From 42a06c1d053f01f401e48bdc19c3b3f1f4f45e9e Mon Sep 17 00:00:00 2001 From: Oluwakorede Akande Date: Mon, 11 Jul 2022 13:26:40 -0400 Subject: [PATCH] Added figure 5.4 Updated repository (line folder, image folder, and README) to include figure 5.4 --- README.md | 7 +- images/Figure_5-4.png | Bin 0 -> 102791 bytes line/figure-5-4.ipynb | 365 ++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 369 insertions(+), 3 deletions(-) create mode 100644 images/Figure_5-4.png create mode 100644 line/figure-5-4.ipynb diff --git a/README.md b/README.md index 128fa5d..8eaa52d 100644 --- a/README.md +++ b/README.md @@ -35,9 +35,10 @@ Here I have implemented few graphs from the book using Python and matplotlib lib ![](images/Figure_5-6.png) | ## Lines -[Figure 5.10](line/figure-5-10.ipynb)| -:-----------------------------------:| -![](images/Figure_5-10.png) | + +[Figure 5.4](line/figure-5-4.ipynb) |[Figure 5.10](line/figure-5-10.ipynb) +:-------------------------------------------:|:------------------------------------------------: +![](images/Figure_5-4.png) |![](images/Figure_5-10.png) # Colors ## Gray diff --git a/images/Figure_5-4.png b/images/Figure_5-4.png new file mode 100644 index 0000000000000000000000000000000000000000..663c2ed3664983c80ab612fa9bbf6efd30dc4b10 GIT binary patch literal 102791 zcmZU31At|_vUc0Ht!dku_Oy*@yL;NUrfp8!wr$(CZ5#hS_n!OSx$j>)*~zM;Dr;3G zE2uA2URE3)1_uTR2nha%goq*#5GW%c;y^(FC>jEJQb0g3c;>>w@;`)yiRA5VOw28f zfq*1J|0F`nqpe^B**xuwr0Ned?x(Xz;MvFEi5e#p_W=o`vD7w$(1e9RQT?V>=uv?- z01;uThN9Bbi4hglzy!_BowP7o+Ne;w>Tvg2D0zE0@tA7aXexV!^hN8Fl$G@j1d`Y< zyz$Jq!0sW=fm^Qv0#O!(BqJI%D56+%^Y8!?@rnAHZ(}lI&*fRAY54s3^!dX`$@~W% zXg|^xh4N2Eh%HAi!nu(S4iF=b{=j(sKDw%K@}Mw#$aN}ul+MAQhWZedL(h!8t1%Hy zSRme%fn8Bh!Ew>s2smd}#bEXDYJw!xG0|uG-oVRafNCi6fmWYzFz&5UE8 z`G{xL_<^v`!Lq4amE7_C05XC;|C4ULS`-6P*YbLa$*&jd&mt7m*{|~^dystzYu~NW z&e#|T=@>ASm~CK)Yr#sqm{@3a33?0>A`J`)&{*GijFdl(ioPic?V*^s`0<0)!m>

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education20082009201020112012
0Bachelor's degree or more62615956.057
1Some college43423837.537
2High school grad36353030.530
3Less than high school27262322.523
\n", + "" + ], + "text/plain": [ + " education 2008 2009 2010 2011 2012\n", + "0 Bachelor's degree or more 62 61 59 56.0 57\n", + "1 Some college 43 42 38 37.5 37\n", + "2 High school grad 36 35 30 30.5 30\n", + "3 Less than high school 27 26 23 22.5 23" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.DataFrame(list(map(list, zip(*[education,year_2008,year_2009,year_2010,year_2011,year_2012]))))\n", + "df = df.rename(columns = {0:'education',1:'2008',2:'2009',3:'2010',4:'2011',5:'2012'})\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 207, + "id": "ae641386", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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9I3bBfsW1B8I9GfYk8DHsBPvvdJ7O5DaAbFuio13gA4B74uVm2p+UqcqdsR/ysFuoNtSh0z5XIpV97DfYsPiPWBuRT4dqQxcF+4MK1YaOA77tvgYvQL/Bqqm+GaoNnZkzzy5Yp4i70TdtT7Lr9JXgwJB1AHkv7aUVwe2aDZhyS4v6K9+3hALv3QvVhj6BPd4OgReDZqWtR/CZWOD6aeC+dEO6q6q6oKvc55WuX6Q2odrQV7CnoPbB+r/K9rp8G/a73xV4IjPbr9KPCiwn23j9nJxt9S3yB85prEHxIaHaUIc0XTXYV7HOK33aqyYn5varFKoNTadjiXIxv20+2e10cag2dERwRKg29E2sU9e1tD9NKSIlpk+rxrLSDenHQ7WhX5D/kVSwKq4dsAajb4ZqQ89hF6f9sQBoIdajcO6d333YI8Bjsb5Kgh7BSouGMDDVYtDe6WENMCtUG/oX1qPzQbT3Fv1xrDFof3kMa0OzL/DfUG3ob1hp2Z5YNcC7WCPSUaHa0KR0Q3pBuiG91nUQ9whwCfCNUG3oP1g1yr7AG1gAGny8+YNQbcjDnua6DrtQ/g+7wz8EC07upz0Y6I2fYX3gXBaqDR2LBSlbYPtLBguYd6bjdp3lxu0Zqg09Cvwv3ZA+u5/y/S5WBTYrVBuaiXVWeBjWxuhn6Yb0HwvM9xvan1YqppF0m3RD+s8h61n9QmBmqDb0PNao/WNYL8hgj9YH2xz9ENgDe7LrLbdvTMBKWJ+mveQtKImV/JyAleK+iPV5tTsW3J+ck69VodrQ17A2XFeGakPfxtpybYPtS+uAk9IN6UXAolBt6B6sROyxUG3ocaxB+c7YcbII6yl7ivvL3ty84T5PdSWCf0k3pNu6nsjJz4Mh1/s08HCoNvQP7Pfa1W2LNcCp6Yb0ek8rikhp6M8qmvMp0PtxuiG9GDu5notdxPbFTs4LgauxDvXyzfsA7Q1qc4uyHw38PyCBUNpecbGfW/5Q7PHlnbDi+eOwBrGtWCPZMYXS6WUeWrBSsQR2wv8MdoFbgnVwtyft2+qYwHz/AD6JNVwd68aNxqo6sz37dnjsOt2Q/jN20f0tti9l+yN6Bnsi6tgin7rqap2uw0oSnsYuqDXYBTyNbe8f51mfN7HHot/FApwvZ0s0+iHfC7H9uRH7jQ/CgtHj0g3pSCfzPe4+Z1P4MfiC0g3pi7Df+j6s9PVorN3O/Vgni8mc6T/CArQLsdKYL2DBboL1u0fIzvMAdoPxKNZOqwbr++cYCgSLLvjaG6v+G4GVHG2Pld4dkFNlG8b6RHoFKxk7DAuWfo4FKtl+wo4JzHMHVoKzCvvtDsmXj0B+LsXOL/e7fByDdaj5O+BTrj8hESlRZZmMHowoda5KZyLwbrohvTLP+HOxUplEuiFd6Kk36aZQbegH2AX/onz96YiISP/rzxIh2Xh8HCu9+2duSZVrN3MOVs107wDkbZPiulggVBvaC3uYoAmrIhMRkQHQL22EZKPzN6z67iBgruuLaRlWFZJ9Ci2Wbkjn9j8k3Xeta6Sbbfx7UbohrUe3RUQGiEqEJNiu6AysYeteWLuObbEnyg5Pu5eWSq/9E3slxwKszZa2q4jIAFIbIRERESlZKhESERGRkqVASEREREqWAiEREREpWQqEREREpGR1+/H5SDT2DhZAfTyZiC/LGXcrsG0yET+sLzJXYPn9voxiRaKxcdg7kw7DXgcwLZmIt3Y6U//mZ1vsNQvVyUT8sYHKR09EorHDsHdvbZdMxN/pYRonArckE/GyrqbtRprb0s1tGonGMsBJyUT81kg0VgZ8C3gwmYgX85b4QSESjcWAI7o6ziLR2ATs9SdfcIN+D5ydTMRXBqb5GvaKi48BrwPnJRPxxu6kMZgEf9+BzkshuceCO2/fmkzELy5y/uA+fCudnHMH6rzT3eM99xwTicZGAicmE/Ff9V8uZWPQ0xKhadirMErdt4BqLBDafyCDoE3A09j7w+YMdEb62Gewt62PGOB8FC0Sjf0Ae7S/GH/AXltxOPYalM8CNwTSqgbucsP2Av4K/DESje1abBqD0Ba0v/pjY7Ev7S+gLcbGuI7d9SPsNU9S4nraoeJbwLcj0dgfkon4X/syQxuZscC8ZCL+94HOyMYumYivxV6wuanps9Kp/haJxrbC3r92CPYOwK6mPwC7Cdg1mYi/6oadCjRGorFoMhF/H3sP3D3JRPx6N9u5kWjsIOAsoK7INAaVZCK+0e2nyUT8w25Ov9GtYw9sNMem9K+eBkJ3Yr0Q3xSJxtarIsvKV4QcLKJ1RZsx7KWeV2BvmP4bcAoWqZ8ArAV+kUzEE8F8R6KxXwbG3wRclEzE17llbIWVWNVgL3B8GvhhMhF/w42/FXvp4iis5+RETvrZvO6KvX37IGxbPeTSme3SOCGwnpfkFjsHioxD2N3HJ4D3gXgyEb85MN1J2IsntwXeAeqxN6ODBQdXJBPxa9y0ZwG/AA7IBmCRaCyNvUX7wkCanwD+AxyaTMQfDwy/G6hMJuLH5lnfx4AngMmAh73+4VqsquIm7K7ydeDbyUT8WTfP7lingIdgL2mdDVyXTMSvdeMvBo50w4/CXpj5LHAx1lnjiW6ZV9Ox2LoSuAw4Hnsz/IvYb/xQIL9fwUoudsA6Kgy+eHc9kWhsmFtuCCvVXI79pmcmE/FFbpqPY9U0+wHvYftlMI1byakmcOt4YjIR3zZn2sPcOgG87X7nO4DLsZeNTsL2j18kE/H6Ank+EYhjv+2lWPD9CHBGNkjoalu5NC4msL2TifgX8yxuH+zlvHsCF2H7Y2cOAT7IBjDOY9jrWA6ORGN/wI6dc3Lmm4G9cb7LNLAX63bgtvfB2Mtmo9ixfB9wNvZOvGPdesSSifhtbp6x2Mtlj8bOM4uwV8ack0zEVwd+q4j7exf4GjAL2/ZnYsfDXi7tbLVRMfvU9tjx/Bmsx/argdOw88Ctbpq854BCpczFHB85079DoGosEo2F3XptB/wPK7X7RaAqLffc3ek5N8/yurs+U7Fj7UjsxcHzgNuBC7PzdHW856v+c+e0d5KJ+Ik5014M/CSwrtthL/H9FVbKPxL4N3B+MhH/W748y6ajp1VjGSxYGQtc08s8bI2dFI7Bejf+NHZgNmMXo3rgcneByjoIu1gfCJwEnIyrqnP1vo9hr4U4FLvbXAj8wwVIWV/B3vj9KSyw6yASjW2DvY18DXZgHOmW+bdINDYau6O9GpiLFSN3Vux8DRYs7IUdvDdForHt3HJOdelcCuyOBYY/xoKfVuAvbtlZR2Dbf7qbfwhWlfCn4AKTifh/geex6rvsOm2G9Rh9Syd5PQ8LWj6BBQSXAX926/dp7GJwo0tvBHZRXoFdmHbDLly/iERjewXSPBCY79b/F27YNsBW2MX3x6zvViyQPR57k3kaeCASjR3lln0g8H/u7xNYgBHtZL3ALpJhbN/dEds2R2LbPLt9HsUuVp/Getq+qIs0O/M0VtWDS68BOB27wNYCOwHXAzdGorGDO0lnEhZIe9jvPg34q/vtoYtt5XS1vUkm4vcnE/FwMhF/q8j1m0pOVaYr2VuEHddjsQtKbnXn+258MWkUcggWWFRjQchx2Pvy/gN8EngQ+LVrfwRwG3Y+OQ777c/Gzh2n5qR7NHZzdDLQ4oYdj23345KJ+Ec503e1T43A9qkK7LwVwoLRj2UT6Owc0Mn630rXv3lekWjsaCzI+B0W9N7cxbKgk3NunvR7sj4PYPv554Cdse16PvBFl2ZPjvfOXEXH8/cc7Lw2Artu7IHd9P3JXVNkE9bjd40lE/F3I9HYedhJ/Pe9qCIbit09vQgQicYeAQ7AGlRmItFYArsYfRy76wG7WzghmYg3AS9ForELgesj0VgU+Dr2JvVwMhFvdml+Gzthfge7ewNYkkzEr+wkX6djF/jjk4n4GpfOcdjdzfHJRPzGSDS2Amgpohj56mQifp9L40fAt7GT7dvYXdnlyUTcd9O+FYnGxgA3RKKxi4D7gdvdnWcLdpDe69bnciwAqQIa3XoH3QzEI9HYmW5bhYCl2EWikBeSiXjc5TV7Mrs7kP9baA9mRrr/b8yWCro7rSh2IvlPIN2fJBPxpW6ag9ywy7IXXXdHjvt/B+yiv28yEX/ODb7GlXKdiwVm3wOeCtz9ve6C5bM6WbdnsWqa7B3eu5Fo7K/YxQBs3xmB7VtLsX3rB/TwZbPJRHxtJBpb7L5+6EoetgdWAm+5/eb6SDT2KnbSLWQo8M1kIv5vgEg0djzwCnB4JBp7k663VdZl3QhyijECu1HI1YTtk9l2UbnTZMcXk0YhFVjJ5EfAq5Fo7HlgbaDk9BrseN8RC6oexkrC/uvmfycSjZ1J+2+fdVWg5HhbN+yGZCL+coF8dLVP1QKbA/skE/HFLt0wdrOX1ek5wB27bYo8PjpzLvD7ZCKevXl7PRKN7cj6JXdBnZ1zc3V3fYZjgc0fkon4u27wdZFo7MfYdvwTPTveC0om4ityz9/u2HwBeDOZiDe50ve7aA+IZRPV25eu/hq7w7opp8Smu4LtEVYBbycT8QyA2yGh40nx2ZyD6R9AJXaHvQ9WVL7EzZdVBQQbaL7RRZ72AJ7LBkEuLwsi0dhrrH/y7MorgTSWunxVRqKxzbE74stcAJFV7vK7Hda4NHs3uQZ7T1U9dqdSiVU3PeoO7NxA6C7szufLWGnECcAdhYqznbbfIpmIr3J5DV48m4BhbvyHkWjsBuDr7iS8I1bqg8tz1oJsEJSj0G+wt/t8LOc3HAp85P7fA6uCCHqaTk6MyUT8zkg0dngkGrvc5XU3YBesai6b5hs5eX26UHo99CusNPK9SDT2HLYO6WTnT5QtzwZBAMlE/NVINPaRy+8YN7izbZXV1T7fXatx+0KOKizYW+2+506THV9MGoXMzymdWYWVZGZlzw/Z88YNwJdcELkDtu0+xvrbJN82Krjditin9gFeywZBbp4XItFY9qagmHPAK3RUzPHRmX2wkpWgJ+g8EOrsnNu2zJ6sj7tBuB44zt147IiV+mxJ+3mk28d7D1yC1Q4cG4nGHsfOvQ25gZtsenrVj5ALVrqqIsttkDY0TzrNOYO6evoqN0LPHixrsHV6DbsgB/92oeNBs5rOlWFVULkqsGq77sh3x1tG+/Y/m4553RM7GbyZTMRXYFV9n8WqxWZgJ60yrFTpKKztx3qSifgSN+54VxV3IFak3pl861aoXn8ydmd7KnbHWI9VS+TKu62TiXih3yC7XQ6h43bZHVvnrNx9q9PfxQVtvweGY3fN38C6PwgqJs0u9+lCXGnDDli1xt+wKuH/RqKxEzqZrVAeWih+W3W2vXtqDnaxauOC8wlYlcNiLJjZMme+Ld34YtIopDv7aRlWsnodts3+gFW5PJVn8nzbqOB2K2KfWkfn59kuzwGdzNPlb15AV3nKp7Nzbr68Fb0+rvrwKawKbRlWbXcI6//+/X1s3ovtiye7ZZ+HlTztXmwasnHqdYeKrijzXCwgOiRndDPWkA8AVzw6qbfLBPaORGPBvB+MnazewqrPtgGWJhPxWclEfBZWnXUFVq1UrBeAT7sqKaDtwr8jUKiYvLsWuL/ts3l1+f0k1kA2e1DfhwVC04EZ7g7laWyb74Kd5Au5GWuz8C3sru6lPso72El/AnBgMhGPuxPJODeuN09kZKtAt8zZLtm2CWDtnw7KmW/fQgm6tiKnAaclE/Gzk4n4rclE/D9YKWE2r88DO+eUrOWmuZbAPu3s0Mm6dAimI9HY94GvJhPxh5OJ+HnJRHwPrA1JbSdpjHfF9tk0dnd5+DfFbav+8jgw1VXVZFW7z6fdjdKTWDu9oOm0l5h0mkYf5XNvrI+i45KJ+I+TifhdWCPoHejFflrkPvVfYMdINDY+MN/OtO9DxZ4Dgnr7m/+X9QOm/bqYp7NzblBP1qfGjT8smYj/JJmIp7GAaDIdj82ujvcOx6bL78coLBOYdpirTv1YMhFvSCbi38H2j1bsZlM2Yb2tGgMgmYj/2rWfOYKODR+fAr7rihnXYgdCd0tT8pkG3ByJxq7EAoFLgJ8lE/E1kWjsTtwju5Fo7Fys2PYC7ET4k24sox47yd0ZicYuw4rvr8YaXt/dB+uAawP1M6wx+GysYfTHsWL8BwLVcsG72eyJ7lGsIfPfu2ij9AjWUDlC50XfPTEHaycUikRjT2C/xc/duHzVHUVJJuIvRaKxB4D6SDR2BnbiPxZre3SKm+xq4J+RaOwq4DfYSfGMTpJd6v6+HInG/oXdwX8Pqyb4h5vmbuyu1HdtucbS3h4q6yms64gTsZK6o7F9a1GB5a5wn3tForGF2Mn9okg0tgq7IO2KXahzl5PrDhdEVWCNOp8BHnf7UFfbqk9EorEKrL3LUle69A9se9wdicZOw57CrAduTybi77nZrgH+4trw/AXbf/eifT8uJo3emoeVgoQi0dgCLHi/AHt6rMf7KcXtUz6uysW1pxlO+xOhmW6cA9oUeXx05gqsYfU52E3WQcD3u5ins3NuMG/dXh/aS36Oj9iThtOwJ/yG0v77FHO8P4VV09+D/eY/ZP2blqAVwLhINLYT1l5zP+CQSDT2PTf/UdiTsM90umVko9eXr9j4NvboaNBpwAfYnd2D2IWjL+7y/oSd2P6BHWA3YEEBrn3HZ7C7kkasMeO2wOe6UxriGpUehpVw/B2rn/4AOCi5/pMjPZZMxK/GipHPwOrOr8dKcU4NTDMHq4L6IJmIZ4uWH8F+vw5Pi+VJvxVriFhGHwVwAX8ArsROUq9iF/PfYXf5Xd1hdqXWpV+PlcCdDJyaTMRvAXB33p/HSg/+hwV5Py2UmGsX9TXspPwCtm+MwJ5M2T0SjY1MWk/G1VjQ/hS23ZI5Sd2FdSlwFXYB+gyBbgvyeAG7GDQA38Ua6/8O+51fx9rZ3YCd+DuTcun81S33qGw7OrrYVn1oGnYM1EJb1fix2EVkJvbk0oPYcY+b5iGspOI07K7+cODopHtcvpg0eitp3QycAHwJO8b+gHWN8HNgX1d11pN0i9mn1mAlHsOw88j/0V49vdal0+U5II8e/+ZJ69X7u255L7n/67P5KaDgOTdP+t1an2Qi/k/s+D0LO4/cilUb+7jzSJHH+/nYNn4QK4lcROfnvP/D9uf/YcHr17ASrvuw5hWnYg/dPFEwBdkklGUy+ZrByKYkEo3djPUddPxA50W6J9IPrw3pDVfKOjuZiG/qvQ73Cffk2U7Jjv1fbYkFYp8ZiItsJBo7FOsI9rXAsPOBU5KJ+PaF5xTZNPVJ1ZgMTpFo7EjsKZYwVnIh0mOujV8t1teLFKcKqxr8MVYCMRZrIvAGVnoxED6LVUOdiDVe3gv4AYP7tSYi/aYvq8Zk8DkZK76+2BU/i/RY0vqKOjDpekyWrrkqwK9jDxa8RHsHpEfkeVp2Q7kUe5r0DiwguwarJsxb1SWyqVPVmIiIiJQsVY2JDG66UxGRjdmgaN/YGVWNiYiISMlSICQiIiIlS4GQiIiIlCwFQiIiIlKyFAiJiIhIyVIgJCIiIiVLgZCIiIiULAVCIiIiUrIUCImIiEjJUiAkIiIiJUuBkIiIiJQsBUIiIiJSshQIiYiISMlSICQiIiIlS4GQiIiIlCwFQiIiIlKyFAiJiIhIyVIgJCIiIiVLgZCIiIiULAVCIiIiUrIUCImIiEjJUiAkIiIiJUuBkIiIiJQsBUIiIiJSshQIiYiISMlSICQiIiIlS4GQiIiIlCwFQiIiIlKyFAiJiIhIyVIgJCIiIiVLgZCIiIiULAVCIiIiUrIUCImIiEjJGtKbmZvqa94BtgkMWgu8C9xUVdd4ZW/SzlnOrcC2VXWNhw1wGu8Aj1XVNZ7Y0zT6Ok+y6WmqrykHjgC+Ur7DoZRVjqJ8uwMpn7o3ZWW6dxER6Uu9CoScq4Gr3P/Dgf2B3zbV16yqqmv8VR+kP5hk3J8ITfU1XwfOB3bCbgAuq6prvNONOwaIArsBHwF/AaJVdY2Lu0hzf+BOYHugtfXNJyCToeXlP1M2ZguGHn4e5ZN37a9VEhEpOX0RCK2oqmucF/j+dlN9TTVwErCpBULzgA8GOhMy8Jrqa74F3AY0AU8DBwG3N9XXvAcMBf4PC5r/BuwCnArs1FRfM72qrjFvMO2CoJlApRtUTqa1bXxm+TzW3ncelV/6mYIhEZE+0heBUD4rg1+a6mvGAgngaGAKsAi4Fzinqq5xtZvmY1jp0nRgHfAwcFZVXeN8l8zQpvqaK4ETgJFu/Hez45vqa7Zy89e4+Z8GflhV1/hGvgw21ddMc3k6AhgNPAGcW1XX+IIbfyswBhiFlXIlgJfdH031NZOwQK/a5effwPlVdY1/K7C8MuACoA4YB/hAVc40Xa5DU33NWcAP3HZ8CngcOLmqrnHbpvqabYG3gQuBM7GL9F7YBflK4CvYRfZfwHlVdY3PBdI9GrgEK8F4z+UvXlXXuKbA+lQA33frsw1WInJVVV3jTW78YdhFPeL+3gX2raprbMlJ5x23zocBnwcWAxcDLwE3ADsDzwPfqqprfNPN0+3frqquMdHddSzEVV0l3NdQVV3j/U31NT8EzgM+A3wCa393XlVd45VN9TUTgbluHXcGXi2Q5p3Y75O//iuTgZZm1j70Uyq/fCVlw0ZD5QhVl4mI9EKfB0JN9TWfBr4BxAKDbwOmAccB84EDgFuwC8K1TfU1m2EXs5eBw7EgoB67qz7YpXGgm/4QYAugAbu4f6upvmYk8BjwH+BQoAU4B/hHU33NHlV1je/l5HE0FkS8BXwJCxh+AjzeVF/ziaq6xtlu0q9gF7czgdVVdY1zAsnciAUyhwJrsCDnT031NVtV1TV2CASdH7u0vosFTd8FTsFKDChmHZrqa87ALsBnAk8CXwMuBYL5AjgeCyhHAEvdtGuxQHQp8C3gqab6mv2r6hqfb6qvqQF+D5yNBZjbA9dhF+1QnnUBC16+5fLyLPBZ4Pqm+pqqqrrG6wLTHY0FIyNzg6CAK7Dg7ly3jW7E9oUfAMuBNJAEjuvpb9fDdSxkD2BLt+w/A1TVNV7ttkk2CHzQLQcs8F8NDAMmkScQwoK67Yta+sqFrE2d5L6UQeVIyoaNgmEjLTgaNoqyypHuc5R9DhsVGD6asmFufEVlp4sSEdnU9UUgdH5Tfc2P3P+VWLXAP7BAJeth4Imqusb/uu/vNNXXnAns6b7XAmOB2mwbiqb6mlOAbzbV12RLTeYBp7qL6WtN9TV3A0e6cV8HJgLhqrrGZjf/t7HSmu9gJQxBx7vpP1lV1/ihm/4bwJvAGVgJBsCSThp9bw+8ALxZVdfY5Epq7sICmA5cadD3gGur6hp9N/gcV4WYVcw6nOvSuNnN89Om+pp9gE/mLPKGqrrGbMnV4VgQOSm7rthvdhBwFnAiFsT9rqqusd6Nf7OpvqYOmNFUX7NtVV3jOznrMwY4HSvRS7nBb7hSvQua6muuD0x+VaFSuYAHAyVJv8SCxOuq6hpnumFp4Bg3bY9+u6b6mlR31rEL2YBlMXBlU33NqcD7uDZCVXWNj2FBbdZJ2P69CivdyucrQCvdfpIzA2tXkFm7Apb3oAFbRWV7oFQ5qmNA1RZg5YyvzI4frtIoEdno9UUgVA/80v0/FNgRuBx4oqm+5lNVdY1rsSqOLzXV1xwP7IDdUX8MyF4g9wReDzYkraprfAkrRaGpvgZgVk6JwhKscTbAPlhVyBI3bVsyQL7GFHu45X3YNqEFM/+kPTgjkL98LsGqMo5tqq95HPgr0FBV19iUZ9oJWCnWsznDn8Gqabpch6b6mglYFdQzOWk8wfqBUDDf+7jPt3PSHUZ71dw+wKeb6mtODIwvc5+7Au/kpL8L9ls/mTP8cawUa1KBvBTyWuD/Ve7zrcCwpkBee/rbdXcdOzPSfW4JfBv4J1ZyeUdTfc2iqrrGB9syXl9zFFbCBXB1VV3j8gJpjmUgGuK3rIVVi8msskOvWxkoK7equdygqbKTYCpYSlUxtF9WSUSkO/oiEFpcVdc4K/D9lab6msXYBfrIpvqavwD3Yxepu4A/YE/a/CYwTzNdn4PzVatkL2Tl2MX0S3mmWVFgvnzLq3B5yVpdKDNVdY33NtXXbIm15zkCq4a5zFU3vVRgtrKc78FldbUO6wLTdSWY73JgGesHS2BVetlpfoZVYebK1zg8ux6527DCfRa1DQOa8wxrzTMsu+ye/HbdXcfOBNP+XFVd49+b6mtOAG7F2k09CNBUX/NVrB3SUKARq8Ys5CPW3z8Gt0wrrFlBZo0dYt2O4oYMc6VMXVXjtZdCZadl6AjKyjauzSUig1N/NZbOKgf2Br4A7F9V1/gPgKb6mqFYyVD2rv9l4DtN9TWbVdU1LnXT7A08QnuJRmdexNqrLA1UlwwB7sbahTTkTP8CcEJTfc2kqrrGBW76KuBTwO1dLaypvmYY1lbnjqq6xgagoam+ZgR2QT0Ka+jbpqqucWFTfc0crNTgT4FR+2Jtd7pch6q6xoam+pp3sfY2fwyksV8X2X0RK2kaFgzQmuprbgL+C1zvptklGNA21dccirXROY2cxu9YG5d1WHut/waGH4JVYS7pIk+90dPfrrvr2Jl3A/9n1/8f7nOaS/tL2G83BLsR+FpVXeM6CrsXa3helPKdP0fZ8DHtgcjalWTWLIc1K62abM0Kgk+cDUrr1sC6NWRWLQJ6Uho1MidoGmXB0siJlI2ZQtnoKZSNmQIjxqkKT0QK6otAaFRTfc0U938Z1n7iF1ibiUexIv91QKipvmYBVk10AfbU0zA3313Yk053NNXXXOjy9Svgf1V1je/mVOnkcydWjXZPU33Nudjd9QVYAPaTPNOn3Ph0U33NeVjVy0XYU0a/7mphVXWNa5rqa/YDDmmqr/kedvE/CnuCKbfqKusK4Oqm+ppXsdKybwKfpr16qZh1yKbxCtZg+ItYQ99sA+F8GrEG2GmX19lYG5yTsQbOYA2R0031NRdj22Yq8Ftgdk7XCNn1X9pUX/Mb4FJX+vdP4HNYu6Hzq+oaM0X8Zj3V09+uW+vYhf9g7YPGY6WB9wO7u3GzmuprdsNKgoZgge9xXQRBYEH/m8B2dFbqV1ZG2egpDD3srE4v7plMBppXW6DkAqPMGhcsrV1pwVOHcSs6DGddvhreQSTTCmuW2/rQRRBVMZSy0ZMtMBo9hbIxk9uCpLLRUyyAUumSSMnqi0Doh+4PrDpjIXZx/0ZVXeMqYJWrNrgEa8w6D3gA+Dnw5ab6mrKqusZVTfU1nwWuwS7wTdjF5UcUwV2YP4N17NiIVZP8B6u2WK+aqqqu8SNXGnAVdgHC5fmgqrrGt4tc76+5dbgP2AwrJQlX1TU+USCPN7hHzmNYENiIXYh3KXYdquoa65vqa8YDP8UaDD+GVcccTAFVdY0tTfU1R2JP2DVg7VteAY6tqmt81E3zh6b6mlqsyjKKlejcj1X3FXIW9ltfAUwGZgFnZhs995ee/nY9XMdCaTU31df8FHtKLN1UX/M0VjKXccN+ij2xBxYc/yEQGF5SVde4XoPpqrrGVteGLtuP0PpRTlkZlA9h6OHndVnCUVZWBpUjrA1PhyZbxcm0NBcImFZaALJ2ZXsAFRzvhg+q0qiWZjIfzSXz0dz84ytHBIKkbICUDZwmUza0Kv98IrJJKMtk1FHyxsI9Av5S8DF+VzKzfVVd4+EDl7PS5ErYzsYC25ewkrtHsTZZhZ5L/3xVXWNjJ2kGe5bOUFZeRsY6NN9YepbOXxoVDJoKBVM2nHXd6tap/w0f116KlFuiNHJzyir6u4WByEZt0Be3KhDaiDTV19yFPWV2GtYe6VDsqb3Tq+oabx3ArEkfcp0rHg4cW77DoXX2rrGDKJ+6V0m0demyNKpAm6i2ar0N+fBdWTmMnEj5mGCQtEVbqRIjxqvaTUrdoD8AFAhtRFy12DXYk2pjsTYl11bVNf6ms/lko6YDtBsyLevIrPyQzLJ5ZJbPI7Nsvn26/1ndn+3486iobK9m69A2abJ9Dhu9YfMjsuEpEBKRXtEB2ocyzU0uMJqfN1hi7aquE+lLlSPzNuBuC5aGDOs6DZHBTYGQiPSKDtANJJPJWBXb8nk5QdIH7vsCaM3X5VU/GjGu4NNuZaM2p6y8ous0RAaWAiER6RUdoINEJtMKKxd3qGrLLJ9H6zIrYWLlwg37tFxZuQVDHYKkLdqq3Rg+Tu2TZDAY9DuhAiGRwU0H6EYi09JMZsWHedom2R9NSzdshoYMc+2T8rRNGj3FOqMU6X8KhESkV3SAbiIyzasLtk3KLJsPzRu6fdIoK0kaO5XyiTtQNnF7+6was2HzIZs6BUIi0is6QEuAtU9aHgiSgp/zN2z7pFGTKJ+4A+Wbb0/ZxB0on7iDugGQ3hj0O44CIZHBTQeouPZJizqUKLW2BUnzYMVC+nVXGT6O8onZwGh7yjbfwarXFBxJ1wb9TqJASGRw0wEqXWprn7RsnnvKbX6HEqV+aZ9UObJjcDRxB8rGTtWTbJJLgZCI9IoOUOm1zNpVbaVHHdomLX3f3sHWV0+7DRlG2YTtOrY5Gr8NZRWF3jgjJUCBkIj0ig5Q6VeZ5iYyi9+hdeGbZBbOonXhLDKL3um7NknlQygbt02HNkdlEz6ml9mWDgVCItIrOkBlg8u0rCPz0WxaP5zlgqM3ySx8E9Y19dESyqwaLVtqtLmrXtMrRzYJmUwrrXOfp/Xtp2l5+c93Ax8B9wKPVNU1bsDOtoqjQEhkcNMBKoNCJtNqVWkLZ7kA6U1aF86CNcv7bBlloye3B0fZtkcjJ/RZ+tL/Wue/QvOjPyOz7AOsMCjT4v4px96PeXxVXePfi0mrqb5mCvaC8VxXA8cB2xSYtbqqrvGxYvOsQEhkcNMBKoNWJpOBFQtodUFRZuGbtH44C1Yt6ruFjBhH+YQdKNu8PUAqGz1ZT6wNQq3zX2HtfedB6zrIH1u0AmuxQKXLYKipvuYLwJ+Bt4AXAqP+CBwITAoMGwscCiwD9qiqa5xdbL4VCIkMbjpAZaOTWbWkY5ujhW+6EoI+Ujmq7TH+8gnucf7NttITawMok2llrX+KdefQeVzRCrwN7NRVNVlTfU0MuAw4r6qu8coupr0d+CZQW1XXmO5O3hUIiQxuOkBlk5BZsyIQHNln3z+x9rH2J9Y234GycdtQVjG0b9IvcZnWFmheRWbNCns58ZoVsHYlmTXLYc1KWj98g9Y3/9adJD9bVdf4cGcTNNXX/B9wLJDCqtcWAL+qqmt8I2e6I4CHgYer6ho/260VA4Z0dwYREZHuKhs2ioqtPgFbfaJtmD2x9naHNkeZxe/27Im1dWvIzH+FlvmvtA8rH0LZ+G06Ps5fwk+sZdatyRPErCCzdqX1bL5mpfueDXbcNGtXwtpV9OF9WQYLcDoNhIB93Gc4MOzkpvqa/avqGl8ODLvYfV7Yk8woEBIRkQFRNrSKssm7Uj5517ZhmZZmMktmd2hzlFn0Vs+eWGtdR2bhm7QsfDOw0PKOT6xlG2VvBC+h7apUxr674WtWklnbcTgtG+g1LV1rxdr0FNRUXzME+CdWjXYB8CrwWyyAugr4gptuX+Ag4JmqusZ/9CQzCoRERGTQKKsY6oKU7duGZVpb2p9YWxh8Ym1F9xeQaSWzZLYFW2/MbF/u6Ckd2hyVT9yeshHj+2KVOi4+b6nMykApTE4wE/zet6UyA6kce6S+oKq6xnVAbXBYU31NAguEDgwMPtF9+j3NjAIhEREZ1MrKKygbNw3GTaNix2rAnljLLJ9PZtGbHfo7YtXiHi0j29t261tPtg8cMb5jm6MJ21M2anNXKuOqk9aubA9g8gUyg7dUZiCVAfd0NkFTfc0wYDtgRFVd47+zg93nkKb6mrKqusYM8Dk37P6eZkaBkIiIbHTKysooGzMFxkyhYruD2oZnVi5q6wCy7Ym15fN6tpBVi2md/U+Y/U9a+ijfg155BVSOsqrCYaMoqxwJw0ZTNmyk+z6q4+cwG8/Q4ay992xYMb/Yp8Ye7SIn2wGvAKua6mt2rqprnAsc7cY9U1XXmGmqr5kGbA98WFXX+E5PV1mBkIiIbDLKRk6gYuQE2ObTbcMya5a3B0cfziKz6E0yS+awiVQzrW/o8PWDGBfclA0bFQh0Rlpv3oFpGTKsx300VR4RKbYfoeO7enS+qq7x1ab6mgew4Of5pvqal4DPAM20N4re1n2+2KMMOwqERERkk1Y2bDQVW+0FW+3VNizT3ERm0Vuu1Mg90r/4XbuID7RgqUzlyPbSmQ5BzPqlMhbMjBqw/pTKJ+9K5Zd+lq9n6XL35W260bM09rTYpcBXgf2B54BoYP7J7vPD3uRb/QiJDG46QEU2kEzLWmtEHXzH2qK3YN2a7ic2dHggiCmiVCYQ8DCkaqPuOdveNfYfWt9+KviusXuAR/WuMRHpLh2gIgPInlh7j8yHs2hd9CY0r+4YxFSOdsHMqI6lOBWqcHEGfUSnQEhkcNMBKiIbs0EfCJUPdAZEREREBooCIRERESlZCoRERESkZCkQEhERkZKlQEhERERKlgIhERERKVkKhERERKRkKRASERGRkqVASEREREqWAiEREREpWQqEREREpGQpEBIREZGSpUBIRERESpYCIRERESlZCoRERESkZCkQEhERkZKlQEhERERKlgIhERERKVkKhERERKRkKRASERGRkqVASEREREqWAiEREREpWQqEREREpGQpEBIREZGSpUBIRERESpYCIRERESlZCoRERESkZCkQEhERkZKlQEhERERKlgIhERERKVkKhERERKRkKRASERGRkqVASEREREqWAiEREREpWQqEREREpGQpEBIREZGSpUBIRERESpYCIRERESlZCoRERESkZCkQEhERkZKlQEhERERKlgIhERERKVkKhERERKRkKRASERGRkqVASEREREqWAiEREREpWQqEREREpGQpEBIREZGSpUBIRERESpYCIRERESlZCoRERESkZCkQEhERkZKlQEhERERKlgIhERERKVlDBjoDItKR76fKgSOAr2y99TZUVg5l6tRpTJkyhbKysoHOnojIJqUsk8kMdB6kAN9PhYHvAXu4Qa8Av/W88K8HLlf9w/dTjwHveF74RN9PHQbMBLbzvPA7A5mvYvh+aifg38CZnhe+1Q37OnA+sCPwPvAb4GeeF+70gPP91P7AncD2QGtZWVl59hgdNWoUBxxwIBMnTuyvVRER6WuD/u5NVWODlO+nTgZuAm4G9gE+CdwKXOv7qYsGMGsS4PupocBdwMjAsM8DdwD1wG7AuUAM+EEXae2PCwDdoPLgjcqKFSt49NFHWLhwYR+ugYhIaVPV2OB1OvA7zwvfFBj2mu+npmIX1EsHJFeS6xJgec6wLYArPC98g/v+tu+nvolVd/08XyKuOuxOoJJOblBaW1t55pmnOfroL6qaTESkDygQGrxagQN9PzXO88JLAsOTwC3ZL76fGo5VwXwD2BKrPrvE88J/dONPxEojLgCuAKYAfwNOwUoqTgDWAr/wvHAikO5JwHnAtsA7WOnGdZ4Xbs2XWd9PDXHLORGY5PJxgeeFG934XV3eD8L2u4eAH3peeHZXG8L3U2Uur3Uu/68DV3pe+K7ANJ/EgoxPAfOAC4HbgCM8L/xYMWl0l++nPgN8F9gLaFsPzwvfHJimAjgSOAy4uJPkjsCqw7q0YsUKnn76KcaNG09lZWXb39ChQzv8X16uAl8Rka4oEBq8kkAaeM/3UzOBJ4AZwLOeF/4oMJ2PVZ2dAbwGfB24x/dTx3he+D43zdbAacAxwCjgfuB/WLXbflgQdbnvp+73vPCLvp86FQuazgD+AewNXA9shQVH+fwCqHXz/AsLsP7k+6m9gZXAM8DDQDVQBVwF/M33U3t6Xji3RCXXT10ez8ACrM8AN/p+ajPPC9/g+6kt3bb5ExbobIMFbhXFptHF8tfj+6mxWPXX9zwvPMf3U/mm2Rp4y+Xjr8CNnST5FSz4LSp6mT17NrNndx5DDh06tENwZAFSJZWVQ3O+Z/+Gtn2vqKhQiZOIlAQFQoOU54X/z7UZ+T7wOeALbtTrvp862fPCT7lSli8DX/S88ANu/KW+n/oEVgKUDYSGYg15XwTw/dQjwAHAeZ4Xzvh+KgFcBHwceBErTbnc88K+m/8t30+NAW7w/dRFnhduCubV91Ojge8A3/e8cNoNvsiVhozGgqIVwPGeF17j5jkOK2k6nk4CBN9PjQTOBr4ZWMc3fT+1LRaU3YCVynwEnOJ54WbgZd9PnZld/yLT6K4bgWc8L7x+BNTuI2BfrKTnOixwqi0w7VigT59caG5uprm5mVWrVnV73vLy8kCQNDRv0LT+sMq24EulUSKysVAgNIh5XvhZ4JuuWufjWDB0FvCg76d2oP1psidzZn0cK9EJei3w/yrg7ewTTJ4XbnIlGlW+n9ocmApc5vupiwPzlGMlOdthJSpBO2NtW/6ek/8LAHw/9RPguWwQ5MYt8P3Ua8CenW0DrLFxFXC776duDQwfAgxzVYP7AP9yQVDWE91Jw/PCq7vIRxvX3ucQ2rd/Xp4XXgY8DzzvgsK7fT91nueF380z+UcMoqcrWltbWbOmiTVrmrqeOI9sSVTH6rqug6jKykqGDNFpSUQ2HJ1xBiHXIDqCNbh9zwUsLwAv+H7qPuBlrGqn0IWzAggGBeQECWDVMPlkb+XPBh7JMz5ffUw27UIlGmUFxq2Xz07yEwJezTN+DbCOzquUikmjO04GJgO5VWL1vp/KtkNa7Xnh5wLjXnSfWwL5AqF73XybhGxpVE+Ul5fnbfdUbDClKj0R6Q4FQoNTE1bdMwf4Wc64Ze5zPrDI/X8w8EBgmkOwYKknFri/7T0vXJ8d6PupWqwdywl55nkDC2j2xdoeZef5J/B7LIj7hu+nhgWqxiZjfex0VS31KhbobBOo1sL3U98HdvO8cJ3vp/4LnOL7qaGBgG+/7qTRRR5yHQ8Mzxn2Bla92ABcC0zAfoes/VweXi+Q5iPAm1iJW6f1SiNHjuSzn/1cW7Cxdu3atr/m5rWB7805w5ppbl5La2uhGHhwaG1tpampiaam7pdGlZWVsdlmmzF58mQmT57M5ptPorKysh9yKSKbCgVCg5DnhRf6fioJ/NT3U5thwcQyrIrnQmCm54WfAPD91F+wtjtgF9mvY+2GQj1cdsb3Uz/DGk/PBv6CVcvdADwQrN4KzLPK91PXAXHfT30IvAScBOyOBU5rsMbad/p+6jJgGHA1sBC4u4v8LPX9VL1LexnwFBZg/AxrUI7L2znATW67bQn8yo3LFJlGd7bRe7nD3PZf4Hnhd30/dRXwmO+nLsHaBe3jlnWt54UX5c7r0mz1/dTxWD9CBR+hLy8v58ADD6KqqoqqqqruZp1MJkNLS8t6AVLXQZT9rVu3rtvL3JAymQwfffQRH330Ea+99hplZWWMHz/eBUZTmDhxoqreRKQDnREGKc8LX+j7qTewRshnACOwaqkG4PLApLVAAvgt1uD2ReCrnhe+txfLvtr3U6uxhtpXY6VPN2OPxxcSxUqFbgTGYSVDX/C88CsArrfoJNaOaA32+PzxOU/AFXI2Vkp1KRbkzMX677nC5XeB76dqsCfX/uPG3whciXUN0GUafcnzwk/6fuooII49sv8hth07Dbo8L/x3309V096zdKasrKysL3uWLisrY8iQIS4YGNHt+VtbWzuUQuWWSOUrgQqO29A92WcyGRYtWsSiRYt4+eWXKS8vZ+LEiW0lRuPHT6CioqLrhERkk6VXbMhGz/dTuwHjPC/8VGDYgVjJz9aeF54zYJnrAde54uHAsVtvvU3dpvKusWBpVL4Sqa5KqfqjNGrIkCFsvvnmbSVGY8eO1RNvIn1r0J+0FAjJRs/3U0diVXinYJ1FbomVDq32vPBhA5ezPqED1MktjcpXIrVixQoWLJjPmjXdbf9uhg4d2lZaNHnyZMaM2WyjDj5FBoFBfwApEJJNgu+nTsOq8rYDlmJ9CEU8L7x4QDPWezpAuymTybB06VLmz5/H/PnzWbBgQY+fYKuqqmLSJAuKpkyZwsiRIxUYiXTPoD9gFAiJDG46QHuptbWVJUsWM3/+fObPn8+HH35IS0tLj9IaOXJkW2A0efJkRozofjsrkRKjQEhEekUHaB9raWlh0aJFbSVGCxcu7HEj7tGjx7jSoslMmjSZYcOG9XFuRTZ6CoREpFd0gPazdevW8eGHC9pKjBYv7nlt6tix49pKiyZNmsTQoUP7MKciGyUFQiLSKzpAN7C1a9eyYMGCthKjpUuX9iid9j6MpjB58mT1YSSlSoGQiPSKDtABtnr1ahYsmN9WYrRixYoepWN9GG3eVmI0YcIEPaovpUCBkIj0ig7QQWblypUuKLISo9Wri35fbwftfRhZidG4ceP0RJpsigb9Tq1ASGRw0wE6iGUyGZYvXx4IjBawdm3P+jCqrKzs8ETamDFjFBjJpmDQ78QKhEQGNx2gG5Hsu86ygdGCBQt63CN2VVVVW4/XkydPZtSoUX2cW5ENQoGQiPSKDtCNWGtrK4sXL24LjBYuXNirPoyyQdHkyZMZPnx4H+dWpF8oEBKRXtEBuglpaWlh4cKFbe2LFi1a1OM+jMaMGdNWYjRp0iT1YSSDlQIhEekVHaCbsObmZj788MO2EqMlS5b0OK1x48a1lRhtvvnm6sNIBgsFQiLSKzpAS8iaNWs69GG0bNmyHqVTVlbGhAkT2kqMJk6cSEVFRR/nVqQoCoREpFd0gJaw1atXt/VfNH/+PFauXNmjdCoqKpg4cWJbidH48ePVh5FsKAqERKRXdIBKmxUrVnTow6ipqalH6QwZMoRJkyYxefJkNttsLBUVFXn+yikvt/8VNEkvKBASkV7RASp5ZTIZli1b1lZitGDBfNauXdsvyyorK1svUCovr2DIkAoXLJXnHV8owOp6mvYATEHYRk+BkIj0ig5QKUpra2uHPow+/PDDHvdhNJjkC8LyB1LlRQZi7aVd7YGcgrC+lMlkmDdvHnPnzmHWrFl3Ax8B9wKPeF64dWBztz4FQiKDmw5Q6ZHW1lYWLVrUVmK0cOGHtLYOumvQoJYNhooLxIoNxsqpqBjSaTC2MQdhCxcu5Jlnng6+k68FKxUqB94Ejve88N+LScv3U5OAq4EaYDjwN+Bczwu/7Pupx4BDC8x6gueFby82zwqERAY3HaDSJ9atW+f6MLISo8WLF/e4DyPpf+1B2JCCVY8dg6j1g7DCJV4dg7Hc8T19tcvChQt59NFHOgu4W4G1QHUxwZDvp/7u5vk+sBK4DDgQ2AGoAipzZvktsD3wac8LLy823wqERAY3HaDSL5qbm1m0aBHNzc20tLTQ0tJCa2uL+7+VlpZ17rMlz/jgn03b2tpxWtl4ZUvB2tt/FQ7GgsHVW2+9RXNzc1fJtwJvAzt1Vk3m+6kJwPVA3PPCL7lhnwD+gwU6z+ZM7wG3A/t4XviF7qzvkO5MLCIim4ahQ4cyZcqUfkk7k8msFxhZEJU/wMqOX7eucDCWPwjLztvKunXtwZj0TmtrqyvV6TKo6YlyrNTmcODhQhN5XngR4GW/+35qMvAjYC7wcnBa30+NBK4Eft7dIAgUCPWaq6d8x/PCJ+YZdyuwreeFD3PfM8BJnhe+tYh0t8Wi5mrPCz/WV/ntYplF568Xy7gYONHzwtv21zKKlfv7DBa+nyoHjgC+svXW21BZOZSpU6cxZcoUvY1cNgrBBs4bWr4grDvBWL7SrpaW1k4DsWwwpiCsaBngWDoJhIJ8P/Ub4DvAGuBLnhfO7VCrDhgN/LQnmVEgtGFtASwd6ExI73XWiM+N3wK4Bvg81liwETjL88ILu0h3f+BO7I6pdc6c2WQyGWbNmsWoUaM44IADmThxYr+tl8jGbjAHYe0lXp0FausHY+uXlm30QVgrMLYb0/8C+DVwGvBH308d7HnhfwP4fqoCa0N0g+eFe3R9VSC0AXleeN5A50H6zH3Ywfx52hvxPeL7qR2wwOdhN/wI7Di7Bau//kKhBF0QNJP2BoDlwTZ8K1as4NFHH+Hww49QMCQyCA3WIKyYErHO2n91VSLWg6cRy7FH6osSuME8FTgAOBM42Y0+DNgauKm7mchSILQB5VY9+X7qLOAHwBTgKeBx4OScaqP9fD91BbA38B5wmeeFbymQfgVwORAGJmFVa7/wvHB9YBoPiAA7Ax8A13te+JpAMjv7fuph4GBgCXCd54UTgfmPAi4EPg4sA3zgAs8LN7nx47Gg4EvAROBfQNTzwk8UuY0qgEuwnXws8CAwB9jL88KH+X7qMCxYiLi/d4F9gf2Bi4FPY08TvAH81PPCvku3DLgAK0Id5/JdVUye8uRxArZtg434LsMa8e3u/rYFtve88Hw3/gfADb6fGuN54fVeIOWqw+7EgqCCz822trby1FNP8oUvHMWQIUNUVSYiwMAHYe+99x5PPPF4sbOUAfd0NoErdT8cSHteuAXA88Ktvp96GdgqMOkxwD89L/xWtzPuKBAaIL6fOgNIYJHtk8DXgEuxi37QOcC3scZhPwR+6/upJzwvPCtPsqe7dGqxoOmLwI2+n3rR88JP+n7qOOxiez62E+4N3Or7qWWeF/6tS+N7WPHjd7GA6nLfT/3D88IzfD91DPB/WMBxArAjcCN20f+qC2IeAoYB3wLmufV7xPdTB3le+LkiNs0VwIlu+S8DZ2DFnrlH2NFY8DMSCyQfBm5weR8KnAvc4vupGS4Y+TFwnkv33+7zFKxKq1uKaMT3Q+DRbBDk5vkrVt1VyBFdjG+zatUq/vCH31NeXs7QoZVUVg6lsrKSyspK9719WPv37PihbZ8baz8lIjK4lJWVsdVWWzFq1Khg/0GFZJ8ae7SL6bYEUsB8YAaA76eGAvtgJfJZB2NND3pMgVDf+IYLMnINw0p68jkXuNbzwje77z/1/dQ+wCdzprvE88L3A/h+6gLsQr8PkC8Q2h6rjnnLVcNd7/upV4HX3fhzsOg66b6/4fup0cCqQBo3eF74Dvd/3PdTPwI+he2IUeBezwtf5sa/5kpa7vP91K5YQPRJYA/PC7/o8nwmsJ9b39oC2wI37Qgs8Dnb88LZu4Xv+X7qwDyTX+V54TfcfB/DgrOrso9j+n4qAZwE7OT7qQVYgHdttoQIOMf3U9Wd5acY+Rrx+X5qJ+Bx309diAWMQ4G/Aud5XvijAkl9BTtBFB2dtLa2smZNE2vW9Ox9U8GgqGMglS+wsuHZ773pa0RENj1lZWUccMCBxfYjdHwRPUz/Fztv3uD7qe9gNRQXYCX6P4e2GoTdsSfGekyBUN+4D6umyZUEJuQOdFUr2wDP5Ix6gvUDodey/3heeInvp8Aa5+bzK+yC+p7vp57DSmfSnhde4MbvCTQEZ/C88O8KLc/5KLC8PbAqpaBsSc2e2DotzQZBLv2M76eewBoVd2VXt6x822WvnGFvBJbxlu+nbgbO9P3UbsBOWGkXQAX2G2wBPJuTxjPAbkXkqzO/IKcRHzAGC4AexUrVsgfun3w/dZjnhfP1DTSWDdxnUHNzczF9fuRVXl7eReCUv0SqsrKSIUOGqDRKZBM0ceJEDj/8iHw9S5dj1WFvU2TP0u7aUYvVnDRg58gngEM8LzzbTTYBu9Fc1Jt8KxDqG8vzVVX5fmo5eQIhIPsCoGKuBvkeBch7K+554TdcY93DgCOxutMLfD91kueFb8M6hejqYtvZ8sryzJ+tkG4uMD47TTFX3O5sl9XZf3w/tQvwNFbl9RAWmH4I/DNnntzt1utOMgo04lsLrAA8zws3u/EnuPx8ivUDMrCAc6MpYmltbaWpqanHbz9vL43KFzQVKpGy0qshQ3TaEhmsJk6cyNFHfzH4rrHfY+e3e7AmA0W3rHZPgZ3u/vKNX0AfnDd1RhkAnhde6vupd7E2Ln8MjNqvN+n6fur7wALPC9+NtZk5zzV8rgVuw9qv7Jszz8+B7TwvfEwRi3gBOAS4NjDsEPf5CtAEjPX91MeDpUJYHW6HDrAKeAMLcPbHGh5n7YdVPRVyOjDf88JHZAf4fuqL7t8yzwsv9P3UHJePPwXm2xcLWrqliEZ8c4HybBDkvOQ+tyN/IHQv1pC7KFOnTmXo0Eqam9eydm37X29KeTak9nzmdgfStWxpVG61nv0NY/z48UyZMkUBk8gAKSsrY4sttmCLLbZg330/7XU9x8DSmWLgXAFc7fupV7B2RF8EQsDsTufq3GTgIt9PrcLqV3fFqoh+EVjmPb6fehb4MxYI1FH8BfhKoMG1fWnAqqCuBx7wvPArvp96A/gfkHJB2XyshGQPCkT0QZ4XXuX7qV8Cl/p+ah4WPJ2MBUaPdTLrHGCa76c+7+b5JPBLN25YYN2vdm2mngC+iT1h9mSR6x7UVSO+RcBZvp8a7nnhbMnVHu4zX9sugEewFxJuRxclYqNGjeLggw8p2EantbWV5ubmDsFRx2Ap+39zznf7G+yv3SmmNGrIkCFsscWWTJs2jS233JKhQ4duwByKyMZEgdAA8bxwvXvU/KfYY+aPAbdipRY9dTH2m16PBUXzsCepEm6Z97tGZxEsqHkX+IGrNismz7/3/dQQrNF0DKt+SgE/cePX+X7qSOAqrBh0GPb4/OHFvm0YezS/EusTYiRwP1aKU6hdFFjQswvtj5+/gT0ZdwlWmtToeeEbXMO6GPaUWSP2gr5disxXUFeN+FZhAWDKBY2bAfXAzGwnYLlcidLxtPcjlDcYKi8v54ADDuy0oXJ5eTnDhg1j2LBhBacpJJPJ0NLSUkTQlD+IWrduXdcL2QDWrVvHnDmzmTNnNuXl5WyxxRZMnTqNqVOnUlmZ+55GESlleunqAPH9VA3wkueF5wSG/Qbre+bwgcvZwPL91FeAJz0v/GFg2EPAHM8LnzJwOevI91ObYQHmMbQ34jsn0K/QjlhQVI1V693rxnfa82lOz9KZsrKytmN0Y+hZOrc0qvMSqfXH9ff5qKysjMmTJzNt2jS22moqw4d3Fl+LSB8Y9G0fFQgNEN9P3YU9sXQa1rHhoVipwen9+a6vwc73U09hJSrnYq8jOQYrvTrS88IzBzBrG4zrXPFw4Nitt96mrlTeNZZbGtV1CVTHYT0pjdp8882ZNm0aU6dOY+TIkf2wViIlb9CftBQIDRBXLXYN9lj5WKx9yLWeF/7NQOZroLmXzV4DfAYYgTUyvtzzwvcOZL4GkA7QIrW2trJ06VLmzJnDnDlzWLase68dGj9+PNOmbc20aVMZPXpMP+VSpOQoEBKRXtEB2kPLli1lzpy5zJkzmyVLlnRr3s02G8u0adOYNm0am2222SZdEifSzwb9waNASGRw0wHaB1asWMHcuVZStHDhwm7NO3r0aKZOtaBo/PjxCopEumfQHzAKhEQGNx2gfWzVqlW8995c5syZw4IFC7rVQHvEiBFtQdHEiRPVQ7ZI1xQIiUiv6ADtR2vWNDF37nvMnTuHefPmdfaOpPVUVVUxdepUpk6dxuTJkxUUieSnQEhEekUH6Aaydu1a3n//febMmcMHH7xPS0u+t83kV1lZyVZbTWXatKlMmbIFFRUVXc8kUhoUCIlIr+gAHQDr1q3jgw8+YM6c2bz//vvdem3JkCFD2HLLrZg2bRpbbLGFerWWUqdASER6RQfoAGtpaWH+/HnMmTOHuXPfY+3azl5711FFRUVbr9ZbbbWVerWWUqRASER6RQfoINLa2sqCBQuYO3cOc+fOZfXq1V3P5Fiv1lNcB45Tqaqq6secigwaCoREpFd0gA5SmUyGhQsXupKiOaxcubLoecvKyjr0aj1ixIh+zKnIgFIgJCK9ogN0I5DJZFiyZElbr9bLly/r1vwTJkxwHThuzahRo/oplyIDQoGQiPSKDtCNkL3qYzZz5szlo4+616v12LFj24KiMWPGqANH2dgN+h1YgZDI4KYDdCO3fPnytl6tFy1a1K15R48e0/aqj3Hjxikoko3RoN9pFQiJDG46QDchq1ataguKPvzww271aj1y5MgOvVorKJKNxKDfURUIiQxuOkA3UU1NTcydO5e5c+cwf/78bvVqPXz48LZerSdNmqRerWUwUyAkIr2iA7QErF27lvfes1d9fPDBB93s1XoYU6daB46TJ09Rr9Yy2CgQEpFe0QFaYpqbm12v1nN4//33WLduXdHzDh06lC233JJp07Zmiy22YMiQIf2YU5H8MpkM8+bNY+7cOcyaNetu4CPgXuARzwsXX/S5gSgQEhncdICWsJaWFubN+4A5c+by3ntzWbt2bdHzWq/WWzJt2lS23FK9Wncmk8nQ0tJCa2srLS0tBf9aW1vIZGzbdvwrp7w8d1hFSbbjWrhwIc888zQrVqzIDmrBSoXKgTeB4z0v/Pdi0vL91CTgaqAGGA78DTjX88Ivu/F7AdcCnwIWAb/0vPBV3c2zAiGRwU0HqADWq/X8+fPberVuamoqet7y8nKmTJnC1KnTmDp1K4YNG3y9WncnGLH/W2lpWec+bfi6dcHxwb/2afON7077rO4oLy+noqLCBUnlVFQMcZ8dA6aOQVRX4wdvELZw4UIeffSRzrZnK7AWqC4mGPL91N/dPN8HVgKXAQcCO2CB0avAH4FrgP2BG4DTPS98S3fyrUBIZHDTASrraW1tZeHChW1PoK1ataroecvKypg0aZILiqZ26NW6+8FIMNDobPzABSOlKhiEDRkSDMb6JwgrLy/noYf+WkwP663A28BOnVWT+X5qAnA9EPe88Etu2CeA/wCfBo4AzgC29bzwOjf+cuBYzwvv0p1tpUBIZHDTASqdymQyLF68uO1VH8uXL+/W/MOGVbUFJgpGZAP6rOeFHy52Yt9PTQauAg4DdgF+D3zkeeFwYJojgIeByZ4XXlBs2nrmUkRkI1ZWVsaECRPYa6+9OOqoo/n857/Axz++B5ttNrao+desaaK5uVlBkGxIGeDYYif2/dRvgHnA14BTPC+8EpgKzMmZ9H33uXV3MqNHCkRENhFlZWWMHTuWsWPHsscee7B8+TLmzJnLnDmzWbx48UBnb4PJVgutX8VTbDud9auJsuOB9aoOC7dPau2iurBj1WB3uk3YyLUCY7sx/S+AXwOnAX/0/dTBwAhgTc502YZz3WoEp0BIRGQTNXr0GHbbbTd22203Vq5c2aFX6/7WeTCy/vD2dizrByzrj8//l13mxvq0ViaTKdg+q2Owtf40hQOt1i4akg9ItWg59kh9UQJPiZ0KHACcCawGhuVMmg2AumyoFKRASESkBIwcOZKdd96FnXfehdWrV/Pee3NZsGABLS0tRZeIdBaMlJeXM2TIkI0+GBlIZWVlbdtzQ+ssCMsfbHWcdunSpcye/W6xiysD7ulsAvfo/OFA2vPCLQCeF271/dTLwFZYtdiWObNlv79XbEZAgZCISMkZPnw4O+ywIzvssONAZ0UGid4GYdZof1Gw/6BCsk+NPdrFdFsCKWA+MAPA91NDgX2A+9zwOt9PVWQDJSxweq07DaVBT42JDHY6QEVko9CX/Qj5fqoMeBDYFvgOsAS4APgcsBfWHuhVLCj6GfZI/Y1AneeFb+tOvhUIiQxuOkBFZKNRoGfpcqw6rLs9S28GJIBjsMbVTwDnBPoV2hf4JbA38AFwteeFr+9unhUIiQxuOkBFZKNS4F1j9wCP6l1jItJdOkBFZGM26FvNq0NFERERKVkb9VNjvp96B7jV88IXD3BW2vh+6mjgLc8Lv+z7qcOAmcB2nhd+ZwPm4WLgRM8Lb9vJNBngJM8L31pEettirfyrPS/8WJ9ksutlFp2/XizjYrrYTgPB91Pl2Ht0vrL11ttQWTmUqVOnMWXKFD2SLCLSxzbqQGiw8f3UNsD9QDXw8gBnpytbAEsHOhMbK99PjQcuB44GxgD/A37seeEnfT/1GHBogVlP8Lzw7Z2kuz9wJ7A90DpnzmwymQyzZs1i1KhRHHDAgUycOLFP10VEpJQpEOpbG83tuueF5w10HjZydwOTgK8DH2JvQX7I91P7YO/QqcyZ/rdYcHNvoQRdEDQzMG95sA3fihUrePTRRzj88CMUDImI9JFNPhDy/dRJwHlYXwTvAPXAddmW676f+hYQwS5Si7A32kY8L7zG91MV2F1/GLvovQ38wvPC9XmWs60bDzDT91OXAI+570f5fqoO2AmYBZzneeE/u/nGYo8HHg1McXm4F3tEcHWgeu0LwJXAji6NiOeFH+hi3c8DvgdMBP4BfMfzwm+4cR2qnnw/dRbwA5eHp4DHgZNzqo328/3UFdijiu8Bl3le+JYCy+5y2/l+ysO2/c7Yo4/Xe174mkAyO/t+6mHgYKwPies8L5wIzH8UcCHwcWAZ4AMXeF64yY0fD1wGfMltg38BUc8LP9HZduuK76d2AI4EDvK88NNu2FnA54Gw54Uvypnew/q+2MfzwnlfDe6qw+7EgqCCbfdaW1t55pmnOfroL6qaTESkD2zSjaXde0muBi4FdgdiwI+BK9z4PYGbgJ9gQcrJwLeAc10Sp2Nvu611468HbnQvfMs1B+vQCeCrwFWBcWdhAckewOtA2vdTo9y424D9gOOwIOds4CTg1Jz0rwS+D3wS64vhrkAa+WwDHAIcBXwGC3B+l29C30+dgQVjlwGfwAKvn+SZ9Bzgp8BuQCPwWxcU5NPptvP91HHYhd8H9sR+l7jvp74dSON7wO3Yb3cDcLnvp6a7+Y/BOtL6s9smpwIh4C43vgJ4yK37t7DeSP8LPOL7qU8VyHOxFmLb9V/ZAZ4XzmAlguODE/p+aiT22/3c88IvdJLmEVgw3uUxuWLFCh5++CGeeeZp/vWv5/jf//7Hq6++yltvvcncuXOYP38+S5YsYeXKlTQ3N6MnQ0VECtvUS4QuBC73vLDvvr/l+6kxwA2+n7oI+Bj2ePLbnheeDcz2/dRnsdIFsAvTSqzx8zzget9PvYoFMx14XrjF91PZNxku9rzwCt9PZUf/INvI2PdTl2KdQ+0G/BN4GHjC88L/ddO+4/upM7HgICjmeeFsN+MXAv/BAqtnCqz7OqzjqqVunl9jQUw+5wLXel74Zvf9p66K55M5013ieeH7XXoXYG8C3gcrocrV1bY7B3uHTNJ9f8P3U6OBVYE0bvC88B3u/7jvp34EfArrbj0K3Ot54cvc+NdcT6T3+X5qV6wE8JPAHp4XftHl+Uws6DwXC9B6xPPCHwF/CQ7z/dTX3Dr/NWfyOmA0hbd91lewXleLujlZtGgRixYtKmZSysrKGDp0KJWVlVRWVjJ0aCWVlUMD/2f/huZ8r2To0KED8t4jEZENZZMNhHw/tTkwFbjMPR2UVY69oXY7rFTjaeA530+9gQUlf6L9Tv9X2AXqPd9PPYeVMKS7+x4T4LXA/0vc53D3eQPwJd9PHQ/sgAU3HwPeyEnjlcD/2UbOue1QguZlg6DAcofnTuT7qQlY6VFuQPUE6wdCbevheeElLtBbL02nq223J9AQnMHzwrklVq/lfP8osLw9sNKkoMcDaW8DLM0GQS79jO+nngBqCuS5R3w/dRBwM/CnbKDohldgpXg35PwW+Yyln/oMymQyrF27lrVr1/Zo/oqKivWCo47f2wOp3OBqyJAhqsITkUFtkw2EaL+zPht4JM/42Z4XXgtM9/3U3lgbjs9id/C3Ye1j3nBVP4dhbUKOAS7w/dRJ3XyXSUueYWWuBON+7MJ9F/AH4HzgN3mmX5MvjW4uM5917rOYkoi865FvwiK2XTNdX/g7W15ZnvmzRRfNBcZnp2nuYrlF8/3Ul7EXA/4d8HJGHwZsjVW/duUjBmlj+5aWFlavXs3q1au7PW9npVFdBVEqjRKRDWFTDoQWuL/tcxro1mIlFSf4furzwL6eF74UeB64wlX5XACc7Pup7wMLPC98N1ZadJ5rvFuLBUu5untHvzfWCHp/zwv/w+VvKFYy9FY30+oRzwsv9f3Uu8D+wB8Do/brTbpFbLuXgX1z5vk51ufSMUUs4gWsDdS1gWGHuM9XsBfyjfX91MeDpUJYw+s+6drAVbVdi3Udf7znhXOD1WOAf3peuJjf8l4sCC9KZWUlLS0ttLQUG+8OjA1XGpUNpoYxatQohgzZlE9tItKXNoWzxQ6+n8qt6mjyvPBjvp/6GdbAdjbWpuPjWFXUA+6psHXAT3w/tRwLAiYAX8SqywAmAxf5fmoV1tB2Vyx4+UWBvGTfMreH76eeLyLv87ASmZDvpxa45V+ANWweVsT8feUK4GrfT72CPTH2Razh8exepNnVtrsCuMf3U89iDZ73xQKBYoOBK4EG116qgfYG2Q94XvgVV9X5PyDlgrL5wJlYldrpvVgvAHw/dRpwHfbCv7MLvD/nYKz6tRiPYI3gt6OL0rlRo0a1PTXW0tLC2rVraW5ubgs4cr83N68tOG6w60lpVFlZGaNHj2H8+HGMGzeecePGMW7cOCorO6tJFpFStSkEQt9wf0HvAVM9L3y176dWY+00rsYuhjdjT4/heeGHfT91CvAjrDHrKixg+qFL52JsG12PXdjnYYFU2yPcQZ4XXuT7qZtpf8z9ns4y7nnh930/dQJwCdYPzTzgAeDnwJdd1Vm/87xwvXvU/KfYY+aPAbdiF/KeuphOtp3nhe/3/dR3sMfnrwTexRqVF1Xl6Hnh3/t+agjWaDqG9eWTwj3t5nnhdb6fOhJ7eu8eLLD8F3B4sW8+LsT3UzthJUH3uvWZFGgYv9qVslVgT7tdWeT6tLp2Ytl+hPIGQ+Xl5RxwwIFt7W4qKioYPnw4w4cXaqpVWCaTobm5OU8QFQycmnOGNbf9P1hLozKZDMuWLWXZsqW88847bcNHjRrlgqL24Kgn201ENi166argStRe8rzwnMCw32DViocPXM4GJ99PnU/hp8Bu87zwib6fmoQF3jWeF859kqyztIM9S2fKysrajtHB1rN0e2lUe8CUGzR1ViI1GAwfPrwtOMqWII0YMUINvEX6zqA/mBQICb6fugt7nP80rGPDQ7GOJ0/vz3d9SX6uc8XDgWO33nqbuk3xXWPZ0qj81XodS6SC37PT9mdpVGVlZVupUTY4Gj169Caz7UU2sEF/4CgQkmwPzNdgj5WPxdqqXOt54XxPr8mGpQM0j46lUe2lT6tXr2LJkiUsWbKEZcuWdZ1QkYYMGdJWnZYNkjbbbDPKyzfpPmlF+oICIRHpFR2gPdTc3MxHH33EkiWLWbJkCYsXL2HZsqW0tuZr19595eXljB07tkNwNHbsWD2xJtKRAiER6RUdoH2opaWFpUuXBoKjxXz00Ud9VtVWVlbGmDFjOrQ7GjtWT6xJSVMgJCK9ogO0n7W2trJ8+XIWL17sqtXss7m5z/rddE+sZRtkW5BUVVXVZ+mLDGIKhESkV3SADoBMJsPKlSs7BEeLFy9hzZqmPlvG8OHDGT9+fIeqNT2xJpugQb9DKxASGdx0gA4SmUyG1atXdyg1WrJkCStXruyzZVRWDuvQEeT48eMYNUpPrMlGbdDvvAqERAY3HaCD3Jo1azqUGi1ZsoTly/vjibVscDSeMWPG6Ik12VgoEBKRXtEBuhGyJ9aWtD2ttmTJYpYuXUpfnW/bn1hr7why7NixekmtDAqZTIZ58+Yxd+4cZs2adTf2Uul7gUcKvI5oQCkQEhncdIBuIrJPrFm7I6ta6/sn1jbr0BHkuHHjGDp0aJ+kL1KMhQsX8swzT7NiRfbVm7RgpULlWB91xxf7miPXx93lwNHAGOz9kT/2vPCTbvzXgfOxV1q9D/wG+Jnnhbt13lQgJDK46QDdhNkTa8vaSo2y7Y768om10aNH51StjWPYMD2xJn1v4cKFPProI5311dUKrAWqiwmGfD/1EDAJe2H2h9g7Ob8N7IO9oPo+4CzgQeyl3rcBF3le+OfdybcCIZHBTQdoiclkMqxYsaKtn6Ns+6M1a9b02TJGjBjRFhyNHDmSiopyKiqGuM8KyssrqKjI/1dWVqbG2yWstbWVlpYWWltbaGlppaVlHS0traxbt44nn3yC1atXd5kE8DawU2fVZL6f2gF4AzjI88JPu2FlwOuAD7wDbOd54QsD89wLVHpe+KjurJO6QBURGUTKysoYPXo0o0ePZuuttwaCT6y1N8hesmQxq1at6tEyVq1axapVq3jvvfd6lL/2YKm8YMDUPn7IetPlD7Tapy0UiKmBuGltbXUByToXjLTk/bNgpWPAkn988K992nzj+6DwpBx7qfThwMOdTLcQOAr4V3aA54UzLhga73nhi7LDfT9VARwJHAZc3N0MKRASERnkysrKGDFiBCNGjGCrraa2DV+zpqlDYGRPrC3v17xkMhnWrVsHrOvX5eQTDMKGDLHAqPNAbP1grH3e7gVjuUFYezCSPwjJV2pSOFApLgjpw2BkoGWAY+kkEPK88EfAX4LDfD/1NSyI+mtg2NbAW0CFG35jdzOjQEhEZCM1bFgVW2yxBVtssUXbsObm5ra2RtkSpGXL+u6JtYEUDMLWrt2wy84GYdAeBEmPtWIv+C6a76cOAm4G/uR54fsDoz4C9sUCpOuAO4Da7qStNkIig5sOUOm1lpYW9wLabHBk71jTxVwGSAb4teeFTytmYt9PfRlIAX8Hjva8cN6GSL6fqgXuBrb1vPC7xWZGJUIiIpu4iooKJkyYwIQJE9qGZd+x1tzcTGtrC+vW5bYp6ViF03F8bnVOoXEtfdY9gPSP7rTtyt++y6Zdvnw5r732arGLLQPuKWZC30+dCVzrpj/e88Jr3PBDgNWeF34uMPmL7nNLQIGQiIgUVl5ezmabbdbvy8lkMt1oT5M/EOu8Ye/GH4TltkXqLAjp2L6p+Kf9stMG21WVl5f32ROAmUyG996bG+w/qJDsU2OPdjWh76dOw6q7fgmcnfOU2Q+BCcAhgWH7YY3XXu9G1lU1JjLI6QAV6aH+CMIymUwg+OibRtibSncEfdmPkO+ndsJKeB4ATs8ZvRrYA3gM+CnWLmgf4AbgVs8L/6g7+VaJkIiIbJKyDZwrKirUw/YGMHHiRA4//Ih8PUuXY9Vhb1N8z9LHAUOBr7i/oNs8L3yi76eOAuLAuViHi1cDye7mWyVCIoObDlAR2agUeNfYPcCjeteYiHSXDlAR2ZgN+no/ddMpIiIiJUuBkIiIiJQsBUIiIiJSshQIiYiISMlSICQiIiIlS4GQiIiIlCwFQiIiIlKyFAiJiIhIyVIgJCIiIiVLgZCIiIiULAVCIiIiUrIUCImIiEjJUiAkIiIiJUuBkIiIiJQsBUIiIiJSshQIiYiISMlSICQiIiIlS4GQiIiIlCwFQiIiIlKyFAiJiIhIyVIgJCIiIiVLgZCIiIiULAVCIiIiUrIUCImIiEjJUiAkIiIiJUuBkIiIiJQsBUIiIiJSshQIiYiISMlSICQiIiIlS4GQiIiIlCwFQiIiIlKyFAiJiIhIyVIgJCIiIiVLgZCIiIiULAVCIiIiUrIUCImIiEjJUiAkIiIiJUuBkIiIiJQsBUIiIiJSshQIiYiISMlSICQiIiIlS4GQiIiIlCwFQiIiIlKyFAiJiIhIyVIgJCIiIiVLgZCIiIiULAVCIiIiUrIUCImIiEjJUiAkIiIiJUuBkIiIiJQsBUIiIiJSshQIiYiISMlSICQiIiIlS4GQiIiIlCwFQiIiIlKyFAiJiIhIyVIgJCIiIiVLgZCIiIiULAVCIiIiUrIUCImIiEjJUiAkIiIiJUuBkIiIiJQsBUIiIiJSshQIiYiISMlSICQiIiIlS4GQiIiIlCwFQiIiIlKyFAiJiIhIyVIgJCIiIiVLgZCIiIiULAVCIiIiUrIUCImIiEjJUiAkIiIiJUuBkIiIiJQsBUIiIiJSshQIiYiISMlSICQiIiIlS4GQiIiIlCwFQiIiIlKyFAiJiIhIyVIgJCIiIiVLgZCIiIiULAVCIiIiUrIUCImIiEjJUiAkIiIiJUuBkIiIiJQsBUIiIiJSshQIiYiISMlSICQiIiIlS4GQiIiIlCwFQiIiIlKyFAiJiIhIyVIgJCIiIiVLgZCIiIiULAVCIiIiUrIUCImIiEjJUiAkIiIiJUuBkIiIiJQsBUIiIiJSshQIiYiISMlSICQiIiIlS4GQiIiIlCwFQiIiIlKyFAiJiIhIyRoy0BkQkfyu+1X9kJNOOH6gsyEi0mO33HbnVGDe986oWzfQeSlEgZDI4LXDLbfdOdB5EBHpjTnArsCrA52RQhQIiQxeq93nvsC8gczIRmQK8CzaZsXS9uoeba/uyW6v1V1NOJAUCIkMXi3uc973zqibO6A52Uhc96v67L/aZkXQ9uoeba/uCWyvls6mG2hqLC0iIiIlS4GQiIiIlCwFQiKD1zLgEvcpxdE26x5tr+7R9uqejWJ7lWUymYHOg4iIiMiAUImQiIiIlCwFQiIiIlKyFAiJiIhIyVIgJCIiIiVLHSqK9LPp1dXjgcuBo4ExwP+AH8+YOfNJN34v4FrgU8Ai4JczZs68KjB/OfAT4NvAOOBJ4PQZM2fOCkzzKeBqYB/gI8AHLpwxc+aafl69PreBttfhbhm7A++7NK7v95XrB73dXjlpxYAjZsyceVjO8KLT2BhsiG3mxu0EPA/sPmPmzHf6fEU2kA20j30RuAh7HcdC4PfARTNmzuz3XqlVIiTS/+4G9ge+jnXN/2/goenV1btMr66eADwMvI6dRH4CXDa9uvqkwPwXAnXAd4ADgAzw4PTq6kqA6dXVE4FG4BVgbzfdicBP+33N+kd/b6/9gYdcuvsCPwQumF5dfcEGWLf+0NvtBcD06uofAJfmGV50GhuRft1mbtwewCPAiP5YgQ2sv/exQ4B7gf8D9sKO31rghn5Yl/WoREikH02vrt4BOBI4aMbMmU+7YWcBnwfC2Dt41gCnzZg5cx3wyvTq6h2BCHCLu3j/EDhvxsyZf3Hz12KlGMdiJ6iDgQnAuTNmzlwOzJpeXX0n8DngRxtsZfvABtpe5wHPzZg58zS32FemV1f/CPjN9OrqqzamUrTebi83/VbAb4FDgNfyLObUrtLYmGyIbeaC6guAl4Fp/b1O/WkD7WPfBWbMmDnzCvd91vTq6vOxY7quv49JlQiJ9K+FwFHAv7IDZsycmQHKgPHYieFxdwJpmwTYeXp19STs7mi0G5ad/yPsjuwzbtAi93na9OrqiunV1dsCXwD+3ver0+82xPbaGXgiZ7nPY3fu+/bdqmwQvd1eYNWpS4A9gX/kWUYxaWxMNsQ2qwGOZyO7ESlgQ2yvq4Fz8wwfgh3P/UolQiL9yF2E/xIcNr26+mvA9sBfseqrF3Jme999bg1Mdf/PyTPN1m4ZT0yvrr4CuAyrx68AHgO+1xfrsCFtiO0FfMD6d+nbus/JPcj2gOmD7bVgxsyZ9wP3u3nzLWZqV2n0LPcDY0NssxkzZx7ixh3WV/keKBtoez2fk362ZPffM2bOXNjrleiCSoRENqDp1dUHATcDf3InhxFYsXJQk/usor19Qb5pqlyaY4GdgF8Bnwa+BuwA3NjH2d/g+mN7YcX1x02vrv7m9Orqoa7oP461JRrWx6uwQfVgexWjL9IYtPppm22y+nt7Ta+uHgLcAewGnN6LrBZNgZDIBjK9uvrLWCPdfwKeG7ya9S++2ZPHSjeeAtOsdP8ngbEzZs48Z8bMmf+eMXPmH7DG0idOr67+RN+twYbVX9trxsyZd2HtN2500z8J/MJNt7Rvcr/h9XB7FaMv0hiU+nGbbZL6e3tNr64ejZUcfRk4bsbMmfmq0fqcAiGRDWB6dfWZwD1YEfMXAo+EzgG2zJk8+/092qt48k0z1/1/MPBszvhs+6CdepHtAdPP2wvXKHMMVnS/FfAc1ubhjT5ahQ2qF9urGH2RxqDTz9tsk9Pf22t6dfUWWNu9A4HPu9KmDUKBkEg/m15dfRpwHXA9UJvzBMTjwCHTq6srAsMOB16bMXPmAuC/2JubDwukNxZrfJht8DsHa4QYtIf73Ogu7P29vaZXV58xvbr6xhkzZ7bOmDnz/RkzZ7Zg1Ylvz5g58/X+W7P+0cvtVYy+SGNQ2QDbbJPS39trenX1OKyB9ebAwTNmzpzZNzkvjhpLi/Qj16HatVgfGQlgUqCx4Gqsrv084HfTq6t/hrXx+QHWjwYzZs5cM726+nogOb26+kPgHeBKLPi5x6VzDdA4vbr6MuBWYBus/42/zJg58z/9uoJ9bANtr5eAa6dXV/8L6//kc8D5wDf7efX6XG+3V5H6Io1BYwNts03GBtpePwc+hj1t9+H06uopgXEfupuVfqMSIZH+dRwwFPgK9rRS8O9ad8f0OeyR7n9jnZGdO2PmzNsCaVwE/A7rh+MpYB3wuRkzZ64FmDFz5kNYj69HAv/BTkx/AUL9vG79YUNsr8eAU7DHdV8BzgCOnzFzZrq/V64f9MX26lRfpDHI9Ps228T06/aabj3B1wKVWKlQ7jL6vR+mskwm09/LEBERERmUVCIkIiIiJUuBkIiIiJQsBUIiIiJSshQIiYiISMlSICQiIiIlS4GQiIiIlCwFQiIiIlKyFAiJiIhIyVIgJCIiIiVLgZCIiIiULAVCIiIiUrIUCImIiEjJUiAkIiIiJUuBkIiIiJQsBUIiIiJSshQIiYiISMlSICQiIiIlS4GQiIiIlCwFQiIiIlKyFAiJiIhIyVIgJCIiIiVLgZCIiIiULAVCIiIiUrIUCImIiEjJUiAkIiIiJUuBkIiIiJQsBUIiIiJSshQIiYiISMlSICQiIiIlS4GQiIiIlCwFQiIiIlKyFAiJiIhIyVIgJCIiIiVLgZCIiIiULAVCIiIiUrIUCImIiEjJUiAkIiIiJUuBkIiIiJQsBUIiIiJSshQIiYiISMlSICQiIiIlS4GQiIiIlCwFQiIiIlKyFAiJiIhIyVIgJCIiIiVLgZCIiIiULAVCIiIiUrIUCImIiEjJUiAkIiIiJUuBkIiIiJQsBUIiIiJSshQIiYiISMlSICQiIiIlS4GQiIiIlCwFQiIiIlKyFAiJiIhIyRrS3Rki0dg7WAD18WQivixn3K3AtslE/LAi0yoDvgU8mEzEF3Q3LwXSPAyYCbQAWyQT8Q9zxg8D5gObAdslE/F3+mK5gfQzwEnJRPzWvky3L0WisROBW5KJeJn7/g5wazIRv7jI+dvWsavfPBKNbQu8DVQnE/HHepjfbuWvi7ROJLDuPUzjMGwf6/P9J7CMg4CyZCL+ZF9sw8GgL3/HDa23x/VgOw4KpD8SODGZiP/Kfb+VbpzPB5titnkkGnsMeCeZiJ+4wTLWib44t+SmMdjWsVgb8lra7UDImQZcDXynl8v/DHArsF0v08mnFTgW+HXO8BpgTD8sL2sLYGk/pt8f9gVWd2P6Db2O3c3fpuBJ4CT3KQNvYzyuu+tH2D73q4HOSB+Zg/1uiwc6IwPsWKxgQAroaSD0FvDtSDT2h2Qi/tdeLL/Hd+VFeAT4GusHQrXAE1gQ1ueSifi8/ki3P+WWmhUx/QZdx+7mT6SvbYzHdQ/05/l4g0sm4i1AKfxunUom4qUeCHapp4HQncBBwE2RaGy9KrKsSDQ2HrgM+BIwEfgXEE0m4k8Eiu8A3o5EY9mqlgOBK7BSgA+B+908y1yaFwM/KaJqIw38NhKNbZ69kEaiseHAF4HzCARCkWhsLJAAjgamAIuAe4Fzkon46kBeI+7vXSzImgVcCJwJNAF7AUtorzYaBlwMhLBStOXAQ8CZyUR8kVv29sB1Lj/LsJK204B4tkgwEo2d5PK8LfAOUA9cl0zEWwts90q33Y/HqgBfBC5KJuIPFZj+HQJF7pFoLOzWazvgf8BdwC8CVWm5RZZDItHYL4ETgLXATW556wosr7vr05Y/9/sfBvwF+D62Xz0NnJZMxF9z048ELsd+ozHAv4EfJRPxf3a17m7YYwSKkiPR2CHAVcCewKvALTlplAHnAnXY/vM6cGUyEb8rMM2PsN91KvA+cDP2G2fy5Ck77Ba372Xztl8kGrsC2Bt4D7gsmYjfEpivJ9v1RuDTwOewffgO4Nzsb9fZ8RiJxu4BhiQT8S+5aT8B/MeNv8INO919nxZY7lCX/+uTifilgeF1wCXA1GQi3pyT14uBg4H7gCj2u94HnA38DLvrXQLEkon4bW6esfTDcV3Mto5EYx8Hfgns59b1iny/QWD9TgTibrmXAmOxm7kzkon4+wWm71DFm6dKZEfs3HIA1pzhaew4eCFPehcDP3H/Z2gvpR8aicauxI7tkcDDwHeTifh8N+00bBsfAYzGbjLPzS4jEo1NwkqYqt38/wbOTybif3Pjiz5XRaKxciywuSKZiF/jhp0F/AI4IJmI/90NSwNr3LZsqxpz5+MrgG8Aldi+X56zjF2BJHZ9G4Kdr3+YTMRnR6Kxa4Ajkon4nm7accBC4KZkIl7nhn0B+D/svLSKrs8LnZ5bilHE+ekxbB89022/c5OJ+I2B8RcA38X25TLsvFoHbIMdE1clE/Gb3LSHsf4xsy8w3uXhKGAo8BRwVjIRf8PNdzR2bO+GHQ8+dv5b48ZPxfaT6dixdl53t0Nv9LSxdAY4BTtYr8k3QSQaq8B2os9g7YD2Af4LPBKJxj6FHZRfdZN/GmiIRGN7Ao+6+fYEwsAngYfcxQZsY29RRB4fBxZgJ8iso7HSrFdypr0NO2EdB+yInVxPAk7Nme5oYH/gZNqLGo/Hfrzjkon4RznT/8ytwyku3W8BRwIxgEg0NsKtbwV24IWAE4GPZROIRGOnYsHRpcDubt4f0/mJ9VasCvB47KKZBh6IRGNHdTJPdnlHA7cDv8N+g5u7WBYu75OBA7HtdrLLc770e7I+uQ4ADsUOusOxA/aGwPgGLOA9GbuIvQb8NRKNTezGMrL53Q7bH5/HtmUcd8EI+ClwBnYC2QO4FrjRBQFEorEvAhdgJ5cdsfWNYSfkfLL79w+AswLDz3HL2g1oxAL9HdwyerpdLwH+5tbtYrc8z6XZ1fF4H3BYJBrL3lAdgZ0bpgfSPwr4U3CBLsi5E/hmTl6+BdyZGwQFHIKdT6qxY+U44CUs+Pok8CDw60g0NsFN3y/HdVfbOhKNbYZtt2XYue0M4KIC6xQ0Caue8tyyp2H7bU9vWO/Ggu5PYduhBQsE87kKW6e52P43xw0/ELvIHYL9lgcAVwJEorHR2AVvKnazewCwEng8Eo1t7ea/ERiBHa97YMHAn9zNCnTjXOWCzL9g59CsDvuc21afJWefc36J1QiciJ2ztnHrhZt3G+AZLIiqdsuZDPzNret9wB6RaGyKm2U6Fjjk7u+PJhPxlXR9Xijm3NKp7qSRTMRXAH9g/fPON4Db3fa9GgsgL3F5/iVwfSQa+17OPMFjpszlYQ/gK7Tvaw9ForEhkWisBvg9doP8ceB07Pi9w63DEOx8NhHbT2qxIGuD6ekBRjIRfzcSjZ2H/bC/z1NF9lns5LRHMhF/ESASjZ2JbaRzk4l4bSQayxbZfeju0M7FdqK4G/5GJBrzsODlUOAx92OuKCKLrVhkHqweq8VODrkeBp5IJuL/dd/fcXndM2e6qwIR7rZu2A3JRPzlAnl4Frgne/cDvBuJxv4aSLcW2BzYJ1t86Upj/hdI40Lg8mQi7rvvb0WisTHADZFo7KJkIt4UXKC7MHrAvslE/Dk3+Bp3t34u8OcCec06F/h9MhG/yn1/3d1ZntPJPPOAE1xeXopEYxdiB080z7TdWp8ChgLfDGyzX2JBJ5FobCfsZFST3Sfdb7kcmJA/uU6d6tbvDFfU/qq7C/65S3skdoH9ZjIRf8DN86bbP87DArTtsZKFt5OJ+GxgdiQaew+YnW+ByUR8XiQaA1iaTMSXujtPgEuSifj9brkXYCVM+9BegtGT7dqYTMR/6f5/IxKNnYKVvNyB7QudHY9/xgLmA7CSgCOwC22Nu9OvwC4oP8+z3N8BZ0eisQOSifgzbh87ALszLaQC+LYLTF6NRGPPA2sDpQPXYO0Wd8RKf/rruO50WwNfxy7+JyQT8aXYMfEDCgchWdn9+t8uL8djN22HAz1pgrA9doF6O5mIr4tEYycDu0SisfLcUsJkIr4iEo2tAFqy1YBuH5wHnOr2/dci0djdtAcix2MXr08GSt2/AbyJBQARl4cXgDeTiXiTK8G5C2jp4bnqfuB2V7rTgu2H92L72eXYvltF+4UVl6/RWAB0ejIR/4sbdrKbL+t07NpyfKCk4jisNOV47EK+xK3/HbTv78dGorGtkon4e9i5J17keaHTc0uRupvGLcDMSDS2rSs1/CSwK3Cb24dPx0pMU276NyLR2MeACyLR2PWBdILHzGexG85dAqXy38F+wwnYTeDvkol4fWA71AEz3PbYGbuh2CGZiL/p5j8JC+42iB4HQs6vsbutmyJWFBy0B3YifzE7IJmIZyLR2BPYHUA++wA7ugMy167AY93MXxr70TfHGtt+HvtxtsmZ7gbgS+7Es4PL+8eAN3Kmy/1eaBgAyUT8zkg0dngkGrscOznvBuyCXTTA1ve1YB1uMhF/IRKNLQVw+Z4KXBaxouuscuxg3471S7f2dp+PuRNZ1lDgo0J5DdgHCyCDnqDzQOjZnAvtP7Ci552Cy+zh+uQzP9mx3nupWx60X+T+nh3pTmrnuDwcUET6QXsAz7uTTNbTgf93w/J+e8SesskaAgyLWHXsndid0xuRaOx/2AX6HhcUdcdr2X+SifgS9/sO7+V2zR0e3JadHo+uuuHvwJGRaOwf2N31Ydjd4n5Y9dUarMSpg2Qi/lIkGnsWKwV6Bqt6eS5ftU3A/JzSmVV0DCaz+2CV++zz47rIbb0H8IYLgrKC+0why7NBEEAyEX81Eo195NLrSSB0AVZtdFokGpuBBQfpQlWlBczK2feXAMPd/3sArycDbfhcsPNP2o/DS7D9/9hINPa4W48GN11PzlV/pb0EfQ12Xq/HSpkqaS+RWRHpWAK8M7ZfP5uT1+DFdg9sH1wTmGZBJBp7DdjTBZMP0jEQOgsr9Zseicb+jZXi3U9x54Wuzi3F6G4aj2PVhWEscPwm8HQyEX8jEo19Gtv2uQ9oPI6dPycFhgWPjz2Bj7JBELS1qfshQCQa2wf4dMSqc7OyNTy7YkHQkmwQ5Ob/TyQaW9XJevSpXvUjlLT2DYWqyMqwIstcFUChou9y7G5hr5y/HYFUgXk68yQWLR+LFd2+kEzE3w5OELEi/vuxuvQWrOjwi1iRb658Ty4VfJopEo3dgBUJDsfubr6B1Y1mraPz3yA77mw6bo89sW3yZifzHJIzz+5YUWZXuspTPrlPJFS4zzU5w3uyPvnkphuU3bfy7XuF5LY3G9rF+OD+m12nEB3X6ePYOq1JJuIL3bCDgT+6z6dc6UF35Hvyo4zebdd82zK7vsUcj/djpb8HYBfy57AgtBq7KP2lk6qum4FadwH7Bl23j8iXTqH2T/11XBe7rTvbZwrJN00ZnTzxE2lvMgA5+23SHoPfCqtiXYm15XklEo1NLiIvWYX2uexnp+f4ZCJ+L7AldiMwFysNeT0Sje1OD85VrkbgMWyfOwKYgd2olbl5jsKOsUI6+12KuWbdjwX+22Jtah53ecju73937ae6PC8UkZ9iFZ2Gu2bfBnwjYs1Xvo5VTwbTyd0G2fN5MN3g8dGcZ56gcqzEfq/A3yew7fB4gXXIXV6/6nWHislE/F2slOUUAvWtWHHo2DwlRQcD2SLn3I33IrB7MhGflf3DfoSfY5F2d/OWwU6Ax2I7ZL5qsb2BL2BtAX7sGrLNwu4ge9PXzASs6uK0ZCJ+djIRvzWZiP8Hi4Cz6f4Xu+MeH5hvZ6zRIFgbpwXA9jnb5JNYXXC+/GVL4LbMmSfbdqcr/2X9k9B+Xcyzd8QaMmYdjB0ob+VM15P16a5sCce+2QERq6eeHYnGvp5n+rW0b+9sg8yPBcY/D+zrLtZZ+wb+fxULHrfJWacvYA1TW12JxGnJRPypZCL+k2Qivj/wW+wk1Bf6a7sWczzeh7VBOQ67IIA18s1eGPK11cjysbvmc7B2KX4n03ZXvxzXFLetnwd2zimR2Hf9pNYzPmIPTwDggoXNsAbGuda6z80Cw3YIzDvZVWVUunPPN7FgbQpWnZRPd24ewM7xO0esQXR2uVXY/vByJBob5qorP5ZMxBuSifh3XB5bsX2jp+eq+7BAaDoww5VGP41dg3bBgpVcr2AlhgcH8joEuygH1+fTrtotO81k7IKdvWY9iFX3nAX80wVm2f39aNr39y7PC3R9bilGT9K4DbsOnY7tP+mcPB+SM/0hWIHCkgLpvQyMc1WdAESisYmRaGxJxPpDexGrNgtuh62wtmaj3TqMdft7dv6d6Lhv96veVo0BkEzEf+3qUo+gvZHdQ1hbl1QkGvs+1onhmVhR3ulummyR+16RaGwh1lDriUg0Vo810hqNFW+PxhXFRaKxUcCoZPGPs6axO4jmwHKD5mE/figSjS2gvU5zCjAsz/TFWur+vhyJxv6FlQp9D6tu+IebxscVHUesPc1w7A4WIOOqEn8GXB6JxmZjDQU/jm2TB4JFuFmuyuEBoD4SjZ2B7YTHYk/anFJEvq/AGiueg51wDsIa+3VmGnBzxJ4u2cWt08+SifiaYJF3T9anu5KJ+OsRe5rpVxFrlDgXa6swDGvAmtsI8yng626ebHFu8AC8Edtvb45EYz/F2jy0NUZMWhueeqxdwDKX3iHYHVDSTTYcuMqNfwLbXoeRp8ooYAWwa6S94W9n69xf27XL4zGZiL8csafPvoO1CwHbzhdjx9WDneR7qdvuFwF/TCbihU60PdEvx3Ux2zpi7WhigB+xpwXHYlVUxbjDnS8rsH3vGdrvmoOewQKKeCQauxqrivlRYPwi7MK8vTu3LMOCi7XY07v5rMAuaDth1SddSWHbNB2x9qJN2G85Cvi12xb7AYdErLHtPOz4Gw0804tzVbCkLxswPYo9ffb3fNeGZCK+MhKNXQdcEonGPsAu3j/CLshZ9djN652RaOwybD+5Gnsy7G6XztKINe84Dddo3C37dmBr4NuB6bo6L3R6boG2J503w9rR5iud6zKNPNvi3Ug0NhNrzH1vtgrX5fk3wKURa7/7T+xp0tOxJ/0yOVWYWY8Cz2H77g+w/SiJXfOfc/+nXVVyCqta/i0wO2ntIRdg18Q73Dl7Hfb7tpX2utKrzbHmNn3ep1yvS4QCvo01SAUgaY/fHok90XEPtkH2AA5PusccsQj8L9hTPt91wz/npvsXVp30JvbIYvZk/iPgg27k6xnsAHw2mecxVDfsBKzq7BWsBOk97K5335yi56K59f8adpJ8AaufHwGcD+weicZGunWqwQ64v2Ntc251Sax16VyNFcOf4fJ3PValkPvkS1CtW4967IA/GWvw2OWjmclEvBFrsHoG9kTOd106azuZ7U/YzvsP7IJwA3ZSypd+T9anu07CgowG7G56G+DIZP7+iM7Htv2DWFXqIgIlh27/yD7B82/sxBjPSeNsrGr4UmydLsKCwYtdGjdhJ6eLsLuuNLY/dBZgXo0FzjcXs8L9sV2LPB7BLkzDaC8R+id2MpyRTMSX07lbsUCx248Nd6a/jmuXdqfbOmlPDFVjx8xTWHuSZN7E1pfCzol/xQKDo5J5ulhwVfynYiUMr2KB1w8C49dhbSJbsQvVS1ij66OCbTFy/B92bv0fdsPWqaS11zoUa8/zCHb8jAAOCjRB+BpWMnwf1sbtVCCcTMSz7SS7fa5KJuJzXB4/CKzLI9j1rLMSyCh2bvoVdj3KPvmYTfct7AZlHHZOeAjbHgclO7ZNu4/A/u72tVew9lKvB6br6rxQzLml1uUhb41IkWnkcwsWkN6WM/wsLAi5AttnTse6e7m6UEKudOvL2KP0f8X2+Wbgc8lEfE0yEf+DW48vY9fCFLZPfiUw/1HYfvwQdp65G+uuI2sath1qi1i3bivLZLpbGip9xdUz75QM9JkRica2xE7YnwmcLDZkng4F5iUDDd8i0dj5wCnJRHz7wnOKdF8kGvsWduLeNtm9RryblEgfvPpFNk2RaOzPwMlJ13dTqYrYU+Wzk4l4Q1+n3SdVY9JjVcBfItHYj7G7sbHYReENAk89bWCfBY53J+Y3sTr0H9Cxnx6RXnFPkuyC7e8FO30UKWUR6yyxRUFQbAxWGvS5/ki/L6vGpJuSifirWIPZb2DFkI9gVQpHJAs/adPfLsWeurgDC8iuwaoT8lZ1ifTQAVg7gb9TfPsZkVLzDFalVNKS9maJA5PujQx9TVVjIiIiUrJUIiQiIiIlS4GQiIiIlCwFQiIiIlKyFAiJiIhIydLj84OY62fobaA6mYg/1sM0DgNmAtslE/F3epjG1liL/XyvKMG9VHDbZCJ+WJHpjQROTNq7kPqF+mUREZFiqERocJuDvYOpu28k7mu3YT1gF3IW1jV+sX6EvZ+uPzVg205ERKQglQgNYu7dMsW+U60/dVqqkn1XTV+l1xfc+2j6/J00IiKyael2P0LuTemXYe/wmYi9gyiafR2Ee7HakcBs7P0hdyQT8TNy0tgWq/IJYaUDnwDeB+LJRPzmwHQnAecB2wLvYO+juS5pb/R+DJifTMRrA9MfhL3vZsdkIj4rEo0djb3bZTfstRW+W8YaN30Ge/HcN7F3xxwafLWEm+ZW7H09HwB1WPB4O/buoBux9/e8B3w/mYg/6OaZir2r5UhgPBbM3A5c6PJ+Iva+mT8CJ2Iv4rwaq8KKuL93sff0zMJVjbn3I53r8jEFeB240r1ZO5vfQ4CrsDdNv4q9U+ZaClSNuTR/hL3j52PYixOfAL6XTMTfdts5+7bqd5OJ+LZ50rgVVzUWqIr7AvZSwh3dOkSSifgDbv8IvhRwu2Qi/k4Xv/W22P5yIfaCwSbsHXZbJBPx/QL5mOq222exd9O0VY1ForHNXH6+AlRi++15yUT8uUg09iX3W0xKJuIL3fTPA8OTifgugfk/BD6fTMQfzd0GIiKycepW1Zh7A+xDwGeAb2Ev5vsv8EgkGvtUYNIDsTfP7kXnvcZegwUie2EvYbspEo1t55Z1KhYcXArsjr1U8MdYgAH2ssYvRqKx0YH0jgeeckFQDfB74CbsxaenY4HXHTl5+C7wVeCY3CAo4BvYG4D3w16kdybwLPbyzE9iL9S7LfAixweASVh34Dtjbxw+H/hiIM1tsDcf7+PWK+toYH8sMMl92/BPsRc9fh97Eea1wI3ujb24bfcQ8DywN/b6gk7fRIy9PuN8LAjZCevFdGfstwGr8nrGreu+XaQVdKXL5yexV3XcFYnGRmFB2tXYW+G3AOYU8VtnHY+9YPA4bL/6dCQa2yEw/htYUDozOJP7Xf6CBWVHY7/j34GnItHY3sDDWHB1uJt+IrZ9d3bvfgMLrlaS/03gIiKykepu1dhnsQvbHslE/EWASDR2JnZhOZeOb4b9SRFVJlcnE/H7XDo/wt5gvz/td/+XJxNx3037lnvfyA2RaOwiLMi5DrtQ3xaJxiqxQCfipr8A+F0yEa9339+MRGN1wIxINLZtoHTkjmQi/lwX+fwIOMtVVc2KRGNXAI8mE/E7XN5vwIKcyZFobCkWbP0hmYi/6+a/zr1PbE86vh35MvfG42yjZoCrkon4G27YttkJXQPjs4FvJhPxBwLrtC0WxNyAvdl5HnCGy+urkWhsGvaKjEJmASckE/H73fd3I9FYGnv1B8lEfHEkGlsLrC7w9vZCYslEfIbL+4VYCc4eyUT8mUg0tgJ7f868wPjOfuusG5KJ+MtunjLsrdbfwEr9wAKl210pUjAv07HgfFJgHc53JYhnJRPxEyPR2KPY/t2ABUT/ATbH3iJ+F1a6+ecBfPWJiIj0g+4GQnsAS7NBEEAyEc9EorEn6NiYdkGR7UZeCaSz1F28KiPR2ObAVOAyV5WSVY69qHS7ZCL+SiQa+wN2IbwNq4oZjpVcgJW0fNpVQ2VlS2x2xapfwN6n1ZVZLrDIWoVdhLOa3GdVMhGfF4nGrgeOi0RjP8BKIT4BbAlU5KSbb9mF8rMbtu63u6qorCHAsEg0Nhz7fZ7PyWunDa2Tifj9kWhsv0g0donL665YCdp7nc1XhFcC/2f3hcrciYr5rWlv69O2bdx+dzsuEIpEY3u5fH81T172cZ9v5wRIw9wyAO7Dgm+AI4AZ2G82PRKNpYDPYyWBIiKyCeluIFQG5GtUVAEE75SLbaS6psAyslV2Z2MvIs01233egpXwTMFKA+51L2fDpfEzLEjK9UE385qvFCDv27Ij0dgIrPpkJBaU3Q78E2t304Fr0JurUH6y2ySEtf3Jld2WuQ2ROy3BiERj52ElKrcAjwG/xKrHvM7mK0Kh3zZXMb91tnoqd9vcCvwkEo3ti5VGPp1MxF8vsIxlWGlmoXw+APw6Eo3tggVCdW65F2JVgpsBjXnmFxGRjVh3H59/ARgbicY+njP8YODlvskSAAvc3/bJRHxW9g+7kMVxF9RkIv44VrLzLazqIhj0vAjskjP/VljblWC7or5W4/J5WDIR/0kyEU9jF+HJ9O5pqVeBdcA2Oev0BeBHyUS8FWsbtK+rJszqql1PDLg4mYifnkzEf5NMxP+OtRUK5rWv38wbTK+o3zofV/X42P+3d97hVhXXAv+BhVgTa2JEH2n6iB01Koi9G2NPggYFlKggVmQyZFTU0XHwEbtix4cloEERHyqiYEE0YkA0RIIGsARRA1IEpL4/1mzYHE+9F8TkrN/3ne/cs6fP2ffsNWutmYU4lf+K4kIvyL2wMdCsoA1Diuwcg58GjEF8xrZGnO6HIxqpc4HnY/BzGjZcRVEU5ZtKrRqhYcB44CFj3XmIQ/S5iEmmy6rqVDJ79AauMda9jzi67oj4wTyZ7fpK3I88zP/FyhqFCAxM5paHEPPL3cD7mW/KauLD9P6bZLrbBgjAOogppkEk02FfwBvrZgOjgLaI1iumbLcj38e9xrqrgR9R2Vn6A+AwY90QxDm7PeJ3NT2XZy7QwljXPAb/YZE6amUusImxbjvEH6zsd11gzirkPuBWZH4HlMjzNOLzM9BY1w3RMp2FOKQflss3BPEtey0G/wXwhbFuEmJ+OyfLlDSQc2Pwc2sZtKIoivLNoyaNUAx+MbIlfBwwCFlB7wQcnDQJq4wYfB/EXNIV8Te5BbgXcQjOcz9ihuqftCJZ+UcRLcGxiCbrIWRn2vGrsp9F+v1n4CLkkMF3EPPNC8jW/b1Kl6yKC5HdXFcic3IZYtbqldr+J+IYvA3wF2Qnlq9QZ3tgfeS7fBH5Ps8Gtsw5a/dFhJPxaedgY/kTYp4cD7Sq4bsuVRfA46X80pLP1KGIiXJAavcg4ISCrfBPIMLq87lrwxGt1JDctWnIkQOKoijKvzk1nyOkKIqiKIryn4KG2FAURVEUpW5RQUhRFEVRlLpFBSFFURRFUeoWFYQURVEURalbVBBSFEVRFKVuUUFIURRFUZS6RQUhRVEURVHqFhWEFEVRFEWpW2oNsQGAse4UoBtyCjHIacB3x+DvWFUdW5MY60YCU2LwHYqk9QI6xOBblCm/HXLi88HAd4B/Av8HXBmDn16qXIm61kZOXG4PbI8ECR0LXFtwKrKiKIqiKDVSs0bIWNcJuAsJgdAKCY7ZD7jRWHfZKu3dvyHGuu8iccAWAUcCP0FCRbQBRhrrqo43lvI+j4SfuBmZ74OAvwLDjHWnrdreK4qiKEp90RCNUBfgnhj8XblrE411zYELkDhY9czJSADQ02PwWfySqca6qUjsscORmFbVcAWwC7BDQbDTC4x1GwI3GOsGafBPRVEURWkYDRGElgKtjXWbxOBn5q5HJBI4AMa69YCeSOTu7yPmsyti8I+n9A7AfTH4JrkyBwAjgB/E4KckE9V7SMDP7YFuMfj+xrp2gEnXpgG3xOD/kOr4NnAdElx1XeANoEcMfkxKb4FEPO8Yg+/XgPFXYimwEZCNBYAY/ERj3Q5I5POKGOvWATojQmexiO+XAncC81P+SuPulfo0FDgP2Bx4BTgnBj8x5TkSuAr4KRIhfihwYQx+ZuF3k/K3QObywBj8SGPdlkgk+AORQLh/AXrG4F+oZsyKoiiK8nXTEEEoAgOBj4x1I4CXEPPN6zH4z3P5HkZMOV2BicCvgUHGuuNi8NVqRAA6Ar8B3gQ+NtadBDyACFmDgN2Afsa62cA9yMN7IfBzYBZwGjDKWLd3DH4s8AGwVUpbHfwRiUz+vLHuTWRuXgSei8FPqKGeHwKbAqOLJcbgpyFCIMa6JlQeN8A+wBfA0cCGwP8CtwEHG+s2Bx4DLkL8mZoD/RHh6swq+3w78C1gf8SX6ffAYGPd1jH4L6oeuaIoiqJ8TdQsCMXg/2Ss2xvRKhwOHJWS/m6s6xSDH2WsawkcCxwTg38ypV9prNsFeTjWIgiNi8E/lH0w1l0EDIzBx3RpkrFuI2Ae4j/TGtgyBv9pSu9prGsDnI84OS8BPq513NUSg59hrNs9tXci4t9zITDfWBdi8FdVWdWm6X1m2VxCxXGna+sA7WPwMwCMdTcBvVNac6AZ8H4MfipizjuG2u6RHwFvAe/F4BcY684HHgSW1FCHoiiKonxtNGjXWAz+daB90kTsiAhD5wNPGet+zIrdZC8XFH0RuLbG5iYVfN4ZGFDQn3sAjHWXpEuTjXX5LM0QTUW1LKK0I3nTlF6SZDLsBfRK5qKDEIfpK411n8Xgb6+iD5lAs1kVeVul90rjnp4JQYlZiBmNGPw4Y93DwBBj3QfAs4hmqBah9QpEW3eCse5F4BlgQAx+QQ11KIqiKMrXRk27xox1zY11NxvrtgaIwS+Lwb+VtDMHI74x+wFNSlSxFgVCRBKmMtYpUmZ+wedFwLIi+UDGMxvYteDVEjipRJlizEC2vRdjs5ReFGNdD2PdydnnGPwnMfg/IvPzGmKWqoZ/ANMRc1axdn5irBtmrNuJ6sf9ZbkGY/CnAP8N/AH4HmLeHFaQreT3FYN/DPEH6wR8CPRANIU7lGtXURRFUdYUtW6fXwCchThAFzI7vU9HzCMA+xbkaQtkfjIL0/u3c+k/rqIPE4A98xeMddcb6x4H3gY2BprF4N/NXohj9bFV1J3xOvAzY91KWqQktLVN6aXYG7g0nf+znLSDbA4yPxWJwS9FfJ46ZoJnAT1SW1NYBeM21u1trLs+Bj8xBn9DDP5oRKA5MGm1yn5fxrpmxro/AD+MwQ+IwXdO6UupXvhTFEVRlK+VmkxjMfjPjHURuDrtUnoEEYB+iuxiGhGDfwnAWDcUuC2Zav6OOEsfC/wyVTcaeUh6Y12fVEf3KrpxLeJ0/TpiutkTODu9ngbGAQONdd2QHVpnIQ/0w1K/1gK2AGbF4Au1TRn3AhcDjxnrPKLd2Bo5RHJbRGNCqm9DYMMYfOZ3dCXiQP5MmquJiJbkJERwuaCGflyN+GG9YqxzyC6vTdJYOwKnxuDnGOsqjrsKZgNdjXULkXOi1gPaIabJzxDN3BzAGet+l8Z0DUk7F4P/0li3F9A29eFjRADaiBIO34qiKIqypqn5QMUY/KXAGYgJbCRyNs4NwHDgmFzWXwGDgbuB8cAvgBNj8I+meiYjfjNHpTocSUio0P4QZFv5OYh26Ergghj8/ckR+lDgz4gf0XjEP+eE3CnM2yC7rX5Vpo0ZiNDyKbJDbhKyQ60psHcM/h+57N1TfVnZccBewCfIcQKTgCHAD4DWMfi/1tCPecgOrHuB3yE7555KZQ9KJjeqHHdZ0o62E1K5cYh/1yLgyBj80hj8HEQT2BI50PEW4BJEmM04GTHpPYEIgL8FTsmEY0VRFEX5ptFk2bJS7jaKoiiKoij/2WjQVUVRFEVR6hYVhBRFURRFqVtUEFIURVEUpW5RQUhRFEVRlLpFBSFFURRFUeoWFYQURVEURalbVBBSFEVRFKVuaVDQ1Qxj3cbICcJzgG1i8Asr5B8JTInBd2hMuwV1tgGaxOALA7zWUkc/oEUM/oAS6S2QuFutgHEx+L0a2lZjSXO4f+7SMmAucrhkiMEPTvl6AZeXqaodclr040DLGPw7uTbORE6X7heD75i73hSJs/Y/MXhfRd9AQnNMS+3Y7BTtNOenl+nfPjH4V1PePYHLgDbA+sjJ2X8CrkkHPWKs64AcYFkKG4NfKeCvse5qoCdyIOeNRcZT7JCtecBk4LYY/G0F+TcALkJOT/8h8n/xKuBj8GNy+aYgc9urSJsjqeJ/xFh3OnAmEvS4CXLI5Q0x+EdyefpRxRynfL9BDgsdk8+QzWsMvkkVcwxwYHofUSbPHTH4s9P/1eQi6XORAzmvzQ5gVRRFWV00ViP0a+QE5Y2RU4nXBC9TXYyyxnA+8mBrBRy/mtuqhoHAVum1NbAHEm9skLFuj1y+D3P5Cl+PIw+rJYiAkecI4APgiIKguLsiscaerbJvWwE7AL2BLsB1BXlHl+nfGwApYOsLyIPxAORka4Pce4OLtF+qvpvzmZJQd1qq9+wy47mgoJ69gReBW411ywPaGus2Q2LQnQz0AnYGfo4ITi8b6w4p00bVGOuaGOsGAH2QU8TbIIF5hwIPp1AseSrOcWItoJ+xrlmZ5gcUlB/NV7/vV3L5f1ai3R4F9Z6YS/s+IkxPAQaksC2KoiirjUZphJBYVk8DzZGHyR8b3aNvJt8B3smFx1jTzM/FNgOYZqzrgoTrOAXIVvVLCvIVsiDFbGuDBHjNYqAdjIT06AvsgoTcAAmrMpPyQWcL+wbwbhLQ2gHn5q4vrNA/kJhq78bg83HoJhvr5gFPG+t2jsGPzxKqqC/jMOS+PRYYbKw7IAY/ski+WQV1fmys64rEgGsHZBqLW4FvAbvF4GdlmY11pwLDgFuMdT9NwXQbw1mI4LBnDH5s7vrVSWi93FjXPwY/NV2vZo5BhObtEC1iz2IZkjZveVy8FJfuK993ii8I8GmVbc8ocj+fitxrvwReq6IORVGUBtFgQchY1xKJqXUdsCGymmwZg/9bSm+GBEg9FVgXuJ0CDZSx7hjkgbtL6st4oGcMfnhKHwmMBTZDfvxnIjGuYgx+Wc50cV96kHVIkdr7IFqNxcgK9eIY/KRUZxPg94jgtgli8lopynxBH0eSzD2pvY5ACyS21/tIYNH+Mfiuxrp9kECpuyNxugYD3WPwM1P5KalvBwBHImamXohZ4zZg+zTe02Lw75Wc/OIsTu9f1ljuOUSLkbE3Yn56ANGEHcnKgtBzDXyYL0C0T7WyFGhhrNsxBv927vpziLbpH8WLVaQj8HYM/glj3WQkdt3Iagqme+9L0niMdVsi9+fFeSEol/dsYANSgNpG0gV4okAIyrgJ0VZNK5JWifeAOxFB6rEYfDlh9+tgCfI/1JB7RlEUpWoaYxrrBHyBBAF9HHkA500MNyEaig6IxuG/gLZZorFu91RuELATKwKVPmisWzdXT5fUzu6IAHMZK1TrW6X3C4Dzk4/GSETNvz8icHwGvJYEJBDBqwcSMLQVEnW9ZOBTxOQ3kBUmhgHpemtgOmIuusFY97PU9gTEVHFSGtOwZIbJuBbRou0IPIkIiH0R35L9UhuxTH++QjLL3IBEjB9US1kkWO52xrrN0+fDgVEx+C8QTcYRubz7pmu19G1tY93RQHugf419A3k4LwLGG+tGG+uCse4IYO0Y/IQY/IJaKzTWbYpogjJtzgDgeGPdd6sou4GxziAmumw8uyGC/OhiZWLw78Xgx8fgGyUIpcXFTmXamR2Df7GSr14ZAhLYt5KJbLVirNsEWTBsgCxUFEVRVhsN0ggZ69ZGnCuHpAjpGOuGAqcZ6ywiiHQAusTgh6b0TqxwpARZ6Z0Xg781V++NyIP2u4iPCkhk+i7pIfJO0kSdb6zrHYP/OKnhZ8XgZxnrzgA2RyKeL0p1npna7WysuwLoBtwYg89+YC8y1uX7tRIx+BnGuvnkTAw51f/lmQYg+W2Mj8Fnpp8Jxrp2iJbrcERgBHgqBn9XKnMTYuq4OQY/Il0bCBxXqj+JU3P+KWshGq2pwBkFK/ltjXVzi5T/PAbfPP39CuLH0hqJGn8EKwSEZ4CuxrqNkIj3W1BZEMr3DUQ4m4poDq8pyNu2RP/Gx+BbA8Tg3zXW7QxciAgvv0uvz411PbK5zChRH8DWOW3NKUAzVgi1D6c6OyHCQJ6+xrpb0t9NkLl+E/hlDH5Iur5pep9Zou1i9DTWdS9yfT3EP6YYDWmn4hxnxOAXJ4foNxBNpa2hnWL8tYTD+T4x+Ldyn58y1mWan6bAOog57NASmi9FUZRVRkM1QkcB32PFgwTEP+g7iBPr9og5bPlDOa3cx+Y+jwOGGOt6GOvuMda9BDyWktfK1ftCwUo608xsVqRfrRDH7ZnGurnpATAbeYi3TGW24qs+LkVX2BX4pMAMshMwKp8h/dh/jjjOZkzM/T0vvefNOwsoY6pLPIFoonZFzEObx+BbxODvL8j3z1y+/Gu5Zi5pD14G2iTN0u6IAATipLwk5d8PmJTzPanUt1aIuWkmonW6Jga/uCDvmBL9W0lDF4P/KAbfPQb/E2Bb4Axkzu401h1ZUGex+nZFdnBldALezHbKJR+jvwG/LdDegWggd0Ucf3sj39md+d1ZwKfpvdg9WYq+Jfo5pkR+gH8h5rVa2qlqjjPSPXsVcEnardcYjirR9sSCfGem622QXWmzkJ2J5XaeKYqirBIa6iOUbal+NKcdyTgbMWeBrKDzLMr+MNbth2gXhgIvIYLU+oi5rGiZRPagKuY70BT5kf1FkbT8qrhkv2pgfsHnJhT3AWlaUH+xtmr1uZkTg3+3inyLq8w3HDgGOAQxT44HiMHPM9a9jAhB21CdWSzft78b6z5M9S9mxX2RMb9S/4x1EXgmBv986tMHwL3GugcQv5ajWaFto4r6dkFMWcuMdXnBrCnyHR6B3JMZn+TqvCJpOG431s2IwQ9M119Hvtd9KOLYa6w7ADF9nhOD/yhdnlGsr0n7WJQY/EJj3ZjUTrGxbYwsJnxOiKg4x0UIiFayH2LibihTY/BTqsj3Ua6PXY116wEDjXUHxuBHlSuoKIrSWGrWCBnrtkAePvfx1ZXePcCeiNlhAeJTkpVbO+XJ6A6MiMGfEIO/Pgb/LLLah5UFlcJVaWtgcuaAXMDbiC/SrBj8u+nHdQril7N/DP4zxOS2b0G5xq58Ad4ip2mB5Q/djRG/oW8ywxENziHAsAIN3DMprWb/IID0QO4DnJN8e2rlUOReKax3ISKMTq+xvk6I0LIvK9+7bZAzj8ptpQdxhn8VuMNYt1XqyyzgEcRku1E+c9IwWURz1xAn5kLuAn5urNutSFo3xC+uktauLElz1wE5luKSxtTVQM5DdrH1N9atvwbaVxSljmiIRqh9Ktc75g7hg+UH1HVIr5uRFfQ0RBDojpx5k/EBcJyxbl/kR+9ARCUPIkhltE2+PQ8iD69zEX+RjLlAy2TWeQDx9RhkrLsEMUv9HlHRZ4cLXgv0Mda9g2ii2iNmjwYfyJi4Hngp+ZPcCmyZ3sciO5zWBGsZ675XIm1eDH52+nscIlT8GvFZyvMMMnfrUv6QvHJchmgY7jDW7RCDz7Rz65bp35zksN0TMaEORHYMTkWE3c7ARogz9XLK1Pcl4nR/CvBoDP6VwgzGugeB041128bg3y9WSQx+SfJFG5v6c2JK6o7cQ6OMdZcjc/p9RJDYDzhiFWydB1lsHAsMN9ZdipzptD6ylf8S5ODIvKm1mjn+CjH4t4x1V7Hif7IhbGGsK+bMvjgtSooSg59rrPstMrargIsb0QdFUZSyNMRHqCMwvFAIAojBT0Z2LbVDVs63IcLAGETL80Qu+2XIyvpJ5KHRGVmtz0d2W2UMRnZYvYkINRfF4Pvm0vsgK+F708p8P8S88zRismgBHB7TGUBRTgPuAbhU547A3Q2Yh8Kxj0a2mu+BPCQfQRyRD8kct9cAzREtRLFX7yxT0gCNQHbprHRYYvKfmQ28GtMpzrWS/MM6I+a1q3NJ+5TpX7dU9mlkB2AzZE4nIbv4liJOt4UaoVL1PYyY/zZHBJhi9EHu084VxjMhjeMEY93x6do05OiBZ5G5nZD6uwQ5sfmFcnVWSxKmjgN86ucbyHfXBjgxBt+7oEjFOS7DtcBfGtHdP5dot+KiI8oRGvchWrY9KuVXFEVpKE2WLVsVR5usHsxqCMmhKIqiKIqSoUFXFUVRFEWpW1QQUhRFURSlbvlGm8YURVEURVFWJ6oRUhRFURSlblFBSFEURVGUukUFIUVRFEVR6hYVhBRFURRFqVtUEFIURVEUpW5RQUhRFEVRlLpFBSFFURRFUeoWFYQURVEURalbVBBSFEVRFKVuUUFIURRFUZS65f8BfVaFErcz5WsAAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Create figure and plot axes\n", + "fig, ax1 = plt.subplots(figsize=(7.6, 5.5), # width, height in inches\n", + " dpi=110) # resolution of the figure\n", + "\n", + "#Tune the subplot layout by setting sides of the figure\n", + "plt.subplots_adjust(left=0.065, right=0.43, top=0.76, bottom=0.19)\n", + "\n", + "#Create a twin Axes sharing the xaxis with the same limits for y-axis\n", + "ax2 = ax1.twinx()\n", + "\n", + "#Set yaxes limits\n", + "ax2.set_ylim([0, 70])\n", + "ax1.set_ylim([0, 70])\n", + "\n", + "#Assign colors for responses\n", + "C = [ORANGE1,GRAY8, GRAY8, GRAY8]\n", + "\n", + "#Create plot \n", + "#1. parallel coordinate plot\n", + "parallel_coordinates(df, 'education',axvlines=False,color=C,linewidth=3)\n", + "#2. Scatterplot for points\n", + "for i in range(len(year_2008)):\n", + " #Draw circles\n", + " ax1.scatter([0, 4], [year_2008[i], year_2012[i]], color=C[i], s=50, clip_on=False)\n", + " \n", + " # add label\n", + " plt.text(-0.5,\n", + " year_2008[i] -1,\n", + " education[i],\n", + " fontsize=10,\n", + " linespacing=1.5,\n", + " horizontalalignment='right',\n", + " color=C[i])\n", + "\n", + "#For each of the axes\n", + "for ax in (ax1, ax2):\n", + " \n", + " #Remove borderlines\n", + " for spine in ax.spines.values():\n", + " spine.set_visible(False)\n", + " \n", + " #Remove gridlines\n", + " ax.yaxis.grid(False)\n", + " ax.xaxis.grid(False)\n", + " \n", + " #Remove tick line\n", + " ax.tick_params(axis='y', which='both', length=0)\n", + "\n", + "#Set properties for y-axes object\n", + "for ax, year in [(ax1,'2008'),(ax2,'2012')]:\n", + " plt.setp(ax,\n", + " yticks=df[year], \n", + " yticklabels=[str(v) for v in df[year]]) \n", + "\n", + "#Configure both y's tick labels appearance\n", + "for ax, xshift in ((ax1, -0.05), (ax2, 0.07)):\n", + " for i, item in enumerate(ax.get_yticklabels()):\n", + " item.set_fontsize(10)\n", + " if i == 0: \n", + " item.set_fontweight('bold')\n", + " item.set_color(C[i])\n", + " # use trasformations to shift y tick labels\n", + " # left y labels slightly right, and right labels slightly left\n", + " offset = transforms.ScaledTranslation(xshift, 0, fig.dpi_scale_trans)\n", + " item.set_transform(item.get_transform() + offset)\n", + "\n", + "#Change x ticks color\n", + "ax1.tick_params(axis='x', colors=GRAY7)\n", + "\n", + "#Add bottom spine with gray color and bounds between 0 and 1\n", + "ax1.spines['bottom'].set_visible(True)\n", + "ax1.spines['bottom'].set_bounds(0, 4)\n", + "ax1.spines['bottom'].set_color(GRAY7)\n", + " \n", + "#Configure x tick label appearance\n", + "for item in ax1.get_xticklabels():\n", + " item.set_fontsize(10)\n", + " item.set_color(GRAY2)\n", + " \n", + "#Remove legend\n", + "ax2.legend().set_visible(False)\n", + "\n", + "#Add title\n", + "plt.text(-2.9, 75, 'New marriage rate by education', fontsize=15, \n", + " color=GRAY3)\n", + "plt.text(-2.9, 71, 'Number of newly married adults per 1,000 marriage eligible adults', fontsize=10, \n", + " color=GRAY5)\n", + "\n", + "#Add subtitle\n", + "plt.text(-2.9, -30,\n", + " \"\"\"Note: Marriage eligible includes the newly married plus those widowed, divorced,\\nor never married at interview.\\nSource: U.S. Census\\nAdapted from PEW RESEARCH CENTER\"\"\",\n", + " fontsize=10,\n", + " linespacing=1.5,\n", + " color=GRAY5)\n", + "\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}