![saul-eslake saul-eslake](https://thewire.blob.core.windows.net/web/images/default-source/default-album/saul-eslake.png?sfvrsn=bf9bb15a_0)
When Lehman Brothers filed for bankruptcy on Monday 15 September 2008, I was in what would turn out to be my last year as Chief Economist at ANZ Bank (not that I knew it then – I didn’t decide to leave until almost exactly three months later, and then took another seven months to put that decision into effect).
I make absolutely no claim to have seen the GFC coming. My colleagues in ANZ’s economics team and I had of course been well aware of the fragile state of the financial markets in both the US and Europe since mid 2007, when the connections between the US sub prime mortgage market and the European banking system first came to light. We had started to keep track of the growing mountain of write downs and losses incurred by investors in and issuers of complex derivatives based on mortgage backed securities, and of the widening spreads between official short term interest rates and the rates which banks were paying each other for short term loans.
We’d begun to use the phrase ‘global financial crisis’ in newsletters and presentations in February 2008: and almost every presentation I gave from then onwards, during that year, included this chart:
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAiQAAAFnCAYAAACW11IvAAAgAElEQVR4AexdBXhVx9ZdkXvj7glJSEIgCe5OkSKlQAUKNeryXvu3r/bqbq/uBi2lpUYFihV3d9ckkBB3d/2/tS8nnFySAAUKCTPfl5xzzxldM2dmz9579raora2thQoKAYWAQkAhoBBQCCgELiIClhexbFW0QkAhoBBQCCgEFAIKAUFAESRqICgEFAIKAYWAQkAhcNERUATJRe8CVQGFgEJAIaAQUAgoBBRBosaAQkAhoBBQCCgEFAIXHQFFkFz0LlAVUAgoBBQCCgGFgEJAESRqDCgEFAIKAYWAQkAhcNERUATJRe8CVQGFgEJAIaAQUAgoBBRBosaAQkAhoBBQCCgEFAIXHQFFkFz0LlAVUAgoBBQCCgGFgEJAESRqDCgEFAIKAYWAQkAhcNERUATJRe8CVQGFgEJAIaAQUAgoBBRBosaAQkAhoBBQCCgEFAIXHQHri14DVQGFgEJAIaAQUAgoBC55BKpqahFfWImcsirQK6+NlSXCXYxwMJwf3sY/SpBUVdcgLbsAzva2cHa0veTBbykVLCopR25RCbzdnGBjOLMuLy2vRFZ+ETycHWBvazwnKHIKSlBaXgEfdydYW1k1mVdlVQ1iEtNRWVWN1n4ecHG0azJ+c3xZWFKOvKISeLk6wtZoaI5NuCzqXFxajqPJWTBYWyHI1x0O5/gd/BOgFZSUoaCoFJ4XaGzxO87KL5b87dTYPasuzSksQVxyFhztbBAS4AGj9ZnNxWdVyAWOnFNWjbd2ZqC6BvC0s4ajwRJ3RbpfWgTJ/PX7MG/dHlRUVcPKwhIWFkTFArW1pKEgz3tFBmNoj3Z46vM5mHRld9w2uvcFhq55Zp+UkYddRxLRu0NrISDORysWbz6AL2evw8eP3oAOYf5nlOW2g8fxyrS/8MxtI3Blr8gzStNYpKlz12HL/nh89sQkBHi5NhYNOw4n4OVv/kJychYsrCzx8v1jcTA+DYfj0/DJ4xPhZH/pEbHv/LBU6vjxoxPhcoZE9rKth/DZ76vx7kPXo3tEUKN4/J0X5ZVVeH36YmTlFeLVe8fCy82xyWyy84vw3Ffz4OPugmfvGAUbQ9MEY5OZNfGSRNjmA3Hw93BG+9AzG4NNZHfBX81btxcf/rIS+dkFcPd2xRv/Gove7UMueLlnWkByZh72xCShZ2QwvNyc6pL9tX4fps/fhDcfuAY9IoPrnp+vmy0H4mV8vX7/WPTpcHHwyCsqxaa9cQgJcEdEsG9d0zbtPYZPfluNW6/qjav7t697frFvamprpU+mzFmHypJyeHq5YtpztwqRe7Hrdrbll1bVgkTJ5HZu6OplB1ej5XkjRliX80Kicefg5eoEckBqamuwdPMhJGXm4daRPeFgZ4Pyqmq4ONmhqqYGRxLSkJ1ffLY4XDbxD8Wn4vFPZmHm63edN4KEHIojx9NBrseZhsKSMklTVFp+pkkajZeaXYCjSZnC9Wg0EoCpf65DcUk5Zr33b7i7OMDSwgIZuUUI8nGHpcX5YQk2Vf7fecfFILisApaWQoWfURa5heyPDJSUVZxR/LOJRA4UF307G2tYWZ0eMytLS8HX3dnhxEbibEo787gFxSV447tFGNO3wyVPkFRUVuHjmSvRLtgbL796J4xGA4zWF4ZQO3ME68c8FJ+GZ7+Yi+9evK0eQZKTX4wjCRkorzjzb71+zk3/4rwQnZBxVnNJ0zme/dvsvCI8P2Ue7h7Xrx5BYmdrQIi/B1wcLq2Ny4Fjqfjg5xWYMKwLHr/pShSXVYDfW3MMRivAxtICSxIKcCi3DFe2ckIvn/PHxT4vBAk5H/xjIE+krOxXbNx3FK/dPxYujvZ1uMenZsNgbS0iAHYSd8RlFZVCaXdqE1AXT7tZtSMaR46nSZ7dI4LRK+rMKP6svCKs2RUDfpxOjrboEh4okwsJof2xKegUHlA3IKpraqQedjZG4R5wWdkTkyzcnS5tW2Hv0WQcT81Bh1B/YbUdjE9F3w4h4KLCePa2Bgzo3EaqnJZTgFXbjyArrxgeLg7CWfA+sUPlJLc7Jhmujnbyt3TrQRSXViIyxFfScz0j4bBiezQy8woxf90+xCRkSj49o4KbFF2Qq7Jy+xEUFJeitb+H1JOEYNfwVrC2toK1lSXsbAynLJqb98dhd0wSDFZWggl3W1rgQsU8yOnafjgBOw8nwNHeFv07hSDY10OLhoS0HGw5GI+8wlLBjB8auTuB3m51cTiZUzRhYWKd1T3XbsorqrBi+xGs23MMHdr4Yd+xFLg62aNnZBCu7NkOmfnFsDGahurR5ExhGYf6eWLf0RQZH2RPc/wRc4aamlocSUjHjsOJKCkrl3JbebsKzk72bBPA/mDfOtvbwdXJDsu3HUFhSSnaBflgUJc2sLSsv5hzvO48kijj1c/TGT0iguHr4YzB3doKgU18GTjGNu07hvTcQlRV1cDRzohuEUGIbH1yJ9dYf0gGZv+4AKzZGSOiTpZBDlf7UD9UVFZLv7C+zg622HogHjU1NejSLhCDu7dDVVUVtLYyS+6m98Ymo6SsUnDqHB6AsFZecHaww8g+UZKH4QQBQ8bmpv3HhCDlJsPXwwld2gailZfbaYmW7YeOY9/RZFD0RhEdvyFfdxds3h+P+JRscIf9+8qdsIAFBnQOEwxZv7iUbGzYc1REi34eLhjWox3cnE1zB8fHjiMJ8HV3lk3PlgNxQtwyfdsgH6Rm5WP1zhjkFpSgbbA3hnRvBysdgch5Z+O+YygsLoOzox0ign3QPsQPxgbEl8R7zpo9Mn56RLXGloPH4e/lgq5tW2F3dKKM43bBvtgbm4TE9DxpH8cWA+er6IR0meP4zXbUcSM5N8QmZkq5+4+l4PDxdLg72WNIj7YyF+2KTgS5kiTCyXloipNJUSqxSs7KBzk5hxPS4eniiMHdwmEwWEtfklst33d0kozvgV3CEeDlIvXU/uUWFAtu3Dy6OthhQJcwhPh7aq8bvHJe4JjmWFu3O1bawd9XdGsLf09T/uSM81vhOGc7mIYhJSsfsYkZiAr1k/rmFZbIN9yxTYDMHbujk2R8DezcRohp1v9gXCqqOQY9ndGtXZCM3TU7o5GSlYeNe48JB5CbgX4dwxDZ2g/XXNFZiBKWR64c+ynQ2x0VlZVYu/uobJg5z3UOb1WvfVXV1dJ/7COKqIP93FFTA+nD03EZOZes23NUOLlODrbCtdK+d6oozFi4GRm5hTBaG7B6V6zM+X4nsKpXCQCZuUXYfvg4yAFjuznndo8IrEd4maf5J3972xvwaFcvpBVXIrm4Es9sSsXUoa0Q5nxuYn2tDeeFINEy45Wyf7Ko5J6CJl3gx4baWnz15zrMXLZdBt3x1GxUV1Xjw8cn4pqBnSQ2J/VXvvkL248kIDzAC4Wl5fhy1jrccXUfPHbzMF2Op95yYXtxynxU19Qi0McNadn5KKuowu9v3oPE9Fw88O5MTH32FgzoFCaJ+e61bxch2McNnzw+CRaWFiBrbduBeHSLCMSmffHIKSjGq/ePFXHDYx/9jl6RrXE8PQfxqTkyYEmQrNxxBK9NWyQ7Uz9PV/nwps3fWCcm4cfxv+8X40h8OkICPFFaVoHswhJk5hbiuTtG4b5rB6CotAxbD8TJ7mPVzmghFsJbeSM8yLtRgmTploN4+vM5qKmF6FyYJoMEdGrTCr+8diecrU+lXtnmt2YswW/LdwjbkBPGuz8uwx1j+uLp20YILuwrfhCvTfsLXu7OUt/jaTmCwQf/mSBEByNycfnsj9WIDPaFrY0RKZl5Mmm/8e9x6H8C41N7qf6TympOnseQkJEDqpj8vHSb7NrbBfrgxyXbhFiY+879MtEu2XwQb0xbjIhQX9TW1ArXjSKd/l3aYNoztwhnhVyd6Qs2YdHGAwgP9AYsahGTmImI1r745NEbwMmAcd7/eTn2HE5CSKCXcCvyi0qRnl2Ax24ahgdvGAxbo7X0xce/rsSvy3bAx90Z3IWR29OnYwj+9+9r8dvKHVi88SD+fPt+mfi5UJDDFezrLkRVTn4RPvxlBZ64dTgmXtldFpz6rW/8Fyd19i3HHwlNEqzcHX77/GTZFT/8/q9oE+CFssoqHI5Pl/FOVjoxY7lTnrlFdouf/rEGPy/eCk83J9gZDDiakokQPw8RGfEbefLT2egWEYx3/u9aEIN3f1qGpVsOIcDTDVzXY5Mz0bsD23tNHdFnXmt+9x/NXInfV+yEp6sDbIwGJKXngov3B/+5HntjU5CdV4yDx9Pwx8qdMl7bBnkLQfLr8u34cvZ6uJFYd7KTHf73Czfj7QevRVSIHwpKSvHEJ7NRWlYJd2d7WbQS0nNlPJAoiU3KQHZeCYpKK5CRV4hHJw3BU7eNEEL0rw378fYPS0R3iQQOMSwpLcfXz96KhjZBxaUVsjBl5hVj/e5YHEvKRK8OIWjTykvEniSCSdCQeOAY+vDRCXBzssPzU+ZjyZaDEo8bjQ9+WY6HJw7Ffdf2F6hIqD3+0R/g3GBtbYnKymqZjzqFt5IFlES9Ra1p0SaB+dVTN6Nvx4ZFItn5JdgVnSQE1qodMdh5JAnEkoQ0iSwuas99NR8OdkaUl1chJjFDNhxTn7m5bjNBwpBzbFVVNQK8XYWo+2b+Rrx8z9UY0r2teffW/eZcwXnquSnz4WBjlO8vLiULwX4e+PiRG2TO5Nz79oylcLS3wadPTKrTvVm/5yje/G4xPnxkvBCNMUmZePiD3xHV2heZeUXSj+wTbmrmrt0rxJYQUbUWSMjMQbe2QXj13qux40giSDhyQ1FZXSWbB34HHLsPvDMTz94xEuOHdEVKZi4efv932SZzs0Limps3zpEfP3YDRvfrIO3i5uG/n8zG5n3HEB7kAxujFY6n5YJr08zX7mpSZE3CgWLmbYeOo5W3G8rLK/H+T8vx+C1X4rareovolO84VpZvO4z9cSm4blAXhPl7nrJBZGVWbD8s8wU3yN7uTkjPKQR1AB+7eShuGdmrrh8u1k1qcSUi3WzQy9sOCYWVWBBXiPKq+uv8udTtvBMk7Gwt6O+1ZxTbUJnvlXvHIDTAA1m5xbj91e8xbe4GjOgVKTv5935ahg37juKrJ29C13ZBsjB+PW8D3v1hqexING6Mlqd2JSvxwXdnym70/YfHy6RNKnz9nlihNDmh8WPiQqsPnIRKdSxOstI5CY/oE4WvnrpJKGZ+tBwsyZn5yPIvwiM3DpUFgApK3BU99dkc9O8UihfuGi2TdnpOASY9Nw2vfrsQM168HVZWFmBdqCD30A2DwR0qkXrg7V/wya+rMG5gJ9mB3nF1X5lAHrlxGPp1DJGJlBNUQ4HtJYHVuU0APnjkBtl1cPG68flpyC0slkm/fjqTWOH7vzbji1lr8Pb/XYdrB3UmjYgfFm0RnZGwVp64YWg31FrUoqKqCj2i2kl9fTycwYln8kvf4Z0fl2LWW/dJ1reO6iXxqXzKRSkuNQt3vfajEJBnSpA42NpgwtBu+Gvjfgzt3g5PTR4huyruZguKy+SD1NpBYiqroEg4IhOGdIWHqwMWbTiARz/+A8u2Hsak4d2Fa0Wi4vGbh4Efdkl5hewoH3z3V/y18QDuGddPFqu8wjIhiv99/UB0bRsozzhBfjF7LSYM7SqTLPWjPpq5Ck+cmGBsbAzCFTqWnEnmEUpLK6R+NdKbwMCubbD0k4fg5mQvhDm5ZY98+Bs++mUVruwVIX1E7sDpQkpmPh796HfZpf34yh3w93IVcRYXEm93Z9nxZeQUCk4P3nAFOoW1Eo4Iia2s31YJAUmikvm8M2MprurbXhZPjlcSjTFJGbJgcEEiwV9WUSHt5y71099Wy4L+31uGyy6XhDeJUY7dxsKe2CTRi7lzTD88OXm4fMcJabmy6Lo5O+D6wZ3x14Z9wvkgcca5gRiRa/O/75filpE9hSjnOKIi6a0vTcfUOevxwX/GS7242JBr9sI9oxER5CMT/b1v/iQE0AePTBCuJbmBJOB+XLwV/x4/SHqEOgW2BgN+eu0umXfI2SQHx8fjpN6Fvk3cDXPi5+J577UDcHW/9kJcsb5UcqXoc3S/9rj3mv7CQQzyccNnf6zFrJW78PmTN2JQ1zaoqCBxtgIvf71Adtoje0fKt5FfXIZRfVvhX9cPhKeLAxZuPIg7X59h6pv/jEdrP0+k5xbgpuem4dv5G9EjMqhBzEP9PTBxWDccOJaCR28ahj4dWss8QWKEHN/SigoM7NJG9PR83JxAjtLdb/yE2av34NEbh0qfvDh1voiEqcdETh/njYfe+10WVxIFGrdRjw3viQM3P9yU8bsh8XkgLhX3vvGTzClTnr5ZxiTFEuZcRm48OP+SMGAgl4WEMzlYD0wYJNxJjpV9sUlC3LJtT00eLvklpOfgWHIWPF2dwDmHG8/rB3fBgxOukLzIeSa3l1xOcock/9paUEeKG5GX774aoa08hWi98blv8NXsdbiia7jM7R/8vByrd0bLXN+/c5hwWIn/K9MWCrEvmTXyj98KOWOfPzEJ/TqFysbmnR+W4bVpC0U02TnMX+rJunPN4BrRELday576eiSyyZ3mvJyalYenvpiLz/5Yg7EDOgpHU4t7Ma555dV4fks60gsqYGFtietCndHW1cR1Ph/1Oe8ESVOVIueEFPY1gzrVUf/cdZJVuHlfnHzwZOsv3XJYJsutB4+LOIATYWJ6DvhB74lNrhMPmZdFVjnZtlw8QgNMrEeyrW8a0VOikhiijJ1l6ANZixpbkc/5luzB1+4bU++jIhua1DsnVA5mLfyydDsOH0+TxZQTU1llpXAJKMPnBE9ihyxkS0sr9O0YilF9o7SkGNozAnuOJsvCG+hjIfmzjj5ujqfVIeHixIn64UlDZUfOTLkrImVNsZV5IGuTE8qiTQfQJbwVbhjWHY4nTg6QmifHhFwFIUhqIVrg7CuNfUxCcvJVvTBz+Q5hQfLUDheJzfvisXFvLLIKiqUdJOjImTrTwO7gztiW7GZHO9Hg19JyUWX/aIHEZJtAH0wc1h3hgV7y+MqeEcK6PZqSJb+Jn62NAat3RAurv7C4HPlFJUJgCSFxIjNykvt0DMWY/h217DG8VwR2H0kUzghFP/PX7UWHUD8ZU1oksuI1djzHtL5+XFA5wXKHR1Y4iWCya0lYlZVXaVmc9rrvWDIOxqXhw0cm1LFreTrt2is6S1rqEJCdSwW+u8b0q59fLWQ8cxwTB/bb2t2xmL1qNyJa+whb/oqupl0wxw/rry0e5CKQZb1wwwHhenHnS+4AZfNNBRcHO9kALNp8AG0DvdCuta98gwP8TJxInqqj2I3yfdZHCyu3R8uiQULzpyXbZEE1GqxEJEUxEzkarB/bMax7Oww+8d1xEe3QJkCIs+uu6FwnfmH/cUdKvCnKI8FALslPCzejd8cwULwyqMvJb1erh3blPECOBxd3ptcURokTF/thPdri+Tuv0qKL6G/hxv3o2ylUFgx54QDcd91ALNp8UMRtJEg4jkmA3TqqZ534jgQHOVUUAWsKsxRzhbbyEsKeC3dDRCCf8XvhlSJhfodaIIFJ0db4IV1EPMTn/TqHyeaJomcGEoHEduyATrIJoFiT3wzFFrFJmeBmqjGChOOdG4iJV3YT0QPzG+zmhPFDuwqXmCIKbt7YZ+Y6TKZv+eT8yw2Zna0R/3fDYNw0oofUjf9yCopkU0Fl/PYhvsId5Hw+1M+kFkDig6J/XvVjiWnZDpbDwO+XC/uIXlHC0eQzSpKp7LszmuLXKpRXVstGhgS7xjFhvLAALxF9S0aN/CMniqJCEgoUezJQ8f6ea/oLd4dzafd2gVJPU1851ZvbGsqWHMC9MTn4feUuJKfnCXGZkpEnRBw5YxSxXswQ5W6Dd/r5oryqFgYrC/jan18S4vzmdoZI6ZgokoKDl6ISDiR++JT3VVdbg1QxBxUDiQhyFrigNxbIjuNH7+168gPVx+VizKBXQGS+9ckTUwoOINZJHzjOmZbv9CGnsFhOF3H3Rc6KVk7PqNa4ZlBn0y5ddBmoY2Oqg5aeeclR3BNFUfbP9DwtcbpA6p8Ekn5CYhruPBoKQpAAKC4tA+X0VjrCjJMHJ18eG2Rgdfha281o+bE89gmfc9J/9qu5mL92L0b0jkS7YB9ZPGMSMuoWOC3d6a7Mj5OdOfeqoXTsFnJjtFCDGilPm4ioZ3L36z+K+OXqgR3rCJfVu2LqxhPTso3m/cHFkH8cFyQsyR0wl71r5eqv1pYWUqfP/1iD939eIdwtsuMjgp1kgt17NKVuXOjTNXbPyY6EQWOyZqZjHTXdGn0+WrcSUy4sXz19M6bOXY9Pf10pRCPl3CRi7hzT9+RYrjVN4J3aBODb5yaLyIs7fG4CKGb4vxuuwIQhXYRboC9Lu6dojBy3b+dvwns/LkN+ablMzv+6bqBwBKqra2VBNx9P1P/gZ0kCmuPJpIVmIbpDUSF+Ul55pUlBs/6XY/oWOW75XtMHoQ4FxwHHB3eiT942QojcWSt24os/10sfXN2/I56/6yrhUmj1119ZR36D+jGmvTc/qknuUkVFJXzdnWT8amOQnChiX6R9Tyc6Rd/+2poaWZA5frXAb0DmpNMocbNujNtQHU3tPzl/VFVWg/pB2qaruKxcvl/WnRwfbb5q7eeOXu2DT1nktbrpr/p28DkJcX67muI8+5TzjTYWGYftMg98Zn70nfpZU5++Bd8u2IiXpy5AYVm5iEvJ9Zo8qpdwaDjHNdT2hvInTvpAooV6cwwUnTMf89N/fKbhok+rv+e8X1JefgqRQVEvxx51ARmaGk/6/DivvvfTcnz6+2r0bt9axF/ebj4gIXI4PvW09dHndaHuOba87S4c2XDhcm4CEfOO1n5Xk43rbA8bo1GU1d5+8Lomcjn1FeXhKdn5omhFvQvzwMmK7LyS0pOnG0gMNUSRsE4cIHrlOC0/jUjSfpMtyo/v1lE9MUjHOdHe80rbALL81f82ThlkpPypxKexHfV5mN9zt5eeXSgiI02JinE4+Zt9g5KU9eaAcnNyEEU4sk/54TCQq8GdvSa31qop+EgM0z/Kfbmg+Xk4i+Lwb8t34vk7R+HhiUPqYu2LTZY+IIYNTUJ1Ef/mDdumjRlmobWVfcCwZNNB2QHOf/8BYX9qxfyweMspBJaWVouj5ctJjIQid9jkvJAF3ZQdChuDQcR538zdgKv6RcmEquXJXSu5HeYTo/a+oStPrZE7QGVaKng2FszHoj6eVh4nN/6RYCbreMqf6/DMF3NEv2Z03/aiYMp05CAaLa1wVb/28kf5NYm7V6ctxOMfzxKuUKcGlM+1MllP/tFOBcvhqSnK1yk+cHW2k3IqT2wwtDQU25Kr9/gtwxHk0/CR8MIsfjv1+9z02/RM34da/2n5h7fywvsPX4+S8krEp2Rh2bbDeHHKArQJ9MKD4wed9fjUMNXyJwfW3s5G9F6oxExiloHYJWfkgQqaDFq9tKs8O/FcX3+JfIJY1u4bunJsUlfDnKA+me/JVPyW5e9EQSQeSJxwZ09R2d8J5vMCRXoero7wPiEKI+1BJXuNCGIZGrFmXh45T/rAOUM/BsnVfOO7xXjqsz9lfuUmjos8ORxnEvSYM772m5g42hvlu+b3qQ/8rrR4+uf6e27qXB3tRc9I5tYT8w8Ja+oMttYp/+vTNXafmJGL7xduwpgBHfHlkzfWRWO3HYxLqfvdkm9O8sLPYyupdUxK2bxD+ZvPzSlbxi8rJ1ekWo7X3XZVLyzcsB+vfvMXElJz5ITB9oPxIqOmtnxjYXD3tugY6i9KbFQ643FTarRzQqXyUbsgb1nsqTDH32R7U76+Znt0vR09uRM8/WMe+BGw/uYfUL+OoXIK4ZEP/8DyLYeQmp0vegbz1u4VuSo/HCtrS8nTnPPBxcqUp4kEaOXjhsLSMixcv18UsDipUcelodCnfQi6Rwbjpa8XYOqcdaIHQh0anpDgR6ttSMiKZRksi4F6FtyZ0jYJWazUfn/3p+XILy4VMQ7jcAdCxbFdhxPlPeNRrjp79W4RuXHSoH4GdwPHkrKQllMosmnGmbN2j+htaMRIY+NB3yaODY6BU8ZGVbU8N6Fj4oywLfqFoW5cVZraR50bvt9/NEXax8mGu/090cl1xCc/cvbxKf1xoo9JEHIyvX1MHzkdwgWcStEcU8u3HhK9HyrAMsjYra2F0WApxBo5dXGp2YIbT0FQwZYyeu3o8slxpLVKj4TpvmdUEEb1iRI9Ctot4ZiiciIVcTluqZPE+pvjxdQkaKnoygXgWHK2KHlTj4D9QYXM0BPsaI4RLmhl5aZdIuNv2h+HV75ZKGWQWO3cJgCB3q5CNDREnGs1p+jl9emL5DSWwdoSka19hNVO2yzkYvAUiL+nK1ZtPyzfJL8/1p96WmSr3/Hq96DeBsclCeMZf20S5Vf2j5WVlYxfcyKd79hWPYoatgYDxby5spBxLmEbqWjMU0nuLvZyUkQbn1obtCsXF/kmdbpmHC8si3/6QI4JbSodikvFl7PWynjjiSEqtXKwjehjsuHDfpJxqyPItHLM+5DzRUPzj77csFbeqKmuEdEgOckkgJif1n79HKV9W/wOGSgiGt47Ei9//Zfo4BBz6hqRkOf4IuHaWOB3xRN12w7GS19xXvh81hoR/Vzdv4MYvWTaID93OQXD+ZB9TbHWF3+ske/gBF0k9ZV5SYcz0/KE5MvfLMDBY6myYerUJkAURikOISeSYmISgjxtQ0KIJ/1IcBJvfX6sK3+b4yvrTUWliKgoArn96j5ySvGxj2eJ2Pqt75fgg19WiPhf46Q0hAfnGRJ1VGamXh77gMrzb36/RLgmFHczmPqk4pR1wzxPfo9O9nainsBvnX3y55rdMq44JvTj3DxtS/l93jkk/MjJqaDBGrLG9IFs1agQ31NEDAHebmgb7FMXn0p6pOlnLNqKeev3iTyytKgUrYO80at9a32W9aZGiwgAACAASURBVO5Fwey/k+S0yz1v/igsb04gZJ2SPc0JiSdaPv99NYY88JFwY3j8jyc0tKN7zJDxuNiaB8r3okL84GhXX8mUCodf/PdGvDrtLzz5ySzY2NkI9W5VU4OrB3WWCZks0zatvOsdh2X+VNIiJprVQ2rLU6nzl8VbRXGrW7tAYS/LaRGzCpF4+fy/k0DjXDMWbILRxohhPSNEdk8DV5owysPFUerNI8oM1EDnLvbrOeuxeNNB+TBp0O7Nf12DoSc07LmL4lHn+Wv2YPmOIyJK48JLWe8jk4ZKPjw+9+Stw/HFzFXgqSAqFXLx4pE6yrE5EXI8BHi5iThHY6ubNUN+8h3HgK9H/aOJPErIo53aYkgZO7lBejYvuUp8psn7R/Vrj9tH98H7PywVgpB9yfc0QtbqhGE27vAoJyb++kDLtJL/iSOhVLR+/z/j8elvqzDhmalCpJSVVWB4n/YwGq1F9MV6k5imaOOZ20fihSnzMfaxL2S3TAVU6mHQ8BgXagbTOPKVRVFftv6eorG3/+9avP7tIvz341mwtTXKUVqKcUb25jFdOxk3DR1JpL4HF29OcCxzT2yKyLQ5kVMMyQn5nYeuE24GF3WeLOD4J+FAIowKgyQqWU8Ss5yUP318IiJD/PRVrHfPscWjx38s2w5nFwdhOlpbWuLFu0YLEcTIJO7Igr/lxekiivn40Qkigp369M0yiT/03kzY2BhFBGJZVYN7b7hCNigsn4SUdqxUK5j2aagDpY0NPudRWvYfOQgksLhgPr/0T9g62Mo3zQWK+lLXD+6qZXPKlRgzD34DWiAByJNO2jelPef15hE9kJVbhBmLNuO3FTtQXlUFexuj9B83DQzMi3mSG6QFEnx8Rn0YfQgL8BTCpzGCiXHJWbrt6t74dfkOsfvUOTwAXz51k4g2OJ9QZKQFfpcco9TtYODYefPf40SZ+H/TF8m8UUlRcXU1enUMrcfV0PLQruQIUHeL+mbUk+ImpqK8UpR877tmgBZNxOu0Svrwe7/CwcFWOI0cY9QZ4ekbBg1n6uzoA/tz9Y4YzFmzV4hHcp74vfN0Dk+yMPA0IDes1zz5FVzsTe3hfEg8KbZnYBr+5pyhD6ZNX7mIrInxXWP7i/L4r8u2Yfv+OIQF+cjhCeot8kRUU+GB8YNkw/jRrytFxEQFenKg3/m/6+r0GLn+RIWYzEY0lRfHNxXx3/phKcY+8aUQYxwb5OaRqBLRflMZtIB3FrVcNc5jYGZULOVER90G/WRBSpHHXDkg9VY3efqEOzoqKOlZfKTUqXFPcQcndirLNbWoac3g7p4WPnmUjOfrO7bxryN2GIdHJOPTskWhjKKdvIIS1FpAzKTzPY8dc4fBBU4v9SSngh8gB1hjg4MnUXgkkbthKmJp+gesE09ccIBzsdECWXuUM1OBjguIFkgh8xQFFxzaBtC/0+Kw5zQuiPaMi02fe97FwM5heO/h8ZKOpwOoC0DNfj1+3LkQC4o6qKTJOmiBEzdZrozPNpH6pyl3fuDmgbsC2ouhMi1PqzAtd3gafrmFpWKoifmbs3q1vDg2aF/BzmisZ/GUuzHmxby5wJAdyiN0HCsaJuwrKo5S2U47kcRhvfMEd4fEHPVbqKdA/Dlhcfckvy0t5aiwVo86rFwd6xnDYj9RjsudGBdCTclT6ldZCW9XxzouGxdBWtvlhNs9MkjazHg8kUAi3VRGKTycHRvUAdHqol2jE9Nlt8T8OoYFyETFEwtcBM2/JaZhuzg2PFzspU5sK3UFyAkj/uQi0vAcA3fVPCprI4qSPFJrIYshlbT5/bBMKkDzerrASZMnv8h6Zj+Q2Ncv6kzPfuI3Tds05FhSMZeB/UXbMRzzxIh9phFbFEFSHk/FVioyaoEiLeot8KQVxwYDRY/UQ9N/T9xF0/4F20biVr/50PLSXzl3ZRcUy9yhtZsY0q4RS6FooqHAcvjdUmzDY/f6urJetDCqnzuIF/uKZehxov4Q8ZDvRz8BNVAoy2N8cn3YNtqZKSwulTlG0y+iaIf4cc7SFmstKypexyVnywaQuJzODgm/beLLvqAJA+pRtA30Fps2Wp7aleOc9mM4FjluOSY4/1MsT2JBcM4vFpw0nLW03EhyPNB+C4mrhsYgvzOKFMlho3kEtpfji7gzP8E3v6jevMD8OW4qK6vg6VZ/vdHK5pW6HN/M24BZ/7v3jAz5UUTJvuC6xg2ZnvDkfEXMuDEkR/l0gSc5KfamiYHu7YKEu841kmLcxubP0+XZXN6fd4KkuTS8JdSTxAftY6zcEQ0e1+UkRtsJPFf/7fO3gdwVFRQCCgGFgEKgcQRIrL81Y6kcBSeHjRtKmiC4Z2w/sSei58Y2not6cz4QOD25dj5KUXlcEATIIeDukFrzNKLlYGuQ44MTh3cXccsFKVRlqhBQCCgEWhAC5LCQQ0XChGI0/uaBinEDOtYTDbegJl+yTVEckku2a868YmS7U2eASt56kcyZ56BiKgQUAgqByxsBcpwpXuJGTzuxd3kj8s+3XhEk/zzmqkSFgEJAIaAQUAgoBMwQaFqF2CxyYz/TsgvFwh8pzIsVqD9BBTEqalIBrbkGKr9SWYvKWf9koJ0NKuVRae1cA5VQeRSPSm2NBa2/eJyV940F+vygCXI6RjubwDHAI7q0TkkT+CooBBQCCgGFwKWNwHkhSPbEJGHis1/jp6XbL1preUrjs99Xi7MmzVYAbWaMePgT8dLJitGVPW2DkGi5VAOtJ744dQHe+n7pOVWRizyPYdLPQlMLvlbIxr1HxX8ITd2fa6D9j1tfno51e2IbzYqnI3hUjsaO9DYTzBPQJsXtr34nPmjM3zX1m15Cxz7+Jb6Zt7Heya2m0qh3CgGFgEJAIXDxEDgvBAmdAfFo1i9Ltp5iOOifahrlfjymSKt+2gLM8+1tA33k7DvrweOIT3w6CzEJmf9Utc66HOqDkLuQnJF71mn1CXjEccaiLWLoiPenCzSCxiObtDVyroG+MY4kZNRzitdQnnTyRtPs5vZq9HFpvj06MUOOkuufn+5+3a5Y8Lgs/STpj5KfLp16rxBQCCgEFAIXB4HzcsqGZ66fum0k/vXOz+DOtKvuuGlSRq5YYOQZfBpaotM6OuuiXQu6jaehM57Rp0Msnh9nWp6XZ7p1u49KPBq2oTM7f6/6RrPI6aB1R55tp20P5qk/zx7Z2g+3jDKI8SqKIpZtOSR2DhZu2i+WL+mgqldUa7ENYA4/xU908c068fz80q2HxKAUjYF1aRsoNjNYPy6qPLtPl92aGXbarNh5JEHc1POsPY+NdWrjj+4RwXXFUCRDS4R09EQxDV1qk3CgMynmY66cSodYdHxFT8eafQO6paab+OTMXGn34G5t6+wB0PMlvXDSmugvy7ZLGVGt/er1TV1lxL+PpbSTZ/dpKZHl0WYBrYVq9kn4jpjQhkSXtq3qkvOYHO0BdA0PFKdfFpaWYkmRlhM37ovDriMJYp6Z1iH1PiNoN4B2NCi2WbMzRuy/0JbCFV1NbtRZAO1LEA/z8/e0Tsk0tClA40F0sEcbDwy0g7NyxxHcMKwrRvaOqKunulEIKAQUAgqBSxeB80KQsHmj+rbH83dcVU9/Y87q3Xht+mIx8OLn6Sym0Gl18c+37xfX2bSmykWUhpLIFRjcLRwf/GeCeGmlyMLZwQbuLo6i20CT5G/8e5wQECyPixFdjdMyHg36UGRDEUXHNgGysDMOXUrTB8K0Z28VI000n03DVjQ/T2NetMhK4khbyPTdRI7B/75bLEfBwlp5STkkfGhk6NpBnWWxzy0qEb84NBz2r+sH4Y1/jZMs9h+lS/XFKCox1Y2G1t77MQ93jesvlvgYaXd0Ih7/ZLYYJKPRHC7owb4e+OaZW2FpVZ+j8efq3Xj2q3nixlrza7LvaAqe/2qeGAkL9fcU7s9Xf67H6/ePw8g+kTgUl4ak9FwxyEMPxCSMrhvcuVGChCawqYPzyrcLxbATiY+jSZliunz6C5PFqikJxze/WywGt6Y9N7kOrhXbDuODmSvEKRsJNhIsNGD23o/Lpe8pkqHhoM9+X4NvnrtFCDoSX+SM7IlOwu2vfg/qihSVVoi578lX9cKzd4w6xYiTViDNsb/74zJ5T2NBbN8PC7fgo8cmiDVctpXeN/t0oJXM+lhqeairQkAhoBBQCFxaCJw3goQWWe+/bqBYfmQTdxxOwEMf/CZmrl+852rhjnDB27w/TsxGc8GjsiKtsdJcLq1fkmNBy3zPT5kv3mOfuPlKsepHxcT73v5JFqHf3rhHdtIvTJ0n8ac9f6uYE+au+IlPZ4t+iCay4VFYKkNSqdHB3gZ3j+uP7YeO44HrB2F4r0jZdWtmjM27hXqWrBt354/eNAztQ/3E8t9Nz38r3hg/fWISrugWDnsbg1j1+3HxVtw0oqe4qu8Q5g8u2DRZThf3uQWlUnc6NbthaFcE+boLYUOrlKmuBeJ+O9TfQywK2tkZIE66HExWW0mIvfLNX7hrbD88OXmE1IdWP5/9Yg6MBgN+ePkOMalNq6oPvf87Xvp6vvgRGTeoExZu3IeE9DywruwfPffo1Paa/GDQz8U94/qJlchD8am45aXv8PaMpfjsiUmCF5Vf7e1MJui1PGg1lAqsmqde4k8CkRZyH7lxqHAwqDB728vfiV+h6S/cJh5YGZ+WC+8Z219cpJNY/WbeetGfoZNC+omoEzedoCt2HErAC1/Nw9hBncDxQXPo9Flyw7Pf4PXpSzDlaZrPdsI94/pr1VNXhYBCQCGgEGgGCJw3gkRrK89vczGnsy2y2x8TYsPkf4B6JjQ/zlBaUSns+8duGibeQLX0U+esl509CZbfVuwUk+N0TFdBU8KZ6bLwbT14HNGJmbIYR53wr0GxCjklFPVogeVzF64tahTr8DdN+GpmqbW45lcuqnTq1adjKIb1POlttVN4gHAl6EiK5ssZyOX5buFmWRg7hPqJ+WA6rJq7dg+OpWSJ992DcSnSZhJhJEiYP/F4eMIQ4Vxo5ZMIoniCYp+Pf10ljpVevneM+OLR4sQkZWDj/mMYN6Az5q3dI35zaGaYhNfRE47uWAa903LBp2fe0wX6LCGniNyfiBPm4Qd0biO+bTbuPQZyg1wc7KRu5joZ5jjTayz7Y8yADkLIsWzmPbp/B8xctk1ENDRExJMwYYHemHhl97rqkWj8fcUucdJGgoR5M2h9SOdvx9NyhfCduXyH6CxZW7GfLYTrRCdUjZn1rytE3SgEFAIKAYXAJYfAeSdI2EJ6EKV4g7oH5r4T9AjQYRWVUfWBJ2G4oFHnhIs5F24uSRQF0B+JlbWVmPalszpyVLRAlj8X1aYCHUhxETT3GtpYGq6F5u696QvFxmiFsnLdUVILk8stTXf0h0Vb8OyXcxEZ7Cvusv28XKRuVOBke7TAxZZeSc0Dny3ZfEj0Vqg3Qz0XfSA3yKKWni0rRCmUeTJXursmtynQ203aSS6F5gHUXAdDn5/+nmn0gYQD8zY9J7Fpcpinj6MRC/pnvKd4Sx/o1MvS0lKcxJ18Xiv9TUdsDLYGa/GYS/8PDFreJzx7o7CELs0tRE+EoiANTnJU2P4z8RUhGat/CgGFgEJAIXBJIXBBCBIutHQs9838bNEP8fOsr4yqIcDFhAumPtBbLImNBycMQuc2JxUn9XF4eoZKqjl5xXWPTQt7I/oCJ4qgbgPFIeWVZ36SRFvwtIL4+9RnpgK46FMMMW3eRnFCt+D9B0Ufg2mpZzF//b5TXEibt59x2bYOIX547q6r5Cjz+Gem4IeX7kTPKJNSLD3pcqEm5+ZenYdNrY68sh4k3qhPcabECAkq87gUtdBxFx3XWaBWiAHzkzgaIaYvn/fmeSWkZsPZzrZOKZdxSMppxAh/UzE5PacAoQFekh0Vfhk0nEjg0ivt3eP6iUKwvFT/FAIKAYWAQqDZI3Bejv02hAL1K+hO+Y3vFmFPTLJ4GuVJmpe/+UtORpBooZKkuQ2KsQM7ISLYF/e+8ROWbT0s6Xia5tel28X7InfqFJFQGfX16Yux49BxEZWQKzFr1a563A/GpdKrVkagj5twKuav3SuiHXpV1Hbi5m0gJ4AGvrig6wNP35Bg0HM6uPizLSyPIis3FwcxbrY3Nkl0WpZtPYS3f1gmx2C1dExTyvabcST4vrTM5FGWJ1yobxEW4IUJz3yNRZsOSPy2Qd6gjgh1O35btkNO+qRk5mPNjmh8OHOF4MFFm/GiE9LldBFFWeRaNRZIUmXkFGH74ePiWZaeYT/7fRU2748X1+IUwVDcxb7Zsj8ea3fFiiLt3HV78M2cDUjLzq/jZpDqIheHekTsO4qvvl+wCQs3HcCdY/uCBCr7pIJGz9Jz5IQVjcEdik/DC1PnC5ekf6dQqSq5ZexDivAYRvSOknY9+tEf4NFe5k1bJXPW7MGXs9detGPnjeGqnisEFAIKAYXAmSFwQTgkLJpu6qc8dbOcyuApCrqr5s66tZ+7+FyhV0W6pKYehT7waPDnT94o6f77ySxRgKWIxaKiEteP6Cm7YyotvnLvGLz09QJMeuZrODk5IMDbBV3DWwkxoLH5qTPSIdRfnCWxDC6ET98+ElP/XIfhD32Cru2C8MxtI+Rkjr4OvLe2thK32jyJow8katg2uhjXAsUamstplv3opKGmuj3/rRx/pa4Jj6byuLDWXqZpH+YPF53YifmRqxAe6AVHWxMuTDvjpTvw0Pu/4cOZK9Em0Etcbb/1wLV487tFePv7xXjvFwOqKa6qqELPLm1AsRLDhCHdsHJbtCgXkwtx2+g+eHLycK3a9a7U8QgP8sbs1bswa9VuEY1UVVThkUlDMOnKHiZdDisL3HNNf/BI8R2vzYCdjbUceeaxZ2cnO1HwZaZsW0SwD5ZvO4xV26NRVFqG8tIK3DGmj6RnG0mI0UMxTxs98clsIebo3p1ivncfGo9ObQKkfnZGg/Shp4tJX4ect8/+eyPenL4Y/3lvJow2RpRWVMFobYnrBndRPijq9ar6oRBQCCgEmg8CF9yXDXe2tDeSU1giyqTtQ/xAFj+5A7lFpfB0doDR2DBdFJuUgaT0PNE7CAv0RICnaz1ks/KLsC82RRZ5noIhe7+4rBLebk5SBk+EFIj9EwfQ5oUWaM+DRtKo7Mkjs+Y2PxiPIoLs/CLhCrg522tJkVdYgvLKani6OtQZ3CKhRXsYFG1orqqpnLrzcKJo1HRtGyinSjJzi+S0EevCNIzDUyKa/RIpt7YWXJhJ2OiPI5NTQy6Ii4Otieg6USNyMmITM0H9GIo5QvxNSsNahcmF2BmdgIqKauEskDBqKJDrw6POFGsdOp4mx3ZpVM48P6bliRoqFlO5tWu7VlL/rLxiaRuxpKXcvKIS2NoYhUNDHEP9vaR8rWxygnjcmXomVMY9EJcmoptu7QJFIVaLV1VVLQbvyKGhF0594HFxHrkm5uGB3nK6Rv9e3SsEFAIKAYVA80HgghMkzQcKVVOFgEJAIaAQUAgoBC4WAhdMh+RiNUiVqxBQCCgEFAIKAYVA80NAESTNr89UjRUCCgGFgEJAIdDiEFAESYvrUtUghYBCQCGgEFAIND8EFEHS/PpM1VghoBBQCCgEFAItDgFFkLS4LlUNUggoBBQCCgGFQPNDQBEkza/PVI0VAgoBhYBCQCHQ4hBQBEmL61LVIIWAQkAhoBBQCDQ/BE5aC/sH6p6UkYedRxLEKBidrDUV6JWmvpcb+j059VlTeTT1TstLuzYVV3t3urh8z2Bebz47XVpTylP/N5auseen5nB2Zevz1d83lC+fNRbH/Ln5by2/8/Vcy09/Zd4MDfXHiVd1F/N6mP+ui9jEzd9JY56dPg/tnleGM2nHiahNXvT5Mk/978bK0eLwfWP3Tb3Tp9FXTnvOK4PWRu05n+nvTbHO/n9T+TeWm75c/b15/IbeNfRMS6e901/5zrwvNCy0dNpVS6f9buiqxeGVQZ83f2vvTW9P/jZ/3lDcM32mz0t/f6bptbppV/M8zJ/zPYN5W/mssXeny9OUo+l/Q3G1fLVytbK0OjT0XB+H9+ahqTzN4/J3Y/VqbPxoaXjVx9HK5TO69rCzNaJHRCD8zQySNlSH8/XsHyVI8otLcfh4uvh0oa+VpsLfAbmp/MzfaflrV/P3Df0+XVy+Z9B38olHDQ4a7V1T18bKbOx5Q3n93bhnkq6xOObPzX9r9Txfz7X89FfmzdBQf5x4VXcxr4f577qITdz8nTTm2enz0O55ZTiTdpyI2uRFny/z1P9urBwtDt83dt/UO30afeW057wyaG3UnvOZ/t4U6+z/N5V/Y7npy9Xfm8dv6F1Dz7R02jv9le/M+0LDQkunXbV02u+GrlocXhn0efO39t709uRv8+cNxT3TZ/q89Pdnml6rm3Y1z8P8Od8zmLeVzxp7d7o8TTma/jcUV8tXK1crS6tDQ8/1cXhvHprK0zwufzdWr8bGj5aGV30crVw+o182WsduG+gFf8+GSr0wz/5RS600x15VXV0PhAvTLJWrQkAhoBBQCCgEFAJ/FwESKHSoSoex/1T4RwmSf6pRqhyFgEJAIaAQUAgoBJoXAk3LTZpXW1RtFQIKAYWAQkAhoBBopggogqSZdpyqtkJAIaAQUAgoBFoSAoogaUm9qdqiEFAIKAQUAgqBZoqAIkiaacepaisEFAIKAYWAQqAlIaAIkpbUm6otCgGFgEJAIaAQaKYIKIKkmXacqrZCQCGgEFAIKARaEgKKIGlJvanaohBQCCgEFAIKgWaKgCJImmnHqWorBBQCCgGFgEKgJSGgCJKW1JuqLQoBhYBCQCGgEGimCCiCpJl2nKq2QkAhoBBQCCgEWhICiiBpSb2p2qIQUAgoBBQCCoFmisA/6u23mWLUoqpNL44J6bnILSxB21ZecHKwPaV9uQUliEvNhoOtEcF+7rA1Gk6Jox4oBBQCzRMBfvv8vj2c7RHo7QZLy/r70qqqasSnZqOgpBz+ni7w9XBung1VtW52CCiC5By7LCYxA69PX4ya6mpUVtegprYW4F9VDZ6+ezS6tQs8xxL+fvLs/GKs2x0LVyd7DOraBpYWFigoLsOr0xZizfo9mP7mvRjcvd0pBazacQSPvTMTEe0C8fFjN6BdkM8pcdQDhYBC4Pwh8MvSbfhz5S5YWFrCYLAWD6vV1TWorKiAvYMd7hrTF4O6hp91gVv2xyM1Ox/dI4IQ6OMm6VfviMZjb/+CMcO64X8PXAtHe5t6+eYWluLZL+di295j+M+tw/HIjUPrvVc/FAIXCgFFkJwjssmZeZjxywpTLs72sLa2MhEkFVW449oBqK2tRXVNjbhxZqRaADU1NbDS7Uoqq6phYWEBa6v6O5WamlpU1dTAyDwByUefjs/I8TBPJ5EB7I5Jwm0vTUeHNgGY+96/4eHsAO5+4lKyEH84EZXV1RLVPA9/LxcM6xuFoAAvONrVn6yqqquF3jKcqJNWlroqBBQCfx+BA3Gp+HPVLtRaWKK6uBSorALsbGBtsIKLmxOu7BlRL/PG5gx9pPKKKrzz41Is23wAHz42Cbdf3QdWlhbIKyxB/JFEpHQKg5W15SlzktFghZ6RreFkb4uwAE99lqiuqTXNX1aWssGp91L9UAicIwKKIDlHAGVhtjUgvE0rzHrrXnQMC6iX44G4FEyZvR5uzvboERGEJVsOYnivKFwzqBOOpWRj5qIt2HIkQSaKXpGtcf2QLmgb5ANOOL8t34FFG/ZhZL8OqKisxqa9R+Hr6YJJw3ugsKQMc1bvRk5eMQb3aodrBnaGk26nk5KVj/d/Wo7C3ELsjknGrc9Nw8AebTFhaDcTkeFgi4NxadgdnYyDx1IREeKLO0b3gY+HM2xtjLA2GmBnYw1bo2mI7I5JxK9LtuNQQjpqa2rRpV2g7NqC/TzqtVf9UAgoBM4egRfvGo2nJ49EWUUFrn/ma6zbdgQPThqKtx68FhYWgI3RIMTA3qPJ+G3xVuw/ng5HWyOuHtARI3pHwtvN6ZRCv12wAau2H0FhXgk++mUFVu44gvvG9TeJYB1tUV5ZhZlLt2PHoeOysbnhyu4Y0q0tjEZrONgbYWVtBXtbo+SbmVuExZsPYNmWQ8gtKoWHoz0mjeyBYT0iQAJGBYXA+UBAESTnA0UrK+QVFGPGwi0I9HEnCwTuro4YM6Aj0rIKMGXOelRWVqNbRCCKSsrQt0MouCOa9NRUHIlLxfgRPWFjtMJzX87F9L824dc37kH7ED+s3BGNn35ZiSXbjsDPwwUJKVnIzy/GD4u2wNXJAflFJTiemIGfF28Bnr8Nt17Vq6413AmRCILBGva2BgS4O8HZwVZYwRYWtYCVFT6cuRJ2NkbEJWagvLQcSem5+PSJSYhPycbUP9agd+cw3DyiJ9bsjMbE56bBsrYWk8f0RUV5Jeau2SMT5cv3jKkrU90oBBQCfw8Bo8Ea/LO1sa7jptoYreuJU35dth0PvfkjbGxtMGJAR6Sk52LyC9/imsFd8NXTN5+i6+FsbwcnOxvkGq1EX8TLzVHEQcKntTFi/Z5YHE3ORGFRKZJTsjBv/T6s+fJRmWsWbTqABav3oGOYP3pGtcbjn8zCD3PW4/rh3REZ7Itjiel4Y/pidAj1rxMF/b2Wq1QKgZMIKILkJBZ/+87CaEBmVj7e+3wOZSjy5x4eiK7tAmFnYxDuRyt/D0x5+ma4ONrB190Zz0+ZhwNbDuKu+8Zi2nO3StnllTX4dcFGfPb7Gkx5+iaZoCgfGT+kKx6eOBird8XgiY9nITW7AF8+dTMCvFzw0jd/Ye6c9SKG0TfAx90ZD08cgp8XbkGwrzu+fe0ueU29koqqGmEJ//v6QRg3sBN+X7kTL30yG9sPH5c41DWBtRUMVlYiWtq4Lw4Z6Tnw9HCBl5uT6MUM7tlOJiN9mepeIaAQODcEyBmlmJeBIlstpGcXjTMWdgAAIABJREFUYNq8jchMycYnr9+Nh24YjJyCYvS79z3MXbsXV/Vtj/uvH6hFl+sto3rhj1W7kJCWjfvHD8JNI3rK89ikDKC8EpEhfnj34ethZ7DG5Fdm4NDRZEQnpMPHzdlEFFlbwcZgLdzYnUcSgZIyVNUC/TqFYnD3cNngeLo61itT/VAInAsCiiA5F/ROpK0tK0dgoDfefvBaRIX4i6YIWawhfh5YtztGZLRuTvaiWMYknGhIGKCmFhHBJxVGwwO9AAsgLSdfJiULRq6qRscwP0SF+IkYhzod1PkY0r2tEDshfu6y4bG0lNj1WlNAWXRtrSjalpVXwtbGIOIWU6Ra9IoKRmRrX/SMCAKsLSVfvqM+C3OrRa2USYW65MxczF2zF29NXywEFgmrZ+4YhTatvOqVyR9UxqNyL/VdWC+2t5J6NJYW8kzTq2FjG9N/OSVT9UAhcBkjkFNYgsy8YsDWRjYYhMLdyQFero44UpOKYylZp6BD4qa8olKek0NbL1RVIcTfA/06hoouiJ+nEw7F1qKCBBHngBORKdbh5ualu0fjA1sDNu6MxqZ9cbCqqcHgXpF4/z/jYeflUi9r0/dtIqb4fZO+oh4dAzm3nF/4m/oofM8NEOcIPmtIl65e5upHi0agvhZli27qBWxcTS3sjAZ0Dm+FzuEBciWhQZZr9YndDj82ftwMFpYWJkLE1oDl2w4jOjEDSRm5WLUzWgiI7u2C5MOUT9rCAmUVpnScYBj4wReXlqOiskp0S+pmD3l78p8s9lXVKC6twOGEDBSUlMkkoE02peWmyUqrl3BGTiaXO9ZhT2wyru7XEau+fBQzXrkDbVv7InbzQSzZcsgsNieeWnw9dwMeeu83LNp8QN6zjXe/OA1/rNgpv2OTMvHEJ7PltE/ZiQnzlIzUA4WAQqAOAR6/jWztAxSWYP3uo0jOyseWg3HC0TAYDejdPqQurnbDxV24LDzGm5YD6oFwzpDv38JCNhucGzivSDxuRMgd1QWDlSVSs/LlyedP34wN05/Cfdf2R1pWnnBfjiWfSgjtO5aCJz+bjRemzENJWYWYGOA9T+7EJGZKXt8t2IT7Xv8BW/bHye8tB+Lw77d+xv9mLEFeUamuBur2ckJAcUjOsbd56gQFxeAOhkdqzQNPtZQVlCC/qFR2HnzPT37yVb1Nopc/1mLkgx+JAlliZj5uuXYgHhx/BaqralBUUg7kFYHcDYbKqhr5uKsqT7J1i8sqJI5GXOjLj2jti4G9o7Bu036M+vcHmHBVL9x/7UBTfnlFMhExPhVmkV8M4ajwN3dJBfxdLruX7YeO47VvF6JtoDdsrK0Qn5GHvqN6YbJOZ0Url4TXbyt2YNXS7XBxssXV/Tpg496j+OmjP2BtaysKuQlpOfh4xlK4ebriiZuHKTsnGnjqetkjwP2LzCP5xbKYa4CQI8njt1Qo/ejXlZi7ahcyi0rgYGPAc3dehdH922tR667ckFzVrwPW7ozBS1/Nw6KNB/DcHaNMxEdBicwvmnhIK1O+/dpaFHLuKSiWk3jksrwxfRGoKB/m74G84nL4+nnghqHd0D7Mr6487SYmIQMf/rAUtva2+O+tw5FfXIqPZq5EVXUthveKRNsgb8xetRsLf1yG3h1D0bdjqJwInDZ1PgI6t8Hto/vA1dFOy05dLyMELGq1EXkZNfp8NjUzrxBLNx6Ak6M9+ncOg4eLQ73subtYsytG5K0j+7QXlqUWgcQKFVcTkrNQa2mBEH9P+Tgd7Iwi9thxOAExMUno1qWNiFYo5lm1I1o4JNT94AkfxomOTUbn9q3RIYziovrheGoONuw9itKiUvj6uqNPhxDsO5qC5ORMDOkTBX8vVySm52Ltzmh4uDpiVN/2SMrIE0VW6osM6BwGcjE27j2G1Kw8Efk4OztgYJc2CPCsz6plyRTVcAeXmJGLTm0CRCnuYFwqdu45KnZNekQGIyO3EKt3xghXaVTfKGlH/VqrXwqByxMBijvJKU3PykdEiF+dmFdDgxsbzgGZ2fmwMlijS9vAJm0dkbtK5dXk1BxUWwL9OoTCztaI9duPIKiVl8wHVlaWWLntCKinMqh7uOi4bdp3TOYFKrRSlLwnJgl7Y1NQWlYOKysrtA/1Q4+IYBgaOGFDUwicL6ytLWVDQvMCS7ccEtHNgE5h8HZ3kjkp7ngG+nULR2iAJ8hp2bjnKNxdHTC4WztRxNfarK6XDwKKILl8+lq1VCGgEFAIKAQUApcsAkqH5JLtGlUxhYBCQCGgEFAIXD4IKILk8ulr1VKFgEJAIaAQUAhcsggoguSS7RpVMYWAQkAhoBBQCFw+CCiC5PLpa9VShYBCQCGgEFAIXLIIKILkku0aVTGFgEJAIaAQUAhcPggoguTy6WvVUoWAQkAhoBBQCFyyCCiC5JLtGlUxhYBCQCGgEFAIXD4IKILk8ulr1VKFgEJAIaAQUAhcsggo0/GXbNeoiikEFAIKAYVAUwjQd1ZuYTGKSyrE1H5NLZ341ffH01T6S+UdHZnSlxi9wzs52MLV0f6ydDyqCJJLZUSqeigEFAL/GAJ0+kYXBjkn/EzR5YF54LKmPdXfNxVPe3cm8bU4vDKwLP0zrewTr+tfagFHexs4O9jA3dlBPPLWj9Byf9EZ4K7oRPH5o3kSrqmpER89GmYajhoKDWHMd+bx9PG1vE73THuvxdfy1JdpXpYWR0urvafjVXpJ17wi07t713aBsDFcHku1Mh2vHxHqXiGgEGixCNCvy9aD8eIkzt7GADsbI2yN1jBaW6GWnm6bU8trgYrqatAfFp3f0Rme0WCFLuGtEOTrforX3ubUtMbqWlVdg22HjovPHfoMoy8vVyd7eLk6wsXRFtZWVo0lbTbPSRjnFpSAfstyC0tQWVmNzLwi8ZHWt2NIi/f7pQiSZjNUVUUVAgqBv4NAeUUVdsUkIj4lG+GBPnB3tgcdWHL3aW9r/DtZXjJpyC0gtyevsBQVVVWITsgAxRg9IoPg34Dzy0um4mdZES7QWw7Ew83ZHq193eHXgtp2OijSsgtAD+kkTMgtaUn9at52RZCYI6J+KwQUAi0GAS7Um/YfE5l8p/AAODRzAuR0HUMCJSE9F9HH0+Hj4YxOYf6wtm7enAMuxhTRdGrTCiH+HqeDoMW+P56Wg32xKQgP8kK7IJ8W2U5FkLTIblWNUggoBLLyirB+TywiW/uhXXDLnMAb62VyTTbuOwYXB1t0bRfUbBUk41OzsScmCX07hsLbzamx5l42zzNyCrHlYDyiQvwQFuDZ4tqtCJKz7NLqGmpxq9CSEbCwsBCN95bcxpbeNrL4V++MQbeIQIT4XZ67anJL1uyKEfFGVIgvmpmWjCitsv7tQ/wQ2gIX37/7DablFGDz/jj0aR8CXw/nv5vNJZnu8lDdPUfoa2pqwUFw4GgKUrLzYWlp2bwU4M6x/ZdTciqVUdmxa9tWCPBylWN4l1P7W0JbuRAfPp4GbzfHy5YYYT9S6bNnVDAWrNsLX3dnUYxsTv1LBWRnB1u0vozFNA31F/uSelDRiRnSp+znlhIUh+Q0PVlWXolth48jI7cInUL94e/l0izPuZ+mmeq1DoHS8grR5qddgK5tA+HtrljFOngu+dukjFws3HgAd43t2yJOXpwr4Ptik5GVX4xBXdvIkdJzze+fSJ+eU4BdR5LQObwV/DxbFhfgfODHE0czl+3AoK5hCPJxPx9ZXhJ5KA5JE91AOeyW/XGws7PB+MFdmoipXrUkBHgC46q+7XEsORPbDsWjd4dQeLo4tKQmtti20B4FTyNQxt4SjoGej44ih2Ht7lj0iAgSo1vnI88LncehuDQ5NaSIkYaRtrayhNFgKaerAn1qm504ruFWAcp0fCPI0MgNWWKFpeXo0751I7HU45aMQGiAF/i3akd0S25mi2pbWXkVjiVnIeIyU2JtqhMpgvTzcEZWflFT0S6pd1XV1XIs+5Kq1CVWmcjWvsjMLUJ5edUlVrO/Xx1FkDSCXU5+sZzpH9q9bSMx1OPLAYEgHzc42xsRl5J9OTS32bexsroGtNtgY1TMX60zKXokW7+opFx7dElfqcdlYzSI/sglXdGLXLkALzcUlZahtKLyItfk/BWvCJJGsKTuSE5BMRztbRuJoR5fDgg42NnAzckBG/YcvRya2+zbSJFNXlEJjJeJqe0z6TCeGuM8Vl5ZfSbRL3qc6uoaWFlZKoXy0/QERcsVVdVoSSc/FUHSSKfXoBbU1ldBIUD/EtnNiN19OfcYnZRVVtaoY9vNeBDQPw3N+JOQUuHyQkARJE30d20DDreaiK5etWQE1NzYbHpXrWPNpqtURRUC9RBQgtZ6cFz6PygfX7LlEDJyCoQt3amNP3pFtcbs1btRXFqOf10/6NJvhL6GtbX4buEWcXV6x5g++jfqXiGgEFAIKAQuIwQUQdKMOnvn4QS89PVfCPJ1Q/eIIHGdPn3BJhgNBuTkl6C0okIcbdGIm7+HC2xtDPVaF5OYCSd7m3rW/TJzC8UiImXugT5uEp9n3Cmu4tEymt82GKzg6eJYLy/9D7pxLygqha2NEa28XeUV0zMfOxsDaP6Zjsw8XevnkZyZh6LiMiSl54rMWJ+nulcIKAQUAgqBywsBRZA0k/6m8tIr3/yFgV3C8OTkEXW11hb+vTFJWLr1KOjZNK+oFGUVlXjmtpHiipwEwYxFm5FfVCZuygd2DsOEod1QUlqO175dBEtLC7HqGOjthnvG9Ud5ZRU++2M1MvOK4exgg8S0HEwe3RtDe0ScIpvfuPcY/li5E1bWlkCtBbqEB2Dild2FkHnr+6VwdbZFRWUNaKzqhmHdMG5gJyF2vpq1DvvjUmBjsAYJk4Fd2tS1Sd0oBBQCCgGFwOWHgNIhaSZ9np5dgPziMgzvFVmvxjQbTC4EuRG2RmsM6hqOu8f2k0V/wYZ9wkX5YeEW5OaXYPJVvTF+SBfMWbMH63bHws7WiGsGdUawrweKyyrw+8qdWL0rBrQBQMNETnY2mDCkmzi2+vS3NaD1RPNAy7UjekchwNMVRaXleGvGEpBjUlpWiT2xSWjt64nJV/VCt3aBmL9+L1Ky8jF/3T4s3nIQNw7vgdtG9xaODV2mq6AQUAgoBBQCly8CikPSTPqeXAzq2FY14tyvrLIKfTqEYMgJuymDu7VFana+nA5Ztu0QjBaWwmGxsrBAfHKWEB2J6Tn4cfFWuDnZIdjXHdl5xUhIy0aPyCD4ebhgVJ8odGnbSoxM/bpsh4iF+FwLtBdwKD4VMxZuRWs/D0QG+2DT3qMiNqL/n2A/d+GW8HgaA7kkuQXFWLXjCCYO615X1y0H4lFa3nLO0mv4qKtCQCFwEgEeT7WyPP97YG6EuGEjV5jBw8Wxvlg6rwg8StyYI7qyiiqUlJXD3fn8WWOm+wnm6+ZkfxKAM7yjLuDs1XvE6NnoflGIaO17himbfzRFkDSTPvT3dIGvhxN+XLRVvF/a25oW+cT0XNgaDTBYWaGwpLSuNRWVVfLxk4PSJsAbfTuG4M4xfWFtbYW8whIxHPXEJ7PFOdN7D1+P0rIKvDh1AUx8CgvhsGjH7vYfTYE4nbOtr5NSXlGJ7xZsRo/IYPz31uFC0FC5lhMPjTFxEigsKQMJEhIczI/2BVyd7Ou4LSSySKhwElFBIdBcESABXsCxbmsU8eeFaAdP/RWWlMNosJJv/kKUcSHzzMgpxMZ9x9ArsjUCfU36auejvC9nrcOMvzYixN9T/Iy5ONmhf6dQ3H51X+Eebz0QLzpuN43s2WBxOw4dx/cLN2PqM7c0+P7vPFy+9TCWbTuMTx6beNbJP/9jDTLyitCvQ+gpeoBnnVkzS6AIkmbSYVzMX7xrNN78fgnuffMnBHu7oqK2VvRA7h7bH7W1NfW4DNQDKSwuE4+11OmYMmcdYo6nw85gDRt7GxGVjOwThW/nb8Izn82B0WiFfceSRefE2toSJeUV+GLWGizcsBeH4tNx04ieIFGkD7YGA3q3DxE/GQWf/Qkbe1vRB6Gbc4pgSOmTkGGgSIliIV4pqnnmyzlI+SAPdrYGcMIwF0Xpy1H3CoELjcC2g8exeMM+lFZWiTfvYb0iMKTbmVtp5i79iz/WYPyQrmh3gczW0+jbtHkb0LVdIMgBbW6B+m4H4lKRkJaLiVd2k7npfLSBG7GbRvTCs3eOkuw27Y/D+z8tFxH3k7cOF2X9cjeTg0xaXJ61aidysgsR2toXV/WNwvz1+7BmRzSe/XgWenVpI1zhhLQc4VCwvt0iAkWpn4r5HcL8pQwSVjwIQP9A0QnpmLVqNwoLihHZJgCDu7XDok0HsGa7Kc9+3dvi6v4dTrGrciQhHb+v2CkcZc5/5G5zLvxpyVa0D/RBgqcrRvapL6I/H3hdynkoguRS7h2zurUP88eHj07Aim1HkJ1TCIOtQZRIO4UHiJllKr5qgcQG/XqQQzKqb5RwQrbuj0NtTQ1Cg7zlNxVMyV3hBxXg5YoxAzrBw8UeZWWVks7L1Qn+nq4Y3CMCI3qf+mHQYNi/rh+IkABPJKdkoWO7IPTrFIoAb1dwN/fUbSPhfoJl2TbQG/dfO0AmBxcHOyGuKKqhG23Ww0M5r9O6Tl0vAgJz1+7F8s0HcOvo3igoKccb0xcJ13B0vw5SG47nispq4fDx9Jk+kBtJRfLd0Ym4sleE/lWj91ycyVUhx1DLTytDUzLXJ+YGo7zcpJdlvjHQx7uU77kZIXeEmxDOYVyAtZN951JvioG0jQ/z6dshBP+95Uq89PUC2Xgt2XxQzOaHtfLE/75fAnsbA6KCvEEOLw8BODvYyulDf29XuDraITYxA+//tEIIkWA/DzkhuGjjfni5OdURJPPW7oGHqyOCvN3w+vRF8PNwRRt/T9kUknB0drATR4bM09nR7hQP8Yfj0/DclPmg2QbOkV/OWoOc/CJEBPtKWnJ5XJ3tTyFizgWn5pBWESTNoZd0dfR2c8JNI3ronphuw4O86z0LFfblyUc9o4LBP/NAQsOc2DiemiOs5+uHdBUCwzyN/jdFR9dd0Vn/qO6eOi1acHO2B/+0QDEP/1RQCFwKCFAMMuaKLvi/iUOkOtsOHRfFbhIkPC7/zdz1OHQkEY5uTrh7XD8M69FORJ+f/r4a63YfFTElxZJc3A7GpWLe2r2giIC6WXGp2fhuwSZRNg/wdhMxJxXIa8rK0bdbuBDuSZm54Mmz2Pg04WDed81AIW5yC0vw8cyV2LA7Fq4uDiLe5Am55hjIK62srsaQ9m3hZG+L1TujcWXPSFwIj77eHs4i2iosLhexjRB/lpaiU2fv7Yo+XcLg7eYMX3dnDOgcBnIr/u+mYQLr6h3RCG3lidtG96njdpFzwROBWuC8Z29jBDdl9C4d6O2Oft3CxSu4j7sz+nRoLS4MtDy1dLxSpL1480E5NPDS3VfLq09+W4XFmw9h3KDOwqHhicRBXcL1yS6L+5MIXxbNVY08EwQ8XB0wYVg3tDphl+RM0qg4CoHmjAC5FBt3x+LnxVtFF4SExeDu7UAnmy9MmYeoEF+88K9x2HwgTogTb1dHOa2Wml2Ar566CeSSPPvlXNDCX3FpBcjy15QseT2elo2Sskos3LAfc9fuxtsPXisiUBIc1KF664el8HV3wgv3jcX+Yyl498elCPB2wdIth3AsJQvTX7pdlNop6uSuvjkGcmOFC1RVJafuKqqqsGzrIYzu1/4UG0Vn2z5ygvVh+4F40auj3h0JIWLm4miHjx+fKIr3X85eh6NJWfjfA9eABwJIJGiBdWT/2xhMeTItTx7q/SPxZCPTebk64ssnb8Kmfcfw3k/LRMxDnTz6DaqpPpmnljevlGKTeNVzhXkvYu2SclRVVYu4XZ/mcrlXBMnl0tNn0U7KSvXcjbNIqqIqBJolAlTCTsnIw/o9RzFv/T48d8codI8IxIFjqYhJzAB3vX+u3SunMfh98Ah8fFoOrh3UGaEBniKycXa0lcWGu2YuXpooxtrSEnZGOkKrwvo9sSKq6BweIDh5uTmKDlZKZh6oezVv/V4Ul5SDnBQekT8UnyY2gyja4C7fVcow6WX9XaBZ1uYD8SKe0Is6/m5+Z5ouI7cIRmsrIRSYpk/7ELHQPG/dPlw/pDNcHU9yUM80T8YjMUGu1PrdsaiurRVHmOv2xOKRSUNF/FFRUQW6E0jNysfemCT4e7nilpE98co3C5GQniN9m55diIUb9yMqxE8IAxMRYiIo2I+erk7ynn3NfBh34rAe4KECls1ThjeP6Im3vl+C5PQ8ONvbIiE9D4s2HUREsLe81w4JML9+HUNFpMRDAAYrS8xauUv08Vyd7ETXTk8gnQ0WzT2uIkiaew+q+isEFALnjAB3u1df0Rmv3T8W44d1EwXVTuGt4OfhLEc3aUwwMsQPdN7HnT4JiR8WbxXFSRZO7+DkknD3S7dH5IpoR9mp/0FRBXUdvN2dEJ+SLafYuKsnQUC9BZ7O6RkZjIFd2wgXgeIAEjV2RgPSsvOlfcyPR0m5gz+XEJ2Yic3/z95XgNdxHW2/YmZmtCyLZVsyyMwUxxBmblNI269f269/U27alCmFpMEG7CRO4sSJ49gxM1u2yJLFzMz0P+9crXx9LdmSLLzaeR7p3rtw9uzs7tk5M++8k5QtRIXdo8j/Q68DsWraDNKc+NDQ+mDfBWxaHKNJkx1k3SiCfAvLa7H90EXRDdmon310jWTaUE+hfm5o7+oSXFx2UQWu5JcLdofA2iUzQmFkZIBNi2Lxwf7zaG/vhL+nE2aG+klYifsT50O+JjJKbz+UKGGeBbEhmOrvLmGh9NwyMWy4HcM8c6IChVwyPV8DWt2wMFoMEu1rlhAdhO89sAxfnr4s98LSuFBNKN7AALPC/MUg1d5+snxXDZIJcKU5uCkuR6W7HJSYAshPuiK1hQMgBy+6FRn3JIBO16VJACxnhcosjvszM8bIUDMa0JWs5NDz+B0dXbC2NNM+jPSJg7CNlXnvclr2HHiZpcNxkwOttkgqcHOrxE/5AHN7LtN2h3KA4nLdPmu3o35XNTCcGjA1NkZtqyZtnvgQsgc//8Yu/OjR1fLi5stqTmWtPG9MsedLZv28KLz9xWlkFpShorYRWUWVYrBM8XEBQYkEUDIL43x6vhAU2lmbY9PCGHz7L9skvEMwI8stbFgYJVlme0+nSZo88QkNTS144vZ5WD4rFC+8f1A8MKxjdTYtTzwmt3LufOan+buLAXQr7QzXvgTCGxoaikFw55Lp141nNzvOuoRIyTriOEcvBMMo2rJidphcN44xX924ABzbKNqlLJ7ePB9l1TEyZtIYnObvAWYbKuLmaIOfPblOMCgOtlYybnKc5fj69TsXoqa+WRivlTAMr+G37l4Cpjrzu+IdUdrjNVibEIn5MVPEI0NwvyK87hwbJ6OoBsk4vup82R88fwWHL2QIC2pcqB82LIqBibEhXttxXFzGfPkHeDph9dxwsdwvZRaCGQN8QPjA3b1shqTatbW1gyBVChlUz6bmgQ8yZ2yKXCkox1ufnxCwV2ZhOYK9XeDhbCcuycqaJqybH4FlcaEyoyHTK4FZnPlND/HBbfOjYGNpilc+OSbu0craRqGenx3uhzuXzpBD0P38yeGLqBBKenM8dtscaeujAxcEAKgMJG98dkLQ9wPNWFD6r36qGhiqBtYkhKO9/So246HVs+DmYCNeD5ZTiJvmjzNpufJiIeuwm5MtNi+JhaOdFTjr5gyX4G53RzsJE3z33qXYc+Yy+Fr53/uXoaG5TZbTS/Dyjx7A7hOpaGxpQWSQF5jJ8ZWN8xEZ7IXU7GIYGBhKiQi+pPjScrW3xdn0PCREBWHzohhJzR/qeSr78eU9noQgUAN046ODiVg9JxxmpiYSzhlIHzlxUSZPfW2vPbHhi17bENHengkDihhdC0mRxcx+YqaNIgrIle3TY9aXaI+vfa3n/aArZqaT97U8ec9c9y4Yh7+ZH8/4KgchR3sr/Gf7EVhZmGHlnDC4OtrC3NwUTB97dccx0AB45u7F+N7fP8LC6VOwcVG0vPg58HR2duKNnScxP3aKzB7+89FRYS3kLE5bistr8Obnp/Dte5YI0OwPb38p1jsHywbnVvz2v7sl7nshowC/eWOXAF+ZGkyOExpAT9w+V0BqfMg4E8wtqcbWPWckLstB4G/vHkBYoDvuWBKC45cy8Ye39khdHoL6XvrosMxGEzMKsOtEMr52x0LtrqnfVQ2MqAZipnhf1z5T5xUhFwX/dIWpqwo7svY6Pp/3r+ibiIuG9/2rrl9Hg4N/uhIX7gf+6bvE92TlscQE6QaCvUl0pspk0oBqkIzTq03E9cHzGUi8lCUeESKvSWx2MiUHCTFBKCyrxoUrhQj2cpY4ZllVnYRgooK8cOj8Ffm+ICYYIb6ucHW0xufHUvDel2fFtUlAHovlKRa+ogKGheZFB4tBwmWfHknCjGm+4mXhug/3n0d5TT3OpOQgyNtFCvFxu/rGZhy9mIWSynphYf365gWICfER93NJVa0Av5gpcOxiJiqr63AmNQ/Njc3IKq3Cr5++XQwsGj+5JVV4/8tz4plRQbXKVVE/VQ1MDg0wWDwrIkC8wRxPpvpdS2Uw1lrgpGvXyWQ42FhhXlSgTA7Huk/6dnzVIBnHV5QEPpHTfMWdSzyIQTdgZ2MpKPJ3dp/Gaz9+CKzQW9fYgsaWVsF/PPvoKhRV1gnj3+/e3IMVs0Lx9OaFWBY/VbwkTCMkCIyxbV1hnJNhIkUIuGtqaZOfyiczAQQj0qxZzpU1DS2CPyGSnUJsC0X26e6GsRHBewCJie5bFY9gX1c5F2YjmJmZCB9JRIAnvv78O7CztcITtydcZyxJg+o/VQOqBvReA5x8sZQFcSXjRch6/fNXPpNQErOvOGFUZfg1oBokw6/TYWmRoKeF00Pw2qfHcS4tD+4ONmhu7wTTBV3tbaRS75kNdGtPAAAgAElEQVSkbKTZlIIkTsR7ECG+51SaAEKN+bI3NZZ4NDtEamIWyDt2KRs/e2Jtn6ApMlHSuFGkoam1N1OA4Nmq+kbxxsyNDsK+s+n4y5Z9kiHA0NLDa2fD29VeQkdKfJrgVMbOyWK5PD4UX55KxaHETMlC6GJdGwMDBPu4gsytdI+/vGUvHr5rcZ8ucKVP6qeqgYmsAQIqC8tqEB7oIXgUUpnT60iSQBIS8rn3dnUQHNZEPs+h9J0TIKZdc0K1NG4qmK47EMkqrBCvCj2/FVX1iAn1FdCusi9Jza7klsDR0Rb0GhNkytAwU3WZEFBQViMTMab0llTVoa6hBUFezr1jJDlIWCH9wJnLePK2ufBzc5T9krOKkJheABtrC/E8M7uH5THI9MqEgUuZRcJfQ9ZWkqdpqqC3gRk25dUNSMksgpebg+CFaHzRCDucmImKylrY29sIYVtfGBPlvPTxUzVIxvFVJbjLydYK2/adR2JaLhwd7RA3zRezIwPwnXuW4LMDifCh12FFnLAdmpoao7O7CwfPZQhAbE1CBO5drmF15YPHNDWm3dFD0pfQRfrg6vjeVcShkH+BYmFmiifWz4OlhRlmhPri50+tk0rBGXmlYIiGoFZ6SO5eNr2nyBWEjpm09YwH8/g/eHAFXv/sBL44lgRDUxOsmxfZm+VD8NeKpdNx27zI3uOrX1QN6JsGCFolu+uWXz4up1bb0CQZPfFh/njjs+OCDfva5gX6dto3PR9OeBjSZSh6/YIoZBVUyMTqpjsCgq07npwjlPGVVXXYuvccSE5G7hbyfBw4kw4bEyNUNLdK2PuB1bPwl617cdeymVgUOwU/+MdH4uHd+svHsG3veal4/tzT62EkkGQI8J7h5PqGZlxML4C7qz3qm1uEWdfFzgp1LW0gu+sPH1kpRHpPPPeWgJzrGpthaW6CA+cycPxStmD7mHJM7zaNzo6WNuRX1sskbu28CLkviM9ztTJHh5ER/NwdBH+nm6EzEJ1M1G1Ug2ScX7n4cH/wT1dIaa3U2dBed9fSGeCfrnBGwBLdD6+dpbuq9zfp57Up6Jl7rwjrT5AyW5GoYC/87hsblZ+9n3cvu0prb21pjhWzrgIDmZnwg4dW9G6r/YWEUWS/XBAbrL1Y/a5qYNQ08NnRJLz9+UkYM3XU2Q5fv2MBAr1ccP5yPrbtPwcTY2MkpeVh8ewwCSsyK+efHxyStHpmkLGKNScKxFexsORbu07Ji4qZHU9tnAcaHeQuOXo+A5u/+08snRshxj1TjknQxfTgvJxS7DtzGXcsiZXsNHoVt355Bi2NLVg+NwIPrJolXspbUQpf/uNNWNwwp7hKJiT0KKR3lg64iwz9zg73F9ZV7vTkr99Cen6ZXJcXPzoiHlfyu6RkFYunY2aYHxbPCEVmQTkC3J1QVF4rHmYy5LZ3dMj147VWhOnCLAjKBIJ///hBNLe24anfvCOeDiYA0CO88Qcv4vjFLPH4kkSNY+UUHw0GZt+ZdKyaPQ0/f+o2YWBd/szf8Oyjq8Ur9ubOk/j8RDI4eTyWlA1vF3v85KnbhACPYaHJZIxQ31e1rmhf/dRLDZBQacnMqZgbeT2Kf6xPmFgTsifGhvio3CNjfTEm8fHpxSOpFXlGyND65y37hCiNtO9Mcf/10xsQH+qLVz87Ltw7t82NwGdHkgSU/fSmBVI1luDsP357M17cfgQXMwoFPM4wAIu1/ejRlVgYOwVZBeX4xj1L4O3uCKbPn7uch0UzQhDk5YIAN0dsWjpdauCwhD0pzh9aHS/4sHd2n5GXH7PebkVoIJGniCEODY2b5j/NFMLAdM2VoS7T3o/eU4ZwSYpGPffAzeQ0zqTmIi23FPQScB1Dx4MRtsXwC4UvcbKdGhkYora+uZeP6VJGoawnfww9J8wO/NnLn4pe718xE8bGRlIhmKE0Avl1hWMUeUeIsSMJG5VEwjUK034ZrmZYxtfdEQ42FmJYKG3QqOD4RiFNAjMOSadAYVidhq25qTF++dRtYoz+z1+3CVfKDx9aiVnh/pPKKFENErkt9P8fC+vx5h6PQsDu7fOjx3XcfBxOKsfjpZywfeKLpqquUeL+za0dqKqqRU1zm7zQzE1MEBvsg5U9Fa8TM4twObcUS2dMhY87q2RHgh5DxvtZ+fV0Sg5OJ+eAN3RSVrGwuNY3taCusVVm356uDlgcp6kKfColR5hfSSDobG8lFOULYjVF1f71wSG0tLYhNadUSLoamluFYI0ejluZOXPmTlp6Vtyld4GiGA/Kp/aFHOoy7f2IqSgorxGiRLKZErBPOZWcK7V71s+PlPC09nEH+p0kjwronvs0t7RL7RkPFzuhbaeBSYwajSLWGSKRo7OdMUg0x/DJh89/RWoP/eKVncJnEh7gcd2haUwx05DGEqsts97Xp0eThEOGVPIMxdy/Ml6Mk6ZmGi+dsOihGOG9pfSPJJD8zmUUtidYu6YWKXJDrB+9xD9+cYeUGWDyAY2lySKqQdLPlebDxIdIX2Q8n8utDK6jdX1IiqSK/mogObtYSP3IFPrA6ngxTp75w3syK+ZZk4xQEdak4QyZrMbMOFPS5+m6byfrsLExjE2MwIrb5BUhDxDxYEzBv3ilUIqnKW3RG6GEULq7cM06I2Mj4Qui94TASlalZfXgW7XcyYNyRw9JotKP0fhk7Z+LGQWaczQzAY2xi5lFQiinMJwOpR8BHk5wstMQk3HIZpiNxiG9Jl/bvBCv7jiO7OIKsKYQvSP0Vtg5WWDVnHABmpLsjCEaek/YFvFyumJlaYppAe7iPSIo9qkN84T/6W/v7pfw3D0rZmJOZADyy6ox1d8NxkZXxwuG8BQPCY2LiEBPDfEbIIRqZM2lEcyEhMzCCvGWcBlD8pPJGKHOVYNE987r+c0XuLAF9rNeXTx5NMBZDUFoquivBlhPhmyfxBG8u+eMMCTnl1f3ljRIzi4Rkj9mdJDl+Dv3LpHwQ3lNI9798qy86D4/lix07GRynR8VjM+PJ8tLkYBtekr4SUZPzqhfeP8ASJnOWjKKURIR5AmGZei1WDxjqryQWKyNIQ0aM6wgzJIKE/Ve5HOkGVeNpZYOMRmbFkYL2+2t3Fn3rowTw5BtMFvlkXWzxevE3+Qz4vWgR4sTHxoH9MhSCB5WPJ8M87COkfJbNtD65+fhKIy7SimMsAAP/OZrG6TwIrMEvVw1IRkvZ3t89/5lsDS/WmaDjNSkPqDQUPrRo6t6DSgamdNDfYWwkvT1xNHQ+Jzqq6mTo9WFSfFVNUj6ucwW5qZyk5RW1YN1DFSZnBqobWyRFD0OHKrorwYCPJ3xP/ctxc5jyRJaoEeD6Zk2FmYSzyD2gWEOesqefWQ14iP8UVpRJ6EHAliJHyCVPLPEOJEh8aCnix3OXs4XYkDiDUgFb2mueWEdu5iF4oo6mS0Tz8CUV5Z/qK5vRnZxpaSfMkX150+txa7jqcIrxIw3XzfHCXsRaIzQKCBxY3l1vbBBk3r/VkWbNp5+CUfba9skKDUyWFNdWftY9HRoC1mw+xN6vbRp47kdsSM0TLSFx9KmoOc67f7Qo6ZkLnIdj6kcl54ZekYms6gGST9Xnzd5eJAHDpxLx+0Lonot7n42VxfrqQaYpsk5rO4go6enO6lPKyrYS7Ag9ELwxaEISbGcbCzxrbsXX7OcoRsCHe9YMl2yZbTDepyFE1tCt3tXV9c1rncaOyt68Cjax+F3zu55fFpBfIFPn+orfwwH8QU4kYXncyEjX7AizOAjvb4qqga0NaAaJNra0Pnu7+4MkoORwp2lwbUtXZ1N1Z96pgHG9Y9fypKqxXyBqDJ5NKBtJPCsw4M8xeWuu5wZIfevipdwjbYxoq0pLjc0vN6Q0G1Le5++1k10Y4Tnx4ySMH8PCVEoWSba5z2S36vqmoQMjeGuIC+na1hgaQCeTMqRUE5/HE0j2Te17asaUA2Sq7q47huBbKwNw5x2uhnpbowJ8YaXiyZl67od1AUTXgNklb10pUjIinxc7aW2jz68DCb8hRnDE6Bbnn+6YmttIfwUusvV331rgF7GjYti+l45gkvT80olfZqU9ASyBng69lCeAcyI+cu7+wSMOmOqr2BbSB5JcjZVRl8DqkFyE50zZ59xPeJISPdLIBa5A/iS4kxGA0nTNKLgqrXz+Fn7hbNtpnkNpfoB29RuT+luf8uV9dqfQ912IPv1t43uct3fSv+Ga7nSnvYn2yYVtwZQpn2ltLfSfOe2jOObm5rAz90JU/3cJL3v+i3VJZNBA4XlNfjk0EV0dHVJccnhCtmxNENNfZN4VTjB0RWmhO4+lYqEyMDrMAu620603/15kYbzPMioWlvfBAdbK9FxS1s7Ptx/Qejcv3HnIoQHevaG3Zhue/RSJnYeS5JwXFiApwBKiQOhMA2cIFdS+5PfxN/dCdaWGpwJU4bLq+pkbCa2RPH4ML2bqbwsEdDc3AYvN/trPOu8ryqrG2BsYowAD0cpAUJOmOyiCnS0d8LXw0l4VIZTJxOpLdUgGeDVYriGf0Rp09LOK61GdX1jL7EQm1GGF20DgsaItYUZAryc9SqNeIBqG/PNahuaUVBWLdTQN+sMY9ysZ3ErKYg3O4a6fmJo4Pn/7hYCK4ZqTU2uD7kM9SxIsnbkQiae2JAgBGy67bAWypbdZxDo4ax3BonuuQ73b2ZHbf3yLDpb22FmYYYn1s9FWKAn9p9NR1ZeGV7efgTP3L1ESMx4bGKAdh1PQXZBOd757ARWzY+SiaMCLv2/f2wXHhpOPMmhEhHogeeevl3G8f/uPIFziVmwsrGEkakxvnnXIpC/5D8fH5WsKGbZ5OWVwsfbBc8+vhoBHs4gEzDLA5B119LaEk9vXiA1jf794WHJAmprboGHhxOeuWuxjEPDrZ+J0J5qkAzyKnHGTW/HofMZYoVbWVyL1NZtrqOjCynZxXB2sIa7CuLSVc+I/95/9rLUCvF2dbwpfUNFtWYmNDPMt8+XxYh3Vj3AuNDAlt2nsfd4CuZEBcgs1sbCHMyK+fhQomTQbFoUjZgQH3D2TTbVzq5uwSe4O9lCO8WTM/AD59OlYCXThQlMXRE/TTI+SNbFGfj7e88hK6cEjs52uGfZDNjbWsnExqiHx+JEUg7ScoqxaXGspIyOCwWNw06kZJdInaxv37tUCOx2nUjGn7bsw7u/ehwPrZklYdjnv7Hhmp7TG8rK4kWVtXjrp49IMb2fvLQDTrYaThMSrDFUxxo1JVX1eOYPW5GcVYQZoX5YmxAhpQKKSqvxxYlk7Dh8EYFeTvJuIHEaWVdNTIzwnT9vwxcnUrFpUQxe2HYQT66fK9eSHaG3hCnjHKN++sQ6kOvkZy99ii17zuAHDy7vTRW+ptN6/kM1SIZwgcmYyJt5XUKEALVu1sTeM5dRU9+sGiQ3U9Qwr6d3iqBkFgNktsLNhLNXVlxtbWuHicXwzYpvdlx1/fjSgIONFWxtLCQLhF5RMpr+88ODwg1Cj9vzb+4GqeLjw/zw5y17pX4JmZAZ1tEOw/D+Y7VuhmnIREx6cPKcHL+YLWHgf2w7iKyiCswL80djR4dsZ2djKRk55NPgzP71T0+ALKacCKnSvwZSczQ8L5GBnrIRy1AwnZYhHIJWGXrrS2gkkh+FxiW3pzdECS3RM8b0bgp5ET2c7cVY5ATz7+8dgIu9FYI8nRHq5y5sq61tnQKMpRFD2giKpPh2Q5hcHW0sMCsiQJZr1tkgp7gSJibGOHghQ5hgSeoW4uOKLm03e+8e+v9FNUiGcI2VQYexPyLHbySMPQohkMr0eSM1jdg6Di4DrY1BamheW+X6jlin1IbHtQbI/xEV4o3HN8xHsLcznvnje1IYj2m/lO/+7QOpORI7xQfuTna4d8VMKT+ve1J8p9hammNhzBTxnHA9Z+7m5iZCE068ATlMpgR6ItDTSUJEvAf595/tR4T35BdPrUOIr6Zmim776u+rGiAdfmVtoxQoZMo1i/URj0NWWo7BLJrXlxA3Rup5hRCN2/KPQmOFXhIKvWCcqBCPRrZdYj7oOfFxdUB5bQM6O7sFK9je0SWlAmQnQNLCSSNP1tjquiYBzbKmGL1nTAcnc2x2USU2zI8Ci5E2t7XDydZy0npob/w2VbSqfqoaUDWgamCSaIATDRoF9Y3NgjNobW8XllXl9Mnqyro0ZNQ0NTYCQzr9CWfctpYWvav5Impv74STvTV+/tQ68b7sPpkiVYGJQyBvSV1Ti9TUISU9vSuq3FwDUcFe4knauucM9pxKlQJ4D66KF8p2EqD1R9lAHbtpebZYGM/OWnM9SVjHKucUhtB4zei5mjnNF8cuZuK3xBnZWeFCegGWzpwq9wJTwekJU4R8VpbmJkKSd8fSGdi29xyOJGbKtvOig4U2n1WH/7x1n8ZoqW/CbQkRcJ1JMk4Flai0pv+fVzWn/+eqnqGqAVUDqgZuqgHOlokT4wyZDJ0Loqfgjc9PCksqGVlPJGXjkXVzhDq+qbVdtuuvUXrnSJ6mCMMHzPciAzSL8JGyfOPCaDA1lQXaWJXb3soCP318jTC2/vqNXXhqw3ysmh2mNKF+9qMB6mlBbIhQ7Ad5OUsCAjddND0E8WFXQyXau/u6OeA792jKAHA5Se6U+jFf3Twfzj01cuytLcXL5WxnIwYLaebPpOaB1ABfu2OhmA40XtbODYeBFqke21PwQMQXLZ4RgvT8UjFiSWtPD+4fntksjL6VNQ0CuGXIZ7J6aVWDRPvuVL+rGlA1MOk1YG5mJPwzCq35xsUxYkSwNg1d94+smY3b50dJKHZ+TJAA1vtSGl8qsyL8BeyorCcxV3y4v8yiiUXbfy5d8vpZhG/T4hihqk+IDoS9rQXWBkYIMPJ4YhZCfd3g7+mkNKN+9qMBUvTzT1sINu5PiBsJ1aJr92Xxwh5hGEgResKCvFyUn+JxUdh2excCvUX0lGW+7tfWwArwdAL/tIUUErPHaSV27X6OxnfVIBkNLavHUDWgamDCaMDK0uyatFy6/B9YPQtrEiKk2B7T+Cndxt14csO8fuP9rAZ8/8q4a1hBGVrgDJihgnuWzxQKeRo5xDpIm93d+MrG+b1tMitnVpj/pMy4EIWo/yaVBlSDZFJdbvVkVQ2oGriZBkhmSINBV3RxCPSA9LWd9n4KyZayjJgS/ikykDaJS1BF1cBk0MDVJ2MynO0wnSMHGYLTmNY3EOG2dMupMroaUOKw1P9AhIh7kqPdLHNqIG2p26gaUDWgakDVwOA0cP00YHD76/XWtDdIgLb9UCIYh2SKFoVkZ072VrCx6h9dryiG/AEuDtZSoI/F2jj7YnralYIyzI4MwMYF0UK2pGyvfg5NAywN//pnJyQzYqqfu4Zdk+DEjg54udoPqFGi6pnS986u0zAxNpZMi4yCUliZm+G+lXGCgh9QQ+pGqgZUDagaUDUwaA2oBskNVMZSE4z30rtBQqOswkqQmZXENaxvw3oFTrZWvUQ6fTXFuhXO9tYI8HBCSlYxKusaYWNpjrUJkQK+Uj0nfWlt8MuYXrdhYTSSMskRUCl1abxd7EGCJLJikpOAWID+hKmezKogyRGvdV5JJbphgOhgb0QEeao03v0pTl2uakDVgKqBYdKAapDcRJH0bvBvblSgMP6RKOdSViFOp+aKe9/DyQ7WlqYwNzOV+gNEY/OFWNPQJIRcJZW1aGpph7O9FTYviZU6Kdox5JscXl09QA2QDCnM313+GHohUDCnqAKklOYfMyZc7a0lfu/pYidGYkVtI4rKa+S6VtQ0iLFoYmQsRsydTNfTYm0cYDfUzVQNqBpQNaBqYIgaUA2SQSiOLyhWe5wTEYg5EZC0v4uZRVK8jetIPc6QDBn42ju74GBrCbLy0SOiyuhpgDgQQyMDMG1PSd3LL61GWm6JGImsXcFtaLjwWrGi81RfNyz3uDYdb/R6rB5J1YCqAVUDqgZUg+QW7gG+yGJDvOWPzbCAFomNpvi4qCDWW9DrSOxK/I+CASKGh54RTxd7tbLvSCh7jNscGIR5jDs5yoeffJyfo6zgMTgcIQX6JqpBMoxXlKXrVRn/GnCys1INkfF/mYbUQ3q+rMxNBXiu4rMUFXZLcTmtbGNlxbj8ZCIAi+Gx4J0q/WuAuDdjppEb6E+yrGqQ9H+91TWjpAHW68grrQILU+mb1c9MLWsLUwR4OqsVW0fhfmKtEYZKWUzNApo6JKNw2HF9CIYmq+sb4WBrNa77qXROKYjZ1dWqLFI/+9BASWWdVCjWJ5qCCW2QkAckObtE3O99XK8bLqK3i65d5fOGG/esvNm2igetL5fxQPZV9nNztEF4oIfeszOy9DoLSxGAKrwu6IYhDG54XW6mR+3reKProb0dv+u2q/tbd/u+fiv7aB+X9ygH2MzCCqELj57iDWYEqTIyGiBHkJ+bE2oam2GrEoqJkllt/HJuGdbMDR8ZpY9Aq91dXahrVg2SG6k2LadEwtDmpvpjeE9Ig4SuKha4Kquqh5uTrWRQSP3oQUyvtV8eiiFwo4vPdco+/W2n/SLS3WYg+wrRmoEBahta8OGBC3CytUZcmB9sB8B3onu88fybZdcPnb8iYFJSZns428HT2W48d/mW+kYvyZX8MlTVNeHw+Ssyg0+IDhJg7S01rO58nQbInOrj7oCTSTlSDO+6DSbhAo4nBN3TczRRJNjHFak5Jaiqa+y3Uu9EOZeR6mdNQwuigm9MOzFSxx6pdieUQdLR2SU3aXpuKQK8nDHVzw2uDjZ65wqnt6C0ul4Mrt0nU8HKlZFBnr1VKEfqZhiNdnOLK5GYWYQp3i7wc3e8ITfIaPRnNI5BO3mKr6ZQF42SjPwy7DqejHlRQeosfpgvAHXt6mAtqdylVXVwc+y/sNowH3rcNnc2LQ9x4X4TioDR38MJl3NLxbMzJ7LvSr3jVuGj0LGzl/Pg5WIHd0ebUTja6B3CoHug/Oej16c+j0SA04mkHKFrnz7VB5OlvkNzSxtOpeRKOfQFsVMmNK355bxSZOSVYcY0X5C/ZTILZ3/p+WVilBBkq8rwaiAttxSXrhTi9oXRIDfQZBWmuvOZWxY/DeTqmUhC9uXTKblSHdnjBhV7J9I5DUdfaxuased0GuKm+cmkbjjaHC9tTAh4Lo0RvpRNTYyweEbIpDFGeJNYmJti4fQpQlN/+MIVNLe2jZd7Z1D9uJJfjtTsEswKD5j0xggVR6bfaX5u4DUtq64flC7VjW+ugUBPZ4mvn07JufnGerpFbkkVLueVCanjRDNGeEkYxg32dsG5y3kg8F0VoKG5VeAKZAunh1nfZEIYJFcKylFV24jZ4ZPXdTc7IkDAnnypEzU/kYT0+Sk5JQgPJAW7psz6ROr/SPU1xNdNjOv0vFK5tiN1nMnYLicvMSHeQny3/+zlSfVC4/jAEgr0EM2JCICT3cR95gju9/NwwsFzGRLCnoz3snLOLDvCemjO9jYID/BQFuvV57g3SEhidf5yAZbGTb1hzRi9uir9nMz8mCBcyiwCX/ATSRKvFAogONhb5WnRvW6Mj+eX1YC4KFWGVwPMPpgdESicM1+eTsOFjAIpbDm8Rxk/rbFeU0FZDfacTEVxZR0WxAYLxm789HBoPYkI8EDUFC8cT8pGclYRGLKYTELvEEO8Jy5lw8fNETFTvCQhQB91MK5BraT1ptuRdWBU+nWAAyy9DBxYF8ZMmRA3ZX1TK1pa2xDk7QKDQWRB6ePD1tc58Zo6WFuioUlNcexLP7e6jORoUcHeAoI/lZwLhg5Zy8hS8BQGmtS5Wz3IGO9PGCCdpgz9NTa3IiLIS0DjTDfXF2F4glirI4mZkkLv5WIPZlQRtKyPXldGBIihaW3vEFoLsoKznpq+UwaMa1Ar42XbDyZKFVdrCzN9ebZu6Twam9vw+qfH8PC6OZgIOknOLkZeSRVWz5k4HAi3dIGGsLNSZydumj/sbSyG0IK6y0A1QMqAS5mFqKxplF1oI/cXANVO1df+rnusvtb1tUzZT1mn/cl17If2soH0S/brhuDrWI9JKY+gHEsfP6sbmnAmJRfMuiQzL0WuY3fPp5YelfPXbHWtjmW/Hr0r2ymfynVQfve3rdIu1yvXS9lXWae7vL+25FjKxoDwM5kYG0rFcVc9y6aRc+3j37j2kJDQhzPHG5WN7+Oc9HoRaZWtJ1CxPhpQ9Sog7Yb3JLl0vjiRgiAvF9UguaGmbn0lwZ3xYf633pDawphpgB7F5fHT5PjkKSmtqhewP+kS6IXlO10xCpROahsH2uu0vyvb8rOv5f0tU/ZTbAllO35SdJdzmbKNZgut/93dwr7qbG8NcjRNNhnXBgkvBm8yhm4MjSZv6t41N6UBM29Mrt7l16wcfz9I4a3WpLjxdWFaam1j84TNoLrx2alrdTXASRbJAW8mfJExpOc4gQjNbnZOw73e0dZKJU4bbqWOYXvj2iDhA9nZ1SXx0THU0bg7NFkXJ4rQy8UaNarcWAMdNLyVqdSNN1XXDoMGiLsYC0wTDc9te8/B3My0F6SvPZNWZs785HNDjyiBzyQKU2XgGuD1Za2Xkqq6m17n7q5uWFmaIcDDSa3SPnAVj8iW49ogGZEzVhsdlxogklxqM7g79PKUVNc1oaGlFZ5OdsMK4OVg9dnRJBw6mYroCH/cvzJ+zHWivJTGvCOToAMEChKbFuLritgQn1E9Y3pHWlo78Pj6hAEdNzG9AAVlVapBMiBtXd2opr4Znxy5CG8XR3D+pjxftPkVo49b8ztraTW2tElq+MxQ36uNqN9GXQOqQTLqKlcP2JcGUrKL8dXn38H82GD87Il1gqhnml9SVhGe3rQANpYaUDOzCW41Wedsah5e2n4EK2aE9Bo/7NONZs03WtfX+SjLhrqfsr/6OfwaOHYxSwodpueVwcfVUbL4hv8ofbdIrwyzX+j5vZmnU8LVUpxx4nhE+z7r0V9KAsmuzm6sTf1b2nYAACAASURBVBgYmJ5ptVmFFaPfUfWI12hANUiuUYf6Y6w0wDS3UD83lFc34v295/DVTfPR1NKKipoGzSymswunUnNx6HyGIOsXzQgR6uS9p9OE+IkkWPmlVZIWeO+KOOGbOJ+ejzB/D0nzVM6LM9TXPj2OgvIaWFpbipuWqck7jyUJlXuAuxPWzYuAvY0lMgrKceFynoDMMvLLMXOaD5pa2oWgqa6pBa1tHcKPw0qqpMUn++qGBdHiIiZl974zaaipb0FYgDtWzQmDhZmp0g31c4w0QC9ca1s71syNQH5pjVyjTYtj9L6y9hipe8wOS8NPAK4DnMC0d3TqXU20MVP+LRxYNb1vQXnqrsOnAc4YWTDxoTXxOHD2sqRm2lpZgOXk6WbdfSoVL24/gohAT/GevPzxUZxJzRXD46ODiVJJ94P9F/DC+wdRXFErLJU7jyZJOqR2Lzk7ZWqtnZW5zJIZ0//N67vw0YELIN347tOp+NVrn4v7NqugHL97a49UjpVqxN0QY+aNz0/A2NAQF68U4unfbsGFjHwBH77zxSmcSMoCvT0/eWkHmGHEoojZRZWgC1mVsdUACbUSrxQgMthLsAJ+Hg5CNHX0YtbYdkw9uqoBVQOiAdUgUW+EQWtgpKjrG5rasHJ2mFBFf3wwEbUNTbAwNUZ1XSPe+eI0yipqQHc7XaunEjOlpsOC2BAUllUjq6gCyVnFWDpzKj7Ydx75ZdXy0mH6nLYwhTwhOhhRwV64b2Uc6B1h9d1nH12N+1fG4a/fvhNJWcXi8eAMK36aP37+1DrcuXQ6pvi4wdnOGt+/fzme3DAPj66dg2n+HvjxY2vw3fuWIiEqEGfT8qUAIkM16Tkl6EY3Hl03Bx7Ok7uYoPY1GIvvvB40PMIDPEFSLQpDJqTg5v2VmlsyFt1Sj6lqQNWAlgZUg0RLGWP5ldgIDpoTQZiGvedUGr48lTas3RW8BYBv3LEQpJtn4TmmxNJ7wr8QHzdNUboAd/zosdVYNy8S7k42wmZ44Gw6AjydsDQ+FIcTr6C8ugFh/dR76OjsBLN/KKTbZtvmPZVQ6UHp6OgU0iUC3ozIa9CT/sLtKARFUgQgZwCQbKu7JxussaVVCoL9/MnbsGB6CC6kF+Chn7+O5Owi2Uf9NzYaYKVwsl0G+7hc0wFba3PETvVBem7ZhCvJcM2JqD9UDeiBBia8QUJMwAvbDuD//etj0I3PGe9ElN0nU/D7t/agpU3zshvP50C7ibPKL06mSHnw4egrY7jEjDADwcfdEWsTIvDJkUtSrZRejlWzw9DQ2oZpAe5IiAiEr6ezhE14bBoer+44hsXTQzB9qo94Rkg0tmj6lD67pjmWpmpyTIgPXBxs8Oonx3AuNRd/2rIXbo428HV1EMODWT6KmUjPEA0Y7k8hxwp/05DiNuRbIRCR9UQqaxswLzpIipuVVdWjunZi1R/qU3ETdCHLT/B6TA/xkdCa7mn4ujnKNT92KVsMUd316m9VA6oGRkcDEx7Uyjz9zs5uvLrjOH711fUCTCLlvLmJMTq6uiR+7+3q0JuloaiVqGqyNnKdkaGBlHUmA2p+SZW04dnj1iUIztLCFBy0FCEzYHV9owDhiDvQrhnB+gNMV/V15zHNlV0kzMDXlp+70zXgKRYPZA0Khh3Y7kTwkpCy2d3ZDotnhEiohFkvM6f59Z7rUL7wOsSH+/em996zfCYuZhTC281BQKUEqja3teOXr+yEQUcnggI98M07F8mh1swNF6KpUH930fldS2fgYmahhH766otyLOqaxsf/PbQCf3//AH757x3w9XPFc0/fDi9XexRV1EiflKweheWT6yiso8EqzMS5MLxDw8jQ0FDuq10nUpGWkQ9jczM8c/dixKnsoH1dihFfxrGAqbP0nvVX84TXLmaqNw6duyLF26KneI9Yv3gP8XgDFW5rbjrhh+mBnq663STXwIS/0+lqX5cQgXd2nQJfTHzg9529jDc+PQ5fdyeZwbJs8/fuXyaF6Qh4/Pt7B1DV0CRpYUvjQjA7PACvfHJMXO98oXCWnRAdKABGghHpdYkK9sIja2eDs+Q/vL1H8taJR3CwtsDX71gkRsYH+8+BBbzMTE2kH09vXiAvvH9sO4i80ipp393RDk9tSBBMwXtfnsWu4ymwtjJHeVUdCJzUNm7G673J+hE0Svw9nAUg+vmxJPFK3MpATmOEf4qQofJP375D+QlDYyN8ZcN8+etd2POFx9U+9voFUeBffzIr3B/8UyTA0xl/+tbVYynLaURoGxJkhXxq4zxlNSKCPOVPWbBhYYzyFb9+en3vd/XL2GiAzyqBx3Y25gJkvVEvzE1M5BlneXcnO2t49xidN9rnZuuITSKg2djYiPFY4bsor2lATUNTbw2WG7VBY6SpuRUnUnJQWdssYwOfPYZMCfiOCvaUseZGbUzWdSyqSG/lQIWTk4kw9g70fCbqdhPeIKHi6ULnrae40gtLa1BQVotH1s2VgeXPW/Zh57FkuDvZShYGvRLP3LNYjBULUxPJqKDHZE5kIJbFh8LOygJvfHZCsjUevy0BVfWNeOXjYzLD2rgwBrfPj8bptBzkFldJuigr8LKo1Zu7TuPOJbFYEDtFSmRbW5rh3S/PSDbIVzbOF+/H1t1n8O6XZ8W78ObnJ7F58XTMiQoQICb7NRQYiWAsejARo3Ej0lPB1EmGKzQpreHYcfii8IOwsqoqqgbGgwayiipRXl2PVbMHxkXB8YEYExoSznZWvbiioZ4LsUiszF1aVQdXB2upOuzr5oDoYK8BeUnoSAn2cUV7Dz4pObMIOcWVwiq6MDZYvHFD7Zs+7XfsUpZQBbAasK+7o3i829u7hHJ/oM4oKwtTpF0oBQ1GGrJ1DS2S9j/Nzw0PrI6HpZqyPyq3jF4YJLqaImAxbpqfvPS5jg8vszAqahpx7nIennt6vaDrlf3Sckvh5mSDdfMjEeLjKu7/PafTYNgFSQFlFe+SshoxKBhaefXTY7CxMoOfuzMqahukHPbK2dPkOB/tPYeswkosiZsqgMzdJ9NwJa8Mf9myT/avqapDiJ+7ZIuE+LrhkXWzpRuc4RPEOdiQzZWCcuw8mgyHG9S70GYmVM65v0/tbbW/K9vzASeIkwYJPQsUZi1sWhQDpt3SLooNUY0SRV/q59hogKHTE5eyEBnkJdgehkvpdetPpJBnc6vcy0mZRTiRnI15UUEa70Z/O91k+bQAD/h6OKGltR11Tc3IyCtDcWUd2to7JMxnZW4i4Ug762srPPP5qqlvEur4/LIqAWibmBhh8cwQuDvawsjYELaW5gMyam7SRb1YTf4ihnSZbl9YXgszEyNM8XEFqx/TGKTHi6H9/qSmoVnC7zOm+oLVyWnEcjK5enaYtGFmopevyf7UMabL9ULTfKDpFr36YBv0ZkJQu8yKoDvOzNRYMAbn0vIxfaqGIritvVPjYenWZFxwe1rIrLwaM8Ub37hzoTz4zS1tQhH605d2yMD21+/cJRfu2X9/gs7OTpmtfO/+5ZICSrfvE8+9LYYPybK8Xezx/x5dBWsLM8nuaGptw7Z951Fd3yQvd4aZGNLhQDVQi165a/jAEcNw17LpyqJR+aTrmG5RRVwdbbF5SSw+3H8B3d1dvfpV1o/XT3rVjiRmIievFHOmhwg523jtq9qvgWuALxUS5TnaWSG7qEIyqegBFT4ZnWbo2qcRkpxTLGMIPf0MtXCS4GBjqbP14H5amZuCf5y9+7g6aMI2VfW4cKUQdY3NEnqh98TYyKiX3pyeUk50+BIlLon4LAMYXMepM7ie6O/WDKXGh/HPT8bu1tZ2MSzoneKkytXBBjZW5qBhQSwRQ+0aoHOjZNQRw0eiQydbK8ncc3OwUcM3Y3S7THiDhGRHz72+CxcvZeG3/92Nnz2xFp3dXfKiV3RKo6OxqVVuuK9snIe/bN2HpPQCtHR2YsnMUIT6uwnrppLWaWtlLtwRf313P1Kzi2BtagJzS3M8sm4O1s2Lwl+37sU3f78VdjaW4pJdGDsFpZX1eGn7YbQ1t6HL0AARQR7iQWAWx8/+8ym+8cd34WplAQNTE2xcGIXVc8JxKjlHUkKn+rkhMaMQXs52g571MM7MGcF4sOL54G9cFCPhG3I8cEBn/8az7DqejFd2HMNUN0eEquGm8XypBtU3EtKxVk0HCzsaAO99eQ65xZV9GiScCBBnFuTlLMR7DJvS2DY1vWpwD+rg/WxMo4M2PIHa/KMQAM+U8Ko64koAQwNDmd0zdKzK4DXAiZKFuakYcQrQPjWnGLnF1WJkFJbXyKRP4CXd3eIJWRATDFsdL9Xgj6zuMRwamPAGCR/yBbHBWBIVCAMzE7npSK6lDVrkb9Y2YEXHpXGhcLK3xtnkHAFKcuDy83DEt+5ZLPFHKpWzEaZsclZDb0d3Ryc83TWpgYFezjAxNkRqdjFcHG1xx5LpAuxktsbimVORk18GA2MjPLlxnrj72B6zfw6cS0drcyvs7KwR5O0KF3trIePafy5drHhyahC7YmI0+EFw4NCt4bhlbtwG9bB6bjj4oqfbU1yl48AmYYhp96k0Sf8kiJkZOfml1Xj5k2Ni0G1YGXdNGO/GZ6muHe8a0GQ7mQKaEkgSGuGyvoTPj6mJkZQLsLLo2aGvDW9hmeDcrgGIaR4K8qDMiw6+pmWGbTXbc/F4erqv6eYE+EH6eAh5IQkM6Qmjt4yZVww3c+JJ4USUk1bqmu8TFdw6dpd2whskBCMxzVNbiJDXRskTcKotDMXwT1sYa9YVhlv4pyt0/fJPV8gSCv7pCPvywKrrK8oyfbSv5Tq7T7ifxJQsmTkVLI5HnhiGlMZSauub8b9//1AGGvaNYaWvbpyPKb6uMhBxhpySVQQfV/veQWos+6see/g1MBBs1mCyMgbaQ4ZlsouqkJ5XKiBwGkU0RWhmaH+yPd1l/Zkiyn436oOyDT8p2m3zt7Jes/bqb93lfW070GXabWl/H+j+St+UT902dJdzPUX3XLmM62icMLRPLwpZnVnlV9mni5zK3d2S/Rjq6yaeNMmO0jSp/h8lDYztm2KUTlI9zOhrgDMQYnZ+/+aXiAz2HP0OaB3x/X1n0d7ZiV8+cRu8nO2x/VAiXt5xDK89+yCWzJgi+J/Hbps77sNLWqekfp0AGsgrqQILPFpbmGN5fKimuKLyBpwA/Z+MXSTu6GxaHjKsLBAX5qdOUEb5JlANklFW+GQ6HPEjDNkwBDaWkl9WAzd7a8lQoDuWqYH1TS2CL+CMVWat4xzrMpb6U489eA0wdTgtpxSzwgOEbmDwLah7jIUGgr1dwT/y1xw6l4H5scFayRJj0aPJdcy+g6qTSwdDOlsSg+0/m462Hqr3xpY2oVEn8RqJ1M5dzpdqr0NqXA92yiwsx56TaQjxcxvzmOz86GCk5JTiZEq28MOQGybAwwkW5iaS2dTeU5tGD9SunsI40EBOUSXOpedjXkyQaoyMg+sxlC5EBXvB08UOZy/nS9r4UNpQ9xm8BvTWIGFdEabP1Ta29GqFMWIlk6aqrvGauhUaUJMm9bdOax9lZ3IJMBVPEbb9/BtfIC23RIjVmBZcVt0gKcZpOcX4z/bDSMoqRL1WWzw+21D6oLSlb5/kRtl7Og3kZmGmDY23sRTiWe5dMRO/eX037vz+i8IL8fMn1wklNzkKnOytxrJ76rH1SAPEIzGTgwbvraYM65FaJuSpxIb6CgiWJT1UGR0N6GXIhqyrb+86JSgmApjmRgUKSVprWwd+9+ZuYVW9nFcGK3MzPLx2llRnZS2c+qZmKZhWUlkvabnMFmnv6MKh8+niDaGbn7wALEV/6UohSKj25637pVooZ+GNzS3CM8IY5L4z6Whu68CciEA8tGaW5L1/uP88ymoahAXyrqXTQWK0WxVGGsZDyq9yHiSgY+XdFfFhUuvlcm6ZsmrMPhmmuW9lHDYsjJbrw0wKBUn/xIaEMQ4ojZla1AOPgAbIaUHys7VzI0agdbXJ0dQAA80RAR4oKKuGl4udZOCM5vEn47H00iAhLwezZuiNYHG8Z//1Md78+aPygiQh2aO3zZVqsu/tOYs/vv0l/vI/d+JIYoag4B9fnwB3pzr87q3dCA/0AGf7TA29e/kMeDjZ4T8fHxViHVYOdXOyxZKZISAjI5kgTyZnS3YPAZ1TfFwwPyZY6uKUVNbiudc+l8yTZfHT8Dm5Lz45LkXdbsSwOpAbsqmlXYi9XB1tpMbFQPa51W3o4WEFXtLEaxf+yi+rlvTmhdOnwN/Tqecw/eUK3GovBr8/CZF0hQarKqoGhksDnLSUVdVJOHC42lTbGTsNcCw/k5aH9vZO1SAZhcuglwZJQ0sbjl7KlPQuAhj3nr4s2AEnW2v4uTtKoT3OkG0tzfDPDw6hqLxW6lbcvzIOq+dGSD2ZpCtF+PJ0GooranAuKUuK5ZEbILegHPbWFsJn4mJnLZ4UvpzpGTDoAUjymCRlYhqwv4eTFNAj3sTIwAD7zlxGdUUdjCxMUVJZd0PK94Fcf/KoEDhKltr+0hb5yh2oWaC9rfZ37b4wfEUmSysLc4QHaNKiOYvYczJV+F9I26yKqoHJqAF6VFnrabBCihKmnSqeu8Hsz/24/1D2Hehx5Bggcdv4MuDZr5EkXyRBnnLuA9WVut3QNaB3BgnrQLz44WHBafzxW3cINfAXx1PQ0dkJGGgwJKxbYWhoBMYG+XIlGRlvulYhxwHqm1sktGJjYYYaczNETvXBt+5eLPTD6OqGubmphEla2to07UqO+9Vcku6ubgG0MnuDwvRXegyeuD0Bni72MOBDZGQolYCHfuk0e5IdlX+jLSR0Ezp9QAw6Fi+cFeYvFZWHoy+8jvRw0Ssl5GqAGHAFJVVwdrTR1PQwMryGvn44jttXG7w32B+yz/Ja9iU0Bsk5wW1IU62KqoGBaIB4k48PXRTCPpJyuThYY/38SLg62A5kd9mGNbB2HEnC77+5ccD7DHbDLbvPCJvsY7fNEQ/xYPcfie1JbHg5twQJUcG4UlgmeL25UUHDeig++6qMngb6Hl1H7/jDfiQyLrJewYmkHHy0+wzaDAzAjA/eVyS6Yc2C13ceB7qAPadTpby8t5s9Oju78eWpVLDQUlJmIbq6u7AmIQKpzM5IzsbuU6nwdrRFU3unhGHoASHb53Ovfo6FM6ZKjJFssPwjmRqBsX/bug8JMcGID/dHZKCnVAbmZ3NHB7yc7MbEkBgOhfPl3NXZLeyXzCr65PBFzIkKlCqmw9E+22Atkq/+dgt+9MgqJEQHIaeoAs++uIOFiTAzJhiswhnkwxQ9l+E6ZL/t8HwPX8iEo52lFG3sa0OyP7740REJZT2+fm5fm6jLVA1cp4Gswgp8dOA8ZkcESv0sGvbHLmbi99/cJEXhuAMr/BIsy/ABZ+yKlNfUo6a+GQyVFpXXyGJm+PElqrCQcjwzMzYSOnVuwHbS88ukjIaHs53SFArKatDY3AqWsdAW7s96WVcKyoBug369sNyHNPgF5dXwdXWEnY2F9COnuErGRAJ8leM1NrfBxMQQLW0dKK2sE0yfUviQzxq5QAiE93Z16D0PpU8ModNHQ13Q70uvNSeaBNETr0YSRh7HyMgQrvZXa9KwvbqGZlhamN6wyKJyHPVzbDSgdwYJZ6hP3j5PAKvnUnMRP30KfvL4GqlTIXTMXd0oLKtBXX0zNi2OxebFsaJ5KTnd2ILU7BIZCL59zxJ54c6c5iv1cd7bex6nU3JgY2OFuZEBso5ek5e3H5GHlRUn2R4fFIZPnto4HzuPXkJWQbmEdZ7/+ga8+flJnCZlvYmRFNqayCWtzc2MhX2yuq5RqPsJ9h1OYdhr8+IYAROTUfX1z07ILPL5r2+EjaWZVFTm4MzCiSUVtbCxskByVpEUMIyd6iNd4fUmwLmkqg6WpiaYHRkgcWDNQFgLB1srXMosFEM1OtjrmoHqTGouquubxbhlUTQOdAp4mOE5hqzoE6NhSiZeDpIc9PQ9g2o4r7HaFu+ZTpmYMAuMz1DkFC988/fviqFhZmKCN3YeR2ZBhYSBWOmXAHmOMdv2ncOuEylyv5fXNEg5C+pzx+GLUpfr0dvmiHrf+PQ4mMLKshYXMwrx0vYjQltKj97tC6PBOi7/3XlSnh3uYG9jia/fsVC8t58cSsQHBy6Il/JUSo5g4vii70s4Kfnk0EV54RsbGuGpjQlS3+v9vWclHM4JISdmdy+bgdOpuXjni9MgbX57Wyc6uzrx/QdXCCbvvb1ncPRiFhxsrASAfsfiWHlumdX4wvsHwCrO9JiyOGpEkKckC9Q2tCCnqArHLmUKGysnRy2tHRJeUiYHLGXBAopfv3PhNc95X+eiLhs7DeidQUJV0iB4evOC67SaXVwJW0sL/PTxtTBgJSstaevowAMr46Xao9Zi+co6CD99/PoXLrNkfvfMZt3N5ffiGSGS2aOsJPjzG3cuUn5O6E96mjhrO5uWj69unDcs2UJ9KeSB1bOkZDtnTcnZJRJG++JEinhFOKNzc7KRGiQ/+Md2wcj4uNnLjGteTDC+smE+Eq8U4N09Z2VgIk/MRwcv4AcPrRTD4of//FgGSs7CaMhMD/XF9x9YLnH4X766E7nFVXIfES+0LiESLNBFbwzB0tv2nhcjlMUV39h5Al/bPB/hAZ4yKxtvMfa+9KouGz8aoFFdUduIrXvOiKGx98xlyQZjWYlPj1zCwXNXpOI4w7+vfHIUO45cAot5EhT/wKp4yfD74kSyFOfkWbGAIA1uRUjQxrYKK2rx2ze/wIxQX9w2PwoVNY1Sg4vZiCeTsnHvyplSCf3dPWewdc9pzI0MxKufHsedS6ZjVkSAxtDu1lRCV9pWPomPe/WTY7h3ZTxmhvqgsLxWnh16PZipmJhRKLxMfIZWzQ5DeXWd/DE0RePqxY8Oy7n98OFVYmiYGBkjo4A8RqkE1oiR9sJ7+1FS3YCvbpovBQjbOzpQWt2Ai5mFUk8s2MdF2JgfXTdHPCuk6mfR1TVzw8XLwkQCfw9nOUel3+rn+NOAXhok/anZ0cYSj6ybhZaODliYmlyz2V1LZsjDcc1C9UffGujuhq+bI4K8XUbMGOGB6ZHgLIheh2UzpyIpy1YGJNYGOXThCuJa/GErM6wuMDuK3iymHL+x8ySeXD8PQZ4uYNXUxPQCtHV04pPDl3DvijgBNjO09vCaWYgLD8D5y/nYsvu0MGuSVyYtuwT/79HVMpATXd/S2iZeNQdrS5mBsU1TYyMUVdYKroWZW1Medh1RUGHfF0JdOtE1QEBmR0eneET2nkpDTWMz7l8VJ7N43svESPztvf0SUq6urMWMaX44cuEKYkK8ccfSWHlGyqrrkJRVJKqggaMNe2BmGb0aRaU1qKptEkOdRUanaJyI+OvWfUhMzUFDc4vUdWpqaZOimFcKKmBnbYn7e2pwMQxdUlEHepJ1hQY9gf13L5suqzguUF779Dh2nUjG9BBf0GC4kl8mDMl00bD/zDjkRI00Ci9sOyCezO0HE0Ejigy3zFRk5XaGgi5kFOKZuxcjNqSn4wD2MVHAyEi8lzZWZuJ1jg72homJkRgeYQHu4v1haJ3VlH/40LU1z3TPQ/099hqYVAYJPScPrpndp9Y3LY7pc7m68HoNcNBjSvNoiZGhgQww1hamsLWygKWZibhtFW8EvRhM0Xa2s4aPmyMYCmMcfffJFLz22XEsnh6CRdNDcDI5R9zZHFTZDgdZR1tLBHs7i6ua8fUL6fmICfERN7dyfgxL0U1MZlfWJ/nD23sk04oAOs4CiXeh0XStz03ZW/1UNdC/BhhWdHGwwYOrZ4EZc/Tc/XnLfvzwoRUaY9/AAL/9+gYJEdNwae3oxM6jSeJxICCfRjuZYYmBo/AebulhHmY4k+Ec2hCsvM3fydnFEjrhtvQ8svL5wvhp+NmT63rxGkxdJo8ScXAkjCQur4wJAO2aMIju2dBwYViUYRVWSGfSADMI/7vzBOj1WDFrmuBi/vXBYXkumajDkIoCVmco3M3eRiga9p29jC2/eFwYbv/94UFk5JfLdjSiyP1Ez7PSd4a7+MzxWWeonvhAJdOIRVc3L56OZ/74HlwdrGVi4q1TZFX3PNTfY68BvTdI+IAyRpqSWYiVCZFYOWvasGidDypnJWH+7uL676tRxnhZQTY8cGyLy/XVt4m0jAMqBx+mVFJYpZMxcA5EHIaJ3VDc1KSB54DX0dkNZgLFT/OXME11fRP+vGVvLyiPg2bvwN3RKRwurPhJZlm6z4ngZ5Vozhg5u+KxOPgfu5glRs2vvroejrZW+Pv7+wX0x37Q0OlrBjmRdK32dXQ1wHuX3jrej+ZmJnj2sdX4xu/fxS9e2SmeAxbn+8Yf34OTpRlgbCQ4NTIP7z97GV95/h2py5RZUC4vZPY8dqov/vnhIXz7d1thaWOBpKxirJ4TgQAvZ2nvt2/tgY+DNdpggDuWxIJUB6Q++Naf3oeTlRmMzU2wLiFKvI0MH931o5cFxE/QKEM3OpFuURa5mOgl+drvtsDD1hJGFmZ4ePUsLIsLlVDMgXPpqKxpQGUdma4NYGpsLKSS//PXbUJEWVbVgB8/tlqwNKwj84O/fyglJ4g1IW7GwswEX9kwD//YdlBwICYmxlL4zsXOSkp30NCaFxWMjw9exKM/fQ3LEiJw34o4CU/RS0Ij7MHVfU9ER/dqq0e7mQb03iB547MTOJ6UjVnTfOGmlR7LF0x/+et8qSiz774UyPWtbe04k5IrFNEcSCh8SSoWOn9/eOAC5kcFXWOQcABSZgZ9ta0u61sDjKEreqPBwe+8RpwhGRtrSrpzT+qfy81MjXDnkhn4y9a92PjM3xES4i3XjOBU3X3kt5GhkB8xvp6SU4zHn3sLlkaGCA7wkFg99yPTL93Mxy9l464fvgwfD0dpy5rMrwYG8lLgTE0VVQMD1QBDED99Yi0CJWsEX+HijQAAIABJREFU4mH447c2IyW7WLx0v376dhw8n4HmphbY21kLOJ9eiJ88sVbCkxxzGPJgCJGycnaYYEPSMovg7+0ieBSGVxkaIa4uMtgLGdnFsLaxlIwaLxd7/PixNTh4Ph2NDc2wsraQUImboy2efXQVdp9MlVR3kh16u9hLeET33NgGEwfIsVReXgMPd0049zv3LhUOpqaWVvh7Ogvvk4u9tSbrxtYC4QEeYuQTbB7qp+Ez+slja7D/zGXx6CyNCxX6fYad6JElvQGfPT50cdP8BHjLdu2szGXd/z28EkkZBfBzc5RJCb2WgV7OiAzyHhaKBd3zVn8PvwYMuvlmHqfClLM3d54U3ADDBIOVvNIqPPKL/8pNvX5BFO5fESduxW0HLqCmvhGRgV7iyuMNTxQ27/Sa+iYBT3LmwAdfEab+FlfWggjy9LwyYV09nZIrYDDymBxJzMSxS1nyouQMhg/M9174CLPD/XDn0hlS34IgNcZGGT8dqnA2wHZWzgqTh3ao7YzWfofOZ4jbVUG7D/W4TGekt4vXhG5uupNpCDA+zpAKswN4j7CGEVH3bo4abpbckiqUV9bB1clW1tOrQQOG7mWmInIfpT3eB5yN8Ti8xsSOMBOHnhKCYnmd6fqmt4VucrbDGRyNEKY5so8kvxsKD8nv3toj2Vh026sy/BogjwZfTrPC/a9rnKGLs2m5kl3HMN6tCKvE7jmViu/et+xWmtHrfQmazcgrw/89vOqaNObhPulTyTl4YdtB/Oor6+Hr7jCk5qtqG2VCy1ARxwdVRlYDeu0hoYudKaJ8CbFuDflIfvqfTyXf38/TCf/9/KSUmf4RZwKnUpGcWYyNi2Lg5Wx33YNCb8ibu06JK5Co9e7uLnx27CI2LY7G52eSBSn+v/cvF2bX4vIatId4w9jQAJY8bn45/rh1L+g+VF84Q7uheR0B/kGujbaxyBi8IsR0mDteBSyTmZd/uqJNJkejRLs9ekMIptUWLlOEhozDVEvlZ+8nsSyqqBpQNXBjDcyJDAQzF+ndGUnhuP/E+rlDNkZGsm9q231r4Ooo2/f6Cb2UbsdATxfMjgiQeCnz5Btb2vHc07fLefm4OAjwiilwdLkzx19BleueeFNrO9bMiRCkN9cR2U5MAx8qK3NTmUFfyMiXdLn48ABxRXIdvRkvlR8BeQFY3E0VVQOqBlQNTGYN+Lk7oSdCM6JqYGYP/1SZOBrQa4OEl4FxRLrkKXTn02uiCN39tNEJXKTbXQORVNZe+0mDRRtzolj33H/5rGniymcF4Vc/OS7MpT94cKXEXpOyiyWtjyECVUZOAzfD/QznkSXK2YNfGUq73J/3pLbXZSjtqPtMbg0wLfg/nxyFnZWFMBrTcztYYbjz7S9OY3n8tOtYWgfblrq9qoFb1YDeI/BobNAQocwI9ZE8eKajnbiUhXe+OAUCsvggExdA0GJ/wjbYliJ8AZIunKl3zK+nQTM7zA+B3s4oKK2Rddz+nmUz8OIP7gXrTfz0pR1geXJVhlcDxHyQv2A0dFvT0IQvTqRK/Z6hnAWNkVd3HMP3//6RZAcNpQ11H1UDrIFD5lJiYpgy7O6kqX1Dzg7dcYpAegpxV8Q5aQvxMyeSslFRwwwYjXBZVV1jb0iFY5zShrINf2uPl2ybY6giHB+VfbiugZT2gNT44rE4duoKcVrclvsxxVlbeF597aO9jfp94mvgqrtg4p9Ln2fAcI1C1BPk7YrfPH07/r39MD7edx4zIwOEKIgZG3Fh/r3b9dVQRKBnb2op11uYmcqsgtwmlXVNePXTY6itboCjky2+c99SqfJLRDtrQwR6u+C5p9fLAEISLiLhVdFogLgeepv8PBwlHZCDEVH51pbmQkZGTwLBiNrC6sxMlWRdCntrSwG20iihMB2brLsMo13JLwf5Czy1anZwm9ySSjS3dsDXzeEaoFp9YwvySqvhZG8lYFVuy8Gd3jEOpuQgIZBVgYGzbzRUCXYjXwI5TbSxKdxfKOYNINsww4C1PU4m52LDwqjerCFup4qqgcFo4PPjKTifUQBnB2shBGNImTVxLqQXwsCgG0tmhso4w2zAf2w7JFg6coOQbfiBNbMkO4zH473N+1dJGiA4n6Dc2oZmmazdtzIOFdUNAvq9bUE0eA/znn/546PCCUKmVdIbkFq+qblN0oVvXxAt3CUvvH9QPMc8LsHCPDa9MUqdnSUzpmJuVKAcmxXZPzt2SfiGujq7BGt31/KZQg1PWnoy0DKnjm0nRAde460ejN7Ubce3BvTeIGGFXW0hRfhL/3e/9iL5/qTOdrobsO6DthDY+Oyjq2VRbIg3XvnRg9qr5TtpjBWhJ+Y3X9ug/Jz0n5zt/OfjI8L3QeOA5EWsQURg6B/e/lKykghK42yKpGYPr50tRghZWI8mZgpQlXVontowD6vmhCM5s0i2q6xtAKnfWduGnAmsO8N6RXctnSEzL1Jck421taMD1ubmePz2OQjxcZNUw0+PJYmxQdbKzYtiJQOLhc44iLJKs4mRoaRNMhMr1N8NxRV1cixm5tBgoVF017IZWDpzqnhQ/vXhQRRW1IEMwaTa//03NsLMzESwRKS0VkXVwFA1EOrrJgY1K91y0kMK+B1HLkpV8vLqBrz44SExeGdH+EsGYXyEP5bODL3OOFeOz7R6ltYg18ddS6fD1dFWDIRXPj4qJS/+8u4+eaaYYpyUWYxD569Irak9p9Kw/eAFPHabpqDka5+eECD/8vhQkK49Psxf+EiYqcaUfI6V1Q3Nwo78m/9+gb9+5w7hDPrVazsFw+fj6ojXPj0mtXs2LYnFvz44JOSDJK4sKK0VRlfWjmL1dFX0TwN6b5Do3yXTjzNiXRmm5X1t0wJ0Gxhgyxen8dauk1K3gxVQOfMicRMLIf7+7S9lZnToQgY+OnBB4uWs6Pndv24Tg4akUucu52sIprq6QNpr0sKzmNeXp9Kw50QqZocHCBnTl6fT8Nj6uTJj3H4gEa9/ekLSyplBFRbggUUzQoQ6/h/vHxT2V4aBOMOjcclsndzSahw8l4GZ0/yF+4E1bx5aO0tImD46mAjy3tAg+fdHh6WmB7kfTAwN8fTvtoDVWQl41vXY6McVVc9iNDXAYp7kBeGLnx6HP72zF/csn4kVszTe18QrhbiQUYCoYG94utjhm3ctgpdz3xgT8QB2d2Pf6TTZx5jEPIaGKC6qgLuHk6S+zw4PlOeVlAafHE7E2oRwWFuYCxtyUnoBXttxXMgDkzMKEB3sCXpsPJxs5XlmvSgKJxIkFqTXkl7rtJwSlFbVC8Eka+c8uk5j1DBVnx6RgtJqHE68AlsTY8mQbGd4vLhSqhurBslo3m2jdyzVIBk9XatH0tIA63YwHfovW/ejq7sLtdX1MuthyIaekXXzIoU1lfwBttvNUdfQIuGP6CleWBA7RVrioGxspOGnMTM1FjcuKbQ5G7ttXiRsrS2EgZW1MUgrffBcutTJeOnDwwJgbqhtxLy4UKnwTIOmtKwGRxKvoFtYXDuFPZO8M6werByzvqlNQ8pG94sBJNS0aVGMuL05kGYVlksZ9+KKGikkRj4aimaGqPeQLa0rrH4dSQ2wNhOfFeI96KFjeQVt4DwxIC72NuIlZIiRGI7+REDagIRLSEvw9TsXw93ZVp4DY1O+IrqxcVE0/vdvH4jBTQ6eJ9YnwNjESAC1c6KDZB9LcxN0dnSCRSc5SSCjsoL7ILU8Q+X+7k7CRkvmVlIpcDszY2NN8b6eDhIvwgQDA0NDMd5Zx2r5rDA5x46uLjB7UhX91IBqkOjndR3XZ8UBkFTWxFuQpdLKwkwMh4bmNjS1tsrg1NgDeuOAS2ZWU1MjGXg5o1Kkqq5ZZmXKb35yWw5yHAhpkCj7M0OKsyrGrFm3g7FwCkF0ZMUMD3DHY7clYGncVFlOUj7iUNpJWd9+FWDHrC1t4UuBQEHG4RmyYZyb1ZA562QxMgrj+LpgQu021O+qBgarAeKueO8Sz0Ec29qESLyy4ygsTY2RX14jBekWxAYLPoMhRj4TfQnbYe0a3scMjX52LAk7jl1CmI8rmto7EejpBE9ne7g62iAi2FNClN9/cLkkAhDITzzc3947IGEhNzsrNJLGPToYzvZW0j/luKwvFeTpjCsF5dj6xWlUN7SI8c4wzsIZIfjkyEUwhONka4W9Z9IQM8VbPJIM+Ry7lCMZaaSc7zYAVs8NE1LEvs5HXTaxNaAaJBP7+k3I3tM4eHBVPH756ucSynAm3sPUGJsWxWKqn6sYERwgKZLN1NTay4DLuhhP/Ox1+Pm64nRqHhKiNAA3gk+5LQdYGiH8TqEB0dzSLqj9DQtjcOFyAb71x/fgThZeYyOsmB0mMe55McH463v78dnBC7Kcxstj6+aIodTSrsnSUtrjS4Dt0ujgsZQZJkGuNISYWk7w3YvbjyAjpxiWNpYoKK+R7aVT6j9VA7eoATIDP357Qi+ImkzULP6461gyrCzN8Yun1knJChr2rITdn1eBRvv9q2YJeRiNjp89sQ7v7j2Lc2l5sLSyAD2S9L5QHlw1C7aW5lg5O1yyCrmMlPKkpf/kyCUUFlcKbTwZlJmKTPyeW0/2D8NKDF++ves0LmYUID4yEP/vkdUSumFIhxMTltogG7K/h5NU7GX7z9y1CB8eTMTZlBzBd80I84OFqcqYKhdED//pNXW8Hl4vqdipL9TxxRW1UqejpbkVdnZWmB8zBfbW5ricWwp3JzthT+XLPymzCJFBXsLrQkr34+czYGNrKUy7rFdz78qZApIjEy4NEmJIaNiQtZWzyMKyani5OkisnW7t/WfT0dDQBCsrC/GYEHDM/RivzikoF0wL6f0jg72kyim9JQqluNIeK4fSsCLehaBCGiH03pRW1fVWCj56MRPp2cWwtLTAS9uP4IXv3d3bju69qVLH62pkeH+r1PHDq8/hbI0eGoJyCRznM0Rj6OF1swX3NZzHGUpbKnX8ULQ29H1UD8nQdafueYsaIDCVQDxd0a6OTKNiZg8Og9wLnx29BDMzU2RdKQQZH2eE+orngZ+KcFanCGdmtgEeyk8xcgiW1RVxHcdOwcIefIqynn3knyK67UUFXz0W6+coNXRYqfT4pSyYm5siLT1PioMxO0AVVQOqBq7VAEMxDNty4sEwKT0p2s/VtVurv/RZA6pBos9XV8/OjbgP8sXQS8IBS6kAOh5PM8THFeXV9JjUY/H0EOFsMDO9WmPnuj4zwqSJMl23Sl1w6xqgN4vGbV9CUCh5OBR+mb62UZeNnAYISCe5G/VPDJgqk1cD494g4cxVvUm1btBu9GIWtJaO268c6M1MBl+pua8TItX6vOgg+etr/XhaRqDhmrkRA+oS7RAOyiToU2VkNEBg555TKSipqpXwHN971DsNFeJ+SKGuZFKNTA/UVm+mAXWcv5mG9H/9uDZIOGgQyU3woCo9GjCAACknij5oRFioZbtveLkIumW1YbqtVRkZDTAbhB4rczOTXsCzciRmgoT5u8PX7fqq0Mo26qeqAVUDI6+BcW2Q0DtCdyrpwM3N1NkjbweCL2sbW4QDY+Rvj1s/gq21uaTodXR29nKG3Hqr+tVCflm1pDiSsl6VkdFAgKcT+KeKqoHBaIAeNDWUOhiN3dq24/otz3oxzGBg8SdVNBrILKiQfH7tqsXjWTecddKIOpWSO567OaZ9IwU+DW8C+lQZHQ0wbZtp2jX1zaiqaxI2XpYZYNZUak6J/BVV1F7nTblZ70yNyZejXseb6WmirOdEypBvSdVJPyqXbFx7SBhTD/Rywc5jSVJZknH2ySzk5jh3OQ+r54T1FsMa7/qg4eRsby0DPl8AxJSoclUDZVX1gh1R6eSv6mQkvh27lIXEjALYWlmgs6tTQsHEkEg4uAdMzNmwiYkRqmubcDIlB/evnAl3R5tBIS3J60Gq9oamFikQORLnorY5ehpIyS6Bo52VpPWP3lEn75HG/RueFVTJB0H2voGCBPX1crLQW4iPi9SWmEjnGDXFCyx6d+FyPuLC/SdS10e0r8wqOJ6ULTVJyMGgyshp4NC5DCnYxrHE3MRYmD9J+GVpYSZGCT0bxPCwmCNrEq2cNQ3xYQFg0bnBCNmHXRxspLaSCpIdjObG37acAGYWVWBl/LReIrjx10v96tG4N0joJYkM9ERdQxM4y2GRNGJLJptwdtfS1iFprxMtG4NeEhoixy9mSaXdUD/3yXb5rjtfhrF4P9tYmovBfd0G6oJh1QBDYqz0PS8qqN92C8pq8PGhi8JOuiwutN/tbrSCz6avq4N4MlmYkQaKKhNTAyeSsjDVx1UqH0/MM5h4vR6c+T9G52dqYiRlrDs6OkH2S6Vg0xh1Z1QPS6bS0ym5KKtuEIIwDqwTUVijghwieSXVuJhROBFPYdj63NLagcMXrjB/G/Ojg1R38LBptv+GWJStS6cOke7WuSWVqG1oEoNCd91gfrOQIpl9iX3LK60azK7qtuNAAywHcSolB+0dXYia4g0T4wnxmhwHmrv1Loxr6njd0yMGgWx++aXVcHOykRLwSp0F3W314fe59DwUlNaICzg62BuspjnRhdTtl64UoqW9A9On+ky6GWRaTikyCsrg4WiL6BAOdiqmZjTu6b++ux/hgR5St+hGxzt/OR+7TiRj5aww8ajcaNubrcstrkRKTomAuj2c7BAR5CGhopvtp64fGw2UVNYhKatI8Ir2NpaIDeGYqwKUR/NqTCiDRFFMXkkVsosrQZcoZ5nTAjyFstvGUsPjQKAaS18zY4vflUJryv4j8clYM49FVPZQpbG5DWVVdTKIMQvA1d4Gvh6OCPR0HmqT43I/xmYv55Ygs7BCitSx5DkLbOmrkOeC4Djes/Y2Fpji7YIAPbum4/nacSz4z/YjiAjyHBCp3pX8Mmzbdx5zogKvKyUw2PNkcbusokohXquobZSXnYxLhoYCZhZ20p5GhahNIWzTIe6ld4djAoUB6x4cbr/dUbZRgtvabffVhvb2um0r67QPNpBl2ttof+/r+P0tu9kxlf042DNcRmCy9L+7WyoYK4UveXxKX3ro6ta8J2ytzeBkZy2FCP3cVU6aHpWN6seENEiUG6uiul5wFdlFFeDMu6GlTZTHG/NYYqasI704MSf9PWS6D8qNtN/ftsaGhlIGvLm1DS72NjL7122nv321t2M4xtnOWvgS+J0Phz57gFiorrquCen5pSiuqIMBWXn7GDS0daSs117W33duS9G99j2Lr/nQbVf39zUb9/NDdx/+pjFsYmSIAC9n4RpxtFUR+/2ob8QWt7V3SCFGFmicNUBQdUllLd7+4gxCfF2xdm7ELePWeB/wXqeXlwYJ8WAE0HI57xOK9stS+14iOSTB/f1R3/fsPuk+OK7Tw8iJIMMsJL6jXinMyGSpCXo4qGPqnbitGwmrFFv3TGpvtJ26buQ0MGENEm2VcJbBGQRvPD68qTnFoGu8tqEZsVN9xDXOWepICI2f+qZWvLf3rLxU7142QwYxPgCDFVr37D8HrMkkvG4jdX3Gix7V0MzYXYmmlja8v+88ooK8EDvVe8AdocH85q6TcLC2BAsyknV4uITFF1nVmpwlCka/L4OEM3wSIfq5OWDpEIG2w9Xn8dgOeWNqG5vR3t6J8poGMUw4fJqZGcvkjoYJgeNB3i69ht94PA+1TxoN6IVBon0xaRwwPTbQy1nKzZOQKyEqEJyZjoTQ6GHpbCd7azBOzBL2nFGxfL0qqgZUDYy9Bkh+tvN4MuLCfOHuYItt+85hadw0+LrfPEzY2taOLXvOorW9A/ctnwkbK/NbPqG6xmZJ944NGRiGiri5s5fz8PCa2bd87IneAD0hF68UCpkdPSQ0PhjKojeEITnFi8TrlZxVJMUtjRjGMdCwXNtbWyAq2BtWFio2ZDzeC8Nn8o+Ts0vPL0NTazum+LhKj+jByMgrw6yIgGHvYXFlLd76/BT+f3vfAVbXdWW96L33DgIhgQSSUO9dVnW345LEduI4dVImM5lJPJNx/skkM5mUSXXiFDu2Y8e9ybIsWb03JCEhBKL33vvjwf+tDQ8hRJNoD9jn++Ded++5p6z73r377LJ2THgAtq/oTKTm7+2K1/aeQ3V9E9YkTB/xPrXBkUGALJx0jh6qCn9ketVWxgMBat9oAi0oqcaHR5PFOPLq3rO4e1W8MEEPNCZmaP7MlkXCTfKXD07gUxsXwN9reKG81ITSzDBULSp9rqg5naqFzqYnLmciPa8c9nbWCPByFc6YYB8PxEb4i99Ib2xINZAwI7T7MH24sosqwN/9udQ80LcnKtgHy+KmIcDbrbue7owvApPqW15SWYvM/LIbHNHWL5iB9PxykGNgJMu1vFI8v/MklsyO6BZG2D7Tzn/+zmU4nZyF948kTajMvCOJjzm3xZXTXz44jn1nUvH2gfPiaGjO49WxDQ+BdnSAjqr0CZkTHYSvP7gWW5fPwlsHzktI/WCtUxi4b+08zIzwF1+U9ILywS7R8yOIAHM9keqBfjTuzo5wcrRDeU29cBpRuBtKYf3C8mox33g4O0gyy6ZWA7KLKvUZPRQAx6jOpNGQcLVBm6y/l6t8cU340e5Lu/H5tDz4ejiPiB343NVcfHQiGTtWxAuJkqkv05Y04F+6dxX+uuskXvn4jKyqqKnpr2QUlMHf003ViP0BNILHyWNz9EIGHliXAB8PZ7x7OAmv7DmDe9fMhZuzwwj2pE2ZCwL0w7CyssRnti7EqrmdWkuSLTrb2+L1TxLFB2EwIjS+9sje6upoj9c/OYetS2epWXaMbvD8maFYGBPW3RvvZ2Jq3i3xGRmNRuGGoUakpxAjTsVDFGq6B6A7o4ZA/2/JUetydBouKq9BTnElGFXTu8RGBIgNmInphlsOnEvDnlMpeHjjwj6FEVP7rk72+OI9K6TfP713TKJwTOd6bp/feQJHLmSolN4TlFvcZ96QoZSPTibjxKUsPLxpgajq6VdEJ2TanSk4llTWDaUZrTPBEKCg+Y1Pre0WRkzDZ+j149uXyIvt7YMXhhSNtTQuAnetjMdHx5Nx9GKGqSndjiICNG/1LBQo6CROIXOohVouXtNTGOG1vdseantab3QQGPodHZ3+R6TV5haDJMNakxDdb3sbFs4APdsbukKD+63YzwlqYGiCIYX7E9uWIjJ4cG4QW2trPL59KbzdnfC7tw6jqq6xu3W298f3juG5d45g1jR/DTfrRubWd5IyCnE6ObvfCxnu99q+c8jIK8dnty5BaA+OAWbYZQRFsJ8HXt1zFlkFFf22oycmJgL0J+jPB8PP01VMrCUVtXhx18nusNGBZkqCtU9vWSTCLQUTrrK1jC0CJn6RW+n1dq65lfa17vARmBQCyeWsIjCGnJTN/RXaHmeE++HYba5qDpxLFc/4h+9YCDquDrVQAr9/XQJmTwvEs28dQUF5jYQjv7jrFI5cuIYv3rsS5EfQcvsIRIX44ldvHBRn4t5cA7Q901+kvrEVn922WMx2vXviymn78jgJD3/r4AVczijqXUU/T2IEqEH53I5lYMzGn98/BkblDFb4rPnCXctxLb8Mb+5LRKvh1sP8B+tDzysCUw0Bq2eeeeaZiTxpah0oZGxbPmtQGm4vNycJGSNbJk0qt1K8PZxRXF4rD6DoED8wv86tFMbBc6X2xv5EURFTXczsorMjg4QI7Vba0ro3IkAtB8mv/vD2EfkOzAjzE9bG0so6vPTRKSGYe3BDAlivv0KtcESAl5hv9pxOAcnugn01A29/eE224/TxmjM9WLiEPjl9VX6T5K8YqNjb2WDu9GCcu5qHi+n5wj80FK4S9kUnez6PhvIcKqqoFaZXhrVq6USAAQw0sfKeDaXQnE/cJzMj9FBwMPc6E14g+ej4ZTC9PUO3OqPS+4fcxspK8sEwsVl81K1pJehnEB8VCIYV8/roUD8JJey/t5vPBPm6Cx28v7eb/Dgam1pBMxMFFS3DQ4C8M/mlVWhsaUVuaaVEzuw8dll8Re5aFQ9rq6EJkPwe+Xu6gL5CDc0GhPp5DJulc3gz06vHEoGZYX6SVI3mWfIKeboNzF/Elxw5hxjJR1+wyCCfG/KfMMyUXEhpuaUgiRcjdGj25T5NP4MJPZw7BetjSZloaG5BVkG5/LE/5srxcHG85efQWOI5Wn2pQDJayI5vuxNaIEnJLkaLwSiht4MJIyaY+QOua2yWldCtroCZr4Z5Vypq6vHxqSsID+gkXzO1PZQtIzvY786jlxAe6C2e30O5TusMjIC1taU83AvLauRFcvh8OlYlTAfDvns7sg3cEoREj6kIDpxPw/L4yEE1b4O1p+cnFgLhAZ5iAn730EXx7RqMp4LfLwoXlbUNOJiYJt8/NxcHIe0ilTmTSZ5JzgHDV5lvK9DHXfJT8fffn29LT8QotNCsZG9rLcIJSdJoKqLGj9pAExlYz2sm+z4FkvLqhiEvLKmRIpGaakjM+5sxYZfmLa1toGp1fkyoEFzxy8bcL/zR9lVa24wor6qHsaNdVsvM6klSnaGsUHq3t215HFydHfDChyfwwNp5iA7z611lwM9cfdO3ZNW8myOCBrxQT/aLAAVSkuHRfEfz2Op50ZLIrt8LBjix/1wqUnNL8dRdy0G1vJaphwBTTtCc8sa+RJBZdSCHeRM6W5bOQk1dk/ih/Pvnt4ogSwbRB9YngM8MmhXT88tEk2drYwPmiPB2cxIqAl8Plxs0cfSFYvJQPrcqa+rBFzBZSum7snbBDNhaW8HRwRbU+k7FQrI75hsiueFghU7HxZW1SoA2GFBmcL7vt7cZDGywITDPhK+nC7IKK+RLSXVmgJc7tiyN7fPSC2mdcetMnsQvqIero9AP345Awg5WzomCm5MDXt+fiM1LZmFBzHVWwD4H0HWQeTXIGBge6KWmmoGAuo1zXEWumDcdu44l4zuf2XjLLfAl8P7RJGTmtuPxAAAgAElEQVTml+MROi97Dd15+ZY70wvMHgEKtoyS+9vHp8HnzZ0r4wcc8/lr+SCr6JZls2/QqtFc6OrUKThw0cRnBYWLSxmFYorhIsrL3Uny2pg6aGpuRVlNg7C5hvi6C+sz2WapUblVjZ+pzcm0pSmNeJy4nDVo+kwy3bKQ4VWLeSMwaXLZZJdU4sCZVDyxfWmfiH984ooIAVRxjmTJLCyX6I5FseFYv3DGoE2TB+PYpQz8wwNrVCAZFK1br8Cw7jf2nRNhgoLiUEtzq0FWwzTnPbJpIdxdHId6qdab5AgwX9XLu0+L2YS8NYzK6l3oV3YqORtbl81CbERA79MDfuYLMzmrSLQgpop+Hq5iBqKPihZFYKogMGm+7W1txgHtsTTpmCTlkby50wK9RQi6cC0fb+0/PyDBWW19k2Qinhnmr8LISN6EHm3Rrk4/n8SreUOmhK+ua8QLH56E0diBx7ctVWGkB566CxFEGBZsMBq7QshbumEhBcmuE5eRmJoLRnLdqjDChih0zIkKwqZFMd1/c6YHyfHujnRHEZgCCEwaDUl6QRmOX8zEZ7cu7vO27T2VIs5kdD4bjULuAmYRZTKuO1fG3UBDzhdecWUdTlzKBIWSrz24ZkDhaTTGN5Xa5IuDtn+uZB9YlzDg1AvKqvH6vkRQLX73qjmw7mP1O2ADenLKIMAFzbuHLoiJ+NObF4uPyXuHL6KyrlEYf+kwT8Zofv8wQLJ78o6SSq3nliD2PtYf3ZrpuoGAN9XhlqVn2/xsOt959vrn3sf7qjvUYz3b6rk/1OtNYzNte7fR+zjPs/SeK4/1d26wNjtb7PwvdZmGwNISPh4ut0z90LMt3e8bgQnrQ9L3dMbvKLlN5kaH4O1DF7A8fpoIJFdzipFZWIGishqJ7ImLChLfk6F41o/fTCZ+z3T0WzAzTO7F0YvpWDGnb+fhDJJa7T8POjBuWhwz8SeuMxhVBKjJIMnh3tMp4tBOXw5GzDy+bYn4o13OSEdZdb0IJJbdr8BRHZI2PsYI0P/Q2tICrs6OINVAZNDgjN1jPMQJ3Z0KJCN0+y5nFErIH/Nc5JZUYv/ZVFhYWsDRzgbL50SC/AZaxg6B6FBfMGHaqeQsXLxWIA8PfjbZ/3m/3jl0EduWz0bCjJCxG5j2NOER2LgoBi4O9iitrhOGX2b+Jq8IV83UstE8rGVyI0DKiZSsIllozooI6H6uTO5Zj/7sVCAZAYzJPfC33WfEkfJCaj4Cfd2ELIn2ZMcB2EFHoGttYgAEFswMBf+Y6ZkvjF++dgDTAr2wbsEMSWfe0mpAqH//6QYGaFpPTXEElsRFCAJXs4uFX2RZl1Z0isMyZaYfE+6P8AAvIclsN3bI814F0eHffhVIhoEhuVAOJKbil38/gPkxYeK/Qh8SB1sbkKirur4JJNjqy6Y51G5vxcbZX5v9tdFX/Z51e+73VZfH+qvT+3jvz6b2Ruq4qb2eW7ZtZWkh3A0+7i7CU1JYXg1mWA7x9RS23V+9dgCPbV0i3CU9r9V9RWAwBJqaDbiQlo8Vc6Nu8Bkb7Do9PzkQYNjx6oTpeGv/BQnbDuuRtHNyzHDsZ6ECyTAwJ2ESbYp//f5jsLG2FH+R5qp60ImVGYjbOtqhtuRhADxCl3agAzbW1sJs6exgL8y+DO9lOGdDUyu+/os3JD09oxy0KAJDRYD5ayKCvJSvZqiATcJ6TPvh6+GMgvJqBPm4a2TUMO+xCiTDAJA2461LZ4NcJGk5pWI7Js00c97cLuHaMIajlw6CADVWzAVCrZWdjQ3uWBqDlfMi8fbBi3jnwEURHlfNm67e84PgqKc7EUjNLZEs3soVMrW/EUzwdyYlBw1NLaopG+ZXQQWSYQKYnFkkYYAJM0NA+mct5ouAu7ODRNRwhKScTskpRlSQD/71s5vkM7OHthgMKpCY7y00q5FRw9ZBIhItUxoB+gka29tBpmctw0NABZJh4Eea6PNp+bh3zRx1Xh0GjuNxKXOC0AmNhHY04/Az/2iC06IIDAWB9k5G8qFU1TqTGAGahLWMDAKThql1ZOAYeiuGNiNOXs7CqrmRKowMHTazqkmbr6ujPQ6dv9Y9LiY91KIIDAUB/aoMBSWtowgMHQEVSIaO1Q01qaIjy6e3u/MNx/XDxEKA98/JwQ6qGJlY901HqwgoApMPARVIbveedgAthja1G94ufmZyHb3knRxs1RfATO6HDkMRUASmLgIqkAzj3k/mVXWroQ3806IIKAKKgCKgCIwFAurUOsIoM7kWU5G3NLXAycURmxbNhLOj/Qj3MvrNvX3wApgT5r5180a/syH0UFheg8Srudi+Ig7p+aVobGpF/PTgIVypVRSBiY0AI3lqGpphbWkp/mpVdY1wdrCDna0+vif2ndXR90ZANSS9ERnmZ2oV9p9LxdO/fRdnr+RIONgwmxyXyy+lFyApvWBc+u6r07Y2I+oamuXUu4cu4k/vH++rmh5TBCYEAleyivDPv34bX/3J3/GVn7yKr/z3Kzjcw7m65yT4THlj3zl5rjS1GPCHd46AiSHzS6vwp/eOCblfz/rmup9dVIH3jySBhJLDLceSMvDKx2eG24xeb2YIqIg9wjckLMALn9uxDKSV/sLdK+Dm7IjjSRn46HgyWtuMuJKah1kzQ/Gth9fBz9MV1XVN+MM7h3H0fDqsba3xtQfWIMTXHa/uOQtvdxfsPpqEh7cuxp0r4/HSrlOSadTa2gqf37EMdyyJRX5pNf7v1X3IKyiDhY0NtiybhYc3LRTqemayfe2TszA0tmDR3Cj806MbYG1lhTf3J+LdwxfR2tSKe9cn4JHNi8DokkOJaXju3WNoNhiQklWMJ7Yv6xOdU8nZ+P3bh1FeXIkZM0PxnU9vRGpOCZ5796j05erpgie2LcXSuAgcvZAuSezop3E+KRMJcyLxrYfXg5wgFCp2n0iGTXs7IsL98dTdKyQ/BLEjvftHJ5KFm57ZVGdNC0BdU4ukdydd94lz15CVW4K71iWgpKoOK+dEgqRmLOzzQGIavvf4ZkkV3uck9KAiMI4IJKbkYs+pFHz3M5tgbWOFdmM7Ar3d0NjcKizPDCQlvwXpyRmKnltcCXRYyAKHGsLaxmb4eblK0kgSs5EDg472fMY0t7RKKHtPDUqrwSiJ4KysOrUsNlaWYLbi3oXRg/WNLWjvaIetjfUNBI/NrQYRfnidi6Ndd0I5amza29thb2srY2az1OqQiJBbNycHsF/m/fnbrtMI8HRBdJg/nB3tbvh9cp5ceHAMTMvh4mTf3UebsV3aqm9qkWeVl5vTDY7opvmxb5JSmpJokiuGbTo72YP+YqYix41GMNWHk70d+oDCVFW3Y4jA9Ts0hp1O9q74g2bitvrGzhV9dlEljiZl4J8e3YhHNy3Er948iBc/OoVvP7wB3//jTskH88xTO2BpaYnWNgPKq+vxwZEkfPuRDfjR1+6Bt4cLnvnjTnB1RIGFNMW/e+uQCDTBvh5YGjcNc6YHiXDz/AfHJSW2v5cr/vflvfje43cgLiIQDa0GWMACz71zRExKn9m6GFSP/eGdo/B0cxLh579e2I0n71whL///fXmPPNh636uzKTn4wR934tNbFiNuWgCKK+tkXG7ODiI0VdY0IDO/DP/914/x3k+/JKu4A+dS8b9fvxcPrJ2H/3x+N17bexZP3rkc0wK98akN81FeVYej56/Jyu9HX74LP3l5D3JLqmTsVE3zgZdfUo2dRy9JqncmtrK2sMC3P71RopwOJl6TxHnx0cGwtbTCWwcvgA8sDeHtfff0s7kgwEXFzHA/3LkqHjY21t0v0Gf+9CGSrubA3s4WAX6e+Np9qxDk6yGpDyh4UISgoGBlZYWy6nocS8qUbOJM8PnsW4fB58GVtFx4+7jju49txuzIQFzLLcXPX92HrMJy8MVOvp0ffGE7QnvlXqHwwEXAX3Yeh6OFJWydHPCp9QnYvDQWF6/l44/vHZOFT7uVlSwe1s2fIc+xvadT0FLfhPjYcHz7kfUy9pd2ncS+s1dFQFoeF4mn7lmBtNxSnDifhm+XVmLurHBZyHC8pnL8YgZ+/OLHmBnmj6TkLEROC5RFRaifJ77xs9fF+Ty3tAoBXq5YOnuaLE5WzInE1Zxi/PK1g8jIKZFF3RfvXiljfmN/InafuIL66nqEh/nh659ag0Afd7y8+zQ+PHZZxhwZEYDvP7kNPhotaboN47pVgWQM4Le1scL8mWGS6p7dzY4IRHlNPSprG5BdWI5//ewdmB8T2j2SoxczEBMRgLtIuGZnC77kyQjLFcOJy1moaWgSyT6vtEp+pGev5qCythEtjS3IyitDVX0jZob7Y2aYH44nZSGnqBILYsJkBcX8G3yQXUzLF0HC3s5GMuEWlFbLA+rBDQkyDmay7GvZcCE1TxJJPXLHQqkXBwgt0LuHLoDjbmhuRXV5NfLKa7oiVywwf0Yo1i+YKfXvWTsHpy5nI7ekEhn5pbhwrUAol3PzSuHoZC/qXKqzqeWhoGUqxy5miM2cD2OuuPy93REXFdTZ5po54MNn/+mrcHdxRFpOCf76H4/1uQI0tadbRWA8EWDyzcsZRXj6DzvlFzQj1A8PbVogWs/IIG+UVNbiyLl0/PatQ/jxV+6+6adIwYTaFAoZzDbLFX9FbQO+/+RWRIfche/85h18fCpFFic/+utusP1ffPN+nLmSjV+9fhDUdvQu1HzERQbiiW3LkFFQhvPJ2fjrhyclgdzzO0+K5uTX//IIqAXm+CikUJP5H09uxebFsaK1oRbiN28eRuLVHFk8UXD647tHROO7MCYMW9fMxTcfWotpQb6S/6vnGPhcq61vxlfvXw2fJ7fi2796W8wy//jwesmovCZhOp55ajusLa3w4kcnhXaBiz8uvEL9vPDTf7hXnjmllXUiDP35/eOiFabm6ddvHMTv3zmKB9cl4KWPTklCzce3LZXnsKOdTc9h6P44IqACySiAT/Ukf9ymHBdceTAip6O9AxaWVLt2yHkHO1sYje3yEu85DBPvH69jMaW1nj8zFOsXzpRrqM41/dDScsvw2g8/BzHl/PBlNDYbRHPwp6c/jdOXs/HBsST85KVUfPX+NZLDJTrMD5uXzhLVKIUlmo4+OZUiqk3TOKTrXmFEHA/VwHQo7VmYTPC3bxzCA+sT8MV7Vopq+KGn/4y2LipLK8vrrkoFJdWwtbbG1ZwS/GXnCTz7nYcldfcHxy5h5+FLshIkTnzY9i4mFlWiQvW0qdjb2uCJbUtADU+wr7tgpPwwJnR0a44I0MTC3++OFbPlOUFBurSqDu8cvCDCBdNQODvaSt4l0/e+9zyoATSZJrg/e1og4iI7hfQQP09xguXio7KmEXetngsuPqgN9XR1FG1p7/b4m3vvcJKYX2kO4suhpaMd9Q3NIixRs/nDF3bD08UR966dJ4seajipzd155DIWxobh/nUJuJpdhBaDEZ+cSYWhrR1ODvZieqJUxfHSVMPnTu/COYQHeYkZiufmRocgp6hCTD9erk5YM3+6LNB4js9WPgOzCivQ1NKGrctiZXHGc2z/rYPnRUN65GK6bPnsomYl2M8DO5bHyaLofGoeYiL88dktS3oPRT+PEwIqkIww8DS3HE68hivZxdh/Lg0RQd7it0E9Al+kJqstX6j0q1g1Lwq/ffMQrmQXwdbaSn5wNGVQcDHJA3xY3bUyXtpzc7KHq5ODrFY2LJoBprw+cyUHr+w5K+aRQ+fTcM+aOaIlePdIEkL9PBDm7yVaEi93J1ER/+6tw9h35qr4a/CBtSx+GhJiQvHGvkT81/O7xQb79sHzePSORTegQyFr+ZwovHfkEr75f28gYUYo8kuqsDw+EtNDfMFkY3/+4Diozaioa5AHIldM1MpQ3UuN0J6TV/Ddx++Q+pwLzS3HL2Xi9U/OIirETx4ym5bEynwKymvAOgaDETNopukSbGIj/MUBkALIpsUxWDAzDBsWzsT/vLQHV3NK8bvvPHzDuPWDImBuCLS1tcPb3QnrFszoHtrfdp8GtYNc6VPD+eGxZLx1IFFW/XxemHKlcBHTucjpkMUJG6DQ0tp6PUy/ta0NVpYWoLBObQwdYKOCvSVap79wfgpEf997Ds88uU1MHnQcffHDk2hsMWDp7Ah5XtBXbOfRJPzo+d146QeP46v3r0J6fhkSU/Lw110n4epkBwpDnq4tYo41+bF4uzkjPa9MFkEVNY0I8HaHpQUXbt3Tlx2OjT4knC+1P1y08TnJ+dCvxFSIBf1GfD2dxf/mSmaRCDA832Y0SgZmR3sbPLh+vlzP+vRb8/FwxhfvXSnmnuNJmeL3FhHghS3LZpua1u04IqACyQiDzx9OgI+brBQoOBiM7YiPCpIfA1/oLMww29SlAfjHRzYIdTkdNSmx3LFkOuxsrPDg+gQRUEzDo4PsrMhA0IejtrEF0SG+Yg+l6YQ/9gvX8kSwiArxFRtskK+bqGv5sOBK4ruPb8bcrjBZ2ksZmpxZUI5AHzcRWjxdnfDjr96Ndw5dgL+3C/79c1sQ6u9l6r57Oy3IG7/+9oPYfeqKJKSLCfPDgphQsYe/c+iiRMI8sX2pqFM5X4PRKEkHnRxsUFUH8SWhIMPyP1+7B7tPXpEH89OPb+nWqDyxYyliIwJwMjlbBC8KHRTKaMbhg3hNQrQ8tI5fzpLzPOZgbysmHjoCa5LD7tulO2aKADUEFBYMhjbxIeEwE2aEYNfxyyK889lxKjkLEYFe4vjpYGsDW9tOrQJ/z9TCmhxUeS01DzxuKlLf2lp8qeinQif0E5cyxbGUObisrHpJAgCohaDgwUgYZq89dzUHLl3hxS/sPCGLrCBfdxEMFs8OR2ZBGV7adRoh/h6ixeDiKzzQGwkzQ/H//rwLL3x4QgQPzpHak4Ux4bKY4kLizhVx2LpsFjzdrjNdU5PKrOk/f/UTZBdWiun5O5/eJPMSwcrqulaFpltqjqndvWNpLN4+dBGpeaWiYY0K9sGqudNFC/Ls24cxKyIAZdV1WDwrAj7uLhIYYGNjJYvDsABPBPlc92Mx4afb8UHAooNP80lQ0gvKcPxiJj67dXGfs9l7KkVe4IzWGInS3GLAb986jC/evUJUhCPR5mRs48/vH8O+01fxyg8/P6rTY16hp599Dy8+8ziYo2aohUJZflk1VsRHdpvGhnqt1pvaCPzytQNYHj9N/LNuFQlmmy6qqJFraaowFWoFzqbkShp7Li5q6hsxJyoYabklYnLhd/tSRiG4qrewBDILKjAnKgjMVF1SVYt50SHSFP2oqGWl5pKmGPp7MBnttbwS7Dudip9+4155mZv6NW0bmlqx9/QV8VGLCPBGc2srZoYHiIM7HWjpp0Kt7Kq5UXIJfcAuZxaCfhj0+aIZiqW2oRl0tKVvS4CXm0TAUQhjug36mlFbsSxumvjFmfqm9pSYfuX+VWLqYZQeBQ5qS85dzZXM3DQ5sdAvrqaxCfFdJqqU7GKZI6MI186PFkGMQQBceFEA4yKFQhT9zxJT80Sby4XfyrnT4ec5vCztjPw5cC5NniEero6m6ej2NhBQDcltgKaXDB0BPqR6etIP/cpbq+lkb4vvfGYTArxdb+1Cra0IjAMCpuzSvbuOCPQG/66XTi0lTTimQk2KqSTM6HwBUtPJP1Ohn5ip8GX+971nYdvRgarmVtA51Nej798JzSN3r55rurR7a29r3e2U330QwLzoYPnreYz7rk72EnXX+zgFKvqd9FWYisPe3gbbltNV/nqh5mRRbPj1AwCo2ehZGHnHv56FIdPUrvYu1OjyT4v5IaACifndkxtGRNsn7cPiKHvDmYnxgaYX/o12iYsK6o66Ge2+tH1FYCIhMCPMTxy9mxtbEOTviZVzo27y3TCH+XDxQpOPlqmLgAokZnrvqaakGYLx8nyh71gRJ2rcWx0uCZUOX0jHo5sXdTvU3mobWl8RUAQmLgI0V9y75math7nNiJFxGh1nbndlbMdzPR5zbPvV3gZBIDW7BIz9nxbsi+hQ327Ht0Euu+k0vevf3JcoIcc3ndQDioAioAgoAoqAmSCgGhIzuRE9h0GHsD99cAwnzl+Di5UFZob5itMYSYpOJmXA28tVqNkZ8cJQWyadY0TLoTNX8cCmhTeEEvI4w/9MET4kRnpj/3k01DZg6+q52LZsFhJT85FTXIF7ulZRQsp0Pl285dkHo2c+OX1VuAMe27pEeEMY/sc4fqpdDp1NxUN3LALpqN8+dAGtTS3w8/XEZ7ctRkgXE+PBc2nCDWBnYyNheKS+J1Mkw45f/ugU0jMKERkZiMe3LhGuhJ546L4ioAgoAorA5EdANSRmeI/JR0JH0ABfdyycPU1ojRlGR9PLynnTJRz4X3/3roS8ZuSV4ycv7UVNXSNWz48Gw/J6F3rb05H/4xPJ+NVrByUceOmcSOEYIJtjU0ur0LaXVNTKpaRb/vB4spiIfvn6Acm5sXhWmESv/PRve5FDltWCMmFIrKptxOqEaDnHjKSRwT6IDvcXOvifvLhH2nvrwHn84tX9iAnzl9BkEizxevKS/Nuz76G+sRVL50RJwjB62VMg06IIKAKKgCIwtRBQgcQM7zcZFWPCAxAbGYRHti2Bt6uTcAg8vGmBJMIjlTK1EQyfYyz+3OhgPLZtqWgpSBHdu9BLnWRBhy+mI7OoXJhia5oNkmeCIYax0wIwPyYMr+87J3TyDBEkKyJD2CjEMHSvubVNOEWYV+ZKRqGQGs2RfpfgoTsWIirEB/Z21kIpfeJKDi5czpRswRQuSJRGr/av3L9abNnx04Nk3Kk5pThxOVMo4+qNRtG2kMGVZiYtioAioAgoAlMLATXZmOn9JmOhiVGR4XBMjOfmaC+jZTIu0sSTX8DB3kaIg8jGOFAhXX1LqxHBPu6YEeaLhiaDMBaSU8DDxRF3LImRRHserk5oam0TeuWGphYYjR2glz7NK/7erhJ+Fx8ZiJOXs8WMZOq3sLxGqNsf2rgQzzy5HSmZRfjeH94HGSlZTPwB3LchwVEHhGDJ0c5OiOMYRRTs4wYvN+cxCRMeCCs9pwgoAoqAIjD2CAz8Fhv78WiPXQgwyoYUyszO6eflJo6tz713FDR//Oxve1FYVgNmumRqbWYWNtFK9waQx0kQRAp31iehW0FpDbzdnGSfn1nmRYcKWRGzCs+eFiACBNN4k1aeCQDJtujqSMr6ZhkX05NTUDL1Sy2MlYUFGptbsPtEMn795kEwx42bs70k+aMPCsdO9kay0lKgiosKFGr95MxCuLs4iNaF7U8Srr7et0I/TzIEOr+n10nNJtn0dDpDRMDknzfE6lptAARUQzIAOON5ivlsSGDEQqfUf//8Fry+L1E0Ew521vjZN+6Dr6cLmJqbVOqWPRLY9Rw3tRpblsZKHp3tK+IkydWh89ckZwazB5tMPC6Odnhww3w42Nnh3jXzupv41sPr8c6BC2DeB+o6wv094TDPViitVydMF1prVibb4b99fht2HbuEmromMBFgdKifsEk+tHGBpEw/m5KHqGAvsC/yA3u5OeE/v7gDb+5PxIdHLwuzJBlTSYOtRREwdwScHezMfYg6vjFAgLm2LC2YHF2F0+HCrdTxt4ngaFPHc/UlhGi9BA3SFFPbYXppsw7rUkPRV5F22juJ1UznmZSKjqxkMmROiJ6FGg9TduGex2keotZG8mhYWsrY+uqXuHBMrMe2+BslTfaFa/mw7ACqG5rxyZmrePrxzZge6tvdBX1NTBk8uw+OwY5Sx48ByJO0C36P3Z0dlfVzkt7foU7rdHI2mg0GyZXDZ7OW20dA0bt97Eb1SgnX7UPi7r0qkzwYfdQzDU7a6ZVIizklbG0cTFVu2PYljLBCz8Rd/Nxfv3TINRVTWxwef7TZ2cVw8XTBPzy45gZhhPVJNa1FEZhICDBJ5MFzqZgW5AUmp9QyNRG4lleKBbFhslCcmgiM3KwnlUAykMJM1Wkj96W51ZaYjvyHX7rzVi/T+oqAWSPg6eooTtjn0/Kxck6U8PSY9YB1cCOOwJkrOQjy9QBzE2kZPgJ96/mH3+64tNBsaENDc+vNf02tYqIY0bzGFiYtwbhMVTsdaQQGkmZHui9tb9IgQD8qZwdbyWxbWdPQHRk3aSaoE7kJAQYa0HR+LCkDlXWNWBgbBkc725vq6YFbR2DSaEg8nDtNEG/uPy8ORj2hYNpt8nAsio3oeXjY+zbWlmC6ay0TFwFGKNU3tnSaoCbuNHTk44jAwthwIfXbc/qqsBBHBfuIf5ZqZcfxpoxC1/SZozCSVVghfEukQ1gXG97tzzcKXU65JieNU+tY3zmD0YidRy9JNAkjXbRMTASOX8pEcUXNDZFFE3MmOurxRoBO3EUVNbicUQiyFouf1XgPSvsfMQTorG9va42YCH9EBHiLE/6INa4NCQKTRiChgEDJtbq2UaI8SOpFdlFRrzU2y5ZfKDpaUqtRUdMAP09n3Lc24ba/WAVl1TiYeA2f2jD/ttvQ7+H4IVBcWYsTl7KwZHY4Arzcxm8g2rMioAgoAooAJo0PCYWR3755CCWVdSitrBNadNr1GL3BBHFUr8VGBGDWtECx8568nAV3F8dhrWICvd0RE+6Pj09dQUNzi36dJhACxeW1OJeSi1kRASqMTKD7pkNVBBSByYvApPEhqa1vkiR0W5bFgklRyGnRV0nJKhbK9We+sA3RIdd5MPqqO9gxhrMmzAhBcqY1Pjx2BVHB3vBwcVCCnMGAG+fzJRV1oHaLzmjqHT/ON2MKdk/n+pr6RlTWNvbJ+dMTEqaMaGs3wtXJQZ5vPc/pviIw2RCYNAKJ0dgOXw+XAZ1MS6vq8Nu3DuOJ7UuGLYz0/CLMmhaA8ABPJKbmIS23BMzL0rswiKOj98EhfO7vuv6O99Xk7dYdynX91el9vPdn0zhH6ripvZ5bts1iwt0UZRXi6447V8UN+NnMYccAACAASURBVF3pulQ3isCII9DcasCBxDQwu7aXuzN6fk9NvwfT1tLCUjJjuzra40v3rhzxsUy2Bksqa4UF2t/LdbJNbUrMZ1IIJPR+Zsivs+PAVM5uzg7YumyW0KD7eboi2Nd9xG6yk4MdVs6NGrH2tCFFQBGYnAjQ340EhyvXJcDb3XnQSV7JLEJiWt6g9aZmhQ6k5ZaB5GTMr2Vr3flKO5tiFE11ZJA3ZoYzA7pJ7JuaKE2UWU8KgYSZbOnASir0gQppfSmQ7D+Xhlf3nMH2FfGIkS/rQFeNzzlm+jV0ZcqlI+5gcxufUQ6/VxEmW9vEEXkorTFygXT3zO+jRRGYiAiYvrlMTjmU0tpmHEq1KVGHQQpMOkoBJCW7WNJTMI8Ws5HTTE/ndJrSGe3EenRcZzJPC0sLSVA6M8xf6plSb0wJ0CbQJCeFQMLoGWajdXYYGv34uvnRQmb0wZGLqGuMxqLYcLO4ZWXV9cKJ0djSCuZYqaxtkHHROZeSvoerk7BBUrvTn4+MWUzkFgaRW1KJn72yb0j3gPb0wopqTA/xw92r4m+hF62qCCgCExWB4opa5BZX4WpOMXJLKyUr+IxQXyyODYezkz1ozmI6jJ6F2nAWCiXMk1XX2IzEq3nYfeKKcFIF+3ogNjwAIf4eCPTWCLue2I3n/uQQSNo70NRiGJL60wQ2hRBnR3vhEqlvaMG6hTNMp8Z0m55XhoraBvnhVNU1yjzcnO2xKDasez6NzQZcSs/H2ZQcWFtbwsPFUZgBHext5OXM2PiJWpgp09/TFQ9vWjCkKRw4m4bMwvIh1dVKioAiMPERoF/enlMpsLO1RmSQjzwDq+sacTWnBJuXMoih/0JNCLOKp+eVoriyBiSto79hRmG5LPpWz4/u1qr034qeGSsEJu6brAdC7e3tnWG+9p0mm6ZmAzrQmXG2R7WbdmPD/UVT8ub+RNQ3N2PLsjjY9OGQetOFwzjArLlJ1wpwLb9UbJy0eVpZWYASOzU39EXpXVwc7bAsPlIOUxvESKG0vBK0tbUjKb0QhrY2MAR5/sxQ+fH1vt6cP5PN0tbaqt9sxb3HTnbc/jIb966rnxUBRWDiI7Bq3nTwr2e5klWEU8nZPQ8NuE9H4iWzI8CEiFrMF4Gbw0HMd6z9jow+JPS58HZ3QVJ6Ab7/xw/w8u5TqK5v7Pca0wmyrD62dSnyS6vxxifnJA+O6dxIb8nkSFPMxfQC5JVWgyYaGxtLoR6uqm0cEgUxfShIg0/fC2pIqI4sKKsRe2pyVhH4w5toxRQFM5RxmyJlhlJX6ygCisDkRICmmFtZmHDhw2u0mDcCk0JDQoiZ7Ojw+WvIL6vG53YsQ2puCf7ywQk8tHG+aA8Gug1U6fGa1z45h1c+PoP71yUIn8hA19zOOTqnTg/xxbRgb9hYWYkjJ520SipqsO9MGhpbDOKwOVDbrE+qczpxzQz1h7VoFyxgbG+XcDc6fGpRBBQB80WApodb9QHri0rAfGeoI1MEbg+BSfH2old1VmE5auqb8OSdy8EYdDKo7j19FS/uOon71iVgevDAJGj2tjZ4bOsSvH3oAl766CQeWD8fAaMQy86HUc/CwCB3Z0exj/Y8PtA+qe/ptNUzzNkGNzp1DXS9nlMEFIGxQYDOlExTYUq0x1U6/R/ySqrE/2soo+Bio6C0GlezS2BlbQlbKyuJJKH5lg7ukzUCbyjYaJ3JhcCNb8cJOjdqGz61fj5iIgKEKt40jY2LZsLT1RGvf3IO25bNxtzoENOpfrf3rp6LT86kiMnnntVzxQmq38ojdIIPnFstNP9oUQQUAfNGoLa+GR+fTAF9HpwcbDEvOkQWE/QZ83ZzGtLgwwO8JMUBQ1kraupx4Vq+LL74vHtwXYIKJENCUStNBAQmhUBCrcPi2RF94k1HTxdHe7y5/zzqGluGRF62YWGMhBC/feA8Ni2KwdwZgwsyfXauBwdF4FZV12zwVmzHgw5AKygCo4gAtbV3rorHsvgI0Nm+sLwGDGP1cncCmaM93Zzk+9yXloP+YDTRNrcYhGI+p7gSbk72uHNlvGhUfdxd4OHqOIqj16YVgbFFYFIIJINBFh3qiye2L8Ure06jtqEJW5bNHjSpHj2yGd2y63gyahqbsbqXl/dgfer5GxGgepkZmKnZsbS0RFubUR62ReW18sC9sXb/n0gSRbIjOgTTwVcIjiwg7ZKPgH46WhQBc0GAvh80/ZrMvw3NrfJ9p8/b5awiSQRqSgDKrenbS2d1hrdz6+3mLIlBF8SEgSH+fUXimct8dRyKwHAQmBICCQEK8HYV/5IXPzqNv+89K46rDDcdqDAzsKODHagpqW9sxuals3R1PhBgA5zjSu9YUiZOJGWKAy6dcpmFubGpFfNuQQNFEqPU3FJRgeeWVCEjr0yijkhydM/auaq+HuAe6KnxR8DJ3hb8oyN9mL+nCNJcJNEMQ74Nkv+x+Hg4Y828aDHvkGXUJKiM/wzMYwRc2NB3cKiFWtXbMY0PtX2tNzIIWHQwfnQKFRKovbrnrHw5GYFDc85gpaSqDq/vOwdfdxdRl/alXh2sjYHOl1XVYffJFNy9eo5oZQaqy7t18FwqAn3dMSOUORomTmGGXTrmNTS3iHakxWCQ3BNxkYESfWRy/BtoRnQGZGg3V45kZ7SxthbuGIleCvJWDclA4Ok5RWCSIJBRUI6PjidLtu7BtKJcDLW0tGJ+TJg8ZyYJBJNyGlNOIOFd5Bf07YPnQXMBhRJ6qg9W+AJ8ff85WMES962bd4Pz7GDXDnaetuS3D1zA9pVx8HB26M5O29d1HPvhxGuYHuaLmDD/vqpMiGP1jS0oLK8GOWRKK+vEtk6zTkSAF2Ii/Ls5WSgvk7slJbsExnYjaDcP8nETTZW3h8uQHQMnBCg6SEVAERgSAnwO0sm3tr6pO4KpvwupTXF3cRCKeJqLtZgvAlNSIOHt4IuOeQ0uZRaI+WZaoPegd4khezuPXUJWQQUe37ZEHNIGvWgIFSjsPPvWYfnRkM6+X6WVBYSdtby6Hg+sm4ewAK8htG7+VYgrMaBAkl9ShbS8UiF4o48IHyBUbU8P9pGQRyd7OzXLmP8t1REqAoqAInDLCExZgcSE1LGkDBxMvIYdK+MQHxlkOtzv9kBiGg6cTcVTd68Quvd+K+oJRUARUAQUAUVAERgyAlPGqbU/RJbHR8LVyQHvH0mSTLvL4qb1VxXvHLooSZq+ev/qAc08ReXVyC0sR2VNvdAVD8U3or869Nvq08mng9l6JmchFjfOu0NYaIc7W+LFXEXurk4IC/BGoK/HcJvU6xWBW0aAxGhnkzPR2NQyqLnhlhvXC0YMAWqqSUI5Z0YYgvz0WTFiwA7Q0JTXkJiwobPkK3vOYM70YNyxOOaGBwVNCq/sOYu6hiZ8evNiMa2YrjNtGcaalJaLK+kF8PRwhpebs4TndXrI34I7uKlB3Y44AhRImIiRCQ4rquqEMTMq1A/zYsK7fVZGvFNtUBHoQoD5tk5fygBNrmGBXuLQ3d9CREEbfwS45Oto70BuUQUYvr18XrRkiB//kU3eEahA0uPeVtU34sVdpxDo5YZ71syVfBP0bXjpo1NwtLfFI3cshF0fuWLqG5px6NxVuDg5IFZChW3haH9z1t4eXenuOCNAoaSpuQUpWYWorm3EGpLhDSHiapyHrd1PUARaDQYcPnMVHm7OmB7mD1dnhwk6k6k3bD4rcgrLcC2nGCvmk/17aAy7Uw+p4c9YBZJeGJId8eXdZ2BtbSk0z5+cTgEdXimg9FWaWlqx9/glTAv2xezpyujaF0bmfiwlsxDpOcVYOnc6GLmjRREYaQQ+OnIRvp4umBcbMSgp40j3re2NDAJpOcW4lJaLO9fOV43qyEB6UysaA9ULEibZ+9yOpXCys8E7B85j/ozQfoURmmkuX8uHg72tCiO9cJxIH2OmBcLezgZpOUUTadg61gmCQFFZlZD3RYX5qzAyQe5ZX8MMD/SGj4cLLl7N7uu0HhsBBFQg6QNEhpsy2+9T96zEmvnRfdToPEQa6CsZ+Vi1YGa/dfTExEAgfkao+JQUl1dPjAHrKCcMAueuZCPI1xNuzpp3ZsLctD4GamtjDU93Z1zN1oVLH/CMyCEVSAaAkTTlAxVSEdc0NAlb6ED19Jz5I+Dn5YbC0iqJjjL/0eoIJxICBSWVaO+49YzeE2mOU2WsbW3taGwyTJXpjvk8VSAZDuQdHWgzGMUTezjN6LXmgUBLqwEthjbzGIyOYtIgQD8zLZMEAQmYnKyEC+N/j1QgGeY90K/mMAE0o8uF/+RWMnaZ0dh1KOaLgIb2mu+90ZGZFwIqkJjX/dDRKAKKgCKgCCgCUxKBKc/Uas53nRwoqbklqKtvkjwvIf6e3Rl+q+sbJafOnOjgPj33aXq4nFGI2IiACZH7pc1oRGlVvYzVw0Wd/8z5e6ljUwQUAUVgNBBQgWQ0UB2hNple+7vPvou5kYGws7VBVX0zvnLfKmxZNgsVNQ1gHp64qEBYWlnd1GNziwGHL6RLYjoHO5ubzpvbgfqmFkkwuGhWOHasiDO34el4FAFFQBFQBEYZARVIRhng4TRPhsCVc6Lw/Pc/K1qQX7y6D3/54DhWJ0yHo52tEC0x10JNfRP+uuskkq/mwsrBDl+4a7loUgI8XSVPDzPo7jmdImQ+h89fE6bBL967UgjfOL4Pj1/Gu4cuwM7GBtNDfMH8PgtiQm8aem5xJX752gE0NTTBztEeD65PwNK4aWB6751HL+Gjk8ni5LtpSSweWJ+A7MIKGVdBQTkCAr3wuR3LREBKyS7GCx+eRE1VHebEhuHL967C+bR8vLcvEcfOX8OeUykieMWE+980Bj2gCCgCioAiMDkRUB8SM76vzJ9Q19iMlMwilFTUoqCsBgtjw+HsaIesogr8+YPjYAKoZ98+jMOJ6diyIg5rE6LB1HRl1fV49p3DoId/YXkNfv36QTm2eekslFXV4c/vHQNNQh+fSsEf3jmCZbMjsTA2DAfPpeFcSk6fqFDw8PFwRnx0CBxsrUU4Ss8rw0cnkvHS7lOYExWE+9bNE5Kx/NIq/M9LH6O2oQnbV8/BzDA/MIolLa8UP3phN/w8XbBm4UwkpRfgpy/vBYWnqFBfzJ0Rgo2LZsLLTemZ+7wJelARUAQUgUmKgGpIzPjGOtrbIDEtD9/82evgC35lQjR+8IXtsLK0lGy4bk4OkgSQ5hyStDUZ2xEV6I2IQC80tRjg4mAv5ym0xE4LEAZad2dH+Lg7S+ZiCiZv7k/EjuVxeGLHUpBXJaugHNbWN5uACBPPNzW3ITkrC9UVtcivqhMtCAUkJiBk0rA50SEI9nGX3D8cFwWjNgsLzI4MQliAF3735iEUlddgZpg/Kuqb0NLaJkLJk3etQPzMECTMCMWdK+PN+K7o0BSBsUeAvy/+/vib0lSdY4+/9jg2CKhAMjY431YvDU2tWDo7Ar/954dwPCkTf3j7CC5cyxOTCkMJ6QjK8q2H1mHTohjsOpGMFz44gVUJUXhw/XxJDsjzDE22tbHqzr/Q3tEhSQI7OgAS/fh6uEo71KzQ34THe5fm1lb86K/UbLjhuX99VLhXqOkoq6nHw5sWIMjbDccvZeIP7xxFWWUtXv/Rk/jFN+/H7pNXcOZKDn7y4sf4l89uBKNqfT1cEBvhL5qUyEAv0FmXD1z6vbQZlUCqN/b6eeogkJ5fhj0nU9DY2AwHRzusnBuF+KggnLichYz8MjyyaSHsbG//sX3hWj7Kq+qxYZGyS0+db9XEmamabMz4XhmN7SIwcGW0fUUcHt2yCP/++w+QmJrXPWr6mew+kYyk9HysnBspmpDSyjq0dL3cKVtQAGk1GMXXgxey3da2NthYW2LL0lg8/+FxvHvoIn7/zhHsPHZZjnd30LVDnYyLo72YYA6cS8Nv3jwkAoibkz2OXEjH6ZQcRAR5Y/2CaDEzXcsrxV8+OAHmBlo5L0qEkOzCStyzei5a2tqQkV8Oe1trGIxGZBVWwNXZXkxN7x9Owv6zqaioqe89BP2sCExqBA6cS8X/vrwXWUXlaGhqwZXsIrzxSSIaW1pFQ3ohLX/YAnt7e3v3QmZSg6mTm5AI3L6oPSGnO7EGTTMLBQp7G1sZ+EMbF8DQ1o4LaXlYMjsC25bFidbDxclehIOkjEKE+nnivrXz4OnqINE4djZWCPByFQ2KTZcpJtjXAyvmRIrD692r54AZjilAdKBDru9rBWZra4NvP7IBL3x4AqevZCPAyw0PbpiP8ABPONjbyQru4rUCONrZ4Ff/+CCmBfngWl4Z9p5OgbGjQxxgtyybLb4h//bEFrxz8CI+OnEFLo522Lg4VjQ2j9yxEG/sT8TRixnSrpeb88S6YTpaRWAYCPx97zl0dLTjx1+5C3RWZ6FgbmNlJZpFajmtrCzQamgTTSS1j/xNU0P5qQ3zset4MtLzS/H1B9fiVHIWPjhyCU/dvUIWAxR0Ht28CHUNzahtaJG2+VtOySoWc29WbinWLJqJr96/WsytpAygA3tReTWsrK2xeXEMHtu2RM71nuLV7BI8995RZGcWIjDEVxzSSTdAH7Xfv30Yh86mwtrWBp/ZvBj3rp2LPaeuiP9bU30Tls6LxjceWgvmiXnxw5MorqhFdlEF8osqcOfaeeKgzzmeuJSJ5949irLyGsRGBeMfHlyDED8P/G33aew/lyba4JyCMty5eh7qm1tw6Fwa+Pz4f1/cIdi9/sk58U2bG92ZkZ0+daH+Hti+Ih5WlmoE631Px+uzCiTjhfwQ+l08KxyLYsNh2eMH85kti8RRlT9g+mHwHKNiFsaEocVglBe8qekv3btS/E3CA7wQ5u/V3U50qB+mh/pK5A7Dhyn0zAz2QU5ZtUTusK2+Ch8ATz++RQQYR/tOIYmOrhzDPz68XkwuNjZWIlzwekbabF02S5pycrDrbnJedAjiI4PEz4UPG5MAFBcVJBoe+r9MhFDl7gnpjiIwAghsXx6H3711CN/6xZtwdXbAqjmR4uTN34jJjEpH95+/8gnSckvxn0/tQH1TM37x6n5xCqf241J6oQgsh86ni7P6moTpstCggGFvZy0Lj7S8cjy4IUF4iuiU/v0vbIW1hSWe/v0HslDx93bDf/5lF5bPicR3PrMRL+46hUsZhZJWwfS7N003NacE//mXDxE/PRj3rtqM/YnX8MvX9uM7n96El3adQkVdI37yjftlTLzmw2OX8PzOE3hi+1J5fv33ix+LcPX4tiVIulYgfjL/+MgGMMnlH98/hukhPpg7PQQ//uvHuG/tXCyLi8Tf957Ff/xxJ5777iNg/3kllfjZ1+8TYebpZ9/HAxsS8L9fvxdv7T+PX79xAD/+8l1y7pWPz4ACSVZhuTjif++xO7qfiab56HZ8EVCBZHzxH7D3Tirzm6s42HUKAz3PUEDhX89C51eW3u3Qj4P+IqZyPjUPVWXVcPd2x5N3LUNksI/p1E1bCh89H0omYcnaylKif3pf0FMQ6XmOD1Y6w/YuHLNzD+Gl93n9rAhMVgR2rIxDdIgvkjLycSwpUyLjrKys8MtvPyCaEP7W6htb5MV958o5SJjZudo/mZyN3aeu4Mv3rcLJy9l473ASnO3tcP+6BFzJKkZBaTVWzI2Cl6uTOKzTVMrC7abFMUiI7gzxD/P3BP3W6Nje2mYU7QpNrvT3YjScrFx6gc+Xe0p2CYJ8PbD3bKpQEDQ0G1BYXo2LGfn47mObMWtaQPdVHx2/LJqNHV2O6w9vWog/vncU25fPlgi+uMgg6Y99UgNUVdso2l9PVyfRZjD67q7Vc/CDP34I0hlw4bImIRpczEwP9UOgjxvuWBorhJCFcdUi7PC5eO+auaLxOZ+WJxQFC2LCMD8mrMdTsHuIujOOCNz4BhvHgWjX44MAf+D/960Hxqdz7VURUAQEAWoaGeI/I9xP/h5YPx+1jS147Ad/xenkbBEkmDCY5htra2vRkvJCOrYzWo6CP6PbfD2d8T8v7RGzzfee2IxnntuJgrJqPPOF7bC1sRH/MUbdsXBL/7LOdtpln4sVGytLWcTQ0ZwCiamOVOz1z9LSUsywa+dHw9/TVWQWmmHpb0bzMgWKnoVRQiZ/NgpYJZW1ki2dpihiYOqLZqmO9g6unODh4oDG5hbRqLKt+sZm8UOzsbGW/uhjx2JKjMl2WOggb9mVm2ppXATePXwB//Kbd8Xs9e+f26paWEHJvP6pQGJe92PcRsMHQF1jCzxdHeVhNG4D0Y4VgSmIAN+bz751GGev5orZhFrIK1lF8jLeuDgGe09fFdOLvZ0NHlg/D3967xiKKmrF+TU5qwg//8b98rtlBFtRRY2YbkN8PeDl7oSzKbkI9HYTXwrRjna9pEVz2gPrrsOYEe4v9b/zm3dA8+ob+xKFRJFa0N6F5t1FsWF4c995IWw0Go0yDjrhkzjxV68dREpOiZhzfT2cQR4kCkz/+Mu3MC3IC+8dvoivPbBGIv3aKXH1LBYWIkCRvdl1lwP++8XdiAj0lohD+sDRj41mKs7DVEwCSPfnLnM3Bad71ybglT1nhVZg/sybiR9N1+h2/BCweuaZZ54Zv+4nds8kHbtwNQdL4qMmvC2SRGsv7TqJJXER4ncyse/M7Y3+zOVM+Hm5ITTA+/Ya0KsUgT4QOJWUjtAALwT6evRxtvMQX6oUBJwdbEUz0tZmBH29+LJmbieaOKkBCfHzFN8LnmM0nbuLA7750HpEdZlZGa22ZFaE0AVQa0LuH5pkZkcFieOnjbU1Qvw9xGxCbUVkiC/8vVxFWLG3sxVzLYWX+KggUNFAEwgdYdnu6oRo2PbiKKLJhGzN9AMjkzO1FfR7o98aSQ6jQryRW1wlAtLyOVFivqGAwSgi/j2xfRnWL5wh86OwFRnkA88uUkQH+87xUPBYMz9afNfqmw3ioP/pzYtkPnbW1ogK8kGQrzsoe9DBPzY8AE4OtuIYHODthuhQXwGZGhc62j96x0LBtt+bMcCJ4ooaFJRUYf6siAFq6anbRcCiw6S/u90WpvB1lTX1eP7dw/jmpzfLD8rcoKA9+MiFa+JbkpiSIw/FbStmw8neTlZNXFik5pairqEJq+ZGoaSqTuyxnAed3T4+dQVNjc1YGDdNzvOrwrDga5lFCPD3xJ2r4sXfg6rmD45eQlFRJVxo410ZDz+vTm4Tc8NkoPH87u97ER8dihUJMwaqpucUgVtC4Jcv78byedFYMGvaLV03XpVJCfDxyRRcTssDhYKkzCLQv4Uh+xO10Ijzg+c+QH1zK37w1A44dTnl3+p8LqTm4HRSBp56YN2tXqr1h4CAmmyGANJErVJeXYev/+x13L8+AbaWlnjxo1PIKanEPz+6ES/sPIGC8mqJ0KEtl85vpKKng9jJS5n49ZuH4OPuAncHW1xIzRNnO3rbl1bWwtPRXrhCyB7LsMJfvX4AGQXlmBHghbryGrFZ+3q63KBKnagY6rgVgamGALUoZHM2kK+ovknCijcuipnYMHR0YPncKPh5uNy2MDKxAZgYo1eBZGLcp9saJTUagd7u+PI9q0RNS8IxCiJ5VKE62WNFYCS+/egGaZu8BYxuYcjtG/vOi332p1+/V86R3p12aobb3bcuAbOjAtGMDsk2vHbBDMmrQ/vy3RsXSPI8a0sLFUZu647pRYrA+CNAjwzyHPFvshSaxCa8UDVZbsYA81CBZABwJvopOp/Txhvg3Wk+cXfuzH1Ddlc6fzFUz1TI3kpNCW3AJEqbEeZnOiX2YYOhTcxSJFyrqK4XArW504PF2Y0OdZ+cScWvXjsgpEbMNkz1LtvToggoAoqAIqAIDAUBFUiGgtIErcNQOmbbpYe+h6sjXtx1UgQUOrrVN10Po+P0KIjQ54Rakpnh/thz8ops6fCWX1aNyCBvhAV4Ssje8viorhC7DhFe8kqqEOzjhi/dsxK/fuOgsLbeuSIelpZ9J+mboHDqsBUBRUARUARGEQEVSEYR3PFumqFutAOfuJyJiuoGuDk74PFtS4WxcWa4H0L83LuH6OnqjAUxocJN8Jkti4VO+Z2DF8QhluF5y+Km4T8+vxXPf3ASf9l5XDgDEmYEC/cA2RKZQI8srfTQpwc897UoAoqAIqAIKAJDRUAFkqEiNQHr0cxiZ2ONz21fJuYWhvCZ2Fs/u2Vxd74MTo2hcd96eL34fjCU8Cv3r0ZZdb2QEDGEjzZY96hg0K8kv6xKriXnAWmtKcCQ8ZHEREE+7nJsAsKlQ1YERgUBE+37qDSujSoCkwgBFUgm0c3sPRXyDJBPgIKDo8ONdPO9Kd0pWPCvZ6GnPf96FvIhMC9Oz0JfEcb7a1EEFIGbEaDpVChHbz6lRxQBRaAHAiqQ9ADjdnbNOVMkyYJ++52Hbmdaeo0ioAiMEAIMn1f37hECc5yboaZYzdGjdxNu5gIevb4mXcv8cpKh0EKjSSb8vTUYjHBzdpS/CT8ZnYBZITB7eojknmF6Bi0TG4F2Yzv8va/73k3s2Zjf6FUgGcY9YRZJfy93lJbXDKMVvdQcEEjLKUKQnyeiwvzNYTg6hkmEQMy0IOQVVyCnsHwSzWrqTaWotBrpucVYGj996k1+jGasAskwgCYFe8KsCBw4c6U7++YwmtNLxwmB5hYDrmYVwtPdWTOAjtM9mMzd0u9q1YIY+Y5lFZRO5qlO2rkxK/HljDzERAbD3dVx0s5zvCemuWyGeQeY6vrytTwUlFZicVyUvNSG2aRePoYIVNXU40RSOgJ9PDB3ZtgY9qxdTTUECsuqkJSaC2by9fV0Q3R4gJIHmvmXILuwHPklFRJtGBHkixnhAWY+4ok9PBVIRuD+UShJzS5ERm4JmMQpLjoE4YE+I9CyNjFaCOQWluNyej7ajEZ5McyMCBytrrRdRaAbgaZmZgjPlky31MwZ2tvF4ZVOr3x29N52X9hjx1Snx6Gbdk11uGXpZkNgkgAACi9JREFU2TY/m853nr3+uffxvuoO9VjPtnruD/V609hM295t9D7O8yy958pj/Z3rr002Qs0WaRMcHGxBs5u3u0tnB/p/1BBQgWQEoS2rrEVReTWKy2vAxHYd5G5nSt0+HgBD7ba/H0x/x/tq93brDuW6/ur0Pt77s2mcI3Xc1F7PLdtm4QOqu3R0gIRxnm7O4pzm7+0GPy8NWe7GR3fGBAEKwvkllaCAYtH9uhyTrrWTISDQgQ4hhQzwdoejg90QrtAqI4GACiQjgWKvNlpaDWC+GCa3uy6b96qkH8cJgQ4heWNadXtbm3Eag3arCCgCioAi0BsBFUh6I6KfFQFFQBFQBBQBRWDMEdAomzGHXDtUBBQBRUARUAQUgd4IqEDSGxH9rAgoAoqAIqAIKAJjjoAKJGMOuXaoCCgCioAioAgoAr0RUIGkNyL6WRFQBBQBRUARUATGHAEVSMYccu1QEVAEFAFFQBFQBHojoNl+eyOinxUBRUARUAQUgXFEoK29kz3JRBxh3U8C1/aODhg7rhPbMft8X1oGtmdqy7S1tLAAmzV2dIDdmXibBpu26fr+xjTY9QOdV4FkIHT0nCKgCCgCioAiMAYIUGg4WViPPZk1yKxpBmmsKHB42FvjC3N9Mc/P6aZR/PfJQiSVNoKCCOt7O1jjzmhPrA11gVUXKeffr1ZgV3o12D4FEIOxHdM8HPD00iBk1TTjN4klqG1ukzZu6qDXAQojbcYOPDnHBxsi3IcsxPRqpt+PKpD0C42eUAQUAUVAEVAERh+BulYj/u9MMX5+qhDVjW3oVnMYO2DnYI05fk43CSS5ta14/lI50ovqARurzkEa2/Facjn+b1M4Ho71hqG9A88nlWHPlQrA1hLoEIkEa2Z4wtnWEkfz6/Dc6SKIpDIUFUk7AGtLPDXPb8SFEU6gL+3O6KOvPSgCioAioAgoAoqACA2/SyzB9w/lorrB0CkcyOveQvZbWtuRWtF8E1Kni+pR1thVn6oPKwvA1gql1S34S1I5alqMuFbZLH+d0oMFRI1ia4nFgc7SXkp5E2BgihNTjg3uDPDX3oEd0R6Y6zs6GY9VQ3LTbdYDioAioAgoAorA2CCQUdUippr5Ac6wpaZDUo50ygX0/Ght64CDzc3qi0aDUTQnNW52uFrRhJa2LkcQOyscy6/DvpwahLjaYaaXvZhy6PNhbO+Am4M1NoS7ocHQDhsrC8wOcYGdjSWsrSxFpunOeGJyFuna0tRjCQt8a74/vBxGR3RQ6vix+c5pL4qAIqAIKAKKwA0IpFU148P0KtRTOBDH1W5VRXdK1lZjB0JdbXHfDE+42HaaZujH8WZaJTKqW9BgMOK39ANpoqmnS3AxtGP9dA/cFeWOprZ2GDuYwrFDtDHBLrZ4JNZb+uM5k29JRVMbPs6qQXmjoZc/SQco6/g52mBjhBvCXUcv2eDoiDk3QK4fFAFFQBFQBBQBRaA3AiUNrUivaoGtlYUkhu8UGzo6LSxddpQWY4f4e1AwMRW6clQ0tqGwrgWOtlbYEemB165WiMOpXGZjiX3pVWgztot5xtjOrOcdaDW2w9nGSoQRyi5ONte9Nsoa21BU14rKFgNsLC27o3IosNS2tsPPwQa+jqObkFQFEtMd1q0ioAgoAoqAIjAGCNDZ9IVL5ThZUAdHG0vRUnTKH51ChwTI0HZCt4/2DlQ1G1HaaOg2lZwtrkdWbbOcNxgZtmsSYkx2FnqIUicCtLYDxvZ2MddQ0Ijxtu9WpHCqta1G/OF8KZLLGuFsayXZ0E3CDwUYPydb/NMiX4S42o46MiqQjDrE2oEioAgoAoqAItCJAOWM0gaDCAX08TBZWUQg6TLUmLCiQNHeTg2JlXCFmI4zpNfT3kZMMPRl9XeyETPLy5dKO1ug5cbSAoezahHmZo84Hwc0tLbDztoC3j20HPQjyalpgb2NJcLd7WBpGkynXAR7awtM97CHi11XFI9pAKO0VYFklIDVZhUBRUARUAQUgd4I1BqM+OHxAuTVtcLButNkQo1Jk6Ed1HPwkKO1pWgqaGahAEPiMh9Ha8zydpDmzhY34GherZhrLEhwBqCovhX2NtZobqNBp6tYW+BEQR3qWtrkgK+TDUJdrms6GBL83rUqMQnRqbWjS9NCM42bvTW+luCHBf4385+Ymh/prQokI42otqcIKAKKgCKgCPSBAPlG9ufUIsjVDkEutiBbaouxHT5dXCN0bKUvB6Nmmo0dnVEv4vsBeNh1vq5pvnGytcTCQGfYWdEsYyE+IeFuHjhVWI+fnygUrhDpvqMDJfUGbJ3mhkAXWwQ628LT3hotbe3Yl1uLOkMbVoe6dGlprkfytHe0i1amqrlNxks2V5qWZnk7wn0UtSUqkPTxpdFDioAioAgoAorASCPw09NFeO58qdC9W1l2mmOsrCzwvaVBWBnsIt1dLm/CD47nI7eyBVbWnUKCwdCOjZHu2BrpjnPF9fjpqSKU1hvAa2nSoUnlVxvD8XicD15PrUR+VUsnL4mFBeoMRrx0uRwOtpb4eoI/GP77VmolvrU3G21CX9Lpa9JzruyVehaG+rZ3WKC9zYgFQS54dlOECiQ9gdJ9RUARUAQUAUVgoiHw6pUK/PJsMWpqWzuFBXEQ6cADc3zwaKxX93T8nGzE36OsuhkwRcEYjLhS0YSypjbZJhc3dPKV0PvV2IEWV1sJy43xcsCDMz3x80P5ADUZnd6xqKpvRbWNFaI87FBY34qfny1CUXWX0NLd8wA7LUYEzLAVLcsAtYZ96nrMz7Cb0gYUAUVAEVAEFAFFoDcCxwvq8PThPNSYhABxGu3Aikg3/NeqEMlXY7rGw84KFEpMTq5y3MJCHGHPFjUgmeyqzcYuYaPzqnC3TgI0aj8ejfXGkmldeWYY78tw4Q4Ihwkp6Jn75nRO3dB52jlWKwvE+zjAhfTzo1jUZDOK4GrTioAioAgoAopAbUs7PhXjBatYb/HXYJiuk40VNk9zkyiWnghRqPjyPF8sD2KCvM4zlCmcbSzhZmeFtaGucFtvBXs6oXZF5ST4OcGxK58N91+9KwofpFehpMEgzrF0ivV1tEaIix1qm4343qrg7uR7Pfvua5/XkidlW6R7X6dH9JgytY4onNqYIqAIKAKKgCKgCNwOAqOrf7mdEek1ioAioAgoAoqAIjDlEFCBZMrdcp2wIqAIKAKKgCJgfgioQGJ+90RHpAgoAoqAIqAITDkEVCCZcrdcJ6wIKAKKgCKgCJgfAiqQmN890REpAoqAIqAIKAJTDgEVSKbcLdcJKwKKgCKgCCgC5oeACiTmd090RIqAIqAIKAKKwJRDQAWSKXfLdcKKgCKgCCgCioD5IaACifndEx2RIqAIKAKKgCIw5RBQgWTK3XKdsCKgCCgCioAiYH4IqEBifvdER6QIKAKKgCKgCEw5BFQgmXK3XCesCCgCioAioAiYHwIqkJjfPdERKQKKgCKgCCgCUw6B/w8jPdAys4bCswAAAABJRU5ErkJggg==)
Beginning in March we began warning of a ‘global credit crunch’ that could in turn lead ‘possibly to a recession in the US and other large industrialised economies’. By August 2008, we were telling our clients that although the US ‘hasn’t experienced a recession yet, it probably will during the next 12 months’ and that ‘some other advanced economies will also fall into recession’.
We were also telling ANZ’s senior executives, and our clients, that Australia was exposed to these forces because we had been financing our current account deficit, which by that stage was the world’s fourth largest (in absolute terms) largely through banks’ borrowings in overseas markets.
But we absolutely did not foresee the series of calamities which struck the US and European financial systems in October 2008. And even though we quickly recognised that these made a global recession more or less inevitable, it took us some time to appreciate just how severe that recession would be.
In particular, I was surprised at how quickly the seizing up of the US commercial paper market, the contraction in trade finance, and the global shortage of US dollars transmitted the crises in the American and European financial systems into an almost unprecedented downturn in global economic activity.
And I remember being especially struck by a series of charts compiled by Barry Eichengreen and Kevin O’Rourke (two American academic economists whose work I had followed for many years) in the early months of 2009, showing eerie parallels between the trajectories of world stock markets, world trade and industrial production in the months following the onset of the global financial crisis and the period following the stock market crash of 1929.
Prompted by that and other similar comparisons, like many other economists I found myself reaching into economic history, so as better to understand how badly things could potentially turn out – and also for some clues as to what might be done with a view to avoid repeating that history.
Ben Bernanke, the hero
It occurred to me then, as it still does, how fortunate it was that the person in charge of the US Federal Reserve, Ben Bernanke, knew more about the economic policy mistakes that had been made in the 1930s than anyone else on the planet. It’s in no small measure due to the lessons that Bernanke drew from his academic career studying the economic history of that period that those mistakes weren’t repeated.
That’s not to say that the Fed, other central banks, and governments, didn’t make other mistakes. In particular, the fiscal stimulus programs implemented in the aftermath of the financial crisis were thrown into reverse too early, in both the US and Europe. In contrast to the substantial financial support provided to financial institutions, not enough was done (in the US, in particular) to support home buyers who were unable to refinance or restructure their mortgages, and workers who lost their jobs. The combination of ongoing loose monetary policy combined with fiscal austerity has exacerbated inequality in the US and Europe – which, together with stagnant real wages and the apparent absence of any serious consequences for those whose actions (or inactions) helped precipitate the financial crisis, has fuelled the emergence of both right and left wing populists and extremists on both sides of the Atlantic.
Here in Australia we survived the financial crisis without experiencing a recession (at least by the most commonly used definition of that term). I thought then, and still do, that one of the reasons for that was that our central bank had been one of the few in the ‘western’ world not to have made the mistake of leaving interest rates too low for too long in the early 2000s – as a result of which, there had been rather less imprudent borrowing and lending than there had been in the US or Europe.
That’s not to downplay the importance of the RBA’s and the Rudd Government’s actions in ensuring that the Australian financial system had access to sufficient liquidity; the sharp reductions in interest rates which the RBA undertook in the months after the Lehman’s collapse; the fiscal stimulus measures implemented by the Rudd Government (which I at the time dubbed the ‘Technical Recession Avoidance Plan’ or TRAP, a nod to Kevin Rudd’s love of acronyms and to the Troubled Assets Relief Program or TARP implemented by the Bush Administration to forestall the collapse of the US banking system); and the impact on Australia of the massive stimulus engineered by the Chinese government in the wake of the crisis. All of those played a role in minimising or ameliorating the damage that could have been inflicted on the Australian economy by the global financial crisis.
Ten years on from one of the defining moments of the global financial crisis, there is unsurprisingly a good deal of soul searching around whether all of the lessons from this episode have been absorbed, and whether (and if so when) it (or something like it) might happen again.
Can the GFC happen again?
In my view, it’s almost inevitable that there will be another ‘crisis’ of some sort at some time in the future – but it probably won’t stem from where the last one did, not least because of all that has been done to reduce the extent of risk taking (and increase the amount of capital) in banking systems since then.
It could well start in some other part of the financial markets; it could be brought on by an unexpectedly rapid increase in interest rates (especially given that financial markets continue to doubt the ‘guidance’ the Fed has repeatedly given regarding its intentions); it could be prompted by a sudden escalation in the ‘trade wars’ which the Trump Administration has launched against a number of its trading partners.
What’s of greater concern, I think, is the diminished capacity – and in some cases willingness – of central banks and governments to respond to any future crisis as they did to the one of a decade ago.
Central banks obviously don’t have the same capacity to cut interest rates as they did as the global financial crisis began to take hold. They probably have less scope to undertake ‘quantitative easing’ than they did ten years ago. It’s hard to imagine that the ‘America Firsters’ who are now in charge of US economic policy would allow the Federal Reserve to supply US dollars to other parts of the world as readily as it did in the aftermath of the collapse of Lehman Brothers. Given the increase in public debt over the past ten years, it seems unlikely that governments would have the same appetite for undertaking fiscal stimulus as they did, for at least a little while, a decade ago.
What might ‘save us’ this time
By and large the same observations seem to hold true for Australia as well. Australia is in some ways more vulnerable to a financial crisis than we were when the last one hit, if only because of our much higher levels of household debt and our more stretched housing values. And our policy makers are clearly less well placed to respond to any crisis – whatever its provenance – than they were a decade ago, given that official interest rates are at record lows, and our public finances in much less sound condition than they were on the eve of the global financial crisis.
But we may be fortunate that our ‘housing bubble’ seems to have peaked, and our borrowing binge drawn to a close, before interest rates have begun to rise and while unemployment is declining. We need to keep our fingers crossed.