb5+RRxu+gpWh2ZLscxVUiSJJYRJ9nL8/mFEuPM+qo7Rx8YFxG3bDVL4jZDf9JobSJZ5X3FX0Nk1Ins9WhspFZNIbljHafhAWTudOrToMHLukrjGzUULNwUoz8RhL1t1tppncwaqsWKO0Di6Ks0wc84amc4jX0U7QzR8FV8cqxnypWM5r5jmS9mbjlxaakngF763UV90ELiYZJyv+p2potatn9twryy7nN+4x3vfjeN/UXI5Wk089vRoBeFTBp33Xk3MukiDh4Zw5vf+h7ccd89WNsbw9JoDQ/cejPmJheQnk+iRsyu5rKs37WyRRCHh4dwotaMJJFsDvpQIM6fffrpCPlDGBqdRIHJmaMhkGdaaX76meecba3t7e1tZvSHotoQJIRIC7E1EuXvCALhiPGTmeFhpGbmmK7MULLReRrx84U80tSJQjhAnaIxkiuiI+RFtFrCkT27seORRzBGolvLZxFlGNV7VmPeqvxpUhEVFpUmL773oePr2v6v1uZTdOoakeioAd0SWbJLnVOTJXTjzukviAKnJtOzbL05gQALmIifW/hVCF1xwUb31ArpAo77jn7rGTkBmHtdlqiAS+K+3yj63fgdVwRgIq1yEvmhZSfUKjk7OUvLUmN+DBZYWBh+Fj5PLIoSv3nx5ZejiRmdLeSQSiXRv3SJWb1BPr9z8xYU4inEp2fxsxuuxzAr5MTsNNauXcXKnGFhjtgg7gZR+Nz4u79dce9JGp9xRb/lFE83rnJKL/3WUS28EjeddK1SbmI6lwgmDggKOBILcYuHurOnZudswsYjmx9HZ1c/z1uQIVFOTI1jzbI+PPrAnXjX2/4YMzOjTJ0y0yLLtFSzvJZ0eqKyeKaKuoDVOvjT2261Fl6lYSlfIHA0ob05hKmxEdtaM59OU8kEwqwASOS19qNm+puhUik4E7ryGVTiC5g/dBCzhw8hSmDau/8AUtRtDbmwNdoI5Oouet5lz7OWxUi4xRai1QQ2fT9K0Lnlpptx009uwBS/204ru4XGQycJbluztu6qIUydXb5mFckmCSYNiCFa1nkE8ZXv/giv/IM3495Ht+HD//IZ3HjrT23cm7roPWrNyWTREfQjXCnh9h9+H1/6fx/B4W1bUSWRTs3NIZ/KIa/VcJ+V37b8d3H7KGbbChcU6XUj7ugo/NU1d8iM4QnPJToKlyXCHz2n+3pOv138l1O96F7XUZWmHL92tCVSYtvf8pqeN8ZaD5sWANdexHp2dnwcD95xN4a37iLAabwhw0KSIPHyHfebEn3r6cR9rvF5V9z3Gv1x0kakmfUEr+dYcZdIMMwIIzGpEvsXtbXgppt+jBUrl2LX/BiOEBOEkPJFC9EtCnZhha8bK6vaPUyjGgMINbUi5GlDzNMCf1G7rjXZvtXqHlfHszqsQ1XiSdSDWU+GGZ3DGNIYKs7hcHkS+5HFoLeMBU8Vs7ynLQG1rqVtJkBfmGzQGppa81ETWBUSiRFuHfUJYQ5JJeGLdFCd2QGbXa7Z1lqqRx3VWuJHv9Xi2ExC2kHjuC/YhlaSRC0WHiaJ0XjSaiVHYljBspofK/ncMr6zlDFZxO920/8WPhNmvml9QxFx8mUzNH6dIhIpEvUQSdaSJUssbmrpUwS1nWaJRE9riu7ecxAXXnQprrvhBpSJfTdd/yMc3rcftVwGgWIeC6ODmBjYh7nRIWTnZ5FNLKAlEsbI+DCaIn6kysRaDXOgwp53zsUYHpwg9jM+GhdJsrjx7HORJ7ZqhYGezi50d/XasnthGy4XtSFzgUDIJkpqDdQzzjwTWhBey1eNTExgkgbS4o3n4u8+8wV8+cc34bu334WrXv8G6h31nfFr5rNRxmn/gw/ixm98DQ/fdgtmBg4gPzOFXHwemfl55LJZ5LUd0XHKf7VFcjndCXSyYt9BJ0tWFqzU601036HTwO3n0n2S7pcKC9u14Ygzu1cFz3UCFSuIdFY4qcQOsXNaGs1iFVjwz7V0XXHfdQu1WiTNL/rR6HRX1xtF1zXDjScsBHxOf075UUmi1eSxiQxkfhY2PmiupBkQZIJ9VIAN607A4/c/xBLGwkaLorWtzUhlkWQik0qxIvbiORecjZ9cdz2WLV+OM9avwjc/8+8siIIQ+qdxn3VRHBQmAa6hYl10zZWnOz9WGu/JX8XdTRf5r8kzqVTaJmAosZtbmmmZdVL/MsgXne7vATXTMx1GqbSdPX2Yml7AihVrEJ+aQqDGwlfOMdpF9LSGcec9d+Dj//JPePVrXkXCGkaC8RfR+fVCwP8+ybKgfv8HP8C1H/ggIiRs1rXGvPUV0jbuUEtq1Ag61XLBxpoqVwIEiDFalmot1NaZTTXSOHVL8LwwN8uKg+Rei+S3dyBFwulrDaCnpRMeAojW/tKyWUuXLMcDW7eTpDJvOrpo/Hiwd/s2/NO178cfvO53SUIDuOeO2/GZj30UmzdvwuTIMCq0XledoKV/CE4MiBaK3rx1B37vj96K91/793jFS67BHT+9xSrj5Pwc/uFv/h7PvepSGr8V5JIZGkjUIeqFZn1rm7CmZAr3UK+HRkfQSrDTrhZaJ/PGz37q2RbJ36z8j+E2ieS1apEUbjwZexw8lYdHMZvn7vqSRyt/noeIi8ITlY3GniKJ3rVeIWEUMVXXjbzQOTjIZ63UCNt1Q92C/JaIhuEnL9gzcMaqb9qCwT37qKfEJ17z0QuFRCirZxxX95HvPl2LZCP+Shrj7vjiiBsXx6mBgESX7KdEfFTroibZlL3q9s/TwMxa+SnR0L7uxh/iBz/6AS658nLkGIQqjfwoIuhoakZ7JYhsk4/xJ0kj2YrwTrenHe3+VhJMxqpYRVbbr/J7tnKC0p+RVFWi8c6aBJeuppAPZDDuK2GuiWShRgrK54TIUU+Y7FpkkgZ/hfSPZC/QpGktDIeW5VHUa059wY/UY1sjZsRsx5sQn/XreZuU44e3TD9IDDVOPlr1odsbRUdNWwP7GR8/ukhQ+/isxojKLfJHsMoXwiL60VPz2lI+VqU6n3VO6Jwv60Th4OmvSTTmcNPjW/HCF7+QBE2Tf6mDJHRBYmYmk6KellHI5XHxxRfhlJM34PChARRoCExPzWFobI5hDCFFI6CUjqNcK2KW9zzBsOwW9C5ajH3Uv/61J9gEW+WPNj1RD197Zw+GRkYxPbOADaechgIN8oXZWXzl3z+H73z1q/jJrbfjyMARW1avrbUD7W0drBdCNrhA/ixftAj3338fcgxbrKMd//D5LzIsPnzuXz+Nn3ztP3A9sfhVr38tHn3gPiRJfAMaa0k81ooBQZLlQ7u24ZGf30fCG0cb63tNfiqzrpchdvOnjw+zjycbNABbA6+76GTR/gPdDXQ/oFtGJzB6Jd08nfzTjL8X0GlY1B/Sacf8Xyo+n7fW3tn6JGIjp9Yvs279Kjy0F1ihqqVQk23MimXB0JqMagLWeDzbRpHK4Fq98sO1hDXZxpYRon9GQuuFXCCk342i9/K0zghfsrGMTIrAahahvuWLtmM2Fcdp555NK5hh5n35VWCl7ytXEMrmrfl9eM8e3HbzrSA7QxcVQNaXtvAq85mLX/I8xqeArqWr8LNHN+PlL7oKX/vAxzTkhHHSbLonj5OU/w4wC/oc0TVXnu78WFHcXFEaKu5KE7WG6be2RqwS5EQmtJRRS2sI5567Dh6vWoGdCU6HBkewZMVqnHbm2fjy176JjaedjSX9PZga2IlOWlwtZCMipLlCCaMsWFGSnVBzN7IF4K/+7sOINbejVaD0DJYM86CrtwurVq6pD+Z3xkr1Bcq260atyvQmgQxQ9bTUlZ+60dnVjZ/efR8K1KnlNC6ueO6FaCO523Pf49h34BBe/JrfxwILQJoWavOqtchHqnjD838HrbLkqd9ZWpDecABv+McPYeXK1TQC2jA+OoYLzt6Ii886E5VixsqALFctKK5FdDUk45vf+S6+9uPrrSv7ko1nYlFXD/Zs24ePfeyT+Ie3vx4TIpDxhI3xqqgipm5MeAro7+xGc9mDiUODtlNIMkuLlwZSiOU2TVJZaI4hmSvgjMsux4uueTk+9PKrnp1s85uT/1Hc1mSbSNQZ19uIKarbhSlG0HSvjtmaSmK463V6P7SOqUilxrkL16zHp47P+i3s1y5J8lsLPUvnRGTkZMDYN+mchgURDRny6iplWWIgNLM6FAnb8jsT01OY2z+ICo1Yze4NBX1GChQejTN2ReHVtw1nqb9PKQ34K3kS1hrbcUTh0z1LA73D+qRML209ZMYNrKjjkRqiJGyhYs1a6Er0qtIaRTLqhTfajP6Tz8Cn/v1LrIOIxfRTxuK4p4qECE2J9ValhpamCvHWT0LpZXqVMYYZTNVmka7lbPWMLhKyTLqMtuYe5PndeG4BtUgJnaVOdIdasRQt6NAoS95Tj9hCOoG7YyPEJ20y0IpsOYtyJcu0Yr3Hbyj+6lkSBdefxnvH6EOVGKR093kirMK8SDNeXV5NLdEYTo2ahBOHejxa6PyML701UWuyfJXZofqWBxPNMNbSe3bNxKGRZlTYryfy778rX/3O9/C+970PGzZswPjkmFMvlvLUU4czjI+NoLuzA7//ulfhpzffgLwmbTEfUyLJy1ZjeHgYF597GtOaRJiGeVOoGQ/s3I/9wxO46AVXI8z6NLx0MV5+2XOtdbVLhg/pCakLnnPF1XjdH7weXmLmXHwOX/7Mv2L7Iw8gyvjHmUhav/nHN9yMhx59FA89uAmLly7BxosuxIlrV2H9ol7ce+ttuPWGn9jWpG96x7swe2TItoiMMM/K3hoyPtYRy1dZi+Sh7Ttt4lIT6yAqKIokjpVAM40Mlqu+Xvp7MS55wQvQ3tGFv3/OxceF2W7u/FbF6/PU2nta7LyxAKpgOoDB87rGichpmyZd1zpdKvRaWsHdFlFOq70LiPxBWml8Xs+Y4lEhtJOIwE2AZjPRmMiuPBUoSIEsDBQ3XNUg/eT3tLVcZ2+fdQfoWz5afRoLVmElq90OOpiR3/nCF5CbmaNytaG7vR9jk1PIFLMIdwRx2YuuoH815HO0Isky7vzhHYjQ6vCWvSh5nmhdfTp5UngpbvgMCOvi/tbRjYfEecYh0QJwjW90iaSGnmgCTXOLujZqOP+CM9X4iko6hzTjNT4xgbaeXirzchuYGwsTQFToCFK9ne3IJGcIKGVaNfQzz/eoqKFYK1adeBrWnnEpzjn7CkSOc0LR/6SoEhJ42TmdIMppS3HFvUsjpsJaQMktx0fcJG6qJlhJEDyLXtSoFwvMthzT7K/f9R48vnkTMqkEQuoyKuZRJPCcvGSxjV9Sa6M29tfad1rywafWGYL3fXf9DKesW4vTzzgJz7n8YuzcvRMPPbAVARK09SefhN9/2zvxjg9+Ele+5o8xODmPV7/mGrSHfFjCgIVZY5cZvnm6az/yL+hZ2o8tDz+ML3360ygy6+MMr0YUO2Cu2LIiYMWkTnGZTZNzc/jwP3+M5HMUS0h2Ncj8hv/4to0VyqTSJL4aR8OKlsdKPsO6sIRLnnsZBrXMVbaE4YHDiPlZebOmsMXoWfb8gRCSrCj7ly7D/ofvf5ZIPkOExKIWa5UmPSHCkqMifNZv4qEaAtyKXxjkYpGLPRXqibBHRr9+uzilaxJdMwx3r1NXXayTuP5pfKB7rqOLe5ogmZ2YNpKprm57h+HRpDKR3KcSl6D+KnHDcKy4YbWw1MPlOjdeEnuOTviptNIKJR0tzUjli0hFY0gxjD975FEUWOY6w83oJAEZ9WSwvzyDEtPNVwshSvK2sdpsVWSWtCteS2KyGkfKW0S4EkSQpHNxqMMW8K4V8ogFI2gD05npIZKqdGHJhhYc0hzfvaVhzPmdfZhrrEcVxhJdsKYNFNQKpnVDmXYkssFAGNFShOFn/VdviazxnmZ4dzGeSoUI31XDirOapDMbWOt8/jqkRvLsiJPezmx7J0+kcu4yeoyJHdV7adSUz/mrMmbsMr5NY/rNf/ou9HT3Uw+la2q8otEcbMK8dj0qZHHiyiV44x++DrfeeANGJ5yRHzVim9YXVcNAc3sHTjvrXIyNTyG24TRyEKZGOIatO3ejbfESrN94OkbjGbyLfpDXoYXfZipCu+J95yc/wdzMrLWUf/yDH8LOQwOsJ7yI5/OoBgLW62PmGdMxnU7i9ttvxTe+/EUs0MA/4+wLEGG9fc7ZZ5KYFvCRd7wPnQyLypPKnYYjqCxoL/mevh7jH9NzLA/M2yr991C38sEYjboQDYAyavzemc+9FOddcjE+9ea3/B8ikn5vraNOJBsLnMYfOgWNCSEyqfssLU9FJN2B2xLbMpGiyTGa2WSFt1RGiQoiIilLVWt92uKxDXxGzx0VKpqAzt5lgXDP5bRbgC8UIGl0COWG006zcYN6RkSy3ETrWn5l0kAqgwdvuRVToxOIBJuxdNFSjIyPYD41i/W0Xk7Q1oslFlBm+ub7HsXc6JxtxG/m2q+QJ4WX4oZPaeKK+1tHpY97zznSIqYCauaigMwlklKoZDKBxUt6WRgKWLN2GXqpgLlEwloOsrkCFi9fjpiawQXGZItqgfQRhFoiIRSyC+jv7cTU+BjmJpJIJOds5tmZ51yIXK0ZF17yPJy05n8Pn6hjDVODaVVPUreCcVPSX3GsN9slokkx1Xgkp6knWaxgaHbW0rdKov2yc8/G8iVLkE7GEWKh1HIjAvlw0It1/W3WZVBlYbaxsKwkIyTZw+MTmJ6eRS6bxqW0CNeftB67D+5HrlzEmRc+D7PTk3jssUdJDpdinoTz1Asvpw6240zq0GlrV0OrOmpLsCq/oxXmHty6Hbc+8HP83Tvfhf1Hxmz8E7RvPfNMXXtBPsuY8IwnFAGlPxwh0Hux58hhrFuyCOeffDIWsaJQi6oqHbVaGyGg7vio5yKSkwzXWRdehFNOPR1f+8IXsXzFKhpG1Ht11zNh1WtQ1WL23iAmDu99lkg+Q+Q/QySl/CIrKh8uHumenEiiuqRdbBK+qCtaot9WGfKe6+y6mnCOEcNeDZyrnzdi4ZEjR5CbnLEx7i5iqgzql1uvHCv/XSLpXrdws+y54bFw1omkwmbx5nXnyOdFuun0rJYL0uzZOT4X7u3F7Xf+HPPIQcvsZEnz8qw3tPNLgPVff0Y9S0xnGqkqpIlKGjWm7RJ0wKvlg0oV9Pr8JHQi0PxPDMrAjR9VcCy4vEBycZ1nK9LqKmGpF+nz0TpVi2HBJ8IpJAjSgG7CYk8nWhFCX63eMq36Wn7ynu0o42SX4Y2qWR2dLRzVqlm/+d8UGc4SGcUSETNXRI4tFqpPVeET3SQ5BkatvzKsFzIZDB8+hLe84ffRwrTW0jtVkjytpzw+MWpEsrU1ipdc8zvwlrLYvWMLUom46akmTwYDMcM7rcLxspe/EjffeQ96Fy/Dgkdb39ZsUmqa3CDNZ8+5+GIsUHdf+7KXoS2kcaPUVaaFWqyrrFO+/s2v4+N/9yGMDx2yumXn3AKCne08UzyYvkw70QKNKS2WivArP+iv9On6738f11x1BS5atwore1c74/KZFwqnZTef06LsSpM1G9aitb0F9//8XkTUiMFrhGvqoLM7ko2V9Xtt/H3hyPBxYfavJzf/m1LXhV8QtzC6x18mKpRKUBdsXAAqs2BIdO6SJdvtg37+Mn9V4F0/j31OA74NiFgYsiRcydlpWwjUUWHnf2dHA5IrVtyXXXmlzZySJZBILqCjrYUEI4h923djenzaWnskK1ascADsF3Hy1yqKlwtibprptyuaZSZQUkui4i6C46argL+3r1vbWiIUDCAa9NsC1xESSBEj+aP1KKORZltrUoOG2zo7sH79ekv/zMICenn/tymWxnVxSaQwVK1oGm+oAqsB3SqI7qNlgnWOhkuSBX6chfJgJofd8SQeH01jf6qMuXALZvjM1l17sOKEk/hCBbFIFEWCiECuynTQhJdalWnqKVuLr9LD6wtilDowPZtiugdsAlNzZzcSuQqOTMcJQH787LGd2DU2i3OufCF6Vq7F0pWraL1Og7zUulPyNVqWDCODZeH1sYK58IxTjERK+w/uP4A3vuGN6GCeaHcJEc0MszPLSpRVEYoE2pwAiefbhgfxha9+mQWG1UXA7wAXiUCFftYYB8VDqKN4qZu7t38RNm/aZGv1feiTH8dsLsWy47QqWXcUAbypWEKNZe5Z+f+nCBOEwy7muHjT6IQzuq6j+6yLu8Io/W4U/dZ1956OGjtiSwPx6J6rDLskVmLP1eVYP/8n5NhvuGF2neopHfWc64oywJQe6Qx6WfYWERcK8RmMzx7CAst6vlpGmLSsnSSum/jRrUka0YBtnyc8CXmi6PX3op8kUjVL1hOw1enTNOoKxBwNnckxPfL027ZQJLHSXuglEvFMgNfTKeTLGWQqGSOrhVqJ72hsp5ZN1wJBGr/qtEq2ViMIl/2I0TXTim3ntQ5GuYPJrO5ruSh/i8B6mR+WP4zvr0t8BHM5rTOpzkVpjJwRViKaBraVWE8XWG9lySPTjO8knztUqmJ/IY8ppsFr3/xm5FI56p2TJxKRSNWDGsP6p3/yJhI/Lw7t24lMYgF+vqOGk76+PtbzJSRTGdteVmvoFvjBmfk49rBuf/yRTdj62CaMHRm0eq+UTRmW7t+7x2FeDKiWhdJ20ERUW7RcJJKX8PHPfRkLqSRSFaY/H9S0MI05kVMelH0BJAtVGmGsc70B7B8YwHe//jXWHzGU8xlUCllz1TxdMUeszjEv89ZotWXLZlvb8rlXPM90SV3aDBbTr0yyXECIv7WXe1Tl6DhF0flfJSpAbuFzC5YKm3vuOrfwNT4vsHAVQURQ42/UUuhe07Ny+i3nFmL3nuu3+4x7XeLes2/xliktK1KtL7Vr82NIsmL3sMDt2rYVMZLEsD9os5PLIgskUpdd80IUqnlMxqeQYUb3d/XZ4OjHH3jUdhFIUfn6F/fBG2Y4jpNIPilM9d8KtxtPN+w6ukDqitJH12Sx6Ki0kDjv1xCNhZ+YbUxrdm42TgLGNBNpofJ5SIjIDhAJedDWFiOZjKGfVtmSpYuwdu06ksqQzfoO87hs+UqMTs3ine/9R+zctR/d7Wo/++3JUfIoUYsEHXGIR9Iu7SjRVESunEWO5zlmtuZQ7qLp+9BCEbcOzuLh6Tw2LZSxLQGksx4S7RwmhqaQmJzDN/7ts4jlCygTpIrZLCsx6i/PRb6060UmmyOR9CMYbSEgNOHxHXswm8ojEOtAU3M7rnzZqzCdK6NtxVpc9MKX4/TLXoATNp6HpSeegfk8iZ92QwpEMDk6Qi8LmJ1lBTMxA+Ii84b5ymg0e6qsYtRhDew4eACt0QhGHnsEZ69eic9/7BMEKnVjqUKgCjLess49wQgOkPh//dvfwev/6I/xpS98EdVM3gaXlwoaz8kyKGChfrjjaaVvZca1rbkVH/7wh/Hlr30VH/joRzCbSGkVCmvt0bIkGo/jU1f3s/KMFWHMsTjUeLSuW4p+u6LrLrY7uEPjhZgtQ1/X5IQ/Okrn3Gfdo8TFOPttJOUJp7YzlXXT2wZxv+Weu37p6LqnE73X6J5OXD/0zLHn7m8Xk/Vb99zfaqjI5zJoyqdw4rIevO7FV+Cv/+QPScjyUL+dJ1tGpOgliWzFEk8bVqnTmGSionGSjHeZ3ntZ3IIs5GqDEyZo9yFdl2GpGdZaSVItWzL2lE7ae1mtjho/3VEOo7UWISHVerQ+zDLtJ4kBHrLSSM6PzkIYy0hjFzM0XVUvoiRAYWZvkMHXTi9Bnvu9JduEQI5wxISmkyjNPI4u/FfFTUPLA8bRXJXnjGmJhnep5idOaq/rEGYZ0/3E4MdZX/28WsS93jIezlewrVDCQRLANNMpPTyOxd4wyRYxs45zygkvA37tP/wd9u94HPu2b0YurS00fazv2myc/8HDI5iZm0WSON8UDGGEddww3VQyayTzpJNOwZmnno5Vy5aiMxbF7PgYIiTrA+ppIm4KgzVmTEsjaaDBlVc835Lp0PAICes8XnfWmbjlO99mHjmtueoNY+2BFM+F2RESXS2x9N6//EvMzM7iO1//Dyxpa7ex7mpldI1+NQCogUREUQ1eUZLQHY9vRSKZxL+wvsrR0NcMcDX6BNUaTk6AbAY+EtHjlf/htq/jE4/Xc224PnBbTmJHJrBdU2XvXue5dZnxtyaEuEc5FyDsXYp27SgxUUUmI6Ewk1YFWcYqn+PzWiNRWyi5BdgVxw/nWqN/7rkKnt7R+MEa/ddG/wESs1Asxt8V7N+zl2RqrX1HM8FKJF7dfd1UkhoJx7C9H4u1QbO3tWWR4q79Xq2Vk+GKJ+JUBvvkcYsbRknjuSvutUYQ09aT+u2CuxMnOrJktUim02laZSG+S+uElk4k5LPfQc06I3ioRbKjvRUtnSxYLChLSCSl3H6mxYF9+zHKAhGi0sranSK50NZOX/nqdXy3jfH8xTD+psSIZP3zRRYwTZhSIS3QMixoJl2TDykC81i2gCPxOA4vxDFWCiNJJE6S/GfI2nI0PTUDLjU5SYCJozMcRDPJ0nc/80mUk7PUL1aAzHcNOJV1XOUxFg3zuzR2aClMzy5gZJzvVlnkaXhMzCVw5iUXYCkt2/b+RZhLZzCXy9mOMyrXlaIzMUbWqtYyVSt2e3uHde1obdI1BC5bcINqWyvkkK2UkPYFbSmLG7/1PQxs32oW744HN+GP3vF2VGihs2q2VgVZo6pFvnfdD61lcXpiAv/2wX9EO+NQpRVbYTwUfq0hp3TTOZXE0k/JyFJh65BJX9auPQEvf8Wrcccdt9kSK0oHPaMkT6WTz87afoaIx9N0bSD0xDg3FxuPYg+Phqv6aQYF9eCYZ3TUM9oNRUf9djFcmC1SKVELZSNGiSdKGv1xzyXuuXpP9J70siijWIGp4x/fcEgmLx37vsmxv+vyC8/9EnH9Zf32pPeOkiD3mp5x04rn+UwOrcTTi8/fiDVrV8ATbkKGZfrRRx/F1Ze+FEUf40RLrVBmfUHrsUpMKrNs0xd7X/541EpH71pYVG3/ZDoNfdE+3H4VX9Y1TapfLR2Y7vZ9Ekrm1WBuFikes8S4iCcMX5nkMdaFwFwJbYhgWagDSz2t6CJORviavsODHVnD0vFDqqNlneuGxYuuUY79/Z+QY9NOHyavJm5rkiMQp5tlfKcKNcwQs6cZ13kep0jeZmgYZ3NVTE3PYebwEGokUz//8Y/QHQ4gy/sa92ljClkvnHvORhrq4/BVCjReRMFrtj91jvh/cHAEOaa/JiFq9YLTzzobu/cfRGvPYtZzIRSI19qasETdFQfxsc7UIuvR9i4sLMxj6dKl6GhrtWTQiAwfE0q7zGiYw2e+8Hk8+MB9mJ2bw5bb70S0tw+LVi6lsa+9cfSGHPOU7ms0/FesWIZTNmzAbd/4BqrpHH0ioS6pzLC+oH8sXaboWjlB/fZqodcMcA2nGpucwOVXvxAP3nUXYq2sT/ieklT5qJNMNn9cmK28/62LSyStMNVFiqIyr6MKogq8XX8KIqloS9zu6CeUjNfIsAUmAYKKV8RROMLrAiO9rzR2n3/S0f1gXXSt0dme33yEsIae7k5s3/o4VqxajaWLFtki0g8/+BA2nHSyWRhF1u4lKtHatasxPjKE2bFJXvVjaW8/FbaKwwNHkC9m0N7Rhv7+fuw/cADac/s/IxbmujSeu+JeU1oonQ2QRaJIfN101zNKPz8ZgB2ZdjoG1LrKghGL+g3cAySE4RCt2oDXJtc0d3aitbXFmvw1di6VSCBJt5eEusIKYe1JJyHvCWDlutNw3oUvRoDv/vds0v+eKCXkhHNV6kC+qYq5QhrbUn4cjOewP1PBQZqqh4lOQ3SDeeVfFqNjY5ibHjfLtJZNwpPXLhBpDO7fjRu+9hX89LvfonVO4hiqoKQtBJm+MiwqJGNhphu1GBPTKUwSxHJMT38oQgD0YmI+gf3DQ3jBS1+Db/zg+5gmcS0wbDWmb55++AtlG/Qu3RWX0w4dat3UrOtQS4utPXnmunUI8b5aBEI0oLI8/9ZNN2H9iSfjw3/6Z+hpb0EtMwePrxlDE6M4+/KLUFOrNFNCVvgdN92G2YUFnHzaaTidevvdz30O/mSaHpJkW8WglKuxDGnIt7TaqmVrmVelJbCKhMO497778PC2rfjrv/oL3PyTH9OCD1j5tQo9k36WSD5D5NdJJKnSdtRvt6fExXH9lui3sEp69HTrBwrFnM/xGzzaXvR8f3RkRGzU0VgVInuOfypPvNQYpqNy7O+6/MJzv0Rcf6X/rui3G7ejfrnn+sljszeIE9asxLLV/fBFRe4qxI8AWiIR3PXog1h33nnYk4ljqlhAh5b/YnqoZZG0ge8LZfjnUTrR6PXSoPTSyPPR8OUxw7SN04Q81JTGSCWDkaY8RnxlbM5P4ZHMODZlJjHP8q2u8GAlhN6mNqwN9GK1rw+rmvuwMtyB5ZUgugieGuNXIXaGWJlqP31nOJAIpKKicJPk8odNeKETqVF68wmL6n9V3LRTOk4xTvO1EsbKJYxSN4aavBjmR0b5lZESj4kCJmcTmJ1KYHzfIOYPT6Ip14RQpoypXfux5e57cOjgTiQr88Rz+enoYi6fQmtbFIeP7ENHNGLf05I4mhOwa98hVP0RNLf1oJBJ4K/+5q+xbecezJBU5lhvZ0jslQdm+NeI28z+clOZmJ9DS1svU5dkzufBavIFaYZWEqhlgEiwCR/67GfQt2IJfvS5zyJcqiA4s4CH77wdf/hn7+U3tRapSosT9y9/7gvYu28PXv7KVyIxt4B7fvAj9LR0kMSSEOvbDLOeVclQvHysSwyr6dQrpS2eR6emrXXzrz7wj7jhh9fZ5EhrlON3xJFyuf9jRDLGzHKYs6OEaplTa4aAQ9cERO54l1pVwOQjSJDH87pSyU2yqkgn/1R4lflaQFzXNUDb6V6hwhPYVMlrTJyASl0Juq4/O9JLgZGUX4ul66jlD+ySPqec13UBGl0wGGOC0/IgAHT3LUasqwNVfqurp4fveBCgBVNlmJmNWL16NQYOHoA/lUK1uQ3RljYqwTwq2SJWrViFhflZDI9OkEjWgfiXSCMgHXvu/tbRBWn3+tHfVWW/vuO8x3+WHlrWo0zg1YKomUzWJuBkszk0x4I2mUaLakf8GmjMuIeDiLTEaOGohRMkVkVk0nHEE7Mkjedi49kXoK21jWQ0hDwJ0OGpEWw5uBunrzvF4iBCLjGssRP7+QtS044LTRqzyYKkmXpagqIOUFqBXwBV5bUyfxf5nLbsClSLzC/Gi4VZA7wVv2qxhHkaFbP8MciPPZ4vYmeqgCM5DyaZT/O8n2YcCgVarrPTKCfiKM/OIEXrjZiOTpKlGtNix6OPYGZ8DIceeQBb7rsLYYJEOUEITqRRo38Vgr/WZ3OiI6XxIJth2jC+Hn4/xvQq5rKYSjBerT147bv/HBOZBQOAeX5XKuYlm/SXqLcMq1JJQF1j2LRsUDAQQJrhWEzLNs9viwBKb7X2WrVI8ukNoCMcQ1ckhs999J/Q3hlDZyxii9+PxlN45VvfQ6Cn30yfNMO7c9ODyFdKOOuMM7AwMIx7v/dDxCIkCgRF6zaikxXrYVrb4sqs1JWgpMrW4q7dO9SVEmKENX6yu68PKb4rcNWA/RB1I5HKPEsknyEiIhkMO8utSRz8oKOmam1f4bXw2XCbRVWmB5/iew5RlDjnThWka8ICqi/1mP4Qb8sycolHwnAZO2ot0Q5NNsFC37XvOd8Xhuv7qjw1WUB+aNezlmgMY0eGGIZ6CPQeRf5Kd1U2VUqpotRhhkUAL2f+PpXTO0+I699TydFv0T9LGfmr79T/1Fsl3/SY7eFNnNJQkPUnL8Upp2+wVqwgjU2r0UoF+KsFa2AIdnfD29nDOqWGZaEWBFXumF5Bhl/QGGMaVQgGJbocjV1tiVhq8uP6LT/HYNMChuJHUJjJIJvLOUsrMVzBXAV9TWEs9cVwfqwfZ4f6sDHaizWBFvR5gmjjt9oZUO1Bw08p2UysdrUIHON43cuM0n7aHobjidnU1l5JLHPySt3pyk+tXamxoXqEr9hYSvGBJt5s4kNNwn/Gi1wPk7w+wjTZw8gOwo/hig8zVT8Wyj7EMzWkaMTPTMVpzBcwemQAC5NjqBTT6GwNY35mhNh9H3Y+dj+JWhqP3HMbfOUCagWNE1R7H4/8RpD5oS761Nw063u1zGWJ32n09fdjiKRt/5Ej+NR3vovbfnYnLn/+7+CBR7ZQp5xJvKpjtVsZK9h6jBkn3qgVmL8Mg1btKOWKOOv0jUbA6L3TcEC3/8gBLIlF8dOvfRPtsWYUSfYCDNeq089C5/qTbB1R7bRTmo/j/tt+pmZ3PO/yy3HuCevxjX/9FD3RMiluSjsiHdNYTCqCtTxrtKt6YrXsXIBlbGrgEKaTOVzy3Odi3949/B7rBdaLsZoX8eL/MSKpyRsqeAIUlwSpUtXRvS7RuRLGJUPuNde5s/Dc++4zGpMgcXeN0TfsqEKu53huz+pEQEZFd9+ViNC6ROyJGWcivE6rXTTajHwuhWYSrbnpGVbIZ+KuO+7C+nXrUVIys8BahcvQn376qXjo/vtRJHHRVnLtrTGk4iRf8Xn0sgLu6myjHwtH0+GXiYW9/kzjuUTnjX644Xet/hJJk47aE7pGRXPSuGr7aosoaECx4q1ZuyLhsnA72tsZZi+dwZspqOIgElEl2JVyGWSSCSNutisAC72a9w8doTU4n0BP7xLcfefdeNU1r7KKw0l5J9lNngj+k6TSFOTXtHiN35yzH7nUl4WDpFFjEX0EWR9Lo18L4ZYYPgKoDIgc8yjFwjHEp7eRFA7NVHBgJomxZBbzmZJteZWeZ7hTcaSZD9MjIxgbHCJZ9tmElrnpKUxPjmLfru2Iz04hz/h1xMLYtW0LjuzcisTMDCurQySGaRvgrE35jw6NUAgZT62zpgpWehBhBZdYmEWR1xat24A3/9mfoUqCWsqnsemhB5Al+RKQqptFrcbKMxF75YmO+q28mqcx0rd4MQllFuecfTZi/Ja6rkJa3oo63Nzeiu07d+L6G35s4zRz6SzWbTiZ8Z/F6//0T21guOqvgb17CbYTBEwfXnzZpfjXj38C2YlxC6MqcVfMqKPo225LkbUQNeicRHnx+JZtOJl6fvbZZ2HL1i1oa2tFfCH+LJF8hogRyXqLpPTBdbYgeB1fXJF++II0QnitEZOO6s2TzunqGK7ubYntTsOj9N8xYBzSacSMYn7ZmVNpunWAlvcR8Rwi9ogcuPKkMIis1L8v9ytFZKdBGt9p9KfRufGWaxReMe8UXBGYIAmGhr9ccP7Zdh4K+HmPuMYH1PujoTLeYAwrN54BNLfaOpFtvjBCqoOYFOp81RCd+WwGEdZzM6k0th/ez+RSD1IYXuLPmvZeXNy1Cuu6+rGsvRN9JKJd9KOXRmdPqBm99D/i1YQdYijTRl2utj5kPa3/M6Kx/ub4qssjRRJ1FIFUY4BaMuX8zNaA4JH1hgxm9YIUmWlJvp/Q0ChPAIOFGo7k1frowUwJmM5WsZDIYWEugcR8ktidxO7tWzF0cD+qhRzamQYjB/bjoXvuwtCBvZgcPFTfOMGDntZm3HnTT1Aldkb5u4lpq3GF/DTTuULSmEA4HGT+FJBKzqO9udl2l1m19gTc+LN78c6/uRZZRu65l12Ib3/rOwj6WWdSTx2EJFegf/yPZ1UaRGXL4zwxuMZ86OrsUpexbYmptFBdGWJc9W57WxS3Xn8dBrZtt0aP5auWI5VII7Z8JU4470L6VUOMefzzW2/F7OQURonbL/2dF+Olz38+ynPzJKx5I+7Sb4lbLqV7qkskrk66dYk4kdZa1TCsk085EbtIJiORGPI03nL/94ikxkgq4irkIm1qHna6NhoLoY5KIveaKrLGgtpIJCW6ZonJClEJp65Z9z2J0ttpfeT7fFdv2xgJJx+OSuM3pBVqlSFLsXs6VzjziRmgWMBd3/8hNm3ajD9569vx1S9/Fb3LVyNIgNCexqVqyV5bvf4E7Nq0BcViHh2trSSTrRgeGkd8fg4tPK8UnUkNv0qOhumYc4nOGyt6KY0L8koLPsF/TlrrulfKrPRk1Nz13JydblKmbKl00ibVBEkk+c+6bTUOtZpPoZhNGoksEsRKeY3TIKHhO96QF7MzU7a36PlnX4DkQh4f//DHGSbBlJPekqOhfiL4TxK10DrdqI7TY44TsVfbgqxbp5tMMxFzTOSDxTIOxFPYuZDETh6HGOUD6TwJWAkzBJqZZNriNjcxieTUpHVX+8olFBILmB8fw+G9uzAxdBjZ5AK/n0VncwQxglo+MYcbvvsd7N++GU0knpoZp3GJGhPo8ToDtW1bNB51rsqvyjSWBKmHzdSFE04+EStOXI/VJFpXvuxlmM/l0c7K9rabb0JrKEgSyULOV1gvGyhpjI6AwLSfNyoMZ7lcQ8+iRUjQUl5HgOuMMnz8qEv9Cvzu5z/375igRZ7NZa1iHp2aQWzlSrz49/4ATcxzkdYjmkXIfB+dmrCZ4//6gQ9gTX8fDYgM1cMJt8TVL1efpDOKm/RU567EpD+hEPYdHLA1R8855xzsO3AQ5ePsJnlW/vdLI5F0Ky2Jn+THKiyqiOm8ygTxUgancKauOqZDek/O2VBCZmmd3PF5vSOdEk5phQsZYcKmota7LTtlTM+43djSUh0VErcOcLa09WKK5ftYPdZ3DdOFQvKD7rjklxDJxjri6VyjOL+FXAqLxqU34aqrriTm+owoC4+JHtaCpTKvblK1ms6T/Cxfs46GewWtgWYSPdFQ4hL/H5sat/39QzQi1Vu0pn8ZAlrSje+1ER9CpRpWNMXQyXSJknCESUwiTJow00HjKLUsmABWLY3WDKCWQWWjon1M+H+VONstMt4815mnpj45da+yvuEVw0l7kmfymy7NcMqN85tjzPMB5v9BErDDIJEkRg6mchiNpzEVz2B4dBaj+/dhfGgQBRr32t965shB7N+2CcO7t2N0906UEvNMg24Ey0VbzSK3MI/x0UGMHTqALMlTmGmcjc+ThReoazRUNDmFWKtGEK3zGyUv6WjxWy/d+pNPx32PbsWKU8/C6tM2YjajMZU5bKHR7OfzWl/XeIvwnufWeEC9U8t6kQRWrfPpfBFLVyzHAkmvxlWGWV7UIulVzw/r4nAA+OD7/gLBkoP5M4zXyhWrccqFl2L16dpUoozpQwfx+H332be279qBc844E9/55KfQGQ7xm1pK0NFvydEyxrRVT6yOVh8xXNLXo0ICqp14cuQv519wIXbtPwA/9SafTh0XZjf49NsWabDAQgRHkZReOWqmoyLuJoqc+1uJcex1XRMAudcsEVlwdM+9f/SdOkDxP7p64vOa3nG/7/rhitZjYh6aaO0lJaNDLCvWTX0qFaQ6M4vH7r8fL7ziCjz087vRHAwxr0iwWEhEeLpXLEPvkj4UsilkcmkbxBuJBFh5s9AcPGwETjOqCwWb2/WU8lTh07kripcbD9dZyyKPSh91pzjgrntMS0ZB13RPRFLfl9LJTx0j0VakswVbR7JYcLZLtD05STDVkpeYm6NlOI8MCZrGYUjpU5mUM3DeH8AjjzyCN7/5LQwZ07/+d9yiR+WUT0p8FjqbYV0T2fbbMjazPBtnMjyaTOEWgsWDM+PYX8hihJXPOMM0M5PA3DiBZH4I84lJxBNjmBo9wEK0gNZoFUMkjtseuh+HCUIopNHX3oJW5gkZMkqMxxT9HDm0H7sffwy1XMqIW4jpFWa6tUSCDsFmIjp6JTBxdNAd9C8DxBZ+Z0TyvD7JcL7k1b9ra5kVtGC5rGOSb1nEAiKlucBEs7OrFcaVTudyFQKj0lTjwPTNBaa/SHTOwEzWbxE5Esw1q1aQvMfxwhf9DtZsOFVjD1hpOxWe/F+YmbblPiTqVhugBb9m7WpMjI7Wh4I8IYqL4qGjW8b0W/Fz9cv8FQgyjKqMbC9xxu2q51xa9+VZeaaIqweNUqZeGpYYfjtHO2c5MaOVWlolIXLKb93VsV/P2X3WATViqSb25bQ/cF2kW9K3cpG4ZDrGskEddDHqWNE9YdSxIj/c+qBRXD/0naeTRj13nUTvHusk7n0dfzGtHHwQ7moM/ck0LmsokngUUdGqGDSQlYaVKss8CUKpRKwjFpVpyLaRAAVJsEQhFYtEKYvJyUnbNeuS87UjVgwBEnStORmhr00685aQId2M+0iW6uGzMLnhUljp/MRuM9rpsai2Xa9Tvv+MaMa2j3mj5XlUH1gftpoirfmUka5oNx4vksTFaboh6sjmUhWPZ8vYn9MYRz8m000YmytjaHwQ07NTSDLuowN7sW/rJswM7KLx7TMCteXB+3DrD76H8YF96CDxXt7VjuaA15ZNGjq4l2TzCPbs2IZdWx7H6iWLsHf7ViYldYv4qlbQMvHSmRxJI516pVZgkV9hoiQUjGAhlcH47DxOO/scJDM5I4cZ1oeqq5WOhteqM+nKJKTCbjn+R7+oE/SvQt1V664atCamJq0lT2msNSHD5BKt4QiyrGvU+plXowaxc/fuPfzdgRK5QTQYYNi3G5fQeqsXX3gR7r/7LvQvWWara3jFSinKX+m369z8btRLVyd11Lh6P18dGhzEwYMHsWHDeuuJPF5RPH7r4rZIuqKKScI8fVLEjx71r54Q7rWj5z6nlcSt3Owaj2V6pmta0sbNeAOUOpeW2ug5fc5aKOsJ7IqbGRYeKr8DCmo2lrUoVSA57O/CoYHDWNTegdHhYRQycRym0jfR2nn8wQcQpXKuYIZ3tXciQYvqgvPPZLGu4tChQwqkjb+QRaCKvpDNIaZZ4FRyNw1+mTSGtVH0rntP5wq3jkojXXbuEcSpCbKA9T03/SQ617qQs7OzhCzNLAvRoyrUGKFWM42XqVLZy0YsyyRKBEemiZruo83tSJGkzEwvIJ0jYfXFcPHlL+KHtLOrUkyEvE5k7WuUp44GLwtYa7bWWYFOOz5kmA/TfH7fTBpbRsawk+T9AInLUCGHMabjbDaDyfk5LJDg5uMJzA8OITc2gUighACBN0OieXALAWnoMGZGjyDm81sXg5Y2KpIojgwdxBjJ466dW7FkcR9e9fKXkEQ+jj1btyFAslcrFq3FQ2N51c1ms+TI5rSdlaxT6YzpFfNd+qS8XblqJWIEOW9bGxaYXmdd+hwU6xXKvT/5iXXJqFWXqGP+OUDg+OXqoHuucbcx+lPg/cWLF2MZ9UdjmHzUdU2I0lZw+/btwU9vvR07d++jbh7EC1/1GuvmX7fxLGtNHuW1Jlr62vS/zAp+44lr8a3PfQ6hiqp0pYXo6ZNFYVAlKCf9kLgGipzPH0QgFMXvveY1OEjQm9qzB6s6O7BneOTZFslniKhFUpNtXGxx815jyaUfxzqnF+fJhVtYJEJn6MZbuq9zlScJVdwwUDNjNd5S/qhF0sPypfc07EL8hF8gprAM0hO977ZIqgVIvSKjQ8NPquj0Xemt/LAPN4gbj6eTp7t17HuNv91zS4cGkSEYoQGqBa0vuvA89PS0EUNVPwUZXw/JheoZlnMrY6oMNWGohBAJxN7d+7Fi+SqEIh1ML8eA1WQckRQvCRlNV5tc4a/lGPccoTODTC3JMp5jPeRFmydorcCaCKOjsLVmZJ/1BRP1F6KpC08T96cTD8OtPGHkVcPYTjwlprl2ycky6acYpQPZIg6RAO0nST5SLOMQSeRwKo2RmQUMjdHYn57H9OAohvY8jtToMPysv7uI0aO7tmLfI/dh8vBhJCdG0BZkGshoyGVRSKUwOz6OHXu3YW5hFqvXrMH5F56PjWedicuuuBw3X38diRgJIPG+mFHdVUKpKEOG6SxcJa41x8IIk4hGwsTR1mZE27rw4JbdCHf0YfVJp2NmYR5FEv79mx5HLs50ZX0nw9kmqfBPjQGqJ0UeTUN5rmMuW8KylSuQJaHsXrwI/YsWWctvRPrBozYA2frwJuzZvgdvfue78UWG9fOf/ixe9bY/QYm42hyN4ee334IoCWOO9c/vvf51uP5b30YtmUZ2ZpJhUtf2Ew0AjXpo4amXxyddp6jMaDOJZCKOItOvmfl0yZmaib7v/06LpEWnbq02Hu3ysRFuKIyNlWujc8mSREc941Z0uueuneg6MVbXH02QOB6xVklzT3w3Xa6io28RyWrO1u7zU5m8lRyCxTS6gx4c2LwJX/rUJ/H1z30RybmEzWp7zvMvR4XkYTYZNwukvbsLaSqFWq5E5uTvf1fc8EncNHPTVBavpXddBK4CWbUiKs101PIyNiSAwJ1Jk+iwwFsLLEVkQmP5tIp/qaidKWiVVWkJV0j0ckVadtp+sYTDgyP4/Te+icTZa4vkVuoEpTFvf5kUvAGCjw8JAuUsNWYz0++mA4O4fste7ErRGieZn86QPM4kMH1kHLnxOWQGJ5AZnqDleggj+/cgoHXYyLQOPvo4Nt9+D8Z3HMSSlm7000W8URQI6Atz09izazsef/xR6gZw5fMuwxe/8Flc9cKrLT3uvvtu6w7X+opqDcyWCsiQSGdyBVYIRUubijgv46WKzCo85qPSvKenB74oK4+WZuQY/xPP3Ih4MmF5HW7y4cihw8imM0wz5gGBVWlr6WvjTx1XU9eL66i31uLCvI3H4yjTT0fXHfNIrZZqkVS4o7EWvPx334D7adCsPeEEQR2VgfmcSdtEKYVz3bq1uOWmGxHWUhVa7/Jp8ka6ZOHityQqQ65eyeXKWvevgu99+zsk7BX0h0NYYzs0PCvPGKmrhnShUU/c1kQ5lR9eOfq70bnX7Xnij3vNrus3nXBI+qTjk75DA0stSCKV7jMuxslJdNQ96f6x4vrlPvvrkGPLivu7MTwKZ6Oo3CuM2kWlpTWGLPFH49W1aLSGPDnOaaE82lNHI7eSSWBFTze+9/WvirrYZgJNLGcBlvoAv6HVG0I899NveLUmZ4pFPYlIJYNubw1dvO5SaB2VTeKSxiN53iis4o66/7RoYiQJT5EkRRsgLNAPrVeyL1/Fo7kytqSzGKTBPVZQ70wZR8YXkBgZRXxoBLODA1gYOYR9Ox5Gan4Qq9r7UZ3P4rG77sPNP/ghZodHsJR1ZauPupFNYJ4kM5ecx+ChAQwePER8rOGqa16MP3zLm7Dh9JPQFA6ga0k/5jJJ4jfJaGePRcqyh3VUE0mlo2cOhmm5QGeFkgDjEESFdY/GlKs7WmtHkhPbBML5kSn41CnG9Hd6kbTjjfDZGc/u9iyZjlq6M8d4TZg5H19AQWVA31R6Ubys515BYz/NuuQr3/y2Lfz+vg98AGs3bLD5E2ollH5ovU+1lvZ0dSOxoLH9CQtTNOTsXS+RDjbqpcJwrA66UuN3ksyPtSSTIb6TGhsnOU3U7/5q+a+ox69dWHhqXT3tv1C4vayAlQl2zopO9yxh6tatrrkJZYRQR76j6xLdc52H1p/5zedUODu6OpFV1wDPNQLYnvGywldLHC1tDbyVOP7SqdXR/BL5dAgpP8SPsNL2ObMXPaEQYlSugW0P4cDOvVi2uBshKiSYSUfDwffcOM7TutL56lWrrFtiZmraFjtVgR4bG7OxQcx5IwslzfhSaxlJxlOJgMAVfccVfU/KozALVNVl4gC4WsvqaSXyzmvRaNiUX3uR66iWSKWVWgU0g/vAkQEqahjdHZ1YvbQXMQbP72H6kUDyA0oKBKjIAQ1S5rmsnBZ/G8YZr5b2HoyNz+DggSl88AMfQcvK5dh48klI0Ypq7yLJkMUmJVe3F/NKQ5+TDF+GcVCX9c8OjZH0OFv1+ZgOWmS1SDJXKhJ00yywfC8Rn2HcayRjtKpY2KIs/It6+zBy+CAmRkYQZLqoa0DpWqLlp26HIkn8/Pw0Zkkg2/vX4rzzzsP6U09FuDmGZJ5kyu+jHgYQLPmw5d578eOvfwXp6WmEmI5aNFiLyTaKpSu/Y6OMePQzPTQGrIOg197RAR8tXC+NjGk+8Ya308oslW1c0i0/vI5gpJaECtNUrcVNyJOMeRjWWsnp3tMC9/5gyHSGp7ZPdlf3YrT09GPF6afialrbK5gV7YQlCwOfU3hOP/10TDPMAqGqN4zvbz+ARNiDkLeCgS1baZ1XCGo5/M41V+GKE5fh6pddgy03/xQthaqRfhd8XL01wGW4G8UtczqWm0lu50ss1yH4WUFqzdEXPf8K/NunvvTsFonPEPH6PLWWNk3tcvTDsIV64akTN117AnscQ8XVSbe3Q791T6suNF6TX4aTJD16XoRLPUnq6k4kEghS9XTdG/DDrx21zMgliarjrM3aZrFsa2lFNpnCnm3bEazr57Gi5/8zcuzzCoeuHXtd4XdFWyQ6TMxZis7LeKlMBBgkrUG48fST+Zvx8ZRJYBgnv7MUXohMxR8gIQwonZjGJJkFImNbqAXh/mW49l/+DUe2zxO+GQZPiMioP9WXJDE02YvEjaKngECTny5IghBywsCnQgxPI3RZ/VGvQ/IiVvyhGDhtic6xSHTSK0rJWoVxIL5rFQnVI4bfTOMKb2ozAvVg7+FzGjQTz1VtXcU0nb6trYsr2YzheSmXtS0HNUQqQ6M2SwyXgdwejaKzrRnbH3sMI0NH0N/RbfHXN0vlHNLpFFLpBLJTc8gVSlh70olYufYEtPX22ve9RgJZlzI8zZEIA1TF6MgQfkSc7WbdkUmnkSehVMukV1jK+q5QTjA/HexdsrRfpgz6+nowOT6OpmAMizdsRA+Jll/Dj8oZ7N29jeEtkrwT61j/NJUZOxJS5rj5Y0K9rJIzWCu7yCivn3XppbZO55K163HNC1+EzmDYyL/WANbbZdYrK7rbifUBVJhWVXKPu0bjGGf6LEwN4b7bbkU00oqhfBL/9Fd/g0tPWI3LSHAf+dld/DLLGQ2PRr10CDLzU3UrxdXNRh1NUw/DnqjV+76mAq4+cS02Ll6MP/v2Df+Xtkh0NNqtsFxxE+DYQqprelZOz7gJJqd7TyUuoOm+iJkIknvN9V/3XOfK0/n3VJJLUzGZEcNDowhp4FyDuP42xqmL5KydxHFqasrImhYxF2GLtbbYMUeiywAaCGvAdWPG/1fFTadGkb/6hnuUk+g5gbrSSmFW96laKDVuKUcSpxXxi3R53nfB3hb/5W+lcTaVRoIFXl1gIVqEHR3teM9734F8OYtt27bgocc2obm7G2UWlIqH5M4XwnwtSAIZxgjNv7t27cFtW3bg51t3WaHXGEGRN43rm52ewtzsDKYnJzA1OYqpsRGkFuYxNTqE5lAAPUzX6dFRPHjvPbw3Zgunh4J+hi1vrYCTTPO9+/bj4OAQFq9cjbe/+0/x2tf/Hk7YcKKNfUkxL9XirJmRMjREOL/61S+bpSrQVRyVl43i5rGbv67T8knSCz2vhecl17zoGikl0gnGlhXk3NycPOA/x4LV89JPaz2vsDLhn5c40KTWYDof78vgsPFidLJKlQfEp1+Qw4cP27JTZl3zAemX8lr+B8PO1pa9vV0E1QyWrN+ArQ8/bF1kHuqcGweJe674SS8bXYXXVHq1pIdndAEXt3RhfbyApoFBLOrpxXV33GF+PCvPEKEKSH/khBcuDuu3q/+mJ5Rjccu9flQae6Hq53LyS/5IP+WERe4+3LrnlhMd3bA0+q0yqncU1v8torRyw5nOpKwXQJiqViaVX2FrWUSLZEfkTVhDu9mZzEEypGWOFC9h7WmnnoHZzCzfL7IiZ9mk/3JMGXtPM4kD3oBhWIBkXajuOpEbUUV1PsvZbzoyHmtEcZ7j9+iP/DL/SBYDdBpTqIko6nppUv3AbCuTFef5kvavHmXcthCLD8wmMTq1YNvxqcckPjdrOD1MPBqmcT906ACGjxzCEM8Hdu9CYmoCi1kfREgY77rtp/jpDTcgOT+HZX39aCGpSs/O2ZJrB/bsxT7WDcVMAZdc8Ty87g/fYC2FLaxf1FPml+FPfdHydGGSt4XJSUyODOLhu+9Bd0sM8cQ80y9FnHfSXY0Kzthe1YGqZ30YHh0nJi9g9+69VGAt5adGoZDpUybrbNSxwPBoCUHlpZyG1WmbRc2sZpVhDSnOPeq27lcdfVU+SwfUs6V8lP5KmKIm0n6tzawtdk1/SYrLTHM9l0wmrT7R+8nZWcujZj6nutaW2pLOUEdc0ffd8idslhNOywmzXdeZryG2QL+ZLjJJpkoVXLdZHPL45Ikv/hbF7/fVOnvanMxoSARFUAVP15QYR+/Xa0v3WSX2UbDi85b4FF3TM/YclcSu813NVlUGNrNCVbJWS3RlARlLghYtV4ukypT7LrPH0+RWqvLT8dt2ZNC+wvUWST9JRioxg9LCDA7u2UEy04IAlasqS67ul+v0vjcYMhARSCpuZoFQWewewyjFGD4yaK1J6s7ReB/NWHwqUUF3Rf43ivO9+neFEAxRoSCgctJNsy81W1cKr9/qIlVayUlh1Vog5dUswNlpAlc2hxNWL0NvVyvJTNZ2V5DfKow+Fd6YCgCBRXGLNdu9pctW8F4UM1NpRGNtKIZbsWXHTnz5u9fRem5CvFzDLhbagXkV7hI6WXDn4gmUGFaNIaxk5x2Qzecsrwq0zgp1AA4w7l2d7ajw/pGDB1BkQe9oa7f0ci1MEcgDB/ejxPTt7OvF63/vD2yx+gzTQftba9kM24GAcRagqJt6fn6e+VGzbmyNwfmPf/8C/CSyyakZWo1p3itZ+jaK0stJb5I2HtUiGWqOolvd2ky/1u5OxGl9v/pNb0aSFUIsHMH2TZswfugwKgWSQ1q3alVoIkQUGK8CC/SqpavsucEjA7Q2ZTGqgiGQMEyxaAeWrV6HlmVL8LwrLsPpMk4I8sxtwpFjcLljgk866STMpAv4/F0PY8FXRZRBnB0cZFxLGBk+hHe8+tVYTTBes6jfWny1/INHwMj0dwDxiWWIrLW8QZ6Itwdt1TTOog309t9/Az78kx9i5gWX4x+/8C1c0dT0bIvkM0S8Pm+trcMxiqQXbv4LW10Ms991ndB9lS0XwxtxveypL0NmZc+5JvH5nIWghQcSM5R4L5dI2XlNMOf1GLlUq6TWTpW/BF3DeZGrMEmFlv/Jk8i4orDIHzmF5z8jCk+juPE59robBxOdWmB9xFLG20MDsZzBquVLsXLlcpblsrWyEUERDvrQEtWi0IxXRMQFaGtv4VFDslgmrTYhqW7vxd2Pbcf3v30rYvwLaAML4QIrApV8fsHwKWdbFdIQrZFgae8rhYOGe1UzK+qiusOCR1Ht4hOveXJ0HGHZ13VtZFBkfMvESU3HGGZZn0slES9kSSQrtndzhnHxzjq7yqWTcWSJyQXinjA8z/NsZoGEtIZ+4lWQ/uzZuhXTalBhPaSW5JAaTvixudlpzM/MolbIW720Zt06nLHxLGTVE0V8CnW3m360xlqtEUP1cy6TxdjYBMnmDowPD6GQIlnTpD/qJROamMx8lw7Qf+aGrZtoacD8EYOWfshKD2hIzgmryROiKLAeWLbuVFRIyjUUaHJ0CKNDA6iVyStYx2j7QRHQEtO6QhZZ9hVsiJLqba3UQc223znW8SuJw1Ea10XW/y/9nWtw4spVrMP4daapFrkrMX3WLO7DIpJqLds2NZ/E93YeQo718J6tDyM7O0PMLmP7ts34f//wD3jN5c9BhekvRLZhZ4yLyqB009VPHW1nG4qr867eStfOC7TjMobrnm2bcMhbxV7Wr9f+6GZce+Xz/u+0SKrCkzyp8FHciFrGNojAQs823nedxE3ARnETV8qjr4i86dwWPedvK1/199xxksf64cpT+S9Rt7FmV61Zv8EUz1gbFalRXADV+2rB1CBphVvXZGkqPHLOmlQ1nHTqKbjksuegpa3VxlD+Z6UxnDp306xR9FtkUemjc6WttYTxqHRSuBRGLY+wcuVKK7Cy1nK0hG34NwFGTt28asWrsrDWSEC02G2B7za3xjA0egSHDu/jc1pyZwYz02OI8vr2I4fx4S99BT+8+z7snUsgTfM7QcA4MDqCqbkJTI+PYE4z9oYOYX5sCIlpLdUzTut0Cl5alIvbWwmrRWx/5H5MHN6PMAv1sq5OtPg9yCcWMDM2hm2PP4Y9tHgvuuQSvO8v/wK/+3uvQ5akt6C0odWeo6VfoaGg1tNJgtaePXtI2o4gn8wiNTOPvVt24M6bbsHg3r20pI/YrGmJq2+uKL3krDJrEB/TVnmpgdUpklLtRJNOZpCmBThNy3f39m3IJFjRMd701Iiy0lxpuWjREgTauzBD4GzTrkkEsQK9L/mcfLR9sAslxOcXDLSrdSOrUUQk1cK9Y9s2s2wt3IyzLNkALesQiX9ffxfSxRwirLmiWn+TQcnzuUZ90VE6YueswBudL0BjiUeVo7lQBJHzz8DbvvcFHO6O4fSX/i5+sGOfvfesPFPEIY9y0gnpvPDF1X1dd8uDrjfi0FOJi03uuURlwDCbfpSJL8IdDc/Q0BvpmsSWXKHjS7/wHb2r9zQG8bcqKhRW61StjKrLupXYp+0PCZFWTYgoCoODwbAaBa0bV0ONWlvbEQxoEesQCXOMvnhtmJPG4W965DEzeBVlW1KH31GdpgrNW/MRf8MkjyHr1vYSJZ1mMgsRDVbmjVyZb1R4lNNvhdNahhVs1o1KewawJBJE4zFFvJwhYRqg4X/3+BR+sH0H7h8Zwp5kAkdYn40SL8cnpjF+ZAyHBw7g8IH9GBk8ghni+cShAcRJwApzM+iM+NHsq+GRO+/A/XfcgqZsEkvam9FBIq1l2MYOD2Bg7y6M8t1FPV246MpLcPXLfwfLTlhF8kqiSqwMtrchw3qqiWEanZwkeRzHkYOHsHvrduL1zZgdPmKky1vIkUyTpDOhYqwXvE0V0A6i4SHSrfH+1DGGRemvdNZkwZa2LixauoIJGUbRF0BIs6Y1LIz+qBFjlAa4Vh/X8kjSOdV9cslsnuEJ4LznPBfnXnoZAsReNZQ4u9w45UM6oExTT5LqWbVAqn5Q1ujcsoiG0vjICFatWqXmaGtQkHEUjsZsTdbm1ja00oBauWixtUZGNOSJZU565IpbFlzMZqExp5ZouSa1vqohjG7v5CDue+wBbDz7dBse8KMjE1hyweXOe8chTsn9LYtPLZLdrQYkirxbeWkjeYGIRL9dsBKQuNfk3HN7ls/oKOvWva73VEjU1CxlEQgV66TME6UVy3s2dZ5/auLXCvBNtNjkj73LBJcV53xP15xztUha5ihDeO5h5a4Z3wF+Z2ZsFPGJQSpwns85i627YTx6lPmjMOh7dDbbsO63FMt5wnlP3Z97du1GeoaWHMMkBdTRlbqxYaLnXdF3HIVy0tUfUNd1kylzpeykjVoktfiqus8FvO6kDTXf613XyfLv6OhCS6wZjzz0AEnlMixf3ouox7F+lBwqHG2tzuQc+VkMCiCZHxrfydjkss6ElMlUDedcfhXmm/uR8gRIkklkmQflUtYsVpE1b5UgycqkSEtX62rq+2ERXpLA4UMOodNEII0r0vc1cUTxPbB3n6XHuRdfbGMeBYahSBh5fte6bxhPEeRSsYJ5ErDpuVmbRNTKAip/dm3bjoEDAzYTfQkL6hzBMUj4Gt4/gAiRX62CTleIjBgB0RN6KLHfBHLlqQr9yg0n2D7jgeYIvJEWLF66BG1dvdQVL7ZufhQpAmuAAfbS2vUw7RWHnMYg+qPo6OnDvvkZnH322Xjn29+Ct775jbYt5fDQEVSZh4t7lmH1CSfBy2vPe/7lOGftSvQxDl7pJUVbarW0tDgTfVgmRkP/cgoAAP/0SURBVGYX8O1HdyPFymLlsl5kkgtIMu65VALnnXgifvYf38QnPvyPNmhbY4j9JKnSCReMVLkrH0QcJUovifx2icW5Gy+iNe/Bo6OHUG7uxPOvfgtafX342FvOfrZF8hkixMBac5vWCKjre92p68wVVzd03cUq6bYrOjd88jtdvYbN9Wf120MCpN/uO2rNkn7J0E6nUqaL6mGV7tmQE1bgetcTChjGB3x+EipY6/nOxx570rddkf+/So7nGcmx/h8NO48Mtol6SPzBCp535aUMe8UaH2Rwi/2pxShGnGpuc7rvtZSP253qGO9zNPCIOyR9pUgrHti6G90dq3Hjt66D75gGC2OTlArrFFtDk+mpcqwdfVh4UUhpxzLmXz1ckiITU3WQSnq6UoA2dODbNk79wKFDuGvfIeJJFX3LVtgakUkNqcmqKz5Noz2JSq6AcjzJjCJuZ7JYKCXMKA4z/YUnXn5/cmLMJhW2tTozkLUGZpVGco5kKEUMmp+Po48G88mnnoIuYp96JbUOYz7UZAaxahH1GKlbOJnUHuoFy+cCv6feqn31hbyF/7VyzuojTUxkZWFjGG3YBHVD+iWn8aWqS5XGlRr1haQt2sI6pbkFwWgU3f19aGqLGoYWGVdPpYYj+w+Y4R/ms4wSxUlE6V+0sw9r15+Eg9PDeMGVz8eKRf247rvfsU0usgyzdLN/xUp0LVmGNInn5S+4kth+JiIk6lpZOaiWXHq6fskirFqyBKOHD6Pc1YNPXH87Qr3dmJ8YRmZ2inWgB7fd+CN8+dP/ilNjUdYBa5BPMg9I8JWewmuVFcVR+S7MVt2n6y5WSz9V5vRMypPCn7z4lfjxrT9DrqsPb//8t7B/MoFvvOjc48Ls4ysh/8PydERSSqSCaOdMAIGEEkCZ7T4jcc+t0ApIeFRiuff0nldL7FM8fFf35UeKxMOnLYtIZNSqoxJkM7GpaCABsufMPzVMOy2J7mQbnWuLK7H5RiLJH9Yl3Rr244E7bqKFxWcDTheQG045CyPDxM85xJVOJLImi4L39IzGwxiZZBhUINS9vP3BTfUm/Hp863K8RDJAi09Wi7qGVL50T+RSXS6ygKVYWVvv8ok0lIh4KhyykGPRFhscPTR0CCtXLMKpa5fYM1oOSKAo0hhk+orklRn/gJ8klFa4ujbI6hgvH4r+VrSuXIe9aZImX4z3CLD5IrSemqKl8Ssekh2RXhHc2YkZJBMLVvBbmmOIiMjwvJjPYo6FemxyypZ5OO+C87F89RqrdLQzgqx5TVLRhvia2JJIpDC7MIsc01DWZE9nByZGhrF3104M7dyHbm0/xniOj4xj7dp11gIyPT3L9GfFxXeqDKPyVxWC8s7tOnfT3M0XvzfExG9CTPunr1pOkPFZt3ay0oRTTjmFfvhJ4lJ45P6fIyqiTatYIKCmQOlbjaQyV/XiyqtfjP1jR6wSEZAK9B566BHs3MqKkQD25je9FV3di+Cl38+58jm4+KQTsYx57YyIkkpXECNpXrp6tdOa096F93/xu0jx+oXnnMJrGcRpRRdYW2zb/AguPvNE/N1734lJGi0djINDmp8Yh6ajSLgmVUnceCtccop7qD3CdPIiG27D77/nz5GmkZCZz+Hr73vls0TyGSLHQyRVjtwKy9WTJ2GW+w6xT9d17uKOzl0jWtfkj67bWGLiQTGvdRVJDli2hQPa090fi9mzqqxlnGt5IJdIFlnJjo6O2jvyyxX5/6vkeJ45VhrjoyAKZ3Ueaw5j+YoetHdGSK7UAkayxjKvuCm8IpLhzjYLo8YWytAdGBhguavZOOc+ErBWTbbpW4of3nY3HrpvN2Iq7fSDoFH/uqReLi3dnF43UirSFCDNs0MjQ1izdCWJC8kE30/xGikMj0XbevWu+x/A3iNHEG5pR3N3DwkpfSQuqdtYQwsUqVImZ5NWfPWyXypq/HzG4hNlPEJNzpjP0aExW1u4u7PHxi6qFTVE/JmenbHxisFI0CYELl26GFkNM2M4fazrRGg12VAtemUS32QiQXgs29qUGjOanJ/HwP7DVpe1s07I8H42yWdYsWn7WZ83YnWbljVT+pds9jvrlHy9JZ2kWKJzfzBIHsLvUW8WLVtuWxxr6FmPWvwYlxPXrce8WlWHh3Fk1x50trZZXZQnb9BwgirrmlK1Cb2rTsDqdSciQxJeKORwy4+uI1E8A3NTE1i5fBnjEUeBn1198imIlyo476ILccnllyJGHiHEDjP26t5eQZLfTPJ69mmn4RGm3z9++wa0LFlsaZqammJd24RNu7fj+RdehK995CPYcu/daA9GkCEh95ZIquuYLae4q+5gSTSddHFaOmc6yXLTtbwXw4MzGEqX8PU778bIbILGSRP++qIN/3e6tlkCDHQcwvNkcQuxMtt1ksZnG+81OlcanzWFqiu+SJMS2i3wrrjPH3t0Rb+PvWbCa27Gafs7iRt+Hd3zY8UlgdYiWRc9a6BcJ62yTKUcJ5544lEl+K+I0qUx/Dq66WVEg34rbXQu0W89o/zR92UJilRq4k1HRwcJOUkCiafSUk7+6Dk5LXegVBUZzpi1VKQrkEQROBW/UpGENIV0fI6WJakN/TZwIsHSYrjRSDPBNIFde/aaldXMwtXW2iK+bXuS79+7m24fiWUz3vOe9+Dlr3wFLchFtJLTVtl4CAQlJq6AaHJ2Fjv57IGBwxYHH+Mj0vbjH/4AP/nR9SQ6c1je24fk9Ax2PPAglvT22HqOmtij4UQlzfBnklleEUSfNi95XU7ppaMKsAwAGS5yvb29TKegpe/DDz7EYDJdmd4CaHVNyG83jyQ33Xwz7rntNuTjWhttEtOjk3j0wUdx40134G3vfTvCTBNput6x4QUsS8fKORddZHkqndHSFRofLLfACkEAqtab1vZOnHPBRXh05w58g2miiVQRgrjecZ3iZJatwqbyQqcxcZqpmyOYy6Xo78GZAxhPz+Flr3kVptLzGK4xf1dpxuiz8kwXF/+k+9JJ/dbxqUTPmWOFJRKko+v0W++5ZcF0rv6OsFBY42K2ruk7jc7wp/6enLDKDc9vWvR9idJE5V4NAQqHiAZLrpUrt4yxJsI0yfK2nTvxwEOPEvv20WiLoaOrRz2pNl5bxEnvxGIt5vc8jTR9oaZkM6e6g0deUxrJPtWag4dGh/Gj23+CT3353/Hdm3+CN7z3HbaRw0gmjh3Dh/Hdu27Cn3/0A/jXL30Rk6kEmnv6kPd7MUVsPkRDffjQQUwcOYz5sWFkxkeQHx9FYGEO1dk5ZMbGkSO2hANNaO6IYiw+jl1bNmH44F5EaCgv6aWBTuKWiZPQDx7BwL79Rv5f8pKX4Morr0SPZluTJDYRt0XKNImn6vFilvXGgcFBJGcSKKby8JCFJWjYD+7eh8d/fj+ag2Es6enBwtS0tRJqDUnNBJcBrDH08YUkyWoKyUwaKc0QpxMpV4OR9v/WaCLtRS7jPc96bPXqVQZt6lGTjikdY82tGBwZxoYNG4wMjgwexsED+zDIcKWZTspT1YkZ+h0ORzE7R/J/6AjuvecBrFi7lmlfxYte9lK88e1vx7ve9S7zt2z1o7N73VFCyxxTnjFkmjiCMOuvIyTz6k3TXt/6hvXAsU4R+Tvrggtw460/xfNeeDXmWWdqo5AA08MMfTrpk/LfrYuE1aqvw6yP2js7UWCdkKQuHhkaAlJF1gUt1Im/wsDYtBM+GgbHKwzxb1+0/E9nd5udq2BYpOvOFSXI0WvK3fo1V3RdCVYgv9J193krnLpXb5FUZS5ypspP31Kh1JI77rkLXLJG7D0+b13bGltgpI4ZQ3/s2/yeOqDpmT0r60e/da6xFLVckgVpt63vJXHDJWeZS/NQ4fBob2s+ovdEumzcpJaycBVA10k4dIx5/FT8Gm758U0IhzRehqTME+PLWszKEQubKyRLTpo61zV7Wt2xiqdmmEHpUnNIgsdbsW7uxYtpndDy0vMuwBl4+UjMqHxKLymqwFkzzps8ZaxauZwWZyuymSTTp2ADkkMBD0EkyEKpb9IyJqDYYHAGxhtuR+fi1bhjywGU/DH4mztYdny0aouYnhi3AtbREqU/jCMVuiPUbgu3D0+MoG/JIjz/hc/HEhbqfDFHohh2AIj5o0KqYQrq6hidmYXtUqD8ZGFtYQV0kAA2so9gODdj1r+Wk0gl45iZnLBB3wKc5xDYBAYJklitR5ahNewrpY9WThJVBIqT4iKRnlheMR2t25fprpl3nX2L0UNLMsc4tLXHUA21oqejHffffgctPvJdQUeTMzu7zLzQN9SKIsLqjqGZZlosppVc9qpVsw/TLPxnnXuerfeVnZsn6HoQXtSBcy4+D1eeeR76GK6A9IzhUhVToBsgoF+64VR4u/vxwc9+EYlgzBYIvuiyCxALekjYWSHw+zMTc3jozp/hA+94E15y8ZmYHJxAb1e3dT35+bxAr0j0LZc8CDCtbTmlUADxzALKDHRrB8tSIou9w5N4/7eux0SyyOsRxqWM/3jTC55tkXyGiLv8j8qDizfSfwdrfvGoJbSOFSsvdFJUe4ZlR+JitsiExJ6h6Dsqc5oEpzFhKoNad9WWv9Hz/IYIgJYFaiIBkpEkrNfvFm8QWzY9Zj0mKlv8395hiTa/f5m43/+VYpNdHH/deMspnDqGQsT5Cg00EoE1a1ehpVUtRSLFXuJykMSniKlJ4s78NJYsXoZCVUOwKmZsaukW7f/c2R5Bd3cv+havQrS1DzsHxvHxT34WzcRu5grjw3qNZ1PpBB7Y/CCOxCcxMzNjaxZmSUREVsyoDcRsUuTM7IKtMRsINdtRYy8rOaflTtip8afCU8WhVi6Q7TBexDbNLM+mU0Z2msMREtystaDmGUa+jCjjo6FKEuWXSItI0JIlS3DCCScQywI2dMaruoFh0uoR+kY8mbU1bPOsR/QdB8dqyM8v4MCBA4bF7S3tSJI4nXLSqdh7cJ8ZxT5+s1ZiGBlHtUiqN69sbZqOke1itfJFk2psp6V6/aY6T+T+xBPXI7x4MUo+P1YtWYWZ0Sk8yDQMa29skszX/uEf4cXXvBSdXa30X3GkvvETmr1915134iES2ztuv830ceOpZ2Dp8hXYtn8A7f2LsfaMjRgcm0RPzGutthHqguY8nLZxIy65/AXoUwsn1UyLyXtqRdzw7W/ib9/xTixZ1IfRVBX/+MWvYRp+bDjtFCzqaUVqYRaFhZzl4eaHHsIfv+LFeNsrXomtd96GjvYechXqQr2O0tJ4NqTCF+M3GO8mZwlAW5Sd+V5gfi+Q+EfWnIrP3HI3JpMFVJguWqfyTzf0/F9qkXQKnFyjCDhc11gwjxXdOyrMxKdy7vtKWJ3rKCVSC4ssCl0zMsVvSWyLOz7jvmvv188bxQ2TXOM9Wc09ff1iycQywZYI2xNWt869JDJVgkRRma00ULcwn9fyBZrh5WNYLEwikazE5Qoaj0jStGz9cuRYcLwEIY/nyZNw3PAeG1aJW6Dkr+5bHCkGFPytowr+okWLEI87SxO46SKLSGIFl2mndBNw6/rw6Iit8WZpXNFyOWWSvDpB0mB4ivwSKZd/2mNUYyFtA/2udmcx2YN7MHn4ECK0SHvbWvQCtNzP4cMD+OnP70DH0h6848/fg9974x/CF40hSQsM/jA86hoOkoRWigTNKRvkPaQxhPy2rCo/4+UhqN3+4xuwZ9NmBJoqaG+O2paOQ4cGbImJKAFdxHrVqjUGvOqSUXhtMgsLvOLRKMemsXveqLMtzQ7hLtI6llUpkriUcV0gaa1mCXgEpxzTbIFkPMU0n54bMzcxO4r51DSm4xOYSUzSum7CNEGoVijh9175avhJbq2FcmqS+Uewpd5ogpNaKySqHDXXy1Sf5xkUsWTVKnzzhhtQiU9hcmqEzybtyQcfeRAj/H5HWydymTx6evtoPb8MH/vc5/D92+/EJRedR6I9j1CQ+sh8U/ebFpkP+FVBsjLJZ2xduCqvtXb1I8Vk6l2zgYWXFQwJfjONlAiLlN/3i7r4rDwzxC0Dx4qwQOVAWOGWD9c9nbh4dOxz8kf3dBTmaCiQdQsLbwinuicjVGVM5da2UORR1+WPMKultZXUwvFT7/ymRGF0ybHCIyd8SafyhjkKZ454oGE3wsZ1J2wgsYqYoa7JFjLcRYoDfm0ZWSDeFpHKZpDKJdDT343RqSGMkBwdYtweI8H44fYt+Mqdt+L+QwcwODiJwZFppNIaHxmhARBlTRNCkLhZLVQR9mkYCklFlgb86CSxaAaFBIlf3eV1TMdRJkGsajvfhRksTI8jn0qgXytlFNM4uGsHRo8MoMT7GsMeZD2lbVeHRyfMNRNbTt14Fs69+BL0kVylGN8syZJXK3pr+BLxYW56CuMjw8TiKWJTgphdQUsghNTUtLU87npwM3z5KglzAEf2HrANHGbGJ0myfQixLhE+F9SowDpA6akx7ErnpxI19wgcNalW2JXj86s2bEDL8lWokph1M4zD4xOINYcwvP8ADvL7gw89jlc872oMHxnGl793HW546FHEiW/TxLdZrx+LTz8Dv/un78HNWx7Df9x9GxHXgx37HJLb3dqCh267FS0kdDLIxQZsKSfqco51Z4X1XYFpUKZzhh804WUvfyVuv+fnGB0YYoCrSBCD1fW+Z99uPtOEKNO0iQb8fJL5sHwp3vv+D+Dfv/kNa3HNML9qJW232wRWi5YfGo6lGeBa/1cYrrkcaizLMQ1WnrQBi9duQO+S5TYMI9IcszL2dOn3VPIbLE5PL2qR7CDLd0UFznWuqIApYnaNJEsiUJHomsBCR2WKrsvpt1uA1Y5o5Imvy/nqIKSWL/mrxbflhxRSTgNT9bzASi2OZHH2PD3mdcd/njjXqUi6py5bWQK1Jr+1SDZH/Ni26RFaww4IumE1fyhl+U9LTKvUCxh6aPlowW8NCtbsPRurqdbTIP3n95wWUSeezXxveOAQtj7wMPysvL2+X7T4JRrA7aSNk16yvmSNKDy2C02ZaeF1JtUEQwR9krIgSYMGF2s8kloi1TVr8WW8lF4Cwf7+fntHA8ILZZIJWpGxaNAsKG2ZqDUfgyS8YVrKItVBxkHb9mkvUCmpvlsJRHHP9kNoihCQGP5YhBYeS9P45CQSqSRqJMmnnnkGzjzrLOQ8zr65XgKgCHcTAcXvC2JuYZ5AmCfxIolVGjFe2rNUg7zVdT6wdz+GDw6gi/FpypdsbclUPm356jrFQ63AS5evNWDR2B0tEySLrVYkIU5nmY7OpBpVVI2idyVui3EoQrCmxa9Wh05aom09PQi3txHctLWZH/s2b7btM/3k1mpxlMGgd7WchRYpVtrISW8lOuYzzmBpP/2coWXuY3pqyamWtWvRS7La1dGJcmsYFzz3Ulx49rnoo1qGpO8s3uo8W6gStJk2bYSwMKvSl9Oy7j3hFMS6utHc3WV63tHTjZNOOY3AVmLelOAp53DDD7+Lj7zh1Xjg7nvx+le8FuvWrLH4qgu9XNPOR9rrm5hMEhlu78A49WXngQO4d+su/NHr/gi/9/tvxeLVazBVztpA/u+8/neebZF8hkhji6SkEdd01HXplXtuk9waxMVne0fQwqPhM5/Vuel//X051z97l8d56prKiRa1VllXuVTvgVoftRSQcFXroAqv1dql3gYtCfbw/Q/YBB31/Kgy1WzaXyUWxuORp2mRVFzVU6INEJxtaGs02LqI9zHWOy0Mr4fG3SjaWjuItc1IE29a2jpIwDpQZF0wOjzIuoSGWTRMLEoQs2jM8TzY3Ir+VesQa2c53ngJZhcWMDYTJ0aQANJIVQtmLOcQVzk3/US0aiVnKaU8MU7luMb0UYOA6oRmnzOOVMapnhVBV8tkC41vrW04NjaKickxa2FUa2qV5FZ5oeE5WqpO727cuJFlf72dF4gnWgaNFY3VvTJuqyRHSa38kc7YBBaRKzWWaQtHGe8Hdu5GkekQZt2qvb/j8RwN5ymEWppx5rlnE/98ODx4xFo9RcrUxSwwUs+T/FE9oJx14yxx80ULXwqjs3xGQ6Be9MpX2CL2U3MZLD95HeueDL7w4X9CjPcjVCGtTJLnawmGfY64naGXDA7++v1/i5NWrrFFy9s6mtHa1kx01eolZXT5I9ZqHmScWZlg/+7duO/n99imHJ2si3r5TjybxtpTTsYFV78QS3r7VQzA2plxqCDKOEVZZjpY1z336iux8fLno9LZyzzvsKXqlixejFPPPsXWlZyfmbdx8N//6hfx4b//G1R27cQLnncFuYQMBvWOeVGsqPeS9SfjWSS2R0lu/a1tmFqI46prrsH7r/0QTjxpI36ydy8mF3LMM8abZeq9a1uOC7OfSOXfojh7bTszmyVuAWw8b3TWoMd7ckaF606/6ZcVEAMq3afiCDCch5z79MSedUmmRE3bIjzu75paH+m0H7FW8dd+phLtqcw7dm5jGAWQdCowmmQi4BKrV8uihHdYIFJGciSu/xJN1tHi12eddy5+5yXXGIE5MDBg1raAoq2zAwUWjlA0YpOESiyQwXCMhSCAEgtXd1+/bQmlxWGpu0fFTSf7FguWCo+bJizCvK5gKsxqkdTzDknX7GpFR6RPZFHj+UZGZkhiHKJMX+w9V0SW9Duidc9YYPWO1qdsbWkl+GhNRr5HAuVhuqjbWs8GAxrezW/Tv1ylCbOpAkLNLWZpTxGcDh04jGUrlmMjweKMc87F0lUrkaIlpQIfIMn20s8KE3ghniTRnSWAZGzdSMt/ppVi6OG356dn8Oi996BAizDGymV+Qvu2TqKV6So/tM+t7XVLPz383UYiVCpVkWUcsiTFaukr0fIX2WPq2G+lowERRUe34pOoQtJvW+qHaR5QiwJJdphpEdTCskESXxb2h++800BZBLKDxotmB7Z0daKHxLyrrY2VSRsBqQ2xWLMR+ChBJ0yC6Q/xWzROUnHNMF9AR2sUo0kaH63tNm5U220uZrotW7YMISEpRWOAykyXyQx1OxCxjh6WMrz0JS/Fv3ziX9HF7zNX+LyXhkyaFQGBlH6EWSnMzM5jEcHqxh9+D3/0x2/FW9/xJ/jEx/8FnQybFmeXIaZKxkegL7MCn2Sl0NO7mM++CT99fCtaCHrPef4LscAKrULjpURA3vmDbz271/YzRDyepmuDmtQiTKHuN2KOsETXXaxwsKOORxTdb6zgXcxu9EfnwhRd12897/opY9ZZbkz47GCXxhnbHtFUfRlmohEiLcJ+Pnb0e7PEBeG3epd+XeKGmf+OihsXieoZhVE/y8RwnWu4T6BJPWLEchq8wkfVP6rsAyQgeeKotubTMBnh3dTkBE5Ys5rnNWRyGaiqkaGuMuincV6oBnB4337MLyRQyOZRzuVR4VE93lW+b/WZGg7qDmqx0yoWJKo1pqUmEjJR4SXOVfJJ4l7BFhBXLdYq45hpNjE4jInxceuh0YxrjXnXyhlZYrBtqkFiecZZ5+CMM89ClLhWVP4zb0XuFXmtBqI6LBGPE7eT1oWtmco2YYphKWZyGBk8iJHDR0gu1ZLmQ5I4lEmksUDCdN5zL8PZF5xvDQzjM1OYTyfhIREuMqxGIlUP88gf1Dblr5Mvrm7JScpMbx/roSrDtvGcc0AqigqVpZQneSPu3nTjzXjfW96KFi2xRsydIVbPUaP+7WvfxK133IOvfPE/cNP3v4+Tlq5kWrFuYhpqBneFRzVIaD3TPAkbkQ9aB7nMzGrtbMPaDetx+smnMc/KSCdIfJmHXf196F2xwibWiLGouSnP+q41wHqJ4ZbWvvl1r8eXv/4N6jvrF+W7J4Ay02ohF8eSRUtM7ycnp3D2+efh+htvwCuvuhrtHe245dabbca8ejIrrGulY6aHjK8ar2q8t2L9enzhq1/BeKKAr3/hK7js1a8jqVbDFY0VPn/LJz50XJjtaPpvWRrHSErcgtkojcCj5VwkT/Wcqzhy7m8DIVpddv0oyDhWrywptXSJBGmtPSW0fmuRcqsoWeDV6qgtFs1vnis3zX/6qwSXNad72tquxopVLZKaLRfgIyE+u3fTQ0YK5HejMGRGihPlPFZvWIeX/+6rsX//fmvtayKZ27VrFwb2H7BByZ0kOrbbSC3E+PM9hl3EtdVbwzc/8ymEyg5xbRSF0cZqCnDrYK0WQQVdYbFV+Eu853Fm4GrshMZQBhhwtdRpQK/idfDgIFpbI7zXbI+pS9ua7Lu7rSXXH6WCMzzaakrAokWAdU8z56JetVx5WFCi5qfOleZN9GvfkTFsHhjHZDyDU844HZdfehFKfoKogMEUmWlPpVahzyYXrHVU3yVMO+lfBwe14CodlV8FWrHZ+TgmhkdtPTJ9K609Q0nucpmUWdQVWmciz0wMy78Wkjd1P+eSzoDmJK1+bb5PhLIFuTXqiOXQRN9wQcmt3HTNXcw8RkDQOMKOnl70L12O9p5+9JMM20LtJIM/u/6HtqyQdQ8zPdIkqmqNrDEsypulJIKy3tsIBMuWL7furVAsaN8SKChP1G03OTWOoekE9jy8GTPj0zjx4vNwEsn3855/FWJNRRJGrSAnMAM+8/3v4d4HHsTXP/1pgn4WLVqGiNc/9ZnP2VhQgX17b7ett9fe1sE0zuG5tIC1IHyqlMTNBM1/+Zu/QogA95oXvxAzI4POOqkkqmKnSksZNjapaWoCF77mjfi7f/4oNu07iCktVyX0Y0X26Zee/2yL5DNE1CLZTExQObCy2CDCDBd3XWlskdS9RtEWgoZVKsv1d+0Zvq8ypXtyT1x3/JqicdjM8mD4nc6glqcyUjReWiRU2yeKiKmcqWvYzzDIcNy5bfvR2d7m339Tjoar6Ql8128XI1xxtqllmWRdYzjL8rnhxDUkV1kajw5xYP2OeDpnZLK9u8/WDbzlpp/gGpa79pYYRkfH4K0Rp31a1itG41SrQ3jRumgl1px0Kn5836OaN8H3m5GnPzViuUiz8F4GrMKklo4K6xyd65rIt7YIlNFsWcl6pZO4vjA3bw0sJZI1tahq1o7SM1/M277gceLkmWeeid7FSwxn8+phIUYpaWU8FypZI/gacqMwqFtX6SLCp65nfVOtkWXibJKYbTPy85qIVLOVMrReZnOsFaeddhqCNMh37NhBA3fKhp2p50x+xNT7x3gofmq0seXYLLWZt2rnrOeNxbsuioPWDH7+i65BkIQ3ze9oW8VIKILNB/fhk5/9NC4+5WRoA1D5NUA3PpfAf3z9m9izaweClRI6YxFrrfT4IwgT8zv7+hFra0eso9Pw29vsTAizlVeYqOpO1u9Wpu2tP76BGDpq6b7ixPU45dJLbQiDGqlUi6doKHzrS1/FB971TmIqoDVfkiTgb3nve/mNTnT29NnKKU0xGSEVXHH51ba5ytTMDDyhJjx+21141++/Gt5SDitY7/a0dyIUbHN6OFWvMc9VnyWZzjUS59tZN8xWI2ju9uHwlPbxlhEXUvHDG7uObxOJ/34p+jVII5F0M15OYspOJ0BxpWRdvE884x4lUlgVXve+nIEQCZ6OatKWpaoir+fkdF3O/Y7eqRRJDlgIbOA2K0rrOmZG0Dc0UYn1vFJaRETWjPzxNZG08TugxaA1JgUhmnCy9+H7DMzc8LgS9AYdAsNX8szgP37H22yNwXe97W1434c/YC1mMQLF3OQ0dm3ZZmDZElbzdgwFEQ+SyEi1iMfvvxODm3bVfXXSzI33UxFJda+UBRwqxHUiaQSJtpm6vpubw5YOciIXBw8etPBrso2bTiJcekezt1u7nd1rRHTVvaFlddrbWmxP7nJ6wr6n98ORIK3ugAFppurHA4/vwMbLXohTz74AcVqohAZMs8Coe8fD+BWFSCQrKc1optM36JVwk1Zxgb8ZYoIQqwpbc9TGtdKynTwyjFlaaBEbVKwZ9CUS9L1G5vsX9cJXI6lnWJV3+k6YhWlyasbWQRMhLLEAKpe0m0KTdIAFXuNXJK4x4KSpo2e6JvKoaz19fba1ZXf/ErT1dKO5oxvdSwi0rDhOPe1EfP7jHzPypSWQtLXk8jVrccpZZ2H1CesQ7e9iWfBbV1AkFrWCrzTWOFCNTwzwt5a90FHAXU4sIDU6hS9++vOYLOWx4dyz8Oa3/wnaglWSSBLJCv1irm4aGkSkrRWH9x9Ckvk2Pz2FTuZPP8mjxrWqeyQbjzP9qkyng7j9B9dhyUln4Atf/CrmYvKnghu/8VV89N30m3GPMRMWLV9pA+0reQI39T+eTqKzu9cGkI+M5fDid/4J/ugv/wzkrbjx+z/EyWvX4wPXnPoskXyGiHa2aW13jGMXE+QMY6irkkasU6HVfReXTK/r8nREUhjq4lDjdS2qr0pZhqW2CFU3po1zzzjlXS0wKjvWC6CWP1XsfF7dfC2RGCZIxoQP9uwT/OK/LG64jiWSjekicTDYWUpNWBhgEqzfsJZkkFiimXdGhICMGjGIoVmyiJ07DuIP3vBqUqIK2pqjGBmdsB2pWgPEVFaJqqOYgiRaEQTau7H+oufjZw88hr37R9AcbUOuSjKpMLBsizzbOH8ey1VnzHdV+aA85HU1WKh+0DI26qJWa25QrVNKc6aziF0yGYc36MfiZUtwymknI0cjOEd8DZKEaSJqQd8grpJzIl9YcOoVGr7yv4l1qo4aiqBvWjjUGkqiOsP8ULpEmLdqbS5oHHiuiFPPOAODg8Mko9oWMmX1WZnPaQF2tYgykBYP1QWWn1azO+ntIcl8KtFKHouXLcWadSdiTuNSQ1HqIPOjOYh7tmzGth27mN6sn4X7rEMOThXxyCOP4N7778XE2BB620nei2l0iCx6SChb2hAmwdNSSa09/ZYWLVbXhaC9t9UbqeFYGoqVSU9i/+Yt2L9jJ/MxhJUb1uHU51yGVStWGi8J8tk5ktwPvv9atEci+Ie/+3v0sc5U88lUag5f+trXkCXmyq8uEsQI9Xl4dBpT03N4z1/8KUYmx7CkdxE+/U/X4luf+ChC+QQuO/8CzM0ynmH1RzGvmQ+q7ZtibRhnvVvN5PGGT3wJL3vl1RhfyFrLpxoGNLP9PcsC/zeJpORoAfQ4s93ca654mp48HtB9xkDNzwTib9e573m1YhZ/yxpxxhryHT3DwiNQolqb9WXb+/G39jK2Fjv5aa1iTre3lm5Rl4r8tQkwPodMSKHLNcd6dr/rPO9HfPwQ4jNztoyMSAnpDpVGjkEgUdIKUtpZJUDicdHVV6FKS1oFI9YaoxI6YKFFzrUe2rc++0WMj02iu7cXK5avQiuJyqL+xbjry5/FkYOHrRtCVqCKks0Ed8qUgZgBvI3jIYEUkSQ7UppZ+ClKc4W7rd1ZUFzjX6wFkYq8f/8ArSmNzfPbmoy5eiFO0CpdtWa5tZRpHJ/AQAAvP9U1HvIVUSUB9hJQSrSkKxEWLJKqRSe/wFpdKwEpbcXSSe9Uis7AeAGcQE/hV5qVGkBaonC7TtuD2fgjPqzZe4/ec7fTKtqzAqMExLH0Avbv3Y+/+7v3YesjDxC4Oxh05g0Ld3x2zsZZ2fpbRWdykcip6VJdd5RWtm5kPX3c71olx7zTTO1stUBFBvr7+6x7w0u/2xn/AEEm0tmHYIwWZDCMitb4ohUZohWrHRQyBFENtG/hc4Fgk23X2NZNCzJMC7G9w8BIYKH8kO5aOvF7aln3BQrYfOtd2PnoJpx/6cU47bxzkU4VcMe9P0U4EEZ/z2L0dC9Clecd1JE04+Zl3DQLvlwkw2OcBMqKby2dt3GuNVYKWlD+MAnlN77+VbQS4L713W9hdDKNfQS/ySP78b43vhZXrV+J8alptPctQpZpHww0C3VRLbCy4PfUQpwvaca2Bo+r64iV/dDAs0TyGSIiks2tznAkOcNrOpVSl/i55ccRB2Nccd/RM4aDdX/0W0eVL+GVnK65R12XQa9vqKxqYpzG6uk8rVUW6uGQHyorDo754WE58pFQiliqV+Kx+x+0YTZ+EdF6mKSzrihMrsiv4xGLS/37bngVLhEnnWvbWLWkyZDWOEeRxzVrVpmR7b4jrBmfm2SZLOPccy5ES3MrUjTSmlvC1gKJXJKET+toZoxM5bJpp6XRo6FQ7Tj/sovgj7bgC9+4HsVyGGkSMvlt6UbRUd/w8JrCpPRRC6H2wrYJSUzLWl57xzhpqN4hjVnX5Mt1J52Eto4OFIWFqu9oUNbofBVnW0zF01qG6belWI24Uv+2jnrG/d1UYH7znGBok0Amx0ZJFjMoRjtw6UUXW75q3cjEQtxmg/sqOUs3vSuc0jhX1Q3awEHSmEf6hpyMddVRcqZTvCddiLa3W30vA1oNReedf76zFzjrrWnW0/Nzcbz0jW/CG9/9bhSIw3dd9wMMHj6AkX17EJHRw3gyd21YUiAQMywPtLYgTNwU5mshc18sYtgdZZ1oec86QTobYcBvu/FGTJEcq3Fg9YkbcNqlz8HKVWus21oEdnJ6xvAyT/4RT+Us/raebz5nE0crDKfyPV1jOhSqmDs8hh2Pb8few4fwnr/8Szz391+BifEZ7Nu+B1edfTZWt0bwgTe/Hj99cJO1DreR4ygtGQDis9M6WSl1I8P86VuzmnXmLFih4yMf/Rj++tLjW0fyidT/LYoWJO/qeWL5H7dAVkkedC7XKJr17F6Xk4IeFbIOKY2cCowyzwq1dhrhNVXG1rIoxaMTMXKX2VHmibTFqBRa9FRlT/s8U+2fRCQFPPrusUSyWnPIkMQNs74drGVwcM8+Bq1q4z6OEkm1buqZJo1AITgQXMoEuyuueRH6li+3JWK1tIvipwITDYZw149utOUfRHqbpM5UUE2MyQ0fwR233IoySYkGlh8rLpFUa55IkeJZJQBYoa6HWUc9wyAawLSyYOQJKosW99vSO7UMLSEWRK1dqHgrXNrKMV3I2NaJavFT4dGsbz2nMZSxsMd2H9CWgNoN4fwXXIFIRxsVuN3IaIaWsYi5yIwIsMaMqtXNhBarup90VC9qoyjcLkD5abmXaKlG+O2Du3fjwPYdtN5brHv48Mgo0tptgYVy2WkEQsYrns4aKS+SRGkyjRZXt8k5OYKyCirj5eqhm4/qMtF1N610XxLwhZElKetc1GOtyYcGDpDMKx2i8BOE2ju6oEUwxmampehGDpXGmkwUIbns6u4hAXfGUMqpS0iz6aIsyK2dtHJ5L8J8UFpGmL5WMdpz2l+4gp9973oc2LINfStoYZ9yMi695Ap0UsUVzrBX41GBR/YcwsDwMNJqAV23wSZ1KV81IcrGOVHHy6xERMZFqm1B32zG0sUX8uOm2+5CR99i/OVf/7Vd/9aXPoN/eufbrau9nxXdyes3WEt0kWkkcPJ6nKU8NA5HeqD11RT+I7t3PksknyFCUvSkBcldsXHjdRH2PiFPXJfoHbeMCQn12/VH5UOi34azPMov91wkR7/d+xqfJ/3SsBbpsrBEIn/0nDBJC1sHo2EjkyIgfBu7tm5DWID4FFJrCK4brl8ljc/pu4qfwiMMUzhFJLVEnIxtGfMaPrNixRIbvsKHbMax/AiThDQTv4okCaFQBG1tJCk0wLV8UDRMcscyqFnRikeOOJLJpkBEQIAG+nOuuhxVYtLOg5N4dNNuJJgULlZJFC65MsmbyqhachVGkVk3feWn8OkEkpzFK5Yx3SKsB0uMoFPXuQ0x6r1RWjfRkJcf1iMkHOX3dGyqOS3ELk67uKrfHiULj8IzrQWsHW3OP+dc68o1UjdP8qRvkDRpKE8TDXW1XErUBe9+Q3WqRH5JdN0V20iEfqhull6qoUM9ksJhYajuqffnnHPPxd69e+FNZUnahWPUnbY2TJJofuzzn8dtP7sN87PTttViPqOZ6VryLIzmWDs8xPigduhpaTbdau3tIa43I9ASte+pTlSDhauL2tZXq4do3UuXSJ5y8SVYtnwtwkHqCMM9TlL98KOPMRB+nHPeBQyPBwnWqen4AqNCnWI6aPmlAokkrXVkp+M2vtTP72kFjjse+Tn+7dOfQ2dXH1Jzc/j+17+Mz//j+zGxdwfOPPk0nH/+ebYXuVrp1S6tFv4Q2aSGzM2TYEZaWtFEvqM5G7XxoePC7KcuRb9hIcm5NhpzrFspgmU+RV0eOnd/u+J1FYSi513lUUGgetm5xC0YEkKOc6xbKEdF/vOgFiq1IonUiByFmMh6S7/FZaxpkKJn9FN+11+063au1in648bBDVcs5MXcDFk+/dWSPgwxn5fV5ryrsRF2JMmVBdhBshFpbUWUBKLAyt6UkP4tUClyWhCcIKBBxUbWqLwihp3tLbSyH7CJORoDUQ/VUdH4HIVZE1+YavVC7RB2N6x2n85PQiu/NSBc72mAtKx+zYosMzw21oeAyNcIJJoyzmdIAAXYek/OLB6KiGFLayeyZQ/JyDJs2n0Qj27dY5NqNIEpTOJ0ZHCIFhcwT2tQyWmLhZM8OpOkKAybrG7LiLoTuAhIDGRENHnNT4DYu2cvirkiTj7xFKSycdulx9fcjvbFBGweSXMQa44hSbCSZVslAKo1Uq2IlVLB0kHi6o0Lgk+kmXNfeaJnxHW9BOG169dZno6OjBmhZQpZy0eQ4LGTFVZRXW9Mu7iW7eC32wg+zaoY+CzVnPpG/wgcWjfT1hFlfGwHHZIxq5z5W5N49E05pVG5nMX2RzYhTdCV7ixeuQLLl69CiPCgJaSYm4gTdLReW/+ifnSSWCczztioEIFCExWoGYwZAyADTDrNvIyQvPKrKDA9tAzHihUrbR24x3fswMo1a7CG4HfLrbfinNM34tILL8O/fewT6KTxpZ2dagE1MrBC4XvyXYAXZVhkRcfjC89OtnmGiCZIapyfxNVJYYdNTqR+6VzXnpDG8yfKl47C2EZx/XOfkX+N19yJi7qu8ukSIZtsUf+t7+tcz6sCF/5rFret28uyo5Y39TblNclEn6F7UggbfrjhOB5xwyhRGCTCJl2z9KFBLxzR5D2RSn2ohSREK1qIKLa1tWLxkn57TxPvFHZtNSuvmkkwoy2aiENyRUwWxmpioK0XWCjSn6hNyhym8ZwngTwyOEFixm848GX4qGEAeb5XSCdZNov0X2O3WYcwPEmSxxSdlhu64JKL0dZDg5OYRSZkaZdnugoXasShAnFFM6bL/JDSWz1I6qoWTtkkVcZXPR+6bvHVsf6cfmuNSEdfgjZxcsMppyFBY3SB9WR8bt6WNCswnA5pcnpRHNLq5LlItKUudcDVAzmJmwdqZFGFIvxU3dTe6fTwaNImHzCdkRGj7WPVle+jwSviKqIu3E6TSIrEz0zPWL0bFR9hnUMNQsDHuo4kGKojpXtyTHuRMx/DromVtssbf7tlQb1IAX5v22ObrYtfrartXV3oWboMLe2dTAumB++rJXZsdIThDGFg4DDzP4ZWGhaKixZPt3pbfjL0qicigbBN0FRdq7ief+ZG/PtnPmuNYJdecSHWnboR15MMX3HaBrzxLW/BBz/4QfR1dzvpJb1nufE3qSEnhxjLtJbMqxWyaGUcUgvzx4XZ0uTfuohIhiLOhA8pmVsANTZRGKPEEhCYmShHccGlUeyalEepw+f0juuk3BIjkvX3BEgicVJuXRNx0bfVNSuCJn/0ll61EFi4nGumrMpM+UEncuisF6kn+LyUnUf5qbGT8ywgaso3ciDf6JXtrcwT84cPa5ZUEwvpwtQkEuk8lqxYihorZwFfjJXxz++5l6TUGYviNdLBbzNwmm2rtRDnF+JIaXkYfZmBdBVYIvIn8iOSqJtGiqoOgbSCXX9OwtcMwLQXq4BP4KKJSEGSD8snr+CkaOs0ireHmqO2W4wmCYlQqnVAYn6Xq6g0BZCjVTWbzKHUpEHZJKQEcLViPfTAAwTzDAYPDCDCkB8+eBA7H99q42oGBw5hYmwc46Nj6O/ss1nU48Ma3zSD+KwWv80hMRdn3DU5xiEw2pqwq6Ob4WK6BZsQa2lDS7SdrgW5ZNrIZ1aTaRhOuVwyReLGPOH31NXrSmN6qMAp/XTNTSvFTelZZKE+6dRTaY0SOAgsml0ZJjjmCIAdtOy0CHI4qLEpsBl8PlqrS5YuRYT5p033ZbAE/MxPq1RIJqW3JHPSm4oZBExDgrzAlAFx0tyscBJnvvLAHXfZpKBYeyva+npJ9E6gfz6zNDWuZl5d6SEfKtSjMvMywrBks2lnTBnvh5lXAlT5Z4upMy20P7ePxppIgdrP9VyExFcTJjZt3sSk9eKciy/FJ7/4Zbz2d1+B97z3z/HZz30aiVScRlCrLRocYdxYsBgPJavStaaWhmeJ5DNEiC3XatzvLwj1VrjjYCVzneWkURox6WgZc48UXXPL1y88R7Hz+m/3GyIHauVj6TEjVhjkftf1SziritzFbEkHDauJiXHTb8NrlXGeq4KvVzMmjd//VaIw6XvCDGGoRLOmJcJSEUg9Y0eWI5Ej4aV6f9TtHY1pqz7iVtRp0YpEwkY4m2hpa8hRMS+88hpmqpsym8yQCEawqLfPCOYo6w4ficUDD20lqdFGFYw3vy38sFYskrMK06dJZZLxnZmdsUkaJ2xYTxw7BctpjHYv7rdufuGVMEA9C0rTQrFk/qj1q1LgXTrhpvBJxFazvyu8L+O8zLBoz2vhrZYRsiOdGgQ03pIBY/pQf1T/Mec06S9Fg77MukbvuSRSZFUtkOo9YcJautp4T+UvQV+k1hVXZ+SEzTIamNjo6OpEM8m6etGkA/q2Y0SDcSrahNHZ2Vl6wPhp6BexciYxh2WrlqK5oxmTJOYhPl4t5CyOmgilsPuDEdSCat10xuDacCOSde39rXNrnOL31cNm3+a5dlG//+57aKCLn/tIJDuxaOVq+MNqfGB8KgUsMCxabSToJ1nlMwuz81YHqpctTH3QEoPawUbjRdWopnH+muikhjf13FWZP8uXLbNF27/2re+jjWT17Eueg79459twzStfjX94/wdw+513Y5p1lfZh13JDBQ+NCZLUKj2Q81AB9JeKHx+RdErU/wJxQcE9OoVXSiFQcgilnK4dK1Ig1zn3Hee+Y5fr4hZy9yhltG8dPVat21P3pIxyLiA88Q1HGv0yEZupO1lMOqrQqKtXorg1+imncwl9YaHJ0+JhgWEhnBocwdTImE240biTA3v32fqIpC+Mmo+VPy0rf4SEIG8WZpCZr8VkZS3Zt59GFEeFww2z+7tRFC4bL0ogE3FS94OIoghtIORHR2crmqNBYgAJFtNZEzbUvS4CLr8EOjoKJDVgV5azDfLm9RyJbjMJdJH+aSP7xbSMklPTCBIcFkgatXNPlAp9aPc+66L3kBz6KjVb/+3Q/gMGLiLKmUQSEyzgSfpX5He1Y83o6DjDmUEmV0SuoAHbTNcKw7dAS5tkU42x2XScBWicYKq1FWFjTWQFyuJ1RWnjEkbFQ3ksp99mxfJcoviuWL3autDlmcBF+WLvV0vYt2+fXdPi7FXmXbS9Gys2nIgNp56BMuNkqcf31FVUs0wzpal/v0SLsmCEL08nY0GWcoZAq6UzdLQWCY1JYtpZlzfBTO/KXy1ay1xAhde0SwEfsPX0tDB4NKJxwQSJNME7y3xlBaZ1SxU3hT/Ec1XO6lYPxtoQJoCpi6azOWbbkW3btAkjo5N4+3veiT/+i7/BlrEhbB44gJe8+ncZlia0xlptsppfBJqEucYw0GNLs2flGSIsS4aXOuXRdRLTwTouyknc+43XfpW4z8o1+td4Lj+Foa7uS4dVFtyw6NkyK391HaicuL/5iwZTDX2LF9mwGBGn4wvVrxaFo1GOTZcnzkUu/dY1rzjomnBHBphW5AjSIJRRSISwpX7sSLxQPaEhKAsz80bmZLh6iJm5QgVbt+2yRcC1EFqJRnwmTexLxm3JLq2ooVYsnc8uzGIhMY/1J63Hy17xUnQv6kGmSOMyoCmPrLeIRwqrLfLOOkZb14K4WpUjMTQCaQRR5JGEj07+l4mjJfpf1LJf9WdUB8q5ZFJ1Rq1KglqsYmJsgmRlAZmFBRTiCVvpw8LK97Utrvzkf5Zmgki962daHatL+u3Wa+41dzcdTRhVS63qNTMm+KybJ6q3hLF614xtXi5QH6RDmh+gsGhYmQiXGnmEzyLg2sZRTuf6mr5praV1olzJO62nqgNN3/i+3lY+C89VR+qa9Fb3Sxrixe/oXMMOhL9m0FTKiDEcCxNjrPfU6+ZBG0mxwhwMRomxUXjVykps1y5BqrPDzc4QqJZoBBefcxZuvv567Ni8Be+49p/xxr/8e8zT32//6HrEWadkC9qyM8kEFBfxWZkwTiKjx0mi4xKHxfyWRS2SsZYntttyj+pidsUyipnvEK8nlMcVVzlca1PiKpTE7V6Q1fnEVemB7Fj9OaBja5fRpZIJKhLBide1DE1ZQGThEu1wSCE9tHOFyVo6q0/+tpwq+1xmwQoAP0AnAKNSyZFMKI41iwaf57lIkpeKnM3x3WoRXYv7bM2uHZs2Y1FnN4qVAPOYRCxfQiqhfUXzVPYCdt33IArJtK0JaAOR5SMV3bymuF3b6q7Wt3J8T+aLxUNX6ukr5/M7wKwWSWcRcVqMtJLaOzoRivhoFXlJtr1oZSEcGZpEhmSvp6fLxrbIulbhkaiwePkNxVGtvgK0tgiVnhZQMxXezzDNTE5i1dKlyPHdEi1SP+OmLbdK2Zy1MIhIJwgyVaZtJs0CWCyTOOcJsKwwNM6RQLpAot7GsM0TiJTE6r4uMH3UFVMqsnJhmiidzOKs5K1CkZVY5DWNd8mQNGswdJHkUvFvTBMnz50WBNMPnsupwPf19WHZ2nXIM57SFXUFZ5gHWuZi5ZoVmJyYYDpqbFY7mvsWYc1Z5+AP3/EOPPDAgwawaqn0scBrPbMKAVyzDJlcBk5qw9MyV4IfrSNnAENXpIV+tLuI+nH/HXfCzzB39PWga1E/rejVCOY1uJvv0q9kkkYGyayWZtKkJL+f72nsEv/8tKbnF+ZIKDUDsc1maOrzfpJevW/DMGh9y+pV/LRWWoDo0s1nB44M40tf+Sr+4ZP/jHLYj6986Yv44N+/H88560J85J/+Gc0trfCHwihRActKL7rUzMyzLZLPECFGXquZx275cLGD/x0tN5In7jvPuNftWVcaT11/jhG9595zfGj02+m+llEl3HLfV3mV2H3hInGMDM26adXSo7qit6dbT9A4o0FVx02VgcZK1PXvV4nCItF39Y5LDoXrTrxV6pwGihLLP59AgHicTKSxdHkvsdZLzGV5I2NSS5b90R+1xskW1PqHFRKtOLF4dmwao4MjVra11W48S6OdGHbORRfiksuej+/96BZyg2Z+gWHhlzW+UMOr1L28euUqnH7uGVi2cjlC0bD1emVFAjW8hWHIE1NVp+gdtQ4S2DRZgKSVH2K4tcC2WhaNRNKVGD5h09GWR+ETz23MZINjItiQHG2tmi95iY9TKBLniyQ0alhoYhiMfIp08nnlBxPT0kDDqyy/lYo8uqRS6al0b9RBnSuNNSFVRr7GAOq66lnzg7rAC3au7m7V0WoU8JX4nKab0whuj7WwLvahnTiWq2igKZGYZE/r52rilpYD9IaczSdEwGwCJB2VyvTKNWx031q6qXdq3VVf3S033ogYsb85EkVbZ6fNh/BFwvTHw7ojbqsKaIUBdZEzNmgmeZSe/uj6H1qaLVq6BL293UxfRYMYzXgZSWaimOHBsGluhepXdaXHeG16aBh3HjiM9/z13+MbX/8P7NuzD9/44ufxhte/Bv/0oX9GB78vfNe+6B7yD09Nu7CXkYgnf20tkkvp7qHbS7eb7t10Eo0Q/hndwfqxnU4ivf03Oi2/tINuI90vF75B1WPhZYWpfSGpQXLMa4pASYVPyqLMd5TCFIMZZUpV/y1nzeeseN1WQXUlS+FEShzF5HVaamahUklLZRYWfVNdeExAlgxblNUWFaWSqwldewwH+LJ2rkGVhETL/HiccEppzbqlnxqryAf4PS2JIsuNTL+SxMz8nA1WFq5Zs7x9ntYPU18zq61Fiv7UqIgVfqvMStvny2HuyACSBwaRGZpCNNKBFAuf2kZZ7m1mXTWfRrO/CaMH9mBhag4BWqZa1kaDZgUqQsNqRQrmtAZ5yCa0a41D9CxxTRrTUyJQkDhrNjr3ZeEcGd5P4CMok6CGAmF0trRhFS36zlAMickFA+dEKmHAYgvDyjqDyGSeaZpkGmYxNcP4lBLEpqJZTyJ4Ghejgs8UQzI1h0w2jmgsgImJIeZBAvk0f/trCDHN/VTwWiHFwp6mlbyAYFMJURai3NwsOkiAa6kFgu0C8zvD50gsi3F+S/tAp5HOJ2ySiixc7b+thXWVGVqSSOP7tExRkRa1BsIzO6xVUE7XdV/5rDGXWhA+GmvDiSedhhxJmU9rtfFYUncEn2J5tOEJHuoDcxltvR2IEtRWnXsJNp5+MjY/9ihaCCJ8FE1UAGoXPJUgnyd00VJvIvn10sjQygEe5pVATnuKZxmfXCVty2CUc0WEan4Ea15boDYcjFC/VFF5kA832e4LRZaVEi3OIMPvZ5xqDEu54uc5DQTqRLBKsGXehVkxaA1NbelYol8V+lUJkyREtNg8AY7po7XRmkjcAy0xhNpi6G8P43nnnYV3vfb1QCKLi65+MS54wxuAs89Ahro/MTvGfJhHT5SVNsm7uk+eld+Y/M9jNrVJY7BUgaoVw3WqVOXkpTMEh/rMo/BWTkuEOevhEo/qziUFLmYLI+V0rdG5112c0lGkzTGqqsiwwi+oa5IGkpZ4UYuRLcslr4nZImRN1HUviYLUUb0lKZavJStWGuYRhvkd+eXg31OJu8Wt6wi0drSxazyqppGhr/OSvqNnKMJQG7PH8qpeEh011q1I8qIyWyrRH54HWFZsUFWRFXlFq12kzJFpEe+TJFoJkoUq+pb1oLm3Gf1rl6J5aRc6l7ejcwmzk/F/4P57aKyXiZkV61mamp1Bhrh2zmUX44IXXI7o0l7ESdbSrLNKTT7io9Kd9QTDkF/IEfiZOHniBauJMrFI9/M2Pl4NH4J15j3TsUByqXOlp0e9LvmiNYQI99V9TsQmKdWmG0TjLHEx0IL2jkWIJwpITY4CuTSjlUQhlTYSWmH8tUuZ8FmzlG15H4GkMJXe6powW86wWbtwML5Wf/NIOouKr4Z0KYv+FYuh9R3FC9Xqq2Fy1EbHsR6U7uQYdm3fqGtBKqKPeaIl8VR/NsUiKPKjU/OzCBkOs17Q7PSyclgGN+ti4bss/7o+qn63xiHqo4YAKJxqUXSHJfmoYH7WFTUPvx9gejKsUgW1GoT5ThPrQq1aUhBUBkKayUns9SLHuKVpQDz/8iuw/bHHrcVzIZlAqFnd3GWEqA8hX9XWKVY9FdAwKxJeYbYmRGkMbpAGwvJMAh9519vw4jf8AdouuBDX7T+EXN9y/Pjn92JkZpJpV0YyH7f5D9VyACFvp8XreISp8CtFperP6DbQnUf3J3Qn0v0V3V10a+tH/ZZcRadrcm+m+xzdrxTXqnAti2OvHStSBNcJBFzrs/Edlxy5YOM6/XadtZbpGfnF9/Vbg5fVsqZ3jeyoZY2AKf/cbxkhrPut5ySun/qtZ7O06FrbO3DyaacTdKtGnioiek70rOnbgFQASueCrJyfii/Q27t9Jx64+x54BNpUzFxeuwhMIE/FEiE+tHc/hvccOBpXNyzHijBMaaL461kVB4nOj00vieItAqPndU9dm2Ft8J7XuJmQLfejMT3nnn86C08ByXjKujPUKqAtrkRClWtaAkZrC+YJLuFIDK1tXQSSpKXp5OSkDXTWUg9KN31Hi9IKVPRtPaOBxyoU+i0CrCZ9hUlWpH5btzk/lCOx1jIZAVYi8cQC0ka26Ie6ZeiUVnl1e8eTFk9b+oF5Kv8UVx1lRcrJX31DVp6e1fgrWd4ySryatU+yv/GCc0kimSe8r7BL1CKrc13T0lHSIfkxOjqKndu34ewzN+KOn95qW7XpOZFzV6QSSntdl5OeKR0VFsXD1rjM5JBZSGB6YhIjQ6N47LHHLLyKh8Kobhy9Z5Un/5RmiqfC4IqNKWIly5x2jvywDLTZuWkMj42ipb3NZn9qdQNf0Jk8pXBqEpfW41NaKe+1i0V7Rwde9apX4atf+rJ1nXz3K1/HP/zt3+Hz1/8YQ4k45go0EjJpghgrWbUIPyu/KfmNYLarv9I/F0Okf9JjnUuPVY7kjhUXq1y8eSppLA+uc68de0+iNW2FOyoL6s5U+BQ2fV9YIufit+vUsqbr60860RKNoEZyXAfo4xCVdZUvN97uNTn9ltO5xL2v7zrXSH74bb2vyR4KtzYDULe1hjOliKmJ+QWbAFIukEARF8siW4yu8HjjxrPQ0d5l57alLpNZPTiLenqtPhkfH7PVNF70ohfhvPPOo7EZMpyzOqcePuGL811iI53ulwrC8Ce7Yl4Lk/NI8qdjtZRn2ilcWfPDdWb00j9h4djIEN8jrjI9uzraMDk+is2bHsHg4QGrw7LE6Dzf12x1dWGX6Brzxk1HN/1ckW65Uq3xnloYWdtoWE6VaaC9yrW289OJmw+uzko/7HvEdbU4yqKw9FGjFJ/VPTcfG78tUTqbcSM9El4zDoq/1V/8bU56p7QhBtoyQKxH0smU+aVueomed8uKdFZ5qnpP3635WO8QjzU57DWveRXe+/a3Y3583L6jbTW9fi1tpd3vWN+EnDWgNV5ffhhWk0iqCz/WGcWadavw6he+CA/+9A6cf9pJeP0fvhGnXnwJ5pNZFLI1UmSNMWYY2lj/ayX045RfZGi/KGra3OKcgqaRWbmL6a6h+wadRMeXOKd2/T/olFuP0GldH2ca2tNJPYPcjHIVR0fXNYp7TRmshG9851hxFaFRGpVDY0FYRM2pddA9VyZpnIIKhDJU/iuDdXStYlM+kUDG1AbWsnrWby0yniGpija3UjFD1s26ZMUKWz1f3Y1KGL0jC/xY546x0D6j+UQKg/v2Y5qkITk5Za1uCwszvC+rjRYhK+mBXXsR0JcVLobpWLFWUlnpvK90kpIoOdxn3evHpqGUX7/lpOSSJk8Q8wu0jGlGqdA2t5G41PI4Yc1KK8ApEkR1Sdg6lgyfLEWlmcTJK5FFL9rb1Z3kFGSBj8Kio0RExb7LtNBuPgI3kRl1edhEJaU9nQqo0kpHpZfSUwVV3TGMiXOkH1qDUk6DtkPquuU1Jx1k1ToFV/FTpaPKQIVQ4XELtK7rmmOtUtd8Xpx06mnI8dsae6iwuvrlhtWtwFx9ian7KBVHZ0cLSdeXsLi3l356aVgQOIXqphF09Mf8Uhj5U+FQXLV2mBZG11ilciqLtmgrDh04hA0bNhyNh0irjaup56PedXVc4qS/WmKcOFvFxzjIf32vXM6TlGd4LP5/7L0HnGXJVd9/+uXYOffM9OSwszlrFwkFBEIgCQGyMMgE8cckg00yGIO9Bkz8m2CSCMYyCJlgIQESKIBQQmFz3skzPZ1zeLlfh//ve27XzNthdjX234qfrZ6ae98NdatOnfOrc6pOVbkvJcBFBFQpB+WibjK5rKX1HTb2x48Gx/+br7/Bfv0X/4v9/q/9pv3cT9xns+LPi6WSnR6btlxvn9dtwSevvRA+S+Ezj9lgHXKqGEKQA0K4fuUzIThv78TnCoF/W2O4duU9ApiNAom8ohC53CoSrnyPI5GeKkYZOnt6vScTo1fmob9zrYH0KGPIx5VlDufhPkfklO+7TOr37OycFKua2ooNGbzMqhaW6TdLp8WEtyxTtr2O3JIAGBUNZ0a+zCiRooPSmmQI82/ea1//+q+xO2+/1RaWl+zCxTHLSaHgmygxyOMGCo4wkiPR/R6FB3Q5hpEYembBgxC3WqKvcKFn3CdSGAS9MVrHx8dtcnJSz29YV0dntCObMIJdctZWVv3c/SZ139sVfS/UCeeBdkSuhdgarrwPPrGMD+U6ePCg4xZt9nOFqN4vt3vh+/SoOy7ufI/r3ibv3A/vtAbaV+47vdTeec+q8kLZQqR3lo0yaHt8JrfyS1mpC/K+LfYI34SWBG9r9C3XPWQc0LvOb9wevubVr7bf+AU2ttjy9HOFToulhcdqk+MyKBhOB6+ZMQ4tOKcTYFsQnM4k7Bte+xp75CMfsff97YftF/7LL9tLvvo1dmZ51U6cO2szM8uqSxkJaoDKzbLn5VrCtSiSrWGv4i2Kn1IcUASwCBz7o1MHrPHo1MOEIteeMyBmXmkKECswCpHAvdZrVDaE5jw01gQqg2dD5DnClc+ESBq6IQbQOc/rdziGiiUdlEl+kw6/EVgUmNAIo0ASXWFTBXjl5tstmc0LlBIWS+XU8HbawetvtIaSXYc5xYA4LBOZgcekkUWBCTsuzE1N29rcstVlkW7gF7i6YlNnztjChTFLSFiKyscTD9xvn/zgh31YIbUVKWshtNKAYXiYnOFaQkOWLUMubW2RwkQIz/I7HAO9YGwAAkUlrfJUKnWbW5DCKO5nB5etWN1uv/2o3X7bqKyrbVtbXPVeP9Yi6yxkrVN5LUgZKQj0GK5FyQPwEZDe3l6vI8Cf4N8UbS7RVpEjOcHpO/jaoKgSlVG/xxAIw+2+xpYAjqPv6CPhdX8eHRPKr7s0uCIdlZd6ok4Z/qF8LvQ7dU/+KDt5IqZk8aWzObvrnnt9iHdDZVIuLz1PepQLJRLrj50p0uloYXmcq5WYdRVzNnX2nCuF5I9JLgCRxyZlVhOmcybqMAzHeo44sVdLyxYjLzWVrbFh737nX1lPT98lWaEMNCoAhjcSoil5R7Elb5xzpHxN1Zk7witdX1KjUbO6FMik+PbhBz5u58+eFvCJnq44yiqmodrpjcShm4aLcxTK9s4Ot3jZEeNHf+CHnBff/A3fZHe9/KV2UTzzPT/70/ZnH/h7+7c/+R/tGRlEL4TPSfiMYDYBnoIHiYRw5DoBvrwSz7nX+h4xyGO4T2h93nF65xq/eZZr4RjOkT3S4ze983w/GHWE0EiHdoGAkQ+uzaws2W1fcq/elbzs5CGEkGcieQghnId8hMB18hHySuRauB5+43/Ob0K9vm4LCytWKTOzWgqeMIudZHC/YrSnJtxlNYR6VVixlRA+KB1FZLqMb2gsaSuzyzZ3ftL61dbcedNNjif7Dx/ybVuffPope/jhh13Jw6huVKo+cZH2B59uOiaizgn80GWwCkeJYT9t8CgY7xjpuH3Nq72aU3u1ML/kQ/h9vdEmGfv2HrBdI3tsWkrluVOn7HF9l+W/mGzJMmhZYQv4x8Qady/aktJkWz5qRqC+oA90oq5CHYdAPYY6ZUJfTW1a/8CQHT123F27VIW2Ifwl8FxrfRNIC7qjgHMOZvIbBUzNhCtfXtd6lnad75EXAhhLmqEeVRA1+1G7BF47lutI++TtieqVEaUtos49Kr90agTMpqx8I/hq0o60fsd7SHVOpwM8c/ctN9ttx47ZX//pn1hVbW1eukahs9d6BoaF22nneToDGFViPWLcuRjmZrOVQkHtmNqXl912q/3FH7/NvurVX22///b/aQv9nfZTf/JnNlUt2x/8j7fb6sVp675M8k8b/ncUSTo636H4bxTXuPAc4bKkXQ7PlswoMITyIJHlESAYBG0V2ucKXuki7CVCP0cI9wIThNCaflBOiLp4KaJIUKmkQYMMw5EOCgf5ZFgbJQcmDZHfvMP2RTBJLM7i5wnfrYTeSF203ftG3bpAGFm1f2lh0RdfZS1DrtG7FhRUFKmY503XGlWfrddcXbNzTz5hy9PTvosLxKb3qjWQ5xDxLSVGtI16otyXToIf6H1loAzkn2d5BjpTfvG+Kxhl0QOBZb9P7m01q7Z7uFcCZNYuRsUCA3zmZmfs9r37rDo+ZfGalEcJXFzfYzYiwgJdUUQIATRSfFeCHYQdq80duHWfa1ePly3ocIxiBOKkQzkpSwjhnO9zL9QtljUAQ/64Rh55tlyv2r5Dh93nJoRLPLSTt8CPRAQ3pNvd2W7p7i5fi6yvo8tBhHtOX9VNeA7jIgImaKEyEVUOlgjC0Z59aanrXWy5mC/4N6kn8hcAiXQApRB5JqrzLQdMfILpTaB+GEpqSJGEZutSpj/0/vfb2sKCXTx33hfOx+fVAU2R7wBMzH7kmpdRR+QEerE81AE1WmfPnbPv+9ZvtaO799pXvPZ19q///U/a67/xTfaxp552Wr0QPqvhM4bZvlZgC/7Ce8QQgmx8pkJIn2OI8Dt8SkOKuwx543eQDZ5BHlzWdiL8W5ZSlBIOsN/8i7/6Ve4T/H8aQr74LvQhcC18rzUEeoHH+FWuSmHEb9MX+pbsM+uYiS8sUeNHYcD6OtigtDZRPqQECldRQGan57wNYRLHSN+ALatdGejriXq7FNmZBqxD8Tt35qwvvUbfAkdfpQSMVWRofEsgh7/ihgxDV2YFS/yu1TdsYXHVZueWfGTK2pLW2dXnBuf09KwtLi7b7Oy8aL/ov2nDaM9QOicujvv3aNsYWWJ3Hj3gRrM+qGv8jPA84FWg5ZWBOuM+9GPZm/7BIRnvnb6lLl0V7re6o9qE51oDv7nubddOnfg1PQa+cZ188H0mPYX7gX/IH0f4K/RAukKs+yjIpOn4q3rzSUs7I2UolUwMZfIstPA2XiHwJPhMbP0GgQmrrMtJYCOJ5kbNbrj+qJ145EGbnxq3C8JrAqvD5JjMyuocGP6iE3lkko/jdDLvO54hH6y+8rKXvth2Dw3Zf/jhH7FV6Re7rztm7/7kw3bsRff4guZnT5z1dK8lRFT69IHVuQGkP1b8Cy4oiFMuDX9wnItO3ZrF2TuEXYpT0emzAjOBWDH9diwBBI9CU2EhfqYCDBGEmy1OQ4xJQENkuRvyxHP0mCGs9MY4c0kQOMIsWIwIIALSlKBzraOr02LMpovJcmyT0iRhZNu4NlXglkDtqKyJ5eVFZzBmqGH1oDChODKki7KA8MPYBKxCepJWlubs6Y9/wsaffMYygA951rMMybcGyhUiPaRYeiiR5C342FD10BhmpSytQTzs5aX8KJVY9/yOJTcsW0y5ksXenptbMbfmk4lNGxzotttuOa48Vp0+iDITlJ5+73vt3v17rbAu+m02LB0TWAk18N/wZRlU5ygiQVB99rSEiSIhbFxn6CX0+vpwwBVH6EYMQzPQkHsSb1/KgSMRXxOiC5fAgu+RflgCggYnlJXdJhBmnuXewL691tHXp3pVnSpvDDe1KUJjAjSBP6AZggq4UocMH6XTSctmEnbyxJPWpXKzK4UqVfcFHpver+m9APQEstYbSh7DRtQZS04wAQ2lj3x89KMftSEWVx+gcymyuMk39OQ8ABF1HYCIvBG51xCo03hQxsifFcWyaUnFM48/YVu6f/7kSWsXEDF7nj2/ix3tPjRG+eiJBKhYKy2v+3wbi7ehvG6l4vbDP/nj9iX7D9nLX/JS23PwqP3wT/+8venHfsKmRKsXwmc1fGYxG1mS/DjGSIZCRF6uJbRi1HOFcO/KNLnOt8P3Q+Q3MkujGeQXnuUYlAZkwHFQ14hra2VjwsjwnlFblnzhssFqA/8nIeSJGHA1yODVAticlSwRyFNdWLHekBIBdgn7asKDiuSzqntlGXxVtRX4qC8urKgcYMKmyzW4MHFx0nrau23v4IgNdPX4DFwV2EeNtmlLhDJ9wi/cYXYNj9jS3LydePIpm2WdXil59Eoy8ZFeylpVealt6FubUm4rVi5JWdW1ZLZoPQMj1tHDNoAd1ju4yxIZcCGrtPtldONOkLSVlVVKJ+WpauW1FcM/knPfAlFHhsZZNSMjnASvvf0UrUAIjtRLoGOoV3ggRK7Ba4TDhw+7EUtb6Yvh60gMgWfDMUQCacITtG8hhHc9Kl9qIT1uKD/hXeopfBteAru9F1IU9g4N1ZEvX6R3uB/8XZmdvi1jYHFGIqfy4nMfjA3c4MgPmEzHBd+gnHzHjXWxEKNptANsadho1q23r8u2Ssv26Cc+YmdOnLBPfuyjtmdkWIqi3kmzvFtk9Lvfp77jI0zbTLLMOU5vpLdtrbJkL739ZovNL9kbj91lNx86bkfuvtW+6b6fsJd90xttjNnq1xiuReqh2n9TxM/ml7mwE/5K8VuiUz/+ZXTq179Zkfdw9IarwnDKVQPLkdSsZDUpGsyYIjDrmSSeNfNPv0VvP+dIxOcu3OOcUd5NCShLGnDOAqP8RtnCH5KJCHQVE1A4GMZmRXg2iuecyFA3yi0WIBUMQyCQPplCr8ZZvHNDeWAvJQmzzEdrimGwItOyCFgTSqlZMy6BSCovzNJCKdDLmVyXypq1G1/61dZQuVbFPAw3s90cmhP5rcXFjNIS132Zlk33QyvJ2psTWMCM/MaaUQmVnygCFSH6LGOVl7jdpOCysBoJMbPoKeUPJYtZxiw87YIl4rSJWOQPi5jdb1YFsDhwA1b5TE4Km+5XZLnr+Y72gi0srdisrNNGI2lNJmV0ZOzmm0bsxXfst1hF6a5JSd9O2nVHb7PE6XHrWVu3vOhWEFAdWJblNHnRYrOTlk7JOu1qt4bqMCWLqRlPqcQCwRiOxpRD56ITwzTRDDiWpWBPaAmqjijYTgt4Af5AqUSRVHoMK7tw7yhlrAvGER9W+IB6ZdjeGxYBgMTaLXCUwJXVihW6+pWftN324pdZ3+geq0iQmWAjVc3W25RumxRNegn1vbrolU/J0JDgbiRxohbfiY5lVVUtnhTojtjFJ572oQfyFlc5Vscv2rnHHreG8pCWoeH+iwAVSrHqebsmhVKxrbFqSfHJ/R++347f8iKrCijae9vtyY98THWttAoCiJzqSPTa2pTCr7JsCLyY4JIQaDEbsLG8YvWlZR/GZ/cklEmG3FEmq6slna9JMYzZ/OwFq6zNqhGrWVmADzg7cEpm4C4Hd7hS9VIR39fFD2XlueY02bTyZt1Gb7/Lrh8ZtTfee6/lmlX7jz/70zZ05KjefiF8lsJnHLOdJ4Q7bIcZY2tYMQdLhoR7RHiFiDLFEixE8JMYrVQRxU3Jy4bw2g1irvEeRqGC85t4LChmIYTrIdJwB2OSYUUKgoJFE8+QXhP8UmSIkUmMzADGSMu0F61vcNC2GsIrS0nGY3brV365mRpbFngmXUaffARKeAIee2EVOQeKUQj5HVb/cF85Ra7HVa5AD5QGp9tOoCOgT8Z0Ry7ls4a5Py/FraT8s51pSYpcRfkqV7atUo1JRqV0CJ/WhdXTs8s2O7NspbWmLc1X7OjB49Y3tNsSvX1WFx6fODdhTz9xxj75jw/a5MVZW5xbtbELU3bm9Jg9+dQpGa5mI8N7Re60FLqi79E/MT5r//j3H7UnnnzGGuubduLkGeFVRmWJ6fvsTLVk8/OzomtZSk/FTp8+6R0iLEfEaAuLnK/RK0Yvr9pKlFnWglSFWG9nh5/7qFqt6p0D+Au6gg/VdniDdm8zrrrFsV00wU2JETlcDhiybtM7Fb3Lftn7jx4VtcFzhqZV/cIr9h8PkbYwcumKzkNc14e2xGf4C25I51A1S1GTwqWqBUPx4WSLSJbsqSpNDJNMImUrcxM2fvJxqy7PWmJLBEQhbOobsITqRYqEz7aXFi7doSyjfM0aK/O2vMQSeTUfibpw9knV27jKHvMtj8U+FhdGMpEyybfFn7iAMQQOn9Kpxda1tGG4PXmHlX4vqc3gmeXxCWvMnrOZE4/q2aqazYzaatFV+Ew7T3sHL25uyEhQRunRxPcWnaVB54JofOTWG+xrX/dl9pLDe21BRsXP/PzP2m9/6MP2Y7/7R8rdtQVE99OFexX/heLLFR/dia9W/HnFVyqylARHfhP+RvGcIktJ/J7i9yg+b2ASRntHwVfzx1ciEryrZ61VEAkOOjsAwxGZJoaevRCfK4T3r0zH+U8hgABaPQFgASwCYKzLOvDhQimPKCZYJCgmpBG+G9IIEWuDXqsvedmXWqcEnz2WcYr2XWAATDA0vK9y+JC3hAegvJYAsIayIGhuycBM5FmA5755SrxNgi6O8/NNgDEpoeaShDuAHpYNZUaYPAhUWGQbpXNNyi1gKCmR0rLuivax40etLGHAKuL3blm/uweHrSaAFIGsW8B9/OgRu1EW7SEpi7Hz45aeW7S9Pb0Cp7LKDHBEjQbfJUKT0GAQyFtrCPd4J1h5gc7kn3v8Jq1A+2DxcU69ea+kBIvfWPkElK477rgjGn5XPRAR5AiblE8BCUIdAukRoxDxL8pwCNPTaptpOFWehYU5W5iftq/7mlf7/q3r5WjGd2gwQ5mIddE2nyv6mmfe25nP2YH9h2x2esbznlQ9Uh6e5bfnSd8J1vPy6qqtqSzco2yhR5L78CvXFucXfHY1veQscL8mxZPeCd9OTVY772AtExmq4n3eg6YAPWnzXJT3Dbvlllts4dw5u3jxouerSP/YC+GzFT7jmM2aq3n22o5LKZOyhPGJona1AA/Cn8glR2JrQJ6I4F04PlcIuMax9ZwAn3FO+uAAvZHwuPfqiLfDPed7yRn8S55cadWHucZ7YAG4yCxZJsU9XwjfJlBOfvO9EFoxgXvEcI1z5IaeQvLOt8kDM7fx++Mc+eIZly+GuyVjnFMGFGUwFnxCSZ+ZnbUHH37IHnzkYTtx+pSdPX/ODu7d51u0soEDBi/HAWHtzNS04wcjCwyJY9wyMeboDTe6IYsfJYrO2NlzlpK2jBIEHtBrSWR9yeBrWauU3cDHqGejhGgx8vVoBEMRzIDulJEyUQbKRfkDVnNOQPkhhN+6eYleRN4bGBhwmkGH6JHL7z9X4D7fJxLC9x2/dI00COSP6/BG63Vml7MqwF133WUXL5wXLuLydLld8nR32mfPj37TVrAcEN8gPerszOnTThM28QCn4RWuE3gGH1bKRuA9cDa43tHZEbC4qjqDpvz22fxSeJnhvzA37/Sm7eKIUUW68EpZdc/ydvSG8pvvoldwrbenx/rEF//qu7/H27Wbb77ZXvlKIOLawrUokh9ThJo3Kt68EwGeRcVXKLJkBMdo+xbVmSLLTRxQvEERn5rnDYcOHbS56UkRiKVZJGiyDVmDqjVQUVRwqNgARoEhQvRZuTsxzNglPmfQOyGSsg9Vq9KcyAiLzvVx9xeDcWF0lNQwpAro0RhzTqXwDpYKv0kLRYu8EoMCBGBQjqZ+3/PKV1ihn4XG9V0JbFxgnNRX4rJ0sI7c6qFnSkepXf7+1QOFjGJEIkCzzXL5pBXbM7Zr94AdksWxd9+IDQx2WzaHxcKs25jABIFG4VR5UTCVDMACs8HodZWbbaC2RQPAjLoAXDaq6zZ56oL1bWYtU1KZZeXEpIwmsm3WkGJdrTZlfU3YjQcP2B1HD9rGwrxtLInRF6btm0ZH7dVSSO+75U5789Co7S6vWUdSgium9o34JWTUJ9+C1tDrksAqhPPwO4QAWPBFcA6nTogIIDO7kyo3AEo9IIgoXfQ+0wtNzzPbVTEkftudd7ilXBEdVGPP4q0ApPBHqSrBlZXN+17Hyquedl9ZV2SVl5S+gfO5W81iyHpjzb7lW94oa/6i3XJk2KZOP2yrMibEfFLUKg7EIeYLHWocHrWDh45GPfZS4snPiaeftEw6GfWEq35YL4390Fkzjj1yfUHycsnBCFcNwAUrtlGqeGPAlpEsxFxT+cbPnrcCs/4EfG3ew16TBb5gk7J42aaSfd5LUi599qWOVaXLPsXsDIRiyU4UPnylRoUF3untOX7XnfbQA/erTsxKvjjaC+GzFD7jmF3sLNjM6qTF83o1JcMFaJORebUQsDrIJbE1gM+4Fl1SJnXNIeyKAB44HgsrwWBi6znpBkWAiIIVFC/y4A28rgeFDZ9oRgAaknl6oXwBfnB4fdtuufU2VyTZiOJSjsDjKwLpkW5rGT2POyEoSoSQL77vCqwugy+MgrFwdqnScNcR95NsblpV+FKTvLL1ITEoYKR/CeOUf5YXe1RY8NSZk7awsmyLq8vWrTYl21G0x/7x47ZXxvzpp54WjbctLSyduThuBX1nfnbG5ZiIAriytOjY01Nst1UZlgXWjVW5L5w67SNum8KMDcn6elkKig/VSqH169FEEvCfkRRWl+A3Si5lJYBBKFDQCRoEZZjfYGSgDUPe+CVSn6HOwFMm+FHuXXv2WP/ggL+Pi02gO+HKtoDfIV5ZByhXGBfhHb8vjCa/KHI+21x1BMav05un9uD49UdsZFef/avv+04bYU7ANm5Bl92RWMaIHj/ouS2l298VTTY223ypu6GhAZuVAr9/7147dv1xe/Lpp+3DH/mITahdeFrnLOc2qnaRvc7J4yXeUVsIf9J+sWtQQ1jL8n98i1G2Er2Tao8mxi7a1Ni48HrCpmTAT02Oy2BgS+Fp4fa8ra4suY9meU1KLHWnPKL001FFz/K9d99l55952rE8IwOqt5dlZ68tXF3yP8sBX6ttYcuu4SFlSODg4dlZCwxwZQjXWo9Xe+5aQngP5qLiUEKIAZy4hkKJv1qIdB3PzLCmkwQKhUXCgYXggqDkAEeYITAywgQA8JsV8tdUibe+6F7bdd11tq5v0O1OjyTf4w3vylaaAGYrQD1fgAH5DrOi6cXKFwsOWChLUm8lFCqXjhmpVB2xhPWoTL2KeaVfEIgxxCoiuH8HgXeJgBx+nzr1GCkQDZs5NW7ZDX0TPziBTZe+15CSmc7EbWphzjpl4Q+yzZ7KlhU9klJyxs4/YdePDtjG+VM2VFm1u2QR9Usg21Ba2yT4yiHd+dCKOgigEoChNXAv3IdGvEOEgxiSYgIPzspRQ4FiqW+IRsRL6Yoe+JNAK47sgaovWywlRW1HkFFGXQAVUUgp/5oUJ+rqEkgKjERCVQJ+vylXJnnOlVqVT494fQ7vHrFPPfAJKxYy1p5L2le+7Et8pwN4qNXvk8gWjxPjU77nLaDbrzr9m3f9heV0ztBPPp/1OqXMOFexUC+8mZRSzzBUWQZa5JvU9K3ISlJYiazjRgMCEGLN5hmaF/ClpZDitE/vJHxArwND4J4fNXDQAv52x3KXEWgii1tlJD0W8KfHFZqzI9InP/4J/8YL4Ysn9PX1WkP8kMnjM4wLkPjiOWDXsU6MDy4FWW0NbmzrXSKBw5VJkQbBcVE3r4w+WqB7YEOQf95BLsPsXJdz3UeGUHJcmZHRBR9zH7lkdIye1YNHj1mmULS4lCkhucfnay5D/ggofOF3wBcC+SPwm8jsYN8gQfLSLuUhm0/ZuBr+bK4oYzOltiSiaTTJRpjTjEYAyCvlQOkJRyLGPgrpsePHrSJFAx85x37JZp4RIhny61IUwSEWx8Y9CMUx9CaiVHjvoo6sIlFZXfFlu/i9PD/n13g3DFHzm2FrXzxcvz1dUYrr/Ka+ySvlRnHD2CWf1AmBvBMdN3doA/bRWRN+g6VERlUOHTniyh/1xCgedCFAy/D8cwXoxntE6of88A75CfVBcD4RL/l98YJqzztP2LXmlBR13h87f9Yef+IR8Z3a5Z0yeBQW0qZkVU6UPyXGbe8keuf/+l926OB+n+hEryP186Zv/hf22q95nX8bHr3pppsupUUgz+TDZ9ErguEY7/i5c859fOn5Dh0QTdUT7gW0275Gp54rS8n0jglhMwoubQBytqF0qSPaQtJmcid4TwfSYw896DLS2ZH3fFxLeG7J+CwGem+mxiZtdnrS/RYM/zM1hq2gA1MSQ4AJiIEBOMIUKQkmcU3EY+gWnzWUAZQqmIBemWANBaZxAFNl04gT6f3jul/bUSjhCLYtgvA+i1rgQ1yT9bcoRbJYyPmQAFP7N2SNsQi2D0eTVksescwoB8yyvSU2xfdCVsY+Cf9Xfv0b7MiNN1pV6AGz46uJP5sHyrFDiyA05J8KJ+CPk84krae3y4aGB/zINdLA4l0rlWxhcdHGZKlwZBunuL7fI4WhT/kZ1O9h5aWT5YTwJVK+oRPMSo9XSYyv4vmkC/xUWFid9a02lK/KmqwhKZOJ2TU7EM/azcO7Laesbon+j87P2DMSnBuvu9HSKMiVmh3Q/UrK7OOPfcr2DnTaXilStyvdI+WGxSUgQPfWuoRF3wU4yCchlJcY+AGaQMsAWBxDoO6INDIAAmUKvZM0PgAb5WMCDTMkl2SpwSvHbrzeDh87qgZSyrLoj9M7PZWcb6sqGbYf3jVi+w7st/0HDtgutngEWAXOKKHuLqAvYo2yjSSWflpKXQ1LtSG6SmBLUsxy7Z02s7hi49ML9od/9GeyNAUOUgB9chXAgdO2fp9+4nG7+9abbHLsrHirbF35pD328Y9YezZtaVmOlINv04sBtkWL31ZtcW7OYqLNBj2Q+t746TN26rEnbOzEKVuambWVuXnRJ1ICsYiZoAD9GHYJCyTjP0l+4WeGRnzZJdGR/XFZtooeSJZ6YlkPIkbUWmnVaU6vJLJSE6g98vCn7eR6IXwBhWK+Xfx00pbEJ2xI4DtDSS4C1hFa8ftqIcguDXUN2cInUYKZ7ij4hADkHJymNx0sQr7BT7A54POzokLARgJ54RvhCG9zZMiP0RbkhlULUKAEDvqH4hD5Sa+J9+P4sClG7ilKZztKqzXyPSLnpMcxfIvz8E3Og4IQMIpeRnzzwYwyPYFSzvWgzcwt0bknhbJdx003INl3n5ER8h56JqEJaZI+ikhHsWhDA4N+ZEWQsVMXLJ/N2NTEuGWEa/REBaURuUUJRLGs6jq/8V1EuQA7oAnPYhjGVXzeQckMoyVuGGK86siwamvnim4It6Ne35A/zqFTwNxAO+5TDp5xWqoewWp+exmlkBU62u3W22/zzoyArxjOl2s6qutA49YIrbwt1TltCb3UbILBMDXph/aYQIpsoEFgcgsxqSprS2SlR8j4WC47mzEh8+bjNzj+QQMMaTeqhXXQyWnC/tWqRJaXYrm2v/vIR62o9hmjnHxQzw8+9oidvzjm8yOYeApPUo8E9BT89+F9JkKh1OOHygovZWEvy7fRvpMXvo0CWVI7U5qfd2ymPjEAqGOWXlqHn6E3bbrOUUB9prnou6UyM3TPN+hRrol3/v5977OLE5Oel2sJzy3ln8XA8gdMTZ8cZ0hMAhhTBaYikAkM8nwxMA2MwZAkMZZOqpGet7nlRT9OTU25bwVMRASg/D0JKsxLw8d5+A3jB+bnHgoJ57xHryTKCF3CxJws16CsKNEIKPSsAx6v65qno9Ca7zhOsYoMV7IX8YKEdogh39e/3vpHhnyIUl+NnNMVr5ydjQCQHxiTXin23+SIzwPb6OGrVi7XxZCyUKpSLqTExGL4OtKrKqGRDtrUz3QuZal03J2O87IWmTmNVQg96ZLnG3yLbfj8u1K8RD2rKv0qNFIDAis1ZxZs/tETdrhrwGKSx7Jo01Sj8MAzz9hquWq9Pbou0mzUN+z46HHr7xi08XMXxOhVy4jBXyplk2FtHKU3xOgiiQMK0S1uNSyt9Q2dyaMD0BUx3OM5gteJAr+x1BgmoJ4RRBQmhk5e9CX32g033+RgDc2xeGnk6InFYb9/aNAGR4Z9ZifXGc4mT/hUsUg3IEdeCfRqkA98G31GtRTvLMPQUsoKOb0P/Tfb7MzYtK1vpezwcSbDkm96HCgTZaQx0mXRJqN0SyvM9Jeyu1Gz7WrJeyN971qBNuWivAzVoeixAC5rxOGwzVD2hROn7ZlHHrfVeRkR4kuGtjGY6Fklb/Ss0ntRBQj1XcoGqMLf9DT6BAa9R/6hnxtTgJQaDtLgPgowwES6KMH4D9OrzOSvQP8XwhdHaBMgtafabXlO+CPZxJBBZuB/ZPTThcAPyDW+Yinh1vzyki3KCFlSI8ykDpYzue666+xlL3uZD0MHHEJeUQ5QQEiHGPCAiByEiAzyHiHgLtfJJ+/Q3uDrDo+jJfiEQ2WNPKmIkYHYUpxWjLkyEoL8B9xpvR7ukUfKzTEog+7nqHzRNlUrKpsadHpDUSy47hOVlE+ep/wcQ6RMkR9jyn2az58+axcvXJDSFncsI/Bt0oEW5In2jPYqdJS0jraQnxDJY8BcvsX7XCOEcjOaE0atwjnDxLwXnuGcdzlShxwJ5MvTUPp+VNruX6hzngM7h4aHXcniHd29hLPh3fB+qHvyiYLINXo/UdKgb1D0w7d4lt8hEjiiwNGmRpOsyGNKsKb7aqvLascW5hZtbGxc7ZTysxV1KqGM+cRO/SZ2q03AF/EDH/g7e8Wrvsr5dUWKIEsthbyz+wwB/KWeiLRHgcYcvSzCZkaEwF0fQkdRVT2lkTt9m3aMnlyfRCOMpkOCDjEUXK9XpQE2g8tEsNt1HX2DfHON7/lomOjr7YeeOXnyhOfvWkLE2Z/jwMxcFlldXR3z9afYCzMWjyw5KptA5Yd4ZcUjlFxn7TCR1V77ta+3H/iRH7Yf/fc/bj/y737Mjhy/zuZn512RhGBDQ0NeQfS8wKBo/Qx1YAWEiN8Y9+hGDsCF0LGF39z8jM0vzDrD0FiybSG/ec7zuMPMPM/3uAbjhvyGvAsdVDBZX2JQn/gi5i2pwlW1dvi6Y2q0daZHUSAZNSZeGRA0fCqgAYxI3skreUcgFpfXZO0q77Kmt1AP4xIQRc7XUhKE9oxl+zusONhtmfacz+IirSB0BIZdlmWtkJ50DGVZdrss9S1pnuVtMWoi6esatm/Grb0q4a00raeYVZnabJmeCgny4qqU5KERMa2EZqVsg/W83bH7uHVminb6mROuKN20f791SmFrp1c5ES2ync2m3W8G2iJYgQegJ/kLymVrhPaB3hxdSBQJ/q7OSY/6Z301lsTAZ4XyMVsPpRDlEKVxWJYrk1vYIhAQYziKYW8s5bnFBTtx6qTd/9CD/k0HSIEceaBOWSwXIGPHH/oofXiYDtKmgLYtaYsrAsdku529OC9lMlq7kvxSf/A95+Tp4OguK2RUb5vrduKpJ+yhT3zMegtSXLGYRTe+4T3PSpfF5lleyIctZJFy/tfveIc99egj1q46TUvpZCiD4Wd6Pdm+jB4F+KzQ2eGNQEdPt+/lSi8JDRNroQFcgDM8TY8n4EN+KdM6vRW6h88NdUR63CMCxPhVeq/PC+GLJsRkKOXbclZdmVLDWhJegCuRYgD/f7oAf4PX8PhrvuZ19lu//dv239/2h/Z7//0P7Od+6Rft9pe+xJUo5BUlYL+wARnjN7LMOfzVitngOBjo2LvzDBE5R6bIF7jm3xefMsTITGT4lvvkJeALSnFZWO9uPi2BZ54r8k0wANziW6HtInAd2vAM95ATMIYj30ZxAYtc9je3bWWtZGurJal6Uc8s7zb1LmmG8hGgEfKP3zd+cvg9s6rH/JTaUcFM8P0G1zgyyiME9DYK1xMMT86DOxNHMMBdZQB7DARwj/ZJ5+Ge4xwKnXCaGdbbuk1kZrAQwK9RplBmYoQNkRIPDaAZ55SPwO9AfxQi2rV9qneMdtJyJXKHdr7Syk4MdCYt2kPoyugKShm0oT44UvehRxTeIZBeiIw0UU98n7yQB3zpY7GM8FG0a2zZxPi02ta6LS8I02SsUy6eJU1GY1wp1zmbcjzz5FP2bd/27Taye5fX04/80A+6UstancwIp1y0UrxPe00+iUGpDDyN29Gq2l8m+IDDKIbsEkQ+XUZkYLB7WllGmO9Hrnw474uvwWZoxDUU28tKJNcYXeU86pltSkGlE4m0KRfXrjV8XiiSoqQPX7bn2+13f+c3JAgIOj0a7KMc9U4yQWGTKfdi1KQqnYaZocZ5gURJUn/gttvtP/3X37Q3/8C/tY1stz1+atouTpfs6dNj1j+8y+558V22KGVv6uIFO/X00xKihKWSslIyCdzZvGGNS7Nn55B4fctKS2tWW2X9p4b7nfF8Q4rder0pAU1YV2ef5XMdtmv3Prv51jutb2DECv2s0aQK2GCma02Nrd6TAucbwbtQI5hRD+TWDtgwrE7/X2orKWsgJcsiK6U6aatrdT0qxpYllJQmydIATLAgsOQLNGHCTCIloVhfEa3MqrUNj5WqmERSXauLVhJ+evjiohdLDrAKP71GXG9XvnzYmB63vg7LD+rYQTc5+2SLyfTW1pas3FUJq5QelIoEiqaURyJKjGwhuxhbthmrWrIgZTSetHhjxXIbDUtWJCDzy7bvxS+xh1ZmLN6TsqKU76FtKWUJKfDNJRs5PGrDe3fb6RNP2fbysn3/y15s8dlFi5eklMfS1hDda9tMkBEoSVFlmYa46B+iNQXY5HOb2ZcCBJZx0PUEyx6pjA6EIj5AgmBhveUK7bZ7dK8du+56X9dzeyd2d+/SvX5LtffYoup9SZYgvcKdUrByxV4plJ125tQ5+8s/e5fVF6Wgzyz4zj0dAgZmPAMCLPROPcZEj63NsmwFCegmClfJcmpps+KPrYYsU1FOaGbb6zXRcVO82LTMNl3ELg7KtpoQ1RXL9uyWsr0lPu9Jxa1y9rQ1p6ZVJilySYGyFO1criCZENDJqGm0Va2iesfHitn0f/xbv2c51RO7DG3GVW+Sp5jixrYaVhls7J2LG0JfT1r8oTyJR7q7e2X9qkETuG1KBtVCWWO9IrbBD7IiI0tlr7NPLo121DOES4cvh6WYakSTl1gaKQPYquysJ/dC+OIJ8KjFcm4QPfbYp2QszFoxF7fmloyluJSXFEysf24QolCghGwKr5dtXkbKXV/xKvuZt7zFfuWP327Xv/Ir7VNjk/bxp0/b3z/wiL3vY5+w3l17bSsbs43klr3jXX9uTz7+mKX1rfiGZFXpEpsyWASuknkZN5Wq76zUJnxOCuLSwlnvVZIckdWMDN3O4SHLDvbZ4MH9dvz2223P/gM2ODjsPe+47jBBkHZnqyqZULpYQbQ7bv21sUeZFEWMaEUMJO+tEiZzROkAWzhH+QjPcJ08gEFBmeQchbFcVhtHnoVuiwurvqtNR0e3dXZnVbaqzS/N+vqR6UKnFDMpDPG8NZnYJNGOCwtYVHqzTcqUMGYjUZOyuGobsby97/4nrWP/EbVrwnPyo2y4P78relJ61B6EZXHwbVWWREZ6KlGKlB+Vg2JzJNLuMMGQCVG0QyxJw2SacJ6gfdpS2YRd4bipNggfTIbF8cekvRYgXopgJYGebBOPSLsSFgvfVW/0r/QPj1jPwKDaUik/omVN9QGlGvSeKR+0p4z6JJI5KYDCP2F6rFC0NuE8a9qi7GbVPheF5ewgPT4xa8+cOGsXxqZ8C8qVuSXLx6Qkil/iStuXhlPWBNbWnslZTjyLUkXzmGguW3pL7ZloXlV9LZbXrWdkVPlUnqWkbQr/GDZmeFlAKR2iaYuzC96GjFfXLdMxYD1qY5946COWVVuRS2fFnxnLp/JupNfqZd/trLyyKAVSRs+GcLVZslp5UW3vrA9Fez6VVpyJTXQMSUHsLkrf0PeqVWGs0qtLT6EDYLNeFbuue35EUR9J8uWTUBxFPzdEVI6mFOPmOqNTwmxGyGjb8ymbm5qyjWWlQ8fHNYbLToefwyBL7L5vfvO3qNK2bPfefd4Inj5zXkyZVwaTUmDUACYyVpLgLSwsW0UMd/uXfIl9zT/7Brv17rvt0JFj1t7RpXuLNjE5YWtLqzY9MeG9hAsLM7a8tCiQS9nk9KQ7vsakNGTZgUXKENsOdanhxOmZ5V/aBAJYWn0CHXY6KEqJyBSjxaXxK8y3F71LOiNLIKFGPC4BQBAQCICiWJDSIdBKpzLul8g+rjGlSa8aQMOMNEAGRYH0xK3+PhZKsISwllZmJnx3AsQtoW8j9iCTv6/vRAsCM5wpZUDMuCkFBkvIrY+ddNzyI6Kw7ryHRYYF6KAmDbqoMnS25zz9bC7ve4Mvr5RV3rhl9Luu/NOb1N/dZWtVKUOsV6iyhOhWC07jKmNOUpfr6LSK0n5C9K8IReqyCg6MDNtqZdlKUkQeOTlpB4/vt0GluX/XbmvML9lAe5flJWAnnnlKAL5lu/r77fT0jG2rTnwtSSn2LFskddxpoOIogHS6gvSrAQAFAC668NmP1Nfd0h80wYpuU16HR3fbwB4BVN+QwFl1pJgvtltSZcKaiIk2vk+rrDssvZws1Itnz9ni9KzqV99W+g9/4uOq+6TvNpNJiwZ6hh5MLORA28ia3bQFKYEDgwM2PnbR+nr7rU+NRLUu4VT+6fEgcMCYgB+UVYGlgFNloZekTUJ/9uQp2zc4KIBYswuiae9Av/gzbjWUN0nv6P6DUnLbrdDFDDtqUfxNIyHL4hd/6qe9EWBbrWJXhyV3rHOURRp4vpkUL54/d05Av2XtPb2WyrVbb/+AG2ks+ZHJpN0NAMsVBKcBpLeemYOcA0z0TuIXzDPw37YKgu9cqbRieckCs/3xVX7g3X/D2oQsav1C+AIPYPa3vvnbnN/FYFbs7rZ3vee91pHpsnKlbqXKuq0Jr2vNDeuVUvDV3/Qme/2b/oV9veItd7/Iij2dUpQW7cL4mF04f9HmZ6ZtbmbG5sU35dUV363jhgOjPgN1cVFyJAxJsuNMYtt279/nkwgLHR1WEf5siY/ZBrBncMg6+/usXXnBT37b8S9uPcKTdJLdPNKSVWG35AAQARNTyYT1SDbjkmV4mR49hvbOnnzKsY0eIJRFnwSi533YVgFMvTISXPYVoIvLgn6HnlUwt/XZNrUZyCO9T7t2jfjyYNlcRlKMRoNyt+k9VWAuPW38TkgZSKERorM0pNxmClIk4zY/vWyd6bw98/EHLS2lI5tLWk3tJEt7+g5rykdG7Wpchl4GX2rdC0otGEneyCu/WXrvynIRwAueoVzhOs+DO7wffnOPvIZnQrqhDQI3wk4tlB+4cnyRwgMe7xkddXzCNxQfUt5VEp4O74eeRWJW7ydQQEUQlOBCliXMKj7hh7qvVSv28MMPes9cZ0e78rTtK5lkROeEeIFRvi3xRkw0jktHWFWb3dXd4/6Iyq51d3ZaWekpa/7tmGjTYLjY6zbCby9JlEGPm+KfCxen7GWvfo3F1LbdfNsttn+kz/7Lv/+3tksKaIfSZyJXQnyhF9RuKe9KZXVl1TqE0+W1ki3OzbrPYr0s7FU943vJ0HMTHUVYfebUactI7ti2lzY3xaQw8aZvZCF6sVsgNF0X/3KkN3J7UwrkltpD2g79ZgMVVZTqX8qwDBZ2rGMrzr0H9ounhPV67tH3vveaMPvzQpHsFygVj+2z//d3fsfe+YEPWPeePXbTPfdKwHfZzffcYze96EV29ytfYbdKedx7w/V25Kab3PKYXV6yubkFW2EYTsRnG6bSypItzDBjNO7d9kkpMhcvnrcX3XG7feQfP67GN+kL0I5NXLTbbr3RlgQcr3/9621xeVnXh2x2cd4GpODkOqVgiNFQ8HAip2GFscUqkdKnhpFFTZmosSEGZvu4dIJhE4QTphPo6Hn3nRNHTqHgrqz4rC4qEUNMj0phEyPpuKVjXBe39Q7K27iAjErGWuJZ1gpMphJKN+rJhGe3VNlhluG6AJvAvdCdTyS/BITYgVPMR4iGRwRk4oBhWel60WpYN2LWDZmE+Chmmbwj4YOJSZO1JgPwMdzkwKbfDaW7uLJm/bIgF8ol+9QTT1pCijp5ymcFgBLmF995uz31yCNWWa7JekzYYVmS7EedkmDuUUMTp5dUTL6hhqS7r8uyUt7Pri5G1qWAUuaVCwqCBwZFOARA4TrAUDZH0UBaWUXKWkLW49DgbutTI9Kj+u6RApaVkLapTpNphqlVR6IFSiSGBaDDhBv8a2sSqrrKjFW+IIV2enzCl5roVJ661QAiiKvK257RPTazsGRFCXJdtEtLmF2gZf01VJ6FxSU7dt1xO/nMCRuRcjasBm6twjZofBzVLWosYBjAVBqiIoBN73HcVkWLw/v2+Wy8eRkV3rzovabqPJ8rCPhytmt0n3X09rkBxMxC6MAgENboM488ah2qJ+iCAgojxVXObSn4+LnCAx1S9D7+4Y8qnVFZ711Om3SGnYbEI7WyzaiBr9WqtrQwbyXJGcMfYlfxh/hHAMQQITP3GR6Bd+FtyrO8MKfrzPpnyCjtzz3x4Y+8oEh+kYS+ocH70ruH7M/+7n324KlT1rl/1F7zpn9ur33tN9hXft0b7DX//J/bq97w9XbnK15uB269yeptSTt5fsxOymjBV2xqatKVxumZSVudX7bJ8YsyQIQ5wrmzJ0/YDdddZ7cdP2p/9Rd/Y7F8xm667VZ76vQztnf/LpuaXbSvf8Mb7GnJ1cDwsE1IAT143THJcl5ymo3kWelUanWfrILBjPGOKRoDl5E5MTiKQYIJg+JbGlqUSkmHT1o498xJ52PfzlTHhNJAfvxdBbAUrI2UnGhomxCO3CN9lDQU0qEhGYNqr8BL3iEyCZL0eI6hS4ZkI6XIrJAv6hq+emmrSJnAlSDFPsr0LlWEocLuRqlqbVspu/vOl9iXfcu32vW33GC1idP2on27rcjuNKW61dUuNZoNIQKjHoyYgA3Kr75DHgjkiRAUPmQfrKUXmXNw1rHWyx5hbriGP7fTUWnwPpgSFEiULejEvUAvAuco6CTOH0nxDJMWM+CVLuGqw7Wk8o8inUpnLnVikA6KuqerPJGs92wKN1mOjJnRFRneQzI+2FWM3lj2mAYbu7s7rdpgByPhfirjPNPePyjj5LAMopgNDw27YlVbXpXx0Cbjv93W1B6o9fQSk69tXceoQLn08ng5UOwblhP/PfPMM3b7i19hVT2bF+5ef/11NtJTsHe+7X9Ye2eXdchgxxUsEZQ/5atRxa1JtBeXMnq1pHZnS0ojW9fi7x7tkFMSjja8h/LMyZO29+B+bxO8PVM9RDOyIwwOUZUl3hd9RCcMfDqz3C8WHtQR3ob3MZ74BnXW1dXluosu2pMfujbMpk34nIezE2P2wNmTduCOO2zk+ptsUYVm8/Dc8ICsqpjNr9fs3OyMnZgct0U1aqVSxSOLKLO8yJyIPj87a9VKWcJVkmI0YMV81odDCmKYX//1/2p//o6/EKOJ2ZNZ+923vg3OtYcffUQWTN7+6j3vsYsTU77EQFYWUbcafWbvoijiNwEY0NAzyYbubnqEEAaig5OOKJnsUEMPGoxOhTiQqMHFJ62ro2gdUkRmpiZsfOy8H5miTy+a/nMAE8ZJQCTgUuJwkvUhaXosFWBjuqjxhyACQNQ1e66SBHkIgEZ+YRTOA6Bxn3PeQ9j9N8qMnqngIyRmrTUFBEqPHrmOrnZrF4CnxIVFWW/MFsOyRoBJm/c55xo+I/QOTFVLtqr6aiTbrFNKW0bMmats2MSpC9YRT9vRgV3WJeOYdQqTYlYWsbsgofjwM0/bwJ7ddnjPLhse6LFlNSq37Bm2XLlmaSl024nIyg2R71MOykfvLQoUPYIAM2tA7jt0UEJ2wHc/SMvyC8t44FLAzjK+XZRACfDBDwWfEPy1AAJoTAjrhjI7G/8selxZp7Gzq8dWJdD0sM0uLtjI6F43QFAC6cWlppL6Br+bG1veONDjiP8Saj18RI0i0PTk0WyEMkW9qwJ33VsXnzObkqWUMGKYDIOvJnULzVlBICWFTzURzfxUGr4UhJTGhhTpdckPfOUzLHWfvXzFqV5m6o7gxoDyRY8juxhRfhRUXBjKogm+kPiq4vaR17fdOBJYldToMZmLGZyAG0Pq9FozwYZ1zvA3xkGctOenp7wcLIT8QvjiCXNSipbiWzZw7Jh1yJhZ2ZI8iG8mVe9n5mfsodMn7KFTJ+ypsbN2Trg9dv6CrbALimSGde0WZ+dtTZiypCOuSqPDu2xuatouStH8Z2/4Orv5+uP2G2/5HeG02Zu/81/Zv/6Rf+cG29NSMumJ+a23vMVKMmiXxGuDklGMfWQSzEYxhJfBapaW86HmHQxEFgIuInPgNEfHaskZMro0P2dZ4T+GJA2tkNLf4TmOrZF0QmwN3CNNV3iEh4tL88IcYZCwW9kSrke9kbwHlpEvIkonnQVMQO2VgYgymZYSVa3iryYs7uj23siN5WXLNDbtm77qdfZNr/pq6+gXXsqwfc3/8+22rGeP9w7b9eBEvWR5k3JXa0hOlbYM7E1FvkseQ5kcf3aiQER5oDz8pi1RAwPSKN/kn7wzzEvPKb/ByUDHSwreDsZQJq5DC77JdZ4Hh0BaXGC29ak+tdncZ0SICNalheX4E0J/3g/0DvUI9mNUM+RNZOQvI/zKSQnHeF1aW3GjmVjCv1BlKMu4zbV3qAziF30XpZW5E7TzHcVOW5hbsHOnzzn+J9X2MsIFZkMNvh2il4lvKi/kizokjI+Pe0/p+rZyrbx39nTJiO8VHlaMLWdpcykL70Mzp5vaAUKKtl/KHbOymU3Pepys04liWZdcbagtRImkLca3nVU6oDXfEznFqxsy9KUMSt9A4XQ81jmTb4j4WHqUIs3yQZSNibnwPbucoWziyrAoXctn8SvP1xpo+T7nobO/974bv+xlNjW5KKJK6ObVUK2VfaHNhYV5K0vBW5bCWF+Tpi6wmZFly/IlVTV2VSd6WUSQNZBJqdEq2/0f/6T9yf/8n3bq9En7hw++32fenXzmvAgdtxNjMzY8stuHEj70wQ9YSn85VTDM3d3Tp8a1w3vcaO1Zd5CezpIiQ4AwNLPjsGqpQO8dFJPBGM5UhvUacZ0zvJ7bwFIQs7hYIWh6tpjP+3FRyu+q8l8Ro9BAZ2AKpFXPXzxzwphMAZilxNDoKFgsmztCzxpjOlWEg/T1nZpsZXai/vPrMHsQxHBkGZ88Qz3MJhYzV+iNlAAkWaBcBTu4d7cN9HXb6RNnvcd1VXSmRxMn6BMnTni5YeKuYtHmVBbpoG7V7enrs2Ep5Ktj07Zv7yFbWF2wXr1308heGz992hYEgnuHRm1Gis7XvuVX7YMf+wdbnpy0USmb/aO7LLmxbZNPnbZXv/zLfWhXNWxN0Z8hWqxFlUYkwtmeRW7T1tnXb/0jI9Y7NBTtFCT6tklxjCmK0FSkAwXDUrgBoMDT44rCjqCxm05VBojMBB9yyTIsBllVaThsnzhz2mbmF23fgYNKK259+s6BI4etS+XEgkaxY1UAju6crZdrqve1csX2SdG8cPqM9YtmB4ZHbFINKUNa0Are8MV3VY8om5uqV9WSA0JR5cL/aFTfOndxzHs8sYR5okMKMtyW7u227r4BKZQZmFD1uiUrestyanzf89d/KVqfdb6ET/uVDqDZRgNB3ZOW6nzszDlbnJu3Pfv3Ke02G1CDDguz4G1CGVsXuOBbGoZHUHLhH3zGsGToiYR+PlucBhHFlZ5tyezWRsOG1ECsyehDXs4++ugLPZJfJKFdmH3Tq79c+FWzpaU1m59ZsBnJMMu4jY+N2+zEpFWEbQs6nnvqaZt46gmbPHPK5sYu2PLMnJUXFn1pqbQ4dErGxqMf/0f7tf/6a/bnf/I/XeY/9YmP2+qcjNfBXfbuv/5b6x4etSceecROPfqYlAsZNeCk2HBIMtXOiIB4FBDclsyU1QYwUUUqif6E1YrIFRNGcEty3oeHFbaFK/TmkJwrLMIkFuBmuzx+IyuEoBiBvQTH1quEgLME8BG+Z8SkKQUhWhJnQ9dQqkgrwmLk1o00yU+xvUAqjrP0wPFdJgsxeQQlsypsPLpr2HYJH/Iq89gjj9v/+m9vta9945ttS1jVd9NN9vIve7W9+7ffYi86MmJfccPN1iXMLLOkEEPhwsOSDPkoD5fbCcrFkfyQFwLXQllcYdr5zXOUi/xGBr0/8qz0CEG5Ih3OSYP3iOtCG9yC9gtHGS3BRcxHAFEkRTeGkH17Vr3PN1kYHuURxYsjhgLHRCqvdzPWpsgQPsvpZbMFN/jHhdkdatOLOo/LUN6z/6Cf5wud4pkeHzGLqe1kxOXBT37Cxk+dt/rKmqUEgFmRIK18dHYU1O7VHHvJk0qp8ulIxnT0g8rPsUsYf+H8eTt+7DorxTJWVLvUvXvIbrzhiP39X77Dzjz8kMXVRnTrejzFKh/0BIue0IdeIZVzTTJTLQk7pfiXJCNz45NWKkvxk1LI/AaMoycffcQGUX6ZBKr0cG1Cf4hts6xd1OkVzThXfYnfVAGuJMJn4DejQ/RW+miS3gO7N8Ub4DbbJvb5UonR8k5nHnnsC6dHkoJU51d9AkNlbtWaK9LCpUyuMWwthbEkq3Xu9HmbeOIZWzk3bhv4sUhbT4koaTXKkk9vtNgZpy6F4OiRI3b33Xf70jXf9m3fZn/75+8Uobbsm7/9u+1X/+tv20233mM/9CM/Bn1VaSihWzY0MOyzpGksGSpuilHprUKIfXq8mM7XlhKTea+VIkoeymZUcZGwEQENmD8SHp5hOFvnYjem/3tvlGJ/d6/1tHd6evjmLMzO+e4h89Oz7iMHk0WWIUSSdaj0SLMVzAR9eubZM5f5dgAAQvhN5D55RFhRfPLFgpRIMRHlkRAyRErq/YODdvjQAQnFEeuQMPH8BmXQu8wk3rdvn/fikRcZ3Nbd1WF1KfNYfCKO6F21npT51o9t6bg99MjDPgONrZeq0jlq0tKaUviYWvjmn/oJ69wz4vRemlu0Y2o07hw5YHZ6zN5078utAzySgoT1y3aUnLOl5v4De+2GG49bVpZkOlNQ3iWcyZ2YYnKJFHnxB1YrSl2zLutShcOxGpXMrU0JGuscqoJ8uRyWWBChIjqpzMyYZ/b2setu9B7N5qYU+VjCqhI8ejqz+KgIwGEJZUzvRkCDUgZgPiShp86wrJlN6ctriI4oeKGuHLCpXx3DOcbM8NCALQlMWG+OtJalgI8JqOCXyPKPZkUSPB2VBYOIWdMXx8bcHYG6wr/KeRM/Bn1TkOLPU6dnzpzx2aL06LJUET5ZgDU7X2DF+uw+0R0LF/8ihmGwYPlOawTUieGcNc68TPCswIqtu14IXzwBzJ48M2bT5ydsaWxORuOMlS8u2oIUyRU1fs3lkl149Ek7+YkHbFnYnVBDmBEvpSVncRn2KcmJ76Kkdg58Hdwzat/6pn9hu2UQovYtSdns3HvA/tPP/ZJ9xdd9o+3fd8Q+8P4PmjQQf354cMiOsdfyTo86vMzkRkaF2FKUXjsmRzarMjjL0WoI8CUKCIHfhAgPo+XcwC06L1JpNSi6zz3k9H8nkK7LouQ4YDV5U1J+juHNMeAwkXOeJaIs0jmA73tdeFUsdvg5q5kwasDe9vTEMUFub3+P7ZXyclw48UOveaO1b6ZsJZG1xUzesrsHbWZ53LaePmn39o/Y933VV9gNA73WtqZ6UHnJk9Nshy6t9KAxUwkk9yCFADM0cI4b5F3kRUHRb4a/KUMo76U0FELZCNwnUj6ud/b22NEbjvvSakxowRWBiKuYj5TpNbCE+qItDLjCNziCUU4vVqpQAiiRMWF+UrEoQ/vUuQuWyGYs2160fGeH7dq313Id7ZYu5PVMzgrFLvQkV6ZYqF0fsNi6cHUrbqk25YP2UGWjwwfagLmtdevnwrfWePb0GTu4/4Bj3ZIUUhXUDQLy+2u/9muWEx7Ty6rqvUQPIuXwYWbRG30Ew31hbtZ78WmjwF7vtSRPqgfox+obvEv60CikRTtGeiG2fgNFMfSAhuvIkr+ngJscHSGMdi0vLUQ7rV1j2OnH+tyGVCZ7X9dgn1WXlfmZKasuLiguW2V5zpamp21m4qJKqQZ4S1o3DVRsU8ymClUDhyYPARgKoKu3KWZkptvufXsQBe8NwYfs+IE9NjF2yv72L95u6ysztntwwI4eu8G6+wdlCTFEqCDGgeAIiGrVe69owGmAmYwDo29JsdPn3KeOJzky1O3rfNFEK3/4562LAXBsxX8CtcV9KpR2qyCibtALhXWNMojj8Hq9bHPTF6Th0nDLStU3NvUCT68DvFJy8S0kEXq2vCdSyhjDOlhNMC+CyJEy0VvEN/G7QzBYWyyfT1l7e859+jBS4om0K0xpmWHt3Rl76T332NHrDttSedWeOHXK5ldXlFDCeto2fZKJMitrMmvthXY79cRJgV3BchKQuCSEdQZRcGrKeLyj02Znp6wpAanoQ8vrFbtu917LrJVsJl6y/mTWbn3JV5sdu9l+/n/8vr2iIBpLD12qrlhPb4fZSklGxaqtZBJ2TgoVjuidqkec97s6utxZuYb/PUPJqhfo4T6Toq37i2DxS1C8y14kc4dj0ZsaQVhN9KyW12xDFilL65S266Ixk6PadoZyo2WSCp3dlmKVf1nQsXTeUgKhYveQWVIKNnWodKenJmXp6h6NELW1hXN0zdaVfkbf7ld+hxUnl2YsnhR/YKyIXs4dus+sP7anVDW4csvQ9sGDB218ZtLmZGBsrOuagCBfKFihp9vacD/o77JcZ04K9LZPJNCbquekNUoNy6WLen5T7y7agUOH3bF8ZXVNIMowiOpPf6lY0h761EMyFq53EB7Gyb0zY6n2rC2XlnyLTsGPaBop8FipABs9pmwbhpWc1fdiyJ8acACK3v+G76RDg91mHd3dqiClI1mdOnX2hR7JL5KQTGfu6xwYcrxemhm3hcmLVltcsvLCuE2cOyXMPm8b9Yo4QECAQqJGGu2A9SdpEKMZpFLyqtFuG0yOGGD/ZPFNd1e3dXR2WU9/uz308Q/bEx/+exmrNbv7jtvspltvs3RPh/v40VvuPTngI6Mp9ZrSK0dYJzzI5MTryZiwamdxbMkYz4Lp+K17YyrLUjkymdB6f92mxi66ckqbooT8+aBkuRJB28BlvxeOtAmkoz+dh4aZI40+2M4lFESym5assVQXUAo2s9IDo0okvS7MyGRy1pS8M9pCufD7A1fTan+KbSmbr1YsJsOdDR8O5Is2JGwuZDbsA295q33vd/6onVc7+aXf9Sb7vZ/9Zbs93W3L9RXh6pq9YmCPvXhotz1y4ayVc7RDUkqV/jp5UT5R4BM0CFKktpg67fWl68ILLjeUTfxN6cVlD2nqklVJmvqetzEogAIwRnIawtMUy8ttM8qll1UP/Xv22O4DB61rYMCyvZ3iDN0XvagL73FU+23rDO+KJuviGe8xlNEN/7S1K09USdw7HKA1y+Bss8tFjLV+U46rlhIeJTM2tG+f9Q/vEbCmLC1lvA1/SNEq39ljRbVVNWFZubKqulY7q3Y+zjB5W1nNCDOwN7xXkl7pbV/vV7QAqxVdgdSfsu18lo5JUaS90fX56RkbKHT47OqyeHH3gVE7evMtdv7pU/bJ9/ytjPOklMluK7R3qs3FqI/SYh5nQvnhm3SQnXvqhC2OTVkanBZfNGMbvjNRSh9dkEEBz3dKRpJFKc0yJFhZoIlbk5TAsjCYeQeXO7uUb+pKsVZnIk6kPLsuomfBczcKREt0lsGhQbVLG975hYE2e37smjD780KRTKSS9xV7uqyCM78qtFFhGycW4iz5vr1sKO5EoZkVfRBwBJaIoIbgv0VEen/oUfSGTcRgwVwqHmE/fPSY3Xnni6xXIFgTaAVhfxZY6Nqa8oL1tLFj/QQLjmeTSt+DEgWgYAoAxS0TRwwRFuHQe8zWbkpYeZdAWqRBXrHqYSQgiF4bZdHBle2o2L+0NYT8RYruTll3ys4539NDqCXOBCgn/GaYgncZysAabu8oKv8J73lCyOnZYkJQRoxaaC/YoBTsgV6GI0v2xOOP2OT4uDVFB4bd82JYlqvwWcqyknP5vK2uLVhCQMlQMb4mWYFfeWVF8iyBFk0W5xasf9eQ7jdsfnbN9g71u9/SI0+dtCP7DtnFlYodfMmX2Etf9hJ75M/+1A6oXhpSXqDTUE+v6r9m/fv220xe4CAgWlcZ6qrXZDwdKczQXoAHXXzoVWX1IRhFhgJ8wVbFMBkEOjNMLBlV3TZtbn5Byu6cVfW9Qk+/dff2W6eOKMpE1oJk8okPNQng6amjFxweXZPVtjA+ZtMXJ7wui7mc05ZJUPBCRbzHbhL9UkS7pQD2CWTmykvea7IpoYd/nBeoJ0UCoMKQxPyMjB0pzAtzUiJVtmXRtNDOMkR5iwsICwKQvBoTZtrj/4kx482cwDgp0KDn+wN/816Vedtuuvkm9xtjDTPWkXP+EH3gz7mZWYHHkE9e6x7ot8G9e6y7r9duufk2fX+3De3ebZ3dvT7rPJsr+OoImWzeG+l8RkeVg7KywDm+mixOzk4KyG1OdPMeBzE2/H/xmVMvKJJfJEGGyX3tQ322trxodckCxk9lddlWFxdkVGaFAxnHX3CIRovJj/B6wL7WgCIBf4C19Dwh+x4kZ8jQ69/wz+y6G25ygxflkX2PaQ8IbhyK/+iVwXcMzAa/HZeVpmOjjh6FYa54Enauu9KntJA5PW0XL5xXG8QQYtS+hBDOwWtC+H3puuRXb/g5IVwP3w7lpmy4BjE6o0uKtAvgON8jHcnQel2KdHvUeyeMyxdyPkLBrNpOKdgso7SxXrW0lIQhyWRayl1RTVK82WbnZpfsli+91yaWF+zFt99p7/vT/2Ejkuu0lGQfwVNaPfv32COnzvsSN3WVnaXomDxK24HGG6nWUSDPoZ0J5cANB5qDtTzJhCU9pd/8EhbrOqNXlJWOluFduxT3WJeMSjA3zDBWZSgdlUUKYxhtY8QI7I5W3QDHZQCojtukrDbXMTpqtjg/YxUZIGpNbSOZkxGdE24PWDpbVF4yxrJ5GMxZ4WR7e9F7Atm2sF4qu4vc4vSkTV68qDomzyqDvq/MShlbd3cili0LPZC0Mes7dRdN6FGEN3b4w5UyleXi2AXXU7LgofI7r7raf/yIT9p9x9veZjkpih35pCVzwnC1BbhZqKhOP6IUFqsJM595+mmbnZqydj1D3nymPMu2KD954SlD59CRdjslPO/t67eU8JhJZlkpyl52Pc+cDXjbbRQVkzxSr9QxRaDDBUWcI4YTSiUKf3dvj+pPz6p8HGfOXbgmzPYyfK5DtpDfPnDL9dHwMUKtCKE6pPSwADgTHRAqJ6yYuJmKGJuK9ArWdQLHZJsqUkdACUKSDuexjCwTKQU0dkyOgPkR5rhACYbnGSLnkbIWgRHvkw5WbPiN4ONrQyVxjUaaXsuULEOvPEXygOIGwDH5woVkJ7/hHN8Z0vIZtzTussobshwnxs6bTCaK5IG0SDMAsfeS6hi+QwzpEsI9nmOhYI5M4iE0ZPHShc6wNpPMWQszncpFDC0ppkeN/aGrstaa1UXrknJ5jIXCi+329CcetrMXxmX15SyWb7emhCzRnrWZi1NWlIKDIPV1d9EBZUtz86KHQFBFHJuckOApb6LFPikkR0b329nHnjGpaXYxnrE/feZpixVi9l9e9Qp72ekZ27tr0PqUHutnbicy9tTSmv1+rGYTtYqtDPbbQk0CL+IzM3lbeWY9s0CLwA9OM4FyOCdCH4/KHwCBktg/MOzK0bbov67vAZb4U0Ifen9R4rxx2qi7grwmfsQRGWdocGWj0nD/0bzo1Ku8MdkHCz2p9xiWZk9r9jMflBV6SN+a36zZ06dOmxWKbLzu+WI3H5z84QUEHcWXhcR3DQ3b+bNnrSF2X5xbtJ6+AVnZshjFy91S/roF0CwizvJUuCUAOp0Ck3OPP2n33nuv/fAP/KD7Vt11z4uAZG/Alktr+labb4P5wP33+zWPqpPugT7LdCs9AdORI0esIIWf/XrhJ3xn6C1CRpjdt70pQ0vHqTPnberCmK0uLPmQG4vzr5erAm0p2qurDnrdoovg1j7yjr96SIVkC58Xwhd4yBYL24duv0n8quZJrIvzfrGQdw5mshWNE7yCwgGes6UqIWDgs+RyRznj+aCscMRvu1Ds8DUeDxw+Yimlr5etsbas79UjXsQVZUeRDEN84B1HZJhAekSfaCac5t6GIvlA1l3h9R7STTv15FOWkzyzXSKB/IU8E8LyP6RHuHRd8s7McALpE3g3wt5oKJn84mZCjxpG3eraop7R+/RGQknJPUvT0NvveVNbg+sMeSb9hfkl34+/u7/bSguzNqTyHc912v6uPtu/vihFMmMPTzds7cA+e/N/f4vVskkbWj1hb/vm77frylKUG8L+3nbbTBXstBSwDz14vz210bDlpPBTSgrrbyYaEaaGQD7IezgnOoaqLOF3MpVx2gOIlKuoyPJM+DxRBp5nwiAaDXRj4iDD6wRwyY+BH0Q7P6pOoQc082Ffk7KnkBH98DFs7+7Rd3pstRlNaMJgJW0wnfcdi8rzMmyWbHluwRWlFeGxt8eqQ0ZODh4Vxsn4ZxLLttqUldU5f455ENCZfDPSJ5J42ih/jPp5BwZR5Q38Ojs9Y0cPHbbK8qoPcbd1tNvr3/yt9pSwcWVmxjLi02JH0hIF5b2nS22+DAzxmdNX5I4rXydPnLCZySk3wOn8wuAn/c24dAkZC7i+oQ+NCPcxCDp37/O91Zk81K52oLO31ycatW3TyxgtHbXim0FEuB2XbsM1JvOgUJeWVlx+2VSCDi+24MyqHaODqA1/QYVPvft914TZEed/jgOChyXAxuI0XjgZo7iwRRb3ghJJCAJMgGGC0BKoFEDFFVFVQkrED+csyFkTc1FkfCcRZs5JIyiSWMOkwT0YkXtcJxKoVICBI9+lsjgnv/z2cih/LlxibiqNniz81AikT5q8w3kiCTNGCg5Wlw8Z1ms7SoWEWt/ieSKBI98gv7zv7+l3uB6+Hb5BHoik4wzUUi5CKouPndLVd5npWyuvSPFZkHUohW90l331V325fe3rXmXHj+23bGpb14Z8OaJNKeBsu59UOnwPp2kaD/xJl8TofBsFgpnv7JTTJiW2Q8paSnX7zIUZOzc/b7e96EU2tThvx2643s6cP2dTlbr96Nvebk0psc3mlp09eVb5jlk6n7LR4T67Z3i3DWxsW7uUbgRNprpbvirMpfI76OwcndbKI4ogxgNCQs9Ht5Td3Xv22uGj19nefQfcz3FT15PKW1dXjw8rpZQHFuTGT2VuesrOnjppFwUOE+fO2cT5MwKmGcuqXMV00nqlhNFjC48xDEXZ2UNdtoXXTwZrXfljBn5W39m/Z7crou4IDUDu1B/KfagXwAwFkPTgHVYmwLUC/xoqDJrTIDFkJngT74jGAgTcaVk+5a2/+Zv2K7/wCz4LcHTvbgmGGlfdZBcPIbTzV4MZ18pHUoYDu1HwtyEFGNCBhufOXbD5hWUp8jJGBKrQh55PFFZ8ReMyjhjiQjahN8NvTFxiqShkkB4GGoCzZ854b7n3kL8QvmgCfMuSXVtSEDCEWGYKx35wIGASvSjwKrgUIr8JnCMrYFO4B1aG37yfTsooU5uAPDK5D16rVNhdiaFUhseFzboP/1UrlUvYxvfBPc49HwpcIyCTpB/uozzSovCbHZhYdivgCIFnQp7DtdYQ0ueZcE65wjukFb7JdfJIOvgv85vAkU6H0LbgHbPVZLmeuE/EpKGXuqF02MMg2mGKJWQuzq76TPnTSwuS47TvfrU/m7DmU0/YkAzF9e2kLfb12uiLX2xbUryaPgu5adnVFRvV/Te86F7rFNYW1TbmJNPILe1Ra5lCHrnGOXl3mlBHUqToxWLmNTPnj99wg6+YgaLkrl5gIl0UwmwUPAwGdnOB1qHDCPqTHnSiXQOr9WEZ9apT1e1qrWHtA4M2cvRGO37Pl9qR215kffuvs0zPLttMd9jQ0Ii1y0iHRzZVlqmLY3b+9Ck7J8w+JTqcO/GMzYxdsMnzZy0mZS2rb+VUDoyFgrsDiY8poxRDlGB6fmkzZubnbEr4f2Fqws7rfZU6am92aBH1pkbbRlZKZRvq7ZfxX7HZ2Vm/zyzrNobN62VLqcxbTTpwIre3COvpTBKtoYdItLa0aM88+YRlVYfoBSKvK/Qo0y5rwtqL9KKKR1BgUbx9AqnySrs+L2V5dZVeWhVFBgYRl72c2idcCfI6sjsbtKcOvXNER+TLR091xDi4eP6Clektp95UP9caIi75HAcJ0X1MkafXg7W2ent7bHl12X3rXFlSmSiSiyZE3NElYXQElOOlCCzoSNzmhZ1zJkjh00AXb7SWY1PXRSsRLzAy33LLaue1ACikS/CFbBUSEgyeTQr4uEeaDG/jJ4ZfJQ6r/gbCoowzNIqQwAQACemSFj1mlAy+RNnYZhkVMWBpeVHvR06+fJ/AeSgj53w/3CfC1D7TDcCCJvpjUVLWQ+Sb7EDi74s8WMjkhZRrrF+ltA4f3Gs3XLfPrj9+0I7sH1Ecsq4iCoCs4+2q6FKW8OWkSJ23WJPFbQG+pFW2pHTKElMubGFiWsqlyqtvd0hBw9pbrq7KshLx2cFBxc3lszYxM2s9nV1206032h+8+2/sJ3/u5+1jp85YYXS33b5n0JcFqc0uWlMgWhZIdcjSKgokEqqzixvrVla5E6JpVsC4JZoxmYbJIsSGysnkFAStLZ2zvEBmcGS3dXT3Wj+gI2UxlaPXraiGK6uywRsp79lYk4K7JqVtcuyszY9fEACdt8XpcSvNTstK3bCCFMeMhBz/RXrbylLy6C2hsvPt7VKU01L2JMRKb2ZiUpafFG4JbkH81iGg7xa/FLo7bFGgIeK5vxG8gxKIZbihyoHPGf4Z3TtqYwLFmpQz/G261RBgDbOeJbP1upjpmMx5z7oue2O4LcUT5f7iCRarTeLdaDfeerPoI8LDM+I7rOkNlfXcMye88aWHE+s231n0oY6KQKRSWrO86o9JY/QerCyvOL8VpSz4enoKlVq0jeiEFE5m6wKcEibDMXyzri9LFlhCiO9ixNBQTp49/8LQ9hdJSKVT9zGsRq87ox24uywtL3tPH/jGUaKFaDhm49sW8IvYituO7S33Lkcwj2jG0inzszNWlNxHhm/D/QYd2yTvIB6NPel6m6HvB8U0pMd9cNpxU5EjcoM7BsORy/MLaJqu3IR3/BmlSeA8KlCU33AM5xTkWb8VOPdhXAUUFtKiMWc0rL29IFzGX41JQuuOy4wKjfZ2Wp/kkWXJ1mublpMRySx0DGjvnVPyuCrlcmlfHqihfHVn230Gb5+kflg49Ju/8dv2xm//TjufyNjdL3mpnZ6dsg690y75jZVk/FXWLCO8PCScWRqfdpcXH+aMgUctdaO0OZLvbeFtjZ5FYUgil7Hd+/fangP7hEXCEGESbkZMcNymnFLS8FUUSLkvJHVM+XC1Yde3pPiB4VfwBaWxrHaqKuxgwiQ+6aOHDtnB4zfa0N791jM4bJ3D+4VTXZYudqle2VEpIfyt2vSF0zYnZe/ciafdN/f800/ZtPC7sjAnkFrzNiMjIzqhbzVZ8kbtRb1WEtY1rH+ElSyEi8obecTXnLrBGKIt8U4I5a1NZcCtgKXcnBaKFIjR0VgmbivimwHhMzrF5MS4dXZ32oqUyhi9errWVN3F9ZGkFFV81emJFPe5sY1rEDz9/r/+K2sv5H2ugXc8SGYihtKTopnvtV2pXuqgyRaj4XHc9ei1SIju6C7LK0u2hhvDjksWHSMsi4T8NWXso/SHNa3xbaftRylm16J1lhtSG7AiOUbesqm0XTxzbX7tnxeKpMh1H7vDZSQAe/aN2iJ+N/RuiKBUpgOECOUKJATm3w5zByEPjO+akh/FvNTFznkcZ1Slg+8L2/zheyEp0a2oVwXLAgAkUCEsNeN+cVKGaASJCFUELCKb0vSFbJU/t870HpMTyE9Q7vg8abJHKiDCuxzJpyuCbeSJp+AFlRUFhd4nTxtMi5TFEFtDKHcIDFde2jEn4j9XZB089U3KzndZ/sG3K1PadXqBpeBtSLhuuuGIje7ptc6OjPXlldq2LP/NsmJNaQLA+t5mzGbHZy22rvfqUdpM+ijrfo8snvKCFEApHccPHHThWmfYqV2CIbDMbMVtGKtNFmYP1vTUBTG4+eKnP3rfz9i/+amftff+40ft0Jdfbz/yvf/aXnrdzTYsKxMH+LbGlvWr/Pv27rEPScGrpzPsjKgiNcXATVmtTVfgCu1FGxga8oVoe/v7rNg3bO1SIFO5ghSwvIiUEnDojY24gKHqOyVNS+Fj3bg5AcDC5JjVWXusXrGUjJjObNziG3VZsKZGcsZWpQCKuqoLCY74ISb+iGWkDIo0rL2ZFHCy2wTK+ZLKjzLXpnSkrlpGLyWaMlTUqLDby6TqGQADyPS/N2hNeEc0XRegDg8P2ZwU24p4wv0fVZd7Rve6Mpnp7JDV3y0mECgJ+LhHg8uMvg+85298xiw8fNvddzpYNwVm+PJgdZYF3Cy/sjA1Y32iUao9b5293TKKxLvKY1d7hx0WiA/2DXojPKPGe2WJnkwMFWjOkGHGqo2KrS6v2ikBN4u201wAaLVaxRKbcV+GiwYeYrULWGk4l2fnXlAkv0hCLJa4LyVsZFewohrY+cUFYZ4JU3Dal1LisCtZEdO4D+Q1KpKES9eZVCmeBn9M6WakBG1KttYlJQ1hi7shCV/pmUQBYJUFcBojPSydAw5H+Kc864iRSdpuaOroEyqVLq44NNYoAyxEHfIU4X2EtY7BURb9HiGUw8NOmiESwtHbCZ2H50mLNfxyuTwixatuQKLSFFXCXEplkDJA2evVdcmm3tUfJSHPaWFLu4w9Ri/WhSuzi3V3SzrSJQVACsPeoV324Y8/YEe+9ttsrm3dbv3Kl9q7fvO3LL/WsD2DAxZrrFqbcGaronvHrrcZJjUK9xpJlYHWZKcM5Bt6ElmabffoHlfAil2dFmNEK5OSYpSVgiSlEaVd9dCW5ho9a8xQFq1pa5Wqr5Or8lFny4vLvtxPV3+vK6Ojhw74kmq7Rw/r2oDlOlCY9F0pj7WNNuHyoi0Ji+YmL9rkmWdkLD9py+NnbWp8zEqL81ZbXbK4ytOptqs9pXoXPjFhtSkjljUcffkbcJb2X7oECmLnQK/ykLEt8BW9QfwGX7COLlEUcL2DeUdgaHtHe9RJQz16icy3Q8YvMiOdYPzCBcvJKGcB+Ppmm2+q4dtMqp1NCqsTUiRjan8TUgD5DkPXIrA98chj3olB+82EzYTyw/0QklJkz509a53CZpZ6Y3e9PHMd1CbTW4mJxHJ40Bl+qUqNWVF91iUrrEGKjsMSh+WVBbV5ZTt78qS+Kx1F7bK7h+k8Jj2ApQ6RJfzro9VFNvDV/8JRJBPJ5H1scbVrZJc3TsxQ3WQGlyobFY0hO9b3Q7xpzNpi9PipQnci2jbV6gKpB1AgiaJgpOTxDvPymGHKHsSyZtBiEJmYhLYqy6Uh4WM/4KSUzKyYJ1EoRA24pyXmk+DSaLsVoDqmovHBQQml4t0/Zuc63+XoM/l0zow4fHroCaWxdStAx01ZcJSK/+kfXJyeFqMzfBD1kLoyqvcBHY4ESuxn+owrEDr1NPR9ngtKrIOegtRGByGfXa5zFUrnKd1nCGdLivq2lQWg111/1Ib6ZeW01cVgSk/Csb3NcEzShynWNwW42wUbP3teSpaUMVmDDCcUCp0+ZBJXy9Era7G+WrG8wG2fmL4iwWomZEH2dfsEGpXM+otZIaYEXPlbEpAeuvVWO/HMM/bv/v1PWt/Ro/b0qQv2ogNH7alP/qN1JDesd1CW3pIsaHxcxew3dPXbMw8/YGtDPbag+rTssA11FqzQP2RtBSlX6bzqpV0NS1ZCH/X0MTOPWaENehGl4DVXZmWxzlh1aU4AtWybUn5ysh4H8F0R2AHU+KIw45/lflDqc0o3wSxu/XCuU/4ZBsM+YdkRJhk5b0qxLeRStlSaF702La86xv/FZ8+Lt8p1gQw+KxJYFDtppGLFrDWkaLeJLuwZPCQgxWIfn5xU3ZSk3HfYlJS1Lil+Irov/t5ebIcZxMoqX1x1LoBmrdNP/N3fC+Cz3lN68NBhr3uGyQALQCSmBniaRXNpHPKilWJXZ4/0fVmwagiefOJxe+iBT9n/+G+/Y2eefNQO7Npjtx4/bg8/8KDyn3CH9li6IGVVtFxatlOPPCwwEhFEY+/xFG9gOFSksLK12HJpxTqKRe9BWZiZfUGR/CIJ8UT8vpQa7T7JNguNM9xMwxOTVQXmMJuX3n6UH0ZK6M1ybN6JGF8hIjgRzkbnIYLXEV4Jr6XsseUhz+NGwhAkPTreAaAjkx/o7WH1Anrd2d6NyTX4snuvEu8KFwvidyY/opuCx8ltyaFwiIkYTBLzIVcysoO34G7AXsdURS+PngP3acgjLH42Vgf8jd5R/pnxoECvHK4mNAW4W6HwZoRt9Iv5BBPaEeFvMd9padEzgZGszJJ3Oi4YvGRHlLKwiUmfFeFam8q4Ed+wssoxlO+TItVhbTKSl2ZO2w03fqm1deftYlvTXvS6r7Lf/YPft2PC4N35EcsI0xrlRStu1e3uvfusUzixsrBmpRSbU2zahhTBkf37bXh0SMYgW52yVTB1waLhGVcUWdkCRf1S76/o7L59OleTK4NCdbQlI1ZlRo3k3aza+j3XHbeBvQct1dlrcZU10zVk8Wy3p4lfKPy0rjqePn/KSjPjVpoatzXZocszU1YWNm8LOzEmOrMJ4Z4UNdEIX0dGVOo1tWEoSqIqEQOCfIV6ZI3hhqqtq3dY96O8S11Ue5O32krZ5qfnVcc8qzTFH5vC5WyauRHR6hikx57l9KTiXMTkIXqUl5ZXLCu6MBJVr5dsuK/PaVFHYc8mff3orMoP/8Jnaf9umz0ibGVjB9YvxtBAaecIT8E/Wyrnsoz5buE/S1UxwTKXUV1IYW5nuFq8xWhUXkpjR1Ftg5TvtYUlW69Fo6PMMWGkrjQzpufqNnlhzFjYXF9RBYlfRSvcm0q1so8C07mRUnnpwluZX/zCUSRVw/ehYWNNMgy2QYOEMKogHImhJ4/oC49yFLGDhRdiBEBRpBK8QnRMwfxKAyYAyPTAznMM0yAQaiTFEDAFytM6PTA7lRr8CrCAucaQLoFr5Dn0ZsI03Oc5QgAT7pFG1NO5MxxOegIOGAmrBGVnVcyCdYwFxay38H4oj5/zfEsI93ymFUynyFt+rjOexhYjLfCRe5yTnwgvBbDKx+7dgzY80KEXm1I6miqDlC9mxW1QNhzZ6wK4pC1OzcmaFYut4x8iZRflOptxwY/nZEV3SBiXl2xjtWQ3HzpkVQEe+0uvSyDZiaKzIJAT2+3v6RUQ1G1mfNq+5M577Vv/n++yf/XjP27tEr5j1x22D//jB61DzF6ambchGRhVAWZTNElJiPbdcKM9IkWwZ3iXW8K5LoZcJZQCB7UqssSk5JRXnJ4L83O+mwbnDMGWS2tqOKJ6oA6wuKk/hjPYl5W1Gqkn6hEaeU+HzkU0f/5SPewccZYHdJISvHaGLgTuWLkI56YArSF+ZhsvWC6hBiNZLFhVALSu9BbVeOHHwhqeVExaylZGvLhv315fz45t4/BZxHjBgR0AxqBhP+GE+I4Ghe05qUeMlWImZ5/6yEetLuv56HXHlO82a2BdKw/0Ds9OTvnsQqzqjL6Ldds7MmhJKZ5zMjyxwmfn5uz0yVPW39/vdPjbP/lTO3HunBtCHbKE3/++v5WSPS9An7YpKaQT587A4G700eEgEtmW3sO/GVmjtwrfIxrzxRd6JL9ogtj1vr0H9+24zUT+2kSxtcsLERm5dC7lLmDVlTGEcH753uU0Ll9r82FHJgSgQIJnYLArMJINsJZnkG9wjt8oOKRBwPDnPtfBaTZ7cHcjKQLIGgVAnkk3BJ4nkB7npAUWhDS5Fu6F360RjEBRxC8OdxF8v2lvyFdweeL9gEfew0QPmJRMhsVXZeijRLNEzqbaGIa3cyof2wCyxSlD4L1drIsopVgKyVBPj29sgd/kX/35e+xN3/MvraTvlWSIf++3fof90a/9su3Ndwl7knpPmKVvLEjxGN612/q7Oi1XaLd9Bw5YSumkOtul1yq/aRnmwjZoTLq+A40wzxcRT6Ydx+iJZDmfhDCMPaBj9IapLc1lCzJ8u6yru8+62PSjvVPGcY8VC2rzE5EP+erCvC1MT9rEmTN24ewZmzp/XvGcLc/OSrGbNraQDHzArjPuwqS6ZP9odAawCj4MdRJCa72EABaz61hXX7/7naMcMuKGIb4s47jku3DBAbSZMhhUP/DL6lrJCsozCjx45t+Scp9TOccuXHDXn4X5eRjAXZKgYVl544Np8SuYC/a6DkIelF/mcTC5h93u9u7d6zpKkCkC/AFu47bAGpvoHh2qaxT1FbWzE2Pjat+WbUZ0+tA/fNDOTkzYE489pnTbbKC32x5+6H5bnJuxVDLmE7RYpWN2ctqVS5RZEchBGxc4ZAOZKgrnkR90itWFpWvC7GdT/XMUqGyIyMSCAEjE1tAqmEQqMTBWiK3KZojhXZQqKi8MuTgTCNy4DjPRUDOzzAFPke3j6HEkH97rqIrDeqRiuQahAxAAZKSHBYGVHPko6js7kQAjElrL5r2IWE47SiPPwEAMDRFCPj2v/5shlD+UF2bmCI2YHEMvY0ib2cmrsqLYhovvb0k4t7dwvhUz67lIQ5CC1oz23GZpn6KEJ4n1UqtaTvfwzatvS+lMqw7yGSsxmUPW3UEpfjF3Yte3dH2Z5WFkQfVKodzT22e7JczTZ8/aV73sJfbW3/w1a48lrZrvsW/9tV+yCVns6VyHnZ+ftqZI4AtqK499un5zZ58VJaRZa0ghY+ejRavoO9WFBVuQvjI3z5D1jMB22Zo1Keb1qhQhfFBSVpXQTExP2dTsjA/94oTMkjfQ50qjgcBvInUUAs/ym0k0/hhWneqPSTE0dLul/OIEzTNMVEl1tNtGKu7bfD51/ow9DVjOz6qu1XihhCkfOIvzXRpFaJ1UeenpZC/5PinYznOqO/iOQJ68B0WgiGsDANIj8Ad0RiVPDHvh+7k8O29nnzlp5fkl5zkaSngZ3ocf8P9hBx96eZjw9k1v/Ab7spe/wt7znvdIIVyx8bOnpfCfs0Zpxa4/csDqy3NWk0Luy3SRX5RZVyIjXnYe0jn0IF3y/X/Cwy+Ez9+AnGAgBMOfSJ3Dv+EcGSFGGHMZk6+Ml3Ho6vdDDCEoifAWvEbDG/iLfPFsqzFInsgPvB54kXMC7xIJQb5bv3VlaM1LKx5cLfCc461Pnog6NIisIUkPJech/9CS9obnmnoPI5OhZpaPAXPjbVI216WOSj7ZCKMgpYThb/zJkf+SsKamIp1YmbX7J85aopgzqXJ2uxS+C3//YWtOr1k1021PbwlbDh+2s6tLNq/vojx1SdE7MDRoKRn2R/Iddk/PoBVLVevORROCErrWTEgJEu1QFtl9hiFsXHs4bikfRDaBKEpZTGUKAmvhVFJ51Lud3f3W0dNvnV19Hrt7BqxZ37Cxsxfs4unTdvHEMzZ16oTNnz9ra3NTwvBZW9WxvLxoSt1ywjvqbU5GLhG/SgJuUVyHztAy8MDVQqA9kdqj84RqZMWKjo5Otf+d3u7TxqAstz7PpEda9IRoxff5Hudgvlo753d4jARpbxl6hm6BxwiXMHsnTfgRvQG8xHAf3b3Hv8GQMr2EnHOPJa28TVDaPM+7lBOdpFv1VpASXxOv7FF787d/93f2R3/8NrvtumM+3P/xf/h72yVlslFetUkZ/PgzM3yNfsL3Q2TkFD5EL6Es+IJ6Oy/aXmv4vOiRzOay9xW6Cu4bRj9aUwoMi3mHAOGC8HIMPZLhd6g0zmEGQnjHn9c5Q7WuJOoc8adXEqbxKf26wPD1ntFRVZDyoHO95ETlXQQcogKaEDla/DyqXIjP0ZlO51znHSLnXCdw5FmuU3mertKkocdpnH3C2VOTHkmGVn0LMIWQdjiPSh0FfoewzemlqP8UsXx8myl9K1xDgcTSYDN8H56RRcgEiUw6Ztcd3SuhqYmRa+JllNtIedoUQzMMrsesurhiVlm3rBSHzboUTilBsvd9DcWF9bJtKNsFlaEjlbaKFJge3R/sEoBdPGebOOXHU9aTaZeCN281Kaxd3Z0qc8xSUuYmS4v2b77nP9i3/tD32lYube/9rd+1fmmQZSmEGRaVVTlYtDWjvOwb3iXlsGynTj1tC5WaLcjKYkHiipSdrW01LG1SrpTHDdGS4eE1KZvuoJ7P+sSVDgEIIILSxaQpBNy3+tupz1ae8rpVnQV6+++diF8i7zDhhyUYmOGMRY8jc6fAaWV1VcCaskUptBdkcc9JYa8JmFBggbS5uVlX6pihub0pgKDndXvDXvzSl9hjjz1sXWpg8EVrp8dB5U8r/2zL6L2e9IArS4AZSyC968/e4cNB97z4Xt9WlH2Lx6Skr84vWFz5YU9jt45lUbNPN4AXU8PAkkVs4Xjy6Wfs6Uces4cffMge+NSn7Kf+/X32znf+ub3yFS+3d77jz60qQ6+o51HMK2tVfWNZYL9kMckJebAtVb6MkuraissOCurQ8FBEK9Ftfura/G1eCJ//IZ1J3xeX0QjGEZEBD+JD5AZ8u4TJRLA3nCtyP5y3hnCdEHoko/PL74LdjvM6ZxUGepQw3lAa4TWeoeHmCNYGZQOe9IYz5FWBDQlQ5Gi06SHyr8GvLdnyb+6kG+S+9Tw8c+WR/ESKLY1/9Dzf5xW/n0p4g41SQLlRjLlfkxFJGdkCdlVGZLG9Q4px091R8Ndzv0gZwyMDA7ayuGYFyS8rkrBMWNdQvysW/ZLIQX27sL5qf/jOd9lLX//1tiDDvaRn3/htb7b7fvB7rKasdmy0+VaWBRm67VJKurbj1iGsKGbTMnxx41IZcetRZKIS6zPiH+69kzoymhfz3kqVVW0sdAdTC8JBfPpUdFeG2Fv94oUxmxifECadt6lzF2x6bMxmJsbcP3B7XY2Lyss6yps6MkLHahhsudopnGIUZmBw0PpUBnCbHmlcCxhBw2ggoAwF/uHYWs+tQa22/78RS9qCDGV6WMFp1vCk7WVyoU/CJfOikc8uFx1IlyFzehZpp2k3WOJuaVEYqCPuUNQnm0ZkROdCsd3bBeqNUR9GO3kOtwtmXJdX13y290f+/oPWg16heqVjCWVyUZhN5whKbMbpjAtUQjzCqFTUXk2ePec9i2fPnLOTTzxhf/wHf2C/+qu/buWleXv3O//Cdg0NOH+z3e5GoyblctlnmDNph6K5i52O/r2lBZcP9AXoDB/yjWsdRYq0rs+DUK2yQTiNMrOosR4jIILwxBCCoBI4f74Y3iXyOwQf2gaMuKbGmFlmHBeXV63Q2SVLKlqKARAgDwAAzMrvIPQEGJdrHHkGK4WZXAyTwHz4QjAMwXcCqPIsEfBdE8OyFROzpFiTjyVdSC8vQAnPP1/gfogojVdGVyBbAtZSK0CiREqf0fuUMVKKfV0z5MyjLCRZjsRNJtiofsgXGO7LJzAcoHK0qe7ioktWz8Sk1EGrqgChlknYmhTT7Oa27clKUKSIsDp/XOCQKeR9WLa3p9NizZq1VVatOnHBvuMb/pn9869/nZTXDfvhn/95W+/qsGEpjewHvSbLijXWmqsrlp6YsZd0D5hJ+UlMzVin8tbUvQ39MUzNVpMYBelMznaN7LGjx45LqdklRazg5SRGoP7sxiBca+W5K8Oz6E4joW8zbMW7NH7MkmMGNssuHL3+Bl+3siRjYR1A2hJZRQ8iz0PPiYmLymvFGspTWbyxWC15g1BtVG1+ZcEbGJbFoD59GE/vMIrveRf4MIw+OzFltZVV6+vptfVSyc6dPGGT7NEtAyXtE6xU/zLOJAmeb4LzGL2eqovHH39cdBpx14DBrh47sG+/7T120L7j277d/tvv/YH1dfdbu2g3MzHhi9OzADWO7DEYSPnA0ICmjXqkWFA2GnD4GVl6Pnq+EL7wAhgdcIwQ5AGeoq45hhDutcbW4JiyE5/rmasFngFr4DOMMX7Da/wOiiT8F+FaJG/kl+/wHg0nz/GbZ/5vhlZcIf0wC5dzml3kn7zwfWSa0QAiHRWd7WqDdJ12iQHONdoXyTBrcdJ2BQxnpKJQSPtI2rbSw9WoLvljfcWRXbulZHfawL5+O9rXaRfe+14bUPpsT/ng3IT9xj/+g/2dlLhzSmNN36kIN/E/TSvPnck226U6PLwds6NtCesXadjdH7qiKNGxwrqD+N9xrZiXoYuxi0Gs97bqDZubmLTHH7hfhunDNnn6tM0Ji0pzc1aanbWlaWFVWQqcjP2i0sqk1a7K2MetaG5uxru3do3usWM3Xm/XCT97B4RLanQcs0VDAljI6EzAayJ1TZ1z/nz1GW1UsSk6t9vBw4ds995RG1TbwGzoFMusKYaAwnXlkU0iCExMYXQO5TMos9TFstonepiRA2LgZc+X5AYaIjsDff324P0P2O7BYV8wHfch0mZyI+5IKpxoHPVkhhDwFF0BfoF30De6+9UWqlH4jz/z0/bD3/U99rKXfKlNS2lfmJl1XaRZZWUClVs84mXZoRmRTg3SpV4Z+eIaIeT7WsJlaf8chngidl97N8MUEgjvBYsUSRxLKUwkiJctDZyvW68/q8JcYHVouU7US1Am6onkmt51q9bvcU2gI8YEXBjWjmbQRV3SVBaMSYzSi/t1noWBqFSIz6xtn3Glhh3/DZ+Eo2cZquZZ8kseQwXi8MpQOHtus8q+z7rSM6tShPC35BkvU0sIs8aI5CWcU27Sb41c3+F/VyIJ/hslPYlvButo6Z6UgkI+Ywf2DgouBLRNhijF9D4Ew/qIyq9Qhj252+iFXKtZcStuspEkRFUBW8yyYsSM0mvTO9AO5Wkrn9T3Nq24um4j3bKGcSiWlXuYfc0lBBJ7i62VbG+h09pWKzYtsHn9D32/dQuQfvo//IQN7R2xVFfWYhfGrWMrYfUtALXNEPMeWdLxcsVeesft9tRTp2Q1x20lH7NUd4eN9A1bf6HHskWGi6SwUkjRgx1x1lU3DCWz7I5K5d36HP23gCEod84zCk5DBIvYErjGs0ySYoss6VFSyNqtICUsVxAvx/iG+Ed0Zi24Wq1qSwzVbCYjX0696yAo+jBRYF4W4VpNvLBvlyU7M3bL7bfYu975DuU/LQV4j/hs3ff0Zt9YegKwTvW6JalLHf/8j99uQwODvij8/f/wEd+7PYcFrDwwlO3l0bPMAHTrVvXV0dtjW6m4jezZY1PnL/hwWW215LP2AMNXv/51tjy/KgNrxfbv32ddMrKow3aGFFV/s1OTsqbELyqobx8mflgrVa2uRoJGkh5+LHMCACpl94UeyS+SwGSbXHs+wp6dACbi+xfkJ+CT8554nPNWbArPuHzthPBOFK+OdRg/vrOIriXEx/ScwNM+8WUn8BzyBe66UqZnwrdogLnviomMWo40xmAxpSGKnS8Fnn2+EPJ1teDfjWOCg6GUD1wHc9kcQkaxvk/7gULmPmrKb097t/foKfcyttVO6KxBmyKQCYuTow1UKw1XFpG17XrkUpWsNu3Wkf2WWFiwZn3Fzi1OWHpJMnnyrC1PztjLX/wlVo6lbLJ9077rX32//fef+QUpr0UryQhPJdPWE8vZemrd2pX33s24daut3VDZWIe2KTzNpDJSIlPuK8iWxGsrazLyp2xBWDAtxXRWODI/MW5rMzPCknmrry7ZRqVkG6VVi200LLGxbolN5XeDkbiy79rD5JGBkV1S6PYJP6VIC8NYs3ZL3y7X1caKtLjPUM+BU2hbocPqwpwfoTP1HBTLK0O47vc2lQfRe6NN7XhG3xee0dOaywqrZYQDrPjUU2E8j5IU1S7/M9N/3Xe+GxkedsV5VmWtqi2nZ5zl2dgV7tDBA7Yswz4r45tePnpxfcKr+NbdqZIp++THP24nHn3MuvJFm7hwwVg1gB5JFFSfsCT+F9e7ngKfk2fojhse/E57gv4BptNzefSGG9xncl5136+2YG5u3tdGprcaWQKzcbfCNYLGyemhv3Kp7DoAdNyttsDX8iTQLk1f2yhS1Fp+jgMFoqIJCDshVHqIhCuFld/PBp5nx6u9TwygFp0DahJuxfXGhoSEYZJo5xfSRkgR7mCNhaGIkF+u49vJM1gZfIv3AnjxHM+QDpUeysfzdEuz8Hqrjw9KLOdBOJ4vhDIQgSoiCiMx/G4NreBIIG/kk/dDXqNjFNlvFsuZ3qYtdpnRvdAIALpYY87w+kybaJYUSTL6OL2wzGqrKQfrUvzYS3a7XLd9gyN27uS49UnZy4necT2Xkca5KSXyjkPH7NbRA/aD/+4H7Zvf9A32VV/+KvvUqSfth3/xF628JUUXa9d7+ja9p64hmidrDctV6vbGV77SygvzVhAgMHOT+mO/Vti7iZIjQGroWjgnBLpRpkDnUD5o8nyB56gf6MVwBOfht6crsGf4mXqo1KOFaFmolgWW3dhQxCoUJf17vAuPMAvx27792+3AoUP2hm/4Bh9WYi/gkG7gkZBn3oOnmNjS29trw4ND9vBDD/naZPR008uNZeyWusCIdAih3PR0wnvw7bBAkR4BnL/ZFODuu++29773vXo4bnsELitqMHinX5Yv3yQtht5gKa7j97Up44P0Qt7wYeI5zl8IX1wh1DFHIjzVGrhGCNddLnYifBwUyitj63NXhtbrrff5Fu96b72uw3N8AzmG9+FXV7Z28sqz8CkYHHj5at/7/xP4Pt/iG3w7fIPjZdowqtX0ERTuoVDyLDuOsK0fy4S1d3V6G8WWdfliQRgu2d3JaiLV5v6C+PTx/mZj03qL3bZRrvmEFBSInOT/6K5dNircm//EJ+wXv+8HpCSKTt09tql7X/3P3mjz1bLimp2VIrhSWrPNxLZllP8ufainLWE9UrLalQeUDxQRlkx76okn7cypUzY+NmaLwrYVKS9ri0syIsse19VGmhRllhhCcUyoLdissxbiqlWlXDbXa9bT2xX54+WyUpVVlmrVy7Kl79L72lD7wA4r2P5MAgn4B15RbywpxjllJ0JX6EsIz14tYFxjdIT22qPex+2LYW56t58rQHq+Ba4yxI7Sx7eIlAX3t6zepx7hR/IZ8sJ34Dvukca46IcRz4YT5Bt5CnwSeCQcQyCtMCpK2iiUfBP8v/uOO+1JKabkP+SJSNvCM/RI0ja3BtLnu9CCug00IZCPaw2fFz2SEvj7ChIS79UQH7CAdZzoSwtEVm5UNoEQSp/O3T9CBWULN456yXtcttWI6oVLsQ2FTsREeeQ+VizE9aCEfEFq/faGXc+LpTw9+JFFPfWiBJLZTE33EalLiUGBoteNZYlYAoajuEPyrvxLJPDxhOPY1xVfT++eVoIp5bWqymKWWlz5aahcTX2YdSarYg6UV5aXYfN0ZkWrdMojTEVeo7JvwWS6cylSdix33cdvg6UpJFaX/vx54k4a9JBCX2axixAutOS5o5D1hchlxuraui81IciLFBnFje2m1aUxJquy4OdXrFNmIrvc4OeYzqYtCwBISHo6irasMpbroke2aHlVaEYWHD132XxO1mnF5i5M25vuucs2ZCEjdCusBbnVsIPtXXb7wevsh370x+yWV3yZNfId9uu//Rb75d/8FXtm6pw9tDZnjwqITm9v2Fh8y2bTMTtfXlIpzW664SY7K8vQ61qgxXZQDZUjJsWzTXmPbTUtL1Bi+YMNCQs+MOzywJ7sUIAe4bTus24YPQXUG72U3tuoSBcCbhfUu/e4ugWn39STaMte4tlizjKs9aW4gTKrNEpry7a0MGMri4uW2JJiuy36CsmcT/Q+KwTgW7Rn917Ldu+1H3/Lb9ifvf999rpXfa391i/9gt1x663WqIlf0rJGBRYJhl1Uh9iqLG9UVIPz6P3328LYhC3NzFpWli75pm7JN6CD8QNw8h1kiZ2G6ipPT1+fnpFVv7xiR4Z32WNSQuFlek8XF2el8Hfa8OiwrPWkjewalsWe9aU1WD5leXpCiio+vcqL5IJdbdpUL+W1JV8SY1UNXGdfj8oJ34lTZZBMT77QI/nFEoSV93Wi2OjP/R/Fb+67KGMC49IxWb+jdfjoSWPZNXGt+M/xyp+RrComhUeXESvCPP4wxDwd8EunuuwxoT/vrdSz7oqjtMBC9/1mVEm8jpEDFhJwOVJqLu8sPM7IA/srb4iX+S3AdXx2kFSkBx9c1Ic9+va1SoPbUS/p5cj9S78RHv3zvPpflMTmhvImW4q8Rs9y1G8e38l7uVz1LLCNb32rJqWq7C4yPb09+KMKJ/GzY3g5aoN8jWUlwvZ9pYawLi1sk0zfODJoB/q7bUQym5ah3buZ9+V8totbNqpM7N+M2Z+85y/teuFLXTL5im98jU2X5m3+4SekLCZsTTiWlnHfUD2y/3ZcaQ4o7m3UrLm2aNOPPWITs5OuxFVkeLLUm4TelzhLoCBJcWwTnaVheT1AO3r7iLjkgEu0y7E28QMGr9pEXJza6HAQnm01oYaqQ2mwY9IWhjg+o/Wqsd2sx5Vl9/3z1TdIk+f1raCkB0WM3j2vtEtRDypuxNJO87pwrrMjGkXKFnujNgH3gFrJlpkIKZwDMylHQ+/FC93WMbTXjt96ly+BxrJtew4M24WxCz4sLabxxe0PHz2ib6v90PeZrY1y7GWm00bFxr1rdX7eFiemvXym9hVlDxkiomc4EfQcI1qO9qqLZCZlfYN9Ni76D44MWEzGO5N/WLtyVfQ4e+6M9fV2W1+X2h/pEAOD/Wo3xLuiIz6oy6JbTfXInAQnBDRrsvxhGXl2w4vOGP8+QfI7NzX9heUjGQKFoVCBGTjyG0JjXaIE0jBynfNWq4LfXA+R9wKBuHe12Pp863UcYxF63i0W6NWJ/FjwKyRNntkQ42Fh8Ax5Q7PH2gghpBm2SMSCCNYOzwJwDKnwDFvikT7P0MXdGp4rj60h0Ix4tXC1d8Kz0C4I4ZUxXCc4IOu0iyFj0YFN/3NS9jsVu5jAIeFvrJWsR8yIsza7zrDTwWZ73jYFdE0xcT6ftQUpG/MzE/bqe+6x4sS83ZCU8iVEPLW04Ol//GOfsLnpBdGyzcq6/rtv/1/22pvusG+46W771qO32WsHRu1LuvrtaCxpt+e77ZiUuVssZelzE5ZeXLNGXcqRgBAnYnrliCztgaOxSuA9buylGiI9w0x4Yq0udqzB6R4fTZSvEKlXInUeQMuj6MJ6YtRnaWXVv9OexdVhh39R7lHeFJUla8ZyJvizeL7HOvt328DoQese2W+biZxNLS/qObOpuXmpwlISuzpdIUOgWVkAPiP48Af5UwMyNTZuTz/0iBgKwyOqS+qZZwPfw3/UdahHaEyvJcDZ29nle9E+evopu/neu2yuvCqlfsMuLi7ZhMpTlWGz98gh6xBALdNgSAnFBYXeS9LxdNWYMAyDLIoorrxirfMbGkGzVrl4IXxxBFccdzDHkUQNKTzHb+SBeucYcITYGngO3NKJZERYDc8KR0MMmBVi+NZzBTCYb5EHRnY4D98P74Y8BZ5slenW0Prd/5MQyksM326lAzE8x/f5Dr1GbDPbXJfBLiWlWqnbhQsX1SbIEJe8plM5KT5dduDAIdu9e1fkUoXRLIzNShbjiTZ76OIZW0qbreja4OBeHyLviKWsR+kVhZftEtr8wpzFN7NW20jZJ9eqdvf3/xuL33S9Panrq5L/ipRJBtQTkvOsaJVlHUUpHPcIwL73+I32CuVjYHLKuqU0rldLl2hMoJ0OMfACNA4jFVxnJIR2kN4xljljJIZ9sBdn53xh+HmWqJmYsomL4zY3O+v7ZfMcfplZtf0YtKzBGHoViaFeCa00vlrUE1G9K66rTaqW1qSsi775nFVkELOPd6bQDjtbXW3Q0P6b7frbX2ZHb3qR9QzvtcmVJRs5csAqqS2b1zk7jzGhhm149x88ELnGkRfVATRw2gifGb1i5I6FwOk5VGb8GnkPPEgMZeGcIwYSaRDnURz1rYfvf8D6ip3WnSu6GxMjUF3CXMd8KZy9u4Z8Ob5KA998fUPpNNU20YaTLu0gk228d1Pn8B8jSEGGgoxca/i8USRbhTYQjcrG8kHrZn/seWnx/KYLFqULgvBceAemJQ2ICcOGNIMgh9gaWq+1PsOQLoE1owA7voUSieXIt0K6HFH+IHz4Hs+Td64TUHypFPLVOizu39JxU4yFTyXD3Gw7l89cdvZ9vhC+Rwz5fq4Q7vPtQLdAu9b3Ah1DbH0Owc2IroEhWXaCiR7sId2msmYZ0tWj7NuK0zY9lj6kLKuKIQqEhkVTGfZmX+e5C2P2FTfeZouPPmXt2zEfxpk4c9Z+/Zd+yX7+vvvsV375V218es7e8kd/ZJ3Sp/pWNu1Iyezw2qaNVjdtV2nDhuZr1sUstPFx+7LDR62jLsVctMZipx6gPUo6Xf8oN1xD2WMm4bTAcF7gRfRdLQRsKEXUB+ccUfRRMkEVFLjgwxIitKFuoRW+rey3ev7cOadRvRaBHH4y9JTQ8MrgthRLYvT2W7ajW7Rg1nTB1rfjrjyW6k2rKQ0Whi2VKgIRER5AkoDr61LeoroAmOj5O3vylL4dixRe3aNuAwjwG96A52ikCKEuGfq6ePa8LPxVGxkYtCnJ1x62S5MhUJalfu7CuP2Hn/0ZO3L0OmO9yVUp4dCO4Zp1eq1RHvWbfPAt+J3eXY58C14PIBry9UL4IgqCDHoiHe/0g3pnj154DXzGeIEP+I0MhHNiUCouRckF6xKyJiG8TuTalSFg0nOF0PB5Y6p8Bf5DHgjwq/OsAtd5phUPP1PhufD5UvkVoV+4hksRWx8yRyCdyrphPCdjDzxYk9IALVFWmBixnwXDWQt2h27zUkI/+tSTlhzot/PCIzZyYJg4thX5+sfbhOGryzakdHFFmqg17Zxw5Ft++j9b/uhh2yjmba665sYxu8C1SRFJSdYz9ExKocmtLNsrjx6yO3YNW1pKF7sPQdNQNmgdaBrK3KqUhCPlpH4wRsHYDeFlHDcqejSFdHkpQR3tBeumxzCX9TaRWc4V4VNVWMQRXIa3oN2VdRjoGmJrYIIk22yCmfgWMllGNWSxdNIKaiN6+wfUFrFzWNJuuOU2y3cN2FYsK6VSL0sHmJbS+8rXfpWtS3FPi170uDOCx3dYfg1XBTey4C96/hQ8H/oeyzetLizZ6sycfzvkrTX/gX4hErjHpBnoh08822UyKXPk4D6bnp/2peXSXe3WtWvQegb7LYOijjpFPlQH6CIcnf+VDreolzA0T7q0kdQJ3/R7O3JzLSHS3D4PQhBwQCZYGGjHFJ4hX/wPEB5CYEYEisKiXPIcAAbBA2BAFCLnpBUChOM5joTwDmmEGBcThdnMoCYCzaLXPoP2CsblSEVx5F3yFL7Hs+SX5wNYcOTbvgCuAr05DActLS66cHC/NS88G/J6tRCe4/shT4TW95/rPDAqdILuHEOgHCFNIg0GDMzaYxnRJq2YNyntUnpSEhmUx7Z61TIqb7fKn1H5yqW6VWNSJMTQXbJku6RQ5XJJm1hYFl2kDMkCf9PLv8yWH3rMDsbSNqj8PPPhj9qjH/qILV28aN/9/f/afuDn/7P99coFe3hz2WYaq7ae27bl7LrVu5JWy0hRF9D1K37p8C4bVBmKIhXbYKLMsYQCG9GPnTtv56WkclyUQcKi7yq8D3P7LgriO4YliAg4kR5NBA3Bw3q9spdSRPGJVAQUq3pZlqkUtOGefhsaGhYIdlt3V69v29jZ2ycrt2iDI6O+EO62eGmrTUCaTEtpFM8A9lkWIG6zQ3sP2vzErI0O73G/Su+NFN0u8ajyE9dzLOcwdvqsZdTg4HcZhnJ4JtQrdejKn8oZ1mn15SxULsB4cWrG6suyyNUI/eU73ml7du+2O2+/02656y772f/8/9qtt95ujzz0qN5ps45cwcpLS1bFp0tpuNKtdCg73EnPL3lAeR8cHPTvh9DKly+EL/xAddJYCiEc+8CGQpptQmXwiPfgAZ/dq9/UPZjmvLeDO/RoB7wO1zjn+YDb8C0dAvB9uB/46Mpzvkk64TfnHAPegcHEgMGEICOE8DyB6yGN1kBazxfCOyHym9j6nZCfEPhNWUPaPEuPJHFlmZnMazY/r3ahsWXVigxTtmSRtLEihZ7We2b5fNr6dg3Y3qMHrX9vn83LSH/bJz5q59ozdjq9ZReU5snFJZtqVG1icc5uGBywE3/4VjuuOktKwVxuy9v5fLf95/d+wO6XYnhRCuIYIxMyKCHJNu2R6q652bCcFNEO4chXHNpvN/Z1e29lyHegWzgnUucEygefQP9gTHjHQirjfNOezvlybWk9x4YGq4sLNjc1aTMT4zY/PeULabeOLgXcaaU5ge8R+Xa43kpvAu9GrkzRihns/U3PZFpte7ajaPNqk+LCutEjx2wrnjG11t4BwFI+lUrNDl1/vd31spfaVGnZRvaN2lYi5pNLd+kcI5zvsZMTvvL+PeUH97kN1RkTax5/8GHLqsy0FZQBZTrQDR7l+cCvzrNS6qEf7dGaMB/sZrm32bVl+8gDn7T20V2uQB6542b78jd8jU+KfeyJx72zJJvOeFtH54TTS2WgM4K6gI6hrUOXok6IIc88c63h+SXjsxVUCRASooXGkkBBguBxH4Frve9EFmMCWPRYjoyMOBAFi5d3iUFQQ1qtgecI4Rsh+jXgUddRKBlaoKKb69HECBpmgI5nyRPn5IdnCJzzHPkj8hz3Aih6Jek3vV6kFRyHeQYfnecKUX6eHa8M/6QcVzzHeaBHawx5DMcglATuQ0cUCFHRFRn98lX5GVJpk+KGT0tCn0xLQSyKdqlaNNRZkZVJemk9H9O9fDZtaw0pXrJAocNWacW+8cteYac/8CHbJ0G+de9e+8Hv+JduFX/wo/9g3/ejP2SztYqEM21zZ8dsZWzK2ioNS9Y2rK8tZ/ECvqVNS603bDCTttr8jG1UVn3HB4QF4QlCwzlARp1QRy5Qonv4TXkDDUL5iYGe3AuB361B7ap/A8FlxjvP0qPNsHZ7R5cVWPSWumhJBz9KP+faypplUgm7+9Y77ate+RW+3A4uBAz7kTjPef4ECPT+3f/xTzgQAxYEdyK/Ik8E3uM6ZaXn1UFN5UXJZhhpWY1MTkrtSG+/XXfgkO0Z2m133HSbHdl/yN7yW79jfd19dvLJp73XgDXq8I2iHNCS/FAeQA4aAoqAEvxC4LtX8t8L4Qs/UJ2sh4fsOJ5Itmng4LGAt0FuwGSGMjkiY/AJowT8hjdZQYIeHXxtfYZqKunXSCPwjX9DvwNfhUD6zxVbeTC0G45hOrbG8Mz/39CaXmu48lshPPf1y+0ObRB+zTUZuEtSDGZn52zRjfCNHZriY7llpWbN5pcWddZmxZ4eK2WT9uDanD24umDrvV3W7O60ZnvBTJGRovf+6i/Yib9+l43mWX4tYdY7ZA8q/Xu/6ztsYXvT1lQvbVLumC2+rnP3E2TkQ3TKCeNyyxV72YHDVlhl08bLZQm0JzpW6b2AW4RwTxetLIUUo355UTg0PeOLq7MUXkUGBrxE6cEYXI0ob0iL91vPr4yt37la1N3oiEGttFEsmYXt8xTyOSt2dVlHZ5fJetcj4kFfgQOFiyWj1u3mm2+202fP+K5q6ULOZ9WzyQXrL8JzpCNiOC+HvNDrij6AGxE46n7ECjzRmrcQA81CueFf5GZ87KKvA0knQFokHezottH+Ie9M+ORHPmZ//NY/9KHv3u4e34udHlDWe66obQGnGc72ulDZXYlU+uSBfPONEKjLUGfXEi6/+TkMEu77MvnI75GChaCyXgKAwDhEKonr+CUwWQMww7+Gd9fUUOI7AqAFazYweACy8NuBRsLh31K6XL8UxEDR90R8MQpL82Bls1UgzOQKqxgGpY9v0TCTHpVN4Jx8cWxlDs+r8hSdM/wohtE7LDcQ0zUHZH2L4coQWvOF0y2/iaQd7rU+w7cI/pyeaX2Oe3wf2vAYwygoM90deds91GWJNjGvQCmkwbvhefxGTQCytVi2fEXMrby603dSZUAot/lewhe4zmTybj0uqYxd3UVLyLI+JLBaLa35kEB7vsvalcKwvtEmAUUBuWH/EXvg5NOWGei3tKzmvXffaV093fbWt/6W/fD3fa89/tBDdvfgLhsY6bcTC5M2K0WxsiJLKmtWSGVtWQpr+/7d9uGzp2xBYLShOqS+qRMitCdScH5TRu5zJDITPZwTW4P3wMEjnHOB+zynehI3cUG0iluuvdOSAuBt8SM+PSKdra0u+SK1VRzq9ahPeNHzbpyI/pwzQ7sk2j19+ox94sMfso540rJSpLMZKZLiOx/aVl0QNqWMM2tySeDrQ9xqcLyHlHvuTxPJSWsZAigwCWh5ZcUKUlLZ2J+9hwHS06L79MVxW1suK79rsqwbNju/6L43WdX7xfPnrKSGalu8P3bqpAy3eZ8tXpL1Tk8nYI8yGXibtSkZ8qHhdjrp2twLe21/0QTh0H3FrvZIJsRmbFrgS5/pHnxHI8o2fwTVvuMD1zG4MfyRQ2SQocCFxWitVGQRfgmYDbZy9PR28MsxTTijk+iepx9dj86i4L92vkk6YDgyQH59r2zJDfd83WJd04/oRR0oD+1C6zefL3ieFJlsGZ4lbSKBiaNXS8MnxSmE50JgqTXandAGMImSNJgASCosVVepliV/izqWnJ65vi5f/D8vWZ2XsrJQWbPJWslOj026gZ+Kp3wiSU0YuXtg0Pb3dxsru+RvuFXKZa+tSnbznQU7dOtxu1XK1MWnT1vHdsqkzke0FPZsCINSm21WaKoNUSxJQWEI+AEpf1F7crnMHFlaLWpDA60jxZLjhvLCuRv4wh++wrG5xRrMEYaxGDnL0tAekuyV6fu5V9azQ7jXSvHwHkG1zwVht8qRVrtWaLd0Vgp2R87y2ZylxYMxlbO0VlVdxK2+WRG/1qXcqizK13d+73fb33zg/bYi2t/3Iz9ggzLAm1L06QHEiMZIUkmlI7AQvgwqlUcZtYbK+sj99/vSP5Qx4rMIs58vsNi+Kt3lBZe+vt5eO33qtG0Iq7frTcsn0z7TP5/KuN/8svgCvj518qSl1DYwB2BpetYNPx/xVT6QP3SW+A5fMukJGURfwJ8SfqUnVMr9F9DyP/qjPBQex+GobFS0mG57w/3pRA+gwK8xC4keKBp+1+7bEqqcvBJQpVdrXkEQReyoEkq4RSQWGacvLclWTgi2Ir+9JhWp8Ehwo9/bskIuRb6pfHkjrcwxC5seIXYIQZli4XFAFOIDhC4oAkWUMISFI0xAgKG55mBp62JUKTabzC5WXgVuNNxJMS95By/Jv5dB38dihwrRTgmkBgNGUZR5VtzSa0RoI5tW31GZiJRZxGQodZ0yxaXQSD+MLC4xWkXCS99hG0PYKUvytsqd1qfTCeVJSkaRIemUwGyrYezXmtlISemJG3M4O6SIZkWbouqnW+/HU03bm+2wqop/vk11ls1bVyNlI4kNgVLVNlS2RDwjcFq33NaavezIYes7dc5un1+yt/67H7ZmvWS//kd/bXu/9A771NQZW6xVrTQ+bzfk++1oR68UrTarz67aOLO3pXRl6+bbgcWaKrPSJEpiBIjbltK3MqJhMsbe6yKD+IrzhOo3Jj6TCq8KEgRsMowNiEnZFHhzjaENhi/EDb4E0WZMNFdMW11pR6DILMu6BL1ZXZWl21DeZK2KBinlsyn+2xJoJRMx9z3ieeqbKlbylo6lrK8Qt/76mvVUVq0jJp7PxXz3ifVUwhriLecdATBlmZq8aO05lqhSnsiP6pH8wAuAcliDDM2VRpNzWIyFxLGsZ+cmrS2xaVMLE3bw+D4Bqu4ntqRIzkihPGNPPfBh29WphmSzZl2ZuA3Q0MtIW5qdt/rGtkBLiq5oyRaR26IvQ0MiqIokg0r1gCwAYkIj//7VGtIXwhduoDaZOOB+0sCsGBHcoaOFyH79yBrY0Qb2iQfwq8Ydgt4ZfuMTjr9bNl+0JZaXEr8oOSUg4wOMFm4LHKKeSvEPiEmvu7SqS/zE/778GDwufAsR8IvckshX9GyEu5I9VnHQS9ttl5c64V44j9LmNw0q1yK5IvK7NYbryCE/L639p/MghxjqPMu3ieFd7odnWo+0C5djhD9gE37N+EIm1XYwYbAg5adtM2ZzU/M2dWrK5i/OC9fStn/vASk3PZZCMc+l7JGVBfvY6pxNZmO2KPm/KIOxGK9az9KU/eydd1jv049ZfLNuNaFZbaVgua/+avtIZc6W1xcs1SypHTCrq11jYwnquSYc28hnrEM3bu0o2vVq7zrUjq1vNqyq82ZDtKtFrlzQlfbQFRfl51LbuBPBMjBpE99IlZO6RLHHjcjDTtunf95GBozm6L6OnkIU6fyhjdNlpyP1GUW9ozRxd0rqJq1BXe3VyL4bbfTAzXpSylNjzbZWamrv2He73ZpSvJlguF6fVz5xHUp6nlgTeGFh0eZml627c8SyQ/ttYmFFSr1oRRuZVtqsrYzrkviP79NbyI5sszLGyRltybroWFfZwPWtSGCeFSkfkfYn1rbhSyZtSUkFc9ExDqmdLDXXbKk8bxfOn7T66qJNnjslvK26bDUrNctjPFTqNjc+GdXDek3KsBTJRsVnpm+q/d5ghRZF9CXvNFJ+0EGkTYoSrmRcU7iWJxk3u1/xMcWnFP+TImGf4qcUTyv+qWLYmJFVrvl9RpH7exWfPyjfFPTKxoZfRLd6W38LGrbU8G+yxIAqF4ZlaDUn5sY64zdEoaeQQLoQH6uJc+4RrwxUOvkIoHJl5F3S4Jv0SAarOty7lBedEznnGgoviia9NvRSwZANWQb4G8L0WBmApE5d+RP/XUqD6BWs96+W56uF1ndD3lsDaREAdgSb+5RnbZWJTFXlU9agQKMpwZTNIkUFq0zvSVcoLa4KyJJWqUX+LijV+EpmY1IsdN2HuuFDuvJ1rygFCefgLV2cW1mymph2XUB+JNMpZVNWrRSQRmrbldotWbgFKdW3DY/YsWTWRqZL9uc/+XO2tVyy//f332bf+AM/ZvOq30p7UfmJ+KVQyNsQ+2RLYZw8f1aASI63rLuY9TqnB4SytdY5dULdwR8hhrqCHlfjAbWYiioIypI/Ew0RrKvCWDg3IwU5kytEgKl7y6vLUjwF/lK0C50d1tHTa0O7dkUKPEABP0jpAuSSQqB1AcBdt95sZ59+WiBQdRqmRDvoiTLIsAQ9hzTEzGTEqn1W/lpC6/V/EsVb0AWeA2wxvP7qne+y17zu62zvwSN25Mab7Stf8zVW7O63XhaOp5x6jyEfaMm7rCt5tbShGTRkUhPPQe/W+y+Ez1r4jGN2qE7quRVvWgPyQWi91ypbyAo8xW94Bt4Jz/g7KBCSE77BUHerAnm10MprV+M3cIA8BTxt5dFwJDzfN64MoWwhkgb5bw1c59vcu/J5AtdDbL0XrhHIq7dflEH3BNEes8Uu4UuvFbt6bLW6bk+dOm+nzo9bur3XDt1wq/UO77I1YfGEsPdDTz5q59bLNl9I2sMzCyJnyv7jPV9q1V/9Lbt3edkK1RUbK6xbuXvY3vqx++1p4fOMvje7MGf1xVkbm7poFybH7PzEBbs4cd7mFmZ1HLOXHT1uyeUVa1tbkeJSskZlxaoooEKYmNoRdlPBoNxqyEAXxhN9q161eLR3HENsLX9rbKVRa6QzIIqMNKF0S2nHeFFUjTrtpMKr/UlZQ2KR7h600etuscO3vcjiuaIkgNUwUr4D2PLKors9obzi0943NGjZrg4ZO2q3ysLzjYoM7VnlvyzBWbeeXNp62xL2rv/1DtFSbaXzFi25eEs4TwCz6QVcW1mxmalpXZdusi29RAY6xxCfL4Q2iXaK45NPPumysvvoYSv099lrv/7rLSf5OXzkmL61bn3dPe4zz+ohLDe4KbpjaF0ZWunIaKu3Z5LJ1nvXGq5FM6GUL1e8SfFmxVcp3q34C4q/onhIcVnx2xUJHPl9UJH7PPe8QVm+aqZbGag1IPTEKAA60VAlzw8MDDhBIDZKJYwRAI13AniEtFtD6+8rz0mDyHscuRbSCc8AFgAU36RCqHSuc+Qdvg1TBaBhYo3PDhZTXC6PSqQkSTdEAukQryW0vhsUUN4N+Q/5dkdfPZ9KZmRFNa0sIFqXuYRF2WxGuylUUbAEBj7UUlm3ONamniEtlAu6EBioxXGYHqjQawCj4weS3o56a1n1ny0O1wRoB/ePWq/S6M/krS5LdE1WUlOCn5Dimhbd+sTUvVJUb0vlbeoDH7bRfN7e88FP2D1f+VqbVoZnsGAlqJSJcrBmF0sf0Du2NDNlnazbtX55WSbKC3/g3A/9Lyn4qodQR60x0PBZ17F+dyI+iwzV4U6RLXQoFi2db7esFEn2wC6zuwvrnpXYv3VnQo7Sy7V3WLG93d+jYYx4kYZz04aHh3zPWfyXWJIH5Zue7qiXQvWvuiAqQXvq8Scix+mW/LWGy7D8TyO9IxwBWtaBpFczKeB8399/0DL5DhuQEv/a17/e9uw/oLJk7fY777BZWdvklx556IJvVus3Qx4CPbnfys+EK/P4QviMhs84ZosNnBei82djVQgB51qvBx4hIIPgCIs7g5ksfcOR6/CL+wjiBiIDNcbENBlsWzsN9NVC4MMQW0P4DR6QH/gTbAx54xieubIc1xJ4J7x35bdbZaE17dbnW9+5Mq1AJ/JuiaT3aFXXm9aQ3lQSZtekUbKeJPjSNzhiRRmtFybnbK3WtJHRvdYvA7YhTCwl43ahtmqzCbVFnX02vbpmu2RwZybP28d+7VdtaGnFumsbNrZas7GtmC10dNpTrJKywXDzpuXSGR/67S4Kx3Rsz+SsIEWsKgXplgOHLFlv2HajrhZAWIOLFOsv+zqQel8YTc9miJTW3a6oAx0vxZ2yEwOvEFtpFM6JMeUriiiP4pmd676ZA88KPTcZlcsWbc+h62xgz2FbZwJNLOMTaaSZ61sy5NUWl1ZXxIPsyiXxESZm1L71DAxKSaRXUPrFdlMGT9Ee+tQn7PwzT9vZJx6zG26+0Qpq21DEIneEy+2t/vP80g6ePXs24j3VI3mVWeTHED9dCPSAF0jn9IkTlshJUdTv173hDb4FL7sBDQwO+zJ09F7TztF+YKyJsjspXQ6tdCR9eIxvtB6vNURdU58+RGpqZOl+h+K7FX9C8c2KUGFR8bsU36b4M4q/pjiheELxtxR/SfE5QyIRv6+oCvongYrRAR8XNH6IQoxoEoiwpYYZh+OoQW6IeBC62F602blZnz1arlQsIyGAWIAHBOI8ChGoeMVfJQRCt4aYiowvBIuVkgoV5sRveQ6FJXwDRmIRZxRGeiTZYomFwX0YVIqTz6KFobC4scJ1r9UXku9zPwqXv3G5DLraeq7nKSfv4F9DIG/89o3msWyVPrSLfJtEU+W/srosQcLy2hTN6lIi15U/KYTSg1IbUsbOL1imvGXpneEDfP3S+i7D3+SLBdiZyVmRwlNRuWpSQKeXlmygp0f0kDUnJfL2PXvtpoHdtqfSMCbfADj4wWRU5izKKDSUUBR0viWgOzC0y37yV37J3viDP2zjZ87bQ//wARspFq1L9EQ4lC0pWG1W39a3Va4JWcaJvaNWluLTJsDDXzYAOcq9130LDZ+r3luDP5NQ+UUXEU40zFqh2GV5KZHbSZUiwZaFAnnRIkaj59+jDnTUP/b7hs8Q7qwAOJFMWam8ZhUpmyh0g/3d4s+EbdTK7vwtEoqnxauUQRE/TBZRZkhrYsfZGoV9S3xHoF5DOTgC5Hz/qhF66Zt8A1HCPxd/naQa8+/+7u+x97///fa7v//7dte99/qes9WNhk1PTlqlXLGCZIhFnZWANcXfyAB8RgjfhyfzxXZXkrkGLZAPwvzs3As+kp+98BnFbBlD9xU7olU0Ak45Hl2GIeeNcN0XJFfgPPAF5zyzLpkEs0OvCIYI/OND3PA+rEU626SF1D+7Afx0wbEVwFLgaXwMGSWivahXo8l4NNDkibbGv0BR+OY1pO/vtUTKEPLHbwLl8Xy03G9Nm+tcCyHcC9d4F/qksinvmeJyFFEAVNmb+IFv6EhPn1mhvVNG+pbv25yV8do90G+b8TarqswLMiCXJ1dsS0pkrF9YtF2xnBTH0x96wL7m6J02p+cbotFrX/819rFP/qP1Y2ymY5ZLsruY2EncE2MiijCP/cDTUjhX9P1Sm4zInm7r7Op2N5u4K1VtlkozYTBqb9giMCWlVk2D1z31TnsUonQBvxboE7ANf9erhbjuwSakx/PbMb2rtmRDbZSq1HYfOmJ9w3us0N1r24msNekU0fdJjnTxUWf4uNmUIqa8sVkHMEmnAJ0G5KU9k/RtD+ub69bV22X9vb128/HjllBazXLJ4lK0a9VyVJ54WhlRXUMk9BfFxbl53/SB3yrepbqlzjknbtBJoBDuheB8QVrKE769KN4bpCOafvlrvsrOnT5jb3/bH9vQ8LD1S9dpqCxr+hb5hsdp89gRLq3nq7XL61MH+hKgO0vUBV71/Ih48Ona6ur/VR9JWotHFdmt/AOKZxVFGRw4PABAI9GpH8ejU7+/qtjjv54jBBYJBQkB2Q/xUo+MiIjvikcR2JlBxCMyCQbCBaHcJUvs5MmTbvF6eiJQYN6oNyiqyEvM2hIhZGtsvcf7BL7FPX6TDr9RIEmXawg811iGhiFJfBdYfJWeJnoisYKYtU0IoEtvJOsskqcQW7/9XKEVnPg+v0NjHtLgemvESoTRoelaqaLGAYWIvULXbVWKZI0eykrTNpYbVjo7Z82ZNUtuKINNMb8UJlif9+mp8qEKFBPyr2NDcLYi4aI1q0khZX2wvF64Z9dBG1jTVdYfkxLZJaHrFIhtMlRO+ZpSulW3m20N36GhZ2neblI+X37kuJ155CHrHOqxctu6C0xdtGf7xOZWXFa53lVj1SXAoNcCJQf6M4RLHQHCoacs0JL46QLPRDzSZr09wzY8uM96uoctl+kR6BQF7EUJdU7WIJv961wgxTsblbLVlpatvLDs/io+5I9lnEnZ8Ohuu/2uO+1mWbO33HKj5fIsPsy6e2uRpNGlK8SBjr6YrPgHA+TsiVO2shjtHMNSEq38QX1zHvLcGltD63Xkip5PYldH3gYHunzSlWrD8umkve9v323Du3fZN/yLbxKA9tj5i2NOC3qNmCQBAJEO3w38C885iO3kLfBlUCZfCJ+18BnF7P/d0Mp3IcIfYYQA/iGA1RMTE5G7iXjfcUpKiC9QLqNKrb3zWYit4WrfIFz5HGnyPXiVyH2u/Z8E3n2+75IuMXwntB1X5qk1cK81toZiTvIl7ERVYWIkPqj0yG2t12RgrtmqjPUFKS5MqONb2Xy77zLGntUsaZMsFG1dikWpM2fnEpv21hNP2Z+cPGHv/8QnbXl+wn71Z/6txR542LqFV7PCsh9/+9vsU7WSPb5RtwkZt5PpNruoqjovxXFCJJtNJWyJlqC73fbecNyKUrJYJiclpS3f0W659qL1SIkd3rPbdsnAH9w1Yu3dXdana0XdZ3tE3xZRrTkjN+BFaG+97lX+gGtXCzArQ9dMrGQt3obagkShy3YdOGaHbr3H4gXlp000j2e8zomp7YYltupq/9Qub0Ujh2pirC6le3151Upzi9ZQe7i9TjnS7pZ024vusiM3XG/D+0bV1jTs8UefsNNPPWPmM8yjZfM8r5gqOx0ttPHUxdTUlHci0FvqE0B3ompPj7JRRcR7oa4DD/EbWlwZoBFysr1Wt0Rj23IqWy6TV5tdtXte+lJ73Ru+zp45e9pWamWLZdNqg5Ur4XnQUwJtA5+C46H9IAb6X+3bzxWuVXowchgi2aV4p+IxxStDlCvRY+fYGsK91vAvFR8kYhUQno9huBcKHo4EwZEfAxEgEEfWnASMcCKlIh2YBFgBtAKTBsISOIYYKpUQzsM9AoQnQGzS5HqoHJRH8sB7oSElcI3niTTGl5yrd9J3ZWxHkEJ5iOG7IZ2rBcoUyhKOXOMY0iB/reUmcD1ySjdfA8uHsaGqyLq9oXckFJvlmm2uVWWB6T1d8+F45ZNys5gr+fZ0lAyKJGtGElGI42kp7FKKaDCGevqsTQJakNK3IeuVHoGchD8vYcooNiTNKGxbEsp1JLFZsd2dBTsiK/dv3v4/7cW33Wa33XaLNTaiBeCdnnpsXVUBy2/o4wkpdI06/o+RUeGKvPLJ9xGYQJMQny9wH4CAh/oHRtxKBSja8PsUwCRkoWMOM0lAnLdTt1Ed4rDMfrO1ksB9YcmqqxVrSDmPJ1HWI3pAZ5atqlRKshYFSKJdTGAtNdobTEwlhrGoK4YrGJrHCIGXyVuoQwK/oUd0Tn1cjrpyKbZex9YF8cQtrug/8dgjtrQwL1Bdt3Jp2VLJuP3mz/5nO3r0qEeGSNgzHJcRaIIbSaAheaHcPMORSAj5gjYvhM9q+IxidqjfK0PAllbeJAQ+IXDe+j7nyAO8Q4C3fFFnvcJsYUY+fKUD8b73F+6kfbVvtEbCc+XFFYodPLjaM9cawntXfpcQ0iUG3A1txPOFkCah9ZyAAhmXoc3wsNTqS4okY3JMOcG9JyvlgRm5YMvqWllpqE0UudlhK5XKKKatnI35Mj+dQ3vs9rtfYXtkqJ9anrGPzj5pP/8932tf9xWvsjvvfZG94Tu+w56SzD85O2ePL83aWSmVc/FtW0y12UoqZivZhAx7/RbWnTh/wWYXFq0m7E2Dc2kpbhnhupS1Nb1Xqpf9nGuMXDWkOFbqwkgpZiz1RjsCToDXoc0iUEfPFRiJY3kiFU4Gfd6Gdo/a7r0HLZ7NW6MtpbxI6U5FrjhRFKpu1Gx7s+6YB528HaOjqtG06tqqMLvik2lZPq4uI35TeWUfcLA4lkzZNEswLUbrIOP3CdZj+9MOeJ6UHcoBX09PT3s7zzcIuCCwsNFWLKl8s+qJ+CHO2so57+ygvaG88Ak0uLL+KQPXeLZZqltGbREKb1zt6BNPPKU0t33VlKE9u2xZbU9FbTodPHRI8G7gw1b68s3L9IlkMxyvNTx3DV09sFoljtgDil+m+MuKtFTHFW9TZJjkdYqPKGLxwusMp/yU4pXhIUW6TH83lUre1y7rxKFLUaIX/bUQkYLx2wmhZAUv+i2Ce+XtPKtncDKN+bPmS5swvMiWbjhzl8sl7+KNlmngcRFTr7OPNt3Y2BM0rOxZSrHEP7q2w3xUxE5sSnsBhGA2hkKwSGKxyLrOqRJXl5eV+JaEXfdQKhVdY1fl6dM+nLiJ38hOvplMRNe9K5YwK0xJqXQv0IByRxEmiyK5uxQpN3+unMZkSQkkRZt6m5QzpeYz0pVoSgKOj54vobG+4SBUzMhiVrtTq6y6YNUSOUvEk5apSlAW1yy+VLaMnk3iK6PUNpl4soVgSAFJKW+6GhfdsLUpQ1lJLwkYluNS6NP4EHbY8sSM3T560HbpXm6bCTFQRD8QGEXlSOmL1hBd5wmvY5a+SVtDCuVHnzlpA/39tv+Gm+2pBx+23cpnAoFNZKweK1tle8MmxW3z7Vn7u6lJW9V1nygiYUCo4R+Exy1HkY6lSfS1iNCUQPlmu3avC/hKVl5H96Cs6j4BEbP4GMaRRYdVJwULJBdOWVLvO7/pPaxO3BhwJ2B9t7rqHZ4E9OvVksC8YT19A7YwM2trAly2k9RDtlWtW7Ip5VMZYO9tfVDZ0ktSrhPKy9r8ik1NTKmucKNYtzpDFKAVBhhFEO/Ar21MBnL9Ad6AviHCR/AOTQ3p6poiPmcAMCA6MrrPRkdGbezUWVuanrP+zm6rKX/blbL96dv/1L7tX36nDRw6YsXhQevfPeg9DWfOnbXNSsU6Mzlr1tUQqM6KfUOWYpKRwBBDAZcKaF+XDK4tr7wwtP3ZD58RzE4mk/fli/l/0tiBQiF6B4FY05FJfCaIcLzk6UtH/Q+3+p7JYkv2decYT8WtKt4CfzNstyoMhm1ZxYPP+bqTYAWypwMyKLTycyIfDkYUfAgm6hHDV5tlTXxPfvC0GS3J5ksAuRzxiiPDswI8TMAI5K4/oQ9xlXOWeKGc0WO6riPKr58LL+lRrTfU8MsIY9k3fKyhgOOyjiFGchqNnAUlF9zn+2AXvWN1aTQM0bJ3c1Pf3aLtElbQHqIkMjzrrmDIoGiAmxJUxgUJF6KEsPuO/l4bwD1odt4mliZtrb9g7ZLdo9nddqwja4MDvfb2v/xLe9GXvtR6R0ft/hOnfGh7eUu4LkWsLCxjv/LiesJYSbGs3I8vLdtmMuujVbSpDZGUgbimtCd87jcUwYl6Ve2I6nOgr9f9EmkLWd/Q99cGlwI1VG/MIga1vKHWgSrnCac5Q8vbKcu0d9vwnv3WIWxtS4u+em7TDQ+97w6ZGLHCdeodTIJmrCbBSCbtsK4zskZ1scxPLL5pjfWS6mtNSm7JR5eaUsi2hLtNlXFDyuZWeVWSVfaRM/jNl2iiYYGHhH/lhTmbHLvgfF6Vslzs6LCBXbuFn/usTzjb2T9shZ5+6xocsfbeQUu3d1oi1+FrU8akZDK6Csa7PgBfKR06GvRT9dpm3T0sMbRhc1LuN9SetrfnbL1Ssoc+8hHrOnDUOgqdlpPRkBVv9HS1W7W5poqIZDKmth8egWNRktvw8RRfbOlj60oVuUFn2Vas1Gr/14a2+xQ7o1Nj7z7A6BnFf1D8ekXCtyj+ZXRqf6XIbwL3P6hI+Z8nwDZRuKww/dOsOQMg8FeEIORBWeCI8kCvH+cokVgG7I6DAkgIAhpiKxgSeK81hnSJPEsEgDhyj+9hVSwuLrpfnm/fJEUTYQYAQi8SzwWN/8r0OA+hNW+teSQSWp8ltN4LzxISMkfiW3pfNCYvCFSgYUOa2KY0oXQuHc14l5JZXalYcmLOcgtrllyrWELgh2CsSyhXE5tWlnLYEMMBVFkBU4fgKS/hzws8sgIz3HpRCH1PUQEGq/6ztWVBANfX0enDsr57zA4dWOg25J3oy+0AshSPZ6RkFcXofaxtdvK0dasuCTE1OIIFF1Iswwb0SKft7OSUrF/RHuV/h75ELMJAdxbwjoYa+OYOWCvvFQH8VpyhjH7r7h+QstQlsM64YkcdMjQA/3BOhJ6hbsJ5KIfsatENAK1bubRiDQl5DWfumWlbmZ+x9WrFyqur4gu2zFSZVTVRkxrVLfRh94U1KXNsEcr3nAcFBAyRhOeuFq8Mz3XP6b1zjfzjBsCOI3wL1wC+R+8zs/F/6F//G1tdLdnNt95pj548Y/f90s/Z4VtusEM3XmfTAtdYWjQUb2SSkSXdyuOUJfDcC+GzEj4LmP1szLlaaJWJK0Pgu8AjgWfgFeQs9E7Ci+BskDHucSS6X7gbnv97gd4cvgkm8x3S9ECj+jxlCvdaY2sIZSG2BspFCOX8dKEVU4gEvgVt+A1Nwne4zrOcc51zngv3mKzEkncNaXR1YTJLd6Hgba7VbLSr324dHLXjhR5bOnPOxi6eswv1Obs/vWITlSX78ptvs//0vd9vpybP2sGvuMdKa8vC8ZQNJNLWL2WnF1yUwogyzvaGvnSP8Mk3TKBDghEZReqP+QFcC5GJVbQLtMnQJOQ/lIuIokPARzwe6f1eJnoGpSFaPJux/YeP2fDIbkE0m4PAD9AOAzziOxQx3fBvhBjmJLAgN3Xj31e+MQb4jQ96VVhXU2yslKwqDGYjhnop2iGmUa56ZxDtlLuh6RN6Naof6knlnZpdsBiTWEXv7r5hVx7TeZbYYXlAyoebQ5Rnfof6ZplC/B+TuJmpjFHHyrMDz/E8eSGqBXOXueAu9xd/+DZd27brbrrB8n3dlmIherEg73j5RRPqiPqi4w23K6fBDt0Dr+Facq0h4tLnD8zke5fi9yp+p+JfK/6eItbpf1H8UUV8an5kF3/yAAD1g0lEQVRSkS8/ofhNij+nyNAKDt3MCHzO4JNtOopemOcKgQgUNM4kFxU2CD68ohN/TqyjCsBnImIMHH2xyrDU8L2BcakI3iM6E9A4k074/g5Bo9PLjB0iViNWbhMlS7+xHPhdWitbsVBwZ1cUDiqDZXBgTtIHuDgPwBJYhLJxnyPRwaPld+s9zglRPi4zGXniNzEwmp9TJKwQ/Ix88UTKRW+pDBTZkT35rKXrUuyWlmwwlraDsngPpfPWo/tFlSkvhmN9yMSGFGFZ42kJQlqM1y4mRylUTfiMbV/WSIKONbig8i1WVVZ6P7s7bWn8ot2+e9SOdnVbL6AjOrTRNavAjG6UUqwkZVj52smj6oJrxHQxZ9PNhk3OTFnfnt129rFHbVBWLkMKNT2Pdb+WSti0FM53P/KwVbpw/tY3VHZoTT3AO0TOuc7QC0vwsO7Y1qa+m8palyzGfEePpXJF3UvLQhOfqJwRGEc0JXj97AQsTvLtk6OguSKTvyxOg4iyqXdwBRAfYOE1pVCa+GZTCnBMyrnsaj2reqOnw+sdWAAGRMf5BZudnrGMABsghte24SlZ7vrSJX6N+JJz3or482rhSp4JAQAf2Tsq5bZmp54+4eRHTtihYW1q1pcIood6Ufz9sld9pX3Z13yt/cHb/7v90m/8V/vb977bMjJEWJic5biyUvAj+VB+9C1yRE89i9xW1kov9Eh+dsJnHrOTifs6utp3frWGy/yFvATMpveM8GzMivDKX9Ex9LgobR810WuucOCPG54nLWQKbHfZ46GdJJ+Lv/36zjHOsIO+Qt6QTzdalV5NPM63o/xE3wn545zg7cYOBhBa7xH0tB/DtYDBghF9K1p6jqfWWY6FtPnl1y4Hfid8ZCKK9E4i7wRo2dHVIUWMTpJoMmc0MsW3ImXAe0ZJUxFIFdoqP3qODhRhd1NGq/QWK09dtJjAem8zYT2VTUtKMdpqa9qZxXF932y0kba7kn12Q7rd7jx0xL7nG7/RnvnUx6woY3t0O2699U1LqRzb21KetuK2IuqdnJy0hnACH8n1LWEUWC5aRBObxAdqS1zR9N+ROwMBV4bgegZVoJ9H5V81Rm1ZSrSArKzW0djYsp7hPda3a79wERqlVDTwXDzTJmUaDBU9YgL6MIt7C/zUN8FMjHsmDdLLLdDyZyDZ5vbO98lrXXjNsHVDeKt8suB4syocuzTfAZ6SUpvgGLVhKSnXi/NLNjU+ZZuZvKULnbbv8HHLMCmTIehkVs8xCYY8wQnw0k4d6hTcZJ1QlFEmoHovrX8nokUIGSnQ7Z0dvvc4fMstIgueMzqVUUPMiirtA112+Nab7fz4uN1+/S3eSQDNnYOVgSA/TMaBYwO/Ulfs1MN5vVb/v9Yj+bjiLYo3Kl6vGIY8WF0T3xtA6w2KYTEkuIPfXOc+z32aADGjQrQGfodICAqgC8wOcxKcUah8HYPiEN7hOmljeXKfXkOOhAhMook3rd8hcB6ea73ONRieQM9j5MuzfWkGKwvskia9kVgIXCM/QYnkWdILZblaJF9EQvjNMYTWZ1qvh7Q5XoqyiAjhHcSSgdOEGLVLoNAnxtstpeqoFKh9mYL1ylxlwV489YoqR38ma0PxjO2O6966FMnyurXJmsV/ZKVcssX1iq02KrZYL9mKlM2SNFd8Zmop5a2jQ2kpT6qm46Ojvvk/i1czpNqaf8+3g6bKLGFXDatyVC7d21qX0Ffq1i2h75PArSzMW3dPn28DlhIAsadpVXW8pLTHa1Wrq37rAkvSCzzBMfQIExr0lor1ExLs2vqmL9/TNzRkCQl/TArlNr2VKrsvTaF0PAb66VpIx/OubIZInsPzWJI8xTME3oFv1vFDXZeoAGrQQ9d5DkULwKTMOJ2vLK3IMm5YOpG5BL4YBFj3NH76yqXyEQM9w7daI3kIsfX6/8fef0BZmh33nWBkPu/Sm8py3VXd1dUG3Q0PCCBIghxStCIoghSdRLlDcaUj6lDSSjpzdmb77J7VrsboaKUZSTMUh5Iob4YjjDgaOtBAJEEAJIF2QKNtdfmq9M+bfLn/X9wXWV8lqhoFkgCI2oqqm9/37ndN3Lhx40ZcS3wcax4ZpY2NSXzjyk6sbs7prElwTSnf1z/7ov3Dv/d37dd/82NWXzli//ZDP2P/4B//UyvNzdg8O8+rZV93FHnyBDCqYoTpHnxJ4Esgs1PdUsfRjg8DvBXyOGQfEHH4HvGCl4HgQRQMeAe+5Ddtz9ugG2jqvPWM0ypof/EdCH7PvuOQA6TPu+evtko6bOThNyBMboqDI//DI2a4gPgdaQC8hyNP+oXoO4AIH3HDITAxXGtc/cq0rH67riEHLigD2fCBH89suk539UEAo14Y3CwqGipca65hv339orUK07YwM2cn9/L2ttlVOyZDf/rZ16y8s21n7z9iy+WCNT/+jP27v/L/tO//zj9qV197xaZaLV/yUpRMLgrdcrHkI2PUVxYvcNCL5+8jg8rf8eS36glHv8nNWNDG6w65SHzqkylexeH4nr74h/V/ZclqdmKXG3PWlUKZk9ySIHcFkyVJQQPPS30cxi1rvqVJCh/owZQxeaifUV6qfoltcLrBiyiSPqra7vqoZI9RyDZye+D+7ib1xgbKNDOZs51tDitf1zezpdXjduzkKeGsOlP/WqjUfXYLHsJR3sgPvsXQwNhi4CKXL+p3GpGMw/gB8gPgIXQP2oXTWODGuurb8ZJy+fGP/KrfPFadbdhDjz1htbll33BTlSGyduK4FUpFP4sYJZJ+BYBX2BiMDoMh12ag7A4hmTNfZhBhn5oRYzuTiWjhspD9zbV+EB/rEAHFaJACpHh0sXpSAfihDEB+Koqri55//nnf8UQ8OlC/rUZM5zCpqOxRA8EwWQeXYzHA9DCVH4kiZmQ9G2l4Z0/lKB1GO/1YHOIJohwJ1wnOExf+/kSREoRgvBVEWCBGoQifFah+NZm+TbGmT625IGarCZXVSs3unx5LOSvYnFCdHU9ZfX/aOKimlxNDKhxCgjuY56Rw1cXYy6W6LRaqNlssW0O0c+U8J4tZjI0atCsFdFvxLvS6tillbaqmOhX95iW8n5idt5KET0VpTheEHw1XeWHJUUG+ZoqnGvhIZPQd4KwdVFmYpuY4nJaUyt7snO1hIb5+3i7KXWvuWH3tmLWWF+wnP/KfrV2vWlcSNylfqb6oQxofnRL1jjBFXS2rMS4fPyrLseE3DUwxauC0w8Kc8rxZj8I5iyALTQ87Ed5djEb6iEXUi/gB4ZYvSBmUcrqn98Gg40omo52Sg0pWQlDUEBv54nOOquJgeNYVIZFUdBd0WKluTZK0/KPuD/jKqzuVl3WWfOf9sMvyDL8xrKDL0vIKx/PYhhxT6lzfiGDqytiAz/MKWyvl7crli3bqzIN2/IHHrNXs20NnztiP/bm/ZP/N3/p/2Vxj1qeUGAEhH0ZHusKZ9nDt+nUMq3sjkncJxCzSYZ6Co7MQsgiFLxuOd+L6NwQA3yWzMTz9OlAfYZ9y5YQNXmyepO16G8bQJF81hsifeGp9KXFB5MV3ANnCu6SBcEpt1+OJR5lNgU/h98N9AUC8g3JM2hiQLY/jIQyywHccsw60J39X1BF9Bv1WJn4AeeSl3AV+OGQX+VP2WqMuBaLj/QpAv+ZpoWUCkzSRQygDeWSf5EpfxmtfShR3Sg/3BjZQejPHjtl2e8fmZxpW2W5bsduzY1LQHpeittndsQ8/+xv24tVztjBX92VJ51560VZnZq0iujfbTWvMzflFDOtK98Xmtl2W4tFBMRElxlJ+OVfRFR3hijz2wstFPfhz4igDZXTZxld2MqtMw/G0K5Dzq0dtce2ElYXHCPms/oh1rixJkrhReZXOlISlHPTe308bXul//GQSgeOg36NRT/SjrhNegaMziQCl15VJ4QRPsN4T/AgHX/o6WeWJ7sDxQ83dtl04f8manbavgT8iuhbq6qf0jaPfqBu4c6Tf4JJ4IclYvpU4mhBeVv7wn+er+mJwQQURzsJ1wirwAEf4odfssF5T+BEGfmHWysurdKYrBXvx6aftocef9GPqnnnhRfvzP/rD9tHf+oQ9/MjD1paySDxKDI+JEqn1yI88OlK+l48dsZ3rm3cksyfc9+UFFEmmSbwxThoPjt8B/A6AL/z3JAxE5d3jIU54hnIpApNKuVxxy4eOE6sUAQXxEwFTOs5Yk2eAM+MED//m7+okGVnjXW6oSuf8K+4yxcJyRpx8o3JdWfV4E7wnT1eeDrkAV44FWb/DcPM3pUfDkqNB8o082UjhZpcUSWaTWc84I0G9IgFQ5zoldfKSWxJIeSvKYslLWShKqSyKc/c4NqLTsrEUv6HKV5qknVfaFaXDjTZlJV9QwiVZUWq6aWqbtZHTsnYqDRFwzx5ZXLaTyqMmXIqKOyUBx85DINayCONJO5bgU1gUSejIAuY95Z0rTttV0faC6uuxsw+bXblms6rLkZSmXdH3NQnbp7c3ra9GOaATQkB4FSRhhhXIeh2enClWkzHB4eEIqSGNulwUmYSX8uUKQxS3nIQhIoCGGR3h4fqI3zxD+APTfqQDpUpK60j++xIcFTXwsd6pFs6edEVf9MYu6e/1bdDj9qOSyCYDZJg6OQSJb1xB2xQuCEGfjlF+CBLKxz28TG/Dh6wZDX4DAq/DuMdovHdQMzO+JKO1vaNyU89KW3l2lTYbsjigo9ds+lTKc88/Y9/+vX/OR9xb21v20d/4z/bsb/+2lVUXoz6dXhrhBwM6aN6PrK1xnto9RfIugWT8J5l9M9zgseA3b4P+loDf8OTBU34eVjzHewwMwEfIakZfWCccx7jR4fJdXK0fRNZD7YgWF3CY15WZ5wcmtCWAIGoVfpcxCgVn+saUebYPAGgnANlFmbN54AdGWeC7Owx4KXzITqalUSS97Jn4AGEJw5IXzlpkWjumtnmyafT4yZO2sbEpxSYZk66kkJaeKa/UB6BY035zKI2ulCATcHs26Hes2peSWSzJgOZ+/Ck7KlmoRNVeO7aYK9qDK0fs8RMP2Kzq4Jmnn7HPvvKSbV9Zt+NcnNBpWr5ato7odVVyeFdG/qutXdtRR8JSIyiBBexr0CEVgljgNEpCmVrw3zhX5CbgPbKC7Mm5Eav8j5+4TwrkkvoyyqRAlFtyDgnjCjTZOYcp0pTkIIqkpdFYyuyyUj6c2UvdoxgGTmRGP5PeUWJTPXiaorlvFlQc8GQ9P8odd1Yz9duRbOtu7bqBn5MsrahPnVtZTv2t5H6+mGbeUBqR89S3byainuSi/K5A59AVJMelwDFqyqYfRkC9WMLXUZzEiaUfTG3zO31KRhFu6Mr0lCv5V69v2oMPPWzl5SVbWKzZV3/NV9u/+9f/xjbFQ/S9GBmUEZDUTuUXPhwd9HXf8A326d955itLkZxZmPHKQ+OnufOvU0yV6YrRUD7iq3KpYv39vu+8o+Mv6fc0Z0ftS0sfyzoRE1F5MAdHpSBs2O0KE5TUcKq1dJYg1gIn13OYtWeM0392BYZloMQcXG7R88uP6ciciA+DoiDWpZBuXFuX0sVhsOo0FWlEp45VoXDRwauexUhkkZja370RCL+J4PTs5O9r7Hgl0iGIKVOolCglP087MWgSRBNhQplVHq4qlOrheSwWc7Ygpp3d79m8rL1ZKdjWl0Igphx0wH/KRycbsvhqUq6qCIxey65vXrNLox0b1HI2qGKRKS9lPjMS7UtTtjBdsXpfyro0yZcKAxvW5Z8bWn64Y+9dOmZHByUroVgpz5wLGEX2sqjs+g/dGdeE1q7IiNyUAX2MWh1L8F2Txfza1MC+5f1fbRd/+ddt2JFl31i2XVnpP/6Jj9j6XM13oU2rLgoqA4lxELxJqWXjzNrJh2QpLthYSq9avsogHPXO8H5RvwvKkzWaXAHJofC+EUc85k5pURu+G1LO71anQiZ1RIOG/uDsv+X4jSMs/IgQ3duX8BZK+1OTtTL4SVD1Bh0pZqIHPIbiKHqMRh0bjFhMPRKeUxJgTDXs6zmUwBe95hbtxNlHbUGC9thDj1nj2CmbOfag3f/Qu+3Ig2+1R9779Xbs0SdtXXXb3NjwtTUDCddiXvzBrnt4UylyLAhLCNhB2R/2rFhGwcXSlUDy6Q1alcquzq0qnihIwP3sf/iP9ke//Zvtpcuv2rPPPmPPf/y37MgShx6LnZRWQWXiKBKmDS9e37Dv+Qt/0T7x4V+8p0jeJSAZJZk9K86YyKCJ21PDpcNk/TKGaDlfduXMCiPxbEsKAOuRGUVC5uVSP0nbot2oDWHAIbdph4iIkhQwlLi52Tnb5DQMhasUa97BsnEBZYl2jixEdnijpC0qf++4kWjy5zgy5CStmDuQmT7kqYDOo4ya48DbR3XoOVymKj0BhhUjhXT2Lmv1z5VXBWAECZmQFNwbzmeV9ESe+WkaCuuzN1IMUN5uUE1hPR+l5zKRUSFJS7VLlE5crVa3joy4hfkFu3L5qtMLEQf93OkPdB4xgiaH/PLRNpWRkS8MTE4sgZ7Vuvra2aJ1pbSUp0q2vdW2WqlkSzIMlvWsqA6rIuv8cM+Oyag9OzNnZ+p1O3PfqpRM1U1/bBdeu8TiRtutSZbOLNhnLl60nuTsEOVUdDHJp7H6GHZES/sSmYWgcEHFwbDmxA0/7UK/E/BFnrmqcR7kSHX7wMMP28yiZIreAfoz+jf6cQYYcPrv8ZwLRUSm8DGklZBNDfZ8lnBfv6V6Sb4qD33nyCT6cU7YoG5CGXOZLKIqhNJiqYPqS3QYsyFSdbynsqDoDSQTx3oO5c+xRZWZhs0urdrM0rK6mpqilqREVpVG4mEgjAI1AHLyf3T7DFb4YfnjvtNqKEUe3aHfbjtP9LpdBScR+hL4gzhT1m01hR+6Dv6MciedxPlIfoyU5qSQbssA293atNNnH7ZPvviKffd3f5/94//x71td/Mcub3GMtwtMuDQwNmVbUiL7qo9v+aHvt9/4mZ+/I5mder0/oICiEh2wrwtRgbnPcme36VYB1ipChgaVAIJDd7GWmA4XTBJD03TsjEayi5vzJUdqdKF4hSPMGwFpRrqMchGe0R3yYBoi8o0wh+Hzpf+7BdINF4AAhWN9fYgaQFHla3BcC0cwKByjUdxgwrQ/Zfedu2LqflHf6lXf8b48O2+rjTnL9/fsymsX7LVXXrXrrR271m/ZbmVKFlDOpAbZsFG2njqJthQJGGuv3bf78zWrSajsdTtOG5kA1p2GecExjXpBN98cJUddukiZPMNN0flQFjWO3m5Lwj9ne1KKW2oInzx/zoascVJ6CHqmkWkIrV7fKo0ZO3ryPjuydtTPN3OFSMIIB+9Ag6jzw7TL+h128T2eWf+A4IEsP/iUysQPB//RgXlnA/8ihEUPlDw6HJRcRteb7Y5xZeVWs2NHTpyy93/jt9jXf/232TEpjidPPWL12SO2unrKTp1+k524/4wdOX7ScjKy5peO2Hd97w/YN3znB61LnyslmTWYgU/gzEg69cPvwI16yUK0Iei1J6X+f/oHf9/vdT198oS1r173jUFMtyCkKRfhSW/pxAlvc/fg7gFx++fwO0CfCDhviU9a6hhbva5tyUgpyZCBJ+I0DTF5CixIvxOPwTu4aB/wG+/EYzkS+bKshmfWcM46ZN6t8AP47grJJA3SRn4jC7NtIiCbR/bb7dI/DJEmjveQO7eDWM9POBw0CJkVaQCHnwHZMJEvEG3XQbKkXCzbtpSJ61vXrd3atWm129KAm8yksCnPKSldjFK5ziu5xNo5NuQdWViyt7/5SckA9X0yFphz4ZpAjscZcIqGDF2/kQt5vC/lTvHBRpJ+gpfkod4ZCZuMAeo3o7Vs8tizaq1hJ++/33eac8wRihFwK5oxS4Naj+Md/uMdfF03mJQZGmZpEjyQpR3vuOC7cOGXpsZTXBRWlhCVpOAvSMbWWdZTkIIrPmJtY0DQP1zWL5tfGDK4kMPkg4t4QOB2WDbfDijjC889p3rp+0bgn/nQ/25nz549uNs+iwOOPhi6/aH3v983Ct8ppKGvLzMI8admJlPbuIDCvoipCsNKFEWsLWUyFou21PGN1CmzDsOvAVT7gB3hIVHe43uFSaBQGX5umIBhYY5/qFS5qk7MLt6AcKnCYKZJp0+e+u8MJAdj4u+doys9Ir6eXHdIx8mRNq7yEE8AUxM+GMZxkQvGwEnSelh/zwBhbguHwgYwjQDTUBaclwGHwqWG6EqkGGdFiklNNF2uSJmURcVUJVNHWOVlCTDWX2zmRrbe3PayjXoDq8iKmi/XbVFuVo2c9HeHfdscdO3V1qa9fuG6bYpG1+tlu1wYW1Pv092hvffsm+wbF9ZsqSWrTXU1zbpeTFFxXcmnfgHomBo/FvyU/BmtoIvBIUd4bklC9PLyL5RtRt/bm+symev20asX7Gcunbeu+KIvi5J7wvPlis0dO2JHTzygdl/0Y316aneSU/otXtlPi+2hM2UJutHxwS88RU5/uhDD6T81i59vwiGMfmfhoF55p8550dM3ylAXogsjgi4EpCiyDsYX04uPfLMWDZvd8eN0zSc7IrtSwJsdqd+iy6NPvNMee+u7rDCzKsW5Yc2ehFZpxnoDCUqruOuPCrYjQQ6d2qLqKFf0Ecy26mOR88pU/I31dZ86c/6QEQCNOZsy1mIltIPX/acDZQteLsvyvvDyZ+2hR8/Kui3YR3/xw2qvEkZeVvopdRsq71azad/47d8hRXfOfuPnfu7eiORdAmovT80yIgkPyQXA8/AMdc9NVSxL+fY/9kH71m/6JvvU08+oo3SzUHyWlClG/ZTC5D21SXiQZ1Iy1PzUJlEgkdfrGxt+ggBLcVyWqokqWsIBNPhBHH0AD8dMfv7018TD8DZtTElP4qbRRU4oiLQSTmqqyDNkE2ElQw7LZ757upPfAfg5KD3ywtHOU6edyhwQ76TNOcfgwMkJ7LQFVwz9MMa2ttgjLfA4k3wn+Hr8CX78drlGODmXb3pWJe8XJMvpv7hFrF4u2n9x5qwdG+7b6TE3v0ypr5Dc6ksW0Z5z6mMLykcaIRdHcDVgJccGm47NNurW7LdsZXnR8Twvg7IgIdNXGSHjnvKjxn2KWBVC/2r7Q1cuk3zPWVeCuVSZtdW1+21mZc04oHtPjmN+kE+cZsHsRipbqpMEpIuxSh3Q36Z6cn/kj/ooX8bgeSbZ5P37ZPAC56mAqL+kb2n9pL7L4B4NZeTrSSelIomvGfEU/8idPHXayvNLagxFubIqT4aIeJMFUdRAtj7C+SxXyi3ho3zIfyi5z2/yo59goxAzWSyNQ99IAN8mA4t3n9bnLfA/AOWj79Clr/5mZn7edadjR4/Z+qVL9sv/6WdcH1Bi0qFS3SgRxaGuzJrqc77vT/6QHxb/iV/81a+gqW2OkpBQAtCSAW8E1D/D8xRYFcjxM5e3NuzYfff5gtYec4SCiqwhKh1GTY3GvRPoN4RmXV40KAQV62IQSkuLy2rcbV87SeU4owtGqgCI65XGUzjAeD7tAVMqDOsLEFiVYsm194GYQUmkMlA5AvJODHQDqRu/k1/2G+/Z34chWCbC3QgvRqXBySEwYA5f7+PTmX0/D3JeitgJKZDzYvySWnK1XlIZpGTJsmy2Wj71yYG5s9Nla8haZQh/l80fKlcbYSIhguVVrdStWqhYjU04+Yq1qlIqpFR+dtiyS61tm1P6xxWmpk6j0Gnaan3GqiWstLEVh7I4+yMbCGUXbHIuoQWUDUUyNRMF0DeWJKC0b1embH23JV6p2Eq9Zpcuv27bYvsLqrvnpARdVQdw9OgpW1s96ne/dsQL7VY6O22KkQYEkhydUSGfeCA6rHh3YQcOrjiKrnpCQ5Ya8B605RvOw8MPTv9U77x7x0NC7lIYDAzWPfZFUxo5h++O9xBU4mHxFWshR/22BH/Kqych3uqwO3PKHnr8bT7KOFWescF0xQoNCa/yrOXKsoynlL+UQm4QUgVJsSz4Ab1TpbIfP5Fn6YfqIy8ht7W1Y6XCvtXF61e5tkt8C64IxxBWdHbQBL71ckCHQ86BkQAZKayP/OiHf0k8o45d5QUfLyuCWOXcUcf5TVIkj6yu2c//h5++p0jeJYDMnluYcz6BJ4JnYPpU/0yaqcVLU/vE05+0ovjw7KNvso/92q+Lb0qS2ep4Fb6vzsp3TSv+5/DYxI/2R9pFGbq0C0k6N4RQkkKxCH4lJm3W8fA0hJt8GWkBnKeVLm2VONXKZFQS2a72OZQcx6CSsDgoT8gI8okNfOnbzfC5PogJR+5AkSRtcGCqnG+kE+UlDwBFkr6GY4/YeYtCyWgsAyBsxhuo33PZLrooB8/XS6l0Iq0ANim6kqV/jZmG1WpVO3HyuF/dus6uXvW7rKF8Yu241ftSKtGZFLYo+VGfnVF73rfuXt9vHZumQtXupdL7zNCRI6t2RXJkKJlSFe6rc7P2yIMP+QHem9tbSkc8wSieysNGKmYVqTMUtb5kMevoZxaOqD8/LQO+KsUxbz1kkeSVH+Wj+CKG3pmCHqksKqNraKlecKz59HfVb+q75afyQgZMFPjD17u7cp6+u5Evv1QP6VQV5wv5cdoKcVkvS70RnrMWmc1ixLHT7fkM17LoNYJHCjWhmJZKcTWvknFe85pRQrio4/Se+AE/dJa8+CAptQPvH/CDF8GZgZ00tc1mrbzqnP6FZgERUq0HL5L2DVBe0EFvBdEdel+Xgv+mRx5xY/9TH/9o2oHuvEzy9IN6URqs32dw6c3veLtty4h59qOf+Mqc2mZYn8p1QnvFJ8K5vyqK0bN3f/VX2yOPP2HnXn5FhkBJTLvha29YQ5AF0ggIguM42oRdgDRQ7uKmkvCnMsgLFxV/K4h0YD6YkOFor2gxAHHwvx0cTvPz/b5jUIMJB68iDBhdA5ep0dhmpDQsSonM653DS7GMWBpQlVLGNDL5cmYbU9sNWaUzU2Wbr87a/OKCjSXoNwcdKWtNW++0/CiG0nRBVmnRahIGfRZZF6esj3XIuppS1Sq9gY1aO/bqzoZ9ev2SXe61rKt8KuWq1XPsUmN9kywxDAXh6k6Ic8BrODbcjCUAcLmylCWVRyLMad6V4jqlRvfmk6ftTbML9u6HH7FZCcmWrGRG38Z7eV+/wuGuUZ+0P1/rqPesC0Bg4QjIk+l3jmRAmYVG4XwR9uT9pviT90gXPKF/TFlAbxQ2rE2USL6x4BnDcjjoqaOoOl1awp+DbBvzi/bIE29W2WdEDymDHGgrYSbknF77kuzTEuL5ojqqSk4ub+WajASVOXW0N6ZvUhuqKE7JCuWarR6VIBT92fATHRgATjjivBGI29Ue90wi1EoqK+uOVChvsyxFIb4faKuycozQS599MUW8B3cVBK8H7wfw2/smOsf+UAarbJ9Kwx572ztscWnFR9rgu9nZxiRGgpCth50rdwJG5VCukFPIW+QujrQcB7VNnr45LpQ1+R2W6x5WQLuE35nWJg0c4W4H8T3SulMgj2y+hyHrT7nIB8WTfoq8KD+KZByFRJkPw2GaAcg7btlqzNTcHT12xF555SW7dOWi1fWbDYfluXn75Wefs1ckr15VnpsyRl/Z3bUXLl+y8xsb1mYWRXJqqLbNCJbLNSmUIxkBq/MyaMfTVpUwnB/s2apk3Dc+/LCdkCJYUd3PCE9uwKH8BfXhqFilUsPmFtbs9IOPWKkm2cYsVIHRPJVJss2dgHJzY1qOWZvbgGr9JofsCZeFoEf2iQtZ5/7CN+KWkIuT9Dg1pKJ+sjPs25H7TtpURe+kLzl60O8KXGEVvqjAAZFfFoIPDtchYalz6h7DAT2F31843OBf36MhOTzcbdqv/fwv2If+9b/x85/FvfqKI2xSZllmRp956uwZ48KOzzz7PEncEdzoQb6M4COSk6ntEBgwkatjYmCKyztT2Kyl+41Pfcre+o532B//oT9hH/7FX/COip3DdJxOmElFAYwgeVoTPx9tEjCFy7fjx07IUup6A2U0yFUa4eHHK8BbIrA8VBk3GA5FgLWarNPEf08WImvZOr12GmECYEjlR95Z4Hf4p8XcCa/wx70RoCTeCrhmkOu//GgC/WZ3GTu7Bj3ho8a9UspbXX6zEq4w/EDCYGpKAl64c5UkR24wkuDHz3Byv9JjlJZNL3WVrSxhgRXZlBK63eRKwrHtSJm4NO7b1W7Lenrnesj3nj5rx7ojm2dhep4dgRVZVX3blQW7PuylHeCQBB0DxZN/lNnbG3aUlDQ5ySs50Vo04ve1YdN6Eki56owU1p5fObham7fq7pSdXVmyK80du6wydaSAVSrzVpKluNva9nMQaZgocEUZG7AIdM92CNQpOPgQ/wTw4xvheI8RBBz+0TG4sCGufuPgF8KPBxK+EraUCxrDJ/AU/IUS6XxOHQkfFo/XahXRvm87rbYV67N29MQpqzNtIsVxXJyxosrN2gBfx6U8abiIrEKhIquzKq4viZ+LsmLrUtYpp2gqocYU+lRfVm1PtO91rD/q+TomBjMqZeXZ3J0UmIXbiRZRFt71x5+HHZPpHLdBJ81xtjnqU8++0s1J7nPwMQL467/5m+2tb3+X/Z2/83dt1Ny5NyJ5l4A6QV+OFEAbgC/gAdo0G+q4p1+9k82o433m0y/Yu77qffbYo4/ZL//Kr9h8o55GW8RnalzOe9GOeHdgNIr2pkZCh8oTObUsRZQjgbz9ucyf8CV5T+IyU6QAqd3iJ1YmfLiAgseH/dWeaS6SMbRN1loDBPV8PB29e8cL2pP2ITh4+t8bcJDX5DuDIBiTKGLE8Wl9fyalIvDi9AxoQJn5TnimxJHHzRaXESZZRaok7WlM8DoMQ7X3lZVlq1Qrtqu2/vrr5xSX5T9FW1lblbzp2Pr1HWtK2f/EK6/ZJUYw9wf20vpV25ac6Eq54FiyoXKAAOTL6BX9KJsjKzNV68rIrajNV5RGQ/Qrqo944Pgxy83N+AjYQLKAPqOxsGyL86vqf8o2kkybyqVj0TgKjX5NXYz6cTYyyukdl5tmowz5QU/KCt1vOGGrD9Bi4jd5Uhv0JoDHQ6ZJ3jp/yYMn9Rx1wW820ES6TCHz5EpaBkgWVo/YyQdOy6BXPXF2pZRi9gZIi/D01NvpKTkoVxSuejuQp8EH7uBpx4pahE8n9TclJR18lN/O9o7rGK5bCD/6i9QPTcqldBLEkzJm3lk2RrrCxTfyiLdr6sPph9nMQ9kI7tQR0fdR5FXnGF9d4fBHPvAdwmPPfvmXf9mGrc5X7ohkaOoMh0Np5BFX/1DxHJgJi6Cx/3d/+7/3UTTWz3AQKKMwtwIqKuuw7GiY5MXzxRdf9NFJlAAYCoiKB4iTBX47402YMUacwJvf2Uq9FRz+Hr8/X7zPB8QPIQyOzshSZlhrsdCYtZqESeANbSmv484Qu3CHjn7ERqNs13a3bGN7ywX9bKFs89NSdipVF25DNdbLzS178fole72/4xtfOEPr9PGTUjinbLnasBkJw1q9pKTqUuZE20Leuvl9u9jZtYu9lu+6Z1TUBSL0VK36ulM9w2EhhaMsNPppKahlCdRGo+bHD82Mc7KEx/bWh85YV4KSuuUu20qJm+FSPaW+Qrawnn74rOiUdQGhXPLEAeAW74fhcBrkBY5u3ekZ/vwOh+CLOsCRH/4XXn/duiw/WFy2+049oA6y4GeQFUs16ZISuGqq6e5eGi1lEp9yUoEUyP2x+H5flqx+56bL6sBFvbFqSUIJ1+t2rNNuWr8rQ4fpDAkz1tek5RxqW8I1gPJm3e3Ay4jQRXXwcAqv4uKDFc+TEckTJ06o81LZdicK6z24awF+hwcO3sWH3MrEdCgd24c//GE7d+6cffCDH5y0DSmZkrtZOMx/ibewhfsuq2iLyP5oO/gjcwlHmuHoN/gev3mP30A84WPixnfSj2+3gsCJ/Il7pxD43Q6y38Aj8kH5pHwAI1SUl7wPA2FvBbRxBkk4PqnlSmgKy7nNs3NzdunCZcn0khQ7yffjx+1V9YefvXbFKsuLVpid8WPf2OQnBH1miHODvY5FX1AGn3ptTnJIyrCClVm6pPrGrc3P2qMPnraTx4/ae979bvXPjKj2LKe8cjl2zUt6MQujhFgII8GR6iDktdJH7QqZfSvAAMg69KZwWQh6Bp3iPeqQd+ga/rwzFU9/99gTj9vs/Jz1JEtLNeFblByWfJaQlmIo3ISrUkj4KmPV3gG+pHU74FvwHXTE4QdOxKcPyfY9+GXd7QEMEhCM85BVIN8oxYkIFZRgNgxk4CBN5Y8OcP78eetsbU++fn64dQ/5JYZCMf9UfS4dyslIFCM3XCrOD94pIOtkYCiuSsqNCvbRD/+qfeO3favlpPy88vJLtrZ8xEbNruVEJIjhx7MoLRgRB42wUCA/mrq6cTysUiza2pFVe+bpT9npU6esIwuN418GrFkgjCoAq0FSUYwqoaPKRflhjcGgzUiPOmw2pcjRgXK8gNqDwlMyIsohGCbvHLXi1zfJeQgQm8AbM0cC2JS4QkEwSVO/C7LuSioLphuWC+OS407PasJ/TrRbFO73zTT8XLHRXt/2WPAiGmHhK0VfMzrsqQySEsVazuqyNFkXsyOhvSVLpi8lvcRIoNLrKt5lWew9CYEtKfZDCY0jc4t2VErNrOizKjwWcyVb7uWsJmWvoO8cYjsj4cF6UlrcULQaym9f9clZl94chXcigf6ogDQwSDlQfW1XcvbKhQs2v7xiC7MrNm6PrYIgmurZ9UHfcjQU4dKVBd6syUCoFGxqwAj32IUV0yoMMrCOhWM8VGTnN7LiyZFNHAkCApAW59Y3fOSNXZazPBlF4Gsae1Geyo/1LeywpkqHsuKxIAey8DgXkluCOLrHr+Ua9MTXQyl1O1avSpgqpZ7qaHtjUzx41E6efdTKUrpZsF2oqK6kRPr6Rgl6lEiECkZVjjPpVG+FaRRT8SMXlEixzHEFZlE+UiZH+8JXPNpr7lh7Z8P6PSmRiOvOpniY8QVyZ9NMxbiGcrTHFXEqEVZvaiwTWoifeMpRF2kMQO1JOHjLwqLVG3XJwvqc6qQ4XZThULC1k/fZ29/2DvvnP/ET1l6/pth2b0TyLoF8sfhUZXHBj5OBMUbil6E61ZL4gREa2g9raDmYmqO9KlNFK6nplGdrtt1tWn1h3i5fuSbjr+MDAMhql9dqX2mEB+UCxQJeFBdORh6ZxcAgnpubta3tTZ/6hVnjkGfaycFmOPiRmScZya4w4Bd9A98UD2W3VK745hDWc9LGucLQ5b8MIdoAI6Hp+J60pIQ2QlvBn3IqGfnpjZEgfkwcTQmtK63jZF1nutcbBQXwtqVw0R/40VwKQ5/HiFBXcveEjPOLFy8L53Rc2JhhOzQ5Mqap6skSAlJCkWH9n2PhT2GpMH2ls8dROCoxo8Td3bY99uib7enfftp38nKuIpsy+5JTo3rFmupLrjTb9tD991tZeNdHA6uKMEU5TNk8cxDUs4zX/FAKVb4tGS8li35JNPZ10rl9W+rKUBAtS+VZK9dm7ezb3mlXd7etK9oSriA5zE1YUKuIfFNeecUTyQVQmL/IGy+J0zBoyzma3g8K9+g3Q2nzfkP1mTbeCOTvI5JeR1IrBhylxnmNMvblL+EsT+Ep+dmVse1rT8VvQ0V/4NFHhG9ZZVI5Jdc485ejqZB+3NUFp4KH46J3liYpgYMyMJINHvTJzgcqHxssGQkfquzgwbrcUadtXAJCXY76PdWT+iOVfE/9SxwTyFp2pv1ZZ8koYsoh8Y/++DsYMbqZ3uAVUlGdiCYwCDSgyN4GCOUNb0/5qp9WO/i6P/yHbXFpyX763/+vrsfc6SUSCZsvM8AURQkHX1TrJKDuVflyMEUwCAzD77wIMiNr57c//nF785sesz/xg3/cra2dVtOt1WycSCeANNxy4Sl/GjXXHL7zne+0Z5991nfHMTpHgw/rNKwC3sMRFwuZEU0sCaxG0uLb4bBZv4DD37PfgNv5A4ctcPADZ8oNBN6EyYv55qp1W79+3a3SmVrDqmIY1kCMxLhM0aMSKYI1JJxZV7S7uWvNbaxXNXaOdSjlbVOMfl0Nb1N5N6Vgkl9OwqMioXBcwmhe8TauXLSLly/Zuc1N2xYOg4U5V1Sq5Zo18qpfznfsS6lUQ0ahZlp0IO0OsYy2zhpJ1l/6wa/CeyAF1H+LBONpCS/hsqtw3UbFLvRb1i5N2fmt69ba2rKS6vTk3Lw11NAbavAcYbG4uOzWONPB9AkHNHMuU52qMSIYvAPgXd+zDmFE3QLxmw4Jx7sLK/+avvuGK/EENYZ/chLOAw4UTiOqvXZLdSCrVvm3Fb6tMh49ddbWTp91RTevjhnFMaa1qBviRh0Hb0Zd06cALNJm5x+KrO825IwzvbOQPkbJGXEWyq5MJ55OArdaremdhGhfidcDgha4LGT9s994dxVb6b71rW/1fK9evGiLC+m+5Htwd8BQbT9fkKGmjo6OCLXPzwWkfU0cPIrjHYUP+fMLP/fz9ra3vNWWJGcxKuHlkGe0U4B3+AdliKfzF52ogLQYmUPeHzlyxGeT+A4/k1YAacHvzFDQZnyZjsKwxhI/wkYbIz3CRDrR1qKN8QSPaPeOzxcIxKH9k3fQB4h30o48Cccz+hRXggVvlG8Wr2w40iA+fjjk09ramtMt0keXYNo3wq5Lxl6RzP/Itcv2kj72Zbh3ijOuWLmyIvnCObS9afWdpZ7tS+lNBoXox3c9OZO3pDAlKUvz6q/nJO8blaq95a1vt8vbO54XAK2DR4Let4KgFxBliXKCc5ZG2bDZevMrAMl3Tzwr/p32EzOgjfhXri0Fu5gv2RClu1i1Mw8/Yi3k+aSOsg7IvgNZ/AM3IBsO3YPzK4P29Bn0D4E/eJIO8XkHiBvljbSyafIMGv5uQYah9VRWZpDgkW6z5dfm3inc3Gt8uSA/9dT8yRVVMByt32JEOkisCBgNImeJVpAFyyhQv9uxKxcv2Ed/7ddtRoKqVqn5WWUQPCo1iM9TL/7O0QteWfqOtYaQoVJ5svmGKW/yIO/UyNL6BZ40OACcihJEMAV4upPVQfqRN+/u1DDjt+Mxgaj8cFnIfsvGYaft/Py8K7CEwYFnSQ0gDjIfqCzctrMnJl2Spb4vpeLEwryNeume53q9IUtIwkrKnxNBzqc39RuG4vJ5pWpdNby2mAplpyuaNZV8U++MZ7GGY7C7a+965KwdUR5FhWVDD5Z7U8Ljor6dk/XZ3m66pZ8rKUy5KiWHHcpFX3vjdaPsGdFk+J11nb7zDetKlhdTKizyHksI9cUX13ZaNnXkqK08/LBbTAXh8OiJY8I/b2XVRVH1P5BiuCPrvS+7uSwFievEHnjgAQnnCQ+RocpL3vABpKXTcTpDvAxE5wKN/VYZvXPwMGdypiMihJ/oQ5lYQuANn3QJCz8If35j3LBOhQ5ieX7Oz0HdaUqAlyp25vG32VS5YaXZReWv+uYwWyn6ExHiSiWWOAoeHR/T+hhezhMowJMiOUgY7kmZZM1ue2fTp7KFqOpyz3cAYhF3mjuOR4OrJNl0pVw5E60o3mFJgM8AoALD+PrmoyoTyPJovAVvQiOA391uz9cVfccf/U4XSp/67U9ONlwM741I3iWQK+aeWjoho3safqdD1pOxD0ZMaEliEJ7OHeIbRtPgv9pMXfzwW/bC8897m6+UipJbaclGtLcA+gAfnRRvsX475B3tFoWMsKurq/bSSy/ZysqKt2OmguFT5DkbelASaX89yUva5+7OjnVkXCLjWRu+KLnIbnCWzxCPNZKMCmGAhaynbOABuMwUhHKS5fsbreIGkCbin++0X/oY8KEN0t6Jj/xG0Ua5SGnekPmEQ9ajFNOWDudB+jjCe17QahIXYHQW4BtAeijgGxtbTlNX3vWE9vQfXua9gq9/vyxJ/7ro8PLmtm1X61Zp5CW3zarj6XREkPKZZm2d3qUCGweEUzfIQ2FlhSkpbcqP8xYZbR1I3lWV9yubG5ZTWX0pmuRMjNo5ihPcs2UA6FvxC4Uryivmc5rFb77zDk05GcNvllPe3o/ryW8bdYQdy4/YmU34NFq5PyVeLJbt6MmTVpOhY4Wy7SkdmRWeJ7Qlj8MuIL4DpMc7fjjA31Ud9M2cViBkUz+tvoQ1/Hxn17gfAeT9CzyptERT10UO5Sfk/S9+fAecDv72hQFivis+e/u732WvvvKKXb10Rf0HgxJ7dySzU+5fZpgu5p8qLdVlKHCzgMgg+nAOHcOvMMnNxBOIWFQNDEhPV2RKEm//mwDCQtQDUBKkwrC1V7LiMv3BhgMqkIZEPoxgIYyurV/zKxVZk9mXUHKlASakoYgB8OOcRX4zpewMq8onX9K7qdL1zPrF+2EIP74fBvxwXeFDHsvLabSNMoI704kILNalcfbgvhoqG2XKwqtYUFPYG7rQ3pZQaItBVlbXPD/SQ4lEQe3wrrKJEr7+bSTyceTSSIoMU9p9NdqBrE+mkDlLjAXVNeWZEx046DxuhUGMMDXA9CdSuSfBMhCe7PpjZoZVrpTQFSTh4I1AuFKfrN+j2tyhRCr//ULeF2tvdwbWmpm1xftO22uf+bQ9efyklbZ3rS3Z4jvmqIdc0V5h17OUz/F03mYUHkFcrSKIWeguxQqcJ/UUfOI0l3/QGdpAV+rafzu+CCrxgKSSH2+jb35sjpQvt+ZFR0IyilmWcu1TFYpDXMJWG4zKbMjy27Ozjz1p88trfs7jtATsHuKKjtQ7Yuivv0yTCBi99Sk74eHTM6ILuMDdLjj0Lu50AcQd4UzXMBrJveX7TCPBm1jgij8cdETrNILARhuw42gMljWAKHjSktL5bGCe8vL8yHsC0bHe1MYmwNrX/WLO3vWH3m2/+Zu/advX1q0k/Du97j1F8i6B+x+4/6lL25dtRgqGL+VxLqcNMbOQFEjnDPgE/pFcRwnDqKZT94P2+Q7wfcJPWeXM/fmnT6Tp8fUvtYfUsfJEOWNWid3cPEkDcLkomYACh3zw8EobeY2i2ZR8b7eavqyHI4how7Frl5tCmHIEvGSK67IAHCZpBZ68p3ZwUKIDSHkmf8ITLtbCpanaFIa0wdvLr+D8DtnEd/x592wmcEAnAe+EAxIuCXiLcCiR9G2U3Q1G+ft5m8qQ44T81h2FKfU5gWNko3LRxuWSDUsFW5c84PatguRpUYY7R+JUFac0GFtb4hv6iGyuMLL+3Y/mk/ji9jn9dVnWllE8JM1G1a6dv6DypX4XWRq4069SX/ymHAdldMM2QdS900oljLAAyjZxoDESEo5hxI/vXj7RdWqcfnuZVV5wG1KWGmdU3y95XBLuJeMwdabg/SY25UG6QecsfvENCN4DG75TvggDMJADn7FMzo8YEoz125dRCJDhzCglxRJuJ6WUV+TrfOhpJt4Bgj8iDBC/bwd8D+gKF27oecvb3mof+9jHrLOz67OWouNXjiL50Jseeep865pVrCAGVWVRF2IymBpCRCUFkaZ8PZsUF9R70Z8G6RXHUxVC5VFZ3jFPiBkki2dqRDAjSkFSVhFIWIYXmYpbWnSGLqvDLUjoUelUCU8aIto7iqTv8pMfO3OVxE1ME/j6+k7yk8tWdoQ7DFHegGyaCFEsWhrK0tKSM5ULy6m8GvHAv2Hl6IPouG811s6JTMWCGteAzRzzUqYLdlWdOyNnTG2zTtJJLn82vHBg7b6Uc9ZI7qk+GJnsqaztrabVitO2PDNncxVZ/lIqc3JYlqwhLMjBUNzJzRoSduxNcVAryqDSRZlkdzmjjEyD+U56hUdJd9DvIY1XjnExmhZ3VBPvSrNje/Nztr64YN/3oz9qLz73nM2I5oWrV620esRGrV0fHe4q/LO7HV+/2VPnVZYgvHL5ih09dmyy2Dzd5hMX5uPgAe7C5VxQhBSAgAkhAK1zYhxkGZzEaCRrZOFPhIB3AnJh9dIBcZi+jzC4oEqCel2W+Jve+l7x+5PWGe5bsdqwaZYZyArOu3UunIQXm2uw4tm9CD6+/svxlHBxIZp4acypvsrUeUPf2KnN+sexlEeJZ+HR8w60Vi17eNYYYwmDX0WdQ0cGB3VWlhHBZjY6FQ759/RY5yS6+wG6+h38F+/xO4RR8CiOel06smoPPfaI/fuf+md+/ijz9r3h4J4ieZfAiftPPtU4MmOjDp2e5NWe6h8rUUYJvO5cAY9M+CTdqS8+Eb+kKXBY1xuU2k+6WSaUJ3gJIKaaUXp6HHhY3/Sd3zjaMuE3NjZ8pgZFCTnOt1A4ANoB4LKGfAXIC9ozMyE9yUzi0Q7wxWBErnu+Cku+vMeIJO9ZSL9THllI+U/a6ATAy5WJSRJ8I/6NNG9OO+gBfSQI/P2NIIsbKn2kjTxjcxOjtN5nihbIMM6lVADJEMk2cJ2WXJXMrvi6zD3rjvZdrm5LqrzUatsWQ7ZL8yCu7zJaOWBc8Wj3HfVBjO4OByPrS2mEemXJqbxkcUv9QXtqZPXVZYmrKR8xduVd8YIGevN36hV5F30zSlXIGPycFgI2t0R5+Qbw3eW4cKOPwzBgVNLltb4xAsnd42NGUCWbuILx9EOPWnlp2fLVinEAulJWfyjeGkt2SYk+DJFXFsCDfoNv6BfRN0dY+h92hoMH+BAWHBNeaWDClUsGJ1yxVLlcoUyyP/SZoIl/vwVkMbsVngGO58TV5ubsnTL8W522Pf3bn/TBJAZD7tT4T73mlxmWjx156o/+me+zZz/6W1JUKt4h+07dDBGyhRaP65uQV2W5Mim7A9vEKTghOIIJBYApjMSgiexKQcxD40xCRjx20LD5TTwOgt3a3vLfYl1XGGNUstueXPWn31Q632EEvqXh+c91NGZ/Zhg+XBb4TmPBRdiAYCA/PHoSl5G2YNRpCfPd3R3rIQglzJ0UMGtv4Bs7OIS7yDWD6tC5wgk36HV8vQwjlBz7c/HKpu00W3blqiz73U27vtmyXTE/QueIlLUTi1K0SxU1Xq5ZrLnSzzlxfdUVo5nTSpspD+7vrsnCL1M345yfW0W+BeiDsKKOvJFQc6KH4ihEqhu967+PQKDkUlcDpf+arOHi8TV7+w9+v/VnKvbxX/0VWxWjrCnNq52eNcQUeSlg07Nz9vGtHWuhnEnZZZqVEVqOv6D2Oc6BGgGSULkhaPs+zZCsY3iCd8L4lJLK6XHwk2PEIi13YDqYkb/UuN2okD8jcLEUQo3R03nPV73XhtMNWbkFv74wL95kWo27hzkoHaWbI64YfUSJhEfTaEZypC9Prw/wYyMO00n5gmis+uUzC7gblYpwZ/payr7Kytq0ixfPe7soKR927cEn3PwA76Js96Soo0RyMPoeFjtdgwToNMddKGHPGywm7+lX4ksghLw74f1d3/s99smnP+UH+BbFJ0Xh2bo3InnXwMrR1ad+9iO/YD/+D35cbVktXO2cXbjD/YHLpAD4AR5BSutV7R9JLZ5BAXAlQO1KvEEbY/0ibQcgDnGRryg3zFB5f4ATrwXEYd0okFx7mzbfmE8FZ4ERIHiUPoN7qAHSpnklWYNCldo5fQrth5kX2i1tGH4Hp5gqDr4PSL8JdTNQBn31d8LgQu5gwAJBoxQWuPGOP3iDW1Kubs73VkCcAMoW6aMoIzfoF0VUAqqtKh99p1zkg3LdaUiWSS7k2wMr9US3vmiiuu2W69ZRuGbZ7PmrF2ynu2Pzy0tWR3lUPbrhP5GXszNztuFrZ6ddkYTWbck5joC71u/Y6rGTqq9Lwoe+DtkJOuo/CpJF6ltDnkAr3kUtLwMOuUw5+CbNzJ9B06AVfSPKEPyEbPajdVQmH21WWEYgUSRPnzljaydOSZaWTBa3+Fe0k8zDcBhLgR6r32JndkDQFtwcr8lvgN/ghpylrngCri+I5o6jjHxmxvzgc5WXmR9wo8zO+/JzkY8iqXf/TV+iuOgmUdbEHzfyzkLinATBR7cCvoWj//+Wb/82+4Vf/EW/ChM6+cBMv3dHMvvzmzdfAmD86o984E9Ycb5mvVzbxtN9+aiSoIGo6tPQMNzk954YIDkxiouZoQSVGpqsnbQAvKsKZURSzCCiU6FDCS0GcJzhpWDtyzGixkgJZ/7B6FQmTNgUUSVZrN/qGFcfVlkUDqmYFlXd5fo9y6vxFMTE+3tsxlBaOSpclaMAznjM90wczOZMNGF0gMpDpOLExQeOqU0fUtfzsON7QWXw9PWSK6upyBulbLd9XeVui9lgPlFlX1ZPXpakZPq13lANpGSjQUGKn9LqD61eLkjBrNmuFOYZKVnLCzP20H3L9sDxJVs81rC1o4v2jofvszefWLHHV2ZsNTewGWl1syrDvPLPD5qihZSPHNaolCuhv616uLjXtc82N+2VjhRSlW6clzI7xS49NRg1GoVERfGd2NRJd1pWqr7JNrXt3MjaUnA3hfdGgcXc3M09sK2poe2qXq63hrZ6+q3Wmq7boJyTdWu2O8xbn8YsmnHva0FVypE3HMQ72OuIPvu2sLRoV69dt1JFSrfqibpAqPCMuqBuirKgp6SE+5IJGikNVoKhLP6ZEj3H3FykOvebEdBwlddQ9ByPC1LIxJd90YVdcj2Vo7dp+wU9xYsr999vDzz5Ntsc6FuxKprIWCpUlZeU8mkplFPcFVH2DgzlkeLQKdP9ThN20tjhHQRogN/qkFd54DHhzOH8tcaMlaVAb0qZZunD7uaG7XXbSt2sKRq0d1p+MgFHceyNlZ6szn34TvTkADQOgqe96It4Pk0/3tIJHyCeQNBzT+1udWHJnvvoJ2y003Za99Qe78FdBOLP6vScnbv8mg2rkjXFrpQAtT9GuiRbGcHnnScdOnIb+c0RMlw0AC8jxjC4ONA+L97ptppqD7Q8ydkJm8NTdGos0+FihWnJ5f2uDHiOL9FvprI5wWCs9NeOnZAh3La+wiBDuVc+5OuUwoixFU7tS3liSMcZhjkZduVcSXiw5l0GtvKrMOOitpGXscbUJwYusy56QQd2Y5o+I550ulmZj4t+wMutUvFkgCRo4WXkO4IkGwdv0SSUFGgAvVzRmIS7lSMd5P5BvvqdRBnLxJBrU7a5syn6S/5JyeO5r7COh8Jw2gRLYPK7+jmSfFXcXcmXQVnKV1Hye7At2dqRkrZn7cKsPVtYtJ/aGtqvKvqV2SXJ7poVh/tWwri2pi339q0hWSjMrSJGmNrastPzy/b2J56wq+2mnX30QVu/ck4Coyd6SFEVT3GhAQoTaAcP+aariYMmjG4zSEKoqdG0nlLa9iWDe5KFksE5dUb4j9TPqWvxQR54KF2zqOwk00fq1x9++BGr1maVrnhWRnxxyOip+EG8xcyOOkrRhlHpZFRTi+F8g44YIXXnSl/vbnjrNwfAO3PLjdjL0euo4pUeM17qK6bVAAosRZOMZaMSim5R3yqUXbQzGfhuPqmsvrwJ/leZCecDFkra31UuL5swwMgKF/1FVjYD+/BExtETh6Ov44D5jdcv+C1FJfQtcLlDcDJ8ueHFF1+yn/qpf2eXLq6r8BVVat5UnzcRJDrRUMSykA0XYWEWgEaIxYo/QOXgRurccD4VqQbqO7r6adcti8DpTJnyIzemAhTJw3RbElSyJjwuFSl/INK/FXjH/AZ4B06HgW+UOVtu/IIWvJO2r3kRLhEu0nUnYdkWvi0xCescWfOB8GRXtO8gVJqd3aYfGlwpFL3xzpdrlmMDhhrYfH3GZvWtJMWJBuw7LZWmO+WNH1a8N9QJbuhYaZ0M+fZ853W6cxWVOzmO/0nrJs36emeDDdYgU8HUBzfetNW4BlJKNmiAx4/Y09euWLdesb25hi2eOm5XW5u21d6xhtKeKbETE6WO9X+iwZjGKMNCwnN+ds52tratUavrN1Iz8QU8knU0VsrFO52DAqU6Fi5YiEwVs8ZlT4qqL4ZGYKp8e/LjGIr98UBtvi/lTPFKM5avLthb3v3VNrd0TDxdtfrCiuVYBlAQP0wckp7d6yjX5Et+AHR0gTqpT/iNugbgFcKOUIqFZlFGAV+unb9o189fsJ3tTV8Xu4+1LtpxpzoH/baaOzbodnxdWFF0rVWY8k686btbGcVVHggv8o683og/iQvfZQHcON8Vqzz4lHD34O4BNtX0xJP/wz/4cbt2SUYa63wlHw/kjlzwTfyGB8JlgTDBJ/AOPAi/R1zaRLTXkNs45ATr31hmQhy+s/kGGc43RinhY0YnuaEq5KOQl5Iouaq2yPd4+rIRtRPCcBWjn3Kg9gUOxAlFBojy3CkQNuJSlsNxwR13KwiZ4Hh8gQCdgn5MrZJHpAc+QVOXuRPHxsFwSQFTOuobx1LMcJw73JNs6Uhp3d0f2n9Wev/yygX72UHLXl6Ys+2ZBSvsN6S8Sx4jRlybU1wZ1a3tqzZTnLL3ve999qAUufmVVZ8FQ8kromQrP+qi1em4cczgDzNTvr5ReNLXgCPh6Cs6kmXIZOQzMg4ZnWSengNmXSbyWUoeegDlfeixJ+2tX/V+aXxVG3FUGQaHa9M36pVnOPgG/sKBG35BO2gZcXDMgBKemSkO3I+72wkH/swYQW+W4IE3vMqOccJkHWUkXYB8PE3qRt+Aw/xzO8imeRiifLj55UW7dOmS83y0xVvFuR3ceUv4IgJTeYsLq/ZX//p/LQYSAalcdaxRSICKoGDRCLIQ4SIsQDgqjIrFX6TxBkHDwKFA0lCoJJgzmAKlAcXMjzMQ+Lo6+fENR7honEAQO5v3YYiwhys/cP58FR0Vm3WkBWMHTvwmDZ7ZcChkU1JYttUwu1J2OgrL/anQF8ZEgSDO5saGn+XF6CtKZFnKhF/YjzBRGiUplTReOgtGB1AgUbYoNcoZU0YAOIAvShIKkroWd6yLxNJHaWQTDwqkO/3uKR9XKCf1oOx9OnsgwdAcSFgo7XODrn3rn/rjti3cW8pq9eRx22ztWqletgb5YRUKfzYEYXX3+m3vYBBgLGA+cfy4N2pGDtitx85rFUg0gs+SI29oCg9wW5LXG7wyqT/qPYQuT8JDHyxNVyyVHpudKo2qza2e8Duy2ZFdm1ux6uyivoqnVCY6sXDQCEeHxdIIRkNjRJTpc57kH/UK8HQaKz7LFehMN6+vu5LYb3fs2tXLSalVuV2JVDi/15UGMJZSTnkluJ3P6WSxekUX0uT4Iecd6l9+wZuH+ZOyg9dhf+C4aM00Y1aRDNzvwd0DrOf9ng9+v3X7koniB2ZHsnWd5Q3e4ZdwWeAb/A0ET8E3tLH4FvHhOz8hgbY3kRf4Mw3NNDcdM2EZjceBi69xVnpKSC4Z3yiMDvqNow0e4K53+o2SZGOtXvdvAaSNizLeCWTD87xV/Gjfh2kDRJ6/G6DcOKa1STtoGQ4/3O3SBydoCp1Zc6+APquH7OpPydiXdL8+XbaN2qw9pzCfkmx8Htm4ckwKWhrxVenUA4xtud6wjXOvW/vaNa/bWmPWvuf7f9AWl5dsZ3PDpqk7ZhILUuQl7/emxFeSVxxr5rJW9e1lUGqseSUNljKAH/5MZxPOcaWcyTz3b9zOs7iybGcePuujj0MJXPYBuIxjDTcDIhOgzFmHPNZD6dD3o8zRb0DbpDwGHaMOwSscgNiFboRhzSZKJO/gLQ8fYQSiDngiO0nLyy0gPL9vV0+3A3AKdxhIK9yb3vQmVyTT8omU163i3A7uPOQXEdhRO1efsY0rG7bXVw3tI5FSpQTwHoWL9yBCfM++03gIS2eJlt1qynIRkyuQKz84fiOQfI0bCoEaCqOSPvUNMyrMbGPG2lIm3Z9FyRnFAsjiFE+A96zD/7A7DIe/R7woF8A7ZXNLelJGGDY6bZQcnsRzELMPhG8vN2Xr/Y7t7vXTDmyVl13UKD4l0R8aYUERd6ZQ9mkD0gLyes+Nxj7NUFTDY8SW97IsuZIUDl/QLBTZiQl9+lJgsFolnqyvVjSQa+/JQpPgGcjx7Cp8T44ni51bEhIcLdGahOsoblN+W3L9UsVeaLVt6YknbadYsL161U48+IDKLoEvXGqUW9pnh8XB6gB+4P/yw1ZdmrctWb+uUO71rFar2vPPP6/GS+dEo4e+0Ja6hL4oV+IJ1fFwMuJMWZwv6LBQPiXk2lJeuRcb51NBQwk8WZmsg9yVIFs6dtxOv+nNduTkwyp3xaaKszZdqouIEl77aQ0udZbl1QBkLo6pKdYp5vLCUb/hN+/8JmF5Zz0Zxn57d9etcolDK0u4s/ShubUu/Xngxz3tC++C6Inj+7DbMu6u7agcgPOP0lcRXTFgOtDXmurpLsO7WQjey/qDF/Cud73Lfu3Xfs1pCO6UNdtm7sFXPlCbPcnpzjhnH/nYb/kZr/WVuc/hlah7/HiPJwD/BGS/I7N5h5+QQfjFdzpWDD0GApDbtFeUSKY/Q2FkEyKAMUO8ubk535XtyiN5qt0TDj9+Ox/zDcUAvpaLEUsUSt98iKxQsSgLzvFQnsQNFzgeBvwBvkV7OBwvgG840s+mlw3z+YB2R/xoc5SV0bhIN/APXCKPAKfvpD8M2Z76RMlNvUN7aI1yhgFhXdXZYMp21G98TPL2YyLr//T6S/byaN/WJbt3C+p/xSvdVk99S9UWcmX7iZ/4CZtdXratTs9+6M/8sL3rzU9a5/plyzPC3GxZpVy0jY3rQkFyGOVNeDiuCKoJ/uDF5pUR8lgGMyN7yGLW/jOwwGkkuxxxJoPgwUcfs8WjJ2w4XZJ6kUYhxWFS6lI/q8RvokP2HVnseEiGIptxTFmjpALwaQxYwa++HnJCPx+0gtaiGe8Y9PJwl1e2GPQswyM/6iPqzMsqR5q4bH0CUXdAhM3GCeA3+EW/E34A4UgHfjl69Kh95jOfuSn/bH6fD1LKX2aoSAi9+21vsp/8n3/cmjvq4FS5rFW5HQRxw2UhS6QgBpXLNIcz38Q/HD2oNzw6PVW2v+uJtQCj9sWIjNpdv3LV2mJwlIyIG/lnBcKt3O3gcDqH/QCelCEcTIFDOIAXT5QKmBdmjjjBNNJGxOmyHtWwUCAHKhOKJaN+3ESBuocyyXgaO838jm6Eqd6ZUmBKnJEvpn196krxphTZLSt9V6nT4nQJAPIlLvgpmE8PieI+EhkjkzhGH9mNHaOSssv0lMKpcNgRXb27PSHFhnVM9dl5mz9xnw1yaqyVqpdpdWnZxj12R9NQhVO5Ztvi+03V3/V+z775u/+oldURSBfzOkS4cJbc/MyskwVaQucsbSkPjnJQVvgBnnGDA6Wad5UJx5E6bBzg1ppWt22zi0v2yBNvs6Wjpy1XmVcnxbmeUshUBo4cCkMlFNMYGY/fjAZHncGvuPgNT4Ifv0NocdfwUOUZqRPdU3k5MxJciTKkI2ZRt4QrAhYluNtuOj1Kkl5YxPBL3ArBiCT1xpCS171wCR4IR7isOwyBH092zzK1HQIMgFfvwd0DtG/uGh5M5W3tvlP22WeetXPXLh3wBk94KPsbF/x0OwgZzTOmEWkLWYh2SxjaD7KINhKOOBjWyHx2c6OY5jmvUvjQdrjxBmUSuUZYfvP0dfjyj3fCEw/erUvGMhIHkHcAZSEcOEU7uRMgDcJGnJDpb0SbOwXHf+JIF4h+JSDyzuIcYXwNOGEpJ3jqnRFAaA19UeZcfo30XX75sRR4ZInqw4pl2xZdL9dL9gnJnk+I9hcrFTsvU7fXmLVd8cvxs4/YX/6xH7P/x9/8m/bA2bPW7HZ8SdWRhQWb6gx8RgyZyPFMDFZw1BD9jitmwoV6d/msvFHM2PDIaRRp4yMbBnP+7EmRvf/BhySX32p7UiCH02U/X1jJOTBKyvIfbpHJu2mUwGkwoQlwmG7UEw4dIegHTshUeNV5WLhSBl/HqPjuoJsKkmgsWrJMSmEZOyUNeIJvpO1l5JvSP4h/yN0Ost8CN4A2EfjCF/jjxyASbY0RfB8lFZAG4e4Ufu9c+/sAm+vX7APf+vVmraaNuc6pJ2Ewuj1qFDDrshAEwEEsnjC/yOcntTOyCEOG4xtKEATEcW4kTzbZQFgYA6uXymXo3MNPKgYgfSqH75HvYXc7CIaIcPE764cj/XAAUzhY3QhK8mXagvsxiQdTgCPgzKL2IRHnQ/hsbuEqsO5w4IuaO1IwempAvgCeroE1LUKX8mONc6doV2Haaui1Bge+V1yw4KAn9AMjlgFwW05LRoALeLmBGjJpoBxyjiQKJO9JaUzOv4mWrmi63751JVFa+0PrKA3Oj2zML1lLwqWxuGLVxUWT/JBIKtqpYydsqj+yqn61+0O7sLllV6gzWcA/97HftG/+3u+2TVm03U7L1wsieO47cdI6ra4ViiqnLEymTLAsw0E/b8AKu7u17e9Yk8Eb0fBCyXP//b7df+Y+O3XmIZsuyVgpzEoJnnEFEoAeCDzohQWKMMYhaLDuUcJj8TjrZ1jL4wflql5iyp28Yscl6TG6gGtd3bABNGfzgfOG6C4lsSelstdpe9kZaEHxRdB22un4CQ4fZ50kvEVZqF84mjSKqkcXOKpTRiThIfyz/Ig7DCGY7rvvPuc/RoEQrLwjpMD9Htw9QLfblQxhRmFoBfuXP/+zVpy5sTEseCTqPuSatwe520HwG+BLL1D8FC8LdM60qQNDTzzG7+jIaRsY18TlpjKOmSENRhlRHt0AF17O12ogMVLJb8+b3wI3oCWDKvWay1pO8wg+Jl9PU+UEZ8oZeB/G9zAEHQgf8aJfuVXb+kIhWwfel03aIflmXdTFYX/wwGW/R7r8BkOXXRLahYEUvv1t9SXbNursciCh+st9a46n7bdWZuw/V6ftP7bW7eNTQ3ulJF44+6CdF12pp7/0Y3/Zfvpnfsb+08/+nH39136NvfnhhyyvfLnooqhMFlWHre0tKZYTXFSG6I99JHpSNuoEfPkG0G+zVvYt73q3+jCuv1T/V6xKLktdLNddKWUkEEWSqwoluRCSHpeyehkn9Es0oa6pmySP2bSEi8285A2vBo2zwDdohRLpNBXPIoPB3cMyiKOygDu/g8aH32/lbgfxLeLjwA2AVviDC09+P/HEE3bhwgXncXg5/GNg6k4gcf6XGbCZxtfWvTKLhX3b3t1yTh1NifgoOlSgiJOT48q/6b0piS41XjnecTkxCztmy+OSFfZk3bEjFSd2wbl1IGHDO5XJ060GKS3uxuq8uYN6xD2XVKzeWRjbl3Kyu2P7YthpKUesnEwbFCA4QgWLAYaTkxaWddLeUu6qmHBZYNoSJ0TcMVTOsDlTmqxLZPo4H8JtMrXSWFm0mYV5Zw6EEEJuVJi2kizAQgnBB4NLeR721Eg4y5G0UNrGUhqnbUtW4oAp4OHY+vLn3tF9lPZxwXrDaTW6vHXUSKTS+PE0nHF4SY25qXQfLE3Z6v7AKoOmlB8p51L6OHcSOoEnjMjUcalQlYJUkl3AVVTsfGMkVEKeXdi4fBphQ3llzSQ3z7YUvy3lZVe1yj3RezIoSmpgJZXj4rlXVPBFV0YbZSmujaJtl2ZsZ2bBXtjZso3hdd91vPfAcWufXbP5+9fsT37bt9r/+E9+ws699LyN2xvW3uvY/nzDXvn0J6wi/MYSdqKWK3GJR8Rjez2xQEtUGth4Wo193BHeXVmzKHbUYxIcrkAKr57Cnnrsq2xu7VHrTZWtUK3bfk48VlL5VDrW90yrDnKSiuxa597t6aKElMqfk2AdD9oSMEpfFNibkkAcUVconKoLpuBzsp7l8qW6eIDpqZ4NZMwMWzs2NeBWGgntYdd67R2bRoiJr9mRv6eOtLMtYay6H/aGUipVZ8WaDSX0x7miK+1sHGBqn8Xo4wEjAvtqewU3CODtshRyaZNqg8kI8XWc1JgLVeUjiuAQkjgRxw2V+x55yDYvXnG+Y+MSwogOuT6XRoLvwd0B4iQ/E7Aj0bEjPnzyne+ya511tae+VdX/7I264gnMExhEEl7tnFmN7FPs4h0s/CXJl2QqMlNtAEeHOBJf07nRUSM/vVOc7DoeMd0IP8owRj7TQeMYaW+3mzJ+q9btd6zcqFhzc1eyo26VUlU4ocCVpEBKifPlHMIPHp+0N9YH+13yevrubuHrhhWbL/XEfMZA95ugfIcvRmGS03TAPLMdfvwO4D06d96j43Y5LwjlVk3oc1z0Idn0AH5n3QGAlxQodqZDW+8v1d1N79GP3nA2VA2MJJvkQnHKKk/u1NCLkgPcaJMT7hjiPfUH+aHopX6E43LYiGiDnuVluNalENZ7e76b+3nJnV+S3PyVq+tWWzxu09VFyaOSPfHO99qj73yb/bt/+5P2wFzJ3lXJ2Wpz13KdPfV/Fdttd1wnmFK/NBrSr6W1/Y6fTJhR+7qUTvUt/R0VVvyo+j92+gErzy/ZbkdlK9TFC13JuKE1ZBQU1Fdx/u6e+rz9fUa8S+I9MWxOfDHph+l/UbTYsc+d1vtjddLqk3DxnlP/ls8xI0ifgDEjea5nuJ5kfW+PfkR9qb5x3S98Ny0/FOMp0SmuaGTpFUMsbNTcG3NMUBpV9+oTrV3uglsI24m7ZX0L4K3wC57i96AvfhUa3ttNdBT8jh09YVfOnU/7IiZxy7Wqza+kJSJ3AqgxX3ZQx/zUNBo+I2JqoV1V/OzMjO9GpdjT3or0pqf/o3ObEBCCB9Ed9M1/41SJADodm0GcQJMpNiwZFDEUVfxJH9L7ekkRkyfCa3d7x6e0fX0lwo8GrnCRb+DhuHjKt4BbfDjA8RDg70JF5eAgc6ZdYIyhGu7ykVU7Iuf4TiCEF1MPHOVC+fnOrkquB5zGGhPeMJ7jLKHBrraZxoxJL3RltaAwoILaS74IC5QMV771r6AGyKajRpkF6HUrTUud7g4lTGRtEU9xoB44MJrVlhChzOVKNa2VVP5Ml3IGJs2J8QiaB+fIEc7PkxOH43ISRhy1U1GZluszVq7O2LbyL77t7XbywQdtSgoJvHJfMWf/81/7G/aHHzirMkzZK+2BPfL932uXinl77fqGnT5+v/0f/+pf2iPLK3bt5dfESw1ZoxWVdeyjbtAULNIaSRqfGvekHv2bHNPGKJpD8SMNHgHGobvdQd/OPvq4nXjgjJRCBJDopc6OXYYinHdMEhkHjdjrR86tPYwE8mM0RfTjKk6IyAgugh6eRPDAg9zKw3otbgyCXxlV9FEXCWSU97EUVb+ikbikqScCjWl88gqeZ43v0uJEKAglRtZR+mkLpOdWs8pA+UiHOhVnJ35BgDm/UVHJ319I6OBvqlPK8I3f9E32Sz//i54W6R7QU7Czs3PvHMm7BJaPHnvqu/7sD6vic1ZD8ZKJ/c53v9v+0d/9e1as1nydLYdOe83TtuCfCSS+uvGbo834He3lAMSIzpvyj5kA2pFz4yQ+/IXjNwofvMqMiJ/tq3empH3ttxRFloMwQknbAEhzrPaPAQX/A37wuF7BBOk3EVFk6JsKK4rD2Yu+NlDf/JxGtXs28aFcA+QLBI7ZzvwwRJjo/KMsAE/iRrxs/AhzK4BGQGp3tw4XeUWapBeOKNnfN8KqS1C5XQ4q7cA5drMTNutPyiwHAA3icvMYfdGHPvQh+9jHf8ve9973WU9ybLZRs8dPnrTnP/FJO47cqlXscrvNonsQUR2oPkVujl+jj0AWs5SHM3a5hGNPNMrLUD599hE7cvyk+hj1n1L4iRNlCJqAVzozE3/91j9kv2+gUf0hDwkDb4SOwHfqAb7hSVo8oQUOPeFwHXs+SvFgOQDyXnRjYAV5neiI7E60BMfbQ0rzTiGbVrz7Uy5+B57kzUabZ555xvHkN+VjVJcy7TZbXzkHkqvtPsX5fSBO+biLmUqsVqX0obxRePm7PgkdFIFG7qTgm5iCd/ySIEh+xEOJBBAujIywbo84hVLRlRz13akhoGzpyeHjXBfH9Eh7t+nr61Ai/Xym1MI8L9LGgTNPKmaS1eeCvh8GL9Mh/0iTiuRmE6ZiPEx+2o7dd8JmZmdVDgll8vQyK089CZOXYqWW5UKRW1ooP42huCcFRrRFWYM2KDKcZTZQnIqImZcQL8ofZZ2kaA+sO4QxGDngoGwOx+Y4nys7LatW6rZUnbUFdSAlKZr9vqxHWbzEcfqIzm4AKH0UHc74Il/u0+a+XUSbgtqQETq3ctNZclyxWC+VrCHLeaZU8A00rJW5vL1r/8fTT9vb/vSftur8guVm5ry+jinuc//xP9lDUmqLhZptnT5lzbc8aVMSSCX9Hrf6ttBt2VmU0d2WFDfVbblmxXrdLl+44FNfGAsgg/GCAubrbYQ/R11MC9Hm5pav0VE3owY/sFanZ/efOWvHTj5g+fqcTXEmJPWmTqTgnRIEFN4QUbQIYQPwjvOrB1V+F7bwpOgLX/oIoaiOYsnifkbyOF4JPuSA2H4/HT2kSD7qQuesxJOQEv7UO2HBfXd3Q/wjpVQ0RGh5Oh2OrerZjBRxrv5kqhzByLvzL/iAg94JS3qkjTEzYuQFvCkVFZY4L5XL/woV4qosR46u2bOffDrxnhxpoLBCh2azeU+RvEtgde3oU9/zQz9iZYmanV02uuxZrTSvDn7DXj1/0WUkbSvW08H7AfBbVm7eTpGkOflTYQDkIu1GgT084O1o8n0f+aJ3H/EUEIY17fOSG6xTZtkPh/PHYELKb9+VQsdnglMyjOlNEiDX0m09+kebVZuIm0tcoQT0241vAWngAq8ol5d14hfg+XnclHdA1v+gfJNnpH87cBoJCHMouwPIpo8LP0+X/5N38qScONKKtPlNvBQ+KZCH8WTPrPtDSdISH4ykONZlyHNryq/+wi9YW7LmzJmHbEaK4JXz12xlqP5E9fPa+nVfIz8lGbLTaprMEuWZRpvZ5MjIIRdNVOdX7L4zDytOXQxSsnZf9aM43f7IZRn4ZcvnxnxCGQyFXxpBTAMKknHyR3bGJkwfYHC/NBBAWpQ9pqbd+FaAbNmdRiN9G6A4jiCC73gfDbquDBOHpVSxySaN+CYcbw0p7TeCyB+I8qa0vaDpKRe/+YaLfuD1c+cmSjN0Tm2F/qQ/GH7lHEgOnRitjbVjbHgYSMtfv7bh03yM1KBYMX2cppRvMHmWgZ1IIiICiHexh4sDHFYj6wLRlvjOux8OKyA+xGP95L46zV6746OQXJdFRwgTkRbxSCviOMMIAp94pyKJEw0t694IIp7HRblQcNYozi8upPtgVeEowKzbwfHuQk1l48onjm7B6ivWqlaTosRVe8VK0cOVS2mNHerKSDTdFZNzFBCHebOTWs1TNJGlJLo4rfTN6TUBlJEpKTjnr1xXR3HBCuWSHTuyZiuzc9YQA8osk2Kq8ov58qJhWfVYU16I7LL8qypbFaWUdFlrqvy93hSOneAzpYpVpEhVpLAwbbIvBb7X6VtX4aZrDSvPyc00fIcxPMD1VXPLK0pcZZHQKBw9Zr2ZGVtvD6RUV2xhZdXmFG9Kguqs6DcrOk73uuoQ0tqrUHIwWADeufaSG4sAyk99EdZ3ZLe69pa3vcPyoiMLIzg+YihJmQ46pq7oiOBNOsVkn5EGZYTuAO/wkK8fFS1iJyjf4Sv4sVQpHwgnv1JL5YfPwg8lkukjHxVQOlyH2WO5Agu3Jdyw0gnvo+3Kn3AIPfxYW4ulifCIsiFEgv8J48qoaBG8TZuDVvmcL+rweJSP7+n9hhAlfXbKhiAjHcdZYSO9e3B3wHPPPGNPyqj6jm/8bvuXP/lP7Znf/B2r5ev2t/7Wf2cXP/OS+Jv2lfg/+AEeyP6GN6JtBARP4QhH+OChiAcP4xdtAnCepb2xBo0lHmroBxdNtNpuOMLj7E69cuWK86rnI1lHm2PwgTbjeagN8S0rh12JAFeFx8DnWtmC4iEHabucVAGuUR6Pq7QC9+B/z3PiCB9tjTZGHPwAnvGejROQfT8MkS8Qz0grC/iRd8i68MOF7OAZcUNG4CIceUXZImyEG3IwvJR7fiPvmQmbJr6UqFG3aUuNql0/f87+yU/8I1vf3rHa4rJ9+qKMEM63zane2jKgex0bjpBLbUld6DVQnaUZxcXlVVtcO6E+QngUy5Krwl9ymHxZA0uZcFEnWbqAJzjyO8oH8Bt8owx8gy+ibqKsAL/xjzT5Fk4fk6mtp7jYWDKnP65Asj7/Rjpwz8QYuQ3cSX3iHy6+HX4H4jdp4thrwcbICBvlofxBtzuBOw/5RQTh/VRc60fPKhEix3oI1pLlZPXKHlH5USK4q5kOFHJkCRzA6BDgZ3/h+J4JA7GIQ+cKoTr9dPUhQmjYTVcXIXiYPoxp7iC+UPM0sXhJA3dTJfNv4h9+Dtl3wcH3Q/4A/uA1lrAirzUJvlkpQmxc4YBvt5CUJ0plKJdgN6U40Ic00f8Q5CiWfp4juzwcsKwRABJuOJXPlVGl4NPLUijHrtEr62LeikobJa+k8rJ+wqfOlXhtftae/ezzPvVQlfXYKBdtkaUICjdfqVstl7eZqYI1FGdWaTQUjvUpVeFRVPp1lY30ZDZaSYIGxTMvKZCX8K/KYp0a9qymxjs3u2RbKtNHtzbs637kz9m0lM2+DIp8pWTz02PbefmztvvKy7bd7tub/swP2fW5RZNBKkaR0MqJTrst27t+xe4rJaHyKsqpcODWlfVr133zkJ8pKTowbcz6WwwZRl+9Y1DYrc11O/PEm+zY/Y9YT7gyConyOK36YDpbXhJ6SbHlCa9IF1YdpTqOhongcOGkasWPqTCEIfXHztCC6Mhob198xxQaV3G6IYMwV3mU8I2RSNbQqJJGTPU4j3KUhOpW4ZSV8uE+eHYxJgHFO8sTwGm32fROFQAfOosQKuBJfkWFRaHmN6MzpMN9yN4OYDbl7ssuaEtylAfeO/voI/YpKRgSux4XoNykDUgxvjcieZdAqVx+6vSZB2zY2bVnPv7r9q/+lx+3H/9v/1v7e3/3b6vOZTiqnaSRQXhGHnrAEzhvI1k3kaeH5TldLAocPASPheFTrlZcfkecgCkW/yo9zxUk9I5SSdie+JoNYIzAszHxlVde8d97knms5RVLK700EuUsrrjywNt/O95Kkxkd7wPURtwIw598FMrPktV7lDEgyhTfAnjP/o52GHEpd7xnnzi+ZeNm4Wb/W4e5FUTa/LsVQJ/AmfoAHEd/y8SfOG4wIq2Ej3D2aVwp96Ix/RW3uKTVWCN76YUX7NL58zaule2y6rmt6ttsNYntbo8pYfVZHILfmJu3+dU1azDSLIEKXizlctyUk8dQHnkSn+CVNZjhLMdMYZix4en9qvwZVU6jkJQxlTc2nSCvcVE+gCc0wGWVT9aiyiMNBIC79Ixhv61+l7wjfzqKFF65eXoBiWYBKa+b/SjnnQNxA+cAcH300Uf9WLwYvQ0X7arX638FjUjeBtg9e+3K1QOhEQ4L0Rf/6+lrMPQMB7HUtbrSR8WGY8ojnK+hkWNagiFcvgeTMDUYR79AaPIDQnlzp0YQLho/LsK+EWTLcRhIgzSd6fWbY1T8jMdaVUrkwEcZwRcA55iiAXydjuLRQHn3PHiyAac8UVakABXznLxPA5s2xuK6SmekfHtqPH0x9lBObO+jZtCRfBiWz4v388IBfr+4e92OPvmIvbKzYRvNts3W6772EmzyotvcVNEWckVbylUMlWVWLD8rvKrQW66motf2c7ZanbH5fNnmS1WrK3xFeLFbb75Wt6WZWe+Itrd2bafbFQ2U0qTO92R0dKb2rHF0xYZVlaVeloIJ03NtJXUiPiir4cw0rAeZx0MppqLFiAPJpfgoXW66Ye0Uuz1jJ3+afpDSJtjlbEYprI+/9w9ZjkX7ypiDbFkjycYX9O1plcV3gkphj0bK6HkWqJORhB88DC2pF574c5guihy8St1jKNBZcu0b/h7fOzelLQEMhKAC6ABJl92MlAN/8GKjWK0mvla5yxUOmB3ZysqSOtFt5y9vI8IhRnT4Hbwc/vjxpE0MVadA4tsbSmI8Q4guLy9bbzJahB+ONIEIew/uDqCztlHPyvm+Vaxr1l6XYtC08rhojVLdLp877xcXwI8ujyc8C/CeeOnWcjCAbxGWNhSj7Lwj+2grfA/noDbsG3hoD7QVOaYhiEO7Ih7vGFMXL150vqcPQa4y+nhwA47eeSJPaasuW+WHcHGcJYsIQ3r12Rnnc1y0z8AnW8YDHA8B/pQLR1jyinYTaWXT+91CNq3P5w7D4e9Rzmjn2W/gyHM0vKFcpXphpFhOBi8bEbk0wYbiHUbrpiSLCmO7XijZhvqBQZFp6jSTQtzBcM/vg27ICKjPLsrwluz0bboJyJMxpOkpyUC5nBiPuPjDN0AWx8AbCFrHWZE4NhZxMHpsvIly4Ijv4Sfv8SSvcPAgeDNQgU6RDjJPSizf2fHt6bvcTfTKuizEb+L9XuBwHqTHSHjwHeVIuCXjLehyJ3CzGvxlAuH+FIT1woE7lSmCc37UtJShZrtpa8eP+i4oRok4g8mJrzBYE9DXneKqyp0JWHcAHRRdlaWwEixM+4mcsowY0Zysi2uza3Xkx/0gYBiN4lxFUdLHRX30UfXo1yYqwWRlp0oNd/Bb6ceaRTcXwpES6WSc36k8JTywSPSPcHTSeTWkghpRaX5OltecVaVsiB/VGNKF/YopJaHhU5CU3YUd5RWtwNE3WIiJwVnYWEG/S2IW8gAtmJkGw85bEu70pVwVmZI1qyhsUQpTHr5VFTDKxZAbjKWCu+CkUVKkC6++ao89/KjSMXv6wmftWmtbdXSMXGx9fcOnnwjYmpKCzm5l1RsjXVXhwsjl4n7BZkSDeZWroswrqqi68pnV72E1b9enh/bRi+fsmfVNuyzT9pv//F+UopezIruJpW3WGgUrtFv2mQ9/RPyxZ2/6wLfbZTZrlVmUz9TvwPmnc+5VO6Hnrur5fGeYzqiUotXrNK25s+lrM8tF0U31vdPrWFdKE7s5H3vibVadXRY3ST2erllZ+LFedKT4Y9FZhbF94Vo1KebQjFE4RiyVjlqm3/fLjU1YxawNFfX8N7c1MC1GRwSZIXxxOu/HTuXpGKkPBI4EUB6BJgx63b7Xq1vyqjNGIFm4vSe+pa5HyiuvdPhOC+j3dqxSKhiHpm9trduxY0dsY+u6C656bVbWPVPiPbfypV0LBcVXXHZws4YJixxDC15m8xNrZKlo4gkNve5bUThSn5ys0BTejbmGvfnxx+0zzz1njZyUftGEUYKiDISu8F9dOWLX16/eG5G8S2AqN/XU4pEFG7Ta9vrLL1tBzOziYtQRX/bUGjDK+rY4N297fXWi4nlGHuFoHO8+mgffGuvZkG3wDOmIyeBzfkyATo0OD3kHL6Ig1ipVl9scP8aoucwppadvcuryJ5235yY2V1zaPqP4+tdYmHXZt7m+ldrppK3ujaRUVmt+jJZv3hF+bD5Xd+8O3mfjDo2X2TL8kL3FfNFyMtbZneszQ/IjPZpkUe2fcxKRx8R3Yevlxod/6RtpUjbaui8l0r9Yux9r9KENDv/kR9z4cyvwRJPzTiE5UMj+hmLhD70iTqqCye8JLllHWO+76TNVWJ6pDidJKw5J6DXVteoPKTUeyRd6Kxqr0McD+iXiqN9VOJYbzC0u2KVrV/yEjJmVY/bk299pXcmj6QJDFtSN+iUppMgk8IAn4BF4hX6KQQeQYF/BkClxIUWVYpR7+RWHeK5LEEZ5sz+DWU3qtKR31t0ySwl/gRezRTyj/GPrJ5mvNL3fVTjuz04bg9QPDTqK31GdSp4XKD84TPJUfHBFdxCW+i3dRTj40ULgpXe/PjEh6/k5/wiSD5R0yr6hi7Li0IHIDRk/Lx1jSTR+/dxrvlcCfiQP6o3nkZVVW9/c/MofkXRGEEC8pz/1KVfiuPYObTm056zWHEQO4Hc4ICwHAGLxjt9IHSQMyDM0cQRW1oXSGPEDIv3D/p8PIrw3tknaXhZ12my9Z1ct1gL+4MS6NobYGUVlSjut6xE9xBCkBI7BcDSivBQdt+D1lbz4TnqkEetxSJsWzzmCfhuN0mUkknMf2YjUl6KCcEYwYmDxJ9JaWFqx33n6U7Z0ZNUeXjsppbBoLz37gk/HolAWpVhc3N10hZKrCTlovrXbtO5uy0ZSLNiZjOvJodYzDcJ5lvxmcfXWzrZt7e6km3Akhb1schzcnZfi1ZciPTe3oDIWbXNz02rVeqKRhBN0dEtLDXFL+Y5EZI71YEMIoxg4prdQxlGOUdQYldhttqV0HbOHH32TlxO6A14HGTqiWENbBEr85lsIBZ4uyBSfEUPeAfzD2iMeoyK1crrbFP4DL558x8WIIBB+MRXPO4Iz8ezEkhaQPzTBWGGN2rFjx1UHHYVR59mYSfGEKy6A9yzvO19M/MEBnPADzyif2E5Ccs9mZ+btzNmHrF6fcYWxiJAHFzkEY4yOnj9/ztO8B3cHwE/wR7PZnPh8LtD2OZ/O+UW8lXVZgKdIC3+euMOAXzYcDp6lzdNuaFfkA/At2lFWrruf2gThSWttbc3mJQd2t7c9Hn7MEvAdOcnvcKHUko8vR+Gp9nDgZFTRzsEH2UN42g75AtGX3Q4IFw58wRWgTFHmKB8ATl8OyNZPvIPbYb/4DRz8Fs9QLugCUE4g6irSwfEOMPX6lre9zWfn8PdZOJSrSTiMAGSdXt0h+9wgoK/KOHQHV9w93M04gkfQExpTfzj8+JYN/7ku8eRNTr0uCnTMQgHqHfzJUUzhkJWFvPpjPeOd9f+kydrSOELw9wuyPMM7vOp9YIavAvhO271T+AMzIpmLEclMYRnR8KqWF41348p13xXKrSIwJSFjxPDAWpJnpEFHT5owpbo/r1QsOd+lO5SSNGBUR521BIeviZwwsisIIi4CAiKT3q2IfRiyuN8MNwRSNBAHRxzmZUqaqZOC1eo1W1494kdo0EgQ2KEU0Egqfs6frDqVoShlEavbRzdJh/zlnI76nfz0R340ImjIN2jGFD/A30E3rRdlatlNNmYM9HssZWDEuWLywhX9bDe9K83h3tDmFhbtuU8/b4/PH7UTy0dtYYY1SE177cola0mBmFtbsZU5WT3stlY5qrLw6gU1HCx5zmQTTVGGoAkNlqvO9sXYXKnIuZdbqqMdYf6aFMxv+eEfFlISBqIRluVcfsoelND/xZ/4Ket0BvaW7/pOuyDcOOhcJqEacd/KCvfyxz9qC8L39a0du6h811kLWaBeWRc1bb0+u7G7tnpEZTj9gBT0WmIlaLrPCDEdBqMAop/oXalURcfJQm79840vUu5Ya0O4keiC1elrU1HC9XtmtmGtdtOKpYLSLypxCQkEnJ7wHfyHwshC9MM8QhinkdInL+jka3gkTFEoB722sNi3gvJmKhvrWUHF31Ica7M25B5kvVcrDYxm55s0yqE85BixAR/foEC+/olpKUYth664jxill/BnnaUHEIgyXhfclc4tPg8//Ki9+vJrrpRzLp1S9nC0ueKkU2532vdGJO8SUNt9Cll85eIl50M1WZc5IdMAZBftgs6f9cPeicPjEdaFCT+Q0cis1Acgz+CX7IgkbQIZFcDvcHT6rkz6SFJKO57ediQ7aVHIPI5Rw7/VbPllAPNz89bB0FK7OPfaOTfuHF8FQj75CQxKi/bvmw+VHhBtlCVPBCZvZKQvMUKx9HgoFamM+uvKpMs8vVNO9584gGe0/1BA+B0Q76Th9JnEc7gR7I4gm24Afof9A7+U160zSev+buAfePn6at4n8d1XT/y8b5/IHj+qCXrqHZnKO0ej4aA7DjnMunGMU+Qv9E0zcZKzIqyks/zYFMOMmdKWHydNBETZUllu4Bs4YxhQj4w28xu5rI+uDEa4cNRPvMNnY/WRjGQjYFlmRHm4BIKbxaYVJu/LJFIZUHLh4zBEeGKAMPDjM1UTcPlJXji9H+Qn3G5AovPng4jjvDdJh/fTp0/78g4vD7NmCofjG37g1u0Pft9HJGnFvyP3H/2X2Sm535R7Ue5fy7GtE2BlKr9fkuP7/XK/N6DjU0OfkrJ56fyFA+sirA0XGtBU4YJQQLy7Ey2pECeaGNQdnSdCRk/SRxi6QCS/QxBEPgzhf6tvt4PAL/JJ8Tn6pWzlesNqMw1X+vzOV1UqT34jBDnDkNEz1jwWy1UhLGWTsqlc3hAU1gUNyo+ekQ5CmXyccctS5iplD8NI374Uq44UhbaYiakDNSFD3KKUsV7S7+SGhsqCaxNHCsc5cR0pi0tHj9onX3vVtuS/p4Zw7PhJu29lzY5JqWyev2Svv/qaXVadcQ/3fGPG5mZmrV6q2H6rZ3u7HRtsN93xOy+lpyphsFSs2XyubI2x8O70XZmZYsNMkekllU8Sm46nMrtgtaVFK6oz6ML4UmgYSQBHdqv7qKzKuif/a62m7UEHMQpWGNP7lJ/O4ZHHH7flI8dE/4poLL6QMBE7JFrp3UFhoS2dFnRFWMBz1CVKVjQ+N1bkF50eZzbSMfEbgcE0XKNW97rgWB82t/iopcpIGsTlNwoj78FX8Dnpq7bE+0kQqjkIsLZhfaa7BzIK2Hmu9KS0o9Qh4HLiEZ445xNB8CDg+UycAvgmq1jKESOSAcRPeOSE+1h5oETv24zqu9Ui77QWCBcjk4xKguc9+JLDF09mi1eYfeipzpGZ7pUeB8D0HTx98eLVA4UABYAnXB0uePKA1zO8GRB+PEkz3gHaCm0MPo20Igzg4Wg/tE3kvRzroVvbO7a7sWWnOHtQRtOpU6f8Fpy0qXGstppmdRhtxDBElqY10ZMRSTn6FQAZ7OGUL7hwfmVjbtZnl5ht8Y0nChPhDwNlJy7PoEOUB3/kB+9R5gjzpYTI+zBk8QKyv6kF/z3pX8Hbz9z06eW0hpBjcNJ5ijdG/4gTNOF9T3XCAehcaVjAUKev03e+4QhHncALOH7HekmcEPC4fnRQBsiLeEFjaI78ZTSdJzgETrdyrInnKSSSPqL+krzYGAl+kS6bXznc3geMJi5f5BKRsruy+vJKpWYV9Q2Vat2VYo7FYnTy9wuyPMM7RhM7tilnFqABOB/2fyOY9JJ3BD8mh+BB6PwLObTUn5T7c3L/hdxRuU9MfnONxTfKteT+oty/k7stqEw+Iknhso76Sd9FAP2gwtkYwdosmBHFkQ7d3/UdIYUGD9/w260chfGpQPfSt4lAQXCwNpLRF9IgPBYQT5xbAjAHvwOHQ0+Y5M7gRpmcweV4J30sIBiJdXnzy4t+bA2bN/JSWLBQcF4cTwZFkClTlU0/sdyLUijTdLc6azUuFBMf7vc8kJ9qsPJ3mOTvH/gvBcPv2Va5WROXn5LQZKSQM67UGIRxwhUakqHS5qT+oeLyhNnQLruVgr2+tS4LLJ3BOS8lhh3bR2cXbXZ5QUqNGpDisyP5OnffSuFpSFGcldLMEULHV47Y6vyir6dam1+wipTBxbkFW1w6IuV22i4U8/b1f/7PqhMQA06XLCelcm9/YDWV7af/8T+1hQdO26lv+HrbrVQl0EFOgklCpy7cW+fOWa7Ts195+jnr1WZ86n7z+jWbXViwpZUVW1wR2wrXngo4pNGKduMxNEoCgHryA4uFg0/9i29QvhUy1QP01Q+sXEYK69w0NFL+qiEsUUZkGo26FFyazr7tNHe8M2P0FT6EsD5CKL5EkYMnAPgOgchv1kMyIhlKJAvW+U05OauTMY7r1y5bv9vyb9zIEFY+984max/lT6C82EzmSiOWgac/8jVc4EPJvGzg5n4I6cS7seYM8E5BAp2zQHdbu/bww2ft47/5m17OHMst5K/SOG1iDW6r3bk3IvmlhS+ezLappwb9nvMTfHIALnxvBkZjtre2/YpaBgFwyFiC4uAVZl1IFXDW1B/aEHwHZGVttBEg5CjhK1LgeEdR9UQE+LsMV/qRH0qk4y3eHnBmsJSGxaWlFEdxL166aEvzcx6f9CvVqiuAanVk7sX1fkbGJT8cR/2XBJi801Ldy/usxkxDYSUL1CZ97fHE39ubwnocQeAafrfyz/7O0oTWFhDhgGxaWXc7IN0sZMMejBRncHGYvIf/QRoil3Jz+SFPeaQn9QO+yBLeUnT6b0LTp/hPnxGhT2d2pD/sin7MHnZ9Js4VyQJKJnRAbHM4OZt24A0yFh+QiPIge7LgSXqcXAJEGaAjsr6gfgX8UKSChyjLYZrAY8FzxkkBSo/TM5Cpe1Ig2VzDSlDWliMPMUamvS9X36W+kD0QRRRIPfntx/bp6Y7ZOn9Phkra6Djhq0NwC6/PgcA9Gx8/8D9y5MjB9DX5ZoHw4N3t//7u2j4u961y/8h/pXr5OrkQNv9E7gPp1b5Djt8A379e7g6K/LmQVcapaEYOGSHiIv5Lly75ehY6WwhD5fs7VsHEheDAseaP0ZVwPgqJdSqCurJ0i1rJpovjPSrm8wFpZh3p47J+XNdVLEqJdMtjX4rkilVlkfgZWFIs3SKRm5ZiEA4LhfAoiwCjQo3GrM1LMSINLGBajOdJ41Ba0I61gCilTM8ymonVXFLYAsqXvo2kTG13e9YaJOEGa/DcU/pMb1P2phi6JSWhyxSq6MlOuoIsp2quaguNRZ8W7kgJ3Rr3bXNqaNsF1UefvXVT1pclyBV6U/WyDcs528qN7NKgaS9vXbXPbFyy569fsGevnLPfeOV5+8SrL9hvffY5e+nCOduScvTV3/QNvk4TfFy5QwGWMTGaqduvvvwZ+4G/8VdsXd1OE8tWqDOSUFY566LtjHhk4FOtLG0Y2/HlZXvP+97na258JFe0GouncPss3mZ6REo8I5lON9ERQOFmNIKRXRRBlGueNPKiK0rwCoodyl+ytulA5+dnrd/v+m+enFHK+ZA+MiO6uEBSOsFj/AZ48tt5VcohCim32aD0OR96XrKYEcYwuPJ0QTvoWLezLeZN141KvCovlFAZB6OOj8Yg+DA4iIYRxmix4yH+wQUe8TscfuH291Eq2fUtoZsb29VrF8VfYI7guxmwbIOO9+BLBl9kmS0+UYfpRsoEJJpugmydM5LPzTLwM3AzL30uf2W/0e6zflmIuLQJ2oYf5SP+5hxgeB0ex2XD+MkMDCJINjGwgFF3TbhxJBhrp2fm5rx/WV9fdzmpztRl8qxkBpsfWb/OGnXK5PKVTn8ia5kFifWSyFqejEZyZNGMlFPSJ036p6x8yUK2rIfLm4X4RhpZ98WCoDWOvOP9VuDfJ/0wjt/QnzrhNwM5Lj/1Dh/5qLbe2XTIE8eJFTwl8WUkcBZyzrikBAV0WooiMzKVqhRyybrBsC05pPTU7+D2xuzop79OThhJrqXRTyD6khiN5DdyD1l1WP7F98PlTu90IqIN5VDfNxr01D/tS6YiV8UTE95Im2gZfSw678QZ0PAKzmfP5MdMoZ/UIuPFbx/TO/HJDxy+UIg44Bq440eZ4G/8DgNhqKsvBO6U6/6O3F+Ti1wX5VihHL0Gau2x9OrP8+nVv3MJJuF/T8BoFwSNSqag58+f94Nlo2IPO8Ligij48R5TMcEcQexoiLho5OEinS+UwAHkcdhFejAzR/zAOM5YCCPlHzhk4/g6Cj3ZZINyJdZwR1yYj8XvlAk/gGmYKE80muzvtPmGqVcpEwrPqBsjlL6uiHtklRaCmRF7qS7p4HLlywHooZTM5itWUFgUcywtjubZkgV5qbtjTaaPdnd9qoAjdXbbLesM+v69JYW0KRZZ7zZtSwpQk7WNEhaNI0tWW5y3gXqArhSk42dOJ4VqwvQocwUJlO1ex37sv/zrNnds1aqLc34MB6MECHjKxRQI9UbeZx4868fT0LBjyB4hL2KmDlAKFVP2nK+ZaCNlXnR2nhGejPo6LQTgAe1QwggDPQGmzMmb7+HPE9ypF3AhbSDSRlDy5DfxeI98iB/feBLfhaLCeRvAGAIkVBXkoG6p/U63be1Oy9+Z9matJi4AvmNdJs/ILyD4MovL4TCiiueb8t63nZ0t5Z1GBsIfcZFVsO/BlxS+qDKb9W+0I3jzjSB4F15DgeJmmVAmAw7z2WH3RkD64VgnieMoH9p6ai8Z/sX40xOMwx9cGPFHgeGdQYrFxUVPA5xRfmnTpIXMxb8g2RKyOZwvQcr+lhzK/naZJXmDY5MD6ZBG0OcrAb4QPAl72PksyORbVtZBd+gAjbPyCLpFHToN9fQ+q5BkaJKz+5L10BVlS/2PjPr4jVERDlmtWkmj4RMIvqFOeIJHlmeA7PutwO+snoQJ3NnFHnWddfTrbKqJzTa+pnPihJkSo7+Ar4RvXkqlwtaqjYM+g/J+oRB0u1VcjsMCL8p+GD5fuQ/DnSiS3yZ3Te63/FeCW0mPyPmNvmWB3RNMq3wCnKMwUbnukIGTTilfZFJPFqZoGutsuInk3Guv+dQjfljH+0qGdW843uN3XtZnDkvURyYlNKQccCwNlQ/zAFHhMCv5U4EhMMIPgOGC6aKCbsJ7Ei6eSuAgLf+pkiUlRA2kIKarlWxJylB9RsqghFRJ3wpYMKz5y/NbitEUlw3K2vbjY5jiJr3EsHujfdvdbqqBlW1lcUUKHpsvirL6pBCMhE+uJEIwgik8UIDk1KI8bqNStXkpoVU1QEx3lUzGOsP/NCwOX5VPft9aOSmPaoSqAfU0rJ+UsqJ6udxvW7midBo15SHlcy9tmoGufdG8VSjaVGPOqo15m59ftLX5FVss122lVLeFQsUWc2U72Vi0h5aP2cNLx+zE3JJNdRSv07VnNzfsudaOHb//MasM03rFvcLQpve6lh/krFtetDf/hb9mn67M2YA1lWKzmqwEDq6dyuuX6L8r/5fHOdutV2xYrNi4smb9XMMG03WVQQp0Xg1bjZiL9CvlgjumTRgBZMRSjCW+E50VpqgGjxGi6nTaML0+zbpD8RV1zdFUQsvyszX0Uiv5VZFj8WlLVne62YDbf3Dc3DONAJXfNKOd5Kd8aMDe8PnNcgUpYShibK5RlakvRNjSgYtfp/fEH+IhKWnzTJ8LV877LLIjUG7cH1l3t23DTt+PKFJw2x/1VIahysKxQzk/dmNfRsBYflJV3RXU1qamkx+HBaNbwAc3dBIZHFK0e6LzeG/azpw8Y69/+lWTLW37bTKREJyuKj8ZJ/0p8W/Vj4q7B18y+KLLbJQqZDEyOWQ08jr413lYsjHkI505I4F05NevXvONE4yEIysGrMtWO4qza9nkJ8l1Uxq8I1OA+J19p/1xvuxYbXCjuWObrV0/B7artoPDkBlyfNwk7ZHa0UC/aZPcuOJTkmpvTRlEG1ev+Ppzzq5lFuj1V1+3bqvrcrinPKarFSvPzTHMank2P7IUiRmjiYLAjAnD8xx5tCflYV8yHDfCWJehvcdSppraa6Mh2V+zvBRLCSKVnPaPSiH5JaWXZ9Ag+jQMXZdB8kMe7E2NTBR0eYBzeinMaF+yUv2FXzzhTunIQbW07ER53c6hHN3KTXCJugiHbRuOvocnawfHkiFSv4U3MoR61FOO9YPITUaFufyDUz3gDQYcOC7H3ahrfcn57l5HpevLKJaRoP6Efpd159y13VU9DyTb9iTnkGFSzZIsY1YNfOBLEYvntAxcNjpylXCxpD49J/rSDcrtcUyPBBSyk+t6/aimSVnhK6dpxnmZJ9/BcaDy9Hod+bGuNimu+6XkpjnDWf1jocgRUcpvogeEQ7cgj5zkuDtlPi26Ed7jlKZtpjbjM3+ER2dI7gZPHPCGak9VfVNd7tH8UE6Z4ZS8dyf/5ZUj1my2pcNQRjXkYeo3x9INOFeavmig+rlTuBNF8r1yf0TuNbl/Jcf0CNYui0hEGgemUS6lV7d0T6RX/87am03/dTMw7/52HA0ggAoKdzuAoHxHERpJmbt+/br/dsWN0bOJi2F10d3DhYMRsowReVGp4QDS8zQzEGF5ZtMLR3oBEZ/1E/gfMKCqkopnsS1H7JQlVFaOrNk0ayZUJj8EdzIqiSLjo5SqYHcSZlk3LQWTS00JQx4cqLuwtOjWNFPYKI3BrFjJzrykT1p64mK4HX+mcNlYsyeBL9nhVjg4I0iyQHrEpWE/f+mctdRyV48csSUpjY/MHbHHqsv2mKq+0VPjv3bdehLQre1Naw/aNpiSIqOGUFdDm5OCV5EyvT/sWbu17Yt/N3a27ZqspR359WVZ5hdvjDp7fUgJghatybE2YQBQTkYPwjVWj9jlnZb1RaP9fFXllGOdyqTchAd/6Eb88LsVkC/fvP4mdYwfRxZBM0Z+WbwM3RkdZtQB3uCcu5iOplUf5pcoE2kGjzBFfZCPBK/v0EYASyCzCxDg/vTsqIfXh2hCfaEEI04gFU/O1PQrFOk0lU52Ch6Xpn4STwc9AKf1BKL84QgDD4EvywSct0QDlUgGx551JZixXdggxeHDTPfcgy8ZfPFltv7AL7jfDaA00NYZpURhgj188yHyevJU4pI7ahfiMQYOwt0OAh/aMgDPsvwJHvVd3eJX+DaLd6yFJwyjkj4NqzYKPiuLS+5oy/A8Mxu+UU/hmfGYW5hPMhaZHdOYtA/ly3KegmQoxlrIGxw4hAujHgfOyHwaLaI2HOC4Rp+m9spZhSV1/rNSXudzRVVWzqoiFwYq53myKDaPJiUZeyMt5FpyUzKsfz8h6HknLmgNPXkiD6ELwHt8B5j6ZtbLZZKescmWfRIuU+W4OnHAmbhhLDBIJIcfayZ9ulmO93D7koduuEsm8s7gEr8B6gKehG8YNYaHwCtc4B6O6XffPT7pW9nvQD3S/8AjUb84wnvYiWP2Jhx15BtikeniJV+Hr3dcUfjEKHjIZGj5hQLtzJcLKO68DCHS8MEZBtjK6sv3h9buS0kfsZRDfR2N4A7hTjjqF+X+thyCCGt0Te6Dcu+Qo1TPyv3f5H5V7uNysWibnYLfI8fpof9W7rYg2viB5MCdECjCwHQ0QBhtc3M7bXQQc2ERcGuJNz6FRTgQBibAET/ePQiJqSRsSuFdMbzCotIAZwL9dmZBcGQqNJifJw7Ifk8HkKf4enGhA4P0lXm52rAHHnvUVo4ek3VblQJHHkUf8VMEBU8MhfKE46BU0ruxOD395rq8gpi3J0UGYVHxXWBVP8wdgQWkcqGbwqwwFJam7BOS0Z9uX4qbGiR3XrPZpihlBSuLw3qFiZgwCXKCs6OXYy54cizMxcuXJHxFBwnjhoRcVXFWZudtcbZua/NzNqNwC1Liqr2Bze3JOpQVWRQDj3Z20405UgqXJLAL02XjQOCh4l8WvueU3nf/5f+rdWlE3qjUoCYNk007frTMhB8UHIJLEUtCgcb5T/6Xf2blgvgiV7b9Ytn5ozpb9Q6EgnDVHwo0B9/DC0C23uOdqSvqGEh1Ct0lAEQ3FCjwwkCgU2nuNq2lckErv7+d8Eo8OsXgGVykD3/CfT4SKcGmwOLbyRSgFEgOzJ3Sk2lqpuynpLKx2QW+8pEGOQ6ep/4RpCSr1Iisb/BSqnunEV+UHvWGgomA5BtpAcHPjudEwPJOuCyPkxZ+73nve+13PvUpV2KXVldscXXJjp46acWZmvOTL5AvFdQR39ts8yWCL4nMZvow21beCJAfWYDXUMoYXfIzcSd85XJS3533GAGY8KrzM3wM07n8S+0vgHdORPBjW9TWkAFlGeaMeDJjhZGHIkgeobg4SAamp+QgMkAKi/O+0mCdJe8ry8vKldGinG3JGMZQBF9mxEgXQ9zlyaTNAJQCqUnHjbEJfvhFP+DKZpERzIlCoraIH0fpUE7y4zfpkQbvuJJQb0iOrlbrVlQZG5KTUnesqjQqUgoKopkrm8LBD7N29QH68zthlbCT7An/Qy4LWRpnAZzDHdRLxhEtUeLmNCiP1+1eMlo5LLzEmlH5dVH2FZbQfsSd0vXlU4LU591YDgawtMIVNEVwWqlOqHd+s9GF9PE77PKiAzoSaceJLTiWdQkRd6QHHhgHbOKqSqlsSL+o16p6l2KnfqMuPmBHOHyshNX/SoFUWI5Fo19h04zzKqOA4EeasB5NQQ75He8KLP7DuCj4U1/1XYaPnsw+clFKlC3omV1OAf3wT9/S98NQptz6TrkfOnPGzr/+OsqA3Xf//XbyzAN230MP2OqxNZtfXLQrly97Wuov70hm34kimQWOhXiPHDsAmTb57+X+uhxrav4rOWr4GbkfkPt/y71Z7kfktuRuC8LX79oOYvCEOEEYHBslYvdolmi845jmpUIhLg0ePyC+RwcY/jCjxycfxXVHhVBRvHuoBITLPkkD/EgjayUEPpEXDj+UP3KFkbBWwvoY7U1LgVxTp3vaOOifDWClUk1higo7wVPppUak9BUHsRD5ZMvJrncUIY56QTgpMLztCiNCjlGpWrUiPzVEnHAXpbys7MZN6U9bp9cRwyXmLSoZLBYXdjC64ilDd9x6g0KKItmQZVwWzrvbW1ZVY1vfXretblPKG5ip4SrMUr1hVSmQq4Wqze+n8xhr+ZIt1BpWk8Cfq9X9/MFafcFyUg6tWrZPXb1mr7d79oEf+Qs2KBeFgwSl8qHcjATQqlwACx+nu3gEQYGyhoLzoZ/+aTv32Veskq9LiSxaZabuOzSLShuhBeWgDYop6z5jAxP0JQ8EUdAYwRY8yRN/F2iib0G4odDi5x0KaRBnwkUurPSbdFjSAG7urzzxIx3yosLcD75hlJCOQDTnFiJ2YzOlwdVfyB3qS4FceeWVTtDxI2FB8Ei2HfEuL4f0nr4DrJ8kbwB/wgPspMz+jnRJBpyx2s9IKH3msy/YyftO2rHjx2xagrYsi746M2PLq6t25dIV63cYDRjeUyS/9PBFk9mcl3oYgtcOO31JASYQPMWTKe2YEcjymk+Jqk2kXb966gE/MlUbcW8C/Y4RwYP26d6pjeOHMklewetuPCo86dF6kLG0CM7WpR2iXPCN830xXGlnF89fsKWlJSuL9zHEiFOfkUIpmclaak7iQMYCiHEUyXg/KLcydgVZ+CITwI10eIdU+A+Ry/wgjuIzylWTvGnoOS2Zwq1c3EjFjT1FRrYUhlG7onDESGTZEgX0kxxICVwosPLXGygdQFZOZN2dgI+wgTPByUQOyZQGOxKQVpTd39HdRCtketQNp3owggsdUODACcPYz+XUb+J7GkqPJ3Kes5WhD7I/nbqi/yojAwbUMbyAIwzxeE+KOviBWcIVh1KqryTgLt6ZIYp35DHPdNvX2JeiLSzO29z8jBsV0+rf/cQVyqHyo0T6GapeLpxL7+Qfju8TBdLlshDju7BVrvA7s0bc9c1ouPo2lY3j2bI1CO7QhL4lS/egGcASLC4eYTb0+PHj9tqF874BjD5rxMh6uWS1WTaEzTkPl4tl297cuiOZ7aT8cgN1y7qFKHBA9nd0fG8EfE9n2qVh6fQ7jRSSCUROhE7Fxp8h/2Du8CevNxrV9e9yTGMSh0YAkBcui6enK0tAss+VQtbRYYFzg8sDDzxmS2urtqN0HnvLW/wMw1deecWeeOIJMUvP8RtI4fEyYD3J5fbSwemUAxzi3a13FCnlwate/J3tMVjqvG9tXBeDJDpxYKqNVQ6xQK/fMQ55Z/pna3vDcustm62UbGZaDUUM1RBDcYBseYp1OSqvysKKHr8uSmlx3E+1VJbllred6+v28NGjVlWBh822dVpNT2OpKkVSzM4ViIwQs7mHIfy2lH/oQVOmnNe6Q7vS3bWXm9v2G8OuvSjx+A8+8nHrSZBTXl+krsbKbjYApbym9KEB62yGKhcjCQjdb/+ar7X7Fo7Yfkd1UC/b/NEVO/fp5+3UmYd85zR0wMUIM+ucoCf50DBjGoupDrVsDxt1TfrEGTItoTBMhfCbBcycwzjsMjIsXqFahBtxGZUkTLbugl9weVUc31TRisMOQwktub0xaYlmk44mp3Cejmjm6eqrTwcSCh6RoGDqkA0+vsQBAenlQ9gkqx78AfyDhwBPT36BE50QZSYMLoDw0O3k/ffZqQdO26eeeUYW7jm/1vN93/BNVlYb5Eahfqtjhc7QPv5rv2FXr11AkWFq9B58hQMswlraOwbJwNuBWNKBjZNMB0absEL6AD/i4EPciHWIEx6N9sjvgzNfbwEY7rQ52qmvxZOCSHtgYwN8TTrIQoC06MQxsuH4Yo11kHnvdE+cOGaf/exnHUfk5cqRVU+X8ydnxfOMHu5sbBm7wfsdyQ+Fo516+0G50W/C+yzZRJaj7CEnvA2qTL1Bmk2jTXPKA2v2OEsXJbE2NfSRpbp+p6PHoAMKqaOuvCSbCyWlIXmI0qNyS6JZV+14V35DBRwqf6k0KcIEUpkTJEmSIOufhaw/iuQtwYffUtiEZwrnTwlu6iDtYE6XU2wyECEZjGxi8yk03pWcnpmblawpOX2gF2E9Lsa7+gLC4QD8SJ/f1FnkDRAvPW8MGMQ3gD4ugDQifIQ5nA64eB+o35wWoi+ihXAT3avq50kjyhwgKXyQdjzhw72CeDnqBFmutCkDfdpg2PHn+pXL1tndsZr6Yy7B2J/wPgBukR5n+QZEPuDqRx/qyWktZx952D7z0ou225Q9qe+rDz1uX/v1X+f9xbDbs8uvnLNRb2BPf/zX7khm377lfQlBNPBzJIEskbNAQ8cPl638gPiG9QqT8Q7RcLxjKWYZjjwArhk8SG/y5DcKE89bORc6iu+VM/HL4sU7QDgXVmJQLFmYDKHJbmuOl3n8yXfIsl2xlRPH7T/97P9pDz/2mM3OLdgFWbwFKdYM+af4yaoiPhsryAbnjUV+nr8cQs9HI5U9lh4joWxS6stqhuErTL9KyQDvNI2DciK6KiZWIDSClwdbTaWzbxU1ROlJEmKsw5SAkp/joR8ok+TLeiIsYg5LLyv8SILvoZU1G1zfsoWpkuVnpWBJ4ehL2OxIcO5MSaDl1dD7Y2tLuOF2ZYle2Nqwy1ub1pZyeW3Qsavjnl0qqNNYWrT3fe8PWE6KKmVFcPhTdGGJgI+KMYUgwBItS5BgsbE79KM///NWz5etVKxYgQXyMxW7ePE1O3nfKWtKQDEKCR2YhqDc0A6aUq4Duqps1AFW3o33DA8wIimcGJHktgwXdtARYaCGS3qERUgQHxd5AE5D4eGgumE6mzTc8lW4xL/q9EjDHaMO8K/qgc4FPOTAgTA4brkBT74x/RNlwbEjP/IMfLLvOEdl8q5sHN8DHAWkF3SoiK6zEvTPPP+cfeCD32VH1tbs//zf/qPNHF2zhZUViU0ZIqWqH1x95cqFeyOSdwmo6n0W6c7h9mGRPQC8Cp/BW0BaoxU8iXz1fKWDpG4L/+BrXHZH7ucAEQUof4wc8UzyUy1T38g3MOTJ1Ct87teqMhIpGdFqt219/bqdPXvWcWW60afLFaHWqPtID22xJmOX/PyILaWVWlRK10dM5ZBVUe6DjOXHdy+G4mM0+j3iarOsB0Q+FUdpoxyymGiQgnSYtSAhp4DC84SKHCCKLEEuoHgwOjpSmXLqGzx+OCEZ7kZL1+8J3Q4DZQC8Dm6jSIJh1I3/VtgDh/4smtPHMcuEzBuwVEkFAleUyV6fNY4yehl1VNkJA0TdudKo3+GPvCPtAM9XvxmtjHL6b/kT6rBL7KY/co63fgI+ijmRkQf08HSRi6kPRml3ka+UMED2pIRRxyRH4pNk9acgf+rrhkPUs/mX8y19pNoDKn99o9/JF8Qzyhe+ajd33UDhpAH4EjrgUADBA748PCJ5UAf6j3LtS0mE406nZe/8qvfaH/qar7bnXzrPYimrVur28kuvKA8Ofzcpr+e/8kYkgWA0b2xO0M+Fw/4HlQtkLF/8Y2RyOE63FYQ/TMdzj9FCfec9GgfAa6QbT8K5wBGzM0rFiBV+xMMNp6VEqBGjQNAgSc1HkKbLLmRYT5evlPzWg8UjKzY1O2cL80tucV29et2Orh23X//1X7f3v//9ttPveINhPQ4Hd5MX633yskhpOAgWx0t5+VSofvv1X/IT/6UwYjAscaeXwklEuaDCP42cyVvMyCjeFA0B5hSTXn79nE2pITwopTanxjwnBVT8Z8X9vE89iGI+IomWsTed0gV8qkX+NSEwX6z6dYhzMo5GoouwEU5jCVeYWjQZs1Fm7PVTlqBgtxzW/O70nr22uWOvyyr69d2uzb/5zfZj//AfWp6pIwkX6I7gxmKlrJs72342ZFkmIZs8mlJCR1st+9/+2b+wn/kX/14KnpRxlFApw3PcD/7Jp+3JJx7zDVrEp9PCUX++jpE6Vvr+TcoZjRVeKU0XfJqL2ypcaKjs4AKdmcbGYuSdkQaAkTzoDBAf8DpRenAG+eBCQUWYQI99KdvsWpR4UbqMUOxZhWluAQIKQUCdYogUyjXHk3hOFz2B3u52yosRWvFMe2vH7znnHvLBiNNAVQfTReEnHIQLv3PjtJYTBy1IC6fq9qfzleObhNJoqmhz6jwfOntav/dtc7tjn/7My1LSz9i3ffcfsY9+4uP20MOPuIAbd2VVSzB96F/9o3sjkncJwA6fb0QSfgmAZ+4UUCLgZ3ZhEy+rILiMZhqQ9jrhxQjju6UF4ReQ+PbGQATAyCR8vb5+zfNDKQkgLh18pBGKrT+L6QxAPyJIMuilV1/xzWYc7Ly4tuI70ZWwOv2qn4+IPOWqPEYjaQtK2GVxal+SHUqXd+QG8ifJjLSm309o0JNpTM5AbO7sWnmIYVawumQAalRZgoNNPaQkKihmaqOp99HfHCOTMmgxUuWNooNytmNcb7pnbclkSX8bSP7KoqaQNttpu2xnadKe2jYyHslSHE/o63/1jOpFmz0EiYY36j8L+FNmgI1MzGygAOF8Y6nKS/2jpAM+26N+mjjQp93t+FpEllHtj3PeT1I3xHNaKn3SdIVZfvAKfgfv6ifCD+Adh5IXdc7zwE1kevwOIP6+aJMF0gEHNsFG2GwcTsKI/Jxn4xs7+ic0cVwEnj54I6EneROGJ2H2J+0jysY3nqOJToOLsP6NmS7RDxczVRF3AHPonX4DXg2j7DO/87GvrBHJw+ttIMDtgG9ZdzPc+M236MwB0UmgOPqHdccTS8d9FRaC30gzuWSxMgIjS0LxOWmeCsARLlthdPTOrMRVWBoamy84wR4WqavjXVpZdisMqwM9gSlm1o8dPbbmjZ1Rpo6Ut9fPnbMnH3/CNq6vuxLpwlVKF1ZJLMblRHxGKbG4mPYkWyxi8JGHfqeyuFOMVGYJB9HEBanCYVHpj8KI+eTv61PE1GwWKSvtqnCX9ic/lVlpp6lViSw5H/VkRE6ChHTlpe9KhwNm3bqS4sgxS1Lika+s72N0syTrfkaCe35m1hplCRLlXcnLApXQ3Rj07OLmpl1td+28lNmv/sB32qm3v9OH46k+BASC3EcSlT9rPuoS2iUyF+7UQUUdyo/+2R+2hcacK59YetQb10/1Ua4GfVtYWHDBBVDvXvdkIKBNQTMUfl/kDL0UFyHsiq8c31lsz6gD9cMif69vp6NqW2Wn/CCN5erWKb+lvHk+1L9+M6Lrlu3eUI2RI0hknOzJulTXUBJti2xokONmnWK96mtwuON4YXnJatW0IxVAMLixITzKZW5K4Ly1oo9UUtcrKyvWbLesJ5emcISncPK1nMKH6bHgZSCe3IzkQku/KTNPfudFY4TOmYcesGsbG/bia685r/eU/7Xtdbtw+aJ3VPXGjMKB47698PRv3xuRvEtArPAFjUjCO3cC8Bc8DR8zys9GGda+ERspxpMzbKM9pTYmnqTdTfgzINp14t+JpwBc4F3yWVpadGWGqWnAFRB9OzyqQ0eMQwljpIy239zdlfG/5pceXL961dfGNXd2XIlENoEbMqQ0Wd8NCl4Gl9X0QRMcwZtyyIMOnLEQlczbmN8epW9seFwUrmzG2JZshhCentLdk8yDHuiOPpOmLxiiLHGhpUMz5JIEvto68j1n9fyUzXJqBuvTpZiOW1LOJMuQcjulKZO+6ukTPjeWHNqTRFISTkb94Rku1crnQrYushD+1EMo8K5ECi+fuYMeCoOCGLSHB6LOyA65Tlj6DC+v/Hy9qp78ZhSWftFPTJGDxshk3uM8XZYcgTl5uCxGbqNwE5d+kXc5XyNJunL89m+T0lNPHv+w838prMeRfI27vyNM8BRlYj2s34g2ccSLd8ct4zAycN5OJPehDWWhbDxHoiWDQgxacGEFz74fmdSzXfFOv8etaurz9Y/+C0c/hy5CfumGoUTT9SuX7khm32gtX2aAee5U2ETYO4nDdyrtdnA4rXBxdhZWHo5DQ/O5ogQbGxoTMyAEAvy3smGdDsKANFA8XFCoU59fXPBbDQIXGGKkRtDb3rWhLKxXP/uSKxhra6u2sXHdlcj//T98yC3c1dVVb1QeT8Xl9HsfkaPRkT7DhcojHBuIUIDZPBKKsC/qlUNLckVCT5QiPxi1kNaopGnjnI+Csni8KytYLGljfUPJpTzc8807AL6U9WDoXwxNuVCWwY/jMWoNPWU5zrKxRrRbkBI4K3wZhXRaSbHKj/ZtZ2s7NQ4JOO7EnpKgQPs8/cCDPgJHo4nG58KE/Cd1xQ5zJyt1oNpiFI7RAAABRdnoLIjHInkOHcbiJS4Qz8NAXgg6BBgjk8ThUHXqgkbJ6DNKI8o1+QaOTotJPfPEH0d6WedhphBFCEc9pUROScgV9F4qMKWB0Bd9VU/1xUWbW16x+0QP6HJ1fcPLAc2CLidOnLCjR4/azm7Ltrd2bX1zS0repm232nZFHWWuXPGbjDBUwIcNPSj8bKJyvCfuADcBtItyZemVF/+4oBIvNVst+UowyTo/cXzVPv1bH7cHTp/2O4vZMNGTcaCa9bj34B68EcBbOHiQ44FYz+hKWYY/gXgCvEf7ijC8Z39ngfYcwO0etGeMLZ44lMlsvOB7/017kcxitL+vsJcvXnL3h971bjRcO3pkza5cueLfyZ+8kNOMniFTK3oykJCMcGQ0ypOek5E4ZF3qllEokdVpWQ1T7JzLm6+WbfbIsnUkgzfVvjbV8e8qn6HaslQJyeeRRDuzRCjfoonowggoo51MGzPzwzrEBXUBC2rbx2plOz03Y++4/6g9ujxntd7IyhLvRab2oZ8woc9BiYwZG0kDx41pclzQKlzArfyz79A15AvPqPdsGCArO+MbzkdtZejGjTVZhx/hiZtVvIhHPsED/I56ivCRX7zHb4BnxIlnOH6Hi/QiTjYMz2zakX7W3ep79j3yiCeDCDGYMBafMLXOs6u+gHXq8Cy8TVz6NB/xV1rEoY+k70YJhVc4aYT+M/rQOwEMli87qF4PRiQhDBUdTHYr4NvtQNFT41RcngfpTJSpUK4I56Nwk3gAYckfYPczo45UEvHx55lwSjim98Qo/M7JlCTtGL1kJKwkJaAoJabGCKDiucVF+govEUFSB9bE9u6OLIye3XffSasWKn6EUblUtpdeeskePHPGb4XhiB5GLX3K1q2yvFtnrNVTdhTerVa30MXH4EM5WW+hEqZ/fFNYsbzipjWcrhTJk00wWEaMBly7tm7cFFCV0ofC4QegK32OaPBjGnBKA6WCEUvKJmLYnpgTBQslcyknJUh0qYuRS8qjoGdNtGUXtcwg6zfbPmXPVG1eCvKWFMktCeF1Mf2F4di+80//KSutHUOd9VFZ6lQZ++gX+e80d22+MWtlFQ+FFr/f/OWP2Cd+5SNWldLkZZVf0UeF2X3ZsNdefcWefPJJ34wCBJ/4qIDAr66SHzsG5+bnXWEjP+oQhZSGhiVIeCxJaIeQRbGONGiY1HQaneSDqK330YD1jwgb+bsCjMWJ0Bna9KinfKesWpPCp/was3PqfGZt4diatXtdF97XN4WL+NIV4+HINw1FORAifpyKFMayvs/OzdmCFOcFKfacDnDk+DFbO35c6Eyps7vkVikbd8SASvvWbU1iz/kc+gSfg9tQ+EBbjvvZ2NiRwNr140jOHDtir75+0b7vj/+gL59ghDodODyy1z7z7L0RybsExAZPBcvAE7cC/MN9oeDx9I/REm9fYlMMNtpRkmcKI+dGO81LvOlr3/x7yi9kOb8nr/4e8hxgrXHIeAxrNvzQ3pEXhKGzBRwfnPKh3Ix0ofNxPBbvG2qXlZJkveQgsgPHOu1ZGdNDRvXxk7LImmJmgpAxyE6fmZrIrklGylf9iNIhA0YvkeXIVk4uQVlE7rOpjXG19WbH+sSVMchxcgooX9HAHeW70QemGSVmE6TYTqc18GXJEl93L2OPIZKFUs6WJbMbyrPLRQZ5KSrqA3pTe1IulY6ycHp6LspWmXDZwWHI0h4HhB/AOzTiiYu+1Net6506gfYH8SES3/ETTZhx8aVcyCT5U/8egjwmDnlFHeEcBcncNNKYZDFxkNEhn/fUH9F/MUvjwcmLd8eBIKHoJWXO09SfKAPh8A9lL8rEN/31+HyL8ISJ9xgd1Y+k0OGv7zwB4uGgC+D50GfrSRuBf4jnI9Pyo3+iH2cpG2n0pTdQYeRBe8KhX3i70bufPawn8RjNZMMN6exsb96RzP4Do0jGNEkwjjPPbYAK4nuqoJvBN7boe7ioqLS1fjIq5+SkcaGUfG6ePKen2cBBHtCTfPieFEWPNsmfCg2myXPzicLAhiiiPGsSTIzOMcXoR8zoe6rQhIOw83R5ujAZiZHc2h3aqVOn/FiVMw89ZL/zyd+xB848aAMpD2UpSF0pXygMHH9AfCsIZ4QVI5IoLyRPuR3nJGxd0ZqUz/FXNHwY9eK4AYbEURzyoiHHLzR3tsWkfatJ4CgXpU+5VE7FZXIdgcQwOMKFvDkyCGHFTm6a0Pbmli1W5xR3Wo6GPmUDNYae3LYUoE6r7YLXp+0bNetIoG3J3j2/vmF9Wc0XpLB9x5/80zaUoohyhQJFWRDICFbeOcaHs71Knrr5LQN//2//f23z4mUpWzUJK8KShzoG0QJF8uKF8/aQaBqKF4ByRIPi6cdQCKftnR0fRSAfDAKvQzVWn8YWT7i1H6Aykz+0QDD5OWYKRxj8gSQwUhzqghsMmNLmphqmU9KxHQUr12o2LwWQzqKvRr2+s+Vx2Ug0U6s7XS9dvOgCBMsSh1DmSXzOtCyW2PnIncAVd7wzGsIRD8Vy0bpsNlLeSYhKsKjOo61kIQy8rGDknfLzbSpXdF6ZF257SjPX7VgvX7avff/X2uXLl0SDke/+YznBhZc+e0+RvEtA7Htg/Ifc/H0H8SI8F52ot305WlooXnSE0eFmjaHDfJwE4g1c+c57mnpMYUmfkStGJ3d20kgoYfDn6XFRupCSigcOfu6j3lnLOFKbQG7Myvjb2t5yJRKldLoomaiwyGaUQcIoMbV370iEjP4jswWOneQUypJyTk95MhAgaaG85Ct5hryuCE9mpHbbHZeNIo7iCDuFV44paeKCv39L5YaWXcn1rvqSnmQsbmen7aNTxFmtztixIytW4jIBtd2+XJWLIfaTuuBGswJCNdJk+vtWgJwAyDPonYWgaVauuJKt34R3OTMJQ0EO0qE8cvSnfpC4G+XJkYNjRr1k/NM3OIc0FIh0CO1B5YebhPGwfNKTuvXOjA6Ub8RXPfCk201/UlmAGPlER8BIibDOZ7xPygEQLsoEX5Ev+eE4SkrR3TEg5bSRG6n/iXdX6uVcKZaj/6ItDEd95SVFPa/2onSYUmeJ0v4egW/Ug49QCocE9FOK5f0ba3lRUAfWbrfuXkUy4Fbh/BxFMVkw48G7vkUF8vvgqeiH0+E9N83aDTZUsFmHSseagCkQCCkujoo9yEdMgqIA07A+DEHC8RDcgY3CQuWjaAHE4cgemCsxhnhJDRslbNjp2ub2ris0px98wI9H4LYXlIQLly7a6QdOy3IYuBKFoOHAVNbOcSsOo5Ewl4+ooswqXVeAESxy6axEmFl/QUVPlECUSdYj8dvX7TE9IvK0d3esIEZmDSJKI9PRBb3jXKkUo7LGkfIn4WdWkaD0NTlkIuuWJsQajJ1RzzbF1C0pvVUp3Q0pN3OcLyn6XNnetNeuXbLX27u21e1bR8hdllL9jR/8Y1Ik2WgjS3+iSLqwmQh5NsBwQGzZy2hWVJn/6l/4UVubX3CBi6INTfqiFyO51GdZShZCc21tze/SBVwQK13SVLP074xAqgSOHwowU1muROpfWIHONZRzEjcsPEYqQ1CkIEmAi2IiPIJB39W4R3s9p3OtVraF+UVbXF6xYqVmrU7PdpmeEB1mZhu2cX3Dtq5vKv191VXBaqWqzc3P+TQF+DGawm5UOikOdC+Vyj5qjSvpO8sr4N4xOwBVh42ZulueGAtU1VhWBTgGvgHwchboXOHXSoljN8a2ubUDV5k1W/ZXf/jP2Ud+7metLZyLhZJ1RK/2rvhY1m1X369dvLMdgPfgDz6I1b/4iuQEvF2JL5G13v7V6ngG8J3fA5ejcHlqbwGJr5PM9vatMPHdz6icAPKVzhVYWlr2sGz4iPyBKbVt5CtKDI0/2/5pKsiNjowp2unq0TVPTz2CjNJtP7KMdMgH+cXZu8hQn8lRHoy4pnyQbfgJP/0jf9ZK5tSuXJFWGDbKEaAq+TkrucGO8l1GECXjfFQPMiD8VT4GDPFDafBNN2q3AxnqQ6XHvnKOBGKEdGZhwbhtrdm+JrmwYY1cyRYka968dsLuz9VsQ9JwX4bhROr53+TS78MQ9eL4y2UBeRuKOi71gepjRcSoW34fxIXmE6UnnbIhvMUPbEikDw1H5bgCSQSVD1rhgi+AUMxIlzQjbyDRP+Ee/j5qPEkjq/y5U9kjHL+DR5m944k/gIIJ0AffFF8OgA0jDfLmGekyeJTFkzwSTW6EAQjj+XM1o2gkdcQG+k2d8xzSnygs4cCHd+rA4yg9DATW/jqfkKf8e/3uV5YiGTfbAEFgChqEdsJNQE3K/zJSyGdGIdNB3PJXjRADi4WEncd5TJwzmJxbCyLw2Ifl5UR1n+JVmnS0XAxP++YYHK6jY+RILZBcxVjyVxiYgnh0qHk1OHBF4WBBdlVK0szsrFfKQEoFa9dQJsELxuRJBVIu8CJ92ofvwJGbzmMRdCWI2HyxbyePnbTLF6/aQydP2G985CN29sxZbzqbW9tWbcyKWcCXnbgSIozYiZ5DGpkUBBRW1thAErG6MqERpYNzw5Lx+zZFV9ZL7ok2bErh5opmpynrSA2DO0oVBob3jTZSgrjaKS9XFh05jqIgWjDNLdtVJM25jdPp70qecdfzyEoKd9/MjB1RHkf2S7ZYKPtaju1W0zZkIW8oXF9WMPeDj/aL9kK3bX/sz/+ITVVKlm/U0tmRqhQOIXfFT4B6vDeQYCqS99CKUtD+zn/z/7E1Ni/lG3ywvspHQ0LZYu1MXcrk5UuX7fj9J22n3XTlkA1DHKLNuWXUHVxSwYgQ7Zm250B3GpsrihJ2E67xqRV5uPINMybLU/U7hlZy8Jm+q5b1T/VAXsJ9xBWCUtYHo64fZrt69Ig6lJJ11RGx8J91qiwjWJeiu7u1LsWtKIWRI5BEb9GjNiN6zCxKSayLJgWr1GesqPeGOpV8saYOZlbhZ6SAV2w8ED7ij2K+7J0tghQhgdJ94cWXbK5c8117pM2aRrcBGC3Njb1OfXOVvoE/Dh5gNJfd2gWZxcNB22aW5+03nvuU7ciPNvHw2x63+uq8vXrhVb/+si8DYfP6+j1F8i4BscRTruvoJSubfz/hVmnTAXJxA0YlMjTxYQrHmj6kgl8jKrlb0HeXavq9J3kHvyL71DhdFvpvvAgvGNGGJV/YqTxQuiW1uUajbleuXPZ32gdrxAlDIyBPZD4Kg/dXqIySc6wdpjsbSLmbkcxhox9LXYaSqe1W2zv5goxfZBPX0Y5EyEKR0yiELYb+npRXLsZnFIn92MJXHYS3S/orlExQpweibWLUz843rN1v+73iQ7XJAWRT+lOehn5McAV8OQDl1++Uhn4rC5YYsRGjkCvKwJ+xuuRsTWUtSVYV5FbUlxxR2IIU5bJkSE/94VAygnWX9F+se3dZoex8yY/6Bvoelhx4Lap86SBu9ZU56gPPicykfKq/aZ/hKCi9VDf0scROmwHpt0xGKoMk8lN90Q/7jCFySvIsZg/dKTyyimfKinDqNUUf6onBq3SYeuobXcn2f4zqSelSnk5o/PiWcem6WeFENtS80uON8PBJ8AQAX6HL0GcV1N/Cj7ix+gL4lfpD0cf4wFDg+DrKnDbECJSPUnMHff1sXz1z0Gvih7FCf8/lGKyB9b5KjhNGmJUcsW9AcjgN2KnfGfQOyo1z2iot+iqmxHkStNvvfYWNSGYUyYAQELgswFz+nPiHdeOWjLzwD2sg3iOdiBNPOlW+E590IiwVChwO7xr9JF23LBUuhInv0JZbXl1JRxaoEeL4xqJx1t9wbAQLvMmL0SPi4sg/CyigrCtjanB3tyUltOtTyYuLs7a9veX5fPq5T9uDZx5yJm41md5Qoy8xyWu+trIih7LI7m5f3+hrN2k45DApl9J02uGJE+8z9YmgHvQ7trayaudeel2WOLcOqCxiSkYbEdKsISECVrMLK/+VGivpz6m8pMPoFAeWN0QTRmSZAmpLUdkedK2jxtoRQzfVCFpSAlEYTQrxUG63MWPf+Me+23Kyugu1qtM+KYMjn8b1elJ68ENZCmhOjaYnQf1v/vm/lCGgshdqqfGKVoSNemYk4JVzr/kuSBoaa/gQVxWOGFKHwdQ5EoiRZOqPUU/KxaJk6iXWQ7qho8YedUj6YRWyzEHdVwqjbzRe3lEOB36FoQSwFMLVtRV9H1u700ZeeP3BH76+ULijUGKQ1GoNW1hYtLm5eT2XxEuzPoLpB9ZL8GwqzrUrV+3q5cu2tbFu169esavqAFFEL1++aD0JfxRR1kSO1dHxm6sW260d29ndsb6ETIENPiov9Qc9EmVTvQLBo5QDXsdgwlp+5NFHZfD0xfMNlcVsaXnFPvxLH7bv/t4/Zi88/2nrbzWtr3pRG7inSN4loObks0ghF7+UwK5tZgTIGRnqsusWEO0Sx9pCgPYJhL8kn3fgzKa4n5IiNYxHlFTaMhv0OOKH2QtG/wNilIk0vR+YoBFpMxrpI5JqE8g+cEWWtDFWkWNqOwB5MatUKqa7mVGqmEUBE595oRVOlDBl5G2SrJAqnqX+UBcL8wtqx31rtzs+7YlCnXPJpQBq976sSr+gV4yypZTUhyofrlhFviKIKii6kExhuA2MsrJJqCbFemVl2Td8DvdYJ468ox+VzKAPF34D9UeD0dgVPlJPaw7Jd199B3mpDAWVZYIDjnfc3oSI4Q9/JR678TuAukEWQXv8qYfD/MhvTz8DhHO5rbgY1Mh03iEkvAAe9HN8451vN5zkJ/koNDvphZYPxPjokhzp8u1g0EHfPG3S5At4Sr7S7zBLpxRd4aMMQOALjpQtXNAjysg7fEM9cjMUvMQSOnBmcIbTTMiD/h18uCCDHdyOk9IAn8CTgRRkOf7MdDqoOHz7/xtFEueK0ISZYJnwxwFRCeGy30Tpg7g8D9zke4SLOMQPRTKbb7yzO4/GyEBnCBYYHmWGEUkUytOnT/vaGSCLDy4AK4N/nGfmFqOkESKl1d61B06dsstSGubmZuyll1+2tbWjLujYdNHrdXwkzY/IIZ6sX/BCt2N6JFEInJWv/PWSMhTwxZ/CiVE/fLY3Nq27y5mTUpql9DG1zRSMW/s4hIKScMGkGNQMU+RMlfcliBkNRFErMxVKYxMPMzq6u9e1IdoY9Jfw3JIiVapLcZup2+ZGS9/H1pEC9a0/8IPWVsp50TSrFOKCdqPhniuSqG4jCe5/8Y//uc3UZ0X/ou+Up25ogMT3eKq/NmsjRZuGlF0ObFdiVpISC90oEE8aYkt4UY/EceGAYFBY3r2xI0QmEDj5u3BJAiB1YNCSc+Fc8VO6M+zgVMNvd5rqnFQ20Xs0HPt5dOA8NzfnZUVhnp1dUMfDbU011fOisXvzyuVrdun8RSmOV/wmH3gEwVJV3Ysi+k090Dnk1YlVbVcK4/XrV60pBbVaK6saRj4Fx+atZq+t+hX/qw0OlTb8QheQH6sbOtQsKR+OskFXnuDKlB6d5vLysl3f2LK1kyfs13/t12z90hXbl2AbYAwN+/cUybsExOous+H5LzVwl3F0tPCq++nJ78AnZENArBHUB5dbSbrSTidheBCHh/6woc6VOvn5KKhkOAolBh6/w5DNgosznN5dXkTqyB/FR5GkfdB/dCUTt7Z3rF6teR4+cKHA5OkzUt62kkwlH3eO9w2FFRmECzwY/WM5Djh0Wx0ftcPoJWH+MVKGXPJ4pDWJzzspgzPl5HgcfFxJlELSkEHPpQMlyXDSuLZ+XcplR3QY+BWBuTKbGlGoxtZXnJ5kYk4yhk2ElIDlT95XKBByCYWSL9A75AnvlIJ17OATsiXKri8eznEGX7mDuIcg6AHE+410/IfHB7Jpev80AfLGAXzP5hPvnoa+hUEReYA7YYgffBp5E5O+0i8G0dM335LOJDzhiEP8wO0wRB58IYyPOioNeAdlkKVEKJcYRwweEc4PMR/dMHzA2cMHbnLwgivVShNE+X1XKJJBSFwQFseUIX4QD+eEEHhYEc8JIYgnEOEiLJDC3yABRCUcHbg+HlQ6T7cM9Y130g0GAahU4qBEelwxhzf2SX6kSRzeqTyOtWCkCcHE6BNxIj2++32wOSk0yowpB9Uu2qiEG+ss96y5mwTQvBQORh7bu0179tPP2vLiki/0pkPf3NxS45837vD23d0IKNEGnPjNGk6UF5JHyALgB96+1lEtng0brBVCKO3sNFUOLM9EC9ZFemCF9SF4pmX0JKUpGpYspP1+V6RIt6uwnqXVbto1KUDd7kDhxMhi8am+hJcUjaXFZQhrL25el9LTs1GhYktPPGkPv+c9lmNkU0LM62vioDmAFY9yvsxd3fr9N/7KX7eta1tWypfVwBLtGeXjubm56e8cS8Nh4y0pkwtLi/6t22rbWAKPOma0bXNry+ue397wVSaaLh2MC1/VDaMiAPgggKMOqWuEslegQElIOHPgN9MMVKqU1nLBSpU0qrfLiCDTHNMF5wlGrjnn0o9hUsdQraJEVu3VV1+z1147Zy3hOhiIfkqK0VWuZESJRJlEWJMHODKFTqfFCCu78BlRAM+2OoD3vP9r7G3vfY992we/237wz/6wfeCD32GNxQX77Isv+YhGSfzHpi8n6gSC9g7kJyE1v7BoHA5MIVmTyiYwzpJk99+Akd6RaDjwIQvrjAb3FMm7BMQGByOSWZeFw79/L3BTHuJ7+JumhCHHZQDwvlqet2XChLwFvE2Shv4hq2LUyUeW1ExJh+8+Mqk43r5ptBkgDUYoMZqYVXr99ddTWIVDfnt+CodDaeI3cXAsN2LpS5yywKY5ZmvYQIMCt37turd35D4zOOVK2ZVl2hcyhenbdHOZ5B546d3llMIqmyRlXDHRU5+R+wxmsC6TJS1cnqAICT/FRdzzK8rK02k5wddH44QzdJ2dn/MRVWTm1auXvO8qq7wohIV80fZVpq7KRvyhcP2Rv/Sj9sE/8QP2DR/4TjfWL12X0iljtcRJFMWcG+Z+25qMf2QkOGVpp8xVLvp3ftDfg9NEuREEzR1nufAHsr95Dwh/ypby4h/56S/B+aby4sM7eAVujNS6cjX5zfdkiOhVfk4n9QPBU4THP9LEgOAbNHW6ilDIfLpOlrwJOS9zDFCAY8pmoutMeCnKy3ee3t8IefpV+AA/RhZxyG3y8E2YoiV7L5pbO8IZ3HMTfMc+Ag2OzgNiCsrZkxLqeQkHytLpfYWtkbyVIhlAwSBmvPv6RH8mhgp/f9f/IHwWbvU7hU/5ZpnT/b3xKQ+3GNJ7UipTJx15oNDgUFDy5XRAOEwCgDEjk4ntEiAYqHiejFAyOomVy4gOFY8/lutBIkpFWHgKYOqWjFo2x05wN/eMrEVndDEoI5EvvPhZe+D0A67Unnv9glUbDVccmf72qW2lAXOlTTdKy9NX6pSPd56TBgJNcJyN9uKnX1Io1pXkfSE3Ey8kxto51k6SdlUCpq4yLFRqVkMYSIFAEJSrTNnk/HzHI/NLdmRhyRoSKuXpvM1ISapJKWa/+Pkrl2x9PJQyMrbeft4Wn3zSzr77nVIqpQgqPJCtJwDab6uRcM8t5yH+o3/447ZzXb8b8742x6dkVDfUF3RGMcPNLS3YCy+84Ff6MYJKaqzBZAqq1eSKSPlQx2SiJ/fdUjc0QBTKA8ttgsdhnnNhIoo6kdRbEZe1J9WKyjzbcH/uloW32AA0vzDvtxzRAbBpBpzpoFDCL126ZC+//LKn4cJBZQbAI2iRdWi5/o4Q0U/ugcVCrc7N2Hu/5uvsmz/wASvJ4KipU8xLQfXJDCm2K8dO2Hd84LuE77Q996lnXIAz4hxAml5mQEovyuzx4ycUPCf+QuhxZSXnusFr6hBl5EA7RnxZF9a5Q+v2HvzBB7HC553afqNvvxfwq+N4utNf2p7e/c5+tTt4NClZN9okipg/J/wbcoQj2/DhK/KPgjmfeyh+pnjup7ikj9y+//77vT2iGJIX8jv6BfxJ/yB/4etKhxwdN50/SgVLftjAxwUHHBWEhocRqwh6FpWuFElQUrsiPKj7TBUOpFBAyIP+CR/y1DsjhfNSAJmmbLc6KbwcXayvi9SzrLzBm+lZ5AmGKIoDfigbKLu+yUPh+4Oer8WfqacNfsUit4WVrK30W8J/rHiUbywc73v0YdtXu1+X0v3Qo4/ad33f99mDD5+16zLiL129IgVHskH1NOgxmll2+RzlwTED4iOnLnaoheToA4EoCw6I+sxC9nv2HeDdZTvvn+NSP4uD2ISLfiA5vvHvRhz6YpQ3v6hD9HclU+HoH8KRqs8qEl79IbSKMMn4V9n0OwuUK/jnVk/4EN2EaNQ/fEV/4DesycF/LD9wfUTf+u2O8w5KLcot/JTw5wpKbgFKCiUJej76xu9O7ytsRJIdgEGoNwIIlN2ZnW2wHhda3CKd8Pvc8CKonjSm+EYljVW3VIJXBPHlUCRF3aRIKEwAnTvKX6yt8zRwExSCcYGDfAUoC4ySse7mvvvu83esUhSd/oj45Eq+e4qI4qKnEqXyYd6OrDuGsWn4M4ts7BFOisJo2sc/8dv2jne+2y/rX9/c8CkPpiaqtarwLAhfWZWZEQX0Vo8v/H2dnPwwsjodWSj6+MDpM3b1+kVr7rYlZFRWlR/mQahU1VQ4MqgiGjamS3JTVpFfVbSrKo+qwpfZda0ET8wvWk35V6W4wMDbKsOlnS17YfOybebVsKoNWatmzeG+rT75Fjvz9rfbVL2RjtBQegg6ntQXePObnWak/1/9jf/SGqWavfriq3b86EnRcOjhoDNxUHB8Skrlw0qmoc0vLXoapDVos8u4aaVcwdeUMOqIpThmRE31SQOk7gHvLHiHThleoO5xar2Jj/ZZx8NaqH2rifZsPGI9ImuQXHlcXJDQX/D1hdyeA7DZ5rXXXvPRakZBxvvCRZpsqSRhXyB/bFGmLtTpqFw+oqynd5YIFdWFxILtqxys5inJ2FhcO2pvEz9UV1ZtID4d0FHVZqQPCifVWXO66DQfSTDe/+Bpe+jsg/arv/RLosUNEeHlmjxJHzh27Jh3ogDlZcSCtgA9oZEvrVD9s1u822rfUyTvElD1uiIZ/B6Oeg/Ivv/+wufmAa/R3gHaOgoKzwMcwA+ZJXlPx0rbRby6ggJbKxghnbd9FOxGm+YdOcI3gCfLiMiTSwDIi1mRUMbS6JT++zMZWDwdE/khh1jTxnpJZD14ssSG31x4gDxiRAnUZ2bVRvXdBxfkwcYMx0LffHQSee2KpiQTfY/8wBwDnkGGleU1GaKX/ZswU5nHViAc19UKD78VRXkh2ygn77IffRc4abP2mSfH2DVqFR9JbPdHtqN+YZMpVOFaVv6s95sul+z+Nz1meRnKA71faratI2Tqi/P25DveaT/4p/+k/fkf+4vqMIv26rOfSbfSqDzuUpFckYS+acNK+iYfPW+m/0E8/578DvsfDg/wjP444hw4YRDv2fgA79An/OKdn56m6B7fnIb6ng0PuJ/q3c8YljdP+hPefaOPp5dcxAcivfjGb2A86addMQV3FEYp9vAW/VxaX6t88Fc/Ar9EGvATfAsPOP7oLvJnQxhAmvzuDe5sOdIfGEUSoRRAwXBwlYqID2VSY6ahpilOGnYoABAZ4lKZJJb97UTKVDLvfPewAkZSQinBL/xVbf4kDxzxIy82dbCouSoLjeuvilUpKgWlAfHlOGeRhc6M+eHImtJ5afimJ7/ptNmBxyjO9vaOT1+eOnVaQqnpVxrBBizCRnFE0yOm8xC0IAWmBxjKFpMMO30rqUFXFR4BwghksaIG+/xz9qQad2t3x4XTnsKU9X0oOvr6QEad1MmjBE/BS9Mwt94pvsrCTjyqYDw9tpMrJ1yIXF7fsikpZ/19DjwdWb0sIajgTeGyOejaxl7fro0Hti2lhwnsrnAe7jNMPpQCIyVNTLy93bZtCaKNVtsurl+31RNH/ToxlMjLKv+2hMiD73mvnXnL260nBZjjfZy5pTBiJdPEfGRV/jvNTTs2t2x/8//+N+3B+x+0F1540UdiVSyhrj9UgP6jqHE+J8cjUJczCnP+tXO2KEWO5QAcju5WG0RWXvFkk1PqdEgqNUTi648UNZQ6vcuPvLzz2BOfkK1zkf6KLrB3SX8KUhgXFldsaXnVypWaT1uzkerC+Yu2efWS7W5v2rDf9TMlcQj/vT3qg1GDknDhRE8p03LcJYuhg8AAeMeowIhh3SVKK8f0zC0v2+zyivKetcpMTQp80SoFGQCFisfjEPq8FRS2ysp/KaB5q4s3io26PfexT1ilRocytEJRwg36TBX86Kk3Pf64+CwZNUwxwqc9FuarU6GD9HYjejAKwj3fUjLvKZJ3CYgNbhqRPJCf3hbkAW/iH26iFIQcjni/K/DGOHFkpifJoRz55gZ1nHxK915LDqtNoAwRWg0kGc2Edz/4We+gE2WR86U7KJyKxOZCnshcWjtloKyUASOKPoFTOUifdsGIYzrrNuXLmkNcTNMiTzizl/WLDAawbpqJSq7QLUhm54dJ4aCjZ5YJJcOPd8NJQaPP4lxcnxrH6d8e61xUNuifrqxFcqgMQuHo/ffZTq9jPQnN4T49UtFKhS6TCsbadd9kpzJyOolfX1soWUW0w3GyA6O2vVbX2kq1Ojdvm+2Wbe5yukXZyuQpHFiWQ2+XqzTsyMnT1hSBy4qPBJsu1200XZZSmbPrza4tnThl7/uWr7Nv+1Pfbx/60L+1EYa2+heudGTXNrSFTZAf9OP0z2Igpy/ylArinWd60QN+i/rT83bvgLBU1EQ3aIjM5DenaKQEEz/x9DXuOPwm3/idptuTMh7+nP0Y60oHfZRzhfHoTHmrLOLPXq+l8sA7Yi8f6BAWeocGpBnpkh5Pdocz25jWVCpNfWckkr5vj10BKjd9C0MHw37T9ocdG4h+bOQsTJRD0uF2MTUOpcrUON0anKx3Z3Om3xmZRM9JZSMvvTHrdEcyW8n8wQcYwJlpAvwOZTEgmAQmzCqZ4X/4PYBwAOnhH/ETM6eF1mHdHqSrSkQJYw0bmrx48SaLIuDw78Nw+Dv5nDt3zq3ck2r8XE5Pui4EJ3kERDzwZvpzWwrIxvq6bV27Zt1Oy07ff8p37D788EP2zCc/5YIOKwTGP3/+vG/KII2Z2XkrswZPZSmWq3JJAUBouRUM007owWHW7/mqr7K14yf8mr2BlEqmdq5vbLiFzqJf6oRRNByjqxucC9lr2/rutu0Oe7be3LEu4rjKbQmylEYDe/jBB+xIZcbqanw5xZ+REsRZlGurqxKyHJmksssfoe07pyd1H47fHKNxTeViapgwKpyVipWDeuMeVqaKhzIA+I0DxyNHjviUN7QPvgjaRv0cdllgM9QB0KH5k0Y/EK05aHzkxsasrPRFWeaLCws+fU44RgE+/fzzdu6113wqmOnfcC5dJvVOGcA9y9M44sR6HedNBKL8Ge2EVoSnDlWFXu+spwR/6MUUGvmwBIJd4TPzc9aYm/WRa6b4K+rUvulbvtne8e63GOdvlirCRUUnH+IvqW7inXwA8oCO+PEOLs5LCncP7l6APwHq/csJ8BuATAhevFW7zcqN7PdsGCDKBRz+Fr/Jk7SQg6xtxvmacOUdT8KQFk9c4OVKbxhgMia3NzddYSUs3wnHshbSJx7GLu2JTXqspfQTJiSnp2RcRzvzNpnI4GkEbsx4IY8ZtUVOdwdMWY+tMxhaT9b7UEqz/uub2bb6D1czlA79HEttKFdR8oWTIdjct7iYzrAl/aAFU+fQnXKBe+BDeQ7LgB0Z7eT77z/8K/ZjT/3XUr59XES5qvyEhU5Ki1vbeI+javzIJik4N9ztIeh9GLKxs+53A9k84KeDNqA+gKOF8ijpcqyR3xsnmgTNiOd8oDgY23px57vcM44w4YAbcfynv0N30nWjQ364NACS0mCA5DBE/sS7CfcJRH53An8gJLzKc5sRyfQMRuSJCwjiRnjeGXUDwi/rsnF5x0+xPV58w8/zIjzxRMuYCmH0Cz+mnLk9hB4apZLpBEbJOEMRIK2bKkXxAocsECfwim8IBKZJOFvxoYcfdmWSsw0VSB2/FAkCQRpvcvyFqRhFFEO5NT7yG2N6EgaVfNHKwhM/ZeVrAufn5mztyJqsl77tKBw7gdVyVZ6ayI2SXJIwU2CUEikybj3pXQi61dyW4JmXQtTa2nY3X6269Y7gSVMRThbfAIIutF9UOijb+pGXlbQjhbPV71p/2AZju2952eqyehuy2mpMm6gBdkXvDQnNR7/u/TZz31HrKY0q5yEKr33xCbRFQYJWTCVxqPaJuUX7Jz/5U3bi2HG7eumKCz7W+QA0FJYPEM9P/VfxUKSZiuIoDt9AI6IixIGoOxpnNKaswOQ77/5bzhv0Tb9Zv9pUnewJP5PyOGMLi7NOl9fPvSphfMm6bVmPe+pkZPlxZulYSmeODVbOjyI/owrwDZhllnIEv8CjRdGCnZk0HXGBvqkO9IMWsLy0oE7ovAQxSmDNFcdyteZ3mXNDD2dmcnB5WZ0SU8/T+j6lnoB6LFVZ2+jWqH3D13yV/bN/9i981CGtsUHAm505+5CX1WmhumvuNp1vWa4A9ehIoHmW76Ww3xuRvEtAVXogs6N+gZg2BLL+RACiDd307fcJaDORPhCdq/OgfruCou8YX96ekG3MCilK1lGGSIdnFlfaR0A2DPyOQ3k8efKkDzKw7pG40XYjrXjSX/DuI6ikgwLW6/tmiZraDjM09GctKW6ky+YIxpRQrtzgVDv2JVTIXTnHW+kgGxxnlY8ZPI5zQ+6ePnXKj/LptDoeb6iGOtybsgHKrN7VjP29tz+0znAgBbTjGyRRHDG6y+ofFmfnvF3X5dgswiZB5BTrsMeSp0O1/5MPn7VhviBFl9lDyapiSYovhrCMXeFEv9Dtj2ygDP9/7Z0JjJzJdd9fT8/0MdPH3Be5PPfgntKu1joSSbAlZWPLkWEkhhRBiBMkQYDEjmMEcZDAQbwGlBiJAMcIYlhG4sR2YlmH41OW4V3JdiLFxlrSrqQ9uNrlLpfk8pj77J6enpme/H/v6xp+HJMLkitymnT9h4/f199XX9WrV1WvXt1riuuhg0fsex97zL78f78iOchAzhVsRWFnVX+pFev6j92CkFGSv5CfLrqqZpGGJA2po5P7ZLFhu6cOkt7duRfpDR/vYCd9Sfw2dp4JF+8ShHd+VfxC+rohJ0qQ6D3qKEDeSOqNix1g4Z1/p3fpeiVNrFdgNA5ibmMyQklclAf0npNo2J+YHk4fEWvXF+SD4IeH367PAsFfmud0nHmWfLd5e/RIhsgh5JBgINzzHOCOiAcBhkQCvEsLCYRntKpAUDohMSlVDI3k2YORwiCixwfjg94hWnUUbncrpP0Pzy4H3gUKCLzgL1d45+zpU6+fsVK1YnepYHLW8poyjBjbIZ8zqSsioYCYWjwMx3IO8roUx7oq9rnpKesrFmxDBimHt68uLttT/+8rNjzYb9XKgE3PzOl7GWW5Xt/QGiqWyj4BvEsKQMzIc8lZcW+pNLNlT4+U5Hs/8AGrDA9bt9wz3MzeYczvWanJMEOW7XTpkrbaVsszK4XN5tZjA0PWashoqjdtojroC3XEtKmdbDW12nIUBH1P4acHDwVGhUWrGnmHtCWdQiEoik+G1j0tVegYpkEpg5C+a42alHJD7je815J8MjMz4/IOBY773emT/p1+fgnaz1FmGc7OVnwKMsrKpaKV+gpSjF02vzBrJ0+f9KFm5hqxh+PWxrq34nP6jyuNkkD0BkAY4DRafPsShIIWDiTAcygLxIPV2ePjo0rPpOHF3BjCQXXWl5eMTYcBcmMlJpOsSSuSgcqJBWOkdYYJ9UrbJaVdH3M4+wckyz6px2S+FvGlzACu9IBCQbY8ww3hRNzeCDqYdN9rhPIQyjR5MlTiNBQpNdy7npeucOupTeF3sCdC3t1d5tO/cUNYEHme8On5g+6//37X6bgJYUKhbnJe5RU8cWJMS0ZVa419IGuu79hJgt05fI63XBEP6gCfjyg/cmwbJv1CA917J1V2ffhb73yqkvQF39TlJ6MOC2rs7T90yDbRPfArg2NTZX1LBuI2V8LYbEm/F62s+mH/of22/8Ad3pvJcb1MAWL7N4bk6R31BrhkTbLDH5Mrmd/NcZH64TIJaQER30DdPQXpmR5b25ChLB2jKsGWxCfb/wwMDdvDb3tUccjJ4NQLwtTzZJEteQyJBbp2qBq6LL1ZhPQFoeeU+oaRKe591w7JIz26BPybVD7cTeneSY89+U/f0GzIyF/qvCRPkgqSE2/0jEU3sBFoN0I+dj50n8y11O828exqcalpvkdQPP7CfBsnhOIZVRVtSvBcQ6Jxz3uuLpiUmyAoruE3RKYGfBfmSIJwBXQLy7EL1HshpQzqKuCLKii0AMp9JaUxCQufCk9BeWHCfZtnwgT4EnhJFyg58meBr3BPvFA+fM3B6qwi3j+5z7f3WVqY93k1LJZhdR4tHHoC2RyWVoqfTKLvWmqdML8CQ6ImA4/eyoN3HPDFOfTiMS/nmWe+bn/lne9Sptu2OfnbXx3y1p+fWKPMTraCXyZAi2EaX4KMHIXDfoNj4+N2Yeq8bTfqbmw6TzL2JsZGrFfGHYtLRvIlq+Z7nYpSWH16fsfImI3k+qyQzfu8kZp4ma6vWKa/bE0ZnqsKaFZhPPTB77eCjNVVuWGukCtHEbIFKFji0kAe21n7jU99xsaHRmxuZlaGmlrEMnhwgxHJZtzTM+ftnnvukkGaFBjffBW5I/92od1UZYD8UcCEE9IDpNMpgDk2cqA8IqNJBhv9gUptybTmvxmyqtVk2HsvQ9nlSuucrXIIkiuC5VkLha6vXWGK9EJKR5WDvqH3JL1KD0L78T094tsyAovlsg1PTtj42LB96ckvWq8qGHplOZWDsNgqibqSXkNyKz0cTFfguS+0ykgh6Y/5V34muD5i0v1dR++2L37+C1bW8/rqmj36jnf4YiXKBfJisRPb/bCa9cEHHvDFXYDKJuR3EHskbx8oSV1nh7K4g3bxIM3T+pQPQCg/IU98R5GyBkI48Icu9UUEekbe9zf8p/zthpFu04Q7HyLUt6GOCf7RI5nWA+l3gN9Bh9BDT8/k6OiolwUaxdRjvHe/9VlS4hJ+k7CTZ/DcUJmi4cfCCeZ34yfEggoa1fjDKVzMZ/a5dP6t4ixdQO8r4uiSPmdqyqaMGOKUUfiTExN29vRZK3H2PukgP3MYagqX/WTplegSc2zf5fM3JTt05fJazZZUl0Bzi2xjJB2L0Sq9tC5emmJgSnXVQ29/uzXVkOVo37z0dq7IUHyyB6UbPuKjr1ix+aVF35idkY4/+8pX7NvHv21jw2PGsY91xXv/gYPyQ3GvVF33yRMiZ03pKijDegnxTJxZaJgsNlS9i87x+Cse4i/Qznv5gcwxuF32+vPRN70jz4Y8w5X0DNd0ugck+vpihxbpC+mRv03ShXSjUUJHV9IRQjiEAfGtQuC1KMkHGHXoZK+X/De9rOJB12Q6kyQpA3VL6ULnkbuV08QiUTTdreox8onqMt+GSJLysPQ9xmy4hwdKgS9E0zM3OglPz9Zv1R5JEmw3gZCIgcK78Buk3YaEDbicG4jfCDNUeCHT8D0CpsBCVJK0bsGmWk6Ls3N+NFRGCZhVUFAII/idpss93w3CDO/YbiYQYawsLNrshSmfP8mmtiglFAkZwlvdrQ2nTRErhelp8jl6+naDc5sXl+zCuddleGX8tJpzp87YUbU0n/zC55XptmxkoN/Onjkl44c5fQUZJRXfQ6xQ7rNcXi1fGSP0zhIee5ytSTbSJHbXQ2/1BRoMkRJmXq1kV3K6R6YrMjIXayu22mxYTdRgjo6y9JR4a+h7FM+8FNbA0JjiymTyXltS85TWaVeuKJfdCleKSH6lKaQjoJdYQvOMT5qFdEzSrOk9aKury/boo4/Y2bOn7PTJ13wIySeYY8TpOz+tJuVnyAO7kU4/iC908cLMkZJrUrZrtSWf8MME9ILiUylXpbTZGF2KT88ghlcg7n2CucgXvXCsGcM5IlbEQ4EvrmnKdsvgU6y7FcaAFPDg+IQVK/329NNPKw171AipSQ7wpnzF5H3Fubla9/yLAmIKBPdsVouCR/nke5Jth+ClrnQolPvtzmPHbOKOg2pELfsq7abiFtKAPEh6kwePHj1qzz33nPMayk86PSJuP1yujHQq0JmQr5ptl6FQjoPuTV9DOQPhGfk4TeH73QTI++ggdl9g/0kOjaCshHcKyY09rhCGnoeBzpc+ovLHPQYpPZRU8GUZZXRyQHWflrNuC3Oqi4oFn+/M/EmMJkXQeyS7Xa9gWMrok1GH7t2QPwcO7LeZhRUvv0U1OPO5Liuix2UA5ltqwIox9KqPMKjxjn8NVUYbMjQZlSqVCm7gMm/S9YsMVeLNwlHqH3QqfhOfoAfS8BEZ8c57drXggI5RNYAx8takdxaXVpzgWxFRfTRg5YERGxiZsCN332eH7jxm+b6qGtEFpy3Lqc6hMa5GcZu682XFuSJDVro3V5IRrXpEV+Z8wjv8BqMOAgk/STqH9A/3Ic3DcwiENL9cXENeAHzraaFrcJ9+n/Yn+BXug7vgh7trSn6SMe7C+7C6fff3ILgBgfeA8E3azbUg1WTcOyhOl8y32SFVkiHh0iCy4RmRTycuNXsQBlfehYTbcdN+xz2mQHhGAu28bycAhYHeKQo0CeMJqULOc4yzMG+SVpUPPQrBj4DE3LgYtx3IrzQC38CHWfjdJl+Nq/CXV5adn/3797tSRMHAdwtbSt7RspIO8JaL/hfPGAhSOjIqGiqg0zOz/nygf0AGTtEzIquG2aeQzbDH1HpeXJ6XMki2q2EvQKREq5PDF2EHP+npYyVZc6Nhhweq9rWnj9tgpShDRIwwV0P+rjOcTnd+IZnb05CCqa03bKG+Yk+dOmnnFmZtfGTcqn0VKykCWysNO11ftdcZ2lFBf/Cxv27lsX0yPlt+vjTyZV6Qr1QmHSj8GIBq7WEQfeG3fk8G8aAtKV18nyxa4uJlYnJcMluXEXlGzjf0LjlmEQOTdA0FiHueh/x0SXro/nLE5CD2QG0qXmdOv2alXrWgS5IDSrjQ5y3yHhlnGGYG0VsgQ5zWOvt7MpTj+YAeSF39RCGlX9h6ipa4D3GTbcRT6G2AClKQQ2oUVAaHLCuFf+LUadvW8/XlWTt/4YL10duocPBwG8MUPqSoWUFI+L7no2THXCg2GabiIgx6H8jj280tm1deaCzXbFGNmIzyz9FDR9QgkJyk/GntUgHMz817vsEApceeuVPIMK3gUNixR/L2gbLJ42Tb5P6iTrt4l1R6If35AITfu3XkdwZX9pM3lHN0Fo0e36pNQE/s6BJ+6955Q4/u4pXfNJDdnzbhPrzbiavAPe8pE+gUeiTxh43HmWPI4kQVikRX67mvypWOBHznV/lByKo1fK68hy/dX1UjnzngnIvNmdYYq6zQRVfQQ+gLVPQNozUcbOG9c2KTPRzZsUGVg5UUv8H+PqvLSN1qrlk5r0av9FivrsWsDETpCBbnMTIB/wynr8vYpEOgkMtbmeNkJTvvrWQhiXhjwWNd4d79lrdYaXxU8aNBKkNN7ntEvqWPIoQ4C2owzy3OSQeLRz38nU9/RjpHMmCypRyg+5BGMu2GY2r1TsKCpAR9ZKUnX7RqtWLlav8OMQ+8T/KhVxP9z/A4Vwhd2y0+5J0P9Q8oLUbHpD91z6KiqgxM0ot08jpVYRN36l1kz7OQ3rhJKMk/3HMNeYB6RjlA8cCuwA2jfDJY6UiQW4DfuPffCkM/vLcR4h5X3rNIlHlOeoo/6imIXmPyjc+bdH+oQxSO3Ce9luKj7a/bM3Ib4gGhnwFX5R6vF8hrfId7EmB98+p6JDvKkAwCThJIiUmitnNeWMkVfks0/uexbj93oUqAIWEDEv+IqlpB+oQk8gUyoh4VHk9sXX1hiT5j6TsiJREYRvAKVglA0Fwp8El2kaCllBgi9C0EyKFtoHCY+ObGjwJI8xOQaSlj0o+mnMLwcrhXAAqdzKR7BeQZhVafnjezamnoMQbZhjLSvoMH7ez0rFVQJHJLLxh5ACXSJe3hJlyLuSzK1PI4y/CljL9mbdVqUkojI8My/npseX7Rv3nh2W/Zfffc63tR5lQopXmkCAq+wCK73W0tyYztYZoyQHwrmC4ZQ739lpHRuSzFQF8be0fiFwWebV9y4kk/JPusLTY37cz8gg30jdid+w9aNae0EY9LMvRmJINv12fkVgaesuZ3ffTDVqsU5JfCkIw5o5sh6+3NbSuyIht5KV1RZBl9/9lf/SUbGxmwxfVVyUl89LCCOVmpnRRa0lQ8izdO7tmQMYT6pm8Awwi/aM2jFJ0kSNIZRZ+VIk1SEMNRrWbJDgVd2F6zRn1RBtSU9Vd7pZAKqijEb1/ZtvNS2pJfS/lASS33pEuiSAKF/IqhxTncJB5KgEUz3VLqVA7EnzzAMDcNBM7ZxsAfHK5YnwzX2akZKxV6lTma1qgt2qGJcTtz8qRvN8RCnqyI8pGTLDKcppPZsoyerW9t2LAMUc75Xp1ZtBn5M3X+nE2fO2evvnzCFwTNzS7YwtS0jQ+P2P/54z9SmMPeo5FXZmuoAltVw4ah86L4wGhf0Td5xYWSkJPRSwOL4THm9azU6tGQvE2gZN05IpH8G4wfXnhBEVG5uZ5MCo4j5PsbArrs3oDQ8yhRgmcEweed6Q+97nv1wq3KjDfI2zo7xI0KOBgJeiM9S96WLtQ7vKfCT7SFfAnu9G1iKNBBgX+Uc0aQmjKA+m1VRhx+sTBRDmHCewCTue9eS7k+gDB7aZy7YSfjjbB9HrvCwNmKGnns+ZtTwxVjCi7ZIHytSw1l1C/6BH7cZ1FPr7Wk1+dWWfy4Lp0tf+R3jnjqg/VN6bXmqlhaF3/yQPUPYTPnvSIDjlmb3dLDXWrkL0mHb20h3G7plC47cux+y6peaRX7LMvwdq/cF6QLxUNLcd10uaGuktPNNmoNe/L3/0D1ofRVtugN3EyGefAwKp24zcbs0tJiHKmQr+TA75MtjZhQJDHxBL+VIL4PZ5fkwPfS3cw/zUrHZ7dlTLNdH3PIMcrkKYuEMkwhKsiYloFcHhywyYMHbGRywqcK9TEyp+c1yYlTu+hIYUpcX2/J55nDC1v/KIFU52LYidcNhS832C1hSzbP+6rXMNyc5DZJj6ScUN3TsN8kv5FHRWFBLvUDRF4MDfRt0lbXFhW/fy8eCINveaCbxH+STzWd/A49sPiDv/izSd2I/SSX2CtJuNSLV7/YRiHvPRSfxxkWDBVqsJjJKAFEPBRoT5A2hcIK+J1G2q3eJtf2bzdIRa5Q2s/wi3ABw330/LmQ2/5fDrinRYg7Wrm0CIkDIeIfCY0RcDkkxi+ZIlFuSZK3Ce2U+p2Yry3LbUo2KrxZZeaMCsfy4owdmBxTC6/bpmQAVFAizS2VWcVHn1KlK18rUytuKqjbTWV0GVOcTkPFX1PLGB4ZdslLMS3R46nvT505IyP1AJW/L56pVvp9X0raWegMDDH9jycyA7dkSPTa/PR5Gd51tW7V6pM27iLDi1B8yJCTeKbm56xY6rP79h207o01K6Eg6qtuAM8tLFm5v+Qr+s4r3Pd89GO2rZYlZ2bnygVjVXGOnkmMfsma1fPs39nD6mcV8F/4Tz9rg9UBtXB7ZNRV3eBkQ10UNwocxQXPJGebe68IMM681Sm5+ktIz6kcwm955WAYZmtzXfJVK31t1ZaXFtywHJ8ctz7FKycDj9WG2R5OoJH0pUQI23sCdWXo2vdD5RkKTHkDN9zDkf+WfzkqFH7zTr99uoFkzPY8w1LSS8tLNrM0LyM/ZzMyzKklS1UpwUrJusXjiVdOqIVdEutM7ufkAuVH+bMpLcEfynZsbNIWl5a8MYSMsnmmKBR9wRSbyLOnZXO1pspDBuLMjJ2Wn1Pnz9vo+LgtzE37YiV6PFFsYdiQFjOVYyhT+M1EfTbbX1uPZ23fLlDSPt7dNiShK+ngTgQ8kmfR2ZxnjZ72Xn5dqci595WyihN1Ds9DPNHCPA/v0ld60bgP31xEIh+IMKlXcMP8SYa8z54966MjYYTkSiJ0P9TYpsefHk7mJVPeyvS+qdTRW4ke4xxs/KJuYoqL8yNPqYdYOU35RF9gWPT3V1Q3bFrDD2JQ/SU9RU9FqZC3onQAcyizbsyZH27BgRauFwU/KU2369LjXkPpR13XnHTQ+OGDavwzQtXjvZti3udisy8lQ+Y58UQjd21lUQ3+bnvy937XqjI4N6Wo0FnJiFoQhO5l4FBP8TQQxlF3Ro1j3XtnjIhOny0Zu4nublmttmR16ekuVYaj40OuIzPoYckHY5V6JBxHKeUtA7OgSlMNdjX4OdhBDvRPsihVbHL/ATtw5E47evcxu+f+B2x4YtJG9+/3hbDnps5ZU0yxvZIvNcolnS556WwlhPhkT0zq+cRegZCJ8y4K8OcCeY08hC3BlDLm9hI35vr6fHb3A/NZ6eN5TVf57Uar0pX0B+TzkCcRSbCtwE6e9ncXdXZ4Bi+3liHZlXk8J8EjuCBIhwQTkC7MFEbccZ8GAsJdmoJAkhVf+l7PQDAkFaL/xh3uETyFmRVpIRF2Y3e4/MYti2IUmPci6aEncJJoF92n44c3JHowJL0AtSkJArcoqsQNtCVjkDNNNzK0NLdtdkkV+sq0bXZnbHRiXK3RvAyyOY/fNhuCyyNlPc98UFOyo8XTkFLYrtVsvbbmG6jOzc/q24IMlaKNDE3a1NSMGzPPvfCCHT5y1NgwfSsrZSBjKZOjhciwjQqexLOlKDKEffjIIVtVodpaXZNyyFtV33NsIgWBUxsWJZ/K0JD31o7pWZk9tmS0FCSnC7NzNrBvnzXk7qTCOqfr+z/2w9ZTrlquf8C685Kn5Mp2RlwDMZmZYZqV2Rn7tU/+olU4C3dgyBZlXG1JIVJR0MIlDTDWKMz0liLe0O0fiGMnXfaSOVdk73KX/GVb6x7DuCnDeM3qK3NSii3rHxn1uUm+AayMSJQSwycoKt8wXYrAW6XtIWmGuN3A9LyaEG6c+EbyYsU+rWWGqApSREyoZzU2SpshLs6w9ZWbMuwx/qv9g1YdHJSi2VD4GRl/y3ZelRNDRr7JrMoRm9/7qmyFQ2OHuUjLMiKZL0Qe5QQNtgVSbFWxqDJSg2Jldt561PBo1Wv2J196wmoyLCk9bHq/rAYBMqRSogLzHhk1FFy2uk/ncyo9KrzYI3n7QEn8OOo50a1Xbsx3IuAVSvR2sg+vN+qpA5R/fThVkeN9yMuBeB+eQwHIACM03F+KxF06XBpYGJSUDRrxlEO2C6J8ou/hJRDfcKWO8REr/WZjakbLguGITpkYG3d/aRw31hsymGRUKH4VGZq812eubxRZN3hYqEcdxeK6+ZlpcZlxveVNQRmXRX2vQOWm2zjSMNNX8KFxGowYszTo0UNsrk7MG2qcLkt/MLp091vfatXhETck6SRCZ3Ccrq9mFu99+rZS7rVvPvOMNdaW7Wt/+IRtSp/muullVRw9mhfzFKNwxBlj0t8hT/7QT4rjxqbqww01AvQSnc8ix3pjSbyu2KFDd1h1oOr1fUb6MZNlHriM5DzzPxVb3WMsbmBYypDkOQbkDul5NyNgeietKws6J/kpDWRotnJZGxwdt2MPPmT3PPigPfLOd9m9b3nI7n3kYRtUg3tqZk46tcvm5ljNTi+fSHEg6xAHXRwkaxKvJH7UByzMpA5AZOTRkB+Qh5c5v2bdoHfbB9koPbb0V1O9ytGWdBb5gh+Fi5tgI+FHyFMYnSGfAd6H37eUIalK6HH2uyNygQCNEiITIhjuiWgQBgj34T33PAvvIDKXuxdxdUNLPxlWQLg8C4Yjhip7ee32y78Thee4BSFcWnxNGWVUqsx18xaUMrkPjSoM3AdeoYDw/W7sfs43DWWS7r6cza3M23Jz1T789z5q3/eDH7KvPfO0Pf/cN5WPtmx0ZMTmZUyyddDa9oYMHBlQyogYurl8j9XX1YKkASa30hiu0OAdJYQxIlPDJifGbH55UXx32SuvnLC3PfywlJMys3I1mRsZsXq9W0oGAwvFixHIavbXjr9kZRmllWKvZeQnvaOUjmUZrqXBARmUyzYhxTlYKlm/jBeGSLPlii2pwNUkny+/fs62Bvvtofe934bH99l2QRyxH6KMKTeCkJ98DPLvaqzbs994xp784hMUc7v3nnt9dfG6n/V9qQy553tXyu1reJ+0gi+Cd8QT5Y5yZhrEysqCFNeGjO1+703IqYXOsA2tW+KIguKe4XNfkU1604jBaNRvb8ggD5RauG8TrWN6HpkTiSIZHBm2olrpdRnnrIRm2IGTM5hQz0KobjUaGHbq6ZYSlKJHUTfl9vxrr/pCmj56b6VCCJveAuZVsXqTeDJHEv+UPV2mbsiKH+LWLeN5dX7RmssrNnfmrJ1+9RX7+lN/KkXdsDsmJ21hbt4mx8YQpisx8jstZa6kCz3YpE0yP1NxkSyoMBtXeUpCROdDSe1D20E3BuzWa0HfpcsgSLu7GqS/3x1GwG4/d4cZgLuLbpN75g96XHTPlU+5kneDP/zGyAR8w/NL/GpfeR7eJfiLfIXvQp3Dlj8spOQdRgBwftrYCQe+pGs9DH7qyveMOlHGaHQyB5O5k+uqi1YWl30IdpNhaekf9tqkI8FXNvO9PqTxVy702cL8vDjNqoGsxqL0clH6iH0fWVzHHMOWfuOvhy2e6EzAsJaCsRUZcjP1TfueH/pB+/6PfMS+efxFGxifMHYYmZ2blc5fSqbQrK66TmW6y6oaxc8ff95eO33KfurjP20vv3zCpl6fdsOGUZSkEU9IYpT4+53krmehYwSdh6Wl2CgymGwy8OT/wsyUDQxXbf++fW29K7lRd6i+8j1zxbfLA/2FDlV8szIWvQEhuXuDoX3NyZh0A1z3nIGOfob4LYVvHOSB33QEdMsgXVdeWlhecrkcOXKnFZQm73nPe6XPR2R8bllDsmJvaNI+0ZXIlxHYRO8TJlfyGh0wxAe7wk8R030dQ16/WzL0K/0VT/8ZGayKjtffyTQtkwzJu0mHSNLxIr/beYo0DHVgyEMQ98DzmtC8SkMycb3HkFG3zVy2EKkd0LXcRvod9yGiu595oWrfpwsi2yDwjkLkvyVk9txSle9u8YeC6ImrxEuvwg7v0whhhfvgxp/LT8LuHxr0gk0K0yMTeLuIJOGC38E/cKm75B3uuvJqJYjH16fP27u/5732Iz/+Y3bs/mNWkfHyzJ8+ZbXpeTs4OmnfePY5+/0nnrSXzr9qvfleG8gWbGuNFd3iU0bZZtuQZgsFCpICNLZpwJDZzhSsTy248sigDU2O27PPP+crcl956ZQ9/LZHjA1waWWy7c6ilER2qeb7mzXW67Yto7AkpXHm6a/afaNjNtY25s6cP2/FatXqShLfbL08YPtkiE0qDWYuzNiqwn55edVeVWH5xG9/1pYqJfuZn/t5tdaH7OAD99rISHKSCsNByJKV66El1dPasA8+9n47/8Kr9vFP/Dv7zf/1OZuUAVqrXVTm6fTxrXrahYhrgKdcOz0gFB7GEAZ2q6m46dmQZEK4pC8nF9A65TlD1r7iWqqMXkfmbfowr9zBN8Cdcl7Cg55DIXzCYWujvnLJymoAcNrO+akpN1bZvoj39FoA8ierDlEYW7TCW1LwDSl4elbUcDh94gU1YBiCZ26iWvmka1/F+iT/fKnoq7yZAC+tZ5VBjNXSzpGGtdqKLczOWXNRinBNjYDmln361/+n4iwD/a4jblSOD43ZhXPnfcEA3xCfQC47iZz04QQl+EaOPF9Za3xd7D/qkYi4taGk7ulJ0vzNIikXCa7k35XcvNG36XdpXPK9LAL/LZ2GLmF3CnS2b5uj58Et+Zzy6kaE3KXLb3CnJpq7Dbj4bTLMCMIzEPgLfvGbcj3shwmc8/JVVZkN5cdB27/t1ufki/CTmozfWeZl6zoyPuaG2qYa/7iF56GhIX+HPqMFyepqVk4z/ztba5harPa6jLmJ3h4rS0cOoeekPxrMi5GuqGPISPfAjxj2cL1XdX3T6HdrDQ7Y3/qnP2r3fdc77PCxB2xqAeMm6aihruXELIB+4IjWYplDIppWW122TdUJ0+cu2I/+zb/jhjAdP+hPhqu7VLcxf9K/Jd4KlyvUk0tGKJk+VauveKfFyOCQlSt90o/tdGvrYd+jV/FnOhS/MfR8/ir3GJuSIcB/vgv3LGrxe3enb9wPpifJ7+6C1wMFxW9JOhuDbWl+wTa21+3OO++0Ri2Z9kaHkp+6tr7kO6PIF1vXO3YQII3Y45npP8SJ3kfyAf4ju3ByETxT96BTqQcbcsv2gHlVL/h54fUzduLFFy2n/OY2jL71tBL4Pp/HUE7kxXvCCnmP/AHxHvCM9yur9avS2Rdz9R5CvG8X2oZkiAhQNNt3SYISsXAf3KWfeeYQwrPwO0Fyj6nmAiNDKGPR6sJ9EG4oKOHUAZAOG4Tw8YfnITF8vh3u9I7WGoWHVXpM5CXxL+VHyCSJzDfQJUaN/AgIygo0V+etOjBgj//Mx2UclHwhx6c++zn7+z/wIfv3/+an7IHD99jSuRk3CD/5K79sP/mJx+3Pv/xnlllpWD9nnkoAeRWyV86eVW0/kGRQCqoKFBnPh6uZTN3Xa5mSCkm+xw4fPeJbWAyX9tmF+WnfEgglwEpqVktvqzXEnmdLMiRbZOzFOVs/ddJ612p2uJVkyFUZ6V1SJFPMwZQY9udLMm677bCMIxTbiaVVm5YBdlYG5L/4r//FRh9+wMq5AVuXHy3ljazlUVUuA0lfrW1OqOGs2rqUzIadeu2E3X3ooN0xOG4H+gft7e9+n60uJ4UDd8geOXpaZdrDRKRTSuZMkg7pwJX3FGrui12bNihFzDCIXhibtSOvVjdDPzLE3UBUC1DxpYdwy5iXmVRGgGuS/rhLFBW/UZYoB2hbeZIhI4xIFrWcOnPaV+cXComx6vlS38FT6D1OTpyRQb3GKvmaFNO6nT75ovXIr0JPlxpHdestV5QH1ThQpVTwdJOixuiVvLO695ytrEi8WWCzKdkW5e/64oo9+9WnxacqoZGKnXz5BRug53h2UVk3qUyDHLnn6nyqEmJe5PHjx10hwivvoiF5+4CkZqN90jVUQCH9A8I7kOT9i9jtLiD9PI2rcZ9+Dq7kV9qdbKPkNz1b/NYF3cm2W5Rv+KbMAc/v7Y6H4EcIg98sWLgcfMeGNtJhg+AX/uA/ZQVRsYMGz0+ePJlswaOHLkPxy9VDVXgh3O7tRH/TGMXwwNDpHxmyvHQTvYDUPwxno2f0kUeXsrvFfrDSKxkZMkV5+tK3nre+Vs3GigUbl0HnhqTCbMgtezf6N+KVcKnj0EWNrayt5LK2NdRvH/mJn7CqGvGZrOqOXNsYVFjIkE3T4RVeGBLbYHGKRNOn51uqNzZVR/zYhz7s++3SM+g6UR8T36way8goEODa3Kx5j92ajOaq6o7RoUF37/FkOznVwWy2Tl3vWwlhBGZJ9CQ/+p6SvFd8mFvvz5CP/ODq98rCXDmsAX98uFlXsLXNziAyZKUztzYTvTwoPduVVZmQG+RFfJmOhKxarbo+kofEQQY42zetLsi4VD2avE+GoPEzhM8G8fjBPf553ISm4oIBzTZAnJDWaqzJUF2z2bPT7i4YkyCpZ4o7zwHyw89wH8ox957XhOWV2q1jSAorom8ntx2HYRF75nQiIm/Xh07mDdyusjsoGkluI25xsL0C55zGMn7tiLxdHyJv14c3w9stpbO/1r52IiJv14fI2/Ujyi7iVkDMp9eHyNv1IfJ2fbjhvF063hARERERERERERFxlYiGZERERERERERExHUhmYnZGWBSZ6ci8nZ9iLxdP6LsIm4FxHx6fYi8XR8ib9eHTuYtIiIiIiIiIiIiIiIiIiIiIiIiIuIWw/eK2PrnhOhf8eAm47+LpkXP+a8Eg6InRS+3rwMiwHZJ/1kEr98SPSK6kbhD9Mei46LnRf9MBDqBv4Loz0XfFMHbT4vAYdFTInj7jCjZ9MqMY074DW+8PyS60WDqxjOiz/uvzuHtNdGzom+Iwoq6Tslz/aLfEL0oIt+9S9QpvEV0BqLOvjKizn5ziDr72vGXXmeTaV4RHRGRQcjg94luJt4rQphppfQfRUFBcv0Pya19UPQHIhLjnSIy8I3EhCgkNMeavCRCPp3AH2GUkltjJ1fCIszPiv62CHxS9I+TW/snIn4D3qMEbjT+uehToqCUOoU3lBJ7e6XRKXnuV0T/MLn1MomS6hTeIvYeUWe/MaLOfnOIOvva8ZdeZ2M5/2Fy6/jXbbrZoDWTVkq0tlEIgGvYLP0XRR9Nbh1pdzcDvyP6a6JO469X9LToHSI2Pk2Ogrg0fbnyG/Aed2TmG4X9oi+J3idCKRFWp/B2OaXUCWlaEZ0U7Y57J/AW0RmIOvvaEHX21SPq7GtHR+jsvd7+Z5/oTHLreF3Es73GmIjDygHX0eR2T/lFcT4sogXRKfzRO0FXP8NMdJ/TU7EoSs5+vDT8NG+8XxIN+a8bg58T/UtRckZbElan8MYZX0+IWEn3j3ggdEKa0svEiSX/Q8Tw0n8T9Yk6sTxE7A06Nc2jzr46RJ19fYg6+w2w14bk5VoQyUGanYm94pfhiP8t+nHRMg+ugJvNHwdVv1VES/LtontFuxHCv5m8/Q0RijK95cEbhX+z5fZXRQx/fZ/oR0QM1V0JN5M3Wvbw9QsiKkCOwAvDI5fDzZZbxN7jVkvzveI36uxrQ9TZ14eO0Nl7bUhiDTM5OYDMfS653VNMidLdwmRwsBf8MpcFhfRrot/kgdBJ/AFajX8iYs4F8zPCUEQ6/DRvvK+K5v3Xdx4U+h8QMRzxaRFDJbR2O4E3EMIl3X5LhELvhDQlLCjMm2ECN0qq0/JbxN6hU9M86uxrQ9TZ14YQbtTZl8FeG5JfFd0lYmUWk0SZNPu7or0GPPzd5NavzHMBPP9hEVY9BZDu9NB9fCNAOL8kYiXWz/KgjU7gj4PcKeSgKPqACD5ZsfhDIrCbt8Az7/9IdKNaaczZooAwtESeIqyPiTqBN4YdmIQPuH9MxFyvTkjTCyKGPe7xX2bvF70g6gTeIjoDUWe/MaLOvj5EnX19iDq7DVYRsbKNuRo/yYObjF8XIcgNEdb6PxAx14JJvyyd58pSeoDwf14Er2wF8KjoRuLdIgoHy/SZ1wIhr07g7yERczLgjUL1b0WAORtsMcH2Ap8TsU0DYOsJfvOc97i7GfhuUVgB2Am84TcrXcMWHCHPd0qeY9iL7S1I198WsW1Ep/AW0RmIOvvKiDr7zSPq7GtD1NkRERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERNwpm/x+fEms2pXMVZgAAAABJRU5ErkJggg=="}}},{"cell_type":"markdown","source":"The initial Dataset is composed of a thousand of images labelized as above. The goal of this notebook is to show how to classify them using computer vision techniques","metadata":{}},{"cell_type":"markdown","source":"## Some check about libraries","metadata":{}},{"cell_type":"code","source":"pip install keras==2.4.3","metadata":{"execution":{"iopub.status.busy":"2025-05-07T14:35:46.600275Z","iopub.execute_input":"2025-05-07T14:35:46.600609Z","iopub.status.idle":"2025-05-07T14:35:56.232377Z","shell.execute_reply.started":"2025-05-07T14:35:46.600566Z","shell.execute_reply":"2025-05-07T14:35:56.231155Z"},"trusted":true},"outputs":[{"name":"stdout","text":"Collecting keras==2.4.3\n  Downloading Keras-2.4.3-py2.py3-none-any.whl (36 kB)\nRequirement already satisfied: numpy>=1.9.1 in /opt/conda/lib/python3.7/site-packages (from keras==2.4.3) (1.19.5)\nRequirement already satisfied: scipy>=0.14 in /opt/conda/lib/python3.7/site-packages (from keras==2.4.3) (1.7.1)\nRequirement already satisfied: h5py in /opt/conda/lib/python3.7/site-packages (from keras==2.4.3) (2.10.0)\nRequirement already satisfied: pyyaml in /opt/conda/lib/python3.7/site-packages (from keras==2.4.3) (5.4.1)\nRequirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from h5py->keras==2.4.3) (1.15.0)\nInstalling collected packages: keras\nSuccessfully installed keras-2.4.3\n\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\nNote: you may need to restart the kernel to use updated packages.\n","output_type":"stream"}],"execution_count":2},{"cell_type":"code","source":"pip install --upgrade tensorflow==2.4.1","metadata":{"execution":{"iopub.status.busy":"2025-05-07T14:35:56.234444Z","iopub.execute_input":"2025-05-07T14:35:56.234751Z","iopub.status.idle":"2025-05-07T14:36:04.571704Z","shell.execute_reply.started":"2025-05-07T14:35:56.234712Z","shell.execute_reply":"2025-05-07T14:36:04.570315Z"},"trusted":true},"outputs":[{"name":"stdout","text":"Requirement already satisfied: tensorflow==2.4.1 in /opt/conda/lib/python3.7/site-packages (2.4.1)\nRequirement already satisfied: astunparse~=1.6.3 in /opt/conda/lib/python3.7/site-packages (from tensorflow==2.4.1) (1.6.3)\nRequirement already satisfied: keras-preprocessing~=1.1.2 in /opt/conda/lib/python3.7/site-packages (from tensorflow==2.4.1) (1.1.2)\nRequirement already satisfied: h5py~=2.10.0 in /opt/conda/lib/python3.7/site-packages (from tensorflow==2.4.1) (2.10.0)\nRequirement already satisfied: gast==0.3.3 in /opt/conda/lib/python3.7/site-packages (from tensorflow==2.4.1) (0.3.3)\nRequirement already satisfied: numpy~=1.19.2 in /opt/conda/lib/python3.7/site-packages (from tensorflow==2.4.1) (1.19.5)\nRequirement already satisfied: grpcio~=1.32.0 in /opt/conda/lib/python3.7/site-packages (from tensorflow==2.4.1) (1.32.0)\nRequirement already satisfied: opt-einsum~=3.3.0 in /opt/conda/lib/python3.7/site-packages (from tensorflow==2.4.1) (3.3.0)\nRequirement already satisfied: termcolor~=1.1.0 in /opt/conda/lib/python3.7/site-packages (from tensorflow==2.4.1) (1.1.0)\nRequirement already satisfied: typing-extensions~=3.7.4 in /opt/conda/lib/python3.7/site-packages (from tensorflow==2.4.1) (3.7.4.3)\nRequirement already satisfied: google-pasta~=0.2 in /opt/conda/lib/python3.7/site-packages (from tensorflow==2.4.1) (0.2.0)\nRequirement already satisfied: protobuf>=3.9.2 in /opt/conda/lib/python3.7/site-packages (from tensorflow==2.4.1) (3.18.0)\nRequirement already satisfied: wheel~=0.35 in /opt/conda/lib/python3.7/site-packages (from tensorflow==2.4.1) (0.37.0)\nRequirement already satisfied: wrapt~=1.12.1 in /opt/conda/lib/python3.7/site-packages (from tensorflow==2.4.1) (1.12.1)\nRequirement already satisfied: tensorboard~=2.4 in /opt/conda/lib/python3.7/site-packages (from tensorflow==2.4.1) (2.6.0)\nRequirement already satisfied: tensorflow-estimator<2.5.0,>=2.4.0 in /opt/conda/lib/python3.7/site-packages (from tensorflow==2.4.1) (2.4.0)\nRequirement already satisfied: flatbuffers~=1.12.0 in /opt/conda/lib/python3.7/site-packages (from tensorflow==2.4.1) (1.12)\nRequirement already satisfied: six~=1.15.0 in /opt/conda/lib/python3.7/site-packages (from tensorflow==2.4.1) (1.15.0)\nRequirement already satisfied: absl-py~=0.10 in /opt/conda/lib/python3.7/site-packages (from tensorflow==2.4.1) (0.12.0)\nRequirement already satisfied: google-auth<2,>=1.6.3 in /opt/conda/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow==2.4.1) (1.34.0)\nRequirement already satisfied: requests<3,>=2.21.0 in /opt/conda/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow==2.4.1) (2.25.1)\nRequirement already satisfied: markdown>=2.6.8 in /opt/conda/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow==2.4.1) (3.3.4)\nRequirement already satisfied: setuptools>=41.0.0 in /opt/conda/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow==2.4.1) (57.4.0)\nRequirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /opt/conda/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow==2.4.1) (0.4.5)\nRequirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /opt/conda/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow==2.4.1) (1.8.0)\nRequirement already satisfied: werkzeug>=0.11.15 in /opt/conda/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow==2.4.1) (2.0.1)\nRequirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /opt/conda/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow==2.4.1) (0.6.1)\nRequirement already satisfied: cachetools<5.0,>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard~=2.4->tensorflow==2.4.1) (4.2.2)\nRequirement already satisfied: pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard~=2.4->tensorflow==2.4.1) (0.2.7)\nRequirement already satisfied: rsa<5,>=3.1.4 in /opt/conda/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard~=2.4->tensorflow==2.4.1) (4.7.2)\nRequirement already satisfied: requests-oauthlib>=0.7.0 in /opt/conda/lib/python3.7/site-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow==2.4.1) (1.3.0)\nRequirement already satisfied: importlib-metadata in /opt/conda/lib/python3.7/site-packages (from markdown>=2.6.8->tensorboard~=2.4->tensorflow==2.4.1) (3.4.0)\nRequirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /opt/conda/lib/python3.7/site-packages (from pyasn1-modules>=0.2.1->google-auth<2,>=1.6.3->tensorboard~=2.4->tensorflow==2.4.1) (0.4.8)\nRequirement already satisfied: urllib3<1.27,>=1.21.1 in /opt/conda/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow==2.4.1) (1.26.6)\nRequirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow==2.4.1) (2.10)\nRequirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow==2.4.1) (2021.5.30)\nRequirement already satisfied: chardet<5,>=3.0.2 in /opt/conda/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow==2.4.1) (4.0.0)\nRequirement already satisfied: oauthlib>=3.0.0 in /opt/conda/lib/python3.7/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow==2.4.1) (3.1.1)\nRequirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.7/site-packages (from importlib-metadata->markdown>=2.6.8->tensorboard~=2.4->tensorflow==2.4.1) (3.5.0)\n\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\nNote: you may need to restart the kernel to use updated packages.\n","output_type":"stream"}],"execution_count":3},{"cell_type":"code","source":"#pip install --upgrade tensorflow-gpu","metadata":{"execution":{"iopub.status.busy":"2025-05-07T14:36:04.574457Z","iopub.execute_input":"2025-05-07T14:36:04.574769Z","iopub.status.idle":"2025-05-07T14:36:04.580154Z","shell.execute_reply.started":"2025-05-07T14:36:04.574724Z","shell.execute_reply":"2025-05-07T14:36:04.578889Z"},"trusted":true},"outputs":[],"execution_count":4},{"cell_type":"markdown","source":"## Part 1 : Loading Dataset  <a class=\"anchor\" id=\"chapter1\"></a>","metadata":{}},{"cell_type":"code","source":"import os\nfrom glob import glob\nimport random\nimport time\nimport tensorflow\nimport datetime\nos.environ['KERAS_BACKEND'] = 'tensorflow'\nos.environ['TF_CPP_MIN_LOG_LEVEL'] = '3' # 3 = INFO, WARNING, and ERROR\nfrom tqdm import tqdm\nimport numpy as np\nimport pandas as pd\nfrom IPython.display import FileLink\nimport matplotlib.pyplot as plt\nimport warnings\nwarnings.filterwarnings('ignore')\nimport seaborn as sns \n%matplotlib inline\nfrom IPython.display import display, Image\nimport matplotlib.image as mpimg\nimport cv2\n\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.datasets import load_files       \nfrom keras.utils import np_utils\nfrom sklearn.utils import shuffle\nfrom sklearn.metrics import log_loss\n\nfrom tensorflow import keras \n\nfrom keras.models import Sequential, Model\nfrom keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout, BatchNormalization, GlobalAveragePooling2D\nfrom keras.preprocessing.image import ImageDataGenerator\nfrom tensorflow.keras.preprocessing import image\nfrom keras.callbacks import ModelCheckpoint, EarlyStopping\nfrom keras.applications.vgg16 import VGG16\n\n\ndataset = pd.read_csv('../input/state-farm-distracted-driver-detection/driver_imgs_list.csv')\ndataset.head(5)","metadata":{"execution":{"iopub.status.busy":"2025-05-07T14:36:04.581649Z","iopub.execute_input":"2025-05-07T14:36:04.582001Z","iopub.status.idle":"2025-05-07T14:36:13.766507Z","shell.execute_reply.started":"2025-05-07T14:36:04.581948Z","shell.execute_reply":"2025-05-07T14:36:13.765175Z"},"trusted":true},"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"  subject classname            img\n0    p002        c0  img_44733.jpg\n1    p002        c0  img_72999.jpg\n2    p002        c0  img_25094.jpg\n3    p002        c0  img_69092.jpg\n4    p002        c0  img_92629.jpg","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>subject</th>\n      <th>classname</th>\n      <th>img</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>p002</td>\n      <td>c0</td>\n      <td>img_44733.jpg</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>p002</td>\n      <td>c0</td>\n      <td>img_72999.jpg</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>p002</td>\n      <td>c0</td>\n      <td>img_25094.jpg</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>p002</td>\n      <td>c0</td>\n      <td>img_69092.jpg</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>p002</td>\n      <td>c0</td>\n      <td>img_92629.jpg</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}],"execution_count":5},{"cell_type":"code","source":"# Groupby subjects\nby_drivers = dataset.groupby('subject') \n# Groupby unique drivers\nunique_drivers = by_drivers.groups.keys() # drivers id\nprint('There are : ',len(unique_drivers), ' unique drivers')\nprint('There is a mean of ',round(dataset.groupby('subject').count()['classname'].mean()), ' images by driver.')","metadata":{"execution":{"iopub.status.busy":"2025-05-07T14:36:13.767747Z","iopub.execute_input":"2025-05-07T14:36:13.768042Z","iopub.status.idle":"2025-05-07T14:36:13.798165Z","shell.execute_reply.started":"2025-05-07T14:36:13.768007Z","shell.execute_reply":"2025-05-07T14:36:13.797164Z"},"trusted":true},"outputs":[{"name":"stdout","text":"There are :  26  unique drivers\nThere is a mean of  862  images by driver.\n","output_type":"stream"}],"execution_count":6},{"cell_type":"markdown","source":"### Some functions for loading and normalization","metadata":{}},{"cell_type":"markdown","source":"The 10 classes to classify are :\n- c0: safe driving\n- c1: texting - right\n- c2: talking on the phone - right\n- c3: texting - left\n- c4: talking on the phone - left\n- c5: operating the radio\n- c6: drinking\n- c7: reaching behind\n- c8: hair and makeup\n- c9: talking to passenger","metadata":{}},{"cell_type":"code","source":"NUMBER_CLASSES = 10 # 10 classes","metadata":{"execution":{"iopub.status.busy":"2025-05-07T14:36:13.799306Z","iopub.execute_input":"2025-05-07T14:36:13.799565Z","iopub.status.idle":"2025-05-07T14:36:13.804003Z","shell.execute_reply.started":"2025-05-07T14:36:13.799536Z","shell.execute_reply":"2025-05-07T14:36:13.802936Z"},"trusted":true},"outputs":[],"execution_count":7},{"cell_type":"code","source":"# Read with opencv\ndef get_cv2_image(path, img_rows, img_cols, color_type=3):\n    \"\"\"\n    Function that return an opencv image from the path and the right number of dimension\n    \"\"\"\n    if color_type == 1: # Loading as Grayscale image\n        img = cv2.imread(path, cv2.IMREAD_GRAYSCALE)\n    elif color_type == 3: # Loading as color image\n        img = cv2.imread(path, cv2.IMREAD_COLOR)\n    img = cv2.resize(img, (img_rows, img_cols)) # Reduce size\n    return img\n\n# Loading Training dataset\ndef load_train(img_rows, img_cols, color_type=3):\n    \"\"\"\n    Return train images and train labels from the original path\n    \"\"\"\n    train_images = [] \n    train_labels = []\n    # Loop over the training folder \n    for classed in tqdm(range(NUMBER_CLASSES)):\n        print('Loading directory c{}'.format(classed))\n        files = glob(os.path.join('../input/state-farm-distracted-driver-detection/imgs/train/c' + str(classed), '*.jpg'))\n        for file in files:\n            img = get_cv2_image(file, img_rows, img_cols, color_type)\n            train_images.append(img)\n            train_labels.append(classed)\n    return train_images, train_labels \n\ndef read_and_normalize_train_data(img_rows, img_cols, color_type):\n    \"\"\"\n    Load + categorical + split\n    \"\"\"\n    X, labels = load_train(img_rows, img_cols, color_type)\n    y = np_utils.to_categorical(labels, 10) #categorical train label\n    x_train, x_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42) # split into train and test\n    x_train = np.array(x_train, dtype=np.uint8).reshape(-1,img_rows,img_cols,color_type)\n    x_test = np.array(x_test, dtype=np.uint8).reshape(-1,img_rows,img_cols,color_type)\n    \n    return x_train, x_test, y_train, y_test\n\n# Loading validation dataset\ndef load_test(size=200000, img_rows=64, img_cols=64, color_type=3):\n    \"\"\"\n    Same as above but for validation dataset\n    \"\"\"\n    path = os.path.join('../input/state-farm-distracted-driver-detection/imgs/test', '*.jpg')\n    files = sorted(glob(path))\n    X_test, X_test_id = [], []\n    total = 0\n    files_size = len(files)\n    for file in tqdm(files):\n        if total >= size or total >= files_size:\n            break\n        file_base = os.path.basename(file)\n        img = get_cv2_image(file, img_rows, img_cols, color_type)\n        X_test.append(img)\n        X_test_id.append(file_base)\n        total += 1\n    return X_test, X_test_id\n\ndef read_and_normalize_sampled_test_data(size, img_rows, img_cols, color_type=3):\n    test_data, test_ids = load_test(size, img_rows, img_cols, color_type)   \n    test_data = np.array(test_data, dtype=np.uint8)\n    test_data = test_data.reshape(-1,img_rows,img_cols,color_type)\n    return test_data, test_ids","metadata":{"execution":{"iopub.status.busy":"2025-05-07T14:36:13.805395Z","iopub.execute_input":"2025-05-07T14:36:13.805676Z","iopub.status.idle":"2025-05-07T14:36:13.823071Z","shell.execute_reply.started":"2025-05-07T14:36:13.805644Z","shell.execute_reply":"2025-05-07T14:36:13.822113Z"},"trusted":true},"outputs":[],"execution_count":8},{"cell_type":"code","source":"img_rows = 64 # dimension of images\nimg_cols = 64\ncolor_type = 1 # grey\nnb_test_samples = 200\n\n# loading train images\nx_train, x_test, y_train, y_test = read_and_normalize_train_data(img_rows, img_cols, color_type)\n\n# loading validation images\ntest_files, test_targets = read_and_normalize_sampled_test_data(nb_test_samples, img_rows, img_cols, color_type)","metadata":{"execution":{"iopub.status.busy":"2025-05-07T14:36:13.824336Z","iopub.execute_input":"2025-05-07T14:36:13.824588Z","iopub.status.idle":"2025-05-07T14:40:27.682147Z","shell.execute_reply.started":"2025-05-07T14:36:13.824558Z","shell.execute_reply":"2025-05-07T14:40:27.681192Z"},"trusted":true},"outputs":[{"name":"stderr","text":"  0%|          | 0/10 [00:00<?, ?it/s]","output_type":"stream"},{"name":"stdout","text":"Loading directory c0\n","output_type":"stream"},{"name":"stderr","text":" 10%|█         | 1/10 [00:27<04:10, 27.84s/it]","output_type":"stream"},{"name":"stdout","text":"Loading directory c1\n","output_type":"stream"},{"name":"stderr","text":" 20%|██        | 2/10 [00:54<03:37, 27.19s/it]","output_type":"stream"},{"name":"stdout","text":"Loading directory c2\n","output_type":"stream"},{"name":"stderr","text":" 30%|███       | 3/10 [01:19<03:03, 26.28s/it]","output_type":"stream"},{"name":"stdout","text":"Loading directory c3\n","output_type":"stream"},{"name":"stderr","text":" 40%|████      | 4/10 [01:45<02:36, 26.06s/it]","output_type":"stream"},{"name":"stdout","text":"Loading directory c4\n","output_type":"stream"},{"name":"stderr","text":" 50%|█████     | 5/10 [02:11<02:10, 26.00s/it]","output_type":"stream"},{"name":"stdout","text":"Loading directory c5\n","output_type":"stream"},{"name":"stderr","text":" 60%|██████    | 6/10 [02:36<01:43, 25.77s/it]","output_type":"stream"},{"name":"stdout","text":"Loading directory c6\n","output_type":"stream"},{"name":"stderr","text":" 70%|███████   | 7/10 [03:03<01:18, 26.21s/it]","output_type":"stream"},{"name":"stdout","text":"Loading directory c7\n","output_type":"stream"},{"name":"stderr","text":" 80%|████████  | 8/10 [03:25<00:49, 24.61s/it]","output_type":"stream"},{"name":"stdout","text":"Loading directory c8\n","output_type":"stream"},{"name":"stderr","text":" 90%|█████████ | 9/10 [03:47<00:24, 24.08s/it]","output_type":"stream"},{"name":"stdout","text":"Loading directory c9\n","output_type":"stream"},{"name":"stderr","text":"100%|██████████| 10/10 [04:10<00:00, 25.08s/it]\n  0%|          | 200/79726 [00:02<13:52, 95.51it/s]\n","output_type":"stream"}],"execution_count":9},{"cell_type":"markdown","source":"## Part 2 : EDA  <a class=\"anchor\" id=\"chapter2\"></a>","metadata":{}},{"cell_type":"code","source":"# Statistics\n# Load the list of names\nnames = [item[17:19] for item in sorted(glob(\"../input/state-farm-distracted-driver-detection/imgs/train/*/\"))]\ntest_files_size = len(np.array(glob(os.path.join('../input/state-farm-distracted-driver-detection/imgs/test', '*.jpg'))))\nx_train_size = len(x_train)\ncategories_size = len(names)\nx_test_size = len(x_test)\nprint('There are %s total images.\\n' % (test_files_size + x_train_size + x_test_size))\nprint('There are %d training images.' % x_train_size)\nprint('There are %d total training categories.' % categories_size)\nprint('There are %d validation images.' % x_test_size)\nprint('There are %d test images.'% test_files_size)","metadata":{"execution":{"iopub.status.busy":"2025-05-07T14:40:27.68562Z","iopub.execute_input":"2025-05-07T14:40:27.685993Z","iopub.status.idle":"2025-05-07T14:40:27.915258Z","shell.execute_reply.started":"2025-05-07T14:40:27.685949Z","shell.execute_reply":"2025-05-07T14:40:27.91426Z"},"trusted":true},"outputs":[{"name":"stdout","text":"There are 102150 total images.\n\nThere are 17939 training images.\nThere are 10 total training categories.\nThere are 4485 validation images.\nThere are 79726 test images.\n","output_type":"stream"}],"execution_count":10},{"cell_type":"markdown","source":"### Data visualisation","metadata":{}},{"cell_type":"markdown","source":"Number of images by category","metadata":{}},{"cell_type":"code","source":"import plotly.express as px\n\npx.histogram(dataset, x=\"classname\", color=\"classname\", title=\"Number of images by categories \")","metadata":{"execution":{"iopub.status.busy":"2025-05-07T14:40:27.917184Z","iopub.execute_input":"2025-05-07T14:40:27.917461Z","iopub.status.idle":"2025-05-07T14:40:30.992309Z","shell.execute_reply.started":"2025-05-07T14:40:27.917428Z","shell.execute_reply":"2025-05-07T14:40:30.991291Z"},"trusted":true},"outputs":[{"output_type":"display_data","data":{"text/html":"        <script type=\"text/javascript\">\n        window.PlotlyConfig = {MathJaxConfig: 'local'};\n        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n        if (typeof require !== 'undefined') {\n        require.undef(\"plotly\");\n        requirejs.config({\n            paths: {\n                'plotly': ['https://cdn.plot.ly/plotly-2.4.2.min']\n            }\n        });\n        require(['plotly'], function(Plotly) {\n            window._Plotly = Plotly;\n        });\n        }\n        </script>\n        "},"metadata":{}},{"output_type":"display_data","data":{"text/html":"<div>                            <div id=\"554b6b03-3bb9-4aa2-a79d-a6bde32199c2\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"554b6b03-3bb9-4aa2-a79d-a6bde32199c2\")) {                    Plotly.newPlot(                        \"554b6b03-3bb9-4aa2-a79d-a6bde32199c2\",                        [{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"classname=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"c0\",\"marker\":{\"color\":\"#636efa\",\"pattern\":{\"shape\":\"\"}},\"name\":\"c0\",\"offsetgroup\":\"c0\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\",\"c0\"],\"xaxis\":\"x\",\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"classname=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"c1\",\"marker\":{\"color\":\"#EF553B\",\"pattern\":{\"shape\":\"\"}},\"name\":\"c1\",\"offsetgroup\":\"c1\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\",\"c1\"],\"xaxis\":\"x\",\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"classname=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"c2\",\"marker\":{\"color\":\"#00cc96\",\"pattern\":{\"shape\":\"\"}},\"name\":\"c2\",\"offsetgroup\":\"c2\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\",\"c2\"],\"xaxis\":\"x\",\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"classname=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"c3\",\"marker\":{\"color\":\"#ab63fa\",\"pattern\":{\"shape\":\"\"}},\"name\":\"c3\",\"offsetgroup\":\"c3\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\",\"c3\"],\"xaxis\":\"x\",\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"classname=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"c4\",\"marker\":{\"color\":\"#FFA15A\",\"pattern\":{\"shape\":\"\"}},\"name\":\"c4\",\"offsetgroup\":\"c4\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\",\"c4\"],\"xaxis\":\"x\",\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"classname=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"c5\",\"marker\":{\"color\":\"#19d3f3\",\"pattern\":{\"shape\":\"\"}},\"name\":\"c5\",\"offsetgroup\":\"c5\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\",\"c5\"],\"xaxis\":\"x\",\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"classname=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"c6\",\"marker\":{\"color\":\"#FF6692\",\"pattern\":{\"shape\":\"\"}},\"name\":\"c6\",\"offsetgroup\":\"c6\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\",\"c6\"],\"xaxis\":\"x\",\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"classname=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"c7\",\"marker\":{\"color\":\"#B6E880\",\"pattern\":{\"shape\":\"\"}},\"name\":\"c7\",\"offsetgroup\":\"c7\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\",\"c7\"],\"xaxis\":\"x\",\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"classname=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"c8\",\"marker\":{\"color\":\"#FF97FF\",\"pattern\":{\"shape\":\"\"}},\"name\":\"c8\",\"offsetgroup\":\"c8\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\",\"c8\"],\"xaxis\":\"x\",\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"classname=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"c9\",\"marker\":{\"color\":\"#FECB52\",\"pattern\":{\"shape\":\"\"}},\"name\":\"c9\",\"offsetgroup\":\"c9\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\",\"c9\"],\"xaxis\":\"x\",\"yaxis\":\"y\"}],                        {\"barmode\":\"relative\",\"legend\":{\"title\":{\"text\":\"classname\"},\"tracegroupgap\":0},\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}},\"title\":{\"text\":\"Number of images by categories \"},\"xaxis\":{\"anchor\":\"y\",\"categoryarray\":[\"c0\",\"c1\",\"c2\",\"c3\",\"c4\",\"c5\",\"c6\",\"c7\",\"c8\",\"c9\"],\"categoryorder\":\"array\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"classname\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"count\"}}},                        {\"responsive\": true}                    ).then(function(){\n                            \nvar gd = document.getElementById('554b6b03-3bb9-4aa2-a79d-a6bde32199c2');\nvar x = new MutationObserver(function (mutations, observer) {{\n        var display = window.getComputedStyle(gd).display;\n        if (!display || display === 'none') {{\n            console.log([gd, 'removed!']);\n            Plotly.purge(gd);\n            observer.disconnect();\n        }}\n}});\n\n// Listen for the removal of the full notebook cells\nvar notebookContainer = gd.closest('#notebook-container');\nif (notebookContainer) {{\n    x.observe(notebookContainer, {childList: true});\n}}\n\n// Listen for the clearing of the current output cell\nvar outputEl = gd.closest('.output');\nif (outputEl) {{\n    x.observe(outputEl, {childList: true});\n}}\n\n                        })                };                });            </script>        </div>"},"metadata":{}}],"execution_count":11},{"cell_type":"markdown","source":"--> It is well distributed","metadata":{}},{"cell_type":"code","source":"# Find the frequency of images per driver\ndrivers_id = pd.DataFrame((dataset['subject'].value_counts()).reset_index())\ndrivers_id.columns = ['driver_id', 'Counts']\npx.histogram(drivers_id, x=\"driver_id\",y=\"Counts\" ,color=\"driver_id\", title=\"Number of images by subjects \")","metadata":{"execution":{"iopub.status.busy":"2025-05-07T14:40:30.993566Z","iopub.execute_input":"2025-05-07T14:40:30.994009Z","iopub.status.idle":"2025-05-07T14:40:31.169069Z","shell.execute_reply.started":"2025-05-07T14:40:30.993966Z","shell.execute_reply":"2025-05-07T14:40:31.168203Z"},"trusted":true},"outputs":[{"output_type":"display_data","data":{"text/html":"<div>                            <div id=\"82aff5ba-69a2-4e94-89fc-80483b5082f6\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"82aff5ba-69a2-4e94-89fc-80483b5082f6\")) {                    Plotly.newPlot(                        \"82aff5ba-69a2-4e94-89fc-80483b5082f6\",                        [{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p021\",\"marker\":{\"color\":\"#636efa\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p021\",\"offsetgroup\":\"p021\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p021\"],\"xaxis\":\"x\",\"y\":[1237],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p022\",\"marker\":{\"color\":\"#EF553B\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p022\",\"offsetgroup\":\"p022\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p022\"],\"xaxis\":\"x\",\"y\":[1233],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p024\",\"marker\":{\"color\":\"#00cc96\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p024\",\"offsetgroup\":\"p024\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p024\"],\"xaxis\":\"x\",\"y\":[1226],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p026\",\"marker\":{\"color\":\"#ab63fa\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p026\",\"offsetgroup\":\"p026\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p026\"],\"xaxis\":\"x\",\"y\":[1196],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p016\",\"marker\":{\"color\":\"#FFA15A\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p016\",\"offsetgroup\":\"p016\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p016\"],\"xaxis\":\"x\",\"y\":[1078],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p066\",\"marker\":{\"color\":\"#19d3f3\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p066\",\"offsetgroup\":\"p066\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p066\"],\"xaxis\":\"x\",\"y\":[1034],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p049\",\"marker\":{\"color\":\"#FF6692\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p049\",\"offsetgroup\":\"p049\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p049\"],\"xaxis\":\"x\",\"y\":[1011],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p051\",\"marker\":{\"color\":\"#B6E880\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p051\",\"offsetgroup\":\"p051\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p051\"],\"xaxis\":\"x\",\"y\":[920],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p014\",\"marker\":{\"color\":\"#FF97FF\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p014\",\"offsetgroup\":\"p014\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p014\"],\"xaxis\":\"x\",\"y\":[876],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p015\",\"marker\":{\"color\":\"#FECB52\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p015\",\"offsetgroup\":\"p015\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p015\"],\"xaxis\":\"x\",\"y\":[875],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p035\",\"marker\":{\"color\":\"#636efa\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p035\",\"offsetgroup\":\"p035\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p035\"],\"xaxis\":\"x\",\"y\":[848],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p047\",\"marker\":{\"color\":\"#EF553B\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p047\",\"offsetgroup\":\"p047\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p047\"],\"xaxis\":\"x\",\"y\":[835],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p081\",\"marker\":{\"color\":\"#00cc96\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p081\",\"offsetgroup\":\"p081\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p081\"],\"xaxis\":\"x\",\"y\":[823],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p012\",\"marker\":{\"color\":\"#ab63fa\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p012\",\"offsetgroup\":\"p012\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p012\"],\"xaxis\":\"x\",\"y\":[823],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p064\",\"marker\":{\"color\":\"#FFA15A\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p064\",\"offsetgroup\":\"p064\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p064\"],\"xaxis\":\"x\",\"y\":[820],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p075\",\"marker\":{\"color\":\"#19d3f3\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p075\",\"offsetgroup\":\"p075\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p075\"],\"xaxis\":\"x\",\"y\":[814],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p061\",\"marker\":{\"color\":\"#FF6692\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p061\",\"offsetgroup\":\"p061\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p061\"],\"xaxis\":\"x\",\"y\":[809],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p056\",\"marker\":{\"color\":\"#B6E880\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p056\",\"offsetgroup\":\"p056\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p056\"],\"xaxis\":\"x\",\"y\":[794],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p050\",\"marker\":{\"color\":\"#FF97FF\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p050\",\"offsetgroup\":\"p050\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p050\"],\"xaxis\":\"x\",\"y\":[790],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p052\",\"marker\":{\"color\":\"#FECB52\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p052\",\"offsetgroup\":\"p052\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p052\"],\"xaxis\":\"x\",\"y\":[740],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p002\",\"marker\":{\"color\":\"#636efa\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p002\",\"offsetgroup\":\"p002\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p002\"],\"xaxis\":\"x\",\"y\":[725],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p045\",\"marker\":{\"color\":\"#EF553B\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p045\",\"offsetgroup\":\"p045\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p045\"],\"xaxis\":\"x\",\"y\":[724],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p039\",\"marker\":{\"color\":\"#00cc96\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p039\",\"offsetgroup\":\"p039\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p039\"],\"xaxis\":\"x\",\"y\":[651],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p041\",\"marker\":{\"color\":\"#ab63fa\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p041\",\"offsetgroup\":\"p041\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p041\"],\"xaxis\":\"x\",\"y\":[605],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p042\",\"marker\":{\"color\":\"#FFA15A\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p042\",\"offsetgroup\":\"p042\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p042\"],\"xaxis\":\"x\",\"y\":[591],\"yaxis\":\"y\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"histfunc\":\"sum\",\"hovertemplate\":\"driver_id=%{x}<br>sum of Counts=%{y}<extra></extra>\",\"legendgroup\":\"p072\",\"marker\":{\"color\":\"#19d3f3\",\"pattern\":{\"shape\":\"\"}},\"name\":\"p072\",\"offsetgroup\":\"p072\",\"orientation\":\"v\",\"showlegend\":true,\"type\":\"histogram\",\"x\":[\"p072\"],\"xaxis\":\"x\",\"y\":[346],\"yaxis\":\"y\"}],                        {\"barmode\":\"relative\",\"legend\":{\"title\":{\"text\":\"driver_id\"},\"tracegroupgap\":0},\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}},\"title\":{\"text\":\"Number of images by subjects \"},\"xaxis\":{\"anchor\":\"y\",\"categoryarray\":[\"p021\",\"p022\",\"p024\",\"p026\",\"p016\",\"p066\",\"p049\",\"p051\",\"p014\",\"p015\",\"p035\",\"p047\",\"p081\",\"p012\",\"p064\",\"p075\",\"p061\",\"p056\",\"p050\",\"p052\",\"p002\",\"p045\",\"p039\",\"p041\",\"p042\",\"p072\"],\"categoryorder\":\"array\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"driver_id\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"sum of Counts\"}}},                        {\"responsive\": true}                    ).then(function(){\n                            \nvar gd = document.getElementById('82aff5ba-69a2-4e94-89fc-80483b5082f6');\nvar x = new MutationObserver(function (mutations, observer) {{\n        var display = window.getComputedStyle(gd).display;\n        if (!display || display === 'none') {{\n            console.log([gd, 'removed!']);\n            Plotly.purge(gd);\n            observer.disconnect();\n        }}\n}});\n\n// Listen for the removal of the full notebook cells\nvar notebookContainer = gd.closest('#notebook-container');\nif (notebookContainer) {{\n    x.observe(notebookContainer, {childList: true});\n}}\n\n// Listen for the clearing of the current output cell\nvar outputEl = gd.closest('.output');\nif (outputEl) {{\n    x.observe(outputEl, {childList: true});\n}}\n\n                        })                };                });            </script>        </div>"},"metadata":{}}],"execution_count":12},{"cell_type":"markdown","source":"### Images overview","metadata":{}},{"cell_type":"markdown","source":"Let's take a look at the various images in the dataset.\n* I'll plot an image for each of the 10 classes.","metadata":{}},{"cell_type":"code","source":"activity_map = {'c0': 'Safe driving', \n                'c1': 'Texting - right', \n                'c2': 'Talking on the phone - right', \n                'c3': 'Texting - left', \n                'c4': 'Talking on the phone - left', \n                'c5': 'Operating the radio', \n                'c6': 'Drinking', \n                'c7': 'Reaching behind', \n                'c8': 'Hair and makeup', \n                'c9': 'Talking to passenger'}\n\n\nplt.figure(figsize = (12, 20))\nimage_count = 1\nBASE_URL = '../input/state-farm-distracted-driver-detection/imgs/train/'\nfor directory in os.listdir(BASE_URL):\n    if directory[0] != '.':\n        for i, file in enumerate(os.listdir(BASE_URL + directory)):\n            if i == 1:\n                break\n            else:\n                fig = plt.subplot(5, 2, image_count)\n                image_count += 1\n                image = mpimg.imread(BASE_URL + directory + '/' + file)\n                plt.imshow(image)\n                plt.title(activity_map[directory])","metadata":{"execution":{"iopub.status.busy":"2025-05-07T14:40:31.170301Z","iopub.execute_input":"2025-05-07T14:40:31.17061Z","iopub.status.idle":"2025-05-07T14:40:33.639175Z","shell.execute_reply.started":"2025-05-07T14:40:31.170571Z","shell.execute_reply":"2025-05-07T14:40:33.638128Z"},"trusted":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x1440 with 10 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}],"execution_count":13},{"cell_type":"code","source":"def create_submission(predictions, test_id, info):\n    \"\"\"\n    Submission function for participating to the competition\n    \"\"\"\n    result = pd.DataFrame(predictions, columns=['c0', 'c1', 'c2', 'c3', 'c4', 'c5', 'c6', 'c7', 'c8', 'c9'])\n    result.loc[:, 'img'] = pd.Series(test_id, index=result.index)\n    \n    now = datetime.datetime.now()\n    \n    if not os.path.isdir('kaggle_submissions'):\n        os.mkdir('kaggle_submissions')\n\n    suffix = \"{}_{}\".format(info,str(now.strftime(\"%Y-%m-%d-%H-%M\")))\n    sub_file = os.path.join('kaggle_submissions', 'submission_' + suffix + '.csv')\n    \n    result.to_csv(sub_file, index=False)\n    \n    return sub_file","metadata":{"execution":{"iopub.status.busy":"2025-05-07T14:40:33.640492Z","iopub.execute_input":"2025-05-07T14:40:33.640734Z","iopub.status.idle":"2025-05-07T14:40:33.648036Z","shell.execute_reply.started":"2025-05-07T14:40:33.640705Z","shell.execute_reply":"2025-05-07T14:40:33.646796Z"},"trusted":true},"outputs":[],"execution_count":14},{"cell_type":"markdown","source":"Create a vanilla CNN model\nBuilding the model\nI'll develop the model with a total of 4 Convolutional layers, then a Flatten layer and then 2 Dense layers. I'll use the optimizer as rmsprop, and loss as categorical_crossentropy.","metadata":{}},{"cell_type":"markdown","source":"## Part 3 : CNN Model  <a class=\"anchor\" id=\"chapter3\"></a>\nArchitecture :\n- 3 Convolutionnal layers (with Relu, Maxpooling and dropout)\n- A flatten layer\n- 2 Dense layers with Relu and Dropouts\n- 1 Dense layer with softmax for the classification","metadata":{}},{"cell_type":"code","source":"# Number of batch size and epochs\nbatch_size = 40 #40\nnb_epoch = 6 #10","metadata":{"execution":{"iopub.status.busy":"2025-05-07T14:40:33.649693Z","iopub.execute_input":"2025-05-07T14:40:33.6505Z","iopub.status.idle":"2025-05-07T14:40:33.6632Z","shell.execute_reply.started":"2025-05-07T14:40:33.650455Z","shell.execute_reply":"2025-05-07T14:40:33.662252Z"},"trusted":true},"outputs":[],"execution_count":15},{"cell_type":"code","source":"models_dir = \"saved_models\"\nif not os.path.exists(models_dir):\n    os.makedirs(models_dir)\n    \ncheckpointer = ModelCheckpoint(filepath='saved_models/weights_best_vanilla.hdf5', \n                               monitor='val_loss', mode='min',\n                               verbose=1, save_best_only=True)\nes = EarlyStopping(monitor='val_loss', mode='min', verbose=1, patience=2)\n#callbacks = [checkpointer, es]","metadata":{"execution":{"iopub.status.busy":"2025-05-07T14:40:33.664682Z","iopub.execute_input":"2025-05-07T14:40:33.664953Z","iopub.status.idle":"2025-05-07T14:40:33.677981Z","shell.execute_reply.started":"2025-05-07T14:40:33.664922Z","shell.execute_reply":"2025-05-07T14:40:33.676724Z"},"trusted":true},"outputs":[],"execution_count":16},{"cell_type":"code","source":"def create_model():\n    model = Sequential()\n\n    ## CNN 1\n    model.add(Conv2D(32,(3,3),activation='relu',input_shape=(img_rows, img_cols, color_type)))\n    model.add(BatchNormalization())\n    model.add(Conv2D(32,(3,3),activation='relu',padding='same'))\n    model.add(BatchNormalization(axis = 3))\n    model.add(MaxPooling2D(pool_size=(2,2),padding='same'))\n    model.add(Dropout(0.3))\n\n    ## CNN 2\n    model.add(Conv2D(64,(3,3),activation='relu',padding='same'))\n    model.add(BatchNormalization())\n    model.add(Conv2D(64,(3,3),activation='relu',padding='same'))\n    model.add(BatchNormalization(axis = 3))\n    model.add(MaxPooling2D(pool_size=(2,2),padding='same'))\n    model.add(Dropout(0.3))\n\n    ## CNN 3\n    model.add(Conv2D(128,(3,3),activation='relu',padding='same'))\n    model.add(BatchNormalization())\n    model.add(Conv2D(128,(3,3),activation='relu',padding='same'))\n    model.add(BatchNormalization(axis = 3))\n    model.add(MaxPooling2D(pool_size=(2,2),padding='same'))\n    model.add(Dropout(0.5))\n\n    ## Output\n    model.add(Flatten())\n    model.add(Dense(512,activation='relu'))\n    model.add(BatchNormalization())\n    model.add(Dropout(0.5))\n    model.add(Dense(128,activation='relu'))\n    model.add(Dropout(0.25))\n    model.add(Dense(10,activation='softmax'))\n\n    return model","metadata":{"execution":{"iopub.status.busy":"2025-05-07T14:40:33.679512Z","iopub.execute_input":"2025-05-07T14:40:33.679913Z","iopub.status.idle":"2025-05-07T14:40:33.704096Z","shell.execute_reply.started":"2025-05-07T14:40:33.679849Z","shell.execute_reply":"2025-05-07T14:40:33.702907Z"},"trusted":true},"outputs":[],"execution_count":17},{"cell_type":"code","source":"model = create_model()\n\n# More details about the layers\nmodel.summary()\n\n# Compiling the model\nmodel.compile(optimizer='rmsprop', loss='categorical_crossentropy', metrics=['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2025-05-07T14:40:33.70531Z","iopub.execute_input":"2025-05-07T14:40:33.70557Z","iopub.status.idle":"2025-05-07T14:40:34.050392Z","shell.execute_reply.started":"2025-05-07T14:40:33.705534Z","shell.execute_reply":"2025-05-07T14:40:34.049289Z"},"trusted":true},"outputs":[{"name":"stdout","text":"Model: \"sequential\"\n_________________________________________________________________\nLayer (type)                 Output Shape              Param #   \n=================================================================\nconv2d (Conv2D)              (None, 62, 62, 32)        320       \n_________________________________________________________________\nbatch_normalization (BatchNo (None, 62, 62, 32)        128       \n_________________________________________________________________\nconv2d_1 (Conv2D)            (None, 62, 62, 32)        9248      \n_________________________________________________________________\nbatch_normalization_1 (Batch (None, 62, 62, 32)        128       \n_________________________________________________________________\nmax_pooling2d (MaxPooling2D) (None, 31, 31, 32)        0         \n_________________________________________________________________\ndropout (Dropout)            (None, 31, 31, 32)        0         \n_________________________________________________________________\nconv2d_2 (Conv2D)            (None, 31, 31, 64)        18496     \n_________________________________________________________________\nbatch_normalization_2 (Batch (None, 31, 31, 64)        256       \n_________________________________________________________________\nconv2d_3 (Conv2D)            (None, 31, 31, 64)        36928     \n_________________________________________________________________\nbatch_normalization_3 (Batch (None, 31, 31, 64)        256       \n_________________________________________________________________\nmax_pooling2d_1 (MaxPooling2 (None, 16, 16, 64)        0         \n_________________________________________________________________\ndropout_1 (Dropout)          (None, 16, 16, 64)        0         \n_________________________________________________________________\nconv2d_4 (Conv2D)            (None, 16, 16, 128)       73856     \n_________________________________________________________________\nbatch_normalization_4 (Batch (None, 16, 16, 128)       512       \n_________________________________________________________________\nconv2d_5 (Conv2D)            (None, 16, 16, 128)       147584    \n_________________________________________________________________\nbatch_normalization_5 (Batch (None, 16, 16, 128)       512       \n_________________________________________________________________\nmax_pooling2d_2 (MaxPooling2 (None, 8, 8, 128)         0         \n_________________________________________________________________\ndropout_2 (Dropout)          (None, 8, 8, 128)         0         \n_________________________________________________________________\nflatten (Flatten)            (None, 8192)              0         \n_________________________________________________________________\ndense (Dense)                (None, 512)               4194816   \n_________________________________________________________________\nbatch_normalization_6 (Batch (None, 512)               2048      \n_________________________________________________________________\ndropout_3 (Dropout)          (None, 512)               0         \n_________________________________________________________________\ndense_1 (Dense)              (None, 128)               65664     \n_________________________________________________________________\ndropout_4 (Dropout)          (None, 128)               0         \n_________________________________________________________________\ndense_2 (Dense)              (None, 10)                1290      \n=================================================================\nTotal params: 4,552,042\nTrainable params: 4,550,122\nNon-trainable params: 1,920\n_________________________________________________________________\n","output_type":"stream"}],"execution_count":18},{"cell_type":"markdown","source":"#### Training model","metadata":{}},{"cell_type":"code","source":"history = model.fit(x_train, y_train, \n          validation_data=(x_test, y_test),\n          epochs=nb_epoch, batch_size=batch_size, verbose=1)\n\n#model.load_weights('saved_models/weights_best_vanilla.hdf5')\nprint('History of the training',history.history)","metadata":{"execution":{"iopub.status.busy":"2025-05-07T14:40:34.051563Z","iopub.execute_input":"2025-05-07T14:40:34.05179Z","iopub.status.idle":"2025-05-07T15:10:07.087674Z","shell.execute_reply.started":"2025-05-07T14:40:34.051764Z","shell.execute_reply":"2025-05-07T15:10:07.086462Z"},"trusted":true},"outputs":[{"name":"stdout","text":"Epoch 1/6\n449/449 [==============================] - 299s 661ms/step - loss: 1.8914 - accuracy: 0.4019 - val_loss: 0.8189 - val_accuracy: 0.7880\nEpoch 2/6\n449/449 [==============================] - 295s 658ms/step - loss: 0.3850 - accuracy: 0.8739 - val_loss: 0.1246 - val_accuracy: 0.9594\nEpoch 3/6\n449/449 [==============================] - 296s 660ms/step - loss: 0.2148 - accuracy: 0.9326 - val_loss: 0.0849 - val_accuracy: 0.9755\nEpoch 4/6\n449/449 [==============================] - 294s 654ms/step - loss: 0.1600 - accuracy: 0.9515 - val_loss: 0.0823 - val_accuracy: 0.9766\nEpoch 5/6\n449/449 [==============================] - 293s 653ms/step - loss: 0.1176 - accuracy: 0.9642 - val_loss: 0.0839 - val_accuracy: 0.9741\nEpoch 6/6\n449/449 [==============================] - 295s 658ms/step - loss: 0.1056 - accuracy: 0.9683 - val_loss: 0.0473 - val_accuracy: 0.9895\nHistory of the training {'loss': [1.2256295680999756, 0.3301564157009125, 0.20288200676441193, 0.15580889582633972, 0.11708224564790726, 0.11140643805265427], 'accuracy': [0.5979709029197693, 0.895479142665863, 0.9376219511032104, 0.9525614380836487, 0.9655499458312988, 0.9681699275970459], 'val_loss': [0.8189489245414734, 0.12455032765865326, 0.08488652855157852, 0.08225865662097931, 0.08391199260950089, 0.047291457653045654], 'val_accuracy': [0.7879598736763, 0.9594202637672424, 0.9754738211631775, 0.9765886068344116, 0.9741359949111938, 0.9895206093788147]}\n","output_type":"stream"}],"execution_count":19},{"cell_type":"code","source":"def plot_train_history(history):\n    \"\"\"\n    Plot the validation accuracy and validation loss over epochs\n    \"\"\"\n    # Summarize history for accuracy\n    plt.plot(history.history['accuracy'])\n    plt.plot(history.history['val_accuracy'])\n    plt.title('Model accuracy')\n    plt.ylabel('accuracy')\n    plt.xlabel('epoch')\n    plt.legend(['train', 'test'], loc='upper left')\n    plt.show()\n\n    # Summarize history for loss\n    plt.plot(history.history['loss'])\n    plt.plot(history.history['val_loss'])\n    plt.title('Model loss')\n    plt.ylabel('loss')\n    plt.xlabel('epoch')\n    plt.legend(['train', 'test'], loc='upper left')\n    plt.show()\n    \nplot_train_history(history)","metadata":{"execution":{"iopub.status.busy":"2025-05-07T15:10:07.089118Z","iopub.execute_input":"2025-05-07T15:10:07.089386Z","iopub.status.idle":"2025-05-07T15:10:07.518969Z","shell.execute_reply.started":"2025-05-07T15:10:07.089349Z","shell.execute_reply":"2025-05-07T15:10:07.517969Z"},"trusted":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}],"execution_count":20},{"cell_type":"markdown","source":"#### Prediction on test set","metadata":{}},{"cell_type":"code","source":"def plot_test_class(model, test_files, image_number, color_type=1):\n    \"\"\"\n    Function that tests or model on test images and show the results\n    \"\"\"\n    img_brute = test_files[image_number]\n    img_brute = cv2.resize(img_brute,(img_rows,img_cols))\n    plt.imshow(img_brute, cmap='gray')\n\n    new_img = img_brute.reshape(-1,img_rows,img_cols,color_type)\n\n    y_prediction = model.predict(new_img, batch_size=batch_size, verbose=1)\n    print('Y prediction: {}'.format(y_prediction))\n    print('Predicted: {}'.format(activity_map.get('c{}'.format(np.argmax(y_prediction)))))\n    \n    plt.show()","metadata":{"execution":{"iopub.status.busy":"2025-05-07T15:10:07.520282Z","iopub.execute_input":"2025-05-07T15:10:07.520553Z","iopub.status.idle":"2025-05-07T15:10:07.527268Z","shell.execute_reply.started":"2025-05-07T15:10:07.520522Z","shell.execute_reply":"2025-05-07T15:10:07.526255Z"},"trusted":true},"outputs":[],"execution_count":21},{"cell_type":"code","source":"score1 = model.evaluate(x_test, y_test, verbose=1)","metadata":{"execution":{"iopub.status.busy":"2025-05-07T15:10:07.528935Z","iopub.execute_input":"2025-05-07T15:10:07.529243Z","iopub.status.idle":"2025-05-07T15:10:21.863177Z","shell.execute_reply.started":"2025-05-07T15:10:07.529212Z","shell.execute_reply":"2025-05-07T15:10:21.86217Z"},"trusted":true},"outputs":[{"name":"stdout","text":"141/141 [==============================] - 14s 101ms/step - loss: 0.0473 - accuracy: 0.9895\n","output_type":"stream"}],"execution_count":22},{"cell_type":"code","source":"print('Loss: ', score1[0])\nprint('Accuracy: ', score1[1]*100, ' %')","metadata":{"execution":{"iopub.status.busy":"2025-05-07T15:10:21.864447Z","iopub.execute_input":"2025-05-07T15:10:21.864688Z","iopub.status.idle":"2025-05-07T15:10:21.871643Z","shell.execute_reply.started":"2025-05-07T15:10:21.864659Z","shell.execute_reply":"2025-05-07T15:10:21.870772Z"},"trusted":true},"outputs":[{"name":"stdout","text":"Loss:  0.04729146510362625\nAccuracy:  98.95206093788147  %\n","output_type":"stream"}],"execution_count":23},{"cell_type":"code","source":"for i in range(10):\n    plot_test_class(model, test_files, i)","metadata":{"execution":{"iopub.status.busy":"2025-05-07T15:10:21.872924Z","iopub.execute_input":"2025-05-07T15:10:21.873155Z","iopub.status.idle":"2025-05-07T15:10:24.195116Z","shell.execute_reply.started":"2025-05-07T15:10:21.873129Z","shell.execute_reply":"2025-05-07T15:10:24.194107Z"},"trusted":true},"outputs":[{"name":"stdout","text":"1/1 [==============================] - 0s 190ms/step\nY prediction: [[1.5497109e-15 3.1787030e-26 7.2971119e-18 5.3649355e-18 1.7387920e-18\n  1.0000000e+00 1.8633444e-20 4.2961189e-19 1.1333813e-16 5.6871037e-15]]\nPredicted: Operating the radio\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}},{"name":"stdout","text":"1/1 [==============================] - 0s 23ms/step\nY prediction: [[6.6784488e-11 2.3601258e-15 1.4597915e-08 5.6701692e-13 2.0597544e-09\n  9.9999988e-01 9.7730934e-10 8.8615558e-08 2.0091573e-08 4.6507292e-10]]\nPredicted: Operating the radio\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}},{"name":"stdout","text":"1/1 [==============================] - 0s 22ms/step\nY prediction: [[9.9523807e-01 3.3035211e-04 1.0796830e-06 6.3362336e-06 5.7744386e-04\n  5.1434856e-10 1.5994898e-07 5.7848409e-10 2.8930586e-03 9.5359510e-04]]\nPredicted: Safe driving\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAA2B0lEQVR4nO19e9RVVbn+8waiZpmX0EBURFFDU1RUEEvEGz8isTx5KRvYYIS3ymOlVl46lY3UhscYeczwFhgJmqlomiKpiSnwISggIogooIKammVZ6vz98e01eebjXpMNfOxNrfcZg8G791xrrrnmWvPb7/PepoUQ4HA4/vPxgVYPwOFwNAe+2B2OisAXu8NREfhidzgqAl/sDkdF4Ivd4agI1mmxm9kQM1tgZovM7NsdNSiHw9HxsLX1s5tZJwBPAzgCwDIAMwCcGEJ4suOG53A4Ogqd1+HcAwAsCiEsBgAzmwBgOIDSxd6pU6fQuXP9S5rZOgxlzbC212r0PD5Oz3nnnXeivMceeyRtb7/9dt3+Ntpoo9Jrvffee6X98x9y/aPO52kfPGY+7wMfSBVBPi/3o7F8+fIod+nSJWn75z//GeU+ffokbQsWLIjypptuWto/j0vH2KlTp7qyHqefGR/+8IejnHsH+F74Wqs7r2z8b731VnIcz0HZeJcsWYJXXnml7sXWZbFvB2ApfV4G4MDcCZ07d0a3bt0AvH8ycpNd1qYvKUP7L3tp1/ah5L7nz/pyv/baa1F++OGHk7bnnnuubv/bbrtt6Rj/8Y9/JG0vv/xylP/1r39FmV9EAPjb3/4WZX2pNt5447r9f+hDHyrtg68FpHNw/vnnR7l79+7Jcc8//3yUdT4GDRoU5b333jvK+ox4EfDYAWCLLbaI8uabbx7lD37wg8lxfG/aP48j997yvfAfCADYZJNNUAYeP78vs2bNSo7bc889644XWLUWDjywfAmuy2JvCGY2CsAo4P0T5XA4mod14ewDAPxPCOGo2ufvAEAI4cdl52y88cah+GVX1ZR/pXO/lGUqpvahKFOV1uSXnX81/vrXv0Z51KhRyXFDhw4tHeMuu+wS5RUrViRtm222WZT5F1VVWO5z+vTpSRv/MvCv+ZZbbpkcx6p17969k7YXXnih7jh0fnv06BFl1lgA4PXXX48y0xO9l5133jnKOvfPPPNMlH/zm99EeezYsclxRx99dJR33HHHpI2vx7+u/CsPAB/5yEeirL/KPK7DDz88aeP5Xrx4cd1r6ThU+2Bqm6MkrI0cccQRSdsf//hHAO2/7G1tbXVf4nWxxs8A0NvMdjKzLgBOADBpHfpzOBzrEWutxocQ3jGzrwK4B0AnANeFEOZ12MgcDkeHYp04ewjhLgB3ddBYHA7HesRac/a1wSabbBKY5zHefffdKCtXKXNl5Sz4ObC9QG0Hb775ZpTnzp2btLF1lDl7wZcKMI/7xCc+kbTtu+++Ud5qq62Str/85S9RXrlyZZSVXzI3ZK4JADvssEOUeU6VDz/++ONRZlsBkFr0999//yi3tbUlx7E1Xq3DzHv//Oc/R1k5O9/bxz72saSN5+DVV1+NstpZ2N04adKk0jZ+X3TemA+zBV/b9D7LLPxq7ef50PnmOeH3cU3cg8WY+/fvj5kzZ3Y4Z3c4HP9G8MXucFQE693PzgghRNUyF+nE6qeizE2hbarqsTtpp512ivKPf5x6CjlwQaP9WM2cOHFilNnNBKRuLg02YRVfx8+q6kc/+tEoK9Vgd9gbb7yRtLF6+thjj0VZ1c+99tqrbn9A6r4qc10BqYqswUM85lwk39///vcoq/uO1V2mOAMGDEiOY9qhbjN2P95www1RZgoCpPOobTynPF79zHOsqjq7HzVSkmkDv/v6zHiO9Z0oxpx1P5e2OByO/yj4Ync4KgJf7A5HRdBUzg6s4mzKy5nLqZuI+QnzROVPXbt2jbJyyDIXzEUXXZQcd8ghh0T5vPPOS9qYazGP4+wsAPj4xz8e5alTpyZtzJU1hJXHPHv27Cgr/2M+z7YIAHjppZeizG44tWE8++yzUWYbBpCGc3JYrXJNtkfos9hvv/2izHxY++D3QENd2ZbA93LnnXcmx33605+OchGOXeDmm2+O8rhx46Ks3JbfsX79+iVtbMdRm8DWW29dd7yaeMTvH9tmgHQe2R2rNh3OktT1U9yPc3aHw+GL3eGoCpoaQdelS5dQuK9yaryOqSwTSNV9zvtWtwW7x9jVoW4njohS98bpp58e5RdffDHKjz76aHIcu+xYpQfSDLNDDz00abvrrlWRx6x263zkcqNZTWZVUvtgtZgzz7SPJUuWRFmz9Fj9VPWZo+YadavqONjtx643zRrjSMfDDjustI8pU6ZEWWnHkCFDoqwRdKyCK+Xh7DM+T/tgKBXgz/zuMF0DUppT5uocPnw45syZ4xF0DkeV4Yvd4agImm6NL9Q4tRqymqnqc1lBCf2e1cVly5Ylbdtss02UWXVnFQ1ISzRpospVV10VZbbQalIFW7AXLVqUtPF5fBxQXtNN54PvU6P8yuiQzjffG6vIQOoJYFVSr8XJHqoW87yqN4HB6r+qtzx+pmgcMQekBUHmz5+ftPF8Dxs2LMqPPPJIchzTPn0n+L41Oap///51++jbt29yHCeA6Xzz9di6r1SAvRqaaFO8I26NdzgcvtgdjqrAF7vDURE0lbNvtdVW+OIXvwgAuO6665I2dpGom6jMXaMckgtKMPcBUi7DHEn5GX/WaC+2EYwePTrKyqmZGyrOPPPM0uMGDhwYZZ4DLqOs49BrP/lk/bL9Wi563rxVFcQ0M4/75GIeaiPJ2TeYw7MLUItbsmtPx8gRkdyHPhe+Npdz1nEccMABUdaiImzH0feKP6tLl8GlwJ9++umkjd2svXr1StrUVlFAbTp8nK4R5+wOhyPCF7vDURE0VY3fZpttcMYZZwB4v/p80003NdRHbsshpgK5bZfK+gNSlU3P4VpzHMmnx/HOJup2+tSnPhVldhkB5YkOqmaz20UTXHr27BnlpUtXbdijUWdMedTFw9sw8bXZJQek0YHqkuIoP3av6XxwG0clAqmLil2ATC2AdD6OOuqopI375AQadskBKWXQWnj8juh88/Vy7/Af/vCHKM+ZMydp47r3uQIs/Fnf22IOXI13OBy+2B2OqsAXu8NRETSVs7/44ov44Q9/CAD43Oc+l7TdfffdUdYCjoxcphW7RXLFA3L7yjG0HjzbAbgPDsUFUt7F7jQdI9dFB1KXV852wPx41113TdrYbsFZZOqS4yIa6mpidxXz9O233z45jsNWNQuLwUU6NFSUXVScKQcAu+22W5R591ct+sFzqpx1u+22qztGtlkAacbhyJEjkzYOU9Ua/uz243nUcfC11TbB9fjZ1qFuVW5TO07htlwnzm5m15nZSjObS99tZWaTzWxh7f8tc304HI7WoxE1/pcAhsh33wYwJYTQG8CU2meHw7EBY7VqfAjhj2bWU74eDmBQTR4L4AEA566ur6233hojRoyIMuOVV16JskYpcXQTqzKqgrO6myuSwOdpIYiyeuf6OdcHu2NUReZsKC16MW3atChzDTdV59htxJFwQKomcx+stgNpFJrOlbrYCqj6yeNS2sTRcFz0Qt1m7CrUTC4eI9fMU+rCUDWWP/PcMC0AUjeo1o3PbTmm20eXHceflfLwtmJcHENdorwu1C1XtOW2HF9bA922IYTiyb8EYNvcwQ6Ho/VYZ2t8aP+5K61tZWajzKzNzNpyhjeHw7F+sbbW+BVm1i2E8KKZdQOwsuzAEMIYAGMAoE+fPqGIoFJ17tJLL42yFp746U9/GmWOBFMVmaGqKatRfJ6qVA8++GBD/XMxhSOPPDJpYzqh1lsuZqFRbawWP/HEE1HWJBOuH8dRd0BqSecIOgUXU9By1Eyx2GOgqimX0D788MNL++AdY7UPVv+VDjFd4eep4+VnkYuc5CQcfT/22WefKCudYAqhqjVTDb43pV5MJ3KqNl9Ldzzm+noa5Vd4YXTsjLX9ZZ8EYERNHgHg9rXsx+FwNAmNuN5uBPAIgN3MbJmZjQRwMYAjzGwhgMNrnx0OxwaMRqzxJ5Y0HVbyvcPh2ADR9C2bC46jmT/selPecdxxx0V5xowZUVY3C/Mz5dt8bM59xxw+t0UQR6pp7XnuX3k52yo4ugtI65pzJlRuiycueKjjZ3eSzjdHq6mNhHk0R81p1NbQoUNRBo6MY5uDFufkcej2TzwOdjVxhhqQPsNc4RMek7oic8VTNFKTwdl4vOW0vlf8rNU28dnPfjbKHI2pnJ3tINpHI/s/eGy8w1ER+GJ3OCqCpqrxZhbVD1VvL7744uQ4BqtwrA6put/oTrAMTXbha2kfXHiBo7hUZeN7U9WXo6A0KWTChAlRPuuss6Ks7h5WhTmJQsfCUWyq7k+ePDnKGo21//77R5lVUz2O23SMTG1yBUd4rvSdKEuu0W2Rcv2X7ZCqrjce77333pu08XvALjogpVucbJQriqK0gJNwOEFM6+nxvSkFVGpTD/7L7nBUBL7YHY6KwBe7w1ERNJWzP/XUUxgwYACA9/Mx5jjqNmO+nSu6x23KLxns0skVr1Acc8wxUWYXmvbBfFALVLAb7ZlnnknaeMzsklI+xtytX79+SRvXGme+qu674jkAKfcG0pBbztJTDsnnvfrqq0kbu4k4pFRrvjP3VN7P7iXmzbqvHM9b2VbGOsZf/OIXyXHjxo2LclEUtcCpp54aZS2wwS5jdpupa4zfVbVNcIjs+eefH2Xl5aeddlqUy7Y1LyusCvgvu8NRGfhidzgqgqZv2VxAXVKspqlbhI/NRQpxH3ocq1GcUabuNT7v+OOPT9q4CAO7v5ROcH0z3UKYVTYdI29JVFaXDEijv1TV4+IHTBO4kIWCa5oDqRuKC2pwoQm9NquzQKqus3qrWx2xG03ng8fBEW65zC4FRwcyxdHnwm5KpStMDTh6EQAuu+yyKJ988slR1i2hv/rVr0ZZaQgXBeFa/PyuAMDZZ58d5QsvvDBpK9aMFhFh+C+7w1ER+GJ3OCqCpqvxZYn7rMKpRZHbctFSfJ5a4/nYnKrD1metrMN9soqplIR38+T6YkC6i+uNN96YtLHqe/3110eZVUUgLRqhngtWcXMllvk5aB8cKcjqs1qR2QuhxRQ4OjCXBMLQMZYdqzTvvvvui/Luu++etPEcjB8/Psr6XDi6jqM5gXSu+P0A0jmYOHFilPXd5FqBHL0IpAlL/O7oc+H7vuSSS5K2IuJSS2QnYy1tcTgc/1Hwxe5wVAS+2B2OimCD4eyMXFEK5sq5LYeU15VF1Ol4mPOpm4X5MEfQafEKLrChBRkmTZoUZc16Y27LnE+jtnIRY/fff3+U2fX23e9+NzmOzzvkkEOSNuaXvNWSus2YD+eKhTDUHsOcV20pnH3G86GFNNmVxVtSAWltfr5ndRVyAQm11fBzb9Ttp5yda9Hz+wGkUZZq/2FwJuTll1+etBWfnbM7HA5f7A5HVdB0Nb5Qb1StbjT6jV0TvMsnkKqS2ge7WriNiw8AwOLFi6OsKjJHWXFkFp8DpPeiKie7rzSS6qmnnoqy1khjMDXQLZk4Co/ry6uKzJ+1Lr26lxqBzndZRCQnnABpoorWwmNVm+dGtw7j7bZ0Sy2OhuMCHloA4/TTT4+y0qZczcIy6HGsxuv2Uvwe8DusVJRVd32exRhzEab+y+5wVAS+2B2OisAXu8NREbTM9abcIld4grkLn7dkyZLkuF69ejU0Bt6XjMNBgZSn6zg4O4x53AknnJAcpwUaGLx/mc4Bu024TW0HXE9cXUFsV+D5YBca0JgLVKHjZa55zTXXJG3MWZmLq8uL3VzqruM2LpRxwQUXJMfddtttUVZ3KdtIOAR5+PDhyXELFy6Mshbn5LnSMTbK4dnWxEVQgHR/wTKXJZDn4x1SN97Mtjez+83sSTObZ2Zn1r7fyswmm9nC2v9brq4vh8PROjTyZ+kdAN8MIfQB0B/AGWbWB8C3AUwJIfQGMKX22eFwbKBoZK+3FwG8WJPfNLP5ALYDMBzAoNphYwE8AODcRi+s6g+rIblsH47AUnWZI9I0Y2rnnXeOMmd1aREDxty5c5PPBx10UJRZfdYIOlYdOcoMSCPvtJY9bz3MaitndQHAEUccEWVVx1nlz2WYlY0JSOeYo7bU1ck13TTqjOkEq7C57ZBVveVxTZ06Ncpa65+vra7Osq26eXxA6urU58Kf11aN53dEI+i4jzLKCqTPWp9t8U7wFmKKNTLQmVlPAPsAmAZg29ofAgB4CcC2Zec5HI7Wo+HFbmYfAnALgP8OISRB3aH9T1BdC4GZjTKzNjNrq9fucDiag4YWu5lthPaFPj6E8Nva1yvMrFutvRuAlfXODSGMCSH0CyH0q9fucDiag9VydmsnCtcCmB9C+F9qmgRgBICLa//fviYXXls3Qi6sljOecoUYmXdprfLNN988yspR2YXE9gHlbczTlaNyVpOGQzJPZ+7JYwdSTq38kvsfOXJklJXjMc/VKjMcisncljPqdByarcVuxE9+8pNRVhsDV2lZtGhR0sZzx/PBlXqAlA+r7YDtOhxm27t379JraTgu95GzNeXcmezaUztRWSWmnD2A94QDVlUzGjx4cOk5jfjZBwL4EoA5Zja79t130b7IbzKzkQCeA3Bc/dMdDseGgEas8VMBlP3JOqxjh+NwONYXWpb1pi6Msi2VgdRlwqqjqk2sSmqRBFaZWR3nrZcVms3G9c8520yLUORUdXavafQeH8sRb6qCc2HDRgshaKYVq6ZPP/100sbPhjPAdBxMOw499NCkjd2PPCZ1eXGW2lVXXZW03XPPPXXHpO6l7t27R1nr48+ZMyfKvN3yiSeemBzHmX+5rcN0myt+hlrcgzFw4MAoa0Qkv2f8DmiBT36n9b299dZbAbyfxjA8Nt7hqAh8sTscFUHLEmFy2y5pm6ozBTRyja2XWpyA1Ue25qpaxlZ8Tax5+OGHo8yqYy6qSi2qZYUK9FhWD7V/HgcXdQBSVY/PUzrBtClXt4xr8rGnQq+l6iNb9HnbpdmzZyfHcTTchAkTkjYeM1vPeRsuHZc+T55T3oJJ6QS/L7lkFAU/Qz5Pt27iZ9anT5+k7cknn4wyb/+kHg5+ZhwRCgBvvPHGasfqv+wOR0Xgi93hqAh8sTscFUHLtmxWMGdXnstciN0iueM0I445Gm+3rLyZ7QXKQ/fff/8ocyZXbhy5qCrl0XweZ3wpp+btgNWlxpFgPC61b/BnrRvP4HnUwhM8fuWXbJtg194DDzyQHPe73/0uysqV+dlwNKO6AKdPnx5ldm0CwBe+8AXUg7o9+TnpM+PraXEMfq94vq+88srS6911111JG7vivvGNb0RZa8Pzs9Y5KJ5n7n3zX3aHoyLwxe5wVARNVePNrNT1xtAEF3Y55GrDs7uHEw+AtIZ6165do6zRTJxMk6sfzuepCsuqrxaGyG1Nzao1R+ip6svj1+2OPvOZz0T5zjvvjPKQIUOS45gOKV3hcbGqrrQjV0iE7+W3v/1tlB966KHkOFb39Z3g585tHLkHpIk8Sqk4ak5Vd0auaAS7DrWQCLtxOWGJaw0CqWtM75Np2aBBg0rHwVGVp556at02pRkM/2V3OCoCX+wOR0Xgi93hqAg2GNdbrigF8ynmcVoYgjmkcnF263D/ykM5A0kLHDAfZP6u+26VjR1IOby6mvjzscceG2Xlw1xwg91OQMqJ2Q2lxQ5uuOGGKKvNoWzbYLUxcDbbwQcfnLSdcsopUeYsNd3fjkOhtX92a3GYbc5d+vWvfz1p23777aPMYbWa2cZzrOM47LBVmdzq8jrnnHOizC5StYPwfWuxEL4fts9861vfSo676KKLoqxFV4rr6fvG8F92h6Mi8MXucFQETVfjC1VYVfVGI+hYTVF1jtV6VcXK3Em5cWh2FWfEsWtJs8F4XFo3ntVFzeb705/+FGWuDf+lL30pOe7mm2+OMkcDAqmbiGup6Vzx1llclEPP40If6jJitZXHCwCTJ0+Oci4jK7dF8bRp06LM74SOo1u3blFmt6T2ycUl9B3jcSg1GjBgQJSfeeaZpI3VeqY1qsYzNeJMQiB9v/k91cw53l783nvvLR1HGfyX3eGoCHyxOxwVQcus8apGNZowwpZvPYdVZo2yKit7rH1wlJWqn9znAQccEGW1/HMfqlayyqwFNtiSzAkcV199NcqgdIVVcB4/F08A0uQX3U6JVVWmEEwzAGDWrFlRHj9+fNLGlnQeo46XvSucXFTv2AI638cff3yU2foOpCo+q+r63NlazlZvIKU8WjSC6RwXzlAVnN8DjSLkBCt+N9Vz8dhjj0VZS6UX52lEJcN/2R2OisAXu8NREfhidzgqgpbVjV+TY5hf5bKw2K2lrghuY56ohQeZJ2qUFbtMclsOsRtKo+TY3ab8kjkaZ9yNGDEiOe5nP/tZlL/85S8nbeyKY/5+yy23JMfxfGgBDOaQHPGnGVXMUXNZb7l6/uyu4sKLCp63M888M2ljXq52EHaL8nul98z2Ar3PnCuVnxnX8993332T4/h6Olfs4uUCIRrJyAU8OMKSr83ZkorV/rKb2SZmNt3MHjezeWb2/dr3O5nZNDNbZGYTzazL6vpyOBytQyNq/NsABocQ9gbQF8AQM+sP4BIAl4cQdgHwGoCR5V04HI5Wo5G93gKAIlRqo9q/AGAwgMI/NBbA/wD4+er6aySCbjXjibKqhKxuaaECdkOxSqVJCey64IIX2sYqFm8dBAA33XRTlD//+c8nbVdccUWU+/btm7Tx9S644IIoay2ySy+9NMrjxo1L2jgBhdVDHSNH2qm6yFtKMS1QSsLzoc+PVdVcggjXvdeEIh4zj0OTQNidqW3spuP3RYuKMDVgWgCkdEWTr5hu8bV1OzOmoupSe+GFF6LM9EcpJs/j73//+6Tta1/7GoDUHapodH/2TrUdXFcCmAzgGQCvhxCK2VsGYLuS0x0OxwaAhhZ7COHdEEJfAD0AHABg9/wZq2Bmo8yszczaGv31djgcHY81cr2FEF4HcD+AAQC2MLNCb+4BYHnJOWNCCP1CCP1yUXIOh2P9YrWc3cy6AvhXCOF1M9sUwBFoN87dD+C/AEwAMALA7Wty4dxebznkODvzROV/ZWGIOg4uFKhclvkU79elY+fCg1rHnLkiZ3UBqduFi0sMHTo0OY552Q9+8IOkje+HeSO7bYDU1aS2CXbfPPHEE1HW+vVc6COXEcf2AXVrsYt0s802S9rY7nLaaadFWXkzh6KqrYbtDDnbAfNj7YPfJXXp8nbdfJxmGTK0f742v5tqV+DPOo5iy2YNE2c04mfvBmCsmXVCuyZwUwjhTjN7EsAEM7sIwCwA1zbQl8PhaBEascY/AWCfOt8vRjt/dzgc/wZoet34wvWWq5XVaE15PY7VenV96PZHZd8vXbo0yqousrqlEViMX//611HeY489kjZWv3T8HEHG41d1n1Xaa69NFarRo0dH+fvf/36U1SVz3HHHRZm3YNJxsbqr7juuza8qJ2eKsYtO6RVnP6pr75vf/GaU2R2mxUJyfTBYRea50XHpu8P0QrM1+Tx+P3Qcc+fOjfKuu+6atPEcc385NV634irmxGvQORwOX+wOR1XQVDU+hBDVjFwdsVxpZlaVDjrooKSN656pFZzBqrSqpqymaW02VqdZ5VbVjrfm4TEBwMknnxzlSZMmJW2sgrGF+fnnn0+Ou+aaa6KsKiFbgTkySxNE7rjjjij37NkzaeOoNh4Tb6UEAHPmzIkyW+aB8kQYVTN5SyOOGgRSVZhltURrcgqDVWSOhFu0aFFyHNNDPg5IaYN6aNra2qLM74vSQ47g1NqDTAn53c9tD6ZJWoV3Jbd2/Jfd4agIfLE7HBWBL3aHoyKwZsarb7rppqFXr14A3u+a4KgtLfTYvXv3KF911VVRZveRHqfbLTOvZs6kmUX8We0KPGZuUw7JmVY5V5NGUvHWvVxEUYsdMIdX7sYRdVyU8LzzzkuOY9sB2wAA4PDDD48yZ1fpfbJ9QJ8nt3HGmrrNuPiGzhXbXXJ9sN1F7SdcHIOLgCgv5/P03enRo0eUdUsw3tqKi5BqH3xv2gefx5mK6i7lqEe1CRRzsnDhQrz11lt1fdf+y+5wVAS+2B2OiqCprrd33nknqk9KH1i15mQUIHWxXXnllVHWGt7satICAayCcrJAjsZoG6t6rD6r+qlqd1mfet5ZZ50V5QULFkSZty0C0kQbvmcgVeOZ8vA2TkDqRuzXr1/peDmKbezYsUkb0xClQxw1x7Tje9/7XnIcR4UprWGXGqvuuuVVLjmqjHrlCp9wcguQvjuqPrPbjJN8OLoQSOeYi4No/0wZ9JnxmDWRR4t21IP/sjscFYEvdoejIvDF7nBUBE3PeisyinJuLXaXAKsS84G01rpyY+ZP6oLhMMdcZlQO3CfzxBy31wwq5vpa4IB5NLvNdA+0wYMH170WkPI8DkW97bbbkuOYiw8fPjxpu+uuu6LM+7spD+VnqHPA/Pukk06KsnJLnp8dd9wxaWPOnqv1z3OgdpATTjghyly8Qt27zMXZhavXVs7O7kG2s2jGJL9z6vYr2y5a32+2JWgod2EjKdsfD/BfdoejMvDF7nBUBC3b/knVT1ZvtY0zpdiNk3NxKdh9xWpUbqsppRr8mdWy3L1oH6zeqarHkVXz5s2Lcv/+/ZPjWMXnGnFAqgpzxBhvGQWkdeF0ayh27R166KFRVpfUJZdcEmWN5OO6dpyZp7SG3U65wgv8nJT+5GoPsouK6aFmAbKrVrPSGLydNZBGvPG49L1i+qL933///XXHpSo5j1HpUNFnrvCL/7I7HBWBL3aHoyJouhpfqLycLKJQ9YVVopyKrOp0WRurkmqZz0XU5dTMRsfBqtiAAQOStmeffTbKbElnlR5I65np+Nk6zN4JjSi8+uqro3zZZZclbXze9ddfH2Xdroq3ztLdQ4866qgo85xquWiOhtPIOLZ8cwSdvh+surOXAUifNdMfpYBcwEMpCffPkYH1ji2g7yar/zwOIJ1HroGoz5bvW9/FghJm10Bpi8Ph+I+CL3aHoyLwxe5wVARN5+wFlFuoS6YMHAmX4+zKydjdwXyHuTGQFh1Y273pmFsppxs4cGCUH3jggaSNOfzRRx8dZeXDXOzyoYceStqYX7Lrje0BADB79uwo/+hHP0raeO7GjBkT5alTp6IMF154YfKZeT9Hwqmthjm8ctSyNt1Cil1qWviSny9nO6r7ju0DWsCS5yPHo/lZa6QdP0O1TfD7yNxe1wi/j1r4snjuHVI3vrZt8ywzu7P2eSczm2Zmi8xsopmVW9wcDkfLsSZq/JkA5tPnSwBcHkLYBcBrAEZ25MAcDkfHoiE13sx6APg0gB8B+Ia16xODAXyhdshYAP8D4Oer6achV4VGGLHqVHY+kLp4VAXiiDFO0tBaYbnkjrLjcm282yuQqt2qSp577rlRZtcYu9qAlPKoG4rdOjx+VX2LWoDA+4uAMH7yk59EWd13XDhDt6hi9ZnnQwtUaD05Bt8bRz2qisz19TSCbuutt44yzwF/D7x/qyXG008/XdrG71kuCYWpQM7FyOq5vsMccalqfBHd2BFq/E8BnAOgWHVbA3g9hFDc3TIA29U5z+FwbCBY7WI3s2EAVoYQZq7NBcxslJm1mVlbo0EpDoej49GIGj8QwNFmNhTAJgA2BzAawBZm1rn2694DwPJ6J4cQxgAYAwAbb7xx8+pWOxyOBGtUN97MBgH4VghhmJndDOCWEMIEM7sKwBMhhCtz53fp0iUUSfd6XXbJaEYPFytg3qhZWMyLlD9xdhW35QpZaFsuI47BxQXnz5+ftHEG2C677JK08TbHM2euUqRGjkxtn9ddd12Uc8UoudAHfw+kmVY33njj+2+iBg4P5eIPQOpO0mfBtdzZhaYFKvi5q1uOr8fP9le/+lVyHNe2V5crc3O292iBFB6jhsTy+6d2lrL96PT9PuaYY6LMxUGAlIvn6tfzutD+TzzxRADt24WvWLGiw+vGn4t2Y90itHP4a1dzvMPhaCHWKKgmhPAAgAdq8mIAB+SOdzgcGw6aGkH33nvvRTeDRsyxOyKn4rO6qKp0jpKwe4PdP1pvjCPNcrXlcsUruFab0gmOLOOtkYFUteR7++Uvf5kcx3Ol9di4Xt1ee+0V5Ztvvjk5jrctUnWR55v7VwMr37dSL45Cy6mmjW5zzJSB1XYgfU6qxqu6XkC3smJ6qO9mri59ozSY3afqPubnmXu/2d2m4yiemRevcDgcvtgdjqqgqbu4brTRRqGwjqrqy9ZQrc3GqgknM7AMpNFTOZ8+R5lpJNIrr7wS5Zw1nsFWbyCNLOPtfPR6qi5yhFeuVDXXd9Ptn1hFZHWck2KA1Dqs4+D7ZrVbKYOq3QyupcbHaXQkX1ut8ZwoNHHixCirCsuf1WNQVvRC349cH7lEmLJiEfp9WUKOjoWfk1rtOcpP56Do4+2338Z7773nu7g6HFWGL3aHoyLwxe5wVARN5eydO3cOhZtBXR/M3TQriLk48z/dRie3xRN/ZnePZoPlan+XzZWOl90nGrnG7qRDDjkkaVu0aFGU2S2nmXMMrX/OEXs8V2pvYFdczjbBfFW3TGL7RteuXZM25t/MX9VGwtfW6LRzzjmnbptmtjHnVdcbuwTZ5qB9ME9XW0QuypLfibJ9BbRN+XxZQVWNjuTx6ztRFDR566238O677zpndziqDF/sDkdF0LLtn3LRWOri0Zpg9c7Rz7l68KxKqito7733jnJbW1vd6wKpWqYqISeBqGp68sknR3ny5MlJG6v/ZdQFSOfj4YcfTtr4ekyNLrroouQ4VsFVtdbPBXS+ORJRE2G4f1ZNu3XrlhzH53GhDCB9NrkoOX4WWoSiLJJPXVfcZ46+5bYEY+Tqx+XA7y1vXaV97rvvvkkb1yUsg/+yOxwVgS92h6Mi8MXucFQELasbryGJ7CLJ1eZm/qr7hjFfy7neOARUObVyT0ZZ8Ypc2KiGgHKhCOV1vOcXu+zYVQgACxYsiDLv7QakrsRcnXHOjlP7CXNUblOey7YJloHUbcTFPrVo5YMPPhhltZ/wOPj56Xh5jtWly2NmO4iOg8NqOTMRyG8NnuPzZcfltgnPucJ5DsaPH5+0FXOSO99/2R2OisAXu8NRETRVjQ8hRHXjyCOPTNoeffTRKOeymjgjTlU2Vr+0QECZGqjqrUbl6fgL5OrRsdqnriZWF9VNxGomR8ZpkQsu5MA17YC0WENuyySmLzqOXHYYgwt9lG0hrG36zHL7AJRBqRG7GDXqjOeAIwA14o8phBbi0K2zGGuzRdjabivGKCus4sUrHA6HL3aHoypomTX+kUceST6zRVut1GVqvNYXY1Ws0TLQqvZwn2rtZwsuq1FabIPP43p0QFpKWSkE7+J63333lY6DI6t02yW+H07Q0dpvTDVUleYIRh5jzmqvUYS8Gykn55x00knJcTzfqlpzkQdWwZUKcAluLkwCpLSM+8/RCfUKcOGJXH06ppH6XvGcNpp8psdxdOe8efOSNq9B53A4InyxOxwVgS92h6MiaCpnN7PIKTRKKcejmQ+yy0gLN+RqnJdtzaO8iLmbcuqySCflf/xZ3Thsf9BClexSO/DAA6OsW0gxcuPfb7/9oqzuI54fdb0NGzYsymyP0Gd25ZWrdvtSO0vZfHM2HJDOqWY7lmUnqj2GIwzVdVrG07WPnG2Ct5DKZVNyhp2+w/zcn3/++aSNnxnLagcp2yaKr61zyGh0f/YlAN4E8C6Ad0II/cxsKwATAfQEsATAcSGE18r6cDgcrcWaqPGHhhD6hhCKXQu/DWBKCKE3gCm1zw6HYwPFuqjxwwEMqslj0b4H3LmNnpxL7tc2VqvYRadFLfg4dZ+wmlZWyEKvrZF8ZTXCtQ44q1K8BROQd8/MmTMnyscee2yU1c3CW1YtW7YsaWM1kNv0XrjevI6RXU18z/y9jj+n3n7lK1+JMm87BaQJORptyMlSHBmniSk777xzlJVqlCXCqLuU3xd1RXKRDo1m5D75nnWHXn4WuTaeR74uAMyYMSPKWvewuO9cvbxGf9kDgHvNbKaZjap9t20IoSCZLwHYtv6pDodjQ0Cjv+wHhxCWm9k2ACabWfLnLYQQzKxupEDtj8OomrxOg3U4HGuPhn7ZQwjLa/+vBHAr2rdqXmFm3QCg9n/d7TJDCGNCCP1CCP3K1GCHw7H+sdpfdjPbDMAHQghv1uQjAfwAwCQAIwBcXPv/9kYuWPy6537lc+6DXKFH5jFaUIJ5Xq5YAHN4HSPzoZyNgceV2zdM3UScEXfHHXdEmXktkGZ9afEN7p+LEGooaq9evaI8a9aspI0LZ7ALUOc7N4/8ec8994zy2LFjk+OOOuqoKC9evDhpY5cX82h9Ltym4az8PHmuctshq72H++d5A1J3XlmtfO1TXZ3sQuawZp1vHn+uYEoZGlHjtwVwa21yOgP4dQjh92Y2A8BNZjYSwHMAjlvjqzscjqZhtYs9hLAYwN51vn8VwGHrY1AOh6Pj0bK68bmtb1XF4jZWD1WVYTVH3RbspsupQLnoOlazefzqqmFVTOt5c9bb7Nmzk7YyasDnAGmknap6rMbyuFR1zGVhTZgwIcp9+/ZFGcpoDZDSFx5TrtY/19QHgEmTJkWZXWjqRuTnnmtjNVvnjdXxHBXQ4hh83+zOU3csZy6q65DfK3439b3iMWsmZPEM1fXIcIuZw1ER+GJ3OCoCX+wOR0XQsoKTuW1rGw2+0ewk5ivK2ZnjcJvup5WzCTAPY7eQ3ku/fv2irPXJV6xYEWW1WzBH4zZ1vfEYtW58riZ+GZSX89bRPH7lw8z7lctefvnlUWZ7gYYnc/isclS2TfB8633x/GsxSkbu/eB3SZ8ZX0+fGfP03J4Gue2iy0Jkdb8Adk3q/gaFnaEjwmUdDse/OXyxOxwVQdPV+EKFyW31o2D1kVV8Vef4uNy2z6wu8pZLQFpfXdVKVgNZXdbsO85i0m2RWF3U4oicicaqqdIEjrhSl1qZC1Pnt3fv3lFWlZDVTKYu6pIaPnx4lO+5556kjd1JZ599dpT1mbF6zlGDQPps1qa+PJDShrKtv7V/vRbft1JH7j+nqq9NkclGsy6BVa5DfR+S8xsagcPh+LeHL3aHoyJouhpfWAtVRcnVfmPVL1ernNvUGsoRXWxB1Wux6siWcyC1dLLFVqOWmKJovTFWwXOFM1hWyzF7ENT6Onjw4Chz7flBgwYlx7W1tdUdL5A+C75PpUaceHTBBReU9sEJP7vttlvpcXqf3MYRbppcxPSH6Yn2UUYH9bO2seqeU+O5TVVujprL7TDM0Hp9ucIqxbNxa7zD4fDF7nBUBb7YHY6KoGV7veU4u2YFlbmQ1EXCbcrr2H3CriYtPMgcVaPTmEPxtZXL5rZ95igr5X9lbjMtPMHRauo2Yy4+YsSIKD/xxBPJcTkXDUeh5SLocsUa2M7CBSG1xj7bMHRbab5PtsHotZiza/9s32CbgNp79N4YZTXwgfLIO43k4+euvJrb2P6j7wfv9aaFL4vzci4+/2V3OCoCX+wOR0XQ9O2fChVMVZncFsLs3sglOuTqwrGallPBWa1XlYjVeo4sU9dVzl2VK/jAYBVOE2E40Wb33XdP2lhdnz59epSVrjA10IQfvjbTIZ0PnmPtI7cFMoOfu9ZC5+g6fgdU5eY+1A3K9I2fS869m3Nf6bWZDuS21OJ51LnicfG9qBq/dOnSKOtznzlzZumYC/gvu8NREfhidzgqAl/sDkdF0DLXW64mu3ImPpZ5jIZXMqfUDC3ug/ma2gfUlcUo24pZx8F8LefaU15XltmlXHnatGlRXrhwYdLWo0ePuuPSPphD5opAMifNPbPc9tb8zDgbDkhtMDvssEPSVlZIUu023Kb2gTIOrO8Yvy9vvPFGaVtua2pGzrWnbmF+J7g/3e6bt/hmdyOwak5ymXH+y+5wVAS+2B2OiqBlanzOvZHbmodVO3VrsXqXi67jNi2mwNdSlZ7bODtOVSeO9lKVkK+nmXmcZddoHb7cttWPP/546Xncv7qTeK7KItCA9F5UNR03blyU+TlxxJyOV1Vwnju+T31mTK/UXcXj5+P0meXccqyS5+aK27RuPL9LOkb+nIsC5T0IyiJE1zmCzsy2MLPfmNlTZjbfzAaY2VZmNtnMFtb+33L1PTkcjlahUTV+NIDfhxB2R/tWUPMBfBvAlBBCbwBTap8dDscGikZ2cf0IgE8BOBkAQgj/BPBPMxsOYFDtsLEAHgBwbqMXXtu92nPRdKxGqTpTtoOnqmWsSqpFlVW95cuXR5kjvYA0iktr3LH6papYt27doqxJIQxW+3LlnVVdZOS22+I5fvnll+uOT6/NNfmAcvVWE1VyxUjYW8FJMXocj0vngy3pfJ7SSL5nfXfYop9LmNlnn32izDvh6rWvuOKK0j74OKVNSgkZxbNe1+IVOwF4GcD1ZjbLzK6pbd28bQihKOz9Etp3e3U4HBsoGlnsnQHsC+DnIYR9APwNorKH9j+FdS0DZjbKzNrMrK3RCpsOh6Pj0chiXwZgWQihiOT4DdoX/woz6wYAtf9X1js5hDAmhNAvhNBvbVV3h8Ox7mhkf/aXzGypme0WQliA9j3Zn6z9GwHg4tr/t6/JhdX1kftD0GiUEvNtdZ+UbbGsLjrmucovmbPzeJnXAqmbSHk5u9u0fz6W7RFchx5Io/KGDBmStE2dOjXKfC+56DedA+bAOdsEZ29pwY4ZM2bUHa+6SxlanJMjyHi8CxYsSI7j+vvqLi2bAy2QwtBnlitewbYgnkd1iXKW4SmnnJK0jR49Oso89+q+Y6i9qtifQCPrkrGWtqT4GoDxZtYFwGIAX0a7VnCTmY0E8ByA4xrsy+FwtAANLfYQwmwA/eo0Hdaho3E4HOsNLYugU2Qjf0jlZ5VKqUBZpJ32n1Nvy+qMA6nqxO41VcdZldQ++FjdLbSsOAYntwCpqvbwww8nbXzfrOLr9kx831rLneeVC2coNcptt9W9e/co831qLXTeqVTpELcxZVM3H8+PFoZg5FxvjbosV65MTVNMIXj8vAOtHqdFOvh6Za5ChdKQYk5yrkGPjXc4KgJf7A5HReCL3eGoCJrO2cu4ec71VrbXm/KTsoIJuf71OO4/NyZ2J2kmF/NSdePwmHU7Z7YDMK9TNwtzaq0fzuG5w4YNi/Ldd9+dHMduyiVLliRtHKZalgEHpPYH5ZdlBSJzz4WLMwDpfXJGoPbBrknlw8xty/ZlWx3Y/dizZ8+kjbk/h7OqXeHRRx+tew6Q2on0PAbPVVnYce6d9V92h6Mi8MXucFQE1sx4dTN7Ge0BOB8F8MpqDl/f2BDGAPg4FD6OFGs6jh1DCF3rNTR1sceLtifF1AvSqdQYfBw+jmaOw9V4h6Mi8MXucFQErVrsY1p0XcaGMAbAx6HwcaTosHG0hLM7HI7mw9V4h6MiaOpiN7MhZrbAzBaZWdOq0ZrZdWa20szm0ndNL4VtZtub2f1m9qSZzTOzM1sxFjPbxMymm9njtXF8v/b9TmY2rfZ8JtbqF6x3mFmnWn3DO1s1DjNbYmZzzGy2mbXVvmvFO7LeyrY3bbGbWScA/wfg/wHoA+BEM+vTpMv/EsAQ+a4VpbDfAfDNEEIfAP0BnFGbg2aP5W0Ag0MIewPoC2CImfUHcAmAy0MIuwB4DcDI9TyOAmeivTx5gVaN49AQQl9ydbXiHVl/ZdtDCE35B2AAgHvo83cAfKeJ1+8JYC59XgCgW03uBmBBs8ZCY7gdwBGtHAuADwJ4DMCBaA/e6Fzvea3H6/eovcCDAdwJwFo0jiUAPirfNfW5APgIgGdRs6V19DiaqcZvB2ApfV5W+65VaGkpbDPrCWAfANNaMZaa6jwb7YVCJwN4BsDrIYQia6VZz+enAM4BUGSHbN2icQQA95rZTDMbVfuu2c9lvZZtdwMd8qWw1wfM7EMAbgHw3yGEpEJis8YSQng3hNAX7b+sBwDYfX1fU2FmwwCsDCHMbPa16+DgEMK+aKeZZ5jZp7ixSc9lncq2rw7NXOzLAXAOY4/ad61CQ6WwOxpmthHaF/r4EMJvWzkWAAghvA7gfrSry1uYWZFP3IznMxDA0Wa2BMAEtKvyo1swDoQQltf+XwngVrT/AWz2c1mnsu2rQzMX+wwAvWuW1i4ATgAwqYnXV0xCewlsYC1KYa8NrD3Z+FoA80MI/9uqsZhZVzPboiZvina7wXy0L/r/atY4QgjfCSH0CCH0RPv78IcQwhebPQ4z28zMPlzIAI4EMBdNfi4hhJcALDWzoihgUba9Y8axvg0fYmgYCuBptPPD85p43RsBvAjgX2j/6zkS7dxwCoCFAO4DsFUTxnEw2lWwJwDMrv0b2uyxANgLwKzaOOYCuLD2fS8A0wEsAnAzgI2b+IwGAbizFeOoXe/x2r95xbvZonekL4C22rO5DcCWHTUOj6BzOCoCN9A5HBWBL3aHoyLwxe5wVAS+2B2OisAXu8NREfhidzgqAl/sDkdF4Ivd4agI/j/4kGtvyiarLgAAAABJRU5ErkJggg==\n"},"metadata":{"needs_background":"light"}},{"name":"stdout","text":"1/1 [==============================] - 0s 23ms/step\nY prediction: [[1.5062957e-04 1.9727581e-06 3.0792773e-02 1.1705901e-09 3.5806705e-05\n  5.7071472e-09 3.4473251e-07 5.2162459e-06 9.6806180e-01 9.5143821e-04]]\nPredicted: Hair and makeup\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}},{"name":"stdout","text":"1/1 [==============================] - 0s 21ms/step\nY prediction: [[1.0185655e-03 4.8006781e-09 8.8399229e-06 2.6831970e-01 7.3064500e-01\n  8.1664197e-08 9.7659395e-08 2.6754284e-08 7.0569481e-06 6.5741204e-07]]\nPredicted: Talking on the phone - left\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}},{"name":"stdout","text":"1/1 [==============================] - 0s 21ms/step\nY prediction: [[1.1608254e-08 2.2418800e-09 4.4861081e-12 9.9999976e-01 2.3453086e-07\n  2.7638017e-11 1.3391549e-13 1.4647955e-11 8.4945734e-10 3.7254758e-08]]\nPredicted: Texting - left\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}},{"name":"stdout","text":"1/1 [==============================] - 0s 23ms/step\nY prediction: [[1.8956682e-06 9.5059574e-01 4.0226118e-05 7.8696330e-06 8.6309917e-08\n  4.0234031e-08 4.6590783e-04 1.1364707e-05 4.6147257e-02 2.7296792e-03]]\nPredicted: Texting - right\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}},{"name":"stdout","text":"1/1 [==============================] - 0s 21ms/step\nY prediction: [[2.6828292e-04 9.7754353e-05 6.3016312e-04 1.3868252e-02 5.5352491e-03\n  2.4565843e-05 4.4263243e-07 6.0352899e-02 1.0853886e-02 9.0836841e-01]]\nPredicted: Talking to passenger\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}},{"name":"stdout","text":"1/1 [==============================] - 0s 22ms/step\nY prediction: [[2.3642347e-08 6.3829427e-13 2.9614652e-05 2.8026764e-15 7.5747913e-08\n  1.7917785e-10 9.9996948e-01 2.5559810e-12 7.8635037e-07 3.0480386e-11]]\nPredicted: Drinking\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}},{"name":"stdout","text":"1/1 [==============================] - 0s 22ms/step\nY prediction: [[2.6483633e-15 1.5814590e-14 9.0547458e-15 1.1803105e-18 4.5999734e-15\n  3.2681644e-12 1.3822768e-12 1.0000000e+00 3.4528855e-11 6.4871822e-13]]\nPredicted: Reaching behind\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}],"execution_count":24},{"cell_type":"markdown","source":"#### Good accuracy but we can do better !","metadata":{}},{"cell_type":"markdown","source":"## Part 4 : Data Augmentation  <a class=\"anchor\" id=\"chapter4\"></a>","metadata":{}},{"cell_type":"markdown","source":"Image data augmentation is a technique that can be used to artificially expand the size of a training dataset by creating modified versions of images in the dataset. Training deep learning neural network models on more data can result in more skillful models, and the augmentation techniques can create variations of the images that can improve the ability of the fit models to generalize what they have learned to new images.\n\nFor that we will use the ImageDataGenerator from keras.","metadata":{}},{"cell_type":"markdown","source":"![test.jpeg](attachment:0d1d1222-6cb6-40ac-af75-380ec42047bc.jpeg)\n\nExample of data augmentation (Shift, sampling, resizing etc)","metadata":{},"attachments":{"0d1d1222-6cb6-40ac-af75-380ec42047bc.jpeg":{"image/jpeg":"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"}}},{"cell_type":"markdown","source":"So now we create another model with data augmentation with the input in order to increase accuracy.\nWe generate more images using ImageDataGenerator and split the training data into 80% train and 20% validation split.","metadata":{}},{"cell_type":"code","source":"# Using ImageDataGenerator from keras\ntrain_datagen = ImageDataGenerator(rescale = 1.0/255, \n                                   shear_range = 0.2, \n                                   zoom_range = 0.2, \n                                   horizontal_flip = True, \n                                   validation_split = 0.2)\n\ntest_datagen = ImageDataGenerator(rescale=1.0/ 255, validation_split = 0.2)","metadata":{"execution":{"iopub.status.busy":"2025-05-07T15:10:24.196612Z","iopub.execute_input":"2025-05-07T15:10:24.196882Z","iopub.status.idle":"2025-05-07T15:10:24.202778Z","shell.execute_reply.started":"2025-05-07T15:10:24.196835Z","shell.execute_reply":"2025-05-07T15:10:24.20183Z"},"trusted":true},"outputs":[],"execution_count":25},{"cell_type":"code","source":"nb_train_samples = x_train.shape[0]\nnb_validation_samples = x_test.shape[0]\ntraining_generator = train_datagen.flow(x_train, y_train, batch_size=batch_size)\nvalidation_generator = test_datagen.flow(x_test, y_test, batch_size=batch_size)","metadata":{"execution":{"iopub.status.busy":"2025-05-07T15:10:24.204187Z","iopub.execute_input":"2025-05-07T15:10:24.204466Z","iopub.status.idle":"2025-05-07T15:10:24.354669Z","shell.execute_reply.started":"2025-05-07T15:10:24.204435Z","shell.execute_reply":"2025-05-07T15:10:24.353941Z"},"trusted":true},"outputs":[],"execution_count":26},{"cell_type":"markdown","source":"### Training with data augmentation","metadata":{}},{"cell_type":"code","source":"#checkpoint = ModelCheckpoint('saved_models/weights_best_vanilla.hdf5', monitor='val_acc', verbose=1, save_best_only=True, mode='max')\nhistory_v2 = model.fit_generator(training_generator,\n                         steps_per_epoch = nb_train_samples // batch_size,\n                         epochs = nb_epoch, \n                         verbose = 1,\n                         validation_data = validation_generator,\n                         validation_steps = nb_validation_samples // batch_size)","metadata":{"execution":{"iopub.status.busy":"2025-05-07T15:10:24.35584Z","iopub.execute_input":"2025-05-07T15:10:24.3561Z","iopub.status.idle":"2025-05-07T15:40:06.531184Z","shell.execute_reply.started":"2025-05-07T15:10:24.356072Z","shell.execute_reply":"2025-05-07T15:40:06.530337Z"},"trusted":true},"outputs":[{"name":"stdout","text":"Epoch 1/6\n448/448 [==============================] - 299s 664ms/step - loss: 1.2518 - accuracy: 0.6247 - val_loss: 2.3244 - val_accuracy: 0.0929\nEpoch 2/6\n448/448 [==============================] - 296s 660ms/step - loss: 0.6865 - accuracy: 0.7760 - val_loss: 0.1996 - val_accuracy: 0.9458\nEpoch 3/6\n448/448 [==============================] - 293s 655ms/step - loss: 0.5109 - accuracy: 0.8337 - val_loss: 0.1670 - val_accuracy: 0.9525\nEpoch 4/6\n448/448 [==============================] - 298s 665ms/step - loss: 0.4414 - accuracy: 0.8635 - val_loss: 0.1192 - val_accuracy: 0.9719\nEpoch 5/6\n448/448 [==============================] - 299s 667ms/step - loss: 0.3833 - accuracy: 0.8826 - val_loss: 0.1042 - val_accuracy: 0.9703\nEpoch 6/6\n448/448 [==============================] - 297s 664ms/step - loss: 0.3464 - accuracy: 0.8962 - val_loss: 0.1269 - val_accuracy: 0.9663\n","output_type":"stream"}],"execution_count":27},{"cell_type":"code","source":"#model2.load_weights('saved_models/weights_best_va nilla.hdf5')\nplot_train_history(history_v2)","metadata":{"execution":{"iopub.status.busy":"2025-05-07T15:40:06.535645Z","iopub.execute_input":"2025-05-07T15:40:06.536082Z","iopub.status.idle":"2025-05-07T15:40:06.932739Z","shell.execute_reply.started":"2025-05-07T15:40:06.536046Z","shell.execute_reply":"2025-05-07T15:40:06.931761Z"},"trusted":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}],"execution_count":28},{"cell_type":"code","source":"# Evaluate and compare the performance of the new model\nscore2 = model.evaluate_generator(validation_generator, nb_validation_samples // batch_size)\nprint(\"Loss for model 1\",score1[0])\nprint(\"Loss for model 2 (data augmentation):\", score2[0])\n\nprint(\"Test accuracy for model 1\",score1[1])\nprint(\"Test accuracy for model 2 (data augmentation):\", score2[1])","metadata":{"execution":{"iopub.status.busy":"2025-05-07T15:40:06.934204Z","iopub.execute_input":"2025-05-07T15:40:06.934526Z","iopub.status.idle":"2025-05-07T15:40:21.603316Z","shell.execute_reply.started":"2025-05-07T15:40:06.934486Z","shell.execute_reply":"2025-05-07T15:40:21.602203Z"},"trusted":true},"outputs":[{"name":"stdout","text":"Loss for model 1 0.04729146510362625\nLoss for model 2 (data augmentation): 0.12702108919620514\nTest accuracy for model 1 0.9895206093788147\nTest accuracy for model 2 (data augmentation): 0.9662946462631226\n","output_type":"stream"}],"execution_count":29},{"cell_type":"markdown","source":"### Conclusion for Data Augmentation","metadata":{}},{"cell_type":"markdown","source":"#### Data augmentation makes our model more robust.","metadata":{}},{"cell_type":"markdown","source":"## Part 5 : Transfer Learning with VGG  <a class=\"anchor\" id=\"chapter5\"></a>","metadata":{}},{"cell_type":"markdown","source":"- Transfer learning is a machine learning method where a model developed for a task is reused as the starting point for a model on a second task.\n- That's why we train a CNN with Transfer Learning (VGG, MobileNet) in order to reduce training time without sacrificing accuracy. \n- VGG16 is a convolutional neural network model proposed by K. Simonyan and A. Zisserman from the University of Oxford in the paper “Very Deep Convolutional Networks for Large-Scale Image Recognition”. The model achieves 92.7% top-5 test accuracy in ImageNet, which is a dataset of over 14 million images belonging to 1000 classes","metadata":{}},{"cell_type":"code","source":"def vgg_std16_model(img_rows, img_cols, color_type=3):\n    \"\"\"\n    Architecture and adaptation of the VGG16 for our project\n    \"\"\"\n    nb_classes = 10\n    # Remove fully connected layer and replace\n    vgg16_model = VGG16(weights=\"imagenet\", include_top=False)\n    for layer in vgg16_model.layers:\n        layer.trainable = False\n    \n    x = vgg16_model.output\n    x = GlobalAveragePooling2D()(x)\n    x = Dense(1024, activation='relu')(x)\n    predictions = Dense(nb_classes, activation = 'softmax')(x) # add dense layer with 10 neurons and activation softmax\n    model = Model(vgg16_model.input,predictions)\n    return model","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-05-07T15:40:21.604516Z","iopub.execute_input":"2025-05-07T15:40:21.60478Z","iopub.status.idle":"2025-05-07T15:40:21.611047Z","shell.execute_reply.started":"2025-05-07T15:40:21.604748Z","shell.execute_reply":"2025-05-07T15:40:21.610131Z"}},"outputs":[],"execution_count":30},{"cell_type":"code","source":"# Load the VGG16 network\nprint(\"Loading network...\")\nmodel_vgg16 = vgg_std16_model(img_rows, img_cols)\nmodel_vgg16.summary()\nmodel_vgg16.compile(loss='categorical_crossentropy',\n                         optimizer='rmsprop',\n                         metrics=['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2025-05-07T15:40:21.612382Z","iopub.execute_input":"2025-05-07T15:40:21.612636Z","iopub.status.idle":"2025-05-07T15:40:22.300371Z","shell.execute_reply.started":"2025-05-07T15:40:21.612607Z","shell.execute_reply":"2025-05-07T15:40:22.299389Z"},"trusted":true},"outputs":[{"name":"stdout","text":"Loading network...\nDownloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5\n58892288/58889256 [==============================] - 0s 0us/step\nModel: \"model\"\n_________________________________________________________________\nLayer (type)                 Output Shape              Param #   \n=================================================================\ninput_1 (InputLayer)         [(None, None, None, 3)]   0         \n_________________________________________________________________\nblock1_conv1 (Conv2D)        (None, None, None, 64)    1792      \n_________________________________________________________________\nblock1_conv2 (Conv2D)        (None, None, None, 64)    36928     \n_________________________________________________________________\nblock1_pool (MaxPooling2D)   (None, None, None, 64)    0         \n_________________________________________________________________\nblock2_conv1 (Conv2D)        (None, None, None, 128)   73856     \n_________________________________________________________________\nblock2_conv2 (Conv2D)        (None, None, None, 128)   147584    \n_________________________________________________________________\nblock2_pool (MaxPooling2D)   (None, None, None, 128)   0         \n_________________________________________________________________\nblock3_conv1 (Conv2D)        (None, None, None, 256)   295168    \n_________________________________________________________________\nblock3_conv2 (Conv2D)        (None, None, None, 256)   590080    \n_________________________________________________________________\nblock3_conv3 (Conv2D)        (None, None, None, 256)   590080    \n_________________________________________________________________\nblock3_pool (MaxPooling2D)   (None, None, None, 256)   0         \n_________________________________________________________________\nblock4_conv1 (Conv2D)        (None, None, None, 512)   1180160   \n_________________________________________________________________\nblock4_conv2 (Conv2D)        (None, None, None, 512)   2359808   \n_________________________________________________________________\nblock4_conv3 (Conv2D)        (None, None, None, 512)   2359808   \n_________________________________________________________________\nblock4_pool (MaxPooling2D)   (None, None, None, 512)   0         \n_________________________________________________________________\nblock5_conv1 (Conv2D)        (None, None, None, 512)   2359808   \n_________________________________________________________________\nblock5_conv2 (Conv2D)        (None, None, None, 512)   2359808   \n_________________________________________________________________\nblock5_conv3 (Conv2D)        (None, None, None, 512)   2359808   \n_________________________________________________________________\nblock5_pool (MaxPooling2D)   (None, None, None, 512)   0         \n_________________________________________________________________\nglobal_average_pooling2d (Gl (None, 512)               0         \n_________________________________________________________________\ndense_3 (Dense)              (None, 1024)              525312    \n_________________________________________________________________\ndense_4 (Dense)              (None, 10)                10250     \n=================================================================\nTotal params: 15,250,250\nTrainable params: 535,562\nNon-trainable params: 14,714,688\n_________________________________________________________________\n","output_type":"stream"}],"execution_count":31},{"cell_type":"code","source":"training_generator = train_datagen.flow_from_directory('../input/state-farm-distracted-driver-detection/imgs/train', \n                                                 target_size = (img_rows, img_cols), \n                                                 batch_size = batch_size,\n                                                 shuffle=True,\n                                                 class_mode='categorical', subset=\"training\")\n\nvalidation_generator = train_datagen.flow_from_directory('../input/state-farm-distracted-driver-detection/imgs/train', \n                                                   target_size = (img_rows, img_cols), \n                                                   batch_size = batch_size,\n                                                   shuffle=False,\n                                                   class_mode='categorical', subset=\"validation\")\nnb_train_samples = 17943\nnb_validation_samples = 4481","metadata":{"execution":{"iopub.status.busy":"2025-05-07T15:40:22.301733Z","iopub.execute_input":"2025-05-07T15:40:22.302057Z","iopub.status.idle":"2025-05-07T15:40:57.540169Z","shell.execute_reply.started":"2025-05-07T15:40:22.302017Z","shell.execute_reply":"2025-05-07T15:40:57.53913Z"},"trusted":true},"outputs":[{"name":"stdout","text":"Found 17943 images belonging to 10 classes.\nFound 4481 images belonging to 10 classes.\n","output_type":"stream"}],"execution_count":32},{"cell_type":"code","source":"epoch=6","metadata":{"execution":{"iopub.status.busy":"2025-05-07T15:40:57.541452Z","iopub.execute_input":"2025-05-07T15:40:57.541699Z","iopub.status.idle":"2025-05-07T15:40:57.546197Z","shell.execute_reply.started":"2025-05-07T15:40:57.541662Z","shell.execute_reply":"2025-05-07T15:40:57.545239Z"},"trusted":true},"outputs":[],"execution_count":33},{"cell_type":"code","source":"# Training the new Model\n#checkpoint = ModelCheckpoint('saved_models/weights_best_vgg16.hdf5', monitor='val_acc', verbose=1, save_best_only=True, mode='max')\nhistory_v3 = model_vgg16.fit_generator(training_generator,\n                         steps_per_epoch = nb_train_samples // batch_size,\n                         epochs = epoch, \n                         verbose = 1,\n                         validation_data = validation_generator,\n                         validation_steps = nb_validation_samples // batch_size)","metadata":{"execution":{"iopub.status.busy":"2025-05-07T15:40:57.547309Z","iopub.execute_input":"2025-05-07T15:40:57.547518Z","iopub.status.idle":"2025-05-07T16:27:39.711007Z","shell.execute_reply.started":"2025-05-07T15:40:57.547494Z","shell.execute_reply":"2025-05-07T16:27:39.709921Z"},"trusted":true},"outputs":[{"name":"stdout","text":"Epoch 1/6\n448/448 [==============================] - 468s 1s/step - loss: 1.9366 - accuracy: 0.3084 - val_loss: 1.3992 - val_accuracy: 0.5103\nEpoch 2/6\n448/448 [==============================] - 468s 1s/step - loss: 1.2385 - accuracy: 0.5651 - val_loss: 1.0673 - val_accuracy: 0.6268\nEpoch 3/6\n448/448 [==============================] - 468s 1s/step - loss: 1.0141 - accuracy: 0.6505 - val_loss: 0.8738 - val_accuracy: 0.7045\nEpoch 4/6\n448/448 [==============================] - 467s 1s/step - loss: 0.8739 - accuracy: 0.6947 - val_loss: 0.7805 - val_accuracy: 0.7342\nEpoch 5/6\n448/448 [==============================] - 468s 1s/step - loss: 0.7557 - accuracy: 0.7451 - val_loss: 0.7435 - val_accuracy: 0.7458\nEpoch 6/6\n448/448 [==============================] - 462s 1s/step - loss: 0.6706 - accuracy: 0.7721 - val_loss: 0.6069 - val_accuracy: 0.8040\n","output_type":"stream"}],"execution_count":34},{"cell_type":"code","source":"#model_vgg16.load_weights('saved_models/weights_best_vgg16.hdf5')\nplot_train_history(history_v3)","metadata":{"execution":{"iopub.status.busy":"2025-05-07T16:27:39.712505Z","iopub.execute_input":"2025-05-07T16:27:39.712769Z","iopub.status.idle":"2025-05-07T16:27:40.076505Z","shell.execute_reply.started":"2025-05-07T16:27:39.712732Z","shell.execute_reply":"2025-05-07T16:27:40.075647Z"},"trusted":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAYgAAAEWCAYAAAB8LwAVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAA5BElEQVR4nO3dd3hUZfbA8e9JCITQ0ugBEhSQIjWACiiuDQRB14aIq+4qW3Qtq67yW+yu67rqqru4FlbXjoqFIlJUUJEakN47CQECoQXSc35/3AsOcYBBcmeSmfN5nnmYW957z6DMmbfc9xVVxRhjjCkvKtQBGGOMqZwsQRhjjPHLEoQxxhi/LEEYY4zxyxKEMcYYvyxBGGOM8csShIl4IpIqIioi1QI49yYRmRmMuIwJNUsQpkoRkU0iUiQiyeX2/+B+yaeGKDRjwo4lCFMVbQSuO7whImcCcaELp3IIpAZkzMmwBGGqoreBX/ls3wi85XuCiNQTkbdEJEdENovISBGJco9Fi8gzIrJLRDYAA/yU/a+IZItIlog8ISLRgQQmIh+JyHYR2Sci34pIe59jNUXkWTeefSIyU0Rqusd6i8gsEdkrIltF5CZ3/wwRucXnGkc1cbm1pttEZC2w1t33gnuN/SKyQET6+JwfLSL/JyLrReSAe7yZiIwSkWfLfZbxInJ3IJ/bhCdLEKYqmgPUFZG27hf3EOCdcuf8C6gHtATOw0koN7vHbgUGAl2AdOCqcmX/B5QAp7vnXAzcQmC+AFoBDYCFwLs+x54BugHnAInAn4EyEWnhlvsXUB/oDCwK8H4AlwM9gXbu9nz3GonAe8BHIhLrHvsTTu3rUqAu8GvgEPAmcJ1PEk0GLnTLm0ilqvayV5V5AZtwvrhGAn8D+gHTgGqAAqlANFAEtPMp91tghvv+a+B3PscudstWAxoChUBNn+PXAdPd9zcBMwOMNd69bj2cH2P5QCc/540APj3GNWYAt/hsH3V/9/q/OEEcew7fF1gNDD7GeSuBi9z3twOTQv3f216hfVmbpamq3ga+BdIo17wEJAMxwGaffZuBpu77JsDWcscOa+GWzRaRw/uiyp3vl1ub+StwNU5NoMwnnhpALLDeT9Fmx9gfqKNiE5F7gd/gfE7FqSkc7tQ/3r3eBIbhJNxhwAunEJMJA9bEZKokVd2M01l9KfBJucO7gGKcL/vDmgNZ7vtsnC9K32OHbcWpQSSrarz7qquq7TmxocBgnBpOPZzaDIC4MRUAp/kpt/UY+wEOcnQHfCM/5xyZktntb/gzcA2QoKrxwD43hhPd6x1gsIh0AtoCnx3jPBMhLEGYquw3OM0rB313qmop8CHwVxGp47bx/4kf+yk+BO4QkRQRSQAe8CmbDUwFnhWRuiISJSKnich5AcRTBye57Mb5Un/S57plwOvAcyLSxO0sPltEauD0U1woIteISDURSRKRzm7RRcAvRSRORE53P/OJYigBcoBqIvIQTg3isNHA4yLSShwdRSTJjTETp//ibeBjVc0P4DObMGYJwlRZqrpeVTOOcfiPOL++NwAzcTpbX3ePvQZMARbjdCSXr4H8CqgOrMBpvx8LNA4gpLdwmquy3LJzyh2/F1iK8yWcC/wdiFLVLTg1oXvc/YuATm6Zf+L0p+zAaQJ6l+ObAkwG1rixFHB0E9RzOAlyKrAf+C9Q0+f4m8CZOEnCRDhRtQWDjDEOETkXp6bVQu3LIeJZDcIYA4CIxAB3AqMtORiwBGGMAUSkLbAXpynt+ZAGYyoNa2Iyxhjjl9UgjDHG+BU2D8olJydrampqqMMwxpgqZcGCBbtUtb6/Y2GTIFJTU8nIONaIR2OMMf6IyOZjHbMmJmOMMX5ZgjDGGOOXJQhjjDF+hU0fhD/FxcVkZmZSUFAQ6lA8FxsbS0pKCjExMaEOxRgTJsI6QWRmZlKnTh1SU1Pxmbo57Kgqu3fvJjMzk7S0tFCHY4wJE2HdxFRQUEBSUlJYJwcAESEpKSkiakrGmOAJ6wQBhH1yOCxSPqcxJng8TRAi0k9EVovIOhF5wM/x5iIyXUR+EJElInKpz7ERbrnVInKJl3EaY0yVVFYKyz6BBf/z5PKeJQh3+cVRQH+cxdSvE5F25U4bCXyoql1wFp5/yS3bzt1uj7Pm8Evu9aqcvXv38tJLL510uUsvvZS9e/dWfEDGmKqvpAgWvg3/7g5jb4Yf3gEP5tXzsgbRA1inqhtUtQgYg7Mco6/D6+WCs0TjNvf9YGCMqhaq6kZgnXu9KudYCaKkpOS45SZNmkR8fLxHURljqqSiQzD3FXixC4y/HarXgqvfhF9PAQ+amb0cxdSUo1eyygR6ljvnEWCqiPwRqIWzlu/hsr6rcWXy44LzR4jIcGA4QPPmzcsfrhQeeOAB1q9fT+fOnYmJiSE2NpaEhARWrVrFmjVruPzyy9m6dSsFBQXceeedDB8+HPhx6pC8vDz69+9P7969mTVrFk2bNmXcuHHUrFnzBHc2xoSNgn0wfzTMfgkO7YLmZ8NlL8DpF3iSGA4L9TDX64D/qeqzInI28LaIdAi0sKq+CrwKkJ6eftz61aMTlrNi2/5TCra8dk3q8vBlx1/L/qmnnmLZsmUsWrSIGTNmMGDAAJYtW3ZkOOrrr79OYmIi+fn5dO/enSuvvJKkpKSjrrF27Vref/99XnvtNa655ho+/vhjhg0bVqGfxRhTCR3cBXP+A/Neg8J9cPqF0OceaHFOUG7vZYLIApr5bKe4+3z9BqePAVWdLSKxQHKAZaukHj16HPWswosvvsinn34KwNatW1m7du1PEkRaWhqdO3cGoFu3bmzatClY4RpjQmFfFsz+t9P5XJwPbS9zEkOTzkENw8sEMR9oJSJpOF/uQ4Ch5c7ZAlwA/M9d0SoWyAHGA++JyHNAE6AVMO9UgjnRL/1gqVWr1pH3M2bM4Msvv2T27NnExcXRt29fv88y1KhR48j76Oho8vPzgxKrMSbIdq+H75+HRe+DlkHHa6H3XVC/TUjC8SxBqGqJiNwOTAGigddVdbmIPAZkqOp44B7gNRG5G6fD+iZ3LdzlIvIhsAIoAW5T1VKvYvVSnTp1OHDggN9j+/btIyEhgbi4OFatWsWcOXP8nmeMCXM7lsN3z8HyTyAqBrrdCOfcAQktQhqWp30QqjoJmFRu30M+71cAvY5R9q/AX72MLxiSkpLo1asXHTp0oGbNmjRs2PDIsX79+vHyyy/Ttm1b2rRpw1lnnRXCSI0xQbd1Pnz3LKz5AqrXhrNvd151Gp64bBCEzZrU6enpWn7BoJUrV9K2bdsQRRR8kfZ5jamSVGHjN05i2Pgt1EyAnr+HHrdCXGLQwxGRBaqa7u9YqEcxGWNMZCgrgzWT4btnIGsB1G4EFz8B3W6GGrVDHZ1fliCMMcZLpSWw/FOY+RzsXAHxLWDgP6HTUIiJDXV0x2UJwhhjvFBSCIvfh5nPw56NUP8MuOJV6HAlRFfMV++hohIWbt5LQXEpF7ar+H4LSxDGGFORig46zy/M+hccyIYmXeDid6HNpRB1arMbHSgoJmPTHuZuzGXuxt0szdxHSZlyRqM6liCMMabSyt8D80bDnJcgPxdS+8DlL0HL83/2dBh7DhYxf1MuczfmMm9jLsu37aNMISZa6JgSz/BzW9IjLZH0VG86ty1BGGPMqcjbCbNHwfz/QtEBaHWJ89Rz8/JTz51YzoFC5rm1g3kbc1m13XmGqnq1KLo2j+f2X7TirLREujRPoGZ17ye4tgThsb179/Lee+/xhz/84aTLPv/88wwfPpy4uDgPIjPGnJK9W2HWi7DwLae/of0V0PtuaNwx4Etk78tn3sZc5mxwksKGnIMAxFWPpluLBAZ2bEyPtCQ6NatHjWrBX/HAEoTHDk/3/XMTxLBhwyxBGFOZ7FrrdDwvGeNsdxoCve6G5NOPW0xVydyTz5wNu480GW3JPQRAnRrV6J6WyDXpzeiZlkiHpvWIiQ79gp+WIDzmO933RRddRIMGDfjwww8pLCzkiiuu4NFHH+XgwYNcc801ZGZmUlpayoMPPsiOHTvYtm0b559/PsnJyUyfPj3UH8WYyJa9xHm4bcU4qBYL3W9xnnqOb+b3dFVlw66DzN2Qy7yNTlLI3ufMtRYfF0OP1ERuPCeVnmmJtG1cl+ioyrdscOQkiC8egO1LK/aajc6E/k8d9xTf6b6nTp3K2LFjmTdvHqrKoEGD+Pbbb8nJyaFJkyZ8/vnngDNHU7169XjuueeYPn06ycnJFRu3MSZwW+Y4iWHtVKhR12lGOusPULv+UaeVlSlrd+Yxd+Nu5m5wOpZ35RUCkFy7Bj1bJtIzLZGeaUm0alCbqEqYEMqLnARRCUydOpWpU6fSpUsXAPLy8li7di19+vThnnvu4f7772fgwIH06dMnxJEaE+FUYf3XTmLY/D3EJcEvRkL3W6FmPAClZcrK7P3M2eB0KM/flMueQ8UANK4XS+/Tk+jZMomeaYmkJddCPFzYxyuRkyBO8Es/GFSVESNG8Nvf/vYnxxYuXMikSZMYOXIkF1xwAQ899JCfKxhjPFVWBqsmOokhexHUaQL9noKuv6I4uiZLs/Yxb+N65m7YTcamPRwodJYObp4Yx4VtG9IjLZGzWiaRklCzSiaE8iInQYSI73Tfl1xyCQ8++CDXX389tWvXJisri5iYGEpKSkhMTGTYsGHEx8czevToo8paE5MxHisthmUfO1Nu71oNCWkUD3ieRQn9mLM5j3lvL2PB5j0cKnJWHTitfi0GdmrCWS0T6ZGWSON64bkEsCUIj/lO992/f3+GDh3K2WefDUDt2rV55513WLduHffddx9RUVHExMTwn//8B4Dhw4fTr18/mjRpYp3UxnihuAAWvQPfvwB7t3Awvg0zWv+Vd/Z3ZsG4AxSVLATgjEZ1uLpbCj1bJtE9NZH6dWqc4MLhwab7DiOR9nmN+dkKD1AwZzQyexQ1CnJYE9OGZ/MvY2pJZ0SiaN+kHj3SnE7lHmmJxMdVD3XEngnZdN8i0g94AWdFudGq+lS54/8Eznc344AGqhrvHisFDg872qKqg7yM1RgT3vYdKmbh6g1Ez3+FLtkfUEfzmFnanpfLhnOw/jn07JrM6y0T6dYigbqxMaEOt1LwLEGISDQwCrgIyATmi8h4dxU5AFT1bp/z/wh08blEvqp29io+Y0x425VXyPyNznDTNevW0jf3Q66P/pJaUsj8GmezpvWttOh4Hq+2iCeuurW2++Pl30oPYJ2qbgAQkTHAYJx1pv25Dni4ooNQ1bAYTXAi4dJUaMzPVVhSyndrdjF99U7mbsxl3c48UmQnt8VM5P+ivqFatVJy0wZS7cI/073pmXQPdcBVgJcJoimw1Wc7E/A7e5WItADSgK99dseKSAZQAjylqp/5KTccGA7QvHnzn1w3NjaW3bt3k5SUFNZJQlXZvXs3sbGVe/ERYypacWkZs9bvZsLibUxZvp0DBSXUrlGNQU32M6rFp7TeORmiopHO10OvO0lObBnqkKuUylKvGgKMVdVSn30tVDVLRFoCX4vIUlVd71tIVV8FXgWnk7r8RVNSUsjMzCQnJ8fL2CuF2NhYUlJSQh2GMZ4rLVPmbtzNxCXZTF6SheTnklrjAH9sEUWfxiW02fc9UasmQkxN6Pk7OOd2qNsk1GFXSV4miCzAd5KSFHefP0OA23x3qGqW++cGEZmB0z+x/qdFjy0mJoa0tLSTKWKMqQyKDkHedmcq7QPbKTuwgx3bNpOdtZlDuduoV5rLXbKPx2Uf0bFlTpkt7qtGPTj3Xuj5e6iVFMpPUeV5mSDmA61EJA0nMQwBhpY/SUTOABKA2T77EoBDqlooIslAL+BpD2M1xnitrBQO7Ya8HXBgh/PnUS8nGZC301lXwUcU0ECFKOIprJFEbINmJDbqRXTdRlC7EdRuALUbQp2GULcpVIuM5xS85lmCUNUSEbkdmIIzzPV1VV0uIo8BGao63j11CDBGj+5lbQu8IiJlOP9vPOU7+skYU4kUHSz3pb/T/fVf7kv/YA4c1Yrsql7H+YKv0wht3JE9ksDS/bHM2h7Nqrw4ciWB01qexnld2nBhuyY0tCGoQRPWD8oZY36mw7/2D3+55+34scmnfDIo92sfAImCWg2cX/S1G7q/8Bv9+Cv/yL6GUL0W63PymLB4GxOXZLNuZx7RUcI5pyVxWccmXNK+EfXiLCl4JWQPyhljKpmig+W+9H1evl/6x/q1X6Puj1/sjTv9+EVfx6eZp3YjiEuEqOOvgLY19xATZm1jwuJsVmbvRwRnjYTLO9C/QyOSa1szUahZgjAm3JQUOTORbpoJ25cc3d5flPfT8yXa/XJvAHUa//jFf+RLv9GPx6vXOqXQsvfl8/mSbCYsyWbx1r0AdGkez0MD2zGgY2Ma1rWh2pWJJQhjqrrifMjMcNYt2Pw9bJ0PJfnOsYQ0p9O2cadyv/J9XnFJEOXd8pY5Bwr5Ylk2ExZvY/6mPQB0aFqXB/qfwYAzG9Ms0ZbUrawsQRhT1RQegK1zYfMs2PQ9ZC2AsmJAnFUOu90ELc5xXrVCM1X8noNFTF6+nYlLtjF7/W7KFNo0rMM9F7VmYKcmpCWfWk3EBIclCGMqu/w9sHm2W0OYBdmLnf6BqGrQpAuc/Qdo0Qua9Tyy2lko7C8oZuryHUxcso2Za3dRUqakJdfi9vNPZ2CnJrRuWCdksZmfxxKEMZVN3s4fk8HmWbBjOaAQXQNS0qHPPU7tIKU71Kgd0lAPFZXw5cqdTFi8jW9W51BUWkbT+Jr8pk8al3VsQvsmdcN6mptwZwnCmFDbl+k2F810/ty91tkfUwua9YDz/wKpvaBJV4gJfSduQXEpM1bvZMKSbL5auYOC4jIa1q3BsLNaMLBTY7o0i7ekECYsQRgTTKqQu+HH2sHmmbB3i3OsRj1ocTZ0vcFpMmrcCaIrx/j/opIyZq7LYcLibKat2EFeYQlJtapzdbdmDOzYmO6piURFWVIIN5YgjPGSKuSsOrrJ6EC2cywuyWkqOus258+G7U/47EAwlZSWMXvDbiYuzmby8u3syy+mXs0YBpzZmMvc9ZirRXs3+smEniUIYypSWSnsWOaMLtr8PWyZ7TyRDM4zBi16OckgtTckt4ZK1hRTVqbM25TLxCXb+GLpdnYfLKJ2jWpc3K4hAzs1pvfp9alezZJCpLAEYcypKC2GbYt+fAZhyxwo3O8ci28Brfv9OOQ0Ia3SJQRw1hP5YeteJizexqSl2ezYX0hsTBQXtG3IZR2b0LdNfWJjKk/NxgSPJQhjTkZxAWRl/NipnDkfig85x5JbQ4dfQoveTl9Cvcq7PoeqsnzbfiYs2cbExdlk7c2nenQUfdvUZ2CnJlxwRgNq1bCvh0hn/wcYczyFeT8+lLZ5lpMcSosAgYYdoMsNP9YQajcIdbQntGbHgSOT4m3cdZBqUULvVsn86aLWXNS+IXVtplTjwxKEMb7y98CWuc7oos2znOYjLXXmK2rcCXr+1ulHaH4W1EwIdbQB2bjrIBMXb2PCkm2s2ZFHlMDZpyUx/NyW9GvfiIRa1UMdoqmkLEGYyJaXA1tm/ThtxY5lOA+lVYem3aD3Xe5Tyj2gRtV5Enjn/gLGLdrGuMVZLMty+kR6pCby2OD29O/QmPp1bKZUc2KWIExk2ZflNhe5ncq71jj7q9V0kkDfEc5DaU27OWsaVyGHikqYsnw7nyzM4vt1uyhT6JRSj5ED2jKgY2Ma16tan8eEnqcJQkT6AS/grCg3WlWfKnf8n8D57mYc0EBV491jNwIj3WNPqOqbXsZqwpgqLHoXvn0G9mx09tWo6zQTdR7qPpTWGapVvaaW0jJl1vpdfLowi8nLt3OoqJSUhJrcdv7pXN6lKafVD+1UHKZq8yxBiEg0MAq4CMgE5ovIeN+lQ1X1bp/z/wh0cd8nAg8D6YACC9yye7yK14Sp3eth4l2w8Vtn7qIew50O5UZnVqqH0k7Wyuz9fPpDFuMWZbFjfyF1YqsxqFMTftk1hfQWCfZUs6kQXtYgegDrVHUDgIiMAQYDx1pb+jqcpABwCTBNVXPdstOAfsD7HsZrwklpMcz6F3zzd6c/YeA/oetNnq574LXD/QofL8xk1fYDVIsS+rapz0MDU7igbQN7VsFUOC8TRFNgq892JtDT34ki0gJIA74+TtmmfsoNB4YDNG/e/NQjNuEhayGMvwN2LIW2l0H/f0DdxqGO6mfx26/QLJ5HB7VnYMfGJNmynMZDlaWTeggwVtXfIrjHpqqvAq8CpKenqxeBmSqkMA+mPwlz/+OslHbtu9B2YKijOmnWr2AqCy8TRBbQzGc7xd3nzxDgtnJl+5YrO6MCYzPhZu2XMPFu2LcF0n8DFz4MsfVCHdVJsX4FU9l4mSDmA61EJA3nC38IMLT8SSJyBpAAzPbZPQV4UkQOP4l0MTDCw1hNVZWXA1NGwNKPILkN/HqKMzqpirB+BVOZeZYgVLVERG7H+bKPBl5X1eUi8hiQoarj3VOHAGNUVX3K5orI4zhJBuCxwx3WxgDO0NXF78OU/3OalvqOgN53Q7XK3yZv/QqmqhCf7+UqLT09XTMyMkIdhgmG3A1Oc9KGGdDsLBj0ItRvE+qojutY/QpXdGlq/QompERkgaqm+ztWWTqpjTmx0hKY/W+Y8ZSz0tqA56DbzZV66Kr1K5iqzBKEqRq2/QDj/wjbl8IZA+HSf0DdJqGOyi/rVzDhwhKEqdyKDjpDV+e8BLUawDVvQ7tBoY7qJ6xfwYQjSxCm8lrnDl3du8VpSrrwEagZH+qojvDXr9A0viZ/6Hs6V3S1fgVT9VmCMJXPwV0weQQs/dBZpe3mL5z5kyqJY/UrXNGlKd1TE61fwYQNSxCm8lCFxWPcoasH4Lz7oc89lWLoqvUrmEhkCcJUDrkb3aGr0yGlhzN0tUHbkIZk/Qom0lmCMKFVWgJzRsH0v0FUNbj0GWeqjBANXbV+BWN+ZAnChM62Re7Q1SXQZoAzdLXeTybtDQrrVzDmpyxBmOA7auhqfbjmLWg7CCS4X8LWr2DM8VmCMMG17it36Opm6HYTXPhoUIeuWr+CMYGzBGGC4+BuZ9bVJR9A0ulw0yRI7RW026/PyWPU9HVMXmb9CsYEyhKE8ZaqkxQmj4DC/XDufdDnXoiJDcrt84tKGTV9Ha98u54a1aKtX8GYk2AJwnhnzyanOWn915DSHS57ERq2C9rtv1q5g4fHLydzTz6/7NKUEZe2pX4da0IyJlCWIEzFKy1xOqCnPwlR0c6a0N1/47wPgsw9h3h0wgqmrdhBqwa1ef/Wszj7tKSg3NuYcGIJwlSsbYtgwh2QvRha94cBz0C9lKDcuqikjNEzN/DiV2sRhAf6n8Gve6VRvVrlnQ7cmMrM0wQhIv2AF3BWlButqk/5Oeca4BFAgcWqOtTdXwosdU/boqqVbwpP86OiQzDjSZj9EsQlwdX/g3aXB23o6qx1u3hw3DLW5xykX/tGPHhZO5rG1wzKvY0JV54lCBGJBkYBFwGZwHwRGa+qK3zOaYWz1nQvVd0jIg18LpGvqp29is9UoPVfw4S7nKGrXX8FFz0GNRNOWKwi7NxfwF8nrWTcom00T4zjjZu6c/4ZDU5c0BhzQl7WIHoA61R1A4CIjAEGAyt8zrkVGKWqewBUdaeH8ZiKdnA3TP2LszZ00ulw0+eQ2jsoty4pLePtOZt5buoaCkvKuOOCVvyh72n2cJsxFcjLBNEU2OqznQn0LHdOawAR+R6nGeoRVZ3sHosVkQygBHhKVT8rfwMRGQ4MB2jevHmFBm+OQxWWfgSTH4CCfc6w1XPvC9rQ1YVb9jDy02WsyN5Pn1bJPDa4A2nJtYJyb2MiSag7qasBrYC+QArwrYicqap7gRaqmiUiLYGvRWSpqq73LayqrwKvAqSnp2tQI49Ueza7Q1e/gqbpzqyrDdsH59YHi3h6yiren7eVRnVjeen6rvTv0AgJ8hQdxkSKgBKEiHwC/Bf4QlXLArx2FtDMZzvF3ecrE5irqsXARhFZg5Mw5qtqFoCqbhCRGUAXYD0mNEpLYO7LMP2vIFHQ/2nofktQhq6WlSljF2Tyty9Wsr+ghFv7pHHnha2pXSPUv2+MCW+B/gt7CbgZeFFEPgLeUNXVJygzH2glImk4iWEIMLTcOZ8B1wFviEgyTpPTBhFJAA6paqG7vxfwdICxmoqWvcSZdTV7EbTuBwOeDdrQ1RXb9vPguGUs2LyH7qkJPH55B85oVDco9zYm0gWUIFT1S+BLEamH84X+pYhsBV4D3nFrAOXLlIjI7cAUnP6F11V1uYg8BmSo6nj32MUisgIoBe5T1d0icg7wioiUAVE4fRAryt/DeKzoEHzzFMz6tzN09ao3oP0VQRm6eqCgmH9OW8ubszdRr2YMz1zdiSu7NrXmJGOCSFQDa7oXkSRgGHADsA14F+gNnKmqfb0KMFDp6emakZER6jDCx4YZztDVPRuhyw1w8eNBGbqqqkxcks3jE1eQk1fI0B7Nue+SNsTHVff83sZEIhFZoKrp/o4F2gfxKdAGeBu4TFWz3UMfuCONTLg4lAtT/gKL34PElnDjBEg7Nyi3Xp+Tx8PjljNz3S7ObFqP136VTqdm8UG5tzHmpwLtg3hRVaf7O3CszGOqGFVYOtYduroXev8JzvszxHj/NLLvjKuxMdE8Prg9Q3u2INpmWzUmpAJNEO1E5Ad3+CluJ/J1qvqSZ5GZ4Nm7BSb+CdZNgyZdYdA4aNQhKLe2GVeNqbwCTRC3quqowxvutBi34oxuMlVVWSnMfQW+fsLZ7vcU9BgelKGr5WdcHTP8LM5qaTOuGlOZBJogokVE1O3RdudZsl7Dqmz7Uhh/B2xbCK0udoauxnv/NLrNuGpM1RFogpiM0yH9irv9W3efqYqWfAif/d4ZlXTlf6HDlUEZumozrhpTtQSaIO7HSQq/d7enAaM9ich4a8H/nOGrqb3hmrcgLtHzW9qMq8ZUTYE+KFcG/Md9mapqzn+cUUqtLnaSg8cjlGzGVWOqtkCfg2gF/A1oBxyZslNVW3oUl6lo3z4DXz8ObQc5zUrVvO1CshlXjan6Am1iegN4GPgncD7OvEzWq1gVqMJXj8HM56DjtTD4JYj2bpI7m3HVmPAR6DdFTVX9yh3JtBl4REQWAA95GJs5VapOk9Lcl6HbzTDgOYjyJq+XlSkfLdjKU1+sshlXjQkTgf7rLRSRKGCtOwFfFlDbu7DMKSsrhYl3wcK34Kzb4JK/ejZSacW2/Yz8bCkLt+y1GVeNCSOBJog7gTjgDuBxnGamG70Kypyi0mJnGOvSj+DcP8P5/+dJcvCdcTXeZlw1JuycMEG4D8Vdq6r3Ank4/Q+msiophLG/hlUT4cJHoPfdFX4Lm3HVmMhwwgShqqUiEpyV6M2pKToEHwxzlgPt/zT0/G2F38JmXDUmcgTaxPSDiIwHPgIOHt6pqp94EpU5eYUH4L1rYfMsGPRv6HpDhV7eZlw1JvIEmiBigd3AL3z2KXDcBCEi/YAXcFaUG62qT/k55xrgEfd6i1V1qLv/RmCke9oTqvpmgLFGnvw98M6VsG0RXDkazryqQi9vM64aE5kCfZL6pPsd3L6LUcBFQCYwX0TG+y4d6j6ANwLo5c4Q28Ddn4jz3EU6TuJY4Jbdc7JxhL28HHj7Cti1Gq59G84YUGGXthlXjYlsgT5J/QbOF/VRVPXXxynWA1inqhvca4wBBgO+a0vfCow6/MWvqjvd/ZcA01Q11y07DegHvB9IvBFj/zZ4azDs3QrXjYHTL6iQyxaVlPHadxv419fOjKsj+p/Br3unERNtz0YaE0kCbWKa6PM+FrgCZ13q42kKbPXZzgR6ljunNYCIfI/TDPWIqk4+Rtmm5W8gIsOB4QDNm3s/VXWlsmcTvDnIWSL0hk+gxTkVclmbcdUYc1igTUwf+26LyPvAzAq6fyugL5ACfCsiZwZaWFVfBV4FSE9P/0kNJ2ztWuvUHIoOwq/GQUq3U77kT2Zcvbk757exGVeNiWQ/dx6EVsCJvj2ygGY+2ynuPl+ZwFxVLQY2isga99pZOEnDt+yMnxlreNm+DN6+3Hl/0+envDRo+RlX77ygFb+3GVeNMQTeB3GAo/sgtuOsEXE884FWIpKG84U/BBha7pzPgOuAN0QkGafJaQOwHnjSXfsa4GKczuzIlrUA3v4lxMQ5NYf6rU/pcr4zrp7buj6PDmpvM64aY44ItImpzsleWFVL3HmbpuD0L7yuqstF5DEgQ1XHu8cuFpEVQClwn6ruBhCRx3GSDMBjhzusI9bm2fDu1c4CPzeOh4TUn32pwpJSHhm/gvfnbbEZV40xxyTuMtPHP0nkCuBrVd3nbscDfVX1M0+jOwnp6emakZER6jC8sf5reH8o1Etxag71ftJff1Ke+mIVL3+znlt6p3HXRTbjqjGRTEQWqGq6v2OBjlt8+HByAFDVvTjPKRivrf7CeUI66TS4edIpJ4eFW/bw6rfrGdK9GSMHtrPkYIw5pkAThL/z7JvFa8s+ceZWatgBbpwAtU9tVFFBcSn3fbSYRnVj+cuAthUUpDEmXAWaIDJE5DkROc19PQcs8DKwiPfDu/DxbyClh9OsFJd4ypd8btoa1ucc5OmrOlEnNqYCgjTGhLNAE8QfgSLgA2AMUADc5lVQEW/eazDuD9CyLwz7GGJPffGdBZtzee27DVzfszm9WyWfeozGmLAX6Cimg8ADHsdiAL5/AaY9BG0GwNVvQLVTnxQvv6iUez9aQtP4moy41JqWjDGBCagGISLT3JFLh7cTRGSKZ1FFIlWY/qSTHDpcCde8WSHJAeAfU1azcddBnr6qo3VKG2MCFui3RbI7cgkA35lXTQVQhakjYfa/ofMwGPQiRFXMk8xzN+zmjVkbufHsFpxzmjUtGWMCF2gfRJmIHJkNT0RS8TO7q/kZysrg8z85yaHHcBj0rwpLDoeKSrhv7BKaJcRxf/8zKuSaxpjIEWgN4i/ATBH5BhCgD+4squYUlJbAuNtgyRjodZezhnQFPs389y9WsSX3EB8MP4u46ta0ZIw5OYF2Uk8WkXScpPADzhxK+R7GFf5KiuCTW2DFODh/JJx7b4Umh9nrd/Pm7M3c3CuVnrbIjzHmZwh0sr5bgDtxZlVdBJwFzOboJUhNoIrz4cNfwdqpcMmTcHbFjhg+WFjCfWMXk5oUx58vsaYlY8zPE2gfxJ1Ad2Czqp4PdAH2ehVUWCvMg/eugbXTYODzFZ4cAP72xUqy9ubzzNWdqFndpu02xvw8gTZMF6hqgYggIjVUdZWItPE0snCUv9dJDpnz4YpXoNO1FX6LmWt38c6cLdzaJ4301FN/+toYE7kCTRCZ7nMQnwHTRGQPsNmroMLSwd3wzhWwYwVc/T9oN7jCb3GgoJj7P15Cy/q1uOdiy9/GmFMTaCf1Fe7bR0RkOlAPmOxZVOHmwHZ463LYsxGGvAetL/bkNk9OWkn2vnzG/v4cWxHOGHPKTnrso6p+40UgYWvvVnhrEBzYAdd/BGnnenKbb9bk8P68rfzuvNPo2jzhxAWMMeYEAu2k/llEpJ+IrBaRdSLyk7mcROQmEckRkUXu6xafY6U++8d7Gadndq+HN/o7zUu/+syz5LAvv5j7xy6hVYPa3HVhK0/uYYyJPJ49PSUi0cAo4CIgE5gvIuNVdUW5Uz9Q1dv9XCJfVTt7FZ/ndq6EtwZDWQncNAEad/LsVk9MXEFOXiGv3NDNmpaMMRXGyxpED2Cdqm5Q1SKcacIrvme2Mtq2CN64FBC4aZKnyWH6qp18tCCT353Xkk7N4j27jzEm8niZIJoCW322M9195V0pIktEZKyINPPZHysiGSIyR0Qu93cDERnunpORk5NTcZGfiq3z4M1BUL2Ws0RoA+8eVNt3qJgHPllCm4Z1uOMCa1oyxlQsT/sgAjABSFXVjsA04E2fYy3chbSHAs+LyGnlC6vqq6qarqrp9evXD07Ex7PxO2e0Uq0kuPkLZx1pDz06cTm78op49ppO1KhmTUvGmIrlZYLIAnxrBCnuviNUdbeqFrqbo4FuPsey3D83ADNwnt6uvNZOg3evgvjmTnKIb3biMqdg2oodfLIwi9vOP50OTet5ei9jTGTyMkHMB1qJSJqIVAeGAEeNRhKRxj6bg4CV7v4EEanhvk8GegHlO7crjxXj4f3roH4buOlzqNPI09vtOVjE/326lLaN63L7+ad7ei9jTOTybBSTqpaIyO3AFCAaeF1Vl4vIY0CGqo4H7hCRQUAJkAvc5BZvC7wiImU4SewpP6OfKofFH8Bnv4em3ZznHGrGe37LRyYsZ8/BIt68uQfVq4W6ldAYE648XSRAVScBk8rte8jn/QhghJ9ys4AzvYytQmS8ARPvhtTecN0YqFHb81tOXpbNuEXb+NNFrWnXpK7n9zPGRC77+flzzR4FE++CVhc5NYcgJIfcg0WM/GwZHZrW5fd9ve0AN8YYW2bsZKnCt8/A9Ceg7SC48r9QrXpQbv3QuGXsyy/mnVt6EhNtud0Y4y1LECdDFb56FGb+EzoOgcGjIDo4f4WfL8lm4pJs7rukDWc0sqYlY4z3LEEEqqwMJj8A816B9F/Dpc9CVHB+xe/KK+TBccvomFKP357bMij3NMYYSxCBKCuFCXfAD+/A2bfDxU9U6PrRx6OqPPjZMvIKSnj26k5Us6YlY0yQWII4kdJi+PS3sOxjOO9+6DsiaMkBYMKSbL5Ytp0H+p9Bq4Z1gnZfY4yxBHE8xQUw9mZYPQkufBR63xXU2+88UMBD45bRpXk8t/axpiVjTHBZgjiWokMwZihsmA6XPgM9bg3q7VWVv3y6jPyiUp65uhPRUcGrtRhjDFiC8K9gP7x3LWydA4Nfgi7XBz2EzxZlMW3FDv5yaVtOq+/9MxbGGFOeJYjyDuXCO1fC9iVw5WjocGXQQ9ixv4BHxq+gW4sEft07Lej3N8YYsARxtLydznTdu9fCte9Am/5BD0FV+b9PllJYUso/rupoTUvGmJCxBHHYvixnidD9WTD0Qzjt/JCE8fHCLL5atZOHBrajpTUtGWNCyBIEQO5GeGsQHNoDwz6BFmeHJIzsffk8OmE5PVITuemc1JDEYIwxh1mC2LPZWT+6+BDcOM6ZtjsEVJUHPl5KSanyj6s7EmVNS8aYELPHcms3hNRezkI/IUoOAB9mbOWbNTmMuPQMWiTVClkcxhhzmNUgYmKd0UohlLU3n8cnruTslkkM69kipLEYY8xhntYgRKSfiKwWkXUi8oCf4zeJSI6ILHJft/gcu1FE1rqvG72MM5ScpqUlqCpPX2VNS8aYysOzGoSIRAOjgIuATGC+iIz3s3ToB6p6e7myicDDQDqgwAK37B6v4g2V9+dt5bu1u3ji8g40S4wLdTjGGHOElzWIHsA6Vd2gqkXAGGBwgGUvAaapaq6bFKYB/TyKM2S25h7ir5+voPfpyVzfs3mowzHGmKN4mSCaAlt9tjPdfeVdKSJLRGSsiDQ7mbIiMlxEMkQkIycnp6LiDoqyMuX+j5cgIjx15ZlIEGeINcaYQIR6FNMEIFVVO+LUEt48mcKq+qqqpqtqev369T0J0Cvvzt3MrPW7GTmgLSkJ1rRkjKl8vEwQWUAzn+0Ud98RqrpbVQvdzdFAt0DLVmVbdh/iyUmrOLd1fa7t3uzEBYwxJgS8TBDzgVYikiYi1YEhwHjfE0Sksc/mIGCl+34KcLGIJIhIAnCxu6/KKytT7h27mGrRwt+tackYU4l5NopJVUtE5HacL/Zo4HVVXS4ijwEZqjoeuENEBgElQC5wk1s2V0Qex0kyAI+paq5XsQbTm7M3MW9jLv+4qiON69UMdTjGGHNMoqqhjqFCpKena0ZGRqjDOK6Nuw7S/4VvOee0ZP57Y7rVHowxISciC1Q13d+xUHdSR4zSMuW+jxZTPTqKv/3SmpaMMZWfTbURJG98v5GMzXt47ppONKwbG+pwjDHmhKwGEQTrc/L4x5TVXNi2IVd08fcoiDHGVD6WIDxWWqbc+9FialaP5slfdrCmJWNMlWFNTB4b/d0GftiylxeGdKZBHWtaMsZUHVaD8NDaHQd4dtoa+rVvxKBOTUIdjjHGnBRLEB4pKS3j3o8WU7tGNZ64wpqWjDFVjzUxeeSVbzewOHMfo4Z2Jbl2jVCHY4wxJ81qEB5Yvf0Az3+5hgEdGzOgY+MTFzDGmErIEkQFK3ablurGxvDYoPahDscYY342a2KqYC/PWM/SrH385/quJFnTkjGmCrMaRAVasW0/L369lkGdmtD/TGtaMsZUbZYgKkhRidO0VK9mdR61piVjTBiwJqYKMmr6OlZk7+fVG7qRUKt6qMMxxphTZjWICrAsax+jpq/jl12acnH7RqEOxxhjKoQliFNUWFLKvR8tJrFWdR6+zJqWjDHhw9MEISL9RGS1iKwTkQeOc96VIqIiku5up4pIvogscl8vexnnqfjXV+tYtf0AT115JvXiYkIdjjHGVBjP+iBEJBoYBVwEZALzRWS8qq4od14d4E5gbrlLrFfVzl7FVxGWZO7lP9+s5+puKfzijIahDscYYyqUlzWIHsA6Vd2gqkXAGGCwn/MeB/4OFHgYS4UrLCnlng8XU792DUYObBfqcIwxpsJ5mSCaAlt9tjPdfUeISFegmap+7qd8moj8ICLfiEgffzcQkeEikiEiGTk5ORUWeCCe/3Ita3fmOU1LNa1pyRgTfkLWSS0iUcBzwD1+DmcDzVW1C/An4D0RqVv+JFV9VVXTVTW9fv363gbs44cte3jlm/UM6d6Mvm0aBO2+xhgTTF4miCygmc92irvvsDpAB2CGiGwCzgLGi0i6qhaq6m4AVV0ArAdaexhrwAqKnVFLjerG8pcBbUMdjjHGeMbLBDEfaCUiaSJSHRgCjD98UFX3qWqyqqaqaiowBxikqhkiUt/t5EZEWgKtgA0exhqw56atYX3OQZ6+qhN1Yq1pyRgTvjwbxaSqJSJyOzAFiAZeV9XlIvIYkKGq449T/FzgMREpBsqA36lqrlexBmrB5lxe+24D1/dsTu9WyaEOxxhjPCWqGuoYKkR6erpmZGR4dv38olIuffE7ikvLmHzXudSuYbOUGGOqPhFZoKrp/o7Zt1yA/jFlNRt3HeS9W3tacjDGRASbaiMA8zbm8sasjdx4dgvOOc2alowxkcESxAkcKirhvrGLaZYQx/39zwh1OMYYEzTWVnICT09ezebdh/hg+FnEVbe/LmNM5LAaxHHMXr+b/83axM29UunZMinU4RhjTFBZgjiGg4VO01JqUhx/vsSalowxkcfaTI7hb1+sJGtvPh/99mxqVo8OdTjGGBN0VoPwY+baXbwzZwu39E4jPTUx1OEYY0xIWIIo50BBMfd/vISW9Wtxz8VtQh2OMcaEjDUxlfPkpFVk78tn7O/PITbGmpaMMZHLahA+vl2Tw/vztnDruS3p2jwh1OEYY0xIWYJw7Xeblk5vUJu7L6wUM4sbY0xIWROT64mJK9h5oJBPhnWzpiVjjMFqEABMX7WTDzMy+d15LenULD7U4RhjTKUQ8Qli36FiHvhkCW0a1uGOC1qFOhxjjKk0Ir6JqbisjDObxnPXha2oUc2alowx5jBPaxAi0k9EVovIOhF54DjnXSkiKiLpPvtGuOVWi8glXsWYXLsGo29Mp0PTel7dwhhjqiTPahDumtKjgIuATGC+iIxX1RXlzqsD3AnM9dnXDmcN6/ZAE+BLEWmtqqVexWuMMeZoXtYgegDrVHWDqhYBY4DBfs57HPg7UOCzbzAwRlULVXUjsM69njHGmCDxMkE0Bbb6bGe6+44Qka5AM1X9/GTLuuWHi0iGiGTk5ORUTNTGGGOAEI5iEpEo4Dngnp97DVV9VVXTVTW9fv36FRecMcYYT0cxZQHNfLZT3H2H1QE6ADNEBKARMF5EBgVQ1hhjjMe8rEHMB1qJSJqIVMfpdB5/+KCq7lPVZFVNVdVUYA4wSFUz3POGiEgNEUkDWgHzPIzVGGNMOZ7VIFS1RERuB6YA0cDrqrpcRB4DMlR1/HHKLheRD4EVQAlwm41gMsaY4BJVDXUMFSI9PV0zMjJCHYYxxlQpIrJAVdP9HguXBCEiOcDmU7hEMrCrgsKpKiLtM0fa5wX7zJHiVD5zC1X1O8onbBLEqRKRjGNl0XAVaZ850j4v2GeOFF595oifrM8YY4x/liCMMcb4ZQniR6+GOoAQiLTPHGmfF+wzRwpPPrP1QRhjjPHLahDGGGP8sgRhjDHGr4hPEIEuahQuROR1EdkpIstCHUuwiEgzEZkuIitEZLmI3BnqmLwmIrEiMk9EFruf+dFQxxQMIhItIj+IyMRQxxIsIrJJRJaKyCIRqdCnhSO6D8Jd1GgNPosaAdeVX9QonIjIuUAe8Jaqdgh1PMEgIo2Bxqq60F2gagFweZj/dxaglqrmiUgMMBO4U1XnhDg0T4nIn4B0oK6qDgx1PMEgIpuAdFWt8IcDI70GEeiiRmFDVb8FckMdRzCparaqLnTfHwBW4md9kXCijjx3M8Z9hfWvQRFJAQYAo0MdS7iI9AQR0MJEJnyISCrQBZ8lbsOV29yyCNgJTFPVcP/MzwN/BspCHEewKTBVRBaIyPCKvHCkJwgTQUSkNvAxcJeq7g91PF5T1VJV7YyznkoPEQnbJkURGQjsVNUFoY4lBHqralegP3Cb24xcISI9QdjCRBHCbYf/GHhXVT8JdTzBpKp7gelAvxCH4qVewCC3PX4M8AsReSe0IQWHqma5f+4EPsVpOq8QkZ4gjruokQkPboftf4GVqvpcqOMJBhGpLyLx7vuaOAMxVoU0KA+p6ghVTXEXHxsCfK2qw0IcludEpJY78AIRqQVcDFTYCMWIThCqWgIcXtRoJfChqi4PbVTeEpH3gdlAGxHJFJHfhDqmIOgF3IDzq3KR+7o01EF5rDEwXUSW4PwQmqaqETP0M4I0BGaKyGKcVTc/V9XJFXXxiB7maowx5tgiugZhjDHm2CxBGGOM8csShDHGGL8sQRhjjPHLEoQxxhi/LEEYUwmISN9ImoHUVA2WIIwxxvhlCcKYkyAiw9x1FhaJyCvuhHh5IvJPd92Fr0SkvntuZxGZIyJLRORTEUlw958uIl+6azUsFJHT3MvXFpGxIrJKRN51nwA3JmQsQRgTIBFpC1wL9HInwSsFrgdqARmq2h74BnjYLfIWcL+qdgSW+ux/Fxilqp2Ac4Bsd38X4C6gHdAS5wlwY0KmWqgDMKYKuQDoBsx3f9zXxJlKuwz4wD3nHeATEakHxKvqN+7+N4GP3HlzmqrqpwCqWgDgXm+eqma624uAVJyFfowJCUsQxgROgDdVdcRRO0UeLHfez52/ptDnfSn279OEmDUxGRO4r4CrRKQBgIgkikgLnH9HV7nnDAVmquo+YI+I9HH33wB8465olykil7vXqCEiccH8EMYEyn6hGBMgVV0hIiNxVu+KAoqB24CDOAvyjMRpcrrWLXIj8LKbADYAN7v7bwBeEZHH3GtcHcSPYUzAbDZXY06RiOSpau1Qx2FMRbMmJmOMMX5ZDcIYY4xfVoMwxhjjlyUIY4wxflmCMMYY45clCGOMMX5ZgjDGGOPX/wP22FYRWRM2+gAAAABJRU5ErkJggg==\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}],"execution_count":35},{"cell_type":"code","source":"# Evaluate the performance of the new model with Transfer learning\nscore3 = model_vgg16.evaluate_generator(validation_generator, nb_validation_samples // batch_size, verbose = 1)\n\nprint(\"Test Score with simple CNN:\", score1[0])\nprint(\"Test Accuracy with simple CNN\", score1[1])\nprint('--------------------------------------')\nprint(\"Test Score with Data Augmentation:\", score2[0])\nprint(\"Test Accuracy with Data Augmentation:\", score2[1])\nprint('--------------------------------------')\nprint(\"Test Score with Transfer Learning:\", score3[0])\nprint(\"Test Accuracy with Transfer Learning:\", score3[1])","metadata":{"execution":{"iopub.status.busy":"2025-05-07T16:27:40.07794Z","iopub.execute_input":"2025-05-07T16:27:40.078283Z","iopub.status.idle":"2025-05-07T16:29:13.711047Z","shell.execute_reply.started":"2025-05-07T16:27:40.078243Z","shell.execute_reply":"2025-05-07T16:29:13.710081Z"},"trusted":true},"outputs":[{"name":"stdout","text":"112/112 [==============================] - 93s 830ms/step - loss: 0.5810 - accuracy: 0.8096\nTest Score with simple CNN: 0.04729146510362625\nTest Accuracy with simple CNN 0.9895206093788147\n--------------------------------------\nTest Score with Data Augmentation: 0.12702108919620514\nTest Accuracy with Data Augmentation: 0.9662946462631226\n--------------------------------------\nTest Score with Transfer Learning: 0.5809758901596069\nTest Accuracy with Transfer Learning: 0.8095982074737549\n","output_type":"stream"}],"execution_count":36},{"cell_type":"markdown","source":"## Conclusion","metadata":{}},{"cell_type":"markdown","source":"* ### CNN are really powerfull in computer vision in order to classify images. (We predict well more than 90% of the images)\n* ### And differents techniques exist in order to improve its performance like Data augmentation and Transfer learning.","metadata":{}}]}