Python画图笔记

matplotlib的官方网址:http://matplotlib.org/

问题 Python Matplotlib画图,在坐标轴、标题显示这五个字符 ⊥ + - ⊺ ⨁,并且保存后也能显示   http://q.cnblogs.com/q/68725/

matplotlib可以嵌入tex代码,画出的图形添加文字更加的漂亮。

import matplotlib.pyplot as plt
import numpy as np x = np.arange(-4, 4, 0.1)
f1 = np.power(10, x)
f2 = np.power(np.e, x)
f3 = np.power(2, x) plt.plot(x, f1, 'r', x, f2, 'b', x, f3, 'g'
, linewidth = 2) plt.axis([-4, 4, -0.5, 8]) plt.text(1, 7.5, r'$10^x$', fontsize = 16)
plt.text(2.2, 7.5, r'$e^x$', fontsize = 16)
plt.text(3.2, 7.5, r'$2^x$', fontsize = 16)
plt.title('A simple example', fontsize = 16) plt.savefig('power.png', dpi = 75)
plt.show()

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YJP8bFxW3dupVhA8uPLgcevOd66/N14QsiIgrPtouLi2PYjxHFNxsU38QizZ+PAOjvn9v2bPF9+PBhjuO2b99u3CEmJobjuINvfPLJ0JAhCIDffJPrDgMHDvzkk0+E72/fvh0QEHD37l2GDXTb3A146LOlT34PTE1N/eSTT4YNG8awGVMU32xQfBOL9NNPCIBt2+a2PVt8X7lyheM403PbVatWcRx37tw58/XYsCECIM/nvPXJkyd2dnZffvnlrFmzgoODFy5c+PDhQ4bVs/RZJWaXAB4i/orI77H9+/f/8ccfGTaTDcU3GxTfxCJ9/z0CYEBAbtvf/OjS0dExLCzMuMPs2bOtrKxYfUr5Jr0eixRBADSZsHnNn3/+yXHc3r17zdTAqbunhInva4+v5evAKVOmzJ07V/jeeB0hWxTfbFB8E4v01VcIgLmfIWaLb0Ts0KGDcO2EoHv37s2bNzdfg9evGy47uXQp5x3Onj0rfHZq+uL58wX5jDFHCw4uAB7KLSyXr6NWrVq1dOlS449jx45l1Y8pim82KL6JRapfHwFwzpzctl++fJnjuKSkJOMrarXa09MzJSUFEW/fvu3s7JyYmGi+BtVqBEBHR8zK/XaZGjVqGD9NTU1N/emnn44ePcqqga+ivgIevt/+/bt3/c/OnTvr1q07c+bMGTNmzJgxIzg4uFevXqz6MUXxzQbFN7FI5cohAK5Z8+aWw4cPd+/e3c/PT6FQlCpVqkuXLsLN34gYHh7evXv34ODgLl26xMbGmrXB4GAEwLp137bP5cuXu3XrxvN8UFAQz/O32D3XKiMrw3WGK/Cw8dTGPB7y4MEDZ2dnhULB/UehUJjpmTYU32xQfBOL5OKCABgfL3UfuerRAwHw+3yc+7J0+N/DwsT33acsL2VhheKbDYpvYnlevDDMK7ObamDuk08QABctkqb69L3TgYcqoVWkKf8uFN9sUHwTy2P8WPD6dalbyVlaGlpZIQDqdNI00HRNU+BhRHx+npUlIopvNii+ieU5etQQ3y9eSN1Kzo4fNzT44IEE1Z++fGoTZAM87Ly4U4LyeUDxzQbFN7E88fEIgC4uUveRqzVrEAC9vaWprr6gBh5sp9o+e5n7w1YkRfHNBsU3sTxCOn78sdR95GrECATA9u2lqT5s5zDgoUVkC2nK5wHFNxsU38TyzJ6NAFi/vtR95Eq4XX7yZGmqV1hUAXiY/cdsacrnAcU3GxTfxPL8+CMC4FdfSd1HzjIz0ckJAdDkAVniufLoinDJ4Ik7JyQonzcU32xQfBPLExAg5TXV73LunOFzy5s3Jai+7Mgy4MEzxLMAD4kVDcU3GxTfxPJ8+SUC4E8/Sd1HztavRwAsWTJ/q8uz8vWmr4GHflv7SVA7zyi+2aD4JpbH3x8BcP58qfvI2Q8/IAC2aSNB6fTMdJfpLsDDhlMbJCifZxTfbFB8E8tTujQC4AaZJlTTpgiAEyZIUHrvtb3AA8dz/3v2PwnK5xnFdz74+vo6/Mfe3p7juKlTpwqbKL6JhdHr0d4eAXD3bqlbyUFWFrq6IgCaZ5Wxd5iYOBF4qL28tgS184Piu4CGDRvm5ua2e/du4UeKb2JhUlIMnwyekOOVFZcuGbq7elWC6nVW1AEeJmilOPPPD4rvAipdunSvXr2MP1J8Ewtz+bIhIG/flrqVHGzahADo7i7B55b3n9/neA54+P0ag8XgzYriuyDmzp2rUCiioqKMr1B8Ewtz8KAhvtPTpW4lB2PHIgC2bClB6ajTUcCDy3SX9Ew5/smYovguiMaNGzdo0MD0FYpvYmG2bzec38pSy5YIgOZZYuwd+m/rDzx0jOooQe18ovjOt82bN1tbW8+cOdP0RYpvYmHCwxEAK1aUuo8c6PXo7o4AGB0tfmm991xv4GHpn0vfvbfUKL7zLSAgwNvbO9uLQnwrlUqVSqVSqTQajdR/s4S81fTpCICNGkndRw6uXn3H8sTmY1xX/p+H/4hdO880Go2QM0qlkuI7H7RabfHixQcPHpztdTr7JhZm1CgEwG++kbqPHMTFIQC6ur5teWIzmblvJvBQflF5sQsXCJ195w/P83Z2dtu3b8/2OsU3sTC9eyMABgZK3UcOJkxAAGzaVILSDSMaAg+jdo2SoHb+UXyzQfFNLEyrVlI+jPWt2rRBAPzhB7HrPnj+QDFFATxoL2vFrl0gFN9sUHwTC1OjBgLg4sVS95GdXo8lSkhzM//6k+uBB9cZri8zX4pdu0Aovtmg+CYWxstLmms73uXmTcPnlufOiV26R2wP4KFrTFexCxcUxTcbFN/Ekuj1aG0t5RLuuROuR3dywsxMUeumZ6a7zXQDHiJPRIpauBAovtmg+CaW5NEjwynumTNSt5Ld5MkIgA0bil33t6u/WcRTBk1RfLNB8U0syfnzhvj+n+yiqn17BMARI8SuOyZhDPDQILyB2IULgeKbDYpvYkn27UMAVCjEnqHIA29vBMA1a8SuW2lJJeAheG+w2IULgeKbDYpvYkmEG2NKlpS6j+xu3zb8X8GpU6LWvfTwknCz5cm7J0UtXDgU32xQfBNLsmwZAmCVKlL3kd3WrdJ8brng4ALgodS8UnJemPhNFN9sUHwTSzJlCgJgs2ZS95HduHHS3G/Zcm1L4GHIr0PELlw4FN9sUHwTSzJsGAJg9+5S95GdsL7l+PGiFk1OS7YJsgEedl7cKWrhQqP4ZoPim1iSbt0QAIcNk7qP12RkoJMTAuC2baLWjf07FnhwmObwIv2FqIULjeKbDYpvYkmEs9ygIKn7eM2JE4bPLe/cEbWusD5Dh40dRK3KAsU3GxTfxJJUqYIAGBYmdR+vCQtDAPT1FbVolj6r5JySwMPyo8tFLcwCxTcbFN/EkggPhYqLk7qP13z7rQQT8n9c/0O4ZPDf5H9FLcwCxTcbFN/EYmRmIschAO7bJ3Urr6lcGQFw/nxRi/6g+QF4qLeynqhVGaH4ZoPim1iMe/cMc8wXLkjdyiuPHxuaOnBAvKJ6vb7sgrLAw8x9M8Wryg7FNxsU38RinDljSMpHj6Ru5ZWEBARAGxtMTRWv6PE7x4WZkwsPZPSbLO8ovtmg+CYWIykJAdDaGuV0h2FQEAJg3bqiFp2cNBl4qBIqu7tP84jimw2Kb2IxNm1CAPT2lrqP17RtiwA4fLioRasurQo8TEycKGpVdii+2aD4JhZj0SIEwBo1pO7jFb0eixUTe4E042Oq/rr9l3hVmaL4ZoPim1gM4cEibdtK3ccrly4ZZuMvXxav6Ow/ZgMPvvN9LesxVaYovtmg+CYWo08fBMCBA6Xu45V16xAAixcXdTa+fnh94EGlUYlXkjWKbzYovonFEO6Y53mp+3hFqUQAbN9evIq3Um4JMyd7r+0VryprFN9sUHwTi1GhAgJgeLjUfbxSuzYC4LRp4lUM/TMUeCg5p2RmluzWG8o7im82KL6JZdDr0dERAXDXLqlbMXjxwrDqvVYrXlHhAd8Dd8hoBqkAKL7zZ8mSJZ9++qmjo6Ozs3OVKlWSkpKE1ym+iWUwrjEv8nJkufvjDwRAjkPR/ut5+OKh1RQr4CH+YrxIJc2D4jsflixZ4uzsPGHChISEhMTExGXLlhk3UXwTy3D6tNxuuQwJEXvhtsgTkcCD6wzXtIw08aqaAcV3PlSrVq179+45bqL4JpZBo0EAdHCQzy2XXbogAA4YIF7FjlEdgYeesT3FK2keFN95tWvXLoVC0aNHj0qVKrm6uvr5+U2ZMsW4leKbWIZVqxAAy5eXug8DvR59fBAAV6wQqWJyWrLdVDvgYfPfm0UqaTYU33kVExPDcVzRokXDwsISExODgoJsbGxCQ0OFrRTfxDIIixSLvxhwLq5cMczlnD0rUsW1J9YCD87TnZ+nPxeppNlQfOeVWq3mOK5Xr17GV+rUqdOzZ0/heyG+lUqlSqVSqVQajUbqv1lCcjJoEAJg795S92GwZo3YN+y029AOeOgV10ukemag0WiEnFEqlRTfeeXj42Ma3/7+/sYf6eybWIZ27RAAx46Vug+D775DAPzmG5HKPXzx0DrIGnjYfn67SCXNic6+82HYsGFFixZduXJlYmLitGnTbG1tjRefUHwTy1CjBgLgokVS92Eg3EIk2go74cfCgYciM4pY+jUnAorv/Bk4cGDJkiUdHR39/PyCg4ONr1N8E8tQvLh8Vrm8c8cw8X3smEgVW61tBTz039ZfpHpmRvHNBsU3sQBpaYa8PHRI6lYQEWNiEABdXDBTlBvX7z27p5iiAB52XZLLHaeFRPHNBsU3sQDG6zz+lcWq6sOGIQC2aSNSuaV/LgUeis0qlp6ZLlJJM6P4ZoPim1iAvXsRABUKzMiQuhXE/+bhg4NFKtdkdRPgYdCOQSLVMz+KbzYovokFiIqSzzJpjx4hxyEA7tsnRrlbKbc4ngMeEq8kilFPFBTfbFB8EwsgPF5E5PWAc6FWIwDa2WGaKNeALDi4AHjwmONh0U+IzYbimw2Kb2IBRo1CAOzUSeo+EBHHjkUAbNxYpHINwhsAD8N2DhOpnigovtmg+CYWoGtXBMBhsoiw+vURACeKssj7tcfXhLV19l0XZaZGLBTfbFB8Ewvw2WcIgDNnSt0HPn9uWKIhIUGMcsKqxB/N+yhLnyVGPbFQfLNB8U0sQOnSCIDr1kndByYmIgBaWWFKihjlqi2tBjyMThgtRjERUXyzQfFN5C4ry3DGm5QkdSvI8wiA/v5i1Dpx54Qwc3Ly7kkx6omI4psNim8id3fvGu7ZuXhR6laweXMEwB9+EKPWD5ofgIfqy6qLUUxcFN9sUHwTuTt2zBDfzyV+zvXLl+jggAC4davZa2VkZXiGeAIPc/bPMXsx0VF8s0HxTeRu+3YEQDc3qfvAgwcNv0fu3zd7rV2XdgEPiimKWym3zF5MdBTfbFB8E7lbulTsJYFzMWuWeI30jO0JPHyx7gsxiomO4psNim8idz//jADYurXUfeCXXyIABgaavVByWrLDNAfgYf3J9WYvJgWKbzYovoncBQQgAH73nbRdvHyJjo4IgLGxZq8V8VcE8OAU7PTs5TOzF5MCxTcbFN9E7lq2RACcNEnaLn7/HQGQ4/DhQ7PXarqmKfAQsDXA7JUkQvHNBsU3kbvKlREAly+XtotJk0S64tt4o7z2stbsxSRC8c0GxTeRO1dXBMBff5W2C+FRJ+PHm71Q8N5g4Ub59+kRg9lQfLNB8U1kLSXFcLHe8eMSdvHkCSoUCIBaM58Q6/X6SksqAQ/j9owzbyVJUXyzQfFNZO3cOfGutc7dtm0IgPb2mJpq3kKH/z0szJycuXfGvJUkRfHNBsU3kTWt1rA4gl4vYRfC4patWpm90KAdg4CH2strm72SpCi+2aD4JrK2Zg0CYNmy0nZRqRIC4KxZ5q3y9OVT5+nOwMOyI8vMW0lqFN9sUHwTWQsORgBs1EjCFm7eNMzfHDtm3kLC5d6OwY7Jae/5f48U32xQfBNZGzoUAbBHDwlbEP4HoGhRzDLzkgmfrfoMeOi/rb95y8gAxXc+BAQEKBQKh/+0aNHCuInim8jaV18hAI6Wcr2CPn0QALt2NW+VM/fOCB9a7r+x37yVZIDiOx8CAgKqV6+e4yaKbyJrtWsjAM6fL1V9vR49PcW4bUilUQEPlZdU1kv6Ia04KL7zISAgoFq1ajluovgmsiZkZ0yMVPXPnDFMfF++bMYqaRlpxWYVAx7mHphrxjKyQfGdD/3797e3t3dzc/Pw8GjRokVUVJRxE8U3ka/0dOQ4BMD9ks0nLFggxpUv0WeigQebIJv7z6W8vF00FN/5EBERER0drdPpNm/e3LJlS29v7/j4eGETxTeRr+vXDae+169L1UL79giAAweat0rLtS2Bh26bu5m3jGxQfBfQ7t27bW1tQ0JChB8pvol87duHAKhQYHq6JPXT09HZGQEwOtqMVa48uiJ8aLnn8h4zlpETiu8CEuJ7zpw5wo9CfCuVSpVKpVKpNOlD14YAACAASURBVBqN1H+zhPxHuGSvTBmp6v/xhxh37E9MnAg8lFlQJktv5isTpabRaIScUSqVFN95NXny5G3btul0uri4uFatWnl5edHkCbEAkycjADZvLlV9YZ2fTz81Y4mMrAyfuT7Aw9Tfp5qxjMzQ2Xc+fPbZZ25ubvb29sWLF2/RosWGDRuMmyi+iXwJV1ybe+I5dzVrIgBOnGjGElvObgEerKZY/Zv8rxnLyAzFNxsU30S+GjRAAJwxQ5LixnvlDx0yY5Xmkc2Bh87Rnc1YQ34ovtmg+Cby5eEh4UXfy5cjAJYoYcZ75c/+76zwoWXSlSRz1ZAlim82KL6JTD19ajj7PXpUkvrC7fr9+pmxhHKnEnj4JPSTD+FOS1MU32xQfBOZOnXKEN+PHolfPDXVsK68+S4ZTE5LFh4PG/pnqLlqyBXFNxsU30SmhBVu3N0lKa7RIABaWeHjx+YqseTwEuDBZbpLSlqKuWrIFcU3GxTfRKbmzkUArC3NujPDhyMANm1qrvH1en3lJZWBh2E7h5mrhoxRfLNB8U1kSqkU4zmtOdHrsWxZBMA5c8xVIvFKovCh5dn/nTVXDRmj+GaD4pvIVJs2CIDjx4tf+exZw6z7WbNF6zfR3wAPLSJbmKuAvFF8s0HxTWTKzw8BcMUK8SvPmWN4yqCZrge58eSGYooCeNhydotZCsgexTcbFN9EjjIz0dYWAVCrFb9406YIgMOHm2v8nxN/Bh5KzSuVkZVhrhryRvHNBsU3kSPjo2KvXhW58pMnaG2NAGimp7e9SH9RfHZx4GHa79PMUsASUHyzQfFN5EinQwC0tsYMsc9PY2IQAB0dMTXVLOOHHQkDHhymOXwgKzPkiOKbDYpvIkfh4QiA5cuLX7lfPwTAr74yy+BZ+iy/xX7AQ6A60CwFLATFNxsU30SOJkxAAPziC5HLZmVhiRJmXJh4x/kdwAPHcxceXDBLAQtB8c0GxTeRox49EAADxT5FNa7PcPOmWcZvsroJ8PBVlHnO7S0HxTcbFN9EjurUMe9tM7lQqRAA69Y1y+BHbx0VbtXZe22vWQpYDopvNii+iRwVK4YAGBcnZk29Hn19EQBnzTLL+D1jewIPdVbU+dCeL/gmim82KL6J7Dx5YpjCOH5czLJHjhjK/vMP+8GvP7luNcUKeNh0ehP70S0NxTcbFN9Edv76y5Cj4v6zHD8eAbBGDbMM/oPmB+DBd77vB3urjimKbzYovonsxMYiABYvLmZNvR4rVEAAnGqGFYOfpD5xme4CPMw7MI/96BaI4psNim8iO7NmmfEDxFwYF4cwx2Oq5uyfAzwUmVHkA3y0d44ovtmg+CayM3gwAmDPnmLW/OUXBMDKldmPnJqR6hniCTyM3T2W/eiWieKbDYpvIjstWyIA/vyzmDWrVkUAnDiR/chL/1wKPNhNtbvz9A770S0TxTcbFN9EdsqVQwBctUq0gufPm+tSl/TMdN/5vh/sqjq5ofhmg+KbyEt6OlpZIQD+9ptoNYODEQDLlWP/gO/Vx1cDD9ZB1tefXGc8tCWj+C6Ihg0bchwXEhJifIXim8jL5cuGM+EbN0SrWasWAuCPPzIeNjMrs8KiCsDDgO0DGA9t4Si+8238+PF16tThOG7u3LnGFym+ibzs2YMAaGuLWVniFLxyxfD74tAhxiNvOr0JeFBMUVx6eInx0BaO4jt/YmJiPDw8oqOjKb6JrIWFIQBWrChawZAQBMCPPmL8+yJLn1VtaTXgoVdcL5bjvhcovvMhKSnJ399/zJgxOp2O4pvI2tixCIBffilawQYNEABHjGA87Pbz24UHVJ2+d5rx0JaP4jsfRo4c6e/vL3xP8U1krXNnBMBhIl2nYZxp37eP5bB6vb7OijrAw9ebvmY57vuC4juv1q9fX6xYsU2bNgk/0keXRNY+/RQBcJ5IN5dPnYoAWKYM45kTzSWNcOp95NYRluO+Lyi+82rcuHE2NjZF/sNxnJOTU4cOHYStQnwrlUqVSqVSqTRmWp+VkLzQ69HFBQFw2zZxqlWsyP4OIeOp95frxZsCsggajUbIGaVSSfGdJxqNZvN/YmJiOI6bPHmyWq0WttLZN5GRGzcMcxkXxFhLzPiEWLbPOdl2bptw6n301lGW475H6Oy7gGjum8jXrl0IgHZ2mJkpQrWRIxEAa9ViOabxgpNOmzqxHPf9QvHNBsU3kRHhIr6aNUUolZGBJUuyn2YXrvXmeI4uOHkLim82KL6JjPTvjwDYu7cIpTQaBECFAm/fZjZmRlaG32I/utb7nSi+2aD4JjIirFA8Y4YIpfr0QQD84guWYwpPOLGaYnXhgRhz95aL4psNim8iF1lZ6OSEALhjh7lLPX2Kjo4IgGvXMhvzZebLMgvKAA/fbfuO2aDvKYpvNii+iVxcvWq4EOTyZXOXWr8eAdDREZ8+ZTbmsiPLgAebIJtrj68xG/Q9RfHNBsU3kQu12pCpWWZ/WFWbNgiAvdhNUD9Pf+491xt4UO5UMhv0/UXxzQbFN5GLmTMRAP39zV3n7l1UKBAA4+OZjRm8Nxh4cJjmcCvlFrNB318U32xQfBO56NsXATAgwNx1FixAACxRAjMy2Ax479k9YSH5iYlmWGztfUTxzQbFN5EL4Wknc+aYtYhej9WrIwAOH85szKG/DgUeSs4pSQvJ5xHFNxsU30QWMjPR3p7xjEZODh82fD568iSbAc/dP2c1xQp4WHZkGZsRPwAU32xQfBNZuHTJEKvXzbsm5IABCID16jEb8Kuor4CHSksqZWQxmov5AFB8s0HxTWRh61YEQBcX9qsFm0hONlxZHh7OZsDfrv4mPJ1KfUHNZsQPA8U3GxTfRBamTUMArF/frEWEhdhcXNhc7p2lz/Jf4Q88NFvTTG/O3zrvH4pvNii+iSz07IkAOMC8K7LXro0AOHgwm9E2nNognHofu32MzYgfDIpvNii+iSwIl4OYc5GdY8cMs+vHWITt8/TnpeeXBh76bOnDYLgPDMU3GxTfRHoZGWhriwC4e7f5igQGsny698TEicCDY7DjjSc32Iz4IaH4ZoPim0jv3DnDifEtc92y+PSpYRW2ZSyu7rv08JLtVFvgIXhvMIPhPjwU32xQfBPpxcYiALq5me+yk1WrDM9TYfIvvf3G9sBD+UXl0zLSGAz34aH4ZoPim0iP5xEAGzY0X4V69RAAv2PxJFf1BbXwieXOizsZDPdBovhmg+KbSK9rV5ZXhLzh1CnD3MyhQ4UdKjUjtdzCcsBDh40dWLT2gaL4ZoPim0jvk08QABctMtPwAwciAFavzmBuZurvU4EHu6l2/zz8h0VrHyiKbzYovonEXr5Ea2sEwKQkcwx//77hYSqFv9Py2uNrDtMcgIdJSZNYtPbhovhmg+KbSOz0acPUxr175hg+OBgBsHhxfPGiUOPo9fqOUR2Bh9LzSz9Pf86ouw8UxTcbFN9EYps2GfLVDF6+RG9vBMCJhX4Qd+zfscInllvPbWXR2geN4psNim8isUmTEACbNjXH2MKaljY2ePt2ocZ5nPrYM8QTePgm+htGrX3QKL7ZoPgmEvv6awRAJfslIvV69PdHAOzbt7BDDdoxCHhwneFKa6ExQfGdD/379/f29nZycnJxcalWrVpISIhxE8U3kZiPDwLgqlXMB/7jD8Ok+tGjhRpn77W9wrQJLcjACsV3Pqxdu1atVut0Oq1WO2TIEBsbm/j4eGETxTeR0r//GiL2zBnmY3fpggDYqFGhBknLSKu0pBLw0DCiYZY+i1FrHzqK74JISEhQKpUeHh579uwRXqH4JlLasgUB0NkZMzPZDnz1qmE5+bi4Qo0zOWky8GA71fbs/84yao1QfOfT9OnTnZ2dOY7z8PBYvXq18XWKbyKlcePM9Lnl6NEIgGXKFOr3wpl7Z2yCbIAHXseza41QfBfIjh07OnXq5OHhQZMnRBaaNUMAHDeO7agpKVikSGGfH56emV5reS3gofKSyvRoKrYovgsoKSnJ0dExKChI+FGIb6VSqVKpVCqVRqOR+m+WfDAyM9HZmcEExxtmzTIsivbkScEH+UX3C/BgNcXqz3//ZNfaB02j0Qg5o1QqKb4LQqvV2tvbz5kzR/iRzr6JZM6cMXxu+e+/DEd9/hxLlkQA/Omngg9y5NYRqylWdH+8mdDZdz4olcotW7bodLqtW7e2a9fO29t7165dwiaKbyIZ4SHc3t5sR124EAHQwQH/978CjpCakVp5SWXg4dOwT19mvmTaHUGk+M6XBg0auLu729vblyhRolWrVhs3bjRuovgmkhk8GAGwUyeGQ6alGa4jV6kKPsjohNHC1San7p5i1xp5heKbDYpvIpmaNREAZ8xgOOTy5QiAtrYFX3bt92u/czwHPMzcN5NhY8QUxTcbFN9EGs+fo5UV2+fEpqdjmTIIgEOGFHCE5LTksgvKAg+frfosM4vxpejEiOKbDYpvIo19+xAAOY7N6pOIiBgZiQBobY1XrxbkcL1e3yuul7B+/MUHF1l1Rd5E8c0GxTeRxty5CIBVqrAaLzMTK1VCAPz22wKOsPr4auHZJqv+Yv8AFmKK4psNim8ijW7dCpW1b4iJQQBUKPDChYIcfv7+ecdgR+ChR2wPvdkWvCcCim82KL6JNIRZ6rAwJoNlZWG1agiAPXsW5PC0jLSaYTWBh7ILyj5JLcStPiRvKL7ZoPgmErh3z3DDzl9/MRlv3TrDRHrBHlw4In4E8GAdZH3438NM+iFvR/HNBsU3kYBabbi1Jj298IOlpRlO5fv1K8jhO87vEKa8Z/0xq/DNkLyg+GaD4ptIYOJEBMDPP2cymHCbpa0tXruW72OvPLriPtMdePhi3Rf0OG/RUHyzQfFNJPDFFwiAP/xQ+JFSUrBECQTAUaPyfeyL9BfClLdXiNfdp3cL3wzJI4pvNii+idiystDNDQFw06bCD/bLL4aHC96/n78D9Xp9wNYAYcp7/439he+E5B3FNxsU30RsFy4YPrcs2N01Ju7dMzxxNigo38cuO7JMmPJefHhxIdsg+UXxzQbFNxHb2rUIgCVKYKEvrx4+HAHQwwOfPs3fgQdvHhSW0emzpQ9d5S0+im82KL6J2L79FgGwY8dCDnP5MtrYIAAuWZK/A+89u+cz1wd4qL6s+vP054VsgxQAxTcbFN9EVHo9liqFALi4sFMW3bsjAJYrhy/z80TutIy0hhENgQe3mW7/PPynkD2QgqH4ZoPim4jq/HnDxPf584UZRqczDBMdnY+jjB9Xcjy38+LOwjRACoPimw2KbyKqJUsQAD/6qDAT3xkZWLWqYYX6fA0z649ZwseV8w4UYg1jUmgU32xQfBNRdexY+CdVCffpWFnh6dP5OGrrua3COgwDdwykjyulRfHNBsU3EU9GBrq6IgBu2FDgMe7dwyJFEABHjMjHUcfvHBceKNhsTbP0TAZ36pPCoPhmg+KbiOfAAcOM9b17BR7ju+8Mlx0+fpzXQ26n3P5o3kfAQ4VFFR6+eFjg0oQVim82KL6JeKZMQQCsUaPAAxw+bMj/VXleUOFJ6pMay2oIl5pceFCgZ4ET1ii+2aD4JuJp1AgBcPTogh2dlYV16iAA1q2LWXl7ulRaRlrTNU2FZeN1V3UFq0uYo/hmg+KbiCQlBa2tEQA1moINEBZmeKj3n3/maf8sfVbXmK7CZYIxZ2IKVpSYA8U3GxTfRCTCM75tbfF5QW50vHEDXVwQAAcOzNP+er1+ePxweqqJPFF8s0HxTUQyciQCYLNmBThUr8e2bREAfXzwSd7WMpuxb4aQ3RO0EwpQkZgVxXc+9OzZs1y5ck5OTsWKFWvevHlMTIxxE8U3EcknnyAATp9egEOFtdAAUK3O0/5L/1wqZHf/bf3pEm8ZovjOh169eq1YsUKr1arV6hYtWpQvX964ieKbiOHWLUMA53He2sTdu1i0KAJg79552j/irwghu9tvbE+XeMsTxXcBrVy5kuM4tVot/EjxTcQQGYkA6O6OmZn5PbRLF8OF3nlZkGHjqY3CrZWt1rZKzUgtSKvE/Ci+C2jQoEFeXl7GHym+iRj69EEA7NIlv8fFxRnO2mPycOVI3Nk4qylWwEOT1U3oSbByRvFdECEhIfb29rNnzza+QvFNzE6vR09PBMCwsHwdd/8+enggAHbq9O5HU+28uFNYgaFBeIOUtJSCd0vMj+I736ZPn+7s7Dx16lTTFym+idmdPGk4hb58Oe8H6fXYoYNhxuX27XfsvO3cNtuptsBDreW1Hqfm+W56IhGK7/yZMGGCk5NTSEhItteF+FYqlSqVSqVSaQp6SwUhuZo4EQGwUqV8HSQ8WRYAY2PfsWfMmRjrIGvgoWZYzQfPHxS8T2JmGo1GyBmlUknxnVcjRoxwcXFZtGjRm5vo7JuYl16Pfn4IgL/8kveDTp1CO7s83aSz7uQ6xRQF8FBnRZ1HLx4VplMiGjr7zgeO42xsbBxMGKOc4puY14kThrPov//O4xEvXmCVKobz9WfP3rbnymMrhetMPl/1eXIa/Ru2GBTfbFB8E/P66ScEwKpV837EkCGGu+tPnHjbbgsPLRSu7262ptnTl/lcap5IiuKbDYpvYkZ6PX78MQJgUFAej9i61XCyvmDBW0bVj98zXsju1utav0h/waZbIhaKbzYovokZHT2ar4WJ//kH3dwQAL/8MtcrBdMz0/tv6y9kd7fN3dIy0lg2TERB8c0GxTcxo7Fj874+w9OnhgWIfXxyXY3nefrzdhvaCdk9PH54lj5vj/0mMkPxzQbFNzEXvR7LlEEADA7Oy77duhmmvA8dynmf+8/v1w+vL2T39L3T6VlUlovimw2Kb2IuxpXNLl16576zZhn2DQ/PeYez/ztbbmE54MFqitXq46vZdkpERvHNBsU3MZfRoxEAa9V6544JCahQIAAOGZLLDv8kFJlRBHhwnu688+JOxn0S0VF8s0HxTcxCr8dSpRAAZ858+46XL6O7OwLg55/jy5c57LDk8BLhQVS+831P3T1llm6JuCi+2aD4JmZx4IBhNuTKlbfs9egRVq6MAOjtjXfuZN+anpmu3KkUJrvrh9e/+/SuGRsmIqL4ZoPim5jFqFEIgHXqvGWX1FRs3BgB0N4+h48r7zy90yiikZDdPWN70sO73ycU32xQfBP2MjLQ2xsBMCQkt12ysgyXmnAcbt2afev+G/u9QryEReKn/T6NLjJ5z1B8s0HxTdiLjUUAtLLCmzdz20X4XBMAlyx57XW9Xr/48GLhCYLuM901l+gRmO8him82KL4Je02avH1tnQULDNk9duxrr6ekpfSO6y1MmNQMq3nl0dvmzYnlovhmg+KbMHbqlCGbf/stx+1RUchxCIA9e2KWyV2Tx24fq7CogpDdAVsD6Ekm7zGKbzYovgljgwYhAFarluNTS2Jj0coKAbBpU0z772kler1+wcEFwnI5DtMcVhxdQZPd7zeKbzYovglLjx6hoyMC4IoVb27cvh2trREA69fHlP9Wo7z//H6HjR2Ek+4qoVXO3DsjasNEChTfbFB8E5ZCQhAA3dzeXGchPh5tbREA/f3x8X+rUaovqD3meAjZHagOpAmTDwTFNxsU34SZzEwsWxYBcPTobFv27DEsflazJj58iIiYnJb83bbvhOB2n+m++e/NEjRMJELxzQbFN2FGrTZcyP36ivK7dqGDg2HJnfv3ERGTriT5zvcVsrvN+ja3Um5J0zCRCMU3GxTfhJkvvkAA7NDB9LWoKMN8d+XKeO8ePkl9MuTXIUJwOwU7LT+6nD6l/ABRfLNB8U3YOH/ecL1gQoLxtaVLDdcI+vvj/fu47dw2n7k+QnY3jGh4+dHlt4xH3mMU32xQfBM2hg5FAKxYUbiWW6/HadMMed6sGV68fbtLTBchuF2mu4T+GUoL5XzIKL7ZoPgmDFy9arisJDQUETMzDU+sAsAOHTPm/rFIeFo38NBhY4ebybneSU8+EBTfbFB8Ewb69kUALFMG09JSUrBDB0N2txn8e9Wl1YTg9pjjEXMmhma6CVJ8s0LxTQrr5EnDDPe6ddeuYbVqCIDgcqvKJMPTS6ymWI3cNfJx6uN3D0U+DBTf+TBp0qRq1ao5OTlxHJeYmGi6ieKbFFa7dgiA1asf+COrZEkEm2dWzXm7KU5Cdjde3fjk3ZNSt0jkheI7H2bPnj1p0qSxY8dSfBPG9u4VJkoifzhha58Jn65S/OglBLf3XO+NpzbSbAl5E8V3vs2fP5/im7Ck1+Nnn70A+wGeO6B8PARWN17QPeW3Kc9eZr9vnhABxXe+UXwTxrZvvwQff1xmBXz3uRDciimKgTsG3k65LXVnRNYovvON4puwlJk5vVZ3q75NheAGHtptaEcrwZO8oPjON4pvwkrCuX2lhjU0Brf/ouYHbhyQuiliMSi+8+0t8a1UKlUqlUql0mhoaUGSK71ev+fynpoLmhiD221o9S0nEqXui1gGjUYj5IxSqaT4zqvExMSEhITZs2dzHLdr166EhISkpCRhE519k7zIzMrc/PfmuivqGYNb0f/z4dV7ZD2iq7lJvtHZdz6MGzeO4ziO4xQKhfDNggULhE0U3+Ttnr58uujQonILyxmDG/q0rlI69CKUN306FSF5R/HNBsU3yc21x9fG7RnnPtPdkNqTFdClm1XpwzNsJmWCAgcNkrpBYqkovtmg+CbZCBPcHaM6KqYohODmfnaCNiPB7Ur9+vqTtb9FAPT1fbVaJSH5RPHNBsU3MXrw/MH8g/MrLalknCexH18aPp8J9o+KFMGwMMyav9DwMKpE+riSFBzFNxsU3yRLn5V4JbFnbE/bqbbG4PYZ34qrtB24TADs2RPv3EE8edKw6JlSKXXLxLJRfLNB8f0hu/LoStBvQR8v/NiY2kVnFv0saKRjqfPCSXaNGv+dZ9+5g6VKIQCWL49Pn0rcN7FwFN9sUHx/gJ6kPll5bGWjiEavLibhoenq5gFzojx8UoXg9vTEVaswMxMREV+8wLp1EQCLFMGzZyXunlg+im82KL4/HM9ePtt0etPXm762m2pnTG3f+b4/7Z44ZfGljz4yTGs7OODEiSZn2FlZ2LUrAqCVFe7ZI+UbIO8Lim82KL7fe89ePos7G9cjtodjsKMxtV2muwzYPiDh/O+LFmf5+hqC284OR47EO3deP/7nnw2bw8KkeQPkvUPxzQbF9/vq0YtHa0+s7bSpk8M0h1dXkkyz7xLTJfbv2Bt3XvA8FitmSGYbGxw6FP/9941RIiMNe6hUErwH8p6i+GaD4vs9c+nhpfkH57eIbGEdZG1Mbbupdh02dthwakNKWsrZs6hUGi4hAUBHRxw+HK9dy2mstWvRygoBsEOH/2bBCWGA4psNiu/3QGpG6p7Le0YnjK64uKLpp5Eu0116xPaIOROTkpaSkYGxsdi8uSG1AbB4cQwKwgcPchl08WLDfvXr06UmhC2KbzYovi2UXq8/d//cwkMLv1z/pen0CPBQal6pob8O3XlxZ1pGGiJevYo8jz4+r4K7cmVcuhSfP891aJw2zbBry5aU3YQ5im82KL4ty40nN1YfX913S1+fuT6mka2Yovhs1WfBe4NP3j0pLC/57BmuXYvNmr1KbSsr7NwZk5LwbctP6vU4ZozhgE6dMC1NtLdGPhwU32xQfMucXq//5+E/q4+v/nbbt6b31xhPtAfuGBj7d+zjVMODW9PTMT4eAwLQxeVVcPv64uTJePPmu4o9fYq9ehmOCQjAjAxzvzvyYaL4ZoPiW4ZeZr48/O/hBQcXdNvczXuud7bILjarWNeYrsuOLLvw4IJxHfeMDNRqceBALFr0VWo7OGCfPpiYiFlZeah64gT6+RmOHD48b8cQUhAU32xQfMuBXq+/+vhq9JnoMQljGkU0sp9mny2yS84p2SWmy8JDC4/fOZ6lfxWsKSm4eTP26YPu7q9NknzxBa5ahXn9W9XrMSwM7ewQAO3tMTz8rdMrhBQWxTcbFN+S0Ov1N57c2Hpu66SkSW03tC0xu0S2vAYeKi6u+O22b1ccXXH+/nm9SZ7q9XjhAi5ciG3aoK3tq9TmOGzSBJctw//9Lz+tPHyI3bsbhqhUCU+fZv5mCcmG4psNim9xvMx8efLuybUn1o5JGNNqbavis4u/mddFZhRptbbVBO0E9QX1/ef3s43w4AHGxWFgIJYp8yqyhdPlDh0wPBzv3s1nT5mZuHz5q1t3AgLw2TNW75eQt6D4ZoPi2xwyszIvP7q8/fz24L3BPWN7VltazSbI5s28dp7u3Cii0chdI9eeWHvhwQXTWRHBgwe4bRuOGoU1aiDHvZbapUvjwIG4dWtBI/fAAaxd2zCWuztGRhb+XROSRxTfbFB8F96zl89O3DkRfSaa1/E9YnvUWFbjzclr4cszxLP1utZjd4/dcGrD+fvn38zrrCw8dw5XrcIBA7BSpdfyWrhDsnVrnD8fz54txOz0xYvYr9+rCZfBg/F+9jN9QsyK4psNiu98efby2am7p7ac3TJn/5zB6sHNI5t/NO+jHJNaOLmut7LegO0D5h2Yt/uf3fee3XtzQL0er1/HuDgcNw6bN8ciRbJHtr09tmiB06bh/v348mXhuj96FLt2fXUa36ABHj1auBEJKQiKbzYovnOUmpF68cHFPZf3hB8L/znx556xPeuH1/eY45FbUgMPJWaXaBTRaNCOQfMPzt91ade1x9f0OZ0hp6bi8eMYGYkqFTZr9toVI8YvT0/s3BnnzcNDhwod2YiYmYkaDbZq9aqAnx+uXUuXBhKpUHyz8SHHd3pm+vUn1w/cOBBzJmbugbmjdo3qHN253sp6niGeb4lp4MF9pnudFXV6xPaYmDhx3cl1h/89/OjFoxxLPH2Kx47hxo04aRJ+8w36+aFCkUNeu7hgs2Y4dizGxODVq+wu2zt3DsePf+1+eX9/jIuj508RaVF8s/F+v/Qp1AAADoZJREFUx/eL9BdXH189dPPQtnPblh1ZNjlp8sAdA9tvbF9reS2POR4cz709pu2m2lVYVKHV2laD1YNn7psZfSb6z3//fPjiYY61nj3DkydxyxacMwcHD8YWLdC4AMKbX15e2LYtTpiAMTF48SLr8+ALF3DePKxX77WLClu3Rq2WLugmckDxzYblxndaRtqtlFsn7pzQXtZGnY5afHjx5KTJgerAb6K/aRjR0G+xX5EZRd6ezqY3xdReXvvrTV8Pjx8++4/Zm05vOnjz4J2nd978aFGvxwcP8K+/cPt2XLIEx47Frl2xTh0sUSLXpBYmQ5o2RaUSly7FvXvxYc75XzgvXqBWiyoVVqjwWm0/P5w+HW/cMENJQgqI4psNWcV3lj7rSeqTa4+vHb9zPOlK0pazW1b9tSpkf8gE7YRAdWC3zd1arm35adinpeeXdgp2ymM0G6c7Pgn9pEVki75b+o7dPXb+wfkxZ2L239h/7fG1l5mvzS7r9fjwIf79NyYl4caNOHcujh6NPXtikyZYvvyrx2Tn9uXujnXqYI8e+PPPuHYtHj6MT56Y7c/r/n3cvh1//BEbNEAbm+zXFSqVePAgnW4TGaL4zp9+/foVL17c3t6+evXqERERxtfNEd96vT4tI+3B8wfXHl87fe/0gRsHEv5JiP07dvXx1QsPLZz2+7Sxu8cGqgN7xvZst6Fdw4iG1ZZWKz2/dJEZRd45m5HbFMdH8z6qGVaz5dqWveN6qzSqGftmhB8LV19QH7l15MaTG8JzU/V6TEnB69fx+HHUajE6GpcuxaAgHDkSe/XCVq2wZk309s4eg7l9FSmCVati27aoVOKcObh5Mx45Yp7TaqOXL/H8eYyNxYkTsX37HKZmFAr8/HOcMQNPn6bUJnJG8Z0PgwcPLlmyZEREREJCQq9evYoXLx4fHy9sMsZ3lj7refrzB88f3Ey+eenhpVN3Tx3+9/BvV3/bdWnXlrNb1p9cv/LYyoWHFs7YN2NS0qQfND8EqgP7bunbObpzm/VtGkU0qrW8VsXFFX3m+rjNdDNd56XAXzZBNiXnlPRb7Fc/vH7bDW17x/UeHj98ctLkhYcWbji14dfzmsRzR/74+8qfJ54eOKDfvRvj4nDNGly4EKdOxTFjcOBA7NYNv/gC69ZFPz8sUQKtrfOUy8YvGxssVQr9/bFjRxwyBKdNw4gI1Gjw778xJcWc/7T1erx/H48dw61bceFCHDUK27bF8uUNC99k+3JwwKZNcdIkTEjI8yNOCJEYxXc+eHp6Dh8+XPheq9W6u7tPmDBB+FGIb5ufc7gnkOGX4zTHkrM9y86rUGVRrTqhTRsv69B6eZ+Oy4d2W/5Tn7AZ34YuHbRo45B5O5Uz9w8LOjN8wr/KUc8HDtL37YudO2ObNtioEdaujZUqYalS6O7+2oM+CvZla4teXlitGjZtil26YGAgTp6MS5ZgdDQmJeHZs/jokXnOXzMz8eFDvHIFjx3D3bsxKgqXLMEpU3DoUPzmG/zsMyxX7h0TNEWKYJMmOHIkrl6Nx4+zuK6QELFRfOeVWq3mOC40NNT4ir+/f9euXYXvhfiG8TnHLveLlc0vLg6TPJwnlnGb8EnR8bVL/NjY44c2niO/8Vb28R48yOc7lU/fn326T/futNCrbbhH8+gSn/1a9NPfXCsdcfjovLX7LbBLBi6zkGn7zi8HByxZEsuXx9q1sVkz/Ppr7NcPR4zAyZNx3jyMiMC4ONTp8ORJvHEDnz17PZr1eszIwJcv8cULfPoUnzzBBw/w7l3891+8dg3/+QfPncPTp/Gvv/DPP3H/ftTpMCEB1WqMjcUNGzAiApcuxfnzccYMnDwZf/wRlUr87jvs0QPbt8emTdHfHytVQh8fdHbO37sqWhRr1sSOHfHHH3HlSvz9d7xzh2ZFyHuA4juvoqOjOY6LjIw0vtKsWbN27doJ3xviu/Sv8NFB8DwOxc5DkWvgdA9sU0CRbtbMtePSiiiSPazvl7a5VdHuSk37sw0cjzd3OtjO5beurrsC3LYGukepiq6eWGzpjBIhi0pODfeYEOU5Su09SOfT+8hHX58t3fqGb8PHvjUyypTHMmXQ1xdLlcKPPkIfH/T2Ri8v9PTEkiWxRAksVgzd3dHNDV1d0dkZHR3R3h5tbNDKKvuTRMT8srdHHx+sXh2bNcMePXDUKJw5E9esMUzQ0BJl5P1F8Z1XOZ59d+vWTfheiO+S0NkLuntDt+owqwXsaQPx7WHH17ClM2zuARv7wNr+EDEQlgfC0uGw8AcIGQczJkIQD5Onw/g5MHoBjFgKgSthQCT0jYLucdBpB7RPgFY6aHIA6h+FWqehykUofx1K3YWSj6HIC7DPAulys7C/duzQ2RmLFkVPTyxdGv38sHp1rFMHGzbEL77Ar7/Gnj1xwAAcNgzHj8dp03DBAgwPx02bcNcuPHgQz57FW7dyX2iSkPeWRqNRqVQqlUqpVFJ855WXl5fp3Lebm1u2ue/kWbNw4cI8fS1a9NrX4sW5fi1Z8tpXaOhrX0uX4tKluGyZ4SssDMPCcPlyXL4cV6wwfK1ciStXYng4hofjqlUYEYEREbh6Na5ejWvWYGQkRkbi2rW4bh2uX48bNmBUFG7ahNHRuHkzxsZiXBxu3YrbtuGOHahW486duGsXJiTgnj2o1aJOh3v34h9/4IEDeOgQHj2Kx4/jqVP499944QJevozXr+OtW3j3Lj58iCkp+OIFZmTQ3AUhhUdn3/kQGBjo4eERERGh0Wh69epVokSJXbt2CZtkdd03IeRDQPGdP/369StatKi9vX2NGjXMfd03IYS8BcU3GxTfhBCRUXyzQfFNCBEZxTcbFN+EEJFRfLNB8U0IERnFNxsU34QQkVF8s0HxTQgRGcU3GxTfhBCRUXyzQfFNCBEZxTcbFN+EEJFRfLNB8U0IERnFNxsyjG+NRiN1C6+RVT+yagZl1o+smkGZ9SOrZii+2ZBhfKtUKqlbeI2s+pFVMyizfmTVDMqsH1k1Q/HNBsX3O8mqH1k1gzLrR1bNoMz6kVUzFN9sqNVqALh582aybCiVSqlbeI2s+pFVM8ky60dWzSTLrB9ZNXPz5k0AUKvVUuffaywvvmNiYoAQQkQXExMjdf69xvLiOzExMSYmRq1W/0oIIaJQq9UxMTGJiYlS599rLC++CSGE6Ci+CSHEQlF8E0KIRXof4lupVHIc17dvXwl7mDp1arly5VxcXJycnMqUKTNixAgJm9HpdOPHj69ataqrq6urq2vNmjUXL14sbT8rV66sW7du0aJFOY4LCQmRpId+/foVL17c3t6+evXqpqunim/SpEnVqlVzcnLiOE4O06k9e/YsV66ck5NTsWLFmjdvLu0HdP379/f29nZycnJxcalWrZpU/1re1LBhQwn/9ebI4uM7MjLS29v7448/lja+N2/eHBsbK3y/cOFCGxubOXPmSNjPyJEj58yZEx8fr9VqlUqlo6OjtP9NRkZGjhkzJiwsjOO4uXPnit/A4MGDS5YsGRERkZCQ0KtXr+LFi8fHx4vfhmD27NmTJk0aO3asTOK7V69eK1as0Gq1arW6RYsW5cuXl7CZtWvXCtfnabXaIUOG2NjYSPg3ZTR+/Pg6depI9a83N5Yd31qttnLlytOmTatZs6a08W2UmJi4aNEiJyenVatWSd3LK87OzlOnTpW6C51Op5PqPwBPT8/hw4cL32u1Wnd39wkTJojfhqn58+fLJL5NrVy5kuM4OVzgnJCQoFQqPTw89uzZI20nMTExHh4e0dHRFN8sfffddy1bttTpdHKIb7Va7eTkZG1tbW9vP3nyZGmbMRUaGmplZRUVFSV1IzqdRPGtVqs5jgsNDTW+4u/v37VrV5HbyEae8T1o0CAvLy9pe5g+fbqzszPHcR4eHqtXr5a2maSkJH9//zFjxuikO/nIjazju3Xr1lxOPv30U51Ot3LlSg8Pjx07duhEie+3N2O0e/fucePG2dvbh4WFyaGf6OhoDw8PEX635bEfSf4DEM6bIiMjja80a9asXbt2IreRjQzjOyQkxN7efvbs2VI3otPpdDt27OjUqZOHh4e0kycjR4709/cXvqf4zof4+PjtOdm5c+eePXvKlSsXFBQk7FmjRg1zJ9Rbmnlz53r16nXq1EnyftavX+/p6dmzZ0+zdpL3fnRyOvvu1q2byG1kI7f4Fs55ZTLJJkhKSnJ0dDT+Zy6+9evXFytWbNOmTcKP9NElG1FRURzHFfmPMGVRtmxZqfsyqF27du/evaXtITw8vFixYgMGDJC2jWykOn/x8vIynft2c3OjuW9TEyZMcHJyklU26XQ6rVZrb28v4VUA48aNs7GxMeYMx3FOTk4dOnSQqp9sLDW+ExMTN/8nJiamSpUqXbp0iYuLk6qf8ePHr1u3TqvVajQalUpla2u7cuVKqZrR6XSLFy92cXEZNmyYhD1kk5CQoNFoOI6bNWtWQkKCVqsVs3pgYKCHh0dERIRGo+nV6//t2j2q4mAYhuH5AkKmOKBCCt2EiJULsHIHp1AbK8HWzgXYKC7CUsuYQrOlWcIUwiBn2uF888J1VSkfknBDfj6rqqrr+jsHvHs8Hk3THA6HlFJd103TPJ/PXGPatt1utx8fH+fzOeOGPzabzfV6bdv2drvN5/PhcJjxSt3v9/fOpJT2+/3/8F33JWq+v8j+6XK5XA4Gg7Isu93uZDI5Ho8Zx7RtOx6Pi6L4+Wa9Xmfc83paSikVRfE6WK1W37xhsVj0+/2yLEejUd7/vne73ZezcTqdMu5JKXU6nfe7JWPKp9Npr9cry7Kqqtlsdrlcci35m3ffAPwD8g0QknwDhCTfACHJN0BI8g0QknwDhCTfACHJN0BI8g0QknwDhCTfACHJN0BI8g0QknwDhCTfACHJN0BI8g0QknwDhCTfACHJN0BI8g0Q0o9fAAQk3wAhyTdASL8B8mfu14iquoUAAAAASUVORK5CYII=" alt="" />

可参考

http://matplotlib.org/examples/pylab_examples/mathtext_demo.html

import numpy as np
from matplotlib.pyplot import figure, show fig = figure()
fig.subplots_adjust(bottom=0.2) ax = fig.add_subplot(111, axisbg='y')
ax.plot([1,2,3], 'r')
x = np.arange(0.0, 3.0, 0.1) ax.grid(True)
ax.set_xlabel(r'$\Delta_i^j$', fontsize=20)
ax.set_ylabel(r'$\Delta_{i+1}^j$', fontsize=20)
tex = r'$\mathcal{R}\prod_{i=\alpha_{i+1}}^\infty a_i\sin(2 \pi f x_i)$' ax.text(1, 1.6, tex, fontsize=20, va='bottom') ax.legend([r"$\sqrt{x^2}$"]) ax.set_title(r'$\Delta_i^j \hspace{0.4} \mathrm{versus} \hspace{0.4} \Delta_{i+1}^j$', fontsize=20) show()

aaarticlea/png;base64,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" 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比如数据格式是

aaarticlea/png;base64,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" alt="" />

最后一列表示的是归属的类别, 读入Python的数据returnMat

画出如下效果的图示

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*zeFIsAdyk7GyAJAXWbx4RI9bbinaiTh64Yjn8adUGhxYSJChZ3XwcHa083boGE716JidBaYmodR5zf8mAccOB3XcNmjez4k5nFo8hZn4TMmQj2VYeC1eDG5bh1eOmNFoHL7BQCVUFxIkDwxQgD4+TkKgrU1t2JYkWtV3ONQJTwYDaVtlIpXNpjZgN0IU1fGkbjddz1iMHgsG1VIovZ5KnVhWbeRWMBrV7IjixC0IJDDKS8EU7wuns7Vg22RaXl/M5cLtpozOcrgCLTo0NF5z6i3gHj58uOQIrrF8NHFxGRkZGYHnYtuAalw0LLwFwXRVIzdfWzcRy8TU5uFkkoaply0bT4wehOyQlixunohOvHpxkc+TsCh3N1WK1P/7v4GPfrQUrOpYHXb6d+KVhVcwE58hQ7giNoMN67ZtQ/uJERJJ5axaVetEnEo1Lr4vFKjwvp4gaYBBZ8B1Pdfh2NwxLKYWK0rJBF7AhvYNLTuYLxudjiLvVApIJDA6aoFkElp6aTZLzb7KR213d2G1oRc6c52ZnwwoUk0kaqLCgsTQGzmddTtPc2IOz0w8g2Su0sZakiXMxmcRSoewc/cuxIMWjI+TTgoG6dT8fmrkvVAz6b4+0kIOBxAOq1mCnh76qBlGbfZ2OOrfLitWUMlTdY+DMlr2+HEadaskkvJ5KqeSJLrN9Hrap5KlAGjf5SXf+XzJw7GUqXA6a8WFYlkjtPYRo7//yjChq8bnozGrrZY6tbXVb57X0NDQuNho4uJVMjc3h0gkglWrVpXcNxcXF2tExG9+8xscPnwYn/rUp16Lw9RogWQ+CaveikyhuYWsiTfRiFSA3MGq6lGSUhaYC9LSYpMIJlvIlvoeLpiFhcbLl3NzFLF1d5ce4kMRbMk4sMHqwaKZgSRLsOgtcJqK9SG7Ouh1i4uqI1q95e6lOmFb7ZQtw6gzYod/B5K5JBZTi5BkCVa9FR7zZRLkggDRIGDq0PJeNj5epiNNJug63MBcsnbDNhdFv3U6cXmuKKYmJ+uKi1OLp2qERTnZQhYnFo5jvXVXaWKSstqeTlPjuNlMk3WXOzjG7aavQGBpg2pBoPc/f57+Hw6TOCgUSDiEQnQJGIYyEAsLdFy5HD3W1kZCZn6ebkGdTr2VbDa11Cmfr+37yOdVx+Z4nMSIXk8/nuV9F2438MY30o/uxETzc1+OadvlhmWBNWuAV15pbduB1m1nNDQ0NF4Vmrhowre+9S1EIhHMFIOBX/3qV5go/jX65Cc/CZvNhnvuuQc//vGPMTY2hp5ihLFr1y5s3boVV199Nex2Ow4fPowf/vCH6OnpaclQR+O1QZIl+G1+xLIxZMX6Bewcw6HP0QdRFilimZ+v3QbFsqJwqKm4YBimfglSNfm8Ol+zmmy2+dJlOEziYn4eeOIJirrsdujtdnRZrcCOHZXOWgxDS8dLuaxZLBQVJusEvI2cy1rErDdf1mb3cjKZ5flAAGovgELHjWtxbqqYPkgk6Hp0d1MKAKi7A6+jeL/V+SzzYh4z8aVHA41OxzA7n4aere+UlkwChw/T7dTbC4rSz56le4Tn6RgHBurWCm3bBrz0Um1SqxxBoMlXPE/u14pRXTlKsJ/L0W45jkqoTKZK1+ZCobLsSsFioYo7RbAoPxY8T6JF+XG77jradnGR9uV0Uh9Gby/9C1A1nNNJFY2xKvsSe9FD8Uof7LdiBZ1fs2pblqU2qDp+ihoaGhqXBE1cNOHBBx/E+DiZezEMg1/+8pd47LHHwDAM3ve+98Fms4FhmBqDs/e85z349a9/jd///vdIpVLw+Xz4yEc+gi984QtaWdQVjFlvhl6nxzrPOoxHx6lptmx51KK3oMfRAwtvUZ2y64zN8fIOTOQWUTs3tRKP4GkuLkZG6Cudpsipt5eWKsvvt85OirDqRcQmEy0zDw1RiZQSBc/NUfS0ejVFgbt3Nz/QRqxfT0vi1degv3957nCvVxIJYGYGcjIGGGKUvli5Eg4XB4eLQ2SeURsB4jESeD4fRb3hcOltnJY87Obi51enwziSiZR6LBohFhice8WBbnMc7ZbGNsxKS4wjvwj70IvqZ5fLUWldJEIWylXwPLBzJ3DuHG2WSqklSSYT3Zq9vSQepqdJFNTTvCxLl2NykvTnVVfRJUkkKsWFcovH42qTtvJ6nqfb2mKhXg3FP0N5fM0atSJPaTJvNI2rp4e+wmFVJ1utqgB5PTAwQOc9Okq3mPKRKonHFSsuXznU6dOnL8+ONDQuEO0evTxo4qIJo6P1p/2Us2/fPuzbt6/isfvvvx/333//pTosjUuEUWeE1+zFXGIOq9tWIyfmEM/SoHyBF2DiKWgz8SZ4zV6KgNrba7IXXp0DAmtAytm8e3aFs0m9xZkzlcuR2Sz9P5OhJVcFk4mWlV98sTLI5zgqftfrgWPHapfXo1E6bpalZVsl+hDF2mL2RtjtVHszPKy6eff2XvnLvU0wGulUlnQ9jsVKI5TMQoEi09OnS5mi9cxpvKBzQuKKUbEMKlEzmyG6XWDm5sDm8+BYGeu7i2YMymdWhdxEpebEHBaSCzg7nMfsfBRRSworCyvhNXtL92s1kgS8/P/NwirakUhTlsJiEtHrScGLIC33ly2CSBKJgfFx1cROudX6+oB169Te/XSaDO+cTtKu4+O12YtYjE6VYVQtZbFQ1kFpSGcY+n8iQZdWERfK4+EwvW8+r3peKH0W1XMEelsYJOZ0Lm9E75WGUrqWy6mN84rXyOXk9ttvv7w71NDQuCLRxIWGRhkD7gEEUgGk82ksJhcRy1G9hKAT4DF7IPAC1rnXqdmqdeuoViSvejQwDINrBm7C87ZEQ0fs1a7VaDe31z+IQoEyFvWYnKSl2fJSpltuoWhvdFSdRtTZSRmJmZnGZVPBIG2n1KmcPEnbSxJFJgMDjZuyx8dpCVyW1dmewNLlVFc4ymrvUrX4mJoqRdg97rIRTXNzQDgMly2PbasiODziQEFkIMoSAoUoFoafR7q9DXDkYY/HcasvgjarmZoN1q2ru2RuM9jAMmxFAz4AJPIJnA2cRUEqIDjbB1mWwbEcFhILCKQC6Hf2q700RVIp4NwZEflTBmxZwYOT8gDLIZk1YD5igMVYwDW+ECxFcZHPk24tS7QAUIP9sTG6/XfsoMfGx9UeCYeDviIR2kYUScvmcvQ4y9JtbjCQ4FD0rpI5sNspcxGL0WuVaq18vtKQr/yYlPew22kfen1Fy9H/evT618aBe+3atTh0aJnNSpeL8XH6qsZoBK655srs1te45KxdexEmNWo0RBMXGhpl2Aw2+G1+/OrMryoau+PZOALpAHZ370aXrSzgtlqBPXsoSiqOooXfD5vfj+vzKYyERzAVmyoZxLkFN1Y4V9SffCTL9BWLNS78l2WK1srFhdEI/OVfUidsNEr/9/vpj+aZM/T/KqM4ALQPlqVzePHFyulPSoE+UCswUilVWJQTCtH+1q+vf+zlm6ZDiGQiYMCgzdQGu/HKqUPp6yMN19A4XBRLmSCek9DtqRoAsLAA2O3wOnO4eVMAw/N6/H4yiGCuAHAm6I12tK/MwuMTMakzomD24OruHTXllQpGnRFeixezcdUpT5RFnAueKw0WyGd4GHVGmHR0X0iShOHwMDbyG0teKpkMVcgV8iwQTyB/fgIcm1Nd59rbkcjo8MxxC7asjMNkAo4fMiMcbt4XFIvR7bN7d31RpogMhUiEhMH0NB3TypV0CGYzbRcI0DYOBx1WLEaCRRlPy7J0S5b3f/A8/UgoCbjz58nT47rrKj0ulkJpo1KcvQWB9PKlNtFTJiGPj9O5SxKdj9+vlptdyQiCcOWOUN+6lRZOxsfVlKTDQY+bX5veLg2N/+1o4kJDo4yF5ALGo+PY5N2EYCpIY1Ehw2F0oN3cjnQhjbPBs1jjWqO+SBCoeLwKgRdwVftVWO9Zj5yYg47V1Z8MpZTUKAXTFotqR6xkIpTh/0D9SEOJuLq6KHJ75RXKQszO1p1OBIBEhd9PgqTRWNlz52rFRdmqfQ2Tk03FRTgdxvH544hlKztoHUYHBjsGX71nxUXAaM5C6JrGi4dSKMgF6Dk9PIIHbaY2cCxXqsPhGAnbVkeh46quhdNZWr438BKybSfRbwmiT2IAbwe4FeWfH4fZ9CLOh85jtWt1w2Na71mPUDqEbIFqjIKpYIWjOcMwNVO1JEnCfHIePXYaNDE+XtSsoRBQEIvd0qDPMh5HIZ/DTKcZgRRw8o8j8HSmMXbKA7fghs/qo3NvQCxGwmIpIz+FmRm1BEoRDgAlcAwGdcqUzUaVd4oO5nlVQLjdtF9ZptcZjVTNpWglt3t543fPn6fkX6ZKK+r1arvTpRAZ6TSJM0XQKCQSJAbPnQM2bXpdVxu+9mzYQHV6sRh9oNpMXg2NS4omLjQ0ylBWg6fj0wgkA6WV4UQugVQ+Bb/Nj5HwCPqd/U2DrXJYhoVR16DBOZcDnnuuMqKZngaefpq6NBUhMTNDZUoez9JOWOVjfdxuEi3ZrLqEK4oAzyN2zSbMdPLIj7wIQ2YGfr0bAlvVaxGPV9akALX1KOU0eS6cDuP5qefrNidHMhE8N/kcruu+DlaDtfn5XUICqQAOTh9EQSigc40BUyNWJNI5JLIJzCZmMeAagEFngKPXhquEUTgtVefLMMD27dToXiggK+Uxk6fPgtOzgK9+KdxYZAyr2lY1zF4IvIDruq/D8fnjCKQCCGXUZXszb8bqjk5I6doei3A6jB57DzKZ4kSkonEEZ7eAN+iAXDHzAQlD2UmkhdUAC0SDeuSyLPJivmQsuda9Fjqu8Z+MJUvJihQKaGj2B9BisjKeNp+nkqstW4Df/rYyYWa1UsmTwUA/Jh0d9L3TSUIjmaQfq1ZmCxw+TD929cjlKMAPh+lYLqbAUH78m10PUaQ+FpZd/hjhZSNJVOumdOW3t1NqqZUerCsdvV4bmaWhcZnQxIWGRhHFX2EoMFTjKSDLMoKpIGLZGNa512E2MQu/7SIsJY6NVQoLWaYGabebli4VcZHPU8bgTW9q/n6hUGW9CMdRLf/UFAmFq65CzmbGEa+EBS4JhIeB3AKQmcbZ7Ay6+DYMmlaoU6x0utpoqq2tcU9Ik6XiVxZeaTr1KC/mcTpwGtu7tjc/RwVZpghSmUP6KknlUzgwfgCpfAosy8LlBVzeLCJBPaJBAyQpjYRwDLdsuwZOUy/w3DSQLBMXDEMrpB4PRaGnTmFh/iwkWQZsVhpL1OA4M4UMwpkw2kyNr59Zb8bO7p1I5BLIillEM1EIvACL3oLFAjA6VPsaRRyHQsWgvJAHRBEuhwiuvZvusUwGE3IIaaML0NPxyTKD6REznJ5c6dpMxCaw0rmy4fHFYhTIV6/8V1Oe9NLpGrtkK/0D7e1UwZLP0+Sj+Xn6nufVbEW9yypJdN5LBeTnzzcWFuUEAlRds3Hj0tu2yrlzzYWFgixTMrKj4xKWaMkypVACAfWxWIwuzu7d/zcmwGloaFwUNHGhoVEkU8hgOj7d1KwsL+YxEh7Bls4tF2en1cYBs7O0RKosxfr96ijatrbGkViRTHAe45kpTOeDyEkFGFgeXbwLvb1+GFge0i0348XFw4hkysqgXG3A1CRkUcJULoiCLOEac7FEp7u7tuGxo0Pt1C2HYah2pA7RTLRynw1YSC4glU9B4JewTx4fV6dnMQyJscHByl6UZRBIBfDE+ScwFFAjdANngNfiRYerAw6X0hQfQ5afB4wdwA03kGhTPi+/Xy23aGsDdu9GYd4NBByAbunC/5Ix4xJY9Bb0OfoqejDavGlMjViQz1VGngaOou5SQonTgWEBrzNL181qRd5sQigdAcAAxcyEJAOFfOW9FkqH0G3rBs81Phe/XzXQq0c2S8GxwUDf1/NnLIfj1FteFClbYV1GYmupqV/KHIRGJJNqI7ogUNXf2rXL6+NodmyN/C/rkc3Sr4dlGN8vj5mZSmGhkE7Th1qn9FNDQ0OjHpe4TU1D4/UDy7BYTC6W/l+QCojn4ojn4sgV1IlLiVxiSRfvllEyE7kccOoU9V7MzFBGY26Ooi+/n5ZnOa6pw1soHcJTocM4m5lBUswiL+aQSEVxJjWJpxInEJHTmM4s1Ab5Oh7oX1WK4ubyYYQKcQrY162r3RHDkFtaX58667KtjR5rUHYQzUZbuhyyLNf0Y9QwPQ0cP64ukSu2zc89d0HO4LPxWbww9QKGw8MVj2fFLCaiExgJV2ZppmPFZW6Oo2L8zZupz6ROHbdgdrYkLAAsLajKUPooFDgOWL0pDI6vPH+PmT4PRR8yOg4r1xpg0qvbxaQUjbvlecBCDa4sA+iq3kuSJMRzVY0BZTAMZRaaJZGU27erixbCm5W+cxyVySvHfiHJqaUaoefmajMtokhB/LFjlKkYGqIfzWPH6MdyeLjuWy0bxWl8OTRqn7oo1DEEbek5DQ0NjSq0zIWGRhk8yyNbyGIxuYhEPlFhoifwAtyCGybeBI5prd9iKaLtdiRGj4M7dx7upAydyaROdmJZWlZVvA+aNCLmxBwOTh9E3m6hqGxmhozbiu+Ts9nwkssNQ6xBYbzDAWweBEJhoJDHeKcPbQM7Gx84z1N9yMaNtI8lxjkyaH3c45LbNloaT6XovJfR+VqQCjg6dxSyLDfMHARSAThNTjiNNNa10XjherSb22HUGZcUo22mNtWYscX3bTO1IZRWM18WWwHrtoQwOWxFLKSHnjPCLVCTt9VKVXF+P2C3+IFz6ZIttQzQ59npA8qufWdvEplU5Z+IZp4b7e3qdM8XX6wfOCtZCIMBuPlmqsoKBCo1M8tS34TPR4koRb/6fMsLrvX6pY3iq5uo83kaeFavVCmfJ9Gxfz+Jo+VkUOqxXGFxoa9pmWY/w9q4Vg0NjWWgiQsNjSIyZLgFN04HTldM4lFI5VOYik1h0DsIPadHQSpgMjpZCvAcRge67d3Qc0vPjVxMLuJ04DSimSigDwKpc9AxLPw6G9Y7bOBEmYb1h8OU1dDrm46rmYhOUNDLFGtOkkm1uF2SgGwWWSmP2chY47p+TleKxhLGZYinFgIPl+ACwzAVYq3uIbBcjTdDBcqo3kZEo0uKC1mWS43Tk9HJkqjgWb6hcJhPzJfEhTLatRUYhsGAewDH5o413IZlWAy4B1p+T4XtXdtxcOYgginV2lqwiBgYjIAr2NDNboIOHDiOAv9Dh5SgmaPankQCSKVgYgpAdhLlwsIgFLByfRSnXq4cHqCMugVohT8YVFf+/X56zOmkEbBDQ5WO0YBqwdLWRk3bbW30OmX6MsfRpKfysiNFIHR0tNbTodDd3bg/QZZJKJw+TZkInY709ezs0j0QmQyJpz17Xt2I2CUqHC/aa1qms5PK/Bo9p6GhodEimrjQ0Chi0VuQF/Ow8BaExXDdbYw6I0RZRDKXxB+G/1Cx2j0Tn8GZ4Bms96xHn6Ov4X51WH5oAAAgAElEQVTmEnN4eeZlNdB2u4DePhQSCYzJEmIrvLhW9IGbXyBhYTRS6U2TYuuZeHFJN5ulGukVfSQwCiJgNABGExAOIWzNN20aVmh1ElarCLwAj+DBQnKh6XY+q6+5OGOY5hFmg56LTCGD0fAoJmOTyBay0LE6+Kw+hDPq5+wW3Op1rKK8HGi5jfw99h4UpAKGAkM1De08x2PQOwi3sPwpNjzHY1f3LgRTwdJ58RwPn9UHr9lbM3lqzRqaOlTCYgEsFpgBmBfCFb1GXX1JWGwFtHelsDBN5VoWgwUCL5R6BYJBtaehrY3i0vl5qhRbu5YyGOk02X7k8xTAt7dTAH/qlHoYLNu896Kvj/5lGGqreeklQC6ITSNtq5VKquoxNUWiIpOhlifFIHBsjI7V46FL0wiDgc5rYqKuoXrLuFx07sup5FsqE/Oq6Oionx6yWl/diWpoaPyfQxMXGhpFWIaFDBkeswdmvRmRTATpQhqQAb1OD7vBDqveikQ+gVOBUzDztQZMoiTixPwJ8CxfabZXRJIlHJs7VrmCbzTREmhx0lIIIsZsQH/HIEUfe/cuuURayrSkUsUyJRawVNVtSDIsUmv1/16zt6XtlsMm7yY8O/ks0vl03ectegvWe5Y24ENvL9WuVKPT1c1aRDNRvDD1QikrkRNziGfjiGaimE3Mwml0wiW44BE8mE/ON5xoJcsyHCZHY2f1Jqx0roTf5sdEdALRTBQMw8BlcsFv879qIecSXHAJS4wnBq3kK0Z6Nc/Zu3EmcAayLMPfH4e7g8Rb75o4GAZYnLGg29YNUaRLX/QQpP27qNcCIBFx+jSJj82bSev19lbuq6eH+vGTjecmlOjsrBQe7bHz2JacxpHTRhQ4A5lgVK2qOxw0Dbhe0/XoKE1dUnA6SaOIomruNztLb1uvAlGZHQDQObyamNtgoENvZVIVQLf3JXcb37pVPShlFG13t1qbpqGhodEC2m8MDY0isWwMndZOhDNhCBDqNtgyDANZkhHPxuuKC4WhwFBdcTETn6ktvREEimTKyn3GsgvoN3RStqKBsMgWqOE4mA7ifOg8JFmCR2dGs6KdPk8/MkuUJ+lYHbrtFz+KMfEm7O7ZjdOLpzGbmC0F8TpWhy5bF9a617ZUUobVqykyLSvhEHkOcwNdyCWnoc/o0WHpAMdyECURL02/hJyYQzKXxHR8GtFMtNQ7EMvGMCwP4/ru6yHoBQy4BnA2eLam/8KkM8FutLc+JrcOek6PVW2XYAU4kaDRwNGoGs03WOJevZoC6pERWqVXbgO70YbrN6xG3HQcvFWtC2IYYN0GEW/e0YfEghXPPUer9jxPQXx7u2pynExSg7Qy9nZ4mLSew0HZByUw5nnq/X/hheYCo72d/C1KnDwJjIygQwD2bo5jKmDEZCCJDJcH29cDu73pqSMep7coh+No+7k5Oi9AdekWhNqY2ulUfxxTKXrNBQ4oA0Cfx/x80zkNJfr7L86UqqYwDGUvLrmhhoaGxv9mNHGhoVGGgTNgrXstRsOjSOQSlc/pDPAIHkzFppbsHUjlU1hMLta4JofT9cutsKofGB2j5VNZRgo5ZH1eGBoM1R8KDOHpsaeRLWRLQfRiahGzYNDFp+HL14l4bDas9W9BQSrglYVX6p4Dx3LY2rm1tSD/AjDqjNjSuQUbxA2IZ6nUyG6013cubwTDUNS5ejXkYBBnUuMYZWMo5MaBYtWVjtVhhXMFBJ2ATCGDWDaGs8GzkOTKGhSBFzAaGcXLsy9jT+8eWPQWbPJuIqO6dAiiJILneNzQewOu6bqmocndRUMUVSMHl6t5fQ5AtUkvvqjWJ0UitPS+bl3DZXW3m74yGTW4N5sBo9EBYA/mE/MIZ8JgwMBpcpYyNTkHlQLVK78PhUhMyDJV8kWjtLLf20sBvNVKLtO33kofnyBQz8LEBG1XnQnp66P9lC53Lkd1S0V0nIw+bxp93jTARYHrO5bM7o2O1jeW9/srW5QA+j4arfSrNJnUEi2FpUbdLoXVSlmWgwebN2uvXNlwyrOGhobGFYcmLjQ0ilj1VuhYHUw6E7pt3Ti2cAxT0SnKCJg9GHQMlmb8tzLZJ12oLf9pOG1Hx9MyZi5LfRNGE7B2sKauXJIl/GnkT9g/sb9CHEiyhPnkPNyCG1NtOuiCWbQXDJAh0/QlixmWtZvgs/rAMiwseguGQ8NYTC1ClmWwDIsOSwdWta2C3Whv/aIFgxT4KbbICuEwRY3pNGVlVqygiLKIntO3VMrTFIsFxxLnMZmpHXNbkAo4FzyHaDYKq96K4dBwjbAASIS0mdowE5spiUEdq0OHpQMdlg4ANMlpW9e2Sy8sFhbIKro8yvT7qb6o0b5feaV+hHvmjGpf3QCjsb4vmtfihddSWxY3OSkjkIggkFpEpihqHUYHBNmD4WEeskwiIxhUA/VYjD7+SISmLM3NAe9+N+kAnY6C5pUrKQsgivR43UOORBo3J4giKYEmDQmS1Lj8iGUpcB8frzx2RVwwDN3e5ZOXAXr81TR0K7hcZJkyPk5iK5tV37+jg/arGUtraGi8ntDEhYZGEaUZ9onzT+DI3JGKYHQ+MY8/JP5AgZfZC6th6TmU9cbVOo1OjGO88Yv0BkBvgMALdacSHZs7hoMzB2uyDizDwm1yYyG5AC/nwElTGnM8i0wuBcagR4enE3/ZPlBy3nYLbrgFN/JiHnkpDz2nX172IBql8UPK0jfLUjH9VVdRlPTKK2qUFghQ1LRjR1MH7+USSocwGW3uQjYTn4GgE5CXGi8Lu0wu6FgdwtlwRaaJZVj4rD5s9G5UHcsvFdks8PLLtUJhaoqyF/W6k1OpxpOzJInEykUq0s+LeTxz/hWcD1Zex0Q2gdnxKGxyD7IJMwKLEt0TqTQgSciLLGC0l5y/z50DDhwArr+eEixjY1SuJMskdLq7KdtRU2q0VBS/xPO5XPPSI44jq5KpKbqk+TwdU1cXaZZ6b9/o8QvBZKIm+DVrSI/LMomsS14GpaGhoXEJ0MSFhkYZoiTixMKJuqvcMmTMJ+dh4ZfOWnAsV7fx12f14dTiqSW9EnodvTWPxbIxDAWGkMrXn5XJ5wvwLqYRTs8ghwLMRg+cnSvh8q2B0+jEiYUTSOQTuKpdddrlOb6p43JdRJFKcZQlVoCC2bExitLGxmrrTwoFEhx79ixvX00Yi4wtuY2e0+N04DRYhgUDBma9ua6I6rB0YJVzFQY7BpEX86XsRUng5XIUNJtM9Zf7Xy1TU41rbMbHG48+ukwcmj2EaDYDoLIPKZ9nkIixiImzkMK94ELRyvsimQYmYqUsiiwDJ05QFsFZNXE4kyHxMTxMU6EqevMdDtWsoxqbjcY2N6GVpJPXSxVpiv5lmOZu2NUlUhcDllV7WC4q+TzdY4kEZRC7uy+eMtLQ0NCoQhMXGhplvDD9Avw2PxaSC0jmkxUZAqPOCI/Zg0Q+gWwh29TvwG/z1w3aOZbDJu8mHJo91LBvw2lyYoVjRc3jE9GJuv4bACh4n5rGQjaAnFxAn74dfZwb7WEWcAMwkTHfaHgUNoOtxuF5WUxPVwaQ5Rw92thdLBqlAL06epqaoogyHlcL2/v7lzyMaJ1yqHKC6SDmk/MYi4yVytiYFAMLb0G7pb0is+QW3KXSsIp+E0miaHhqir5nGGoG2LTp4i4rNzNvaPScINDxjBczYW1tpR4NmWExK3oxUdY0bbFQVsDrXZ4nWiQTwWJyESahUlhIMhCYNSEe1SMR04FNRtCerxTNvE6m6xYMAL4u5HLUVN3XVysuSu8r0W3EcVX9HVu3Uhd4+b1nNNLjS6DXL+2RYTCQmFDmBDRr1Pb76Tq+LojFaq/b2bMXPZOooaGhoaCJCw2NIvOJeczGZ0seCAWpgHQ+DRkyDJyhJCaMnBHxXLyhuHAJLmzwbGi4n05rJ7az23F68TRiWbWshWM5+G1+rPesrzueNJlLNh5bGosiL+WRlNToiWM4QBIpUrPZaWXcasFIRkLP4KsQF81cxjIZCnobeRBUC6rq2aCpFJkgpFLk/t2EZj0Qi6lFjIZHoWN0sBvsEGWxuHsZ8VwcuVgO3bZusAwLA0eN+ibeVNvIfuIElXSVH//MDIm5HTuaHt+yaOC83vS5o0cpcFxYoIh8bg7weBDzrsaB+CCiMT0YhoJkjqNLurBA2m779qV7xRWmYhRtu7xpTI1YIIoMgvMGxIIGxCJ6xEJ6REJ6SMk8JOhhNYowm0RwrAyLsViLVFQ4wSBdukyGjkeoHcgGgC7zyZPUc1D6mG024JZb6PorItXna8lZjmGoau/s2ebb+Xy07dRU/RYO5X2WuDWvLI4erV0MKBSov+eWWzT3bQ0NjYuOJi40NIqUB/oANftaDVagkAciUSAbAHgejMOBbls3BtwDGIuMIZKJAABsBhv6HH3otncvWaPfbm5Hu7kd4XQYyXwSHMPBLbiblihxLAer3gqe5Wt7CHI5xMU0ZAAsGHAMCwcnAJPTdPzmYiQZTyB+4hASnkFYfH3LvUREs6i0s5MC3XrNt0XTthKS1DjaU0wEmiwft5naShOnyhFlERMRVRBc7bsaJxdPVpjEZQtZRDIR+Kw+rHGtgY7VoddeVYqWzdZ3LE6ngeefp6YBm42Wsfv7X519ss9H16KecKs39Wl6mswkrFZgwwaq50mlcHbWgv+Z3IyIUV3y5zhqGlYcrpNJ4LnngN27Gwf35WQLFJjyehlOTwbHnncjFaf7lOVILMoyAxkyRIlBNMUjJ7Lo70iqDtkMi0KBqnKUW2Cp8avpNOmliuwFx11wH0lvL2nZZlOZANpfVxd9pIuLVBGnK5rX9/ZeorKlS0U8ThnDeqTTpPa0bnENDY2LjCYuNDSKmHR1AtlMGpiargyWY1EI7Ul093ej295d6s+4kKZfp8kJp6lBfUgV7eZ2zMZn4bV4S6vJJXgeEug4zKwRHp0dXCoNZDO1PQKyjMK5M8CFigufj5zY0nXM8AYGKCh/9tni1CsjRbY8T0FwOfE4RW71UEYPNSl673P0YTxS2xwfTAVLmQqAStRsBhvOBM8glo2hIBVKE7M2tm8EwzCwGqxY4awqRUsma0VSKkUucaJIfQAcR5OZAgFg584LXwXmOGDXLuD4cYpoZRl5XsCkZS3Csz5I03Qp/f5iOdFkWSO7yQS5tw9HRux4cs6NGCMBZZdNFCljEQySTrHb6aM5eZJctJeiPJvDMjIkUT1Hg1EEy8lgIAO8HigukEsywJZfCqulNO5VqZpjW/hxqREXrwKjEdi2jca+NhM2ej35cNjt1GT9umYpJbXU8xoaGhoXgCYuNDSK+O1+uAQXgqmg+uD8fE2AqZNZbJwRgUER4LhLP0moSJe1C0OBIfisPqQL6crjtNvBB2g1uVfvgZ93A9EAPeeoFC8Mw8AYbcEeuUhOzCGUDkGWZVgNVupfuPZa4MgRGhEKqHNFXS6q79br6bloscH3LW8hV7RylnL9XeJ5m8GGAfcAzgQq3bqTefXcuqxdEHgyRGTAYCY+U5H1EWURXf8/e+/V3Eaepns+6YGEdwQ9QUqivFSqUvmu7urumTizE3H24pw4VxsnYj/dXk/szMbsTvfMmZ7osiqnkqMokQQNCO9tIt1evEgkPEFKZSd/EYgigUQiM5FUvc//NY9vBW8svjHe6O12k1gYLOVKpezG68GZqcUi3SuLi7PPaRZuN/DuuzA7CnYeazjIytDLDDBgjfLyJX38VlWEX5MR9qkI+1Q8OfLhZVpGrcUDrsmN4bpO779xgz4qm53PBG7Fv4JkJQlNZVDMubG61UD+1I16RYRhMJC9KupVATxksBwL2WzA79ZQaQoIeVUwkgBEojDq9JV6PKQ158mavO7YNxolDffsGWlCKzPBMJRRuX2bBMi8JWM/ewIButgDF1LTGZgmIIiM03Ph4ODwg+CICweHAd5ffR//tPtP9Eu3CyjjK+u33OvwmQJFJq8STJ4TjuVwf/k+vjj5ApdClxB2hZFtZsnsT5CwvHUXG5ksrjAL1I8g8EAkOtZgvcAH4JJm1HZoGpBKQa2V8UQ9xamsY2Cxut9TEvjoI8o+qCqVB/E88L/+l+17Mdixu7c3Xs7i8VBwUyqNH4MkzfQtsNiObEMWZLwsvRwqkXLzbiz5lhCV7ZKPuDeOmCeGcqcMRVPAMiw+Tnzczxw1u00UWgUYpgG/5CcfjsVFKn+ysEpMPJ7xCPQ13Q/fPpWQSg/381jDfkolEgmPS6u47jEgSwYkXkemIqGp9P45nxG16zq1LFy6ZLePXLpE+lnTKIEyWt0VdocRdofx9KQNQ2fAskB8tY3oUgf1ioBAmAPLmtArIfg8IliVB9otaIaBls8Hz6IXYDlwnN1DEYvNl7k4S39eBE2jVhWPh37WdfqcQIBu58ePgbfe+pWMgeU44MoVdL7bwWHOjaO8Gx2VvmBpPY71A2ny6F8HBweHV8ARFw4OA7y7+i6K7SI+P/4c5oRxtJtSHP97oNfI28toFFtFHNeO0dE6/WbwJe/SfKZr2SyVuHS7FGgnEjNHnYbdYXy08RH2y/vgWR4hdwgMwyAmx7AV2kKlXcZO8gEdmyBS7cvAyrsJEwHWg1REgNwuj5dkVavAF19A7TTxSeMZ6nqboqyr24Ds6Z/vp8ef4r3V9xDyDby/XB62Wh7Eqv0eHRl69y71LwyO8eF5mgA0T/QJKnta9a+i2qlC0RVcDl/Gy9LLiduyDIuIm8z7fJIPIXcIbbWN77Pf9w0FLXySDzcvbyOmaSQcADomt3vyaNhX6bnocXQ0bvamqrTSPniJdH8IL9JV3F0rYy8j47TkBmACPAcEZ49lLZWoKVkQSDeVy1R+ZJ26dRsuLdlfwdsrb+P5k0cA7KwIx5kIRrpgWRbv3lzB4wciTk9BwrCX1VFcgIelz7p7l6YUC8L8k5Ze90SmUsk2NJek8WQaQF/1Z59RhuOHEDc/NlnvJXzTCkCrZACtDbgkIB6HEo/jxQtgf5/+3H7EdRIHB4dfOb+CfzodHF4vf3/l73E1chWfn3yG40wZptZFjPPjbfkKbssJKoPiOKihAL46/gyFVmHo/el6GrIg493Vd2c7eT99Siv6FsUiRZcffDCzLsMrenEnfge3Fm6hq3fBs3y/pCfmiUEzdeyV9yhQTiSAZBKGYSCjleDnZOyKVUCuAUd/hU/y4Vr0Wt+NGt9+CygKdjunJCwAim739oDbd/rHoBkaHmYf4uPEx/aBnVXDMqm/wusF/vAHiqhrNQrcLziD33IWj8pRHNeO+43I09gIbKCjdfDJ8Sdoq+P9I3Wlji9z3+Kd2+8gpt8g4RSJ0Pc0iVmmCHNycDD+3MtdHZ18k66vJFFzPi9AiW+gIvCoKx2AYZBXQ5BjAXj42UvupkmXulKh3Q35SYAC8FKJEk/vvENfhciJeGPxHphaCflmHopOmZ+QK4QFzwIkXsLvf0+r/gcHVAlnGJQd2NoiwcKyJJCi0fGsgK5TUF8qUTaBZelST5tqfFG+/Xa6ncgg1SqVkP3Sey5KJfJmNIJRIDi5cVvXyQ/z3Xed3m4HB4fXgyMuHBwmcCl8CZfCl4DI7ykiGRmhaly+hH8+/Fe8KL2AaqgQWAEROYKwKwyGYdBSW/js+DP8LvG78fGmAK3kDwoLC0WhZeo5Om1ZhoWLH89yXI9dp2bn6iHqrijQYnGy+wBx1QAX9wBr6/1V9rpSx1enX+GNxTewaniBeh26qeO4mx/eabszPOqn995iq0jlQ4Dd4DwpeuN5en0SHEdL6a8JlmHxxuIbeJB6MNEMEaDm+EQwge+z308UFhaGaeBR7hH+sPkHKv2KRmlZe9QZ+8qVM43czqJaHd9tI9dE/VEG0AauqWXIIIoo+DZhbANoAu4GUK4AnjnmAxweUhA/K3gul2mV/8MPKdj3eti+s/skGIYaxk2TBEajQXoyn6dKrbfeon198QX1elj98tUq6bXR3vl4HPjLX0j83L07dyJrKrnc7CnKoxwdkWO29bm6TqVpp6ek8ziOboeNjR/GV/F18OTJ5MFtoxgGrXW8Ro9LBweH/8Q44sLBYRYrKxQ5WCZvsozW6gL+pfEIX6e/Htq00qkgxadwNXoVEieho3VwVD3C5bA9SrSttqGbOlyp4+l/fFYT+StEU27BjWvhbeDZJzis6cgEeo2bugE8eQz4/BThGQZMvw+Pmi0sLn8EHkDD6EA1JwgEfXzETqldssWFKAKbm7TkO8rm5o9axL7gWcD7a+9jp7Az1PguciI2ghvYjmxDN3Wc1k/P3Fez20SumSPHdVGkGa6pFE2I4nmKfl9DY+xY4GuayH9zDGgj94GiALkssLwCRbEvq8djNyjPSvx0OnR7RSKz7TUAym6cnJD2W1ujablTvB+RStklXdaEpxs36PgkiV4LBCg59eABBejVKt3ulva09Onamt1yc3JC27799qtZMoyWm52FotD1jMfpGB4/Hk/OlUp0uycSdK4/J8uIatWetzDv9uXydHNDBwcHh3lxxIWDw1lEIvQAoBs6Pj/8C5LV5MRNO1oHO4Ud3Fq4BY7h+uIiVUthv7zf98Rg02kst1q4LC3Bx80xNucipNNApYJkN2c/Zxq0JCsIwHKvjKdag9Z4ghP/JSQ4brCs3oZjaan58JCa3N1uYDEOREeWvq9fJzG2v0/RslUXk0j8MOc4g7A7jA/WPkCj20BLbYFlWITd4f50L2ss7TxUO1USF4CdaXmN2RZgQmBaraDdMABMEJnNJqBpYBge4TAFkUxv+M9Z4sKq7lpenu+4kkk6Vbd7vL/d4vR0PHhfXByu7js+pkFi29vArVvU55FM0muaRoG6IJCIGBU92SwF+Be0uAAw2517GopCfy4PH07fxjDodldV4I03Ln58uk7XQRBePUsD0DW7yHscceHg4PCqOOLCweEcpOopNLtNqPr0/gJFU1BqlxCTY2irbTzJPcF+eX9oGyPox8nJMTJqBe96thHmB4rLYzHoMJGqHiHfzMMwDfgkHzYCG3AL5xjrUiS/h5o+sCRueUuMDvrXDZQPniGxdR/e3R3wDAdtMHuh6+T3YdFqAfsHCAZvAZGRz93cpIdp/iyWcr2id3bvyxzM1Zz/ivj9I5NvVQ1TkgSACcDQ4XaTuDg+puA2EKA+hfq4t2AfQaBSnsjo9zaFapUCc5cLuHOH9j3Yt6+qJCxMkx4sS6JisAWl07HH6Gaz9JogkOa0bkWWpcfp6eSMSjJJWYRul/TdeSccXSRg1zSqUpyH42MSVOdpjLYmdh0e2q08DEON5onE5IbzebnIGF/H9sLBweF14IgLB4dzcFI7oYBdqeGkfgLDMMCxHPySH17B2w9CC60CYnIM9W59TFgAoMlLCzFouTy+ar3E3/ju0oq6ICC/EcM3+39GV7cboDONDF6WXmIrtIUbsRvzHeykUTeW8d0kb45qBfiba+AkCauPC9gt7yHPtlH38DCLJXgYETE+ADdLy+IeTkLsuARc0ydPSvoZCItZ+EQfRE4cus7TCLt/eD8AWaZSoJyVaPJ4IAlZNCesuBsMB5PhEY9T0JxIUPBumiQcNI2C+ErFFisMQxVc166dXQ41iiUARJH6Jh4+tKv3XrygwNq6tfx+IORuo3VQpYbsYAiZjNRvxcnnKWtS6M1BGL1Na7Wx9h5UKuRLkc3a9iIeD52rNfnqLCKRgWs7BwxDxzFPz4JFMjm/uOh2gS+/pFKkQUyTzjObpfKycwxOG+IiVYi/ivG7Dg4OPzmOuHBwOAelVgmPso9QU2pode2MQLPbhMRLWPGtgGf5fsA6s+wmsQn4/FAKeaTdGlYWt1FdjeJB4Vvoxnhtkmma2CvtgWM4XI1ePftgV1fB7e3Bx7lp8pNhAKpGkWJoPFgOunoN15ubcAc+xvPHWbQ1HmjUAa2JOprIqGUsCiFsSnHcdW/ahfO/QDMujuWwFljDXmlCY/0AAVfgRxEXAHlO9Ay6AVlGbN2N0hO6F3QDqLUEVFs8unIAcpaD+IyaihcW6L25nG1z4ff3rFp6Q7OWl2kQ2b//u/3cvAwKAFGk0qVKBfjnf6ZyJZ63ezj4YgblhzWUAUT9XazHjlFsXAJ6fT/dLlV1zVolz2ZJXJgmlRxZq/rdri0umk1qQk4madLRWcZ3a2skUOYVC7HY9MFgoxgGiYSTE7r+wSBd72mjbA1jsrAYJZ0GvvmGjP3OSzxO53ve9zg4ODi8Kj+OtbCDw6+Art7FbmkXXb0Ln+gbc3RWNAWpegqmaYJneTBgIHHSlL31iESAq9eQu7UF3L6NF+3URGExyH55f75eAb8fuH4dCXEBKBWBg327a7PVAjQ7uuMZDmtb9wAA2UYWO4UdXIteJx8NdjgrUdfbWOADiPC95e/zLneWStQd+/AhRU/TOoR/BLYj2/0RtpMQOAFvLL5CIf05iUaBmzftpE/gTgLuRT86OofDnIx8w4WuHIQU8WNpyS4zevyYAu//8T+onyEYpDKmYJAyFX/3d8DHH5MwOG8Aae1rEMOgz/R6aX+Li6Qv+WYVqNojrwo1Ec9PPNCzBTu1ATruWavxVtlVMjkc4E96T6tFvRxDk46teqPvvgO+/x4oFiFJ87f+sCwNAJtHhJ2e0q28t0c/P3tGv//pT3SNJg1PS6XOFhYW6fRkn8mzCATO1z9x3u0dHBwcpuFkLhwc5uSoegSv4EW5XQbDMFjxreCkfjIkBhRNQUWpYNm/jNvx2/g++/1c+zZMA129i0wjc+a2mqEhVUthI7hx9o4vX8Z6s4H06XMU/DqwKAPKElAs0DJrIgGGYXFr5Q3w29ScvVvchWmaEDgBV8JX0PWvo179AkZXgcxK8LAuFHUaWcsFw+cyIzAfP0Zh9zu0zS54sFg4DIKPLtDS82swoTsvPMvjg7UPsFPYwXH1uC/aGIZB3BPHteg1+KTXZyIY2uUAACAASURBVLaQb+aRrCT7jf1hdxiJYMKeuAVqV5FlKjcqlzms3V/Es4IOLWaCEzj4AwwikYFAW9dhlstol0tgvXms3wli853L9hL/CIkENSnPy8aE2+zkxA6Oh742y8F88JxrIjgWkGrVfqMEy9JtMy14N03SIvmBicg8P33ka7tN42+vXgVF8198MaxKDg+BRAI3bt1Gp0MiYBosS43ZljfHLPb2xrMbljDUNDqmSgV4//3h62Q1ss9LMnmx5OCNGyS8zvL2YFna1sHBweF14IgLB4cptNQWiq0iuVpLAZzUThCVo0g30tAMDRIvYSOwgWqniqpCj7bahm7o+GD1AzwvPkeumUPIHYLAzl7d94petNX2kEP0LNradG+GUdh8Ae8kPsSzzgmOuwVoHp2WnOs1+HxRXH3jb7CUuAWAvCuswNdC5CVErt0Dnu/2o5SuoSHLtrF8797cx3F08B12H/4jGnoHJb2OvFaDZupYLobxrlDB5hu/P1/D+muCZ3ncWriFa9FrqHQqME0TXtH7Wo/FNE18l/kOJ7WToedP66c4rZ8iEUzgdvx2//l4nB7VKvDXvwLvvMchm7UbpvsYOrjTIyzKNawEFTzb5bDi3geXydDI3AkCIxCgEqHj47OPOxQaN9kDhoPjYHBgjO6EKJbnTJQbAuIhek0QqF+CYey+i1FEcbw/IhqdrT8tXwpmoI5K0xl0NRYMTLiTSTCLi3jrrRgWFugcBke1siz1OGxt2ZYsoRBNtZrE6em4sLDG7g5SLgOPHtmTpLrd842IBS42+QkgQXL/Ppnkjc5wsOA46utwDPQcHBxeF464cHAYoa228Sj3CLlmbijY3y3uYsm7hO3INnaLu9AMDTzLI+wOo6N34DE8cHEuxDwxFNoF1Lt1qLqKdCON69Hrk830QKvk64H1qYZvkxgtyZqIYVD9xeEhOI8HtzwbuOZaRUGrQZN1yGEJ4etvAQm7f6OjTZnX6fUBd+8AhSItN7td6Fx7a+6sxV5pD0+f/we6WgvPlRO0DbuGZV/JoPjsH3E9YOL+8n3EvT9N4TfP8lMN4l6V58XnY8JikGQlCY/owVZoa+h5t5uC8ESCHu02BeTdbm8qU7uEMPLgeoKjq7E4LbmwxrVo2XyKS97duyRUTqYfEsJh6q0YXb1vt4cTFLHYQHWbyzXWTCHyJnSD6acdYjF7olQgMDHZgUhkOKDm+bPLuTodagYPpFIo1EQks25kKxIMk1IJsqRj3chj43+LYW2NBFa9TudjZVJGhUEiMVlcmObk5nDr3EZJpWhKsyRdbCLTPK7i01hYAP7wB0reHB3Z1WkuFzXD/5xNAB0cHH6ZOOLCwWGAjtbBJ8efTHRtbmttPC8+x9XIVdxeuI1cM4diu4hMI4O22kZX74JjOCiagnyT6jkM00BdqUPiJFwb9YTosRXa6q+S+yU/akpt4naDLHrPGElTLgNffUWRxMkJLVsGAuAvX8aiMFBYLQ97bAjcjAwLLwyNwuHF+SKSjtbBs8IzwNDxQjkdEhYW1W4N+WYeX6e/xm83fjs0OrbSqQyN5F30Lva9Kn4J6IaOR8kU0ik/ugoLhgFkr4qFlTZEQQWKJaBRx34qi823ImAGnL7z+eHA0u0e8Xp4XhrrnMtWJKzFOhSdTxEXDAPcu0fBZTJJAbTV6ByNUlC9uDh54NfoCrgkUeCfyYCW+huNsT4av9cE/IGhng/TJBGRz1PmQxTpdrScry0/DY6j/ocpVV5jx/b4pQsHh+PeMS2Fw86egIN/pyo8a2zvLH0ci9EpjfZHVCojPR4gATRtdKxhUKbo8uWLTWSa1hg+L5JEWZ3tbft++gmqEB0cHP6T4IgLB4cBdgo7E4UFAETcEZzWT5GsJHE7fhsr/hUs+5ah6irKnXI/M+GV7MCYZVh4RA9O66fYCG7AzdulNhzLYSu0NSQ6tkJb+C7z3cxjXPAsjPk2lNoltNU2BE5AVAqBffCAMgzW0PzTU1oiPj62u1olacxJLegKwiN60Ow2Zx4Dx3JnC5weh5VDmKaJqotF05iSGfHIyDaziMgR7Jf3cSd+B81uE9+kvxkr05J4CTdiN7DqH67XaXQbMEwDsiDPl9n5EajXgT9/UsH3Bz7AasJneVQKEtIHLkSaT5FYOALLmmijgFL1nxC5+z7V5mB6KUsfdjz61/Tec3PMLx3wh4SmUcB51gThSYHu+joF0Lmci0wsCgVKJTAAZBmhyzFEV3hEo/T+01PSPqpKwbaVCWAYKh/iOLo9g0EqVZpHWAAklE5bcQD5yRsEg1AUasn46KP5vDLefpv6FmoDmr898k8Ez1PgPsu80PIeEUXKCp2nSfus8bbdLl1uliWBNuurd0SFg4PDD83P4//ADg4/A1RdxWnd7vSsKTXUu3WYpglZkBHzxJBtZtHW2qgpNfglP5paE/lWvm+qx7M8/OKwiQDP8vCJPqz71xFyh6AZGmRBxqp/dSxTsBZYQ02pTfbGAGU27i3ZfQ6pWgq7xV00urarmViuIlGtY1taId+NlRWKPopFeqyt0XLt/fsTI42t0BYeZR/NvFar/tWpZV6jWOKg6DIoShzt4uVYIBRGU232z+lK+Ao+Pf50YpmWoin4Nv0tTNPEqn8V++V9JCtJtNRWb3ccln3L2I5sQxZ+IPfzOajXgU8/BcqpGnB8ZFtEu91ALAazUkGh5kK3sYLtrRRY1kTX1Gi+6uIiIMtnr1iHI0B5WHzxXC9rMOhiNwfzro673TSIrDaSYEskKGjO5WSUPeswVQ1gGbg9HN54A/jbvwWePAH+9V+Hew4YhrIDsRhlNbxe+v2//lfy7pgXUexlT5aXKdUwqsxkud8VrSi079u3x/cziiSRt8f+PpUWDTp9cxztcmnpfKVFicT5xMWkpnqABFkySf+1kkWiSH/im5vnNxp0cHBweB044sLBoUe9W4du6GipLeyX9/vBqoXACYjJMeRbeTS7TfglP63Id6honGd5rPpXJ7o5mzBRVsp4b+29M4/j5sJNROUokpUk8q18v8F4I7iB9cB6f1X+oHyAx7nHY+/vdprY7ZyiYXTwlnyZoretLQo2Gw0SFZO6dHskggk0ug0clA8mvr7gWcCthVtnnscoGgxgbZWiqlodMA3q7A1HhpZ8NUPDbnF3ev9Hj6f5pzitnyLXHC5+1w0dx9VjZBtZfLD2wWud9nQevvkG6FZbEPZHItLBUjWWRa3uQSYfwnK8BInpLeOnUsCVK4jFKICdWnNvLYEP1O3EgwqlI6ZFpK+BRIImvI7i99ND1wFd58EwlJn48EP6L8/TYckyiRPTtD0yBqczlct2/8K8vhSC0CtVkiQafZRK0YcwDO18eXlITJ+cUB/EPKLKykxcuUKX++SEmrS93vkzAR6P/fPy8rAr9yxWVyePiH30aPLUqW6XplgdHVHWZV4ndgcHB4fXhSMuHBwGaGttPCs8m+g1oeoqss0s1gPrSAQS4FgOBsihO+gKwi/5wbHTIw0G8ztWx73xfmOzaZpjgkXRFDzNP5385l4Uc9otYVkoYUnozbC06kzmWNG+tXALi95FJCvJ/sQsv+RHIpjAkndpooCaRtgdRq6Zo4lZLAdEY/QYwSeSCOAYbiiDNI2j6hHS9fTQGNdBunoXX6e/xseJj+c+1tdFqdRb2c9k4WdcEBgeqjmwkm7oJPR6Vtm5fBCXl5oI8z0h1Ft1F0VaFZ/aeM0wVMhfLgPlMkTewMrfLAOryxezdZ6T1VUKXqdNPeI4O+heW6P+BlWl90jSTG3bJ5WigH5n5+xtrelOfVwuchWcgabZImZeGIaC9VCIyrrmNSNkmOFeGYahwP+rr6ZPzALoOt29O/78zs7Z42xVlYz6fvObc02LdnBwcHhlHHHh4NDDL/mRbqRnmtiZpolMPYP/fv2/I+Sm5cS90h7K7dmOWFbW4yJMCuQPq4fTp0v5A4DXAzSaOFCytrgAKOCaUxhE5ehrmZ60HljHbnEXETmCfGtKLTwoI2J9brZ59uzNbDOLiHv2smxdqaPYKk4VID8U/TGvzSZYhsWSEMJRd/DcmaF+ia4qIKIMTIoaiHivXqWm56mBrLUyHw7j+l2AXX9tpzEVjqOm6C++mD1WdWUFuHOHfj4+Pt/Uo2bTNgF8/ny616I11erzz+fft8WZPS1TYFnK3szrgL20NF6iJAjkf5HNklCwnNlZlqriNjcne1t0u1SiNQ+aRn4pb7453/YODg4OrwNHXDg49NANHTxj/0kYptFv7pZ4qV+OxLM8VMOeJ3lv6R7+cvAX6Ob0yGnNv3Z2A3S7TfUXc4yTOUvMYHsbSCZRqfQK4yWJhMXm5pn7ft1IvIRbC7fwffZ7+CQf6kp9bJuwO4ywOwye5ZEIJc4UF4qmQNHmWzbOt/I/urjoN/z2vstFIQTV1JBWB763cARQVTAmsCJEEAYPoE0N+AOmA7JMgfyXXw5XVw3CMOTsvf4jCAsLUaRyp3R6uMSHYSg4TiSAqJEDvtwH6nXUUjEAa3PX6VjVYRsblPkoFOh3awyvNdXK0mEXmcJ0kfdYXLlCmY9JI2kH8fttgTUJy9MEIDFwVpnWeUVaOk3XbFazuYODg8PrxBEXDg49mmoTS94lFNtFnNROUFfq/ewAAwYe0YO4J45EMIG6Uu+vtN+K3UKmnsFeaQ+KPhzwciyH9cA6Vv2rWPItTf7g42Ngd5fmcVqR2e3b84/ImQQvAJevwNR1YP33Z4+QOS+maXf0DoxOncZGcAMiJ8LFu/BN+pt+A7rACVjwLGDZuwyBE/A2v47Ii1PIuRRafjcQDE3MtFjfS8B19mefxz/kddE/5Fisb+SwJsYQ5f3IahU0dQXM8jq8kg8LVR2ulgLW0wGurlOZUw/TpODw+Ji+vlaLqqm8XvpKBYHKbTY26LkfG5al7MTKitVnQcExy4IO+jt78plZqQLF3lijGaV5qkoBey5nnztAt9nVq1QqNOlWXlqaXWI0iiRdzPXagmGAd94Bnj0jcTWaBWFZ6q24dWt+ETNP/8d5zhGgnpVika6Pg4ODw4+BIy4cHHowYMAwDBgwE52yTdOECep/GCxVinlieGv5LXhFLyqdCmpKDSZowlTYHYaLd+H+8v3J3gyp1FAA1o8mGw3gd7+bWsIUdAXHGpknEfItvP6oM5MBHj+2l+dlmcTQtCH/PZZ8S1jyLeH+8n0cVY+QaWQgciJETsSSdxFrL/MQsnsAgI0Og2fZl0AwQEvEI9dO5ET4RF+/T2MW82zzKlQ7VeykD7GbbEBRGATcXrjUFWhaGF1XGAgtQyqdgmMANyshIcWBlVV7DHDvP/7fARgYNFYqkbPyYLZClumh6xQYv/POq62+o9sdbpB4BYZ2YxgUdfdoKRwUjUWjzcGdyoBbWJh44O02lRpZHhKD+rpaBR4+pP6Td94ZD8RXV+kj5y11Wl9/db3NMNQ7vr1Nf8r1Ov0JyzIdz6usD0zjIqVcr2LC5+Dg4HBeHHHh4NAj4Aog18yhq3ex6F2EbuhoaxRAC6wAjuXAMiwOygf4+yt/P/Te7cg2AlIA++V9FFq0tMizPFb8K7gUugSP6Bn7PABUED2Jep2C+CnLjRvBDbwsvTxzVT4RTMx8/dxUKhTxDo7wabWABw+A3/52rs7RkDuEkDuEuxjoVD05AbJ2T8IlaQlFvY5cpUrF6AvD9syyKOO3G7+d2cMBUGZk2bc8c5tX4fuTF/jz52lUChJMk/457bS6KGTSyB4YuLwcQSCwCtaII8xXEY/q8CwHh6JO3dBhuAp4WjuAUlIg8RI82hoOnyzBNCZHvxxH4uPzz4EPPriANshkqCu4XreL/G/efH1WzbUaoChIFV1IZt0oNUR0uiyenfjAMiYiUgvx7cBQH4KqDgsLjpvQqA1ahf/6ayoVG4TnKdCfNMVqFK/3zH7vc2FNwToTXacTlKQLK5uLlDe9kgB1cHBwOCeOuHBw6GGa5lB2gWM5CKyAcqfcN2hjwCDmoXG0oyNOrQlPqq5CMzSInDhzehR03XbWmkSlMlVcuHgXrseu40nuydS3L3oXseR9zbUQBweTZ4MaBr02q7h8FqnU0K8Mw+AdeRt7ShrJShPtXlJk0MOCAYO/Hv11+shapYMbbBhc6pSC59ccYb3IpPAP/1KAqtgBebkgopCWYZqAxjSxe8BiK8AjEtRR8PhRLIhIeO0+gbbaxm5xF+s3Msg3e1G1Avz5MxPQCrgWuQaJn778XamQPp1ixD2ZfJ7GFFnZOcMgV7tajbJlr6F8zmRYfLsXQKpoXxuXaMAvq6g2BeRKHIpPqQLMqqrL54ddr60xvJPI5UhcjZY1bWzQ6Tx5Mr0B3O9/DRmf86LrdFAnJ/SzJNF46IESuHlZXu75ecyJKA618Dg4ODj84DjiwsGhR1WpIuaJodQuodFtoNltIt1ID2UHOJaDR/Tg3w7+DRzDYSM4vlwpcMKYOd5EOI7+zz8YUQ1yxiryVmgLAitgt7g75MkhcAI2Ahu4Fr1G5VvV3uo/y04eW3MeZomhRmP6a2cxQbAwDIPLrmVcCgTQSNzru28PXtsP1j6Y6OLNHx4jWuqgwxXxEo+x4I7Cf++9cxvLzeL/+fccVMWOfmsVAflT27Qv6CqilC0hX47BFVHgcedhBoJIYgE8D/gDOnaLu1hIFBCK2vdApShCaXMAFOwUd3ArdmumSD06orKcuTXBixeTI+9Gg0TGPHNiz+DJsR+pVgjAsJX1ZryFZ+kgFLcMXScju+vX6ZYcbIz2eoGVSBs4KVJKw+cbNsIATVia1DOxuUlaMpmkWF5R6G2hEDWALy7OPTDt9fH11zQWykJRqIbLMOjLOweWY7mSp+wQZHnYRGOEtTXHldvBweHHxREXDg4DcAyHq9GrSNVS+PzkcxIWigJWUeDjPYiE4uBZAYZp4FHuEULuEPyS/+wdT2N9fbINMc/PFQivBdYQlaP4Pvs9Su0SRE7E1chVrPhXyFXj22+HTRKePqXaka2tabucjSz3G5THeBXREotN7VRlFhamGuF5RA8+2vgIlU4FuWYOhmmgfrCDYi6HjKkj05vO9KxzgshfD3Dvv/yfcAdffRn3IFVHsawOPVfMDNb4dMHUqgiHAEmR0GjL8Lh0oFKB6XIhlfJDXshh/UZmSFiM7kdRFZTaJcQ808cYKwpdulktL+227eTc/guHYnUZkmBgIaAg4NGxGmkj4ldp/NEriotOhxqcsblJdU4DBf+iAFz/TRT7ZRa1Gr2UTtNqfLdrT9VNeHLgniYBSwPl87ThtWv9lMOsxma3m0TL9euvdCqvh1ptWFgMsr9P9VnniP7ZVgO3aw/x9XMeptlTSX4/9SaN7MfrvVByxMHBweGVcMSFg0MPr+ilFWKDGoY3AhtQ08cw6yoExgdWZYB2FvA14YlehWmaSFaSuBO/YCkQQONv6vXh4EMQaDD9HMXVT/NPsV/e7zega4aGbzPf4nnxOe5rMQRG3ddMk8ozIpG5pjyNkUhQkDcKw9BrF2Vjg8YCjWY/ZHkuIRR0BRF0BXFUPcKLw6fAhLHAxW4Vn373f+M3v/k/ZpYazcN+crirtlnnoXYHUgdNyiQxAPzeNsIch42FNhgAjCcLz5Yf8vIhJGk8azW0HwCFVmGmuACmj6g1TdKTBwcUyB8eAoUXUZhduj4MY2Il0sFy2A2/rOHNFRdepf3dMKj95sULQNe94Dx3ENLzCAlNmKKEsriAetvVn9RkJawsb8dYDBBNBfg+aQsLi3ab7pHe/fCLaVKeJsYByso0m30zxbn48kssSU3c23Lh4YEfusGQgEkmhxpJAgEq/3JG0Do4OPzYOOLCwaEHTS1awkntBJVOBUyjAbHRAZjhEid3swt/rQvEgGwjC8Sn7HAeWJYigGqVOlUtS+Y5VjKf5Z9hr7Q38bWW2sLnT/8FH7EJyOyEQProiCY8nZdolN43OJZHEKgZOBQ6//4sBIFME168oIJy06T6lcuX546OdEMn13J1SpkZgFa7hpell7i5cPPixwqg2xq+pq36SBncgBEjDw4AA0kwEPRogMQAMpDPGwhPSBIw7HBUPeipMo1pt8v339NXbZo07bhWA+AL9k0pTJPBScFNK+CMgk+O1vDhlbP78ms1IJfWoedLEARg8UYYxQqHZ89oopM1pRgQUMQyGg06xknJLZ+PhEXfJPC0OCQsDANQdVqh5wslcJubAMP8IJOYfhBmHSjDnG+kVD5PYgTASqSDmF/BUd6Nk6IbnVoRLLuOQFRAImF7Zzg4ODj82DjiwsFhgGvRayi0CjBMA91KES2d/kcuMTzcrASGYbAhLVBwFovNNM47F4HAuTIJiqZgvzzbprfbbeElTnFHnmCcN63PYx4SCSqdsepSZnXengdRJJFy82KBf6qegqqrgOwZjG4BULM+wzCA7MFx7RjXY9cnjwaeE1mUIYsyWl3KUIy1jIgi0OmABQsvO9I70xsNzJqTg0pfQEW1aL9mmTdOg2Em67p8noQFQMmm/iUJhQClAzSa/W1TJTfCd1YAzoWvvwY+/njyZ5VKpCtLz3s776UP/u3/SqPiXcP63dDYtSgU6H0MQ6Vbo7d5vU7TmBcWehmY3g4UlUW2IqJQE6Hp9F1xrIlwxMDiMocrV2Zelp8PsRhl4Fqt8dfi8fOJi/ZwD4somLi83MLl5d6+f9sBfM5oKAcHh58WR1w4OAzgFty4t3QP/3H4H0i2TwHNDsL9rBtveS7Dz8r9lWmPML2RchrZRhbJShKldgkmTASkABLBBERORL6Vh27o8IperPpXpzaGn9ROzjaH83qRKpdw01wHx4wE/6+SZQCoJ2TxDMfxV6HZpGyOyzW301nf+Xt5CajX0dTbyKgVlHWa9CWIEqLSAuLdJtpqe/p44DnweIBl3zJeFqlfhuNHanhkGWg2EGQ8fRHjEgzbJBHAcjCKFk7H9h1bbiOV9MA0aLU+4p59/lbsOkoyaf+cH5zYy7LA8goFqu0W/e71Iafx2AAF+8XiuJF2JtObQlytA8mDfnahpbA4yrpgZvN4qkngffbBNBokLADKnuRytvnfIKZJ28kyAL8f5d089tIyDHO481oX3cgXORRKwN27+GXAMMD9++MW68Hg+aerzUop8fzkG8HBwcHhR8YRFw4OA7TVNr5Nf4vrsevo5tNo5tMwAbg5EW5GxKlago91w++nEa+TpkXN4mHmIY6qR0PPpWop/Mfhf0DgBFwJX+kHo88Kz3AlfAVXIuNLtE21OfbcGEtL0CoVdE0N7kFx4XbTCJmfiK7exXH1GCe1Eyi6ApETseJbwXpgHRLDUxP6YF+H30/B2YyJOABsY0N/APmVIJIHBzAtcSjLUBcWkG7lUOiU8eHah68kLjY2gHQ6jI3gOo6qR/AFuijlBjIULAf/0iaiLbLV9ssaXKHedfd4wDDAm9tLeJB/DkUbdnUXRAOxpTZyKZqMFZWn91uwLCau4Gua3cbTs5wYx+0eqlMqFm2vhuPjYXHRagHffNNLKmSzQ2VLuarUHz6lF6to6HLfxqEyPMQLpkmacXA0qiDYLQc8D5Tgx8tqDKY5stLPoP/GlRWqoPP5bC9C67yPj0nEqCrte3GREm0/6cSkQAD44x/p2rXbdOCx2X00EwmF6IvplbUNkUg4Y6EcHBx+FjjiwsFhgJ3CDjpaB12ti5YsIo8moOsQDR4BVkaAk5E0SrgT/wB+yY8V3/yjTfdKe2PCQtEUPDh9gEKrgI7WwX55H5fDlxH3xOGX/Ngp7MCEie3I8LjKs0plAAAeL3D1KrhjAPsvKbLb2voJhvzb1JQaPj/5fCigVjQFO8oO9sv7eKfiQShdHnlTjVZ9f//7mfuOyTHslfbQUltImhWYiQRFmAwzZOfMsRwe5x9jwbtw4dKoWMxaRF5EQAoi18qhltPQanKQeAkBKQC34AbCADQN8csmsCAMvT/kF/GO+A6+TH05JjA2tutgDBei+vbUMbQsC7zxxuTEjqra02YnCosJaBq9h2HGqm+QTA40UA/s0DSBYm2gJ0ZVIUkkRqz/jjIqLmIxezRsMEjTcM2lZUplWCOl3G4gHAbjkbGyQoLCNKlEyxIX+/s0nGrUwTqXo6b269dfbebAK2ONgn5V3n6bGlus3iSepxM7l9mJg4ODww+HIy4cHHp09S7SjTT2ynsotorwyyG0VzbRKJ6i224jb9ZRF1msLCXASW68v/b+bJO8AUzTxEHlYOg5wzTweepzHFeP+8+V2iUUWgWU22UsehexHljHy9LLftmUxaJ3cWoz9yDhmgqR91PwwTC0svn119Q8/SOPkdEMDV+cfDEWSFt0u218+eJL/F6+CZEdET+NBkWJM+atxjwxeEUvDsoHMK2l9QkiKu6Jo622ka6nseK/uO/F228Dn3wCAC6sB9YReYNMr0enGC2t8QgNHLbV/w7QlKuPEx/jqHqEVC0FRVcgcRJW/av4uytryKREHBwMt5BYhtqXLk12sLa2sZjX04Fh7G0H328YlA3o43b3m4o1g6FpRRaSCMMgcVIsUubCqtax9qnrtE+WpecH4+1ikRbnjQSLvCeKTicKnqfbNhymr3/wtm216LaoVEhYTEPTgEeP6LNfpzP3T4IgUCZPUajMyuMZEs8ODg4OPzXOv0gODj0a3QZStRSKLSo5YBkWS4FVdL0LqCk16IYOlmXh9YZwNXJ1KNg/i3KnjLY6vBycrCRxWhuuuTdNE81uE37Jj0wjA4mXEPfEcVI7wVbIHskadocRcAVQ7cwYc1mrYbMMQMRw8NFoUE3JBRunL8pJ7WS6mzYAqF10tS6Ounlcdi2Pvz5pGXyEN5fexCfHn0x9PegKYsFDkX668WriwuMBfvMbClrzefr96lW6tKpKQfDy8rAecrkocdTr6QZAU8ouhy/jcnjckGB9nR7VKsWRLEslRGf1AEsSfUajcWY13mlC6AAAIABJREFUWZ/Bcv7BpmtFGen/j8dJBZgmBnWLbgK5ThiNA3sf7TYtrtfrpEkCAVvE+Hw0DMyq5Gk0gL09+qxBjz9Joo8c7QGx2Nub7XkxyLNntK/B6/+LRZLO1wzu4ODg8CPhiAsHhwGyjXGzK5ETEZXtOo6O2oGiz1lr0kMztLHfs43sxGlTg43amUYGcU8cje64+/X95fv47PizIXfuQS4pMpbFKX/ip6c/urg4rY83Lw8higDHIaWWJouLs+ajAgi4ArgauYqT2gnKnXLf/0PkRCx4F7DkWer3Zox+JxdBloF33yXdk0qRALh1iwLydtvWQ14v9TMsL5/DSXvwvM43TAwAfd6TJxTU+3yzzdUBWwQxjN17MRGPB7hyGTg8Aq8okAQDLUPCsbqIriL29xEKUYal1aJHp0PPX7pEPo6DX2ehQF4c3e54sqnRoEetRr58oxwfz+/faJpU4nXr1nzbOzg4ODicH0dcODhYmIBmnh1wmjDPDEyb3SYOq4eodqpgGAYSJ0HV1f70p3K7PPW9g/0UiqagoTbGpz0BkAUZH218hP3yPo6qR1A0BQzDICpHkQgmsNjJAuWjsffRSYw6lP3wdPUzxt+yHBBfgJqZ0KwaDE5fuh4hIkfg4l1QDRWKpoBlWLh5t93w3cPNv4Kj+AiyPLmx+qdkfZ0C9laLSo8ajelfuyzbA8SWloaDdUmixNdQL0MwBASCQLOJWIjBg6cedAfEC8eRSPB6SVAMZk/i8WFhUavRcZom9V+MNoFb5PO0z0EDcWvK1Bxm9n1OTn7F4sI0qWncmrS2vPyT9Vc5ODj858URFw4OPUyYiMrRidkLALSsWirCowCy8gi47KZl2JGl6J3CDl6WXvZXzS1elF4gJscQ85A/BsdycPEu1JQaugYF3jIvQxaGx0nqht4v5RlF5ERci17Dteg1qLoKlmHtPpA4bKMDC1WlaG593S58nwPDNJCup1FsF2GYBvySH2v+tamjcifh4l32uNhprKxC4rxAi7ObFxYWqHN5Ttb8a9gp7EBgBQji9ONbD6zPvc8hymWKhptNip43N6c3P/yE8DxlVT7/nH5fW6NV/lGBIUl0+E+e0HsMgwL8tTXKYEgSBe+HhyMfwDCA1wv/EtD6iv48mk3KUPh8VB7GMPS7JNl99YM9FwBlfEyTBM7GBsXF00RQNjvsMalp5zO3BuhPQNd/hYOVul3gs8+GG3SePqX+jItMpnJwcHC4II64cHDo4RbcWPGtoK7Ux0uNul3g+Ai8yWBLWoXcUql7t1AA3nuv3wm7V9rDi+KLiftf8i3hZekleI6HwAloq200ug0UWnbBOONicFI7QdwTh8RTPXXYFUbMc3ZwMBbox+MUVFgmB8fHNGGG5yko/vOfKWgfaAootAo4qh6hpbbAszwWvYtw8248zD4ca8TeKezgWvTaUC/IGFbBvixj1b+KfDM/fVsAYBis3v0I8KzQUrvLde7Z/RvBDRxWD8d6XAZZ8Cwg5L6A18fJCTm+WdFvpULR8ZtvDs9E/Zng9QIffURaSJLocp6e0qW1+jLKZbpFFhYocGdpei6ePwdevgTu3SP9ZDl9j1Kt0uL4yYk9bcrtpp9NkwRAvU634vIyCYtymRJR7Ta9JoqU+ZEkEgvVKa1Euk7HalmsBIP93vJzcZHStJ89jx6NmUdC02iAw9/+7a9QTTk4OPxcccSFg0MPWZCx5KPRNce1Y5RapX5PBFMsIsjIWBWjCPIeLAq9wLRQoHE18TgM08DL0sup+w+5QkjIy0i//A6rXQnp8nfg3SJk3o2W3oZX8MIjeNDROjiuHWPNv4a4N46PNj662AkxDHUPJ5NkUlAuUwS5uEhR3d4e8OmnwP370C5t4itPFfn2cElSspzEi9ILXApfgk8c7nnQDR1Pck/AMdy430e3C3z/vT0uUxSxvJnAruhBszs9GnQLbqwF1gCWn2meV26XcVw7RkfrQGAFLPuWEffGAVA25/3V9/Fl6suJvSpxbxxvLb01+9r1MEwDmUYGbbUN3mQQf/QErtEA2zRp2X9paf7RTK8RK6CfhiTRlNLtbQraNY2yCY0G8OABBflWo/Uouk6x6TvvALdvU/w6KjCSSdpfNEr7dLuH41ifjwSDKJJoKZfpGKzLFQ5TIs2aArW+Tgvuo1O3LBq9r5RlyUjv++/t5+Zh2rn+olFV+lub9dp5asccHBwcXgFHXDg4DLAd2UaxVcRmcBMxTwzZRhaGYSCsNxGRqHD8irQ07I+QzQLxOLKN7Oy+gq6CWDKHoCKhorewxgaRbVQQdnvAxC+jqTWHpikZpoH/dv2/wSdRUN/Vu/2RpaqhwsW7sOpfxap/dbrvBcuSt8XxsT1ZplymJWkrSjw5wdeNHeQ9DEWgA6TqKXT1LnaLu7i1cAsSNz6d5nnxOdYCa8PX5Isvhovnu12wz3fx3vYmvhDzE4N+WZDx7uq7Mz08NEPD16dfI9fMDT1/UjuBT/LhnZV3IAsyPKIHHyc+RraZRbqehmqocPMkXIKu+UqYDsoHeFF6YWdsalWwxV0sC2HcdifAD/bBdDp0Xed0E39VqlUK6tNpih05jjIDGxvTp/Wy7LAx+1dfzWfUbprA48fAH/5AGYpnz+xGdWvkLGBXiIkiZROs0iePh26FSoUSWVYGxe0mkdFo2NO1AHp+cOrWKIZBybe33iJhlEjQ8c3LzGb1Xyqq2nM4nEL3jH4nBwcHh9eIIy4cHAYIu8O4EbuBf9j5B5Tapf7z5W4GaZPHH313sSktDr+pt0zb1qaX4QCgSLCromtqEBkOH3qu46ibR0YtAzqPSGAdmqHBNE3wHI+t4FZ/Nb7cLuPL1JdD4qWttlFul7FX2sN7q+/NdpwedEWzitx7VDsV5NQmUAFFer05nV292x91qxs6Mo0MNgLjkZmiKcg0Mlj29cqC8vmpXbny4Sl+9zd/RLqRGXPoXvYtn+kb8iD1YKiMbJC6Usdnx5/htxu/hcAJYBgGi95FLHoXJ24/ixfFF9gp7Iw9b5gmTrpFNA0F73uuTmy0Byj4PjykEiRFsX0aEolXL39/9IiExSC6TovTmQxlEN5+e7b1Qbs9faF7Es0mfa3Ly/TI5eixs0ML4oEAiYJ2mxqsdd32scjn7UlV3S5lLDY3SdgUi3SNdnZIUFgjYr1e4M4dSgzm8/btK0m03R//aIuR1VXSyp0ZU44tZHm4IfxXg+W2bl0oq9O9Xqcb4d69n/b4HBwc/lPhiAsHhwHaahsvSy+xGdxEQAqgptRgwoQcYxCrqshrVRS0GqL8QBdpr9xAGDV+G6VCgXrLUOBmKDJaF2OI8QHkNBNN0QuGYeATfVjwLEDkRNSUGjiGwxepL6DqE5ZxAbQyR/ji6VN8LN8AG45Qk/no2Fafj4INVR3zizgWBoRHrdaP8BRNsc3oQP0Yk8QFgOFSp9G670EUBazSxYp/5dweE8VWcaqwsGipLRxVj3ApfHGntI7WwW5xd/wFrxcQeEDVUNYaOO4WsC7EkSq6cFQLoM6HAIYSGO02iQmrPGgw+I9EKPifNsSn0yFhUijQ+0SRAvLVVcoajAqLUQoFMjR/7z0K8FWV+iWOjkjouFy03eDY11rNNsPmexVpo+Nd02lbGC0s0COTIRHw+ed0zKNu4JkMZVl8PspgKAqVJFn978EgXSNdJ4Fw965dssRx1DYUjw/v8733ho30BMFuXJ/lRu5y0Xa/ytYDppd1fPiQ0kE7O/bfeSBAfULdLmUxHRwcHH5gHHHh4DDATmEHHa0DjuUQ88TsRmq/CjzbgdFu41E7id/77tDzAzbJcW8cHMtBN3R76XawuJuln92sCC9rR25uVsSGJwLExgNiBgwOq4dThQWSB0AujyaAtOLDSrNFUeB77w3XvGxtkbiwjsnKXPA8OgE3YPaWlnk78hoqcwJlL3RTn7haP5RxmGU6wPMXdgY/qk4ZqzvCce34lcTFUfVoyGukD8tRQ8A+zU19XKnixelNdDQOuHQZ0Bik07ab9fExNSn3dV6nAxgGiqYbX3zB4P33hwNd06Reg2RyvMIln6feh2qVMhNnUSxSgqrZJBfxdNoOvBmGftY0Ctw1bTixBdB7fT4qIbL66SeVKFnvrdUmB/aNBp1LtUr/9flIXA0KiEiEsiDd7tmVZT7f5PP3+6lx/cULakRXFDtzIkkkzK5csYXVr5L1dbqwf/oTCQurVm5lxb654vH5XRUdHBwcLogjLhwcenT1LtKNNADKYGQamf7o1YAUwNLlNfgbXTRqNRSiPkQv3R7yXhA5EattAYe731HExXFANEIzPdleXUzqFHfdm9jvZodH1YbHPRw4lkPIHcLT/NPJB9xuAzl7+tKJWsCKGKGI79kz4IMP7G2Xlqgj969/pUjQiuLefBOiUAa6dRI/A5GdLMiQOKlvGMgy7ERhwTAM4p6B5eXFRYriJtWprKxceOn4zLKzHtNMBeelpszIvESigORC+7CEp7sxvBlZALO4CHg8UFWamGShacDuLnB1rQlvPmmPNRIElFdXcbQSGzKFe/jQFiaTSKUoCLf8IM7iT3+yy7IGMU06lGSSSqw2Nyf3adTrdBtZ5UqTyqwYhjIOkQh93YMiRdOGBUm9TtuNDtVaWaFbstMhETVNXHAcZTYmoet0roUCZTLabfpshqHzu3z5HMLCMCg4F8ULC+GfjLU1usDh8PjihmnSDXr16k93fA4ODv8pcMSFg0OPRrcB3dCRqqfwKPsIlU6lb5bHMix8kg9XwldwdesqqgtriI4KgpMT3Ew20dIE5NGmiCebA9odGtezuIQNxY0bWgQNo4Os2utLiEYm+iQseZcgcuL0JvHKsBFfd9AAsFik6G4wIiwUaOn3rbcoIjQMIJnE0pVlHLIFYHML4O1aHYZhsOBZwHGNIt5po1sXPAvD/R4sS+OFHjwYjjbj8VdyBZ/W6F0rC2jUBBg6A1EysLj0AxsEer040lZhrEjA8lY/gMvnxycp6YqGo09OcGOlCd000DVVcIoG8eAAySCPzU26ppnMbGEBkB4ESBQEg7O90Wo14N/+jWLNSaKA52kb06QxtT7f5ISTrlM24M6dyQKkXCbRYxh0PIZBt52uD5vuWY3dPt94kC8IwPXr9DnT+o5dLrptJzWgqyqVRFltPhxH25kmPfenPwH/+I8kMEIhir0TiSmG7y9fAvv7dupjcZFE+S9JZGjadAE/5ITo4ODg8MPgiAsHhwHyrTw+P/l8zCPBMA1UO1V8l/kOPMvjVnyCxe/uLjiGw7vyVZyqJSS7WVT1Fph6ExHdhcTGXSxcjQCpFG6nQ6hVHqEd8EyMmLyiFzcXKBCXeGmywBiZpykxwvBrg6/n8zBPT3GqlXHI51C9bAL1BsIKhw1+Hb57H6KO8c9Y9C6iqTZR7pQnNkb7JB/eWJxgcBcIUNdtLkeBWjB4frezCccyaHBYzLpwmvSg3Rz+Z0xJL+DbDumYi8SEUcaDdKPem6k6/k+k0uZQK4nwir4h1+9SaWxToFZFsaHhcS2PNlfp97B4WRfiz0zUau/C7z+7jwKwR7Oapt1cPY2dHdssbpK4aDbp2igK6b9CgYTIJKw2ncWBrz+dpiqb58/HPSk4jgJ3Wab38jyJA02jR602fisIAnDjBv1sZTIMg/axtmb7b0ziwYPx+QGqSmJlcETt7i7dE8kkPa5cIc3fZ2+PUjUWhkHpkHYb+M1vJn/4z5FIhL7QScxTU+fg4ODwijjiwsGhR0AK4Fn+2UzzNc3Q8Cj3CP/zzv8cfkFR+mUvDMNgRYxQiZKFuAlYLtvr63Cvr+M32n08yz9DupGmPg3Q6vyKfwXXotcgchQZr/hWsKOMTy5CKAwcn/SXy1eFgc+LxYZWL43TFB60dpFT7Uiw5DbxSCigXvn/ECi+CQYM/JIfMTnW76FgGAbbkW3E5Bg6eqc/PcotuLEeWMdmcHO6SzfDjHfjvgIrvhXsFHagaApOD2Wc7I0vPTMMg6g7jpMTWlX/4INzlMMoCvDtt1jNZfCstguNNYHYAkW3gyIiL8E0mf4kL4tJi8KtVg2nSgH1io5oxE5rNIwOGpV9PMmE8Ka0PTUWHETX7d4Fy1dikngyTVusTArIDYOCbp/PLpnKZqkvYZr/g9ttv3Z8TCVclr+G3z/cw6/rtP9IhMqpmk3SmJZD93ffkZ6OxcZuU6yunm+wUaFgj8Id/Pzd3XFzPVWl47CmRVkO4levgk5mb2/yh5TL9EG/lMD86lVSuqONO+Hwa/17dHBwcJiGIy4cHHo0uo2ZwsJCN3TkWjlEPQPBBs9TJDdt1vyEKNDFu3Bv6R5u6jdRV6ihOuAKjJX/LPuW8enxpyi0CjS5ipex4FmAJEm0zHtyAh/nxpLQK1aXpLHyo6f1vSFhcaBkkdeq/WOvdqpY9i2DYRgc146RCCbg4l1Y8i1h1b8KlmHBMiwkToIJsy98fkw4lsO7K+/i/334DU72xptSGYbBVmgLboHqe5pN8nKYe9H5yy+BSgU8w+ENeRPftPZgZDLUi7JqL+trKouIHEHYPdwcMBrIG4aOtFaBAQO6MSHK53kkq3uIl8IwzemBa6NBpfLZrB3EsywF+MEgaZ9BAdVsUnmRKE4unbIsEUSR4k1rutWkLAfDUJ+wVTLVbJJp3WD5VzxOv1vjZgH6PZej4221aL+DjdztNk2vKhQoFraO87weFIeH48/l89Ndu/N5+pOxjuPFi975oTN71NS8nfQ/B8Jh4P336eSKRbq4q6tjHjYODg4OPxSOuHBw6FFoFRBwBVDr1mzjtBE4hkPcE0emkcGN2I2BFziqUxns6LXg+Zk1LCInIiKPN3QDwGn9FA8zDyHxEppqE6quoooqMo0MFr2LWFtegzccx7tqHIzOUrSZSNiGeQBUXcWRyy55yqoVW1gAgNfTP/+78bt9f4ibCzexW9zFp8ef9jMrsiAjEUxgK7Q1VBI0N1ZUekGL5IArgEX1fRR9eRRaBai6Co7lEHaHEffGIQvy0PblMj3ONIsrFodqa5aEMN7z8HjeSaGYy9H3x3KQBRlXY5fR0sdriAKB4R72ercB3S0BdQYsM94HIsR8kL0qjuuHACYHrpWK3R4TCNjiwhr4VS5TUH/tmj3VydK3E9p4xnC5qJei06Fbxiq9snw5FheHezEOD4f1s9tNYmVpiTIY1aptoFco0P6DQTvzwTDDOrvVoizDjRskPs7rQTiatQBI1ExDVelcrXMyTTqna1dEeybuJH5pY6bCYZq76+Dg4PAT4IgLB4cePMuDZVis+ldRaBVQV+r9kaQMGHhED6LuKERenOxpcfMmLTMPFoBbVsKzHM2mUGwV8U36G5imCY/gwZ34HRRaBRRbReimjqbaRNAdxIfbH46NjR0k18xB93mBSBgolpDRBhrBBb4/qaqrd9FQG/CJPhxUDpBupMFgWAS01Bae5p+i2C7i7eW35xcYrRbVs2cy9rij69fP3YfRbAL1igtrgTWsBdZgmuaZx3B4OIe4GFx27xHh/fjA60dT76AdeQO8P4igK4hyCPjrfgsoFFCrmijpfuieAFSdRb1OpUAMAzTVJvVshEKQ3QMNGT2jh9h1CSyromZkIEnjC+eKQpU6VjDvdlMpU70+HPBrGvU+3LlD8bEgkBCZdmkFYTjJxnEkIt58k/ZlmnYizsIyt+s3nRsGUCxioVFDLeUCvF54fD54PCwMw/4TEAR71Kxp0jGNZniaTTrX+/enfz3TGE0Utttnm+mNvieTAa5d42h1f1IqRJJIPTk4ODg4zIUjLhwceix6F+EVvWh0G4h74tRnoHVgmiYkXuqXK3EMh63QBDMqUaRh+7kcLSlbZUuzxvrM4Hnx+dC4WitrMjj2tdlt0jYz4mvV6M0DvXQZLe8xlMMUYHA0vicQGGpatjIUe6U9ROXoVHfrbCOLg8rB5Ovw/7P3ZjGS3NeZ7xdb7ntWbpW1d3V19UY2tyYlmpJIybiSdf0iczTQPNjwPM2TDcuw4DfD8JsBQrZh+MHChXAFGxpAhHTh8cjjO76Wacncm90ke629srasyn2NjP0+nIzMjFxq6e5qNsn4AQWyIyMjIyKjus/3P+c7px9ZpmELvVGfeY9eeulEfffrdWtJznHEzRDdMIjHM/Ilr8MLb2SiIxDDxVXgZh4fbwQgyhyAHOCsAuk0Gg0euRwF1AZLJyoEnfAujAONJmCQS9nhZZCYaAsORsfkpIGVFeu1HBwMLqSbJUjBoHW7olCZfSxG+3zpSyQ4hsGyJBZ6fRIzM6R5Rj2qU1P0GbIMis7v3QNqNYQNwKX40dpv0I0eHwfLsqjX6XiqSoKI5+nr7s+mmHMuEglLsu3YOJ3WdreKQp/JsqMN4P3X2Hn/hQskgnPd9s5wuWji4aiD2djY2NgMYIsLG5s2Tt6JJxJP4M2tNwFQ+9n+MhsAmAxOHj5d2hxf/AA0lSYKzSE1H30omoK9+h4mAhMj93Hx3ZIOPRwG1NHnLnACanINTaU5fJBcDxvljeOJi42N4cvJikJL8088cfQx2vS3er2f9xiGAUVXwDJs198Si5HIGVasP9EVFqjXcfDWKqrNKFpKT8ApSUChgEQigb098kewXhfgbGAsIQIM21n+d7g0LDxRguCg++tz+DCbYpDJdFuxVqvkbajVKJY3BUEoRF2OxsfpM2q17vU1GsDXvkZ6dn2dbvsoG0Eo1H2vw3F4Ob6pkTv3MXfQUWwMAyyMN3Bn2wel2QSqVeiB0MDX7fPR1+x2dz9XELoTuiuVrkH8JKTTpHOqVRJj2WzXzO50djM4pjbw+wftTx1DOc/T8MlymX7MmjFbWNjY2NicCFtc2Nj08NL0S9ir72GjvGEdctcm6o7iN87+xqmfR0s9orbjiH0VTcFWdQvlVhm6oaMklhBwBeDgHGDAdFqi9uJxeOAVvNiukm/kKNN2Q26gITesMy6GMbRH6zFeG8L9DBc23yNrMtZKa8hUMh1PTcQdwWx4FuP+capRf/99q7EhmbSY45WNHVxbCSLg0TATb2LjwAPDaEfEtRqYRALj4xRAF8sBuCJ78Idoadzp1hAbbyKWEiE4uvd/OjQNl4tGg7z5JgXLZmLHxCw1EkWq0AmH6cecJ8GyFExPTdH+s7MUJ7/99nCB4XKRniqVqBzJ6eyOJBGErpbieTovMwD3eIBm0TpfxeXQcWGyhu28G8VGDYa/m54QBAruJya6ZVqjkkSj2uYORVWBTAbT2Rz+3zcS2FcigN8PQWDA8/SyJNF9LJe7CcRhmn9gWyh0PMOKjY2Njc1QbHFhY9ODz+HDqxdexX9k/gMrxRXU5BoMw4BH8GAyOIkXJ19Eyn/69dejBsYdZ99MJYObBzc7JU4AIGkSbuzdwExoBgFXoNNS1oRhGKT9lNEwYNB0cNdRRgUcmd0AcPiwiRMOovD7KagulY7e12RqijJBb229NTC9uygWURSLKIQKuJy4DHz5yyR4Wi1a9u5TM1vbDFSNxEQsqMDrqmO/7ECx5oDWvhcsS2VGzycEGCEnuHgGHEfiYuB6nH5MBUkRhEKA4JJQkio4aGoot1xw8S44ORcEgUEwSNduNgCamqKgf9i8NI6jSxEE4NYtqvTpbZXL82QCn52lDMj1690SLIahz7lwgZoO9Xo3pqeBO+8PClOnYOBMqokpD4/CWFefnT0LzB0jucVxJxAWikJldrUaVjI+uKQycCAD9TqYVArBIGMxessy9Vm4coVKsPqZmTnm59rY2NjYHAtbXNjY9BFwBvCNs99AUSxS+1fDQMAZQNKXvL8OSfd5Dqb/4zBYhrX4IszuUv0kfUlouoa18hrGfeNWszrDYCY00xETbt6Ncd94Z9bFKHiWH1o2NsDEBI1xHvXaCZmdPb648Ptphf6Xm9cGhEUvG+UNhN1hKi/rbVlkjs6WJCASQaYcAdA17HucGmYTIqZiImR3CFggvWQG/JxxFhPjCrZq69D7YvIxzxieTj3dEYf/fnMZv1ouAyEDcS+DYi0MXWNgOHikxhJwC93ytmyWOqP2ZgH6J2wLAgmMCxdo6PT6OgkMl4vKoHw+ypKY8zKq1W72IBKhoHxvzyoupqaAlVgISn34cylEg0gmKXNTq40ezNfPifzSKytArYamxGF934NESAYDIJM3oDcCCAZ9qFa7XgqGoftkmtJ7mZ4evt3GxsbG5v6xxYWNzQgi7sjALINHyVx4Dh/tf3ToPuP+cYun4m5+yLC9NulAGmOeMTTVJq6mr2K5uAwX70LcE+8MwmMZFi9MvIBMJTN8Knjf8Y4SIACo7uTMmcEhZRMT3TqeE5BOU3LhqKnWDgeV/JTEEsqt8uE7A1gvrVu9K7dvW8+5VEJzWaSovddFDIDjWbjnUkBfgK9pwJz/Ahbj89iubkNURPAsj5Q/hYCzG7Xfzd/FOzfzMAzK5AiCgdh4C9WiA4CG3doOpoJTloGFBwfWVfdRt9IcVtfbmbRcphIsM1sRCAzvLrW0RPdxdpb+7HAAz/1GDO/+33mo1SZQLADVtjEkEqEOYCBPiK4fv5fBsOxBpULnqeskiBKJtv1hbw8AsHng7pSkxUMyIn4FedaFot8Hp5OyFTxPCSiHozvV3FwfmJgALl8+3vk9dIpFmv6t6/TlJJP33Z7ZxsbG5nHDFhc2NsfEMAzsN/ZRl+tgGRZxbxw+x+kte06HplGVqtgob3R8E6VWCZqhwcE5sBBdoFKeNoVmAQ15xPSwNk7eCSfvxItTL+Lr81/HTm0H+WYeuqEj4AxgKjgFF++C1+EdmgHpPc7ZyFnLtrpcR6aSQUttUQDtSyHmjdGLFy7QMvbuLjl3E4lj9IcdzeXLtFK/uto1QfcSjQJPPklVTXdy2WMds9wqo6W2SKzV60MnNjOaCngCFBDm8xSd+/0UtY5YAmcY8q+MMr/Lmoy72TXUytZZF6GohFo/q4tvAAAgAElEQVRJgGEw0HQNxVYBCW83S1UqdYNyjjueTjOH1731FsW3TiddSn/Wo5elJVrhN33N0aSAL/7XRdz9m39FrtmEwXEUwQeDYJbuIf7lRSx+2Ye1tZ7WtYcwM2N9FLJZmv9W7tODTic9QguqAQ7AftnaXornDCSjKpJn6M9XrpCgyOXoumWZ/js7S5/5gD0X7p9btyiVZLK5SQ/s888Pr3GzsbGx+ZRhiwsbmyGouoqtyhYKYgGGYUBURNTkmsVjcAu3EHKFkPQnwTEcXLwLSV/y0JkTJ+Vy4jI8ggc/X/65ZUJ3xBWBpEr4YO8DPJN6BhzLHVr204+oiAi5QpgKTnVq/nsxt93J3RnIYIRcITyderozCVs3dNzI3sBO1Vr6tFneREAy8FwrCo8CWhqfnX1odSjz81TPv7NDgba5wp1OU7xvohkjBqMNoeNTyQ4XJH63ilK9RnVFxyjpEoTDA3cA2KpsDRVILreGsVQLuV06QE2qI+bWwLazRaaHgmVpRsVh9hVVpe5Tu7sUYK+tdbs/ZbP01czNDT+GLNM9Tqfpv5ubQG29CkMPg58NweXQEAvI8LoaiIdkePwAAs/iySfp3IaNjgBIdM3OWofJr65SwmgYkkQVUYXyHF7w3+p4Xyz0GLHN+R3JZHcq+Usvka79xMjnrcLCpFCg7WfPDr5mY2Nj8ynDFhc2Nn3s1fZwI3sDqk7RW76Zx1ppDQwYpPwpTAQmoBs6MpUM8s08BFbAhdgFCJwAB+fAmcgZzEfmH8q5tNQWVkurmAnNYCY0M/D6fn0fH+x9gOfSzx2vRKnNcfadCk5hIjCBvdoeanINLMMi5okh7AjQsjdHPoTre9exW9sdPMD+Pqqbm3iLdeJL/osQikVayr56lQr9+9E0inRlmUps+oc5DIFlaTX7sNp+r3C8FlMcy1lKzIYxHWui1Dj6vEwmJ4/uZNpQGuD44T12w2MSWE5HIeuGqgCaoYMFfXcsS5mZy5cp+zAKTaNMhZkJqFYH2/NWqzTj8MKF4aVMGxvkzzA7SqFUA3QGGhgoIgtR5vH0XBkep0YBNEg8PPEEiZaNDTKOqyqVKiWTlD3o9csfHIwWFr2UvBO4sZuDwKsQe0VZIDByxLd5TZ/4oO1R3iPzNVtc2NjYfAawxYWNTQ/mVGwzQ6EbOjbLtPRqwMBubRccw6EqVzsdlyRNwl59D1PBKciajDu5O1A0Bedj5x/4fDbKG522qaPI1rOotCqIeWLgWb4jikYhcAKi7iFtc4bAMqx1psfaGrD0TsdzUHHo2I3WAX9fwb6qANtUE9PUJWxKB5h3jVOke/Mm8JWvWPfP54Fr16w1TokETTd/wFKRicAE7uTvWLpnDSPt7/GQJJMUbffvE23hXj0N8RjnxHHH60TEszwcTh1urwqxMfhXcjCsIBBWUC8LiLsZMAYd+/x54JVXjj7+3bvWEqP+CdUmkkSm7/6ZF5IE3LjRdy2cVTGpGoP3V0K4ulBGLMlRLdLmJtBswhcI4NLsLC5dOlyUrawcfS0AAEFANvUUxpPbqN5rkMqKRoBY/FDfgsdzLL16uqiH/G4e9pqNjY3NpwhbXNjY9LBUWIJu6CiKRRw0DrBd3Ua2noWDcyDkCiHgDOBe4R5cvMtS/pRv5jERmOhsWy2tYjI4eXJPhmFQbcjmJiCKyKj3gOQYEB6+Imt6Mf5x6R8xEZhAvpmHrMmIuqMjsxPTwekTZTk67O1RvXgPmUqGSjouXwIcPTXwlSqgdaPYjJIjcQFQG6F6vVsepSjAe+91g6tWi5axV1bov1/72gMtOQucgPnIPO7lR4ys7tmng89HS+59JSysU8DVb03g7dujB9QB3VKl48zlSHgTWC2uIpZuIrM0xFUNGsCeSjhxNtb9K/upp44+tqYN+h4O00WVCl1X77TsrS3rexoNoCyNQctVwbIGwl4FXpcG3WBwc9OPl+N1GrDRe9CdHZp0PcLoUK/D0j72KAxegDE+C8Zx/MGK09PHP/6pMTZGtWmjXrOxsbH5DGCLCxubNk2liXwzj/XSOnLNHAB0sgayJuOgcYCqRA38w64w/M5uYb+qq5A1uVNWYxgGNsubuBi/iBNx4wa1uWkfQ6qVgVoZmJsFxqy1L5IqYamwBFEVO8LH7/Rjeecj7CxfwznnODyBKAV0AhXTx71xnBs7d/KbA6By7yNsihsQdQksWER5P6pakyLYXA5I93oQrBFfUz+k89TOTldYlEokKsyI8f33KbJ94YUHMoAvRBegGzpWi6sDszk8ggfPjj87OAzw4kUqs9naooxKOAzMziLg8eDFMCU29vcHMwHRKM2QGFGhM0DUE0XQFYSWrCK34xmavQCAhK9rFojFjheL7u0NNLZCKETiZ1gGwzDoqzTtJIpCX8nZs6QJt7ZICABegEkBhSJ2Cy54XSqmYiLgdiN3UEOsP0Og65SxGpFqqVSGbj4UWSbfzfLy0fv6/Y/JPIuJCaoRMweBmAgCXcxJMacFuly2GdzGxuaxwRYXI2g0GvjzP/9zvPPOO3j33XdRLpfxwx/+EL/zO79zrPeXy2V873vfw89+9jOIooirV6/itddew1PHWW60+UQQFRHZerYjLAAMzLVoqS2UW+WhGYn+fSvSCSOmer0jLMzjcQxLw9l2doDoGJV9GAYMTcVS4R7E9nRuBgwOGgc42L4HcTeDmi7ibWzj6fIZhA4OEHrieUynL2AyMHmiWR2GYSBTyeCNzTewsvLPMFQVDoZHXAghwYewKecQ4j2ItPqW8YNBKp1pZy849JTR+P1WU7eZAtB1qsvpXYrWNHr9ww8HS6lOyOLYImZDs9iqblk6fiW8idH3JJUaOoTB66U2t60W2UQUhWK7WMxqJj8uz44/izc23sDspQOsfhyD1LQaH5K+RKeUbWyMPvs4NHs8/pUKCQVNI++Eogz31vdWppXLXZP33bt9WYKxMboR9Roauo67mgfzHgV7xQJiwSFistEghTLkBh03+9D/nsVFemyGNPbqEAySzefYQ/pOE46jyYTLy/Q7resk/s3BI8dF08igsrVF/y8IlJpZXLRb2trY2HziPA5/3T6W5HI5/Nmf/Rmmp6dx5coV/Nu//duxgzJd1/HNb34TH330Eb73ve8hGo3ib/7mb/CVr3wF165dw/z9rFDZnDo8y2O/vm/Z5hbcgGjdr6W2oPct+zp5J5yctTUmgxP+Iz+kLiQlhLEtFwBJBqQWGan3D1AUixC1HBAKQQ0HkBfzKNVzQDYDwICPpQxKQ5fwBS6J+XIAuHCymRKGYeD93fdxPXsdW5UtQOABVYVsqNiW8yiqNYzxAaxKWfBcGpaCHl6g9kIZqslJCu0uPhxnbQ8EdAvhK5XBunNzRdacynY/kXsPTt750Mz2AJ3eg66IZyoZrJfWISoiyto+MH0XjvIEjPI03HoMCV8CYXcY4TB9Vjp9ePyo6xTH6zoJiHKZ2s+2Wt19WJYqznI50gi9t7X32JpGn7e6OkIAuN2ddlgGgLVMFfPJk6+ge44xi3HYRwNkQk+nKSGwu0uPEMNQ5mh6mrThUab6R4rDQb8D/b8HJ+HGDWt5laJQxk/TgEuXHvwcbWxsbB4AW1yMYHx8HNlsFvF4HNeuXcNzzz137Pe+/vrreOutt/D666/jW9/6FgDg29/+NhYWFvAnf/In+Pu///vTOm2bh4xX8ELgBChat7bEwTvQrxvi3sFa8qjneKbpDr1Lq6USsL+PuVYFO84sjFCIVjoLRQBAQa0Cmgrk8yg2c4ilF4BGFf1joItqDXda2whkPYhLz1iL6Y9gubiMndoO9mo0tAzhMCDuATAAWUHTaKHi4sCzAnacMgbcAskU4PGAOchh1r0ARNPUe7R/WlsiQduGFd33Zg2047eU/TRgGAau7V3r3F+BEzARmEDan4aaUBFwSnhmbBYcnMdqaSuKlPgxq7gAsu588AHpt96FcUHoDk7f2qJSLnPYnBno8zzNCvngg+Pfes3lxUHNg94p5h38/pHiMBKhJEjjkDEtqkoCh+O6XcJMgkE61yefpHNl2c/wAn6j0RkkOEAmQ1mQw/oS29jY2JwytrgYgcPhQLxtPjROmLN//fXXkUwmO8ICAMbGxvDtb38bf/d3fwdFUSAcd3StzSND1VUkfUlsVqyN+ZO+JHaqO51a/bgnbjFzB1wBJHuGmwHUZWnY/IhDSSYp6stkOi7cIBg8KXvwoZKDoWuAlyJEpT27QYeBkKiD0TX0+xx691uTs4iPahM0BNMzUhbL3e5TPj/grQIb64BC26pCDWcufwkbUCFp0mD2JhjCpbO/htCQNrrdnRjyVDgctPysafT/4+PdHqsu12PQ6ufhslZa6wq3HhiGgcAIEBURS9UbeH7i+SHvtlIokCe+118hy5SZkGVa5A4GuzMeDIPECMPQe1ZXSTu63eRjn5ujGFWSgH/+5+4xzXIqgB5VlqVj8XxbG3McxNgkwOxZUx0cd+SK+szMQL+Ajp3HHIQHdIXFqDKnz7z1YFgvYRNNo/LK4xp+bGxsbE4BW1ycAtevX8fTTz89sP25557D3/7t32JpaQkXHyQlbnMquAU3Er4EmkrT4rtw825MBaaQF/NQDRUT/gm4eBcMGIh5Yhj3j1tK5hiGweXE5SNnJgxgBmDvvGPZPOmMIxCbx/reHezNBaAxBnycCyHeC9lQkVMqVDbl8XY8GSY8Q5FWXlAhOzgcdz3TnFYt6T1eCkUBxCYZy2UJYFgYDgFqsYCLsSeR8qVQk2tQNAUMwyDpS2IuPIeI+xiBjtNJteiBADmlHY7u0jPDfOZqyQ3DwEZ548j9cs0c6nL90K5jtRrw7ruDFWW5HJVGhcNUAlWp0CMWiZBPhIzZ3cqmUIjmUsTjpG1TKRIkLhe9v1wmoaKqtHjebJLA8Hop2+HxkBb0TMehXv0i+J1NHGyKyIgxNMNpMHc88PupVKnXm18sUsmW203bSyXaLorAvVsqZJUBerqbsSw9Jr/8JRnNFxePe9c/IxzVOe0TH+ZhY2PzeccWF6fA3t4evjLEfJpql3js7u7a4uIxxCN4MOahFjwhdwj7jX3UpFrnz2fHziLkDAEM8MrsK6i0KlgrrVkmY4dcISxEFyydfU4Ez5PAyOcpkvN60Qr5IDdKSKtuXOLOgvcHsS3ncb25hg257RHhOIr0QqFudAYgyvkBloExNQlVV+HgjicvzKnWHNOzDFypUNkVw9BnNRpApQydUeGEB5eufAtBbwSKpoBn+RMZxztcvEjXsLFB0avfD5w5c/iUuE8hVal6rInqhmHgoHFwqLhYXh4+IiHX1sehEGUgTEO3JA0vPzIMa5eod98lvacodCzDIBFQKnX1qyzTj6LQNp+PehLUdmu48a8G6mUe4KpAzAGkJ5DPc7hxg77WcLj7XhOGoXPTShWsvleE0lCoBNHrBWJxeEMC5ua6JWLLy/Tof65mz4XDpK76O04BbXV3HwYWGxsbm4eILS5OgVarBeeQ2nZXe0VJFMWB12weDxaiCyiKRYRdYXAMhzxLcyMcnAMu3gUn78TF+EVE3BFE3BHMhmdRbpWhaApcvMvSnva+YJhOSVBdE3G3tY1scwMGDMCZA9+8iTQ3jnOuNDysEw5GANyurpciFqOVy0oZnGYgFpsF0pNgvf5jCwuAhBbDMAi7wsgwGSoNVKiQX9c0SPk9GJoGB1g4ocK7tY/g9dvAF78IgXvAkr90mn4+w5ji7Vj7HjL8T5aHl9/r+uA8QpeLRML+vtV/wfMkQMLhrl8BoKD/jTdIuIyPk94rFgHD0CCpcqdcjgMLvWkgzrUQlA3s3jDws3tFxIJtxaNpkLYOsLsGFHzTUFXyemgaMDVFj2woRKJCUQC2WUfp1h5cvAafj1SMwEkY40rwLZ4fqHtaXqZsyOfKZvDss5Th7FWJwSBw5cond042NjY2bWxxcQq43W5IQyZstdrtWtyHODP/4A/+AMG+2vLvfOc7+M53vvNwT9JmKFFPFJfil/CT2z/pTOA2KTQLWBxbRNpvDXxDrtDDO4GxMcDhQE0s483GXci907ZnZ6HyPDblHIpaHU975tASGOwEqla3hd8PLhjCQmQBjrbYSflT4Nnj/7qbWZxcI4eIO4JCswBdEFBUq6jW8lA1CmoEsBiDB085ztCS9vY2RYw2h+IVvGAY5lh+roH5G6AgPJ+n253Ptzv/9sTcw5JGwSAJDoYhAzdACSiPZ/j+mgZ89BHta7atLVVbyFcbXYO3rsKp1mA4ZVRrPFDU0dopIhP3IOKnbsSixOLujg+KKgHTErIFZ8c/sbND1yDLpCfdbkDfKmN9yweGAa4ulDGX7Mnw5PNd40jPeW5tUYLrc4PXC7z8MqnFZpO+HHsIn43NffHjH/8YP/7xjy3bKvczfMemgy0uToFUKoXdIVNY99pLjOPj4yPf+/3vf3+oX8Pm0aAbOjYrm5gPzyPfzKMqVwGD/BhxbxwOzoG3t9/GS9MvWUzdDw2OAy5fxof//ndWYcFxwMJZCiKKJdSkFnbGEvg/zr8KZv1f8FH2I8i6DJ7hEfVEEfPEOhkEjuXuq/3queg5FMUiZkIzaKkt3GU3IOp1QOn2NI3AAwEcdsIcprQGgtnsycVFqUQmAIBM7Q8wLO/TgpN3IuFNIFvPHrlf0tdtFtBsAktLZNDWNIq119a6XorxcUpiMQwF6v1JUtMnERqihwXBapLO50lUeL2Uvag1JaiOAoJRQNdIjbD1MhiNntNsw4C+zcNX9WC/xqDFhDCbaiJbdEHV6XdFrrZQr1OWTVHoa4/HKVuyt0ePjlSRoRlOwAA+3vSD53RMxdrP3Ih2Uvv7pyguCgV6Rp1OusGPi2OcYUZOPH9kFItk3vF4bHFj86ll2ALuBx98gGeeeeYTOqNPP7a4OAWuXLmCX/7ylzAMw1J3/s4778Dr9WJhYeETPDubw9ir7aHSqoBjOSR8CSQw6J2oSlXs1nYxEZgYcoQHpxLxorQ4Qy5aSaKyp3iiW/rUXnbeYmWcZzl8ff7rnY5W/fAsj2fHn0XAOdAo9kjCcOG5wHlcry0h6Awi4A1Dj0mQqzWw0DGDEM6zcYSiE1C8blxvruErzAkjvA8/pO5YJisr1Aroc1DecW7sHPLNfLcb17B9ouc6IrZSAd5+21ruxPNUAiWKZOze36d2rG43lRv13lqAfBGjGtXFYtYMhhnHm8MB371ZAQyyQHCcQa2QNRWGwaDedEFWeDC+Jpw6C0YH8gWgqQSQqziQCErwezSUG0LnPAoFOvdWi2JTVSUbgdCTYauLHLbzLgTcKkI+deTJD/OcPDCqSqVHxWJ3261bVJL0eQ+kJYlMOeWelsOBAE0rPKpnso2NzWceW1w8INlsFuVyGfPz8+Dby36vvvoqXn/9dfz0pz/Fb/3WbwEA8vk8fvKTn+A3f/M37Ta0jzFb1a3j7VfZGi4uDIOWkjc3KWoKBoH5+YFSjsMoiAX6B3p6+tD9VF1FRaog4o7g6dTTmAvPIVPJdKZPJ7wJTAYnT1QOBYBWIj/6CCgUEAPwVYeAolOj7Ed4Hu7gZcS2SuAAwOXuFOnXNBH5iAvHDrt2dwejX4BqXGKxz7zvIuAM4PmJ5/HB3gcQFWuKgWd5LI4tYjpEz4CiUJzbKywkiWK7zU2rKXpvjzr7RqPdoXImHDd81ATHDS6CmxVbPA843C34x6qolhxQJK5nHwa1uhs6GAR8IhhOgySwcCk6dB0o13noBoNs2QXwKlpO8p21WiQsAOsMjUoFiAf9wAGVQhlgICkcsmUnQn51ZFB/Kn+l3rplFRYA3ej33wd+/dcfnwzGJ8H161ZhAZAyfP994KWXPplzsrGxeWywxcUh/PVf/zXK5XKnxOkf/uEfkGkHQ7/3e7+HQCCAP/7jP8aPfvQjbGxsYKpdDvLqq6/ihRdewO/+7u/i9u3bnQndhmHgT//0Tz+x67E5mv4gbxQjO/18+GFnRgUACk7efRd46qluK56HSG/NfsgVenD/h6pC/o9/x1ZtGyWVepU6mjwcUhazC+eAcAQIaEDrDtAw74FBgYaqIf/hWxjLN0lQRY8YIri9Pfq1ra3PvLgAgIg7gq/OfhXZehb5Zh66oSPgDGAiMGExxmcyJCZM6nUqj1LVthei2yAMjQbw8cdUYnTmTHdwM0AVZx4PxcimedvhoK+r3xDtcFCyzOcDclUZTpeOWKoFWWLREjnoGtBq6nC7JQg8fQDDGNA8LqAhg3XykCUSngbLYp9JgmuXRzV7fn16syWKAgjpELhdHVqDSqEMAFVRgJSahXPEqngyOXTz/aNpZAgZhqKQauud4vd5otHotiLrp1wmhfgZm0ljY2NzMmxxcQivvfYaNjdpoBrDMPjZz36Gn/70p2AYBr/927+NQCAAhmEGWm6yLIuf//zn+KM/+iP81V/9FURRxNWrV/GjH/0IZz9XPRM/fZir/A250WlFa8CAR/Ag5o0h7CI/wNCOSPW6VVj0cu/escVF0Hm8f5g5lruv7lQttYXd2i4kVYKDcyAdSHdmcmTuvoObuXegGd2Be6Iu4VZrC9ObOmLhF2nF9vx5Ksovl4GdXZpDMBaioOzggIKP5547PGPTu9x+ktceNtUq1ehwHA13eBSZxWaTxJWigIlEkEomkfKnRu6+2TPXUZK6wgIgr0WjYc1qVCp0WeZXtb1N2yYngZs3aX/Tl5FMUkmV220VGNFo91aEQwDLGdA1Bg6nDoeTno+DigdC24PDMAZ83gYY0QekJ+CbZFHb1ukk3C7oDAdVIkHTm03pFzUsyyAwE0XpQAakFriED4h6IQV4DJsvz/OnoNtN9TWKIQ07Pje0Woe/Loq2uLCx+Zxji4tDWF9fP3KfH/7wh/jhD384sD0UCuEHP/gBfvCDH5zGqdmcEil/CrcObmGnZl21lDUZ5VYZYVcYZyJnkPINCQQLhdEHbjYpovMOdv7pJ+qJwu/0d2ZsjDxXX+pE7WV1Q8fH+x9ju7rdmTYOAHfydzARmEDUHcWHO9cAwzrJ28EKYACsVzbAiouIuqMkJuIJmtpd7nbVCLDtlWXDAO7ePVxcRKODZSe9r502hkHlHb0r1LdukWnhkKYLD0wmQ2VnZtZpbY2CsS98YaiwURSrj3l/f7DUaWKCLsOMeSWJDl8q0aUsLpL4yOdpJsTODj2KZmC/u0t68OzZbptaM2AvFoGA24dwREch1y0FUhQWKusG/DzQasHtbMAXARg5DsHvhz8B5BrWc+2diwjQ5faKC4Yh8REOA/W6A4zXAfcRFYXnzp2CHnS5KMXTHJGh/Bw0HRiJz0dfkq4PvsYw5L2wsbH5XHMK7W5sbD69cAx3aAefUquE3doupoJDOiLxh2h1hjn89T4uxy8f2o3KxbuwOHay0cTXdq8hU8lYhAXQnRb945s/RpVRoBhWdywHFlHeD/D8oGm82hUWTlZAUugJuqrVw1d4Z2a6JvVenE5gbu64l9VB0zWIighFG8x6GIaBltqCrMmQVAlrpTXc/uB/YXn1PTS0npVYVSXBcVqzaETRKixMKhWaTD4EXSeRkMmQDrl3bzCxw/Nk0UmnSTRwHMV/bjfFgokE7ZNM0ozGZ54ZHOSsKJQRkSTyXzz/PFXzOZ0Ay7BYnPNDYeuoShVU5SpEqZ0qERzgoz4E5gMITsxhbMLf0ZT9cabZkcr8VfD1zQYMBOi8eZ6uxfSBmFmWfhYX7+tROR7z81A1ButZN964GcX/fC+O//leHP+2MYP1avTQ5JppsjdF3mcKp3N0qiiVsof42djY2JkLG5teMpUMzkbPYrmwPHTQGcdwCLlCw6dPmxHcsNY1Y2PDA+kRRD1RvDDxAm4e3ERVsk7ijXljeCLxBNzC8buy5Bq5oaJJMzTsVHeQqWSwUd5A1pOAr5VDmPViQojCxdKyclqIohLwoaW2UJNq3XKstqmVYRhcck1ZBZG5DD0Klwt48UWKls1JcMkkRYz9ke8hVKUqVoor2KvtQTd0MAyDMc8YzoTPIOgKYq20hkwlg5bSQqaSQUNpIOaNIba6C0gS7kk7SPAhXPHMQmDa7Ze2toDT6Oq2szM62tzZAZ54wrJpc5MC/rU1qtIRRcpcMAzFcPG4ddXe66UfngfMjtYs2+30azI2Ru1o8/luy1mWpWA/lSJhAdBxXnwR+N+/yqMkHcA/voPSmhOqJECRRDRaBqJBF8biGjxOF1KBGM7OkxjK5Sgh0zvRm+Pos5tNylj0C4beappYjDwjpRJdu3mdgkCx7czMoDh5mBT903iv6oK8nyWVwLJAJILaxBRu3qTHtr9xVKVCwwbNIYEAPcpTUyT+TvBYP95cvkxfZiZDF8pxpAYvXfqkz8zGxuYxwBYXNjZtalINVamKgDOAi/GL2KvtYbu2DUVT4HV4kfQlkfAm4OJdyNazg9kLnqel3mvXrCUDbjf9Y3xCop4ovjzzZRTFIqpSFQwYRD1R+Bwnj6g2K5sD2zRDw538HTTlJloqrd5X1Aa8qRSK+1nUJBGLzgm4OSeEeAqLk+NYL69D1nqK+8NheLayuOCcQEqIWD+gP/IdhtfbjYLvg1wjh/d237NMsTYMA7lGDjvVHYiq2PGwrJfXkW/mAQB1uY5qfR9nhAQMw0BWKeHthowXvedJIB1VV36/HLbcraqoVXRsbrGoVklY7O9TkB2JULBuBumGQaVSW1sUaPf7FnoD3r294eMQzExGvxm6VuvGiwBQM7LgZ9/H2RCPcDaA9HgdO7kyyiUGRZcCwSEgHZ/Hhak44nEOHEfCxe/vnv/BAR3L46Eyrfl5aizUW+41NkbBN8PQ9c7OUjwfjwNf/CJVIun6o2nSVKlQdy41nADCia764nrLwqhXwxe+QOe2skKVgP3asdUigbi+TjakR1Hxd+qwLAmJxUVSvC7Xo/Eq2djYfCqwxYWNTRszaFZ1FUuFJV7O/EkAACAASURBVKyV1tBQGjAMo2N4jrqjln0HSCaBV16hqM9sRZtOn6gkqp+IO4KIO3L0jocwzL+xU91BU6aacjPjIGkS4PcCs7NQGg2ssywuTD0BOJ1wAliMLuJC7AJYhoVu6PA7/YgHnqMuWb1Rldt96quYqq7i2t41i7DoZbW0irpUx/nYeTBgOsLCpMBJ8KklJHgq5SqrDWwrBUw5YsOnzD0MxsYoCu1DURl8cDCBg3+n76FUApaX2+dZoFhOlgcfI1Ul8dDbtbh/ttoo28AoFIV8+mYQfOvgFgzDgD+kwB9SMAsAcEM3dGwsAfkdJ8LuGlJRqw9pbIx+ZmfpHHd3SWObtzYWA957j641EqHP8/no3M0kH8PQeyLtx/9RdX+9dasvATkicNY02ndycmRVWwdTjLz44mfIlsDzw3sb29jYfK6xxYWNTRsn74Sma/jF+i+w39i3vNZSW1guLGOvtoevzX0NTu6QEie3+3RKah6Afv+GZmjINbvtJD2CBxzDgYHpuGUBnx91AA1Whbfdp0fgBMyEZsCxPVGeF7R0awqqUIiirQcQVMdhq7I11F8BUKtgU1AdNA6Gl7FFosju5TriAgA25QNMhaZPrw1uLEZRdI/5X9UYvHk3gurkbGfbvvXx6wybc7ko8O61skgSCQiz1H1y0lp+E7kPXWqW9Bw0Dka2XWYZFuOTLZQOPCi3ypA1eWiDAY+HyptefJFKrrJZCrR5nmYlViqU2ehvzhQK0a/RCUbEPBTq9cN7M/RTKND5H2fhXlUpi/Hss/d/fjY2NjaPO7a4sLFp43P4sFJasQoLw6DuSe1gui7X8c7OO/hPF//TJ3SW90fMG7N4N0RFtKz4sww7cop3TarBK1CXq6nglFVYmPh81PP0EXLQOBj5WlnqDvgqt8rD/SleL6SEDlFi4ZZ0gGFQD7ioBuc0l8iff54K9re2AEXB3foEqlNzneXsVou88ACJimqVxINh0P+7XO0hdFCh6RoYMKhUHPD7qbY/Fut+lNlJqlodch6HYJZZHdWxzOXRcPZSGcs3Q2iprZHdy2Ixqn4zz6cfWabshixTliYaPb3k0VGY9p/jUizS93HcdrjZbFco2tjY2HwWscWFjU0bTddQEtvTyDSVWqyaS8QOAfAHAKcTkiqh0Cwg4XvES6onRdNowMH+PqZ1CWtGEUY4DDAMDAyaimOeGFyCq+O/MDH3jRseLG63gHu/Iq/EzMwn2pJzmOHeRO/xvBiG0c3I9OP3Qz9zHjB4gOPAOjzD2xI9TDgOuHABuHABqgps/W8APSU4pt2jWKSf/o6fsaSIykEdLVUCL+hgWQMOzkDqrAuxgNVAcfkyrZbfvHn80/N6u4G93OKwu+GFJLFgGcDjVxCJtyzaKxBWcPGZIlKqgVreWk4UCNBjMjVlHZbXj8Nx5ED6R8ZJR6xUKifTooZB/pnP6ww+Gxubzz62uLCxabNV2QLLsIi5Ishv3oah9UR1sgIUCwiMzyLqjuJe4d7jLS5UFXjrLSqeB1UuPSFr+Ki4CuPMGbh4FxiG6Uz4ZsBgOjyNmCeGfDOPg8YBGgq5bVO+FK6wKUzcy4Ix2iUypRK1xLly5VQmjx8Hn8OHQnN4/YrpkQGo3C3oDA503QKoy5WDcwAs1bTEvUOcz6dINju8udjBQeersyBpElYPDhBMSjAKTrg9KlweDQ63hu3qAUS1gTORM+A4EhaTkxQs37hBnodisTuZOxCgkqP+jkvT06SpP/oI2NhOYDtrzRBtrfiRmGgiPdt1Ywf8HL54xg9DpwZCZplWOj1oNn/cOWnSStNOfo3DvnMbGxubzwq2uLCxaaPq9C9+WGbh42Ioow5Rl2HAgJMREOS8cEsCwDBQ9Ec4Qfp+WF8fiE6nHDG4JQdWRCDvERBxR1BoFhBwBpDypRB0UVelmDeGmDcGwzDgdXjx1dlXgH/5l8E2OIZBbtZU6tE5bXuvJziFzfJgFywACLvD4CocNF1D3BtHxB3Bbm13INsRdoUhsN1i+ZnQzLE/3zDIG7G5SR2WAFr1n5qiW3JYF16TYU2pJGm4sDAMHSWxCCcoCxAek6BpgD8sw+nU4HRraPFZRKY8uHoh1fEArKyQFuxtR6tp5BUoFCj5NDeHTpenZBL41a9IILh4NwKuAKqtrjBTFRY76z60RA5nLtD2Cf8UNtZZbG6SZ8Hk9m3qDjU5SddkCg+ARM309OnYc2o1KrHiuO7sjOMSj5MvYhimP6Rep+9fEKjj1dmzJzu/R9VYKZ+nLInZyjeV+gyZyW1sbB5bbHFhY9NmzDtGXZBaLQgMhxgfHNypHQ3GPY92hfvE7O4O3RwTgohpKbTOXMJzrefw/u77neyFiWEYqMt1GDBwOXGZItP2ddc1EftqGaqhwcu6kDLC4IpFa6H/IyLkCmHcP47d2uC1cgyHCf8Ecs0cou4oOJbDXHgOK6WVzvVyDIe0v2vcXhxbRNh9vDKvRoM6/xSLFGwWCrQabc6KmJwEfv3XafU+k+mKD4+HxIdZeTUs6C2Xhw+HFtUWlXv1lBdxHODyqPjC1/YRCFMHM92lQxCoc9OdOyQuYjEKhjc3BzViqQSsrgIvvABcvUodnHo/ezY0i7v5u5BU60DEQtYNf1DBwpwHpZUFrPUPW5ck6M0mbm478D/+h3egiq5Wo3KtpSX63AetsNN1ur5esQd0hwkmk3Rfx8YOn48RDlOTt0p3PiQUhbp39QongL5zTSMtr+vH+zXguOGtgR8m2Sy1xa31WWaWlsjgf/HiJ+dpsbGx+exjiwsbmzYhVwiz4Vms7h/i6OR5+B1+XIxffHQndj/0F+r30m6tm/Ql8fLMy/hw/0MUmgUYhoG9+h72G/vgGA7ToWncPLiJHYXDjJTHjlrAgVKxHOomw2GhMo65T0BcAMBTqafAszy2qlsDIuli/CLC7jDWS+tQdRVhdxjnufPYq+1BVEXMhefgFtyIuCM4EzmDpC854lOsiCLw5psUxGYy1mBd0yhYLxSoKu3ZZwc7dS4vUznSk08OBniKQubrUGhQXEgaBfcOhzX7IolcR1gAZGDXdA1ik7N0vY3HKXDO5ej8FIUyIH4/vTY7S5/Z3ynJyTtxIXYBu7Vd5Jv5TiMAB++Ao3YOrnwa2WKPSjKj7VIR1QaH5R0fDKcLq61xXHhSGBjgLMvA228/WItWs81rsUfgyDJZjkzfiiAA586RwIhG6f9HzZw4f57mXBgGXc69e8Nb+jIM7bu5SZfMMNYZI8NIpU63VGxra7AzdC/FIj2bV69+RmZu2NjYPHbY4sLGpoevzX4N2wcrkCrVof86M4EgXpl7ZaC162NHIjG4zNr7Whuvw4svTn4RNamGX2z8AizD4kz4DAKGANPznWNb+GX1l0gxAUR5a6Ss8AxuKbvQiyuYj8xD1mSIigie5eF1eE/r6jqwDIsnk09iIbqA7eo2RFWEwAoY9493yrzOhM9gu7qNmlwDAwYvz76MsCsMWZPBMiwqUgWiImK3touENzG8GxbI8M+xHG7dIlGxObwiC7pOdhRRpID061+3Vo0ZBq0s1+sUUPv93RVmWabXfT5aYe4NlmEYYFgDbl+3YJ8XdMTHxcFzMHRsbAxehyBQmdL4+OB5b2yMHlkgcAKmQ9OYCExA1iQADFy8C60Wg+WlvvdlMp0Tz+Q8MAwGaEnQt3awF5/BmTODx1dVKqF64YXhn38U165Z75UkUdZG7hlHoygkEi5dIgH19ts083LYvYjF6LUbN+i7HCUsZma6rX5XV+mZCIdHVwk6nSRqTotajbwyo4SFiarSEMOvfvXUO0bb2Nh8DrH/WrGx6WEiOIH/8tx/xf+j/F8o7awCevdfaU8kjpef/S94dvxT0KT+zBnqqdkfFYVCQ2c4mBPAk7obWNoAxLYZwO3GwZgDzbEANrIHCPFecGgLK4ahGh+Ww/W968g1ciiKRegGZU38Tj/mwnMDk8zNIP1h4hbcOBsdXvgucAJmw7MD2zfKG1gvr3dnZegahFoTs540zs0/D7hcaMgNrJfXsV2lSe2aImDj5gL21sbhYIf3Ei0WSVgAlMXY2MDQgLpep0Dw7Fnggw/ap6DTexoN+n9dpwDZ4aDr4DwqWJZuvdevIDbehNNtzWR4BA8EThhVGTeSQmFw1kQ/HMvBzXZTD7kclRz5/QDEJpAvUGrG60VNdaEp9XzPsozSThPKlMfiOajXKfCvVOhenHQ1vVCg8zAxDCr/kYfMuVQUKmNLp+neXr9O5z5MVKXTlEn57/+dxIJ5bziOzjGR6Ja3RSJ0vPV1Op9hZU9uN3Uh7s/cPEzM8qzjYGZ2ZmZO73xsbGw+n9jiwsamj7nwHH7vG3+Ke7sfYXX1fei6hmRqAVfmX7R0IXqscTqBX/s1Wk49OEBJrWMvxEFNeeEqr2IyMGmZ/bBR3iAhsrRkEVQQRRys3AEmxqFNppGXeSR0D+ByAnFqNVSVqlguLKPYKmLckwAKRUCSUHM58aFYRrlVht/hx9vbb2O7ug2A2t4+kXwCC9EF+ByHFMCfEjeyN7BV2epuKJeB9TUoiool3EHrzkeYnH8G7/gqHaM/AOT2eaxs1ZAvZZD0J+F3WOt4dN1aqw8Aa2vDxQVAGYyLF4HFReCNN2jRv1DoBogsS/MQJAlIxVzgU3VwnAZ/SIbgoO/J47O2HpoOUU/Xk7ZUhaJAqWsAjv+M12rtAHtjg6J2SaL/MgxKmAJgjdr1loxm04NAgHY7OOgKMYCsPVeuAPPzx/cEbGxY/1wuW4/ZTy5H2QqG6QqCJ54Yvq8sk1cjHu/eT0EY7pUZGyMxoih0T0SRPiMYJON6On26fQ80jbIsJ2Fz0xYXNjY2Dx9bXNjYDIFneVxIP4Xp+AIMw6AJ1g95tf00OGgcYKe6A0VX4OSciE3GsOYroiQaAFSgvgPUgaXCEqaCU7gcvwwAKIpFan2kW+spVEODrMpAuQTEE6iFQkhE5juv64aO1eIqNEODWC0Cy/uWqFbb2sRPQm+hAcVSJlWVqtisbOJ87DxemX0FY54jCtUfIkWxaBUWsgSsrgA9rYfXxSyWP/4HOOfOArHuMrQqs6hXBCptqmXhDLrg4LsF9I3G4Oq/KNLq/DATsWFQjTzLUnbC56NV9F6B4nBQcBsKCRACcSjeDcsx4uludsrv9Hc6XnEcBc+aRtkUSaJg1+OhwL0zd0IUKcqsVhGMiGg0w+RIP4bD2jAAd7M9ohroRt66Dq1cBdwhEromTgdUlZIbwzpiKQol3Pb3SWQcZ1B6v0fkYPRsRQAkGFqtbtZhZ4fGjgwrDzIfZZa1XsYoHA4SGV/+Mt2bw2Z7PGxarZO3uG00jt7HxsbG5qTY4sLGpg/d0LFSXEGmkoGo0BIoz/KYCEzgbPTsY5m9EBUR7+68a5nloBka/nHpHyFwAs5GzoJnu7/uhmFgs7wJ3dDxRKK9bCsOFpZ3hs+1hwn2D98riaVOW152exeAdbn5TnUdy6UduFKTAx4MVVdxO3cbAivgmwvfHDnd+WGzUd6wbsjlLMICAHJqBQ29hTP7QYu4YDkDmkr3xDCAilRGjO++PixbwDCHB335PAX/4TD9JJNkyFVVitV7Z/oplThiIaCkbUPVVXh8KsJjMhiGQdwbx5Xklc73HApR56dh5U4OBxmLE1GV2gopCvxuFQvjDezedAMry8C5xSMd1qEQ4Kv31CSxLC3Vl0rgGB1oNrpRucsJuD3Y3x9tBzIzArpOfge3u+tpGEV/GdAwf8Rh71FVCrKDQ5rD3U+mwRQpj1JYfBKfZ2NjYzOKx9yVamPzaNENHW9vv417+XsdYQFQILxR3sCvMr+ybH8cUHUVb22/NTAk7qBxgJbaQk2qYakwvHH/VmULDbmBgDMwtIUNx7Dwca5OY/5+gVCW2svPLREB1RqJ1bUWMnIOhixDbFY7XoxeNF3Dbm3Xmkk4ZSqtvrqlIcX5Ja2Ohi5RVqOHQEhBr5e/Lh+99OvxHD5nYW/PasANh2nVPhQaPizcaMRxJXUFl9Jz+D9fjuNi/CJemX0FV9NXOwJNVbtlR8N8FLLc7nB0vdRRRNOxJvweDfGgRGb+vUO6pgFoKS2kzu5gr5FFWa13u3VFo0AwiKBL6kbxHg8wngbHHb5a3lsKpeuwdLsaxf10XjrunIlQ6OSG50+qA5PTefJzPawlr42Njc39YmcubGx6WCosjZz6DFCG4Eb2Br4w+YVHeFaHs13dRmNIkJtrdFeU63Id5VYZIddgIftmZRPToWl8HN8GiqWB1+N8CPUgD4ZhEHP3tZxtx5OCwSLMW4VHXquirreN4Ye4THPNHPbqezgTGWFMOG2GRPC6YVDOps996wsqiCRE7G1QVGb0Cab+QJfnKUD1HtI4q1odbF8aCpEPY3eXSqR6xUelAsxMszh/fgwOx/Byshs3uvX+/R6QXnK7KrxuB+aSTUzG6Lt6aq6CN+9GUBuRAlA0BWulNbhjWUykq9gTNKjVOhwMj0nHGKI8jf4ORlU4C2lI4W7v1V5jdD8+36DZ2fRkDBNZJum0deidw3G438Tvp3uzt0dZI7ND19gYeSN6ByCa3bUymdHH64Vh6BiHUqtRXVg+Tw9IOk0mkwc0ZHAcMDEx6EE5jKmpo/exsbGxOSl25sLGpo1u6MhUjo4i8s086vKIuo5PgFHnbM5FMMk1c0P3a8gNTAWnEEnMULTB9fy1wLEYO3MZ0egkJgITEDjrkq9bcINjOJxJXQDb50lRDBW6oQGKAkEzwKrDo0pNb/s6HhFRT9/S8tjYwFK2g+XhY91AYnD2xcVnC2BYivZ7S80AEhG9q8eRCLU1PSxuHGVc9vmAhQUyG8/NUblUMknm8IWF0Sv2zWZ3Gvf8/BGVTTyPSpPHC+MZ8DubwPY2HHIdL54vYjKtD5y3oilYrd1EcGoLU2erYFlg7osMGJaFbKhYlbLIq+0MmtuNyaspME460UCAzOkmqkpxdqVC2Yzx8e7k8GyWhEWzSd2zDmN62loSdNTIFaeTunRtbZFwCQTo/YUCde36xS+sZVvz88fPdMzMHC6EUK3S+POdHSo1bDRIGZlDNR6Q2dnjTyN3OEiM2NjY2Dxs7MyFjU2bSqsyMIV4FLlGbnSXI1GkFkG5XHdlcnp66L/6TaXZaQMbdofvy3cwqkyLAWPxSIwK4DmWA8uweGHiBXzs8GInFoNuum1DQbicPnxr7Bw0XcN6eb2TJWEYBpfilxB2h+Hm3UCoCKysAoYOeDzgJRl8uQrVwSFYV2lJNRigLlM9sAwLv3PEgIVTYCY0g81yz5AKvj1dbWMdqNO1xdxRONLTQ03NyYkWFq+UcPd6GAGntVCfYbqD6kxhkUgMHKLD9PToeRkAJXzKZWtXpWwW+Nd/pUBybs4asAMUOOdydC5uNwmRQk7HwVoNjZJCkbLfB6ebQ+KiD7Hrb6F5cw1uT/sDdnchJJO48s1LuDBO2RNRpMd3X1kHz29bgvnQOIuzX3dh/VcqlKqMjJxHOJIGNz2DiNsBjSURMT3dbRFbKFAAb5qe43EaTAgMliKZjc9GlRu5XGTIvnWL/hyNUovVYT4XnqfP7o3j+9vGNps0ZO7Xfo3un9fbnVw+rL2tycQEdf46lKWl4SdWKJCLPXm8QY6j8PloOOONG4drFZ4HnnvOnnFhY2NzOth/tdjYtBnmCTjxvs0mrUxKPSKlVKLo8PnnO5uqUhW3c7eRb+Y7teocy2HcP44L0UU4wB17uZRnecjaYNQTcoWoC1SbUd2uEt5E5/UrySu4ELuA/fo+GYYFD+LeOJh2NDkbnkVNqkEzNLh5N5y8E/fy97B0+5dAqS1IKlUgl0OkWUIwFYbuAoKch6KdcgUQHJagPeKODMzCOE0CzgAWogtWH4rHA1y4CEgtQNPw/ORTyIuFkSVyT7+UQyjghL7jR7ncDeQYhgL+VIpW4RcWRncZGhujgW6VyvDOSZpGsag5YM/E5SLRsbpKQfTzz1P508YGtVW9ft262u9zSEjWV3DR0YAUZKDpDFjwcJ2Zp+fV70FNdSMKsXsRmgZ4PBBFWmyv1QBN13GzVEAw7rBMBAeA0KSAJ/+zgOJeAPkDNxR/FNGAG5EI8PLLtM/6OnnHMxk6f46jrIHXS3G1WcpUrVKgbmZmajUaeDese5SudzrfIhwmIeR2U7ZhaclajReN0rF7g+7x8eFG7laLzvWpp+jPkQjwpS/RPd7asv56j41RxiKVGjzOALnh2UMAdCEPKC6A7r27c4eut59olETQsOu2sbGxeRg8duJibW0N//RP/4RMu8h1enoa3/jGNzA7OzgEy8bmYeJz+MAy7LFExsisxdKSNfIwOTigCCqRQKVVwZtbb1rmJwCAJrewdeMNlMr/hBfd5+AIRWlFvT/gaLUoUsvnAUFAystgdUjCI+FLWMRF2DW4Cu/knRj3W0cUO2QNkwgAQf/QbEt/luGcIwX2QMcKWKiRCEVihTyCRQ4LHIuik4Vi9FxrtdIRFwzDYHFsEQnfIcv7x0A3dNSkGgwY8AregfKtfs6NnYNbcGO1uGopcfP5xzAfmcdkcBJzuopru9dw0BjsbRp2h/Dffus8SjkOy8vd+QIOBwXMU1MUxA6b7ux00usLC3R7p6eHi4uVlUFhAVgzIZJEgXcgQI/DMOor+1hpCRiPujARbYGMMjKpE56nN09cAIQdisaDQUicBx/8vIR8tLusL6kK9rIc9nbC8PhUnLlYhtvbLXVjWWAsrWAsrWAunMPFvpTAwgLw8cd0rQxD4oJhKHPT65FQVbpv09MkpAKBdveo6wb8jX0EGnvQdAbL4gQyzTHLrxvPU6WRx0Mr+JubpNHjcfq1MdvW8jwJi8Ni+b09CsJNkeN2A+fP06+kOeTQ6RzMHB0Kx41uHfYQ0wjxOP0Ui6RnzM5jqdToKew2NjY2D4vHSlx897vfxV/+5V92u460YVkWv//7v4/XXnvtEzozm88DTt6JhC+BvdrhXXLM1fyh7O+PfmNbXHy4/+GAsIBhAPfuAY0m6gDusTu4XBWA99+n+gUzomw0gP/4D4uAmdmXsOHcgzY7Yzmk3+HHRHAC25Vt8Cw/MEuCZ3k8O/5sN6MhilRPYUapDgctAY+YACe26ti5/Tbka+/Cmc3jJd2DoqCgCQVcw0BSGwffDODfEyxuiGuoa21zdzuSZBgGz44/i1dmXxl9z45A0zUsF5eRqWQ6JW0cyyHtT2MhumAZFNjPVHAKU8EplFtlSKoEJ++0GN55lsfzE8+j3Cpju7qNltqCg3Ng3D/euZepFP1IEv2wLK3Em2VD585RcFer0Vfs8VBA26vZ0mkSEr1dlEwvQj/mHIVeVlfp88z6eUumxBzqAGC34IJL0DAWaEfyktSpd/J6AQTJrCArDN68E0bdCWBEKVKzzuPu9QjOP12Ey3PEWO82m5sU2Pp83ce30RiuxRWFXpucbN9LXYe+vIy11SwuTdfw9r0wSvU1IFyiZ7R9wwWhm/C7cAH41rfocd7dJWETjQIBpoqIngfXMIBcgDYOEdGaRr+yk5PW7Sz7AAF6Ok0lk6Nee8iYWt/GxsbmUfLYiIvXXnsNf/EXf4FXX30Vf/iHf4jFxUUAwN27d/H9738f3//+95FOp/Hd7373Ez5Tm88yi2OLyDfzULTh7WYYhsGF2AUwDANREbFeXsdOdQeSJsHJOTEhbmGGCcHNDqmFYRiUxNJgK1SAhtQ1ukvc23IB512T4MFRNsQUF3fvDkRjHtaJp5tBfNBoQvNa2+2M+8YRdAYRcUcgazIMw+gE31PBKRTEAj7MfoiW0gT/8S2Ma17MOOLwci4KTG/fphXVnhY4mq7hw73r2H3v/4NRqwOVLLC/iTuiiEndj8uJy2AbAlA8AKbd+GrgKhZc47gpZrAt56F73EilnsLV9FVMBO7fUarpGt7afgslsTSwPVPJ4KBxgBenXoRH8Iw4AjGsg1b/60ft43QOL38y/QT9df29cByVNr39djfLMWwQnNC2hvSarDWN9mVZWolnWfJ5mIbu/tZMe0VXV1wAgMsFDyMiFuyWOd3Z9qPe4oExawTt5J1wCk5ICj1/isxi/W4A558edFz3C1nD6HpL5uZIRw+bZt6LJPVkFnI5yIUqVuFBpcGhKrYVRKlEy/NDDBm3b5MIiMdJkEkSECisW0uTCu0BgIuLQ133J55yfhQLC6R2+uuVzp6165RsbP5/9t40yJH7vu/+NBqNGxhgZjD3ubM7u9yTXB5LcSnFlKJEqZTsSimXikmV8srJUyXHTpXLFUexFTnJC+eNkvhNIpdivRCVsqvsR3JCPXaoomRa5PI+tPfs3DeAwX01gO5+XvwGA2AAzMwuudwN2Z+qLXJxNP7d6Jn9ff+/42vzieGhERff+c53+PKXv8wf//Eftzx+6dIl/uf//J+Uy2X++3//77a4sLmvBFwBPjP2Gd7depecLjUppmViIS7dZwfOMhwcJlFM8Ob6my0ZiHKtzB1fieXYGk/5Z+l17tveHB5uKVNqYZ+rWM0yyBpFOUa9qF9RumZGhrQIn1WHWAy7Wc+uUzNruJ1uxkJjTIen8WpeqkaVmlnDpboo1UpcWbvSaAbf2aFWzLFAjuVKjIu+GYa03TKq+fk9cWFZFm9uvEl8+Trk6mtWoFTCAlYcOSr52zzZc1qCvmIRp6Iy7R5i2r0bKT755EdSW35r51absGimXCvz3tZ7PDP+TNfXFKtFltPLJIoJTMsk6A4y2TPZPlHqPuP3SwPxnTtS099cDqWqEhwPDbULmERC9INhSILC55PynVBoN351u/YcswFKFZVs0UnIVwMFOHaMKf1dTBM2Ux7Wdjy8eiOC4tIIT0bp3ecyPeAbaPEkyaVdlApqS3mUT/PtlblVq3Jrl0oiJNxuCfhPnpRz7ZS1AMlu1DM0sRjE3ixRTPdQqSmYFvQFqwz0VOgLVXDstKGhTQAAIABJREFU7HTt9r5zpyHs1Gyqc89DoSA1UB1GJ33I6bDtaBp89rNS91UfRTs2diQ3dBsbG5v/W3hoxMXS0hL/8l/+y67P/62/9bf48Y9//DGuyObTSo+nh18a/yzvv/MiV5feIFvJ4w33Ezr+OHpNp1gp8tbGW+2lTQAjo1QzGd4szvH54Hk0ZfdHbHxcoqVkl63ag+qtXa4j2e8GNT/nB09zfvA8lmXtNWHX0VQNTdWwLIvX115vnTJVavy/YZm8U5znc4EzBFSvBF+GAarKdmFb/DOat5wdiqx/t5Z8q5oi4SjTPz7ealzg8XTuIbkHDNM4kvHeTnGHnJ7rOI1qJbPCB9sftJRhZvUs69l1RoIjXBy+2HYN7ydut9T4nzoll7dUkuA2GOwe5DaXUjU3L8/MyM69rqvQG4FEozG9UFZFXPRHGT4ZwuV/nJdeWkePZ4ln3STpg1A/O8saKxvSH1KP3QcDg2T0DNlyY+c9seVlfEaEptPh5LHhx8hmpfpnY0NuHV0X1/GQWGDsGQXm8xJj12pyi3s8soHvdsv53Ly5e45l+R4yBScBr0Gh7GSx7CSedTEbMLv+Q1afShUIQLS2yXq3i7+z0yYuFOXwsbb3hMMhvw/211vZ2NjYfEJ4aMRFNBrlvffe6/r8Bx98QPS+/Ka3sWnFMgxe+4s/5BdbH5A1ilhYGOUiiVyZwtkCV6wKXqe38/QlTYMzZ6jE46yYJjPBYaml3h0l07W8pr9fdjPN3clRioOgutsv0ByEuN3SF6HrskU9ONgoAG8aV3NQULyZ36RY3d9l3NoRblgmS5UYZ72T8pm70e3eCNfm4ysO6N8dxVMuAwrL/ir94xclinzuOYkeA4EjiaSjkNEzHSdkdSJRTLSJi3gh3iYsmtnIbeB2ujk7cPZDr/VQ6iOPKhXo7UUNBBgc7NzMvZ/m5TcPF9M06TlYWoK00oflcMg0r2oVy+nEOdHH1OVR3B5471qAfP9JYibMpyFeAEdJvq5wWESCaUqg7VAczPbNspHbIF6IUzWqVHQHiqIw4B/gVP8p8jsh3n23Vew4nfLVZ7PyZ2BAJiz193cuJ7MsKe3aa4Xw+aGsU6k5cKqNWqV8yclcMsIpq/utlcnIuYz0lrnuNKnUOhhBdLgPotF2U7+HHcOQ635UXw4bGxub+8FDIy7+4T/8h3z7299mamqKX/u1X8O/a2mbz+f5gz/4A77zne/w67/+6w94lTafBv7qnT/jJ6svtwSeOaPEdjrN0LxJtjeAT/NxLHKs8wFUJwwNs+mNMDPxRMtTfb4+gu7gXskVQK6Sk0lHgz58q1uE8zVGq360Qkx2+k+elBcuLkqNeaEg9Salkvz92DGZmXnE0oqN3Eb7g719Uo/TZHS3UU2KuGiy8c1Vdtcd6W3shgf8kErK51sWRHrJDQ1BMCRZioNcxTIZKcCPx0XAjIzI1n03h7hduomCTnSa/jWXnDv0GCuZFWb7ZsV7ZH1dIvViUcTczMxHs629swNvv91aHzQywsjQY9zKHe6GVr9MgUB7kK5pUsqv67CzE0HXIyiWwYVLKk8+Kafy8stS9ZbcrdarB6d1f410unFbhULyGQ7FwVhojJHgCMVKkZHhGpeOefA4PSSTMoNA1yXY1zQRCKq6O0Rs95aJxeS5/v7OIiqX23cLhMOQzeJ1m2jNmt6lkXP2tqxzP/WvWR2KMjtyi6srHVwFd/sdqlX5kTIMuRUTifYG+oeNalXG+y4vNzJZmiZ7ElNTB7vD29jY2NwPHhpx8a1vfYv33nuPf/Nv/g2/+7u/y8jICJZlsbGxgWEYPPfcc3zrW9960Mu0+YSzld/iZ/MvdQ08txLL5Nz9hNwhxkPjB4487dYUfn7wPFfWrpDTcyykFyhWdrMItQpUtwjWqpx3PSYRY7EokV8kIjUibreYI2xvyxawqkotyfnzRz7HjutSVWk2vXMHKvJ8FUNKReriBgksAVlPX59Eix4vhHpkxKzHC319qIpD1rU7mKEjuZw4p9VHc5qmREjJpNSlH1Dwfjdjg0Pu1mCyVC21+lcYBuwkpKHepUF/FNxuDNNgI7fBVKwiAqhOuSxR54ULH660pVoVZ7b9XcMbG0xOBphznGzZ/e9Ef7+0CxzUMO52S6AM4HSKsFBV0Up37rR6YnQaq1p/PhZrPV2H4iDgDjA9Ah6nvO7P/1zESv3Hx+mUNQ4Oyhp3mi771hacOyeB8P5LkMns841wOmFinMHwDtX0bpoi4BeRq6rEYt3FxZ62HR1l+tQSVSPPrfWmUdKaRjU6wuqC3HqKItpxY0P+BAIi0h5GN+t0Gt54o713pVqVjNPiolzjpnkMNjY2Nvedh0Zc+P1+XnrpJX70ox/x4osvsrw7WuRLX/oSf/fv/l2+/OUvf6z1zzafTt7ZeIdqp16KOorU5fs1P+lymqi/++51tzGovd5ezg6c5U+u/UlDWADK9jZhxc9k7wBX1Qoer8GQYYgr2tmzjSBc09ojnUwGwmFMy9zzbfBr/o6lWx5nl8H8gSBceFSOVaviiQzA6cdaXjLgH2Cxsih/mZmR7ei6+IHd6UQW0eGzcOFz3R3kAObmOs/8z+UkU9CUMdmP2+lmKDDUOQvThN/lb/uOdKMpEtN33dL0phKrzU05t0gveikHdzr0dliWvG9s7N5LvdbXu44jcm8ucfr0Sa5ePfgQXq/sTndzr97P+LgIC8sSJ+/Uvn54n08yBvudqFMpMewbG5P/r7foBAKSnJqbk9u0WViAfL1bW5KYmpkRkbO01OgpKRZlZz2fb4zwNU3JkuxvQxoc1YicHeLmzfbz6mQWB3LMvWvjcMBnPsPswDz9N7ZZ2nSzWYui949yfd6NYYgAGhxsvW3zeTm3YlH098NCPi8Txg6aaFX/nlX14RRHNjY2n0weGnEBUif+K7/yK/zKr/zKg16KzaeQQqXATmlHguxsl4L3QJCASyNfyR+6az4e6r6rHS/Eme2bpVApUKwWUaoVglRxeyQTYlkW10orMrFJ1xt1K12omjXm4tdZzazu9SK4VBdjoTFm+2ZbMizjPeOsZdc6H0hRpAQFGO9vj6SmwlMspZcamZ1IpG3L2KE4mJx+DrQDhAV0d32rP3eAuIDG2OBuvReKonAmeqbtcZfaVG+ztNQqLED6XhYW4dEeXJlC2zjXPcrlPVF3T+z6T3SkUmF6wgBUbtzovoTRUWlpefXV7pOX6oRCjURStSq78p3o7W0aZdvEnTsiPKR0ysDhUBkdhR/8QMpxXK6OrQuAvGduTsRQPi+XzTTltq639KytSaXZ7KyU+dRRVcli1LMvXm/L/AFAPnd35kALU1P7FuJ0wsmT9J48SS8ifn76UzjplPV3sLvY49YtqZ4a/HB+jx8Zt24dfVTu9euNUcU2NjY295uHSlwArK2t8corrxCLxfjKV77C2NgYhmGQyWQIhUI4P0IXUxubZsq1Mm7VLduxoQ4Cw+2G3gjBXY8Ll7N7X0DIHWI4ONzxOb2ms5WX6M3v8uN3+aFYAEdriVXR1IlV0wxoYYkMO9WPAFWvm1ez18jqrdu3FaPCQmqBeDHOM+PP7AXV/b5+er293cfiIpmByZ72WoqAK8DZgbNcjV3tWDqmKAoXhi4caF63h6Z1j4iP8HPud/l5ZvwZ3t16t807xKt5OTtwtqPzt0/zEfFGSGVj3UWkYeBIZxiZugh0GF9a58PMKg11qP2v4/eDqjI9LQJiZUXEQKXSGE07NdXo5b98Gd55p7PTN0hA/Nhjjctaq3VvGA+FGnq2npSRbIVB31iKrJ6hZhr09FYIu90szY2iKT5qNQleOwWwdbdykPPZbaHYM6SLRGRSlqax18xef66vr/UyHz8uwXKz4Kr3dew/5+np7pcYGmNyj+qyPT//cIgLXe8sAA96/ebmffHps7GxsWnjoYnULcviX/2rf8Uf/MEfYBgGiqJw7tw5xsbGyOVyTE5O8q1vfYvf+I3feNBLtfmEoqkaXs1LwBUgPzQM/gDkc7KT7fdDTwgUBw7g3OA5JkITjQbnJno8PTw1+lSjP2EfhWqhPevh9XYUDzmzxIASkXoNVZX6jOagXlW5NupsExYtx9BzXI1d5eLwxb3Hnhx9kjfX3+woMDxOD5fGLuF2ds48TIWn8Gt+7iTvkChK9kFRFKK+KMd7jx/dI2JsjI41LvXnjkDQHeRzk58jVUqxU9rBsixC7hAD/oEDyyiP9x7nzfRW9612YMwTxT00Bq4b7XVCIFH4PVs1I9vxgUCbx4ks8Pje/9aN0pseasPvlzaVVEqESLEowiAYlHr7QKD9PS5Xq7ar1UScZLPy/7ouyZVyGfRKjZKVIVlK4vYa9PXp9PRWWNmqsp1cI+qLotYiJJOtt7HLJUJC1yW7oSjynKbJ4/39Mo+gGcOAz3yme2LL64XTY1nm30lTzFRBdRKZ9APSee1wSNLr7NnDK9bqxn5HpXm07YMkFuPQfpz9bG/b4sLGxubj4aERF//pP/0n/st/+S/81m/9Fl/4whf44he/uPdcOBzmK1/5Cn/6p39qiwub+0bIHSLgCjAWGuNW4hZWMNgxeFQUhc9OfpaZyAyxQoy17BoVo7JnWjfgP6C7FlDoEPEoDhgbhcWl9tdOTcnW6uioRDX1sTDBIJXxETZiV+CQQGMzt4ke1fcEg0t1cXniMvFCnNXsKqVqCU3VGA4MMxoa7SqM6kT9UaL+KHpNp2JUcKmurmKkKzMzEq3tNzY7cUJqc+6CiDdCxHt0I7KhwBCnxx7jxq1bWB3KkwZcYc6eeFYi1QsXZKJTczSnaXfVRN8RRYGnn5ai+HhchI7bLed/SEkYsNdwntWzKIpCv6+fgcjAkYaGqaqUIK3tVsfl87Kz3ay1PB5ZTj5vkS7lGRwvMnEih8fbSBkUchqWBRuZBErWS3zLw8BAI3uh65KFqI+DVVW5deuVZJ16RarVg1t1SKXwrsxxtg9yPpX5TR+uRIadd4v0nJvg3DnJWBylFeYo43738zCIi06tSvfjPTY2Njb3wkMjLr7zne/wT//pP+U//sf/SKLDltW5c+d48cUXH8DKbD5NzPTOkK/kmemdYTG1iGE11V6YBg4TLk1e5nivbCMPBgY7lt4cRI+nB5fqau8ViO5mJ7a2pFbD5SJ6/mmYbfJa6OlpCWqT+S0Ms0tBfhOmZZIoJhgNtW5d1kXCveJ2uo8mKjoUxBdKDjb6nqZS2UFN79DfD/1nh9rKhUrVEsuZZXJ6bi9DMhYa6+wzchfM9M4QfeIrLL35f0jUMpiWRVD1MuUaYHDmgozSBelY/qVfElFXLMr6JiaOXktzEF4vXLokUXi1Kh3VRyiMX82scj1+veUemk/O43f5uTh8sbufyi5ut2i7rS3JVOwXFnXKZahZFZyuGi6X2fYay4RqVWFny4vLUcDj8VAstgbf1aoIinJZMhX1Y9QN8zpRLkuPQMe+kLU1sCCZ01iOe+nx1RjvL0N1C6pRbtzwcueODDk7rCzqXriLKcj3jXupDrYrim1sbD4uHppfN6urq1y+fLnr836/n2y3kSA2Nh8REz0Tex4UPe4edko75IpJ2NjEV6jwiGeUZxQneFeOtLvcCYfiYKJngjvJO+1P9vbJH3Y9McbPtb0kX8mzklmhWC2SLCVJlVKEPeFDp6lZfMxRkWVJF+/SkgTPfj8cP06+d4KrV6XsRQK1PlD6mNuBwNsSFNabd28mbnIneaelv2Mzt8mNxA0eG3rsroXdfkLTpzjv75Vu5UxGIt7Jyfao1O8XV7r7hdt9yHZ9g7XsGu9tvSdeFAk3lYoDBfCHqhAqcGXtCpfHL3d0JW/m+HFJmPzFX3QPmGs1qJo6wZ4KvmCNxGbDjRtEL2Z23JiGQtksMxhsb7au90YYhgiZemPxQYG/rktSR1EavRp7T5RKJLIai9s++kMVpgaaPjCbAa+XahWuXhVhc9CEJ5+vfWLWYTwMxnr17NDdlEYNDd2/9djY2Ng089CIi2g0ykrziJB9vPPOO0zcYzBnY3M3nBk4w2BgkKX0El6nB3MxQY8xxGRogBGtF6Vcgfffl8jqHouYZ/tmSZaSXZuqPU4Pjw492vKYaZm8v/V+y6SnUrXEXHIOt+rmRN8JfFr3yCfo+hD9AffC+++LMV+dQoHsa9d4raRR6evc7J7PNzzlaqE55nbmOr6ualR5a+Mtnhl/5q7KoToyMHCwUcRDhGVZXN26wep8gPiGl1q1NcvhD1UZGCnyZuUOFwYfw+PpbqI2Pi4VWYODjV6CZpGhKBJIh5UaDncNj9egVHCilx24PRLVujw1KuXdDJIFDofB4KCKUTUo64CitpQn6bpkNWZnD25XqTeGX7woPRlLS9IzUDMcWIo4c58ez+P37Mva7ctm3bol5V/dSsUmJvaJl0MIh7tnWz5O3G4RC90mfnV6/XDnHzkbGxubj5yHRlx85Stf4b/9t//G1772NcL7Rjv+5V/+JX/0R3/Eb/7mbz6g1dl82uj39dPv65d/vV1V6DQYam7unsWF6lB5euxp5pJzrGRW0GvSWet0OBkJjjDbN9s2cemD7Q/aRsjuNaBX8txK3OLMwJnWUau7hD1hejwfY1RUKDQK+ncxTXjjdpiKuQmRwQPLfz74hYE+soT3gADUtExu79zm0tilj2rVDz3rmW3ef8tHPtNu3ljRHcRuhHj/tX76BnTS56toqkYkIm07+3vk694HPT3SeF2ryddmWfLV+HxSBVbbVnD1NPpSClkNt0fuV6PmQNUsjKqCw+FAqRl4MzF6nTmKFQdpI4jqjpBxunA4JNCfnj54UBa0ioFwGB7d09katysuLKvU/iaHo+NY4KWl7uKiv1/WctSk+P0os7pXTp6UzNNRxtGeOXPvdiw2NjY2d8tDIy6++c1v8vLLL/Poo4/yuc99DoDf//3f59/+23/La6+9xsWLF/nt3/7tB7xKm08dmUz353I5iZjvcXi86lA51X+K2b5Z8pU8lmXhd/lxOtp/LPOVPKuZDmZuSCnXzcRNqmaV7fw24z2t/hoOxcHp6H0s6elEKtVWa7OZ8lCqqEBNamf8fqmVSSQaRglRccfeKSbJrriZOXOAFwQQL8Yp18rdjQE/Ybz5dqWjsCjknGyu+DENiSDjmx62etOMm3lS10uk3nKzfSHKxV8K7QWZliVfk8slwXU6LYKjp0f+6/dLX4Y34GWxKcFmmo0otVZ10NOrk4y58TncWIkEwaiUTfncJj4y4MgRmJ6koGuMjx+tsbjNn6KJVd9J0G62RtUKUs6mtV+bzU1pU+o2NfiJJ+DnPz/cJ2Ry8uEyogsEpHSsk0N3HUURh257SpSNjc3HyUNjqRMOh3nttdf4rd/6LdbW1vB4PPzsZz8jk8nwzW9+k1deeQV/t/y+jc394qCm3cNct46IQ3EQcofo8fR0FBZAV2EB4j0x2zeL2+kmXmydvOTTfFwau3T08bAfFR2CvJV4UybG6ZSu3V/8QhqlEwnJEn3wAezsUDEqJONuqpVD+kgsi1K1wy72J5BiEXbi7VkpvexoERa7DxJ/c0O2tvN52Nlh4+WbXH1JzBHicXjpJZkEnE5LcOp0ilYuFGRY1+nTUjI1PuJp6d9wOBqiUVEsNM3E41YobDpJ55wsxvwsxbyk804MEzBNBrUUExNyWxz2IzPU3tPfQgmvRMwTEzJuamgIzp4TYdoBwzhYOPj98OyzksXohMsl5oMfdjjY/SAcFhPFM2dam+hdLikne+45EUU2NjY2HycPTeYCwOfz8Y1vfINvfOMbD3opNjbC6KhEYJ22W++iB8gwDdaya2zmN6kaVbyal7HQGIP+wUMbsQGK1eKBz4fcIS4MXiCjZzgWOYbT4STijRw6Fve+EY2KMGsa85ov7W4dh0JSBH7zZrt/hGXB0hLq8SEsU6Giq2guufaFaoFyrbwnxlRFjtdNkH3SWF6GkKu9tC0V97QKCyzUTJay2keurBP07D3M8qvrhI5HuXpdpVoVwbKw0O4AXve7uHhRduvz+UHmNsUzxR9q/CzUqg52NoP0evrw9CYJOYrkdSfVmkIi56JUVXlsOsPYVILs2AB37hw8xrWvTz6zG6Yp/SGZjBPDGMLphN4whA7xbDzsR8znE2+NfF6q+cplEUGRiDSgfxivxPuNpomQOHZMvkfLsidD2djYPFjsX0E2NgdQVRWsR8/hev9qaxnG0JAUPR+BTDnD6+uv7/VVAKTLaTZzm4Q9YS6NXerYJ7FHuYxzfQPSK7LN2hsRX4wOBF1Ber29mJZ58DHvNw4HPP44lSs/J1ZKULVqJA0PXlcUZXparmWuS6G7YRApw6oigVJWz7KaXaVQKey9RFVU+nx9nI6ePnQq0ieFbFZ6bELu0J5polFTWsqkDKtGrpDCWcmx4KhSyqQYBYacEcJOP7WKwV/+aZ7oTA+3bkkwrart4qJcFhdsj0cyGKdOOfD5hsnmI4SjMfSaTj7jooc+Rnr8eL0KA8EaarFKP61NAImci6ilEg7L1N3hYSlVav5Mv78xpKtbZmN5WRq0t7ZafQdjMZnoOznZOePh8Rx9anAgIFmK/1t5mEWQjY3Np4cHJi7+2T/7Z0fasa1jWRaKovDd7373Pq7KxkZYyaywlF4iU5aeC++Mi8lqmGn3EM7+gSOPjCnXylxZu9LuabFLupzmjfU3eHbi2c4H2NyEd95hSE+xUpCSFja8EgFpzUGlwWpmFdMyWwzwQu4Qj0Qf+dgzGIZpcK26xtq0hZEwoFJleaRCGZORappBLcxBk3HdOOn1RSgrcyzu3GoZRQtyvrFCjOHgMIZpfGjPi4cVwzTIVySSrtYCgMp0ZJqbiZvoNZ1SUaVWk9+jhlVhp7SDZin0OCSaNk3IGkWSehlveZRKZohMwIl3W4SbxyNJpo2NzuNor18XMRCJSP/F4497KBQmyOXgtddgcAaOT0rAT74HioW2Y9QMB+vVQY4jfoSjo1LGk8mIwHC7uzdc17lzB27ckP8fGGg3NS+VRHicONHe0z0xYTczH5lsVi5kPC4qb3RUNlFcD3CjwsbG5v86Hpi4ePnll9vERaFQ2DPQi0QiWJZFOp0GoL+/3+65sLnvWJbF25tvs5nbbHm8ZFZ4z8ry89w8E44JtLRG2BNmMjxJyN29QHw5vdxVWNRJFXeIp9eJ9oy0RkHVKrz77m7NeoSA6iFvlCWSWlmGmeMUqgW289vcTt6mVC1xYfBCS7Cd1bO8sf4GF4cvMhIcufcLcxeYlskb62+QKCbAocCAeFEMaC7mr9VYTi9jhAxG3O7uxfChEJcmI7xa+VGbsKgz4B/ArbpZTC/umRp+UqgaVW7v3GY1u0rVkEzAarIXMz3GSHCE6cBpri/FWZ7TiW+6sLAomhV6evoIh50opRjUDJyqwXY8TDbnx7JMyGs4HR6MQkNcDA9LIm5rq11glMuSMYhG4fHHGxN7Nzdbm4RNE2IEJKuWSjWEowKEI6SMEDMzjffUe/ePQirVEBYg/SDr6+23jmXB/LwImHpZkKY95D0HtZoop7U1UVr9/aKQDhundT/I5aSzvV4CahgyamtnBz77WTstYmNjc2QemLhYWlpq+fu1a9f423/7b/Pbv/3b/Pqv/zr9u9118Xicb3/723zve9/jf//v//0AVmrzaWI+Nd8mLAA2chusZ9exsEgWk5zoO0G6nGYpvcSxyDHODJzpeLz9o2NbsCxYX4NYjDXHItHIaTh2DGtmho3cBsu3XiedfB8FhV5ngEktyry1RdmsYiaTLPbcZkdPkyqnSBQSRH1REsUE6XKa473H90SPZVl8sP0Bg/7Bj2WHfy27JsJiH5FoGZcnQKWssp5bo39kAtfSSnsGo78fxeclNLTBTHGGeDFOvBCnVCuhoBB0BxkMDBLxyHb3cnr5IxMXui4xlmVJqc1B/QH3i4pR4dXVV/fMHOuEB3LcWNtmca2IO38C1THCVNhEyRqUjTJKWaGWg3jRorenik/fJpUJUizVzfkUMm4Nn67uJb3KZbEiGR+XCU2ZjGxe1+NLp1MESLOwgN1MRRNTU+JbseqKsl7pIZ8oY5qgBrwM+DUemTjY1+IgFhdb/+5wiE/GzZvtY1jrw8eGhmTtTz750Rip3xcsC65caXXx29iQOq/Llz9+gXHnTufeslxOxM9DrdJsbGweJh6anouvf/3rfOlLX+Lf//t/3/J4NBrlP/yH/8D29jZf//rX+clPfvKAVmjzSceyLJbSS22PJ4qJFpGQ1tPoho5blaBtIbWAx+lhpnem7b3l2gGjVJcWIS5BeNlZBV3HvH6Nt7bfYbvfC8UEWGJWFqtmiFUzDDrDjLt8vJz7gJ1CDUXTMEyDsdDYnoFezawxtzPH6ejpPa+MqlFlPbfORM/9N6JcTi93fNzhgBPn0tx8L4JRdRBz1xibPSkBVbEo28wDAzA4yOnTUPQmUcsqQ4EhhgJDe6WR+ylWi0cfR2tZss2+bxc2lZJd7+3tVtfjSET6AD7OUZ7XYtfahAVAMFylUlFYW1EJumMMB0fw+Rx43A5yucbrTUMhmYngGoZavgAuY2+2rB6HkNNCUgpCrSaZiIkJ2Tjv72/0Q9S9MPb33XeKQQsFCfZDfS68ISmjcbvla11elsFgY2N3V6JUrcra9uP1Si/IxoZsrDd/Zzs70hR+mFHfA2dzs7M9eK0Gt2+jn3uCclmul9//MSQOEu0bAnvs7NjiwsbG5sg8NOLi9ddf5x/8g3/Q9fnHHnuMH/zgBx/jimw+bWT0TMexphu5Vhtcy7JIl9IMBgb3HptPzTMdmW7pdwDQVK2lkXsPXYfETuN1u5OPrpdX2V5OQORRCLRHRtu1ND7VzXhonOHx05iYvLv5btvrDMtgK7/FdKTh+pUup++ruKgYFbbz21yPXweg19vbFvD7gzUeeSzJylyIYrkIfWMt/St+v5QRJRQMAAAgAElEQVR4j47Cz5Z2mE/NUzWqqA6VPm8fEU/krnq19iiXpbZmY0Mi0d5e6Vvp62NlRSbgdqq+SqXkTyIh5Tb3m4pRYTPfIZqmroksVKdJvpKnZtZwOpyEwxDLtS5ecxtkcwFCEXfL426vgcdjopdbI9VyWf7Ud/nrgayqymP7r83+aUTLyyLMQASFu/VjAcl2vP9+syHePnI5aabw+fbuiXK5VTi0nItbhN/4uGRcajVZb2+vZFpAKgiXlxs9Gn6/iKiHosK2SzAfS7tYvFMh3lSmpmkizKan7+PaDxoxZY+fsrGxuQsemt8YkUiEF198kX/xL/5Fx+d//OMftzl329h8lBim0fZYvpKnnN2BYkm23kNBcGoYtL5Wr+nECjGGAkMtj48GR1lILbR/WCHfErGNuvqoWjVWKwmwDCgVRVyEwzIXtIm3infonb2A6lAxu0VewE5ph4meib1SqG69Cx8W0zK5FrvG7Z3brGXXuLJ2BdMyURWV0dAoZwbO0Odt+Gz4AganHksRUrwMI7viqio75tGoBNg/X3mThdQCO8WGAEuVUridbk72nWwRLV7Nu5dF6ohhSPdxcxdwMglXrhCfvcwHt8IdhUUzKysSzN7vSULJUrLjfQiQjHlQVRifybO15qNULRJ0hwiHwZdwUK4CDgufv4bba5COe/CHqntCQVHg+OkilXUVvUNCLZttLyHq7ZW40rtv1OvgYMOAPZ9vCItuKIrohdVVCZJbPCWqVXjnHSkHqhOJwBNPoCiHZ6OcThlhW0fT5JDvv9+5j2R+Xu6zxx7r3KdcLsv3nUzKHkCxKK8fHpbEWgcLl3ujQyriF0tBlmI++ZCmdVerUh62uiqmf0ftV7krxsak1qzbczY2NjZH5KERF//8n/9zfud3fodf/uVf5utf/zonTpwA4Pbt2/zX//pfefHFF/l3/+7fPeBV2nyS8Wk+FEVpBOGmQfX2DYivN160swMDUTy9xyWDoadJFBNUjSqWZfHE6BMMB4b3dtenwlMsZ5bbA8amCCWgehhyRtioJqlZRuvzJ47D+q4ZWrUKAT/ZgBst4CIEaA4Nt9PdMTtiWiaGZaAiQUzEe8hInnvAsize2niL+eQ8txK3MCwDj9NDsVrEsAxWMitk9SwXhi4wHmp1Dh/rDzPT237MN9bfIFVK0evtZSWzQs1s1ODoNZ1biVucGTiz528x2TN5cDZjfb19vBCAaXL7pxtYQ0fbtFhchOPHP/wmbjLZ8A2sT0saGZGqE9PqLhbTCRFQLrfJxEyeIXcVqyji7FLIx9t3EiiKhaqKY7dlgV5y4gvUcKgWg2NFTo5H2bY6G8/v719wOKR3wedrN5gbHpZ163qrJuhGONwI5JeW9h3v/ffbD5JKwVtv4f3Ms3tioSuZTKO8KBLBO97Da691PkcQsRGLSe/y5cuNdVkWXL0qwqJUktsmmWxkTlwu+f4feURKrny+w8/7QEZHxWRkl1trfhEW0KqWmqjV4K234Jlnjjyw7ujMzMjvt3irESfHj4vKtLGxsTkiD424+MY3voGu6/z+7/8+/+t//a+W5zRN41//639tm+vZ3Fe8mpeoL0qsIIGOtb5BNZNCt6poihMHYrygxZP4Jxxci19rMbdLlpO8vfE2AVeAS2OX8Gk+/C4/T4w8wVsbb7UKjGAIvB58usVTvlkURaFq7QbRoSC4d3dsFYfsGjbtHKrZFQyrcaxB/yArmZXGsYtS/K5orj2jOU3VGA1+9I0DW/ktNnObzCXn9tbU4+lpuS7pcpql1BJBV5CwRwJ51aF2LNHazm+TKkmg6FAcTIWnmE/Nt2RddEMnUUwwFBgi7AlzLHLs4EXu7HR8OFt0klwvwVDHp9uo1WTneHr68Nd2e//bb7fH0dUq3L4t/bTjx3qgi89DfeRsnb4eD/69HWw3gREnK9tJ0kk3Vd2Bw2nhchsMjBYJhSt43W4G/YMMnpfqsP3Bd7M+czgkpvSqFaaMVXh1W6Lr8XEYHERRpOfh3XclAD+Iet9GnXpfi8OBRPA/+5mURDmdjRSBokAqhZrPMDbW09bUvcf8fOv3G4uxvdbHqvMYhaKckKbJYfv7W5MF+bz0gdRLqN5+W9ogCgX5PvYLmkpFKusKBREhjz4qxxwYONx1vCPhsEyGmpujWlOY39qtd/L7YXQU02yUezkc0t+tafL3uTnJYHykOBzw9NPyBTWPov3IVYyNjc0nnYdGXAD83u/9Hr/2a7/GSy+9xPKyNIVOTk7yxS9+cW96lI3N/eRk/0nixThrmTViK69T0UtsVJIYmARVH31qgEltgNvL71AKN0YJqQ6VsFsC53wlz5W1K/yNyb+B6lAZ8A/w3NRzLKWX2MhtUDNreJweJi59mfEbGzh1iWK8Dhdlt4PMYAArv4VP8xFyeCQSczfKQ3o9vShNDbkD/gGSpST5Ymp3Rqd034ZUP6p+A2V2lvNTj9+XSVHLmWVSpdTeuFQQI7+8O9/SlJzRM2wXtgl7wiiKwvnB82hqe33Jana15e+93l4cDgdrmbVWIVdK8tToU5wZOHP4eXWZ0Z/Ka3edhkgm701cmCb89KcSvCqKlBntX5ZpwvIdP+XICJ7oRtsxnM6GwPK7/PhdrcX3Uz1TKCj4AjHC/TranMnQRIFQuIpP83Gi74RccxWee0527lOpRnO22y1rC4clvg+oJQbWP+DYVAzqibHNTbGCPnOGsTHJXLz5alW2+h2qbOc3qRSnU+Ln5rIq05TA3Z2NwyuvNMr+DENqrQoFeRNAscjUVA8rK+1GfyQSLcKiUlNY3PKRK9UwB7J7QXG1KpmitTVZerOnxtaWlEHFYnJqu73UHTMlhYJ8/3fuyHEWFuD8eTnl8XHJZtx10/WpUzA0xOpr2xi9GvT0UAtG2Fh3kEi0Ns4rSsMxfHu7tUfmI2VwUP7Y2NjY3CMPlbgAmQ711a9+9UEvw+ZTStAVxKE4iBXFhVi3angdLtJmgaxRIOBwY1gmpUoBaIiL/WNeC5UCa9k1JsMyYcWreXkk+giPRB9p/cDRs7C5SSmbZLHi4EZqiWpxE6oV2I7hLleZdA0Q9vXK9m9fHyPBEZwOJ8mSbBk7FAcn+0+y+u5P2anU9rpBhrQwIR1OxV0Mnrs/HheZcoa0nm57fDgwjFt1ky6nqZk19JpOVs/S4+7hVPRUV1O/TtO1wu4w4YGw9L/UyiiKQp+vjwtDR+ywHh+Xmqb9RnymctfF6we0uHRldVUmjn7wQeOxehA/NNQ+0ciMn8SMxHE4WyPccL9OMubB4XB0zPooisJUeIrhwDCJjTtU9QzT6SRRs5fQ+Cg4G30pgQB87nMSKNfLs86eleoXl0s2rccz85ydjLVPd1pYkK7oYJBjxaucQ2e75CKR1TAcLhgewh32EY3K5d3fo2Cau/rjxg35MEUhWfSwlA6TLHkxLAfulI/RMYUJLUAgINOf3n573/VvEhbVGsxv+vC7DTJFTTIh+3bcDUPOt9lozzRFdGxsNA7ZSVhkMiJA6rdQLieZhERC4vD6dXz66XvoyQiHSfSF4ZhkR27eFOGwH8sScZPJSFZpZ+fjnWJmY2Njc1QemLhYWZEyjomJiZa/H0b99TY294O55BwVo0Kft49Fl4OsLo7DLpx4HC5cDo1flJaI9J3Ye0+ft69jydFqdnVPXHTF4UAf7OdV/SZFh8lIcITl1CKsrkGthg7MlTc4bllE5nVQVWZPP0HEG+HK2pW97IBa0pmqBRn3+ckZJY67hznlGSPiDEABiYbuw1xORVG69gn0enuJeCKUa2V8mo8z0TNcnrh8YKah3kfRiYArQMAlgs7nvIuC91BILKGvXWsRGO7hXjCOWBNVf88BfeP7sSwpG1pfl+Bz/3OplGzaT021ahyfM8Cg8TQF37t77twAvQNlYktRxvzHCLq7f5fu2A6jWwWOTRrotQiULamjmZxs2ZH2euHcOSkPUlXJyNRFz/ioifsnS91d1Dc3IRZDWVpkNBLB4zSYiJaoGeDQ0qinz7VE2ZWKBOfx+K54MWv4rzkZ7QsTX5sktZiBWh6cZfD7qSSr3OyZ5vbrQc6ckWv0mc9I4L2nKXZTGQ7FomqoHBsqEc/spoO6qEDLkp6PCxcaCZZ4vFEi1qkxvVRqFRYgze+hkDxev6TptPSlX7rUeJ1pSnak7p3i90vmYX+Go56VmZvrLCz2v/bOHfHwsLGxsXkYeWDiYmpqCkVRKJVKuFwupqamDn2PoigYbblxG5uPBtMyWUwtcitxi3wljzc6jLdigilRRcnUSRsFCkqNsN9HrydC1B/d6yPYz4EeF03c3rm9V/IzGBikFt9iwzD24joLi+VKjF5ngHM5H8PBYQCenXiW1cwqy5llCtksqqIypvUx7Rok7Nzn/lYqdRQXOT3HVn6LmlnDp/kYCY50LFeiVGqME2raEe7z9uF1eknRYV4/8jPr1bwMB4fp8/UdWsI0EhwhXmg0lOYqObJ6Fsuy8Lv8hN1SVlW/BkdmelrSBOvrUmsyMMBQTy/Ov+zs2dCNu9kpvnFDPq5UkolDnagHu253q2daMRnmufPPkSgmSJVSWFhEPBEuBqK8917rMUxTdrSLRTCrNVx3dhgOW1w+nWIt4eH2xu69sL7e3niAaI5Ll/Y9fFiGpr5wYGqgyE7OhWKZaOUilJGIfUSyZTs7kjiqx/tjY4CikNM1/t//46CcmOSEukCQNNSqEukbBszMYJrSF6Eoss5nnhExFI+D4fagrW4QDen81bU+qoajYd9xQLd1pSJCoF4eVffwMIzOgX0y2T5xqn7PlEryvvq1i8VESAQCIhSWltqdxK9dk2TaI480ejU0TdZUKBx00RsYhoiWkyeP9nobGxubj5MHJi6++93vkkwm0XZ3t7773e8+qKXY2ABS4rOQXmjsFnt9MDIKOwkolfE6PXiDAzj8CpOR6baxs/vRHIfXRxim0ebiPUqIfu8UsWqGgiXRTsjh45x3islqI2hyOpxMR6bFy2KoDNsvdTZrUJQ2t1+9pvPu1rstgTzA9fh1ZnpnmO2blQdMU6b5rK83jh0OSxesz8dUeIrF9CKb+c2uo24VFKK+KJM9h5twjQZHuZW4RbKUZCG10NJnAdKYPhOZYSo8deix2vB6pZ5kF5VGxdRRCAahL2zArTsNkdLfL8X2+6y8K5W92PtQ8WJZUpbT/BXVA95+Xz/9vqZ+M78cr56E2diQ3fa9Up5CGS2pEfapXF8NcG4yR8BrcGfTT7YIerqI6QvidMqSJyelTKitIdnhkHRKt1FQQ0PSnAAM9+qEb8RIr2QbCkLXwekk7RpgYaFx63i9u4OHVJV4rZd8Yg0sldvGcR7p3cLnKEukvm9a0rVrolU0TdYdCCA/m68ssLWhibAAfC5DGj0OGVueTDbERU+P6Obm27daletsGCJm9peGHTScrC4oOpn/1Y+9sCAaqi7qRkakr/2oqKqsq1nY2NjY2DwsPDBx8bWvfQ23281f/dVf8fzzz/PVr34V993UHNjYfMRUjSqJwj5jK58PfBO7TtkKKApqOd0W9HZiJHh4n0OhWmgZtQqAS8OtaIy7WocYlK1K9w5Oj0e2hFdX258bH295X82s8dq1/4/c9qqcVyQCPeG9524lbmGYhvSHXL/eMDSok07D66/Dc8/R5+vjdPQ02/lttvJbbR+toDAZnqTX13skQaA6VE5HT/O997/X0dDQMA1MyySrZ/ccyT8MJ09KrXyu3RC7BacTHr1gSfNE83ik9XUJwC9fbskMra42Sl2OMkkom5Vd8Hrj80F95tPTEvf/xV9IAFv/HI8HBnot+j05nKrFVspDtqhxaTbFRH+RXyyHSGdVqElp0sCALLlroPzII1K7tb8JYXJSIvJgECubI7td4nhlifeVQaq7Y49xOmF5iRUjgOWQ78nrbW163jb6wLEBholhKawWIpzsT8rJORyQz0FYFIBhyIjYmZmmdbjdcPky+k8XYVFEeGQ6jBYcpXrIP231U9I0uQfW12XJ9abt0u6tVy7LJfD5RNDU195sNrg/uL96tU1rdmRnR0TT+fPSQH/guN19RKOi44rFh9yF3MbG5lPJA23o/vt//+/zwx/+kB/96EeEQiH+3t/7ezz//PN84QtfuDcXXhubD0HdF6KZmlnDwsKpOPfuyZA71ObEvR9N1Y7kht089WmPaFSiRnNX0DS/dvKA3f/z5yVCWl2VbVenU4TF6dMtL1t67cfkFt5qPBCLN8Zi7p7jfGqeqeA43k5iBWTbNBaDgQFOR0/j1/y8vPQyC6kFLF2HfA6/6mVk6AQz/ae4OHyxc7lVBzbzm5zsO0msEGOnuEPFrOBUnPR6exnwD+DVvFyLXTs0c3QUNE1q+d96q/tIVa9XEjXh0mbnF9VnydZnmtKwXai//1CvBuSS1sXFYcPxkkkRCI8/Ll+1ouwGuVYAcs69D0vlnfyPl8aZGiyheD0MTjcEWSolTdKDg3Kcth3wUEi6vhcWGh84Pg6jo+g6LFmzrLy3THklBrkRDFOhVNPAqeLzB8nlnZSzGdxTPgYGRMzUP6NYhLLlgYGoGFRWKmSdAfSREG7/7n2itv7ztLGxT1zsXlzn+dOwq88VYMjbWWM3U1/HVF8O7y9uMDxX5q+u95NPDlAi0nIxLEtER7EoWRe3u1EZuP97qmeTZmcP/vw6a2syMMrlkr6S69c7Jx+bcbtFjMC9DRiwsbGxud88UHHx/e9/n2KxyA9/+ENeeOEFvv/97/O9732PoaEh/vE//sc8//zzPN70D7aNzf3E5XQR9oRJFpNkdJmCVKlJfYrT4STkDhH2hvE7/Tw78SyxQoyKUWk7jqZqPDnyJG7n4Zk4v8u/Z4JnWRa6oWOVC7gVcMzPS79HIADRfvqmHpEZmN1wOGTkzyOPNLbB90eMW1ssL73f/t50GuIxGJDuVMuyWInPcfKgmp6mAvHJ8CRfe/RrxN99haVbb2JaUXosP0NbPYR9AZjwdj9OE3pNZzu/jUt1MRYaYyzU2Rm4WC0SK8S6Tp26G3Y3wPfM7eolMl6vxNJ12wVW4t0Pss94rLk1rF5htNE+XbaF5kDxIA0JraVcxaJ8fbUaqKpCuH+Gnu3bGDWTW+sByhWVaG8N/yOdZ+hub0vjeUffBJ9P7qkmcjlJXJVKIzCkwJLU/6gOi0DIAUMDeH0mkVAJLZzBfXa4MSFql1oN2f53e8TLxe/HAlKVEkN+Xb6UfVvylfYfNUACfkVpBOXDw5Jx2O8F10woBMOhAifjfw1GDb0aJplVCZspsqkaVjQKitry41Of1jQ5KUtXFBFMzaRSjbXouvzX6ew+Qao+fffYMVl3pSJarltroc8nwkXT5HPuyyhaGxsbmw/JAx9F6/P5+OpXv8pXv/pVkskkf/Inf8ILL7zAf/7P/5lvf/vbzM7O8vzzz/P8889z7KDAysbmQxJwBRgPjnMjfoOsnm15rmbWxEuikueXJn+JsdAYp6OnWc4ss5ZdQ6/puFQXo6FRJnsm8WpHC6YdioOR4AivLL9CvBinWi7Aygqa5SA6FmJYd6FaEHSH6LvwmaOdiKp2rcswVpcpmu1u3gAkdvbEBUBeqUpk1E1g7P+MWIzoWpqo/0Tr4ysrUkM/1lkoNFOoFg50qW4mp+f2xEXNrLGWXWMjt0HVqOJxehjvGW9xSz+M3t5DjIgPKm7f99z+oG9wsGGy3o16ADoycrBvWSolAiidlku7vwl5mxAe9Tzuaoqy24Sgi9jANNPB7pmjzU05buQQE/dKpS4sdh8YHobzFyRCVh3gEkFdKMPVbS96IET+bXlp3aehxXSu3mS/G00b5m4Kpi1F0f3ye71yfbeaqvKmpyUQ39pqb6j2+eDZZ+FU6TZka5QrDnZyLmaGisxv+ejzlUgUS+APoGmtPwJOZ8OfZHy81b8DRHhVq/Dee43vut7yNDjYuRWkXpI3Pi7f64ULDaPsSkXe73LJ+ddqMihAVUWQ2JkLmz2SSfkhdrk6jySzsfkYeeDiopne3l5+9Vd/lV/91V9lbW2NH/zgB7zwwgv87u/+Lt/85jd56qmneO211x70Mm0+obhUF6qqEvaEKdfKbVkJp8NJn7cP3dSJ7lojz/bNNpqf74GqUSVeiJPVs2JEl0qBYVLFZMNMk9bcnPVO8pjvmGyrnzhx+EEPwFEzURSlc/P1vu1Sh+KQHeSlJfB6KfX4WKjGeb+4QNpl4l6Ncap0iseGH5P+h4NqUVZXjyQuOpaJdXvtrmjIlDO8vv46eq0RRWb1LLFCjJA7xNNjTx8pi3Qoo6Pdu7/3jZEaHZXAv069tv/Wrc4Cw+kUQTEwIM7PB1EoSPDZ3Ci9n7Lh4ubmIL29EtjqRxiyt7R0uLhYWmoSFnWGh1tGKlVrCrfW/SzFfARP9FGPv+s7/8mkiDhVBcPjkXqgXBZ0HXU0DI9EOm71H1QqNju7O0Gq6TzrXnD1fhbLEtH31FO7U5Zekpm2yzEvlqXQG6zi0vJsJj2o+TxxRwDTlPGxuVyj76JcFiEwtK8qr1CQ61PPatSxLGnezmTkHOojf/czPi73R/PaQXTb5mb7d63r8JOfiA57ZJ99js2nCMOAN96Q5rE6165JreNd+vjY2HxUPFTiopmxsTF+8zd/ky996Uv8zu/8Dj/84Q95/fXXH/SybD7BWJaF0+Ek4AowFZ6iWC1SqpawsHA73QS0AA7FQdAVpFAptDkk3wvX49fJV/Kc7DvJem6d+PLqngmegoJb0ehVA/So/u5NAXeBEo3StxQkUcu2P9m8XV4qEZ27DWYAqlVSmwv8SJ1nsV/FCPqhfwjSSyyll/jrlb/mH539R0x1q1uB7jUt+5fg6cGlujqWm+1hWaDIBCq9pnNl7UrX12f1LK+vv87nJj93pM8/kEhEIrn5+X2L7mkTff39UtXT3CherzCKxeRPs8g4dkzKkkZHD55EBBIod/AEbKFSkT/b2+276904qIyofsz335cyLKezqRnc54MTx2F5BaOkc2s9QNH04J+Kki658XbYrU8mG21BqOpe43bPCUCTwLlcbgiCugbpRk+PXL+3325PtIVCjUlcU1NN41s1DUolEtmGVXrAY3BipMBEj59sb2PEbzwu//X75bz3X1Ndl9tiero1g7KfRELOudmuye9vLOfCBfHKqH+3zQZ/zUSjcjtalnhe1E0QbT6FXL/eKixAfrm89RZ88YsHT4ewsblPPJR33fLyMi+88AI/+MEPuHr1KgDPPPMMzz///ANemc0nmYyeQUHhVP8pFlOyQ908kcitupkITxD2hIkVYky7OtewH5WqUWU9tw7IlKQ+bx+aL0qxlsKveoioAdwOjYxZpGJWcd219W8HJieZvjNNIr6v70LTYKhREuVeWGbEOQuKQnVqnD/3z3GnYEqN/Nh4y1vzlTzf/+D7/D/hLxLZ/TeuZOoUTB0VB2HVj3JgvVEDhyLu03eSd9qfLBYl2spk6NNCBPMj3BpUDxYiSGZjO7/NYGDwwNcdidOnW/0yolEpQegwEur46Tx//pMEuVIJBYWgO8iAf4DRUY2REREJpikVY5///NFjgFTq8HKYenBa3zU/ij9Htzr/QkEC2Pn5VpdxTZNMy9AQqOEIhCMkFosUKw7wePADyQOSWZYl51G/dKGQBOnLyw3TuTozM7KOg6YwDQxI//niYmOmAYgAikZFWAw23wJjY3D9upRi7cM90kc02Nj4tSzJRNXN9PZf/2xW1uj1Spx3UKvS9rZcsz0n9KYfp/qt9MEH8j3Pz8ux6+VRHo9kaab3/epZXJT3HvHHzOaTQt1ivhO1mvyeOqyBy8bmPvDQiIt4PM4f//Ef88ILL+yVPp06dYrf+73f4/nnnz+SyZ6NzYfBMCW68mk+zgycIV/J7/VeeDUvEU+jZmT/VCmAilFhNbNKvBjHsiyC7iCTPZNd3ZR3SjsYpkGhUmApvUShWgCXDkaOHSNHUs0z5RrA53CTqGUZGR/veJy7QtMYeu7LTL+psLh2VSKlcFiiz916eWexxOPKyN5ErCU9xkJtR56vGRIB7hsbXa6VecWxymdVuJVd4E55i6xRxMKi193DxfA4s5Z1pP6H2b5ZkrkYydVbkM2BU5Xt4tVVqBl4HS4e9UzBxgZrizfgkePgPFh4rWXXPhpxAR2bMypGhZ3iDhYWQVeQlcwKC6kFwjMaiWs9VMoqWT3LRm6DqfAUUX8Un08yHI8/fnebi+m0JAu6GfNBq9bJZNobjzvRSbsmk1JxUa22J5+qVYldUinJBmgabOd80NRv0t/f2my9//NCoVYjutu3JV6yLDmHep9GJCLrOHFCpit1w+9vzDQoFORY9cxHG9PTkEjgcu47sZGRtmbyuonfyEjDHzAUakxueuedhqAYGDi4ed+yRKSMjclx9k9gHxqS8/jDP9ytkjTkWni98pnJpFynY8da75ulJVtcfOowjIOV7P6GIxubj4kHKi7y+Tx/9md/xgsvvMBPfvITarUaw8PD/MZv/AbPP/88Fy9efJDLs/mU4Xf5W/oRAq4AAVfnrdL9j2/mNnl36909gQKQKCZYTC0yFZ7i3OA5itUiG7kNKkYFj9MDFhQqBW4mbjbESk8PlIqwHSNf3OGGucYjvgmspy9/dPWzbjdnn/0KPZmnWEgt7Akoh+JgKDDECV8PobUbey//RWmpVUx12eJ+M/Ye+egxFjIL6PruLFafj60+i7n5P+eJ8iZ/5/jfOVRgqHqFpxd07qQMlisFdLMK167jVDVGR04y6xnF45BSlkq5KKN0Rw72FNGNe/tHNh5v7ES7XBJItpjdGRWuxa6xkdvYa0TfyG2QLqeZ6Jkg0BPgwmcSpOJuElteKmWVmDHHdFTlsVO9h3m9tWHsaruhIem56IamSUBdLkvw6nJ1f22d+njTOqUSvPlmqydEJ4pFcaM+dqy9uTwclq9maZdq6yAAACAASURBVKmzwNB1KQWqVODnP5drXf88v1/i/9HRhliam5Mg+7DNWFVt841sx+GAS5cYce0QfzUPDlWi8wPcvTVNzvNv/s1G+dr+TMXIiIwVznaoPKyTzcr6zp1rf65YhNdeE1HY7bZOp+HmTRFR9b7d+vTqo/iq2HxC0DT5Qelm7X63v2BsbD4iHqi4GBwcpFQqEQwG9yZCff7zn8dh/3a0eQB4nB4G/ANs57cBmVyU1bNYWPg1Pz3unr3XDfobu+A7xR3e2Xyn65Sj+eQ8t3du43a6Wxqpy7UyV9av4Nf8rb4ZDofs1rs0DGDVWyGQLkrEchR3riMy3jPOeM84xWqRmlnD4/TgUl0S8Tlu7dV+5MymDl6HAu72SNW0TBZSC9SMGs7BfhjY3ULdPa+qWeXK6hWi/ihPjjx58MJu3kQt6Zz0jDHrHiVnlrBWFPxlA+fIIDgan68pKrX8IQ54HM0tvZnNTQnedtI6sUKMZClJzayhqRrHR3v5/KUBwj0Kr66+Sk5vfL5hGmzmNzFMg5uJm5zsP0nQFaR3QKd3oCFwNO91wuFn72pNzfT3SxB6UH1/T498hUNDh/dxKEp7T8PiYmu2wuWS2y+fb39/Pt+5JaivTzRxMCi79c2BuKbJ2p5+Gv7ojyRGcrlkzfXxrZWK9KaOj8s5G4b8fWLi8HM6KqPn+7i+3XdkE7vJyQ5jdZtwpHaYrW2zumORKPoxQpGWfiZFEQ1z+XLnjFW9r6VbmVqdYhHWrmeYVNehVMJ0u6meCOKetctgPlWcOCHjyfYTDh8tZWljcx94oOLiC1/4Av/kn/wTfvmXfxmPPbDb5iHgZN9J1rJrzO3Mka+0RlFup5vJ8CTPDT/Xsvs+l5wTYVGtytQbVYVQD+xmQW4nb1OsFLkwdAGno/EjZ1omqVKKvJ5nOLi7bVwuQToDmkv+AIaqotVMiXY7mhF8ONqcrt1uiaB2JyN5m4J5wuE2czOQDExWz2KyK7A6mAxaWPz18l8fLi42N/f+V1EUQqoPnH5gN4Jt2lke1fq4ox7eLD4aOkLTwS7Ly/CLX0C6lOFO8k5LNsowDa4ubXBnM8ZTT1qUXa3CJl1O773etEwW/3/23jNGkjy9z3zCpPemfJZtb6bHd8+O4e3sjri3BEUCd9qTiIMOogSIwH0RKAEyBCR9kPSFWEkfBfEOWEE8HCFBOh0FkXdHakmK2LE702N72lZ1eZ/eZ2RE3Ie30lWaqp7u2dndiQcozHRmZGS46n5//9f8sg+5NnGt7zuy1SylRmloZmwYmtYpiZqbk1u1s9NfsqSqsuo/NdXyvxi93zNnOo3FIAH+oOFfExODxQX0GgdCp9cBJIsyNycioWX6p+vy3z/7M9mnqvaXCIH0X7z9tgiUVjaiVpNyslTq8Sduapr4T3Y3UndTLoswqtdFXM3OyjG1Kqd6skJ7u7C2jgrMJyAVK3NYyFG1J7HHJ/F6RSRNTg4WFsWiCLBTra/l8xw+2CW1VEJTgUoF7fNVaJb7jDMdfo6ZnZUH9/59+YtBVSXldeXKV31kDl9jvlJx8Z//83/+Kr/ewaEPl+bCsq2BTcJNq4lhGrK6f0StWeOwcggb69KpaR1FJy4XnFki42q2V7aztSxj/k5pU8WokPQn2SpuUTWq4o1R6k1vK4pCyp0kb5bx7+62JyV96SwtSRS4v88V7zyfNrZEWAwp6i7UC3h0T8+1GUSmmmGrsDU62B/UrTw2JhHosfcWPOOsjjcZUXVMwB1gKjg1YosOhYIIi5pR7xMW3VTqDf7PP1rlL/73Plx6JxI8/tzUmjXy9Xw763X8vUcVFyC67/ZR1drEhCxO5nISBNu2BLvxuDyCpnmyM/igUabl8uABX/G4jMHN5frfazSkZKk1qnZmpl8sKEpveVW12pkc1WpwbwkokMxMS8zUahLcq6oIqk8+Ef1748bpJ2INY3part3HH3cyBo2GNFS3Jn4Fg3K9NzbkZ2wMnntO+kF8PqiWTNjqbbbQVJiINkDdhFSiffLHS9BatHpzFWV4lgiQC5U+xLQUsiUXybBB2N9E12y5KEtLjsPe14m5Ofmp1US1OhOiHL5inCfQwaGLO4d38Ggenp54mr3SHjulHWxsEr4EqXAKTdX4bP8zvrX4LUACxPL2Gvtrn5A3y1i2jU91M96MELtncpDqRFfdPgwgo2b9Lj/ToWkqzUqf8Z5b1VlwTxBW/Y/k//BY5PMStbWiR7+fSy/9MuM7Fvvl/aEfUxSFyeDk0Pe7KTZOKGMaHxeh1k0yKZH/sRpi37nLvLgwzo+3fkzT6pcYfpefGzM3Tm2k1xrxul/eHyosQEREpdrkwWqNS2c7mZTuzFSLcqM8UFw8aqlWi7k5md7UbdLWano+jscD3/2uBMirq7IqbpoS405PSynUoEq7YdOoFAXOnpXrlE73vmfbcuvW1yWj0B1ANxryaLVKnloZiGpVjmttrTdroGmdCUmtVXzTlPNolXtBxy381VcfP56amZHj39gQUfH553IM8bi8fryH4+BA+kReeUXuyd33K8Obay1LlEIshq73TojqpttDZFSWiEZDhisAjaZcoIXxSue70unTjQhz+PnCEZQOPyU44sLB4YiG2WCnuEO9WWc1v0qhJv0WAHvlPYqNIvMRqWc+KB8wFhhjs7DJrYfvYhsd4WCYTQpmhXAzT/kgCHEJiI8HnkF3EAWFgCvAmH+MmfAMJT0KxQcENa+McEVBVRRiWvDE4vmG2WAttyYu1daRS3V4ti2KTqRWg3fe6V2yrlRQP/mU//m5X+IHa/83uWr/krXP5eOVuVdYyXR1GNs2YPeVR3k0jzSzj+LiRQmOugM1RZEI8swZER6K0u6uTgKvL77Oen69z6E7FU4NDPgHYZoy/Qgkw3IaVtdsLp3t/DnqjfaZFLaeoW6C7iAR7wgb7hG43fDiizI9adSgGE2TKjqPR36GmtAZhiyZZzKy87k5PAPEUAtVldswNSW3olCQeDYclkB7fr7T2F2tyq5zuV7xoKpShpXNSgB9vBypVpPgXdelb6NV+lQui7joLkUqFkXQLC0NvxanpdWwnU6frrKoVJIekKeegp37CiN6uNsq6cqV4UKouxyqnRE5bloI0vt0hAIEPE1Sia4NnZVrBweHrxDnbyAHhyNKjRK1Zo3bh7cHlkVVjAp303c5nzjfbvR+mH2Iz1QZNBW0YFY4LJdJxiXgjPl6l5Y9uoeIN0KulkNVVGLemIy7rbpkAtIRk64YHl9w5AzOTDXDe1vvicv3EVWjSraaZTm7zEupl/p7K46zvj64Fsa2iW9l+F9f+F95d+tdPt37lFqzhq7qzEXmeHbyWaZD03z/7e9Tr5Xh8OCohMkGnxcSyXady3hwvKc0bCDhMLz2GtaD+9QOdlBdbrzzZ2SZvbVMfwyv7n1st/TWSFRgYBakG7fmRlVVapVe0ebSXCT9SQ7Knfs3qPRpKfZ4kXAiAS+/LOVRg8zvkkkpdTpxWEy1Cm+9JRF6uSxR/Ooq3itXSCaX+ry5uvH7e/0WLl2SrMbSkgifjQ0ZmTqoMbk1WfjwUFboj4+rbQ2/aTZF87R6NyxLtk0keve3tvZkxAXIJTmeOBvFzo4IhpfeCPLesovcwYA6NJcLNRrmytVeA73jRKOdXhdVFU+Lu3f7p3Dh9oDXA7U6yUiDly7mOr0nHo/jzOzg4PCV4ogLB4cjFBQ2C5s0zAambVKoF6gYIhs8qggBl+ZiLbfGN2a/0TZ6mwxNsZIdPBfU1DUM02AiOIFH6+9WnY/MUzbKvavYC4uyPHtwiB+dK4v/HZy9ODTlXWvW+oRFN+VGmXc33+WbC98cXR50cCDL0K2l7i6qmX22iluM+cd4Y+kNEr4EIU+op5TrpakX+W8/+j+g3iVQqjXY3oJUCn8owZXxKyc6m9eaNZYra2wE9zB8JlAlpKyxkFdYiC6M/OyTwq25qVqDlowFFZWwJ4yl9IuxufAc9Wa93YdyvCRqKbbEfPTxJ/pEIjJpqVSSYLjleD0xMbjUaW9PgvBCQQJ5vx9ms/eZ2VxB293qqACfD8plFq5PcXh4umYGTZOguVCQ76hWZUU/m+2MhdW0TolRa7JUsynH5ff3TtOs1WjP3TWMBjWjiTfsRQ34CIe1vl6OUkk+Hxj9aJ2Kzc3R7ufHaWW8Fhfhtf9lkf3/9yarWy6yJRempeDxKqReX2D+GeXEqpVUSgRjKyPl8UgGZW9Pfj27tb8rNcFC4z6//MIebtfRAWsaPPPMT34e7eam1LdVq3Kzz5wZkSpzcHD4eccRFw4OR/h0H/l6nmKjyG5pt13aYts2ZaVMtpYl5ouR9CcxTIN0RYrOk3MXqJVzbDeOldLoOtHEJBYWi7HBbt4e3cNT408xFZwiXU23x9lqiTGm5q9xeewyHn3ACJ0uVnOrQ4VFi1KjxE5ph+nQgMH5pimdrB99JB20iiJLqIuLWJrKp9U1Nswa9kGnEH9ZWWYiMMGzU8+2y46+5blIUZ/lU2MNo2vlX7EhWmhy5fxzPD/1/MjjrBgV3tp4i6rRG9gX60U+3fuUdCXN89Oj9/FF8flAb9Zorm+T2Nvhdm2DgtumGQqi6W5CnhAhd6g9Njjui+MPNYDeHhJN1biQuEC+nifpT6IoCgoKCX+ChegCSf+TDbqCwdETiqtVySQc912olU0yf3bA7X03z095SPornQ/cvcvUM2ukUheHGgB3c/mytOq0Bn1tb0t8m0h0ZhAsLcmfTVMyGoGAbNNsilCq1ztBtW2anXoroFK08JInGs6xMDcN9AfPo0rEHoW+LMGjfCYaZfx/eJXx9XVRPH6/qK5T1sLruiToHjzofW1qSnpkyuWO4WAg4OW5qxdwE5Br5fdLM8fjdrc/KnfuyKSiFq2atmefdfo+HBy+pjjiwsHhiEqzgkfzsFvcpdqsUm6U2+ZruqoTcAewbIuQO0St2RWBxBOkzj1PeO0++7U0ebMMXg++1CKL8VmmQlM0zcGRj6Io3EjdYDo0TcNskK/lAYh4IydOXmqxVdg69XYDxcVHH0k0mEzKEqlty5KzbXNzRmHHyMJsb82JbdvslnZ5d/NdXp59GUVRULM5fjVyg6veeT6qrpA1S6iojOsRzrhSnFt8/cRzurlzs09YdLNd3CaejQ8Va4+DZtSY2f+Qe/sWe7U0B/UszZoJ5TyMJakYFdJampnQDB5NMhL/4ytnOXB9wEZ+A1VR2/0kcX+cV+dfJe77ai2T63Wpehrq5p3J0DA13tue4aWZTeK+o2vfbMLWFs986yIu13ATPJdLhMXWFj0lVPtdvf+tZFnL9M/rPQqQFZOgXaaQMSiVYWrWw4OdIIUC5A8bUFdx6eDRLRpNFb/b5MXZfTwlD/j6y35OYxR4Gr7IMLaez7jdUh/2Bbl4sWNMuL8vWR7TlO8IhzuZqfPnIbXkBp5QPdgXoVaT7vfj2LaIjunpn8x0OwcHh58qHHHh4NCFjU3ZKJOr9TYuN60m+Vqeul7njHoGXdV7G3fHJwiPjRGuVGRZ0dtZPTwfP0/QHWQ5u9zOdiiKwph/jHOJc+0A1K25GQs8eq30oP6QU29XrXaWm1tF9GtrYJqkc9vsxHTp0E0MXm3PVDNsF7dltKzbjaqonPNOM+OKc7e+Rcmq4VfcxHyxE6cj5Wo5stVeswTLtig1Sti2jVf34tE9PMw9/FLEBSsrzEcy/EGjhIFJypVky0hjmE2J9oIhmmaTreIWl8cuMxsfZ1f9gFwljUt1UWgU0BSNK+NXuJC88IUPY29PEkiG0SlzGtnL32yKOGw0JOPUVY5y584IYaFp7U5p01L5eG+S1xcedt53u1EUuHpVYuW1tc60Kbdb4saZmU7vRAvDGNq6w+rqUdzdbMLmBgmjSbnh4zCj08hX8fgNQqEYNa1O0VKoN1RMEyaidV67kiHgsSCX7espiESe3IJ91M7Cbl2UUzR6KiONJ2mErChSDlUqSStMq1rNtmXilmmKyFj8En4FHpnDw+GjxSoVOYETrdIdHBx+3nDEhYPDES7VxXZxG5/uo6JVyNVy7YBcUzUinggRb4SD8gEKIg56xrMqKgR661NURWUmPCOu3sEJas1a2yvjpHKn0+LRPTQbJ9eEDPy+ljlCi2RSGqZzOdZqD+HsrES3I1jPr4u4SKVgeZlblTUeNvaomnUsbNyKzrbPj+/hD3lh+gWi3sGRWPe1tGyLrcIWB5WDdnO1gkLIEyIVTn0hA7oTOTyk5DpgMnXAw7VJ3KrOvGecklml2LQxXV50VSfiieB1q2izH5CrSzmaS3OR8EmX8b30PRFZiXM9u2/V5udyEo/5fFLF0u3pcOtWvxjY2JDV/suXB1SZHBzABx/0mlkkEnD9Ooatt6dfHcc0JS4sa+ews+u4NYukr8xhxS/lUfF4zyxZrxcuXJCf46yuyn8rFVlp39+XVXdVlXOLRjuBf2ucLOk0NAzJTLhMynUvQZ+JUqng9fuZShho9lHpkwIBj4lhttRVv8o67i7+hWg24b33mD5Ic2t7TEa86ro4ILcc8wbg8534K/JI3Lolo34nJuSnWJQMlKLId7Wel/feg2984/FNBB+Lk3o7vtKDc3Bw+KpwxIWDwxENs4Ft2ZQaJRpmA5/uw6XJaruqqFi2Rb6WJ+AKYGNzNn6Wg8pBz9jR48xGZntGr3p178mjWB+RmdAM99L3Oi8YjaPRolmJYiMRSKVIzaT6P+z394/q0TRIJCgVd0616tj2rQiFuD3j4a2P7rBv5KhZIsyUYJC4J8l0JcM7m+/w6tyrA4VBq9/Esi3upe9RqPc2CdjYFOoF7hze4Ruz3xguLnK5TjZmcnKwAcQgdJ1N45BkvICmmWztjFGpeghrfsL+IISlpMwXKVFM/BGB0Lmhu7pzeIfxwDgRbwTblok/q6v9hnb370uDcyIhjbzDHqVaTRykDaMrkG424f33+5sN0mn4/HP24tf6JjXZtgicvb2jFXH/HAQUKJXYPoywY8R56lyDmj6B9ek8vjXRjPPzg9sGCoXOKNjdXXmtNdGpJSSKRemvmJqSWLRQgLCVo4BCta5SqetMx2skQg3yFReNahU94CFUrmLZEPCaTMfqbKV9xIIGvmNGjooit/vOHflur1eOeW7uEUulbt2CdBpVhaXJCnc2g3Jt79+Hp58eGiifOdObVbIsOZ69PblfLpeIhNNUCJXLIiy6CYUGa5tsVn7N5x9/NsAXZ3xc0in7+3LDo1HJKmma/P+T6LB3cHD4mcMRFw4OR5QNGVdTbUrduaIouJTeUp6G2UBVVLK1LFfGr/Ds5LN8tPtROzDuZio0xdXxq1/6cS9EF1jNrUqWxTQlSq3VpRHdqmOly4yVakyc/aX+D/v9g03rADUaw/S4KR8F+d1iqxtNkaCrYTb44/ptDmYCULAkygr4sX1+0rUsuUaBC4kLLGeWeXry6b79BFwSiOyV9vqExXHuHNxhPjLfP/3qk0+kfqfFgweSHnjmmZH7A2BmhvqqRP+xSJlYpEyx5CNfDGClAuiJErGxGmlzjf1ykWwtK8LKFhfwuDfeczyruVWennyamzelamkQti2B+R//sWQFjk9BOs5nn0lyKRhEdjqsi3lzk4b/Kscbn1dWjpnfRSJgGBgHObbSHnZqFvl0k0tXx/DqLioVab5+8ACuXes1f2s2ZV/37klfQGsRW1UlGM7nO9uWyxJwT09LwD0XrVEo+siV5XmKBgxiwSaxYBM77MZOJFG3sxzs2+QrOuFAE9uGAzPB3JG4MAwRNFNTvT0ehiG/AvfuyTGnBmjqPrpNToBz02XKNY2NQ5+caDY7cPrR4mJvedLGhnx3vdsv0zTZemhyK+TmypXRPc7DeltGbf+ViQvbln6tZrNjZFIoSErsqafk4js4OHwtccSFg8MRAVeASrNC0p+kUC+Qr+dpNGX1XVd1wp4wYU+Ymlkj6JJV85nwDAl/grXcGvvlfWxsgu4g85F5Ev7EqK97Ynh0DzdSN3hv6z3qe+vY1Ro7zSx7Rg7DbuJT3XhVNz9+//e58I2/2G/e9uyzsizeFaE14hEykQYf7X6Eacvyt6IoxLwxZsOzPSVWrT6R97be46ByALpLymqOYVomy5llwp4wV8ev9hn7TYemuXVwi/3KcCdwkClNhmWwV97rdQXf3u4VFi02NmQ19aTJNXNzuO6Ow95q+6VQsEpowQ9LOiDic3trm63iVp8Xxrq2zkJ0QbxKgIPKAQ8fDhcWLQ4OJDOxsiJeEaNo9S1cvcqxCPYYpolqNYHO0v3eXr+rNkAzmmQzF8MIN/CEID9p89FGk6vhEkGPPOeWJQPFWuZ3Dx+KWNjelvKclqCIxSRbEIl0Rt62KJeljyAQgFgqSCJX4f52AAWbSMCQAN80UXxeFJcGsynGIwWe9WeoGy4yxDkMhlnUFaJROZ9hTtdHl4CPPpJswYlDiwyjz5DjmaUC8ZDByq6f4rEmkkhEpl91C5eHD0X89exzfV2Ul21T93i4uTmN+cbYUK+LVvbntBQKUo7WKpX6ibK7Kw9BIiEHcHAgz2RrQlbki5lEOjg4/OzjiAsHhyOaVhO/y0+mmqHerKMpWnulXlM0GlYDwzKIu+I9zdFe3cuF5IXHauJ9XKLeKK8vvM7G5h/wJ+ZHpJsFfJqbOW2MmB5ARWXvYJXDjTe5MXOjV/i4XHDjhkR+pRINr4u3cp/SrCg97tK2bZOpZijWi1wau4RH85Cr55i1Z1nJrvDZ3mcDjqyXulknXU1TN+v41f6IyKW6uJ++j2EZaIomTtaeSPs+6KrenniVrqR7xcWomambmydHmIrCzI2/wOHd/yYrsQCxeE9pWLFRZKOw0c6ydGOYBg8yDzifOE/EE8G2bR6ujv5K6JjgtXzsTqok2dgQ0zZlVLlXIEBy2g13Oy8NM4bLZMCwNEpqk5qWoVioQwHqgSKxqIuZkAho24Yf/lCqXVoJmnJZhIVlSaaiUJBKtFBIYs7jJny5nJQRMTFN6vAOsa0GHt3EVcjKcAGPG/b3oFbFNT3G4vUY0aicZytB8N3vSpnZIKF0HNuGTz+VYxpZ/u/xDLTDnhurMjdWJXvpAuWjsrBgsL+Bu+XU3cO9e73mHfU6PHzIJ3+ikPyfkgMFwfGyudPwRT7zRNjelhtqGHJRuhXTaW6Og4PDzy2OuHBwOEJXdcYD4zxIP8C0TVRF7RmdatsySSrsDvev/v8U4NJcqC43E3qMCX1A4KlrmJbJzZ2bvLH0Rn9J0ZFhwp29TyjWi7g0F0uxJZazyz19JYZl8OHuh3h1L9OhaTbyGxiWwcd7H1Nv1pkITrS9LwaRr+XbpVQAWBbVO5/xzu0/JltNEzYqHHosGi6dTDVDrpZjKjhFwp/gbPxsu2elW/jIgY2IsgaNLxrATGiGe8kpqpHBTecb+Q28upewZ3Avim3bbOQ3iIxHsCoxauWBm7WxrN7DPjg4WVw0m3I6nmRSMkSZXn8V04Tm3Dl8Pgnw02kRLoP8GyxLBEGulqXWLDPh62RDClkPvkCF5cwyhmXgqk+yvCwr9q0KoXy+twTKtmVBW1Xl0FRVvr+VFKhWj5JaPh/+5y5xw7NPePMuB/s2xXAMKxBE1xvE/TvEo2WU6Jme41XVTinZaTEMqXga5YyNosgYq08/7X8vHid2NsGozp2+cqZctldYdGFvbbO6muTy5f73dP3RxYL+KP+KG4ao03RaFhVmZ/vtzk9DLgfvvtvpbQK5sUtLHbXp4ODwtcURFw4OR3h0DzY2EV8Et+6mbBz5XNgSuAdcAXy6jL1p/fenjdXAiMjkaJxsrVljt7TLVGiqbxPDNHp8M+K+OG7NzU5xh1w9h23b5Go5SkaJV1KvMBGQMTm2bRNwB8hUM2wUNpgLz/WVPbUIeUI9ZVX2e+/x7sqfUDKruFEZM9yEGwaFZIiGW0NBQVVVzifO9zTDH3e+JpHoC7R73jsFmqpxY+YG72y+0+tlAlSNKrVmjecnn2e9MDy6rRgVio0i57TrnFTlclzfjap0Gvi569fh88+xN7fYPdRZLcQ4DCzA7TGUO1KilM8f01aVikT7Pi+VmotKo0alUSEcM3qOp1Hv9Gts5NdR9hKAq6f9oNmUUqhisRNP2rbEroGArPCHw/J+pSL6dX5eYtCpKS9/6h2nbOwyPd4+uM4BZNIS/HZ1ZcdicotPe51a7OycIC5AOuVtWxpMajUJkqenj2rQhmPbA5JmpRGqslZjY9Xk8uX+34/x8cGVfcMIBB6hZ7pWgzff7B1HtrEh07AuXjz9l5qm1MIdn/2byci9mpuTVJGDg8PXFkdcODgcoas6Hs3DZHCSvdJe31QnBYWYL0bYE0Y9aQTjV0C9WafoVWF6CrZ3et+MRnvmZR5WDgeKi3w939dLEHQHOZc4h2EZNMwGn+19RtQb7cl8uFQXYU8Yr+6l1qyRrWWHOlFfTHYFMuk0e9v3KJpHTfQojOlhthsZoiUDZjvHuFfaYz4q3atuzd1vCLiwIEvaxyNPj+eRTAFCnhDfXPgmG4UNNgub1Jt1XJqLuC+Oruq4NBflZrntWTIIv8vPuG/8VOJiQDXOSHy+rnjb5aJ55WneK1wlXbcg3mm4t+2O6/XaGliVGureTmdpXAFTjVIxNAKRBsFIrzDtFhrFvE4tnyMZGOvpIVfVjufF9nZHYNRq8uP1yjaRiOiEc+fghRc6k6cWkiVuDWtgtpEL0yUu5udPnYTq4dSfWVyU56hWk5X9U6QFDGNAtsE1wtNF02g01bbTdjcLC48mLk41gndvT1Jid+/KgR5XI/fvyw08rR/Fzo48WPG47LfY5VB/cCCTCR7DRNDBweFnH0dcODgcUW6UmQpOUWqUCMQC5Ov5tlu0W3O3a//HA+N9q9ogq/fparodjCb9SVTlJydC2mVCqVmIH63i2xZEon2BQ19JUev1EaNqiYePtwAAIABJREFUXKqLbDXbFhXd+1AUhaRfXKw385vk63kSvgSKomDZFhWjgo3NfHSe56ee7+z08JBtozfbMOmKkW2WqFZrcvxH1zBTzTAflQlRgxrC8XrhlVdkJmmrM3ZyUoKdR3RYa5WELcU67sd7pT0yVTnWpegSLtXFfnm/Z1KYoigkfAmem3yOkH2yM3GlIrHzwUGn7B+gVC9RqBewsPC5fMS8sfaz1L0Cb9vw4x9DOqeBa3CmKJEA2zT59A93CbkbWEc+EQoQsbKEvA1csf4xVW5vp8G5UnJRO5qi1h0QRyLymLV6eLPZThajUpFb4vdLP30oJIve2axkMEIhmD3rYcVtUm0MPnbb7aZYkM9FIrKyPyw5NYq+fotiUdINhiFB8vR0Z9xVS/GdkoHrDImE7P/4LGCQtI+iDBxLGw6LCNvYOPl7Q6ETsjGWJRmGVlPPJ5/Ia1NT/Z3w29unFxetzIeqik34wYGkqmxbbtKNGyePPXNwcPi5xhEXI6jX6/yjf/SP+N3f/V1yuRzXrl3jn/7Tf8obb7wx8nP/5t/8G/76X//rA9/b3d1lfHx84HsOXy2qohLzxZiLzLGR3yDmjbUn/7RI+pOkwqnengFk7OiDzIO2GAEps1qKLXE2/pNZxfNonnbmAL9/5AiZvpKiI8KecNvTYxAVo1NScbypeTI4SaaSYTY6S76Wx7ZtDioHFOoFvC4vMU+MgB7g3a13uZS8JE3lmkbD7l321dG46E2x2jwkp6htCdNquL88dnlg1kUOKgDPPz/4vcck4U+gqzpNq4miKMxF5pgKTpGtZWmYDXRVJ+6Ltw0TPbrEa4UBU3UPD2VBuVyWeK9lE+AN1Ng1VsHT+yGX5mIuMsdkJNEzenR3t79pehBJJcNEsMJEtIZHNUBRcXskjl65V6NJvwtcNNHJANlWJxLujkG7g323W5JjY2OysD0+LpmGalXOdW1N/vz++7K9lOiHuPGSwjtvm9SMzu9U04TdRoKDOz4MoyNSfvhD+Y5m89F6DXqmyD58KN3XLSG9tgbLy+JI9wjGGOm09FocHEjcbppStjU+Dn6/Lp3ry8u9AiMchlSKUGi4/9y1a/JMDDNABBEWN26ccA2WlzvCAjrnu7Mjmcxu84xH6ZHofgA0TQR8qwzK5xtpOOjg4PD1wBEXI/hrf+2v8R//43/kN3/zNzl37hw/+MEP+KVf+iX+9E//lFdeeeXEz/+Tf/JPWDxWjhFxxvP91BL1RvHoUhYV88bYK+9RrBexsaXMJTBO0B1EURTGAx2BePfwbq+J3RH1Zp3bB7epGBWuTXz5M99bAe+gY+lGV3Vx1B6AR/cwEZxgp7gz8H3laNXb7/b3mdi5VBcXxy6ykl1BRcWn+0gqSZL+JC5Npg5NBifJVrO8s/kOL868yPjMDJ6b/QGdS9E5N3WF+mRKVvAti4g3wreXvn2aS/GloKs6qXCK1dxq5ziPMlndTIem2z0lZ87Ahx/27mdlpVcQqKosJqezBvd3tzB3VJJTbmLJTi2PYRqsFh7wwo0GHk9HWLXcsU+kXmdSOyB9t865yL6oinAYxsYY9zfYPsoQ2TaYTQV/yEB3dQJOVbPw6V40TcRDi3BYFqu7PS1UVWLMWEzOs5VE8vl6g/xMRn7OpJ7ltZd/zPLdGhsHPko1jbuZMWqJFC4kqTAxIZVGhiEJgb092f9pRrCqapcXRLncKyxaFAqS8TqFN4Npiil69/StZFKOq+VQPjkJc3NR8VfJZEQNtdI1jPamUFV47jkZc7u6KvtrHW4kIqVQMzOnML8+rk4ikc4UtMPDXhHwKBbjExPy2e5yqBZLS/2vOTg4fO1wxMUQ3nvvPf7dv/t3fP/73+dv/+2/DcBf/at/latXr/J3/+7f5c033zxxH9/97nd57rnnvuxDdXhCKIrCQnSBu4d38ege5iKDaw7G/GME3LJqX2qUTgzm13Jr7XGeXzZLsSW2i9uUGqWh21weuzxymtOl5KX2ON5sLUu6ksawDHRVR1M0FEVhPjI4OvJoHi4lL7Fb2sWyLSzbwqN5iPviPWVMlm3x0e5H/IWlv0Dq2qtsvv/7vQGfz4uZmkFFJeFLoCrqTywDNIrLY5fJ1/Nkq9mB77c8PFqkUhJ4r6zIn1tO1orSGxwmEpA4s8mDtSrlgovDHT8ut0Uw3ERRbCKJBjOLJbbNPJftCVRFavZPk7UAoFQiXt6gqh6tOtt2u9P70swkG2mNQtZNraKh6TaqZrNyO0Io2iCWrBOMGGhGhKmp/qD27Fkp2+/O0ChKx+QORFicPz84IF7e9OB/6lWuPJ/lQr7MH7wVZbYZRNMkHh+0wh+PS9/1pUsnZzAWF7uqdLa2hrvUbW2dKC5aZWjdCQEQwdVy5IbOec/NHVNjyLGM8udoMT4uP6YpPSOa9oiO48cbQWZmRBCYZm+mYnLy0SZGKQq89JIYnxwcyEVxuURJO+LCwcEBR1wM5T/8h/+Aruv8zb/5N9uveTwe/sbf+Bv81m/9FltbW8ycMDfftm2KxSJ+vx/txGUmh58GzsbPkq1m2S8PNnILuAM97tLdq9ijWM2t/kTEhUtz8fLsy3y897GY+nUFUl7dy8XkRWYjoyObgDvAc1PP8e9v/fu+DIZP96Gres+I3kH4dN+J43rrzTo7pR2mLz5PjDTZrQdgNCl6YNddJ3fwKTY2qqIyHhjnxsyNE87+i3N4KL0ApiklONPTgwM5TdX4RuobrGRXWMuvtcvgWmL0bPxsn3C7ckXirx/9CN56q2OqresSJC8uwtxCk08P0kzPWzQNhVLBhabbzJ8vEE008PjMo2vWZLe0y3Roeqg5dx+2jVmu0sBL3FfhSnKP9UKUYsMD1SqqK4VPdXNYb+ILNInEGygKWKZCPu2hkHXz9MUQqcuePn8HkKD3wgVZoN/b6xjlPXggsazPJ+d/967E2clkf7/zgwcw/+0Y+9UYaoiRY19B9rmwIPfsWOzew9wcvSNfR120ZlMOdFAzxBHb2/3CAuR8zp2Tc2xVQe3uyrl2Z1fc7lOUMx1D0x65ZUhopVNaBAJyMXZ25KK1uuxP1RV+DK9XTqRaFeUTDJ4ileLg4PB1wREXQ/jwww85f/48wWBv6ceLL74IwEcffXSiuHj99dcplUq43W6+853v8M//+T/nrDNF46caVVG5PnOdh7mHfLz7MXulPRlP643wzMQznE2c7Qmsh61gHydbk+1MyyRTzWDZFkF3sJ0BeZJ4dA/XZ65TMSrslfYwbZOgO8hEYKLf22IAtm1za/8Ws+FZEr4ExUYRbCmFCrlDFOtF7qfvc2nsEhoK5PJQq0qpRDBExCsGclWjSqaaoWk1cWkuEr5EzwhakCbt6dA01899k3d9Pu6n77OaW8Wud0SRqqjEfXE+2PmAF2deHDqF6ouwtSVeZ6VjiZ5bt0RgXL7c35uqqRrnEuc4Gz9L9ajJ2af7hl7blRUpb9F1qSip12Xh2OWSS1YoQLZQxzpaTdZdNtGElEQFwkZbWLQo1osQkv0pyvCFeJDYb3fDIHPXj9m8jJLLEHQ3mAkVmY8X2XbNse328/r1JDlzk5XtEtm0TtOQdIFL11icjLCQTPLCC5KhME3kBNLpdpmNEo+TiMdJJBTKZQn6s9neiaS1mjQqb2/LIne3UGn1ZZy6zIuOI/jCguy3NSRMUSSuXlgYMBE1mZRehEEkEiOFBYw+vmBQnpetLTl325aSpoWFTunbhQuPMDr2cTl7VhROt6Dy+eDpp+G1156MGPD5vqDycXBw+HnGERdD2NnZYWqqv2m09dr29vbQzwYCAX7913+d119/nXA4zPvvv8+/+Bf/gpdffpmbN2+SSqW+tON2eHyKjSIb+Q10VSfii4AtweNWcYuYLza8mXgEpmVya/8WG4UNDLNTrpD0J7k0domod7Bp20CaTQnqNE2iqyH4XX4WY6cfwdpip7RDISfjK/1NA38gKEHZUTAS8oRYii2h5PMot+9ib29BrYYPF/Opq0z80vf437Pv9wmvrcIWcX+chchC36Qnt+bm2sQ1VnOrRLwRGlYDTdGIe+MkA0k0RaNpNXl/+33eWHpjZFnXabl/X8rsB2FZsuibycgAKq+3fxtFUfC7Rhf9r693nJtbK/rHg0vThJUHGmZcxeOzjl5TKOZc3Ps0ythkDX+wSWyshqrSnhqlaXJbBq2kg7y+ugq2qYGtgq4QXYhhJhdZNy0Uj5tC3c30jAJJhTFmWRqfJlfLU6ub6OgkQlF0XQLu3V2x1Xj/XRPj9r3emvtsFg4Psc6ex+VS2uJpEKYp1/7Chd7e4JYgGUmxKNF7uQy6TnNsjKVvTnLhgtq27/B6RwwrGh+Xi3a8nkxVT/R6qNeHT6pqvddsSqwdj8ux6Do8+6wkCn7iA5RCIXl4790TlaNpopgvXPjpzTKYpvzi5fOd+rHTNNY4ODj8VOGIiyFUq1U8A/418B5FGdURg+m/973v8b3vfa/951/5lV/hO9/5Dr/wC7/AP/tn/4x/9a/+1ZM/YIcnQqlR4s31N9kubrNf3m9PR3JpLsb8Y5SNMi+lXmIyKEuiMV+MTDVDpprhoHJAo9lAVVVi3hhjgTE8mgfTNtksbNIw+4ftH1YOeWvjLW7M3Dhd2dTysgQLrdXIQECaRuPxJ3YNNu79GG5/1lkSP0zD7g5cvNSOkPzoRO9v8uKqSsUcQ0Uhggc2Srz1+/8b5XMa6L3F8jY26Uoa0zI5nzgP0COq1vJrRL3RkULLMA028htfSDR1s78/XFh0U6lIjf1rrz36d1hW73eMGsij4SGbDpGYynOw46OYc2NZCpal0KxLIOhyhxifqfDqXCdzs7AwWFzkcl2u0arWTpFMROvglnuYyVo8WFU4E60Q17IQjaKpGgl/HAbEc7mcBMtvnF9nc2eLddNHuS7/hIR8Tebj62zYUdLuiZHZFOi4bHf701nW6CwM+bw8+62NjgJR6/1t1Nde4FiSeTjXr4u66R5Fe/78SKEOg52zq1U5j0Kh/9j9fomNv9K1pHBYjEV+FqhWpW6w2+TvwQP5++2EKgEHB4efLhxxMQSfz0d9gA1srVZrv/8ovPLKK9y4cYP/+l//68jtfvM3f7NvotSv/dqv8Wu/9muP9H0OX4zbB7e5fXCbbCUtS5GlItg2RiDAdqxCtprFsizOJs6yW9olU8nww4c/xKN7iHgisqpsipvzbmmXM/EzVI1q32SlbkzL5KPdj06ehLS1BZ9/3vtauSyz7F9//cksjdbr1O7f7o+U6g0Z2XleRAEHh9QOd/GaUbx0fhe2KZLJpBkrzbI1RCPkajnytTzjwfEeI7y90t7gDxxjr7z32OKi1WB9GnI5eRQeVb+1vMZajGrGVRQFpZJk9Z5Fs2skq6trYpPRUMltTfDwdozY0ZyIiQlZjN8/1iK0uXnsFo6NEfNWCPuPRGkmQ3HVxHbNsXm3TLy+K3U9J6xqHxxAdH+bhYkqCxO9CyyVusbHKzk4PzHSQ669fUUSEa2hRV6vXKOh7tt9JwWqYuNO7zzaDdI0yVI8iis1/ZelXBbxOMjKAuT8VlZEfJzoDu4An37aKyxAFOfHH8tDfpqHysHhC/B7v/d7/N7v/V7Pa/nuEXgOj4wjLoYwNTU1sPRpZ0caXKenp/veO4lUKsW9e6MnC/3Lf/kvnQlTXxH1Zp0Pdz8kW03D1iZUu4zycnkoldmbiLKcXeabzW8S9URZy6+hqzoH5QNytRypUAqXJv8IWrbFg8wDEr5Ev5v0MVr9ERPBESMhh0XEhiFF50+in2dnB5c9eAB/JbvPfkanYtbgcJuJyj4VAvjp/KO/Th6aBpOWn6xbo9LoChaaRrs/4zBd4dsv/nqPyaBpD4nSjmFap9tuGJXKI0xZOmJt7dHFxd4xrZRI9L/WTT0fo2HXUT3SAKJqNoFwZ7m8Zey3tSW9uGfOSIvACy+Id0RLYBSL/TFaLKlx5sYSlI5KggoFzKlpKHqoNSBf1olQkoaIEaOM2v0WA9jNerAtu32uowYztchmaXs+zMyIsBjYEmGaEs0fYyJal6D/8BDi8fZkJVV98mVILQuHlklgu/9kBOGwxMzRfh9Lh24Mo18htzBNUeqOQnP4khi0gHvz5k2e/5I8k74OOOJiCM8++yx/9md/RrFYJNQ1D/zdd98F4Jlnnnnkfa6srDA2arSJw1dKqVFit7Qr0UO134G72qiyt3cIkRj5Wh5N0cjX8u2MRa6WY7u03R7T6lJdxHyxka7X3aSr6dHi4njX8WnfexRMk2lXnHSzd4b9euOAXSMLJRU0HXSLiG7zJ8oql+wECfxsUuCmskvTpZNQmlxMXGE9v066msau12FzA5omPtXNAl6mPn0IdZesliOmfDkzd+IhntTncBLF4slB73Fal7ferLNR2KDUKKEpGuOB8aH37HjgGQxKFduAGBnDgEpZZTwxCd4suXqeQLQsPRaq2haorYb41VWZ+tkaaXvjhsRmq6sdewNFkaB2YqIrsA2HpbwoHEbvqtLLV3QigaYE6SPEhcuFrCLn+u9To6m2u7Q9Hvnfk3ooWtV9ExOSuZifFw3dd38UZWD3+uKEqKhcxc3DDyUGbV13n0/2Nz//iCNcRzA/D599JomSRn+VYx/j4yJEHj6UPmqHIZjm6F/KU49Gc3Bw+GnAERdD+Et/6S/x/e9/n9/5nd/h7/ydvwOIY/cPfvADXnrppfakqN3dXXK5HGfPnkU/mi94cHDQJyL+8A//kJs3b/K3/tbf+smeiMOpKdaL0mx9fNn3iJxZwq7VIWKzU9xhObPMdlGyW4qiEHQF8WgexvxjxHwxwp4wDbPBZ/ufPXYZDyDR6YCgDnhyI2jGxki5k9yrb1O3ZNV8x8iIsPB6RFgAWjjG2JgXo7TG/6XcZQwfCfxkqFIPhjnQcwTT9zgXP8dsZJbCrZtYWhKvy01I9RHVj473/v120+ZcZI5c7WRxMR8d4UD2JWHbcOfwDsuZ5R738tXcKgF3gOennu8bvTto3OjiIty+3S88WjX7mqYS8SeYjsdZPFdF1Ww8mgdd691ZpSIlSuNd/n0tX4RgUFoThlY3HQVqsaDBTkZ6yKyWA/eIpXhFkYlH6IuS4TgmaPWwHwLy9169Lue/uSlTolrGepFIb39ua8xqq/ciEBDviuPVf6iqpI7S6fZLixMVEmGDu9sh7jWm4ZiAqFalbGllRdosTmipOBVzc5LF6ju+AXSbYG9tyUjiRxlB+7XC65UHd9giSfLJTYhzcHD48hlc/+DA9evX+d73vsc/+Af/gL/39/4ev/M7v8O3vvUt1tfX+e3f/u32dn//7/99Ll++3FNC9fLLL/OX//Jf5rd/+7f51//6X/Mbv/Eb/Oqv/ipzc3P81m/91ldxOg6nIOAOyBSiAeMobWxKVhUUlVKjxEH5gEK94xpm2zbFRpFMLUPJKBH1RlEVFbfmRlO1U5XyRDwnuLcvDhEouv7kSgbCYfTZeW4EzuNWdSzbFmGhKpCQf+A1RePc2AXcz73I/Sk3BaXONiXQdKKJFEzPQChEqVHibvoumg2JmsqYHiGk+ihaVQzLZL1xQNWsyXIzkAqnCHtG145MBCeI+x6vef2L6LADY5X76fs9wqJFuVHmnc132s3/LfrGoCKB9cWL/SU7jYY8doGABKSXLimEfH55JrXBEemwOMztPmEY0FEaI+g1CXhFaOja0apxt2vzMcbGjoSB2y1TiM6dk+1DITh/nrHvPAeaxvY2fPKJiJ+JCdm82ZSM0eam/LQqq+bm+qdxnTkjYqPvHGZnwetFVWzOTZe5Ol9kZS/APf3yyNREowHvvvtkknutLNFJE51bZWstTFPEjsMILl4cfGFnZpyaMgeHnzGcdZQR/Nt/+2/5h//wH/K7v/u7ZLNZnn76af7Lf/kvvPrqq+1tFEXpm2//V/7KX+EP/uAP+KM/+iMqlQrT09P8xm/8Bv/4H/9jpyzqp5igO8h4cJztYB7yhZ737KOfhlen3qwTcAcoG/31LZZtsZpb5XLyMpqqoSoqE4GJvtGrx/HonpNH3KZSEqE8eNApE/D7ZZrKIxSYN60mVaMq2ZZBjebPPEMkEuGbq3HeT3+Gqh+gRiPogRAJf4LxwDgezUOulqN4YRHmJ6kWS5TGLjMei7GfvY+NBKsVo0K6kmbMtsmbZdYbB9RsA4/XxceVhyiKwviByoR3BqvhZdJ8iUr9I5qe/vrr6dA0z0w+ejnicYJBWQQfNlb0OIZp0Ag+OL4w3kPDbPAg84BrEx2H58lJWZU/HlQGAlIik8tJAF6vy3axmBhEn3rq0RAmJ2XFfmiVSSwmz02lwvxYlTtbQeIho9P4MACXS1be27jdfU3REaTkq9u3zeUSAVGttg3BsSwJ9H/hF+BXfmXwIS4uyuO+sSEjcA0DNM3N+OUrzOtbeCpZmuokd40FcPUO1zCMzjX3eOTHMCRJ9uyzIy/dqWhlWra3pRSt+/6GQpI9isf74+RHLcX72jE1Jcrt/v3OKNq5uV6V5uDg8DOBYp+2INzhS6XVPPTBBx84Dd1fIW9tvMWP1n9Ecf2B/APXxQPS5AI6YV+Ec7Fz1MwaG/mNvn3EvDFemH6hXYs/HZqm2CiK+dkAFEXh+annmdKjEhXu7sobk5PSj+D3S22JbUtkYxhSzN6yeD4lVaPK/cx9tgpbNC0RJ36Xn/noPGdiZwaawK3l1vhk75OB+7ufvt82BwQ4Fz9HzBfjoHwgRnhHAiPoDjK9W+Z+WoYZLLknSeghbBt29uLshZ5D1aNcTl5uN8PjLuKf2CYxWcWre0mFUyMnbj0q29vwwQen27bINqHzJ2+sqzq/eOYXe4Tkzo58z0l/y+7tyWr3ID+NYVy/LpmBQbzzznD/C0DE6dYWHB6i2k20aBhjcnagsvF65bsiJyTWajX4T/9Jyr5OOl9FgV/+ZdnvF2V1VZqlWxSL8quTy/V+fzgs1ymZhDfeeDL9Fz/6UaefpNHoeFoMG2ikqvCLv+gMPHJw+FnBickeDydz4eDQxZWxK6QrabY8Yfb3H2LkM2DbaIEwC/5FVnIPmfCL07VP9+F3+fvKYcKeMLl6jongBLqqcyF5Abfm5pO9T9gt7fY0eAfdQS6PXWbCFYU//3OJ0FpsbkonaDjcWR6NRGQJubvY/hSUG2Xe2niLWrO3Ub1iVLh9cJt0Jc31met9AqMd7A+g3qhAJt3uUNatBMyExd9D94gZX61A3ayzHrKIFkJMqRGCmg/LUrj/cIa8moKgD4w628XtTj9FI0Rl4wJTbrh4+ZFO9VRMT0vm4uHD0dt5PDB+Nsv+AI+D4zStJnWzjl/tNBVMTUli6eOPh/tceL0SaL///ulXt32+rkfANGXe6fa2fMnEBFfOL/JmzjXQmwGQSHh+Hv3MPC+/LNmUjQ3ZTavlKBiUBuaZmdN5rq2vy2fOnpWJT8POV1Fkv49bJtQ9XGh/X3ohBl2/QkF+ikXpV/8Cg/76mJvriIvTiJXpaUdYODg4fH1wxIWDQxcRb4SXZ1/mx1s/RlM00qE0FhYRb4SkP0ndahBwdYr2J0OTbBe220F70B3Eo3uwbRtd1Xlh+oX2ivsL0y9QNaocVg4xbZOQO9Qxzrtzp1dYgNTLfPaZRJGtCT75vBSQv/Zauz7etEz2y/sYloFX9zLmH+sTCTd3braPsdQosVfeI1/LY9s2PpePg/IBMV+sbW7XYiIgAqmV6WjTNFDX1qEq2R2P6iK4fQilOly8SNgTJuwJY5gGlWaFgCuAPmnI0nK5zPrmJPnALAQ7tdSHlUNS4VTPyv/yspzmiAFGX5irVyVIX14e7K2QTEqZ0lpFYf+UJVSa0h+Fp1IymnVtTQL4Wk0C7FBITPBSKQneJyfb7ScnsrBwVHZjWfI8dDU6k8sR2tripede4b2P3EN9I9xuePHFTkZicXF4W89paLWdxWLw1FOSjTk87FTwaZok2iYmJBlXKEh51BctA2v1nmezcm1bJnzqkE7C3V25109CXMzMyK/sUE+OLhTl8a6rg4ODw88ajrhwcDiGYRlYtoVLcxFwB7CRiT0+3ceFxAX2ynsyVQrQFZ3Z8Cxlo0zTakowrulcHrvMt5e+jVvrXdb0uXzMRgZEyt3BYYu9PYmgCr39H5gmrKxgX7vGncM7rOZWe4J/n8vHufg55ss6rKyQy+2SMx7A5CTb7gabhc2e3ZUaJUqNEoV6gYUXF3Drcsy2bZOr5QjqPrb3V/B7g+A9qm/f3SNmuWj1yE7oURE0xZI4eh/1Frk0FwlXQo7Pq8PCIkZD4fBwDFy9Asi0TGrNGgF3b8f1gwdfjrgAKedeXJSgPrNnYGVyeDyQuhYnGBGhMKlOspwZZL7QS9QbbY+KPY7P12lRsO3BfatPPy1JoOO3+zhTU12WJltbg5+dUoloZoVvf/siW1sSfLcamgMByRy0RM2TojtL0iqXT6U6r+t6//edZpzrMFwuERS3b4uwaWlzVRXBEo32l5ltbsqvz+Oet6aJMHvnnZOnpF650p7Q6+Dg4PC1wBEXDg5dZKoZPtj+AMu2SPgSJHyJnvdbDdq6qpOtZbFsC7fm5nLgMiF3Z9LOq3Ov9gmLkQyaUdkyRBgUCeXzfLDzATvF/qXuqlHlk4//P+r7Fue9M+zX0lCrkL37CZuhxtA+jXQ1zZsbb/LNhW/yIPOAh7mH1DfXsLe32C5v0rANZqKzRM5dg1yOpBZmW8mQ1MNMurrmfGazbXGhqRrToWnW8+vttw93fVjm4HE7g/o+SiVZAf+yplGqKsxUHzCze+9orA/wtkvSFtPTxH1xIt4I+dpox9bTjhseNmnI5YKXX5ZkVavCqRu3WzIW57uTS63+nEHs7qJdvMjc3E/Gf2zQYzrKzK5lmPfRRyIydF3u8cLCsWA8nRblEIn0pDkiEfj93+/3lrSsTilULNZ+FNtjb0/YEuaIAAAgAElEQVTwCTw1sVjnfmUyR1+czUp2UdPwp+JcfDE0rEfewcHB4ecWR1w4OHRx9/DuwHGjLcb8Y9zP3Od84jzjgcF9D6lwqs/z4DjFepHt4jZNq4lX9zIzmcR73KG2Vcw9IKreocROcUiwa5qwtc09yyLlTmIdNVbvNLOQqUvkNqR2ZK+8x4/WfyR+E+lDWF9HAc56psiZZfbzO2i3TJLeGNOeca765lmu79Lsdtc+ip5VReXZyWdxaa4ecVEpDf5rx6W58OqDO5oLhS9x1P3urix/d2MY8OGH7VGrz089z9ubb1M1BjcKLEQXSIVTj30oLpdMNLpyRVbZW30J4bCU8/QF8CfNRP0JkkwONggE5ESKRTmBaJTNHY3DQ3nEW6fQMprf2JDszLNni2gfvt8zQ9YYm2Z38hnKNY333z/ZaT2blf0nkx1Nnck8uUxYJCKjdAuZJtv/z8c0CkU03WYs3GBca0DhLMxcejJf5uDg4PAzgiMuHByOqBgVDiujoxVN1YZOVlIUhbnIHE+NPzX08w2zwYc7H7Jf7hUSdxSVuXCVq3lvZ9+tJdcBUfVqZETnb7kMpokNrNX3CWt+GlaTknkUqVarA80eVEWlVC9xq3qLmfAM7PSuike1AFEtgG5rvB59Fr0idSjTrjgr9V22jAxN20RLJJmOzLIUW2r7VoQ8ofa0LNsaHBAn/UlUZbDo+VJn2q2uDn7dsqSe6OpVAu4Ar829xr2DFe5s7lBvGugui9nxMIuxRaZDT6CQvwu3Wxy4T2RUo8bUCaONnzALC3K5erBt6ZrvUgGbWT/r6gKB8SAbGxL8+/2SCWhp3p1tG+vdO7w4W0JRoNZQubMZZPv9JmZyg233Apub0nx+eCgacFCGxLalcqxWk/KlgwMRL63jPWkC1mkJ7z8gHN6G43YMD6Qc8Yk4+Dk4ODj8jOCICweHI4atSh/Hpbm4NHaJMf8YO6UdDNPA5/KRCqeGrryD9BS8u/nuQBdqy7ZYnfTRnAjyrHmUEZmclLmad+50amQUBc6fJ6eMGMfTlZXImWUueGfQujMV2uAAPu6Lk66mOyNfh4zzadomm94GC64I5PMENR/X/ItcY5FmIoZ242WUY5mRZyaf4e2Nt2laTdzefkNBv9s/MkD3+Ya+9fgMcWTvfq9SgeVlD5ubl/AYF9GsJqqi0ihq1BfACgxvJP5SmZqSDMvysjwb8bhkpsJh0pEltj+VkiNNE406Pf3lHWc4LI3OW1tdL+7u9giLUlXlw/shqo0cqec91OudEUoulzR7T08DuRx7uzbbAS+xoMFbt2NUG5K2sQ8O2ddmAY1IRDIRmYycdvdzYppSUWXbMhOhVXmoqjLZan1dBFyPf8cXpeekB7zniAsHB4evEY64cHA4QldP/+ugqzoRb+TE8qdutopbA4VFN5tKiaUzz3X2m0hIV+zenkRJExPSpXp/RINxMAheD9RklI2qqDzlnedmeRnbpXeasrtwaS6mQ9N8svcJMe9RIORxt/dxnLSrycJLr0iEtrcnge3UFHoqNTB6jXqjvDz7MncO71CbzrC7LpkTTdVI+BPMhmeHGg263YPdrp8YodDwep5QiEwG3nuv05isKEp7RG+pJDX3Ozvi2TCodeZLwzTh7bdFZIbDEmHv7pLRx/nE/yrFH/dez40N+PxzMdb+sqYXPfOMZAi2t+UxULpK/ZomvHsvRrmmkUpW0asF6OppMoxOKdiZoDx3a/s+7m8H2sICoFJVaGgWuDQCAUnCeTwiAG3TRKlVsStVimWdYNCFL+aj0fX57pajlRU5zkuPW7k0qqv7pI5vBwcHh58zHHHh4HBExBsZ6FtxHEVRmAw+erS7ljteMzJku/wa17wdp+f26J0u4r54X2lVD0tLcO8ecV2yEGe8U1wPX+SDaJXjoY7f5edM7AxuzY2iKCT9R2VYE5MD6lwATcOeGJfl8FHzS3M5qUcJh8HvJ+KNcCN1g6cmKvgzNbIZjaA7eKJ7+dzcY6627++LCggEZAn7eEnb0lJHvHWj61TG5nuExTDSabh58/FM4dpYlpRqbW1JYJpIyHgov793u+VlaSpQVSmhGxvjsODmvTtRzGZx4Iii1nTjRkP8GZ8kBwdy2Pv7HfdxddXNeNgkGmiyk5Gs3tx4BV1l6EVNpyFoeJjIZFh+qBAIgisWais3U+mMndJ10YaFAoSCJpHaPuP+IlnbhWK4oQFkKljuBCBi5Pjo2+VlKZF6rOxYMtmZxXucVnmjg4ODw9cER1w4OHSxGFvk1v4tAAr1Auv5ddKVNKZtEnAHCLlDXJu4hkcbMgJnBKVG6eSNTrndQnRhtLgIhlCuPc28fh6qBgQCvDp+HXv3PdKVNNVmFcu28Ll8hD3h9vksRBc6xnkTExKN7u+BdRR4u11w5gzR0IiAqVIRR7iWw7miSK3L00/LFB2Xn2+97OfNN082UovHj01HehSqVfGAKHY5owcCcONGb89JIiFd1J9/3plnGgzCtWs83PWfKCxa7O1JUP3YY0d//ONeh7hSSVIjr7zSGxlvb2PYTTYahxw2CzQtuHXrPDGliSedHnkg9+7JaT+JJnnTFGHVPbgqkZCfRt2mWbBxaRbTiSp7eQ9Wq+fGM6SEsFpld/2ACbvI/m6QVDiPK5+WmiufD3UiCbmO2kwm5VYb2SqFgklyEvLlrn/aDAO1WkHTQgN1sG2LKHqs7MX583LPjmcpotGfeO+Lg4ODw1eNIy4cHLpYii2xVdjiz1f/nJXcSk+grys687F56mad97be48WZF4c2IA/itNueZruJ4ASzkVk28htDt7ky/QzervGoUeC6dp23N9+mkC+QqWQwj6Y8+V1+rk1c4/WF1/ls/7POTubmYGpSAnRdh1AYVdWYi4yYbfruuz0TftpdtS6XuKshq8SvvCLtAoNsGhTl/2fvvXrkutM0z+fY8DbDZKQ3TDLpJVpRUpWmq2q7sY2Zi8UM9svMp9nLBeZmsMCiG42p2q5WqyhRJRrRJJlMn+G9j+P34o0T9kRkJElJVPX5AQkpwxwXJ5Lv83/NQ7HkjRvn8CQwDFqGPj4mUWRaRvsHumybTeCvfwV++9vh9y4ukgCqVikT4PdD04CTRzPuu8vhIZUGvTO53LCwMJFlUgS3bvUeSrdzeFJ72ZvUlSsEcNyp4gQ1zDcNLGPzzGP9EOJiVFgMIq4kIO7u4iDrRlPi0MsZ8Tzg91m/KZOBpADV+VXU0jLyLQ1qg4FRk+G4fRFzSwmIrb5HBs9T5WCq0IQEBo0OB0Ub/g4F+Rq2t31jyR+TbPY9xYXPB3z5JX1G+Twd1OIi1aD9Is04NjY2Nr8ctriwsRmgLtXRVJrgWA6aoYFhGBiGAZEXEXQEwYBBtVMFx3B4lX+Fq7HZu0FjntiYgZ0VcU98pu19Mv8JvKIXB+WDnvs2QJOZtsJbNPFpBI/ogciJcPGunkGgk3ci5o5BN3SU2iXMuedQbA1E/IIIhPu18Zejlyd7eOTzw8JikJMTiuC65S0uF/kE1Gr0VKvVd65eXR03QDuTH37ol6a021TAzzAU4A2u4ler9DM6Kohhhl5Xr59dDjVKaUYn74lkszM9V2wV8QOXgz4wAjhfpGM3YCDNt8HVUljwT26Sz2QoQBfPYccySj4/3WoDoRCwuYl2oYhqE+B5HXB6KCtmVQ7XbgOKAsMA3ub8ODFc0L1hQNMBgQdaAaSfA3JHA8tzvR4XQQBW52W0KjKcoopyg4YdCJyOgFvF5zcVOMcHpPU47+dsic8H3L79ATZkY2Nj8+vGFhc2NgO8Lr6GpEqoSlUIrACFUQAGEFgBAiuAZVicVE8QcoZwXD3GpcilmRvB14JrZ4oLnuXP5ZdwIXwBm6FNFNtFKJoCJ+9EyDV5Ms33qe+h6RrmvfOWfSOpegpXo1fhETxI1pPQ9H7w6hJcuDh3cXrWYqLRAah+ptMZK3r3+2liT0tp4bByiFQji5OUBrfgxmpgFQlf4uxsTrU6XPNuRouGQSJjtETINGWbwqRhXB/6PUNMW+UeeO5N8Q30xDypme659iYvOZ2Az4d0I424Nz6xp8UwKJafKC6yWcoENRrU77G+jlFHuElTfIeYmwO25oCsDIgspv6zo+uU6Co54XWoiPplgOMB8xQqVSCTBScpSFc9mF9zgI/NkTD0euHp5HBxoQl2oK8mEe7AGbf2pDH5WRvxPzTtNn23RptJbGxsbH4hfs1/Um1sPiiSKiHTyOBN8Q32y/swDAOyLsOAAUmT0JSb8IpezHvnUZWqCDqDyDfzSPhmq6kOuUK4HL2MV/lXls9zLIfbC7f7PQ9nIcvA4SGYQgERQaDakMRkYVFoFXpeE9M4qZ3gq7WvcDl6GdlGFpqhwcW7EPPELP09hpgW4PD8xK7ZVD2Fx+nHQwaGbaWNYquIYDmI+0v3pzue5/PDv7tcFHAaBqVEFIWWtwF63D9qSDDOu6zoT3KjnplEYtxy2mSBshBtpU1+LKIDuHIFSKeAahWMQwCcQSAUBhgWmq6h3Cn3G/QtmPhxHh0Bz571f5ckah5vtYCtLeg6Vbr967/SUyzb75e3sFChLJQoQmMAn3e4DWYIlxOlpgMticN8sIP1eBsnhe4902oChg4wLDgWiPtaKB/LiBoqjRML+BEwSvC7VTgEHZLCIh6UsLzKndlUHZ8tWfje1OskyEol0gMOB+m1paV3EDiNBn1GZl2h202ZwYUP67liY2Njc15scWFj06UhN5Bv5nFcPUalU0FbbcMwJwgxgJNzQtVV8CyPttpGEEGo+jnGTBoGLshe+Mpu7LVOUfRxgD8AlmEx753HhfCF2UfbttsY64jOZKhH4uZNy7dMbQAfoCbV0FE7cPJOLAfOaWUciVBGoGrhHr66atlAUelUxoTF6PN/Tf0VD5YfTN7vaGQmCBRQ5nIUQQ9mBJaWoDoEJCtHqMt1sAyLqDuKqGc4APV6KeFRqYBEiqadGQEujleinY9wmEYXjaYEvN5eZ3tbHfjMHQ5gjfpqXEYQSmlY3ciqPHFXPD8+gAoApV92dqzftLuLvGcNP/wooN0e/phbLdJ4gQANtxr8qKNRuj0NgxIgh4dUDjeKwXCosCG4HWXc2qxB4HWky45+n/RABkvgDcz5FCSEGmpCCE3Fgfj9NfCKG9e9FbQ6BryLNEVr8GAkiW6LYpE0J8fRMefzP91gJ00DnjwZHyjVbJLQePWK+otmvn8UBfjmGzoZk1aLSgPNe9/GxsbmF8IWFzY2XViGRbKeRK6ZGx9HawAdtQNZk8EwTK9cyCXMOL9S13tTgOIA4ghDqitQjBAct+/Pnq0wef3aetTS8TGwvDw8zN88hAnBuxWD5VDn5t496tQ2zdM4DlhehrG9jWKrAFmT4eAcmHNTH8d+ed/y2AzDQKlTQqVTwdvSW3Ash2uxa3ALFhHxwgLw4sVwXZIpZlSV/svzwMoKDuad2Nn7lyFhuFfag1f04vbC7Z6rOACsLmmoPD2lc9E0WoJfWLDshO6e5vtz/TotpZ+e0rFHIiQau8JmUhlebKGN2oi44CzKrDSt3zBvqZUqlX639Mgb82kV32VK0KNxcFw/OTRItUq356VL/Zje6exrTkEgnVQsUpA/WEmnKEBoxY9rSyqcqAOShAubBt4U5qCXxj1iWJYc368u17F2x4FLlzgIQgKqmsDXX4+3/6RSlHEZPOa5OTquhw/pa3P37vv1oYxiGPTVH02uDaKq9JUBZhQY5tACq529fWuLCxsbm18UW1zY2HRhGRaZOnWn8ixvmZUwm54NGHALboScISRrSUiaBJETMe+dtw7+jo/HpgA5WAGObBnI5s9fypBOT3/OQlz0nLfPgGf5YadxWaagfdYOa6cTePCAosZOB/D5sNc4wf7B/xpqPHcLbmyENpCuj59LU25it7QLWesHuY+Sj5Br5rAaWMW12LXhEi1RpKXfp0/7kSPDUIT72WcUhYoiDusneJ790fKwG3IDfzn5C75c+RIekWp7ljOPkJEUZLVu0N7pUNmSYYwFcDdu9Cuv3ptYjH4s8Dv88IresZHFoagEh1uF1KL7j2GAYNcQUZKohaJQoECWYehYfT4SREMiw2o8VyoFI5XGk7dr0OdfAYkKsL6OQECkzM4IjQbtb/C2Xl+n7IW5+a41BySJjollKchvNoGlzTAAuof9AC4VJRz+r+KQmZ6JrjO4cgXYvN5/TBDoYx+cRJzJkF4bJBodtpApleg9n39+jillZ3B0NF1YmBgGVTnF493PwzBIDaXTfQPNxUU6MKu0j8m052xsbGx+BmxxYWPTRVIlmLMyfaIP5U7Z8nUsWMiaDJ7l8S/7/wJF64+a4VkeK4EVXIleGQ5+k8nJO04mf5Y66SX/El7lX51ZyrXkX6Im4GaTHNfyeQpufD6q6R4oUNcNvVcqNtZ03bVP/jH7Iw4rh2P7aSktPE4/RraZHWpil1QJO8WdseyJoiswDAOHlUOwDDs+qWt5maYTnZ5SxBoMUjF7N0rUdA07hQnlPl1kTcZuaRefzH8ClEpgCnncuQA8PfDjtDiQpUqleuKC5ynZsDR7H/57sxHawLPss6HHGAa4dKOCV49DUCQOYdccHLyjZ243qLk2NiiD8fw5LXTfuzfQ3x4IUBmWueyfzQKnp0jXfejASeKxm56ILV1DpWLduJHLUQuJ+TUQBOA//2fKWKRS/SSTw0E/okhZhJaFh6VvzoHrNxjUMnWU6iIUjQHLAH63gmtbEjbvzY29x+UCfvMb+nrt7tJEMvP8QyHSblatN5UKXa/N6ZN8Z8bKh3ISqkq379qqQV4xg6O4MhlapHjwYLrQP/eYNRsbG5sPiy0ubGy6dLQOgo4gGnIDqq6CZViU22UYMMCzPBy8Aw7OgZAzBFVXUZPGVwhVXcV+eR9ttY07C3cGnpgS0GvvUIIUj08WLBO6U3mWx8W5i3iZfzlxsw7egQvhC/2a7k4/04B6neo7HjxA3Stir7yHVD0FTdd6fSMboY2haVWldslSWJhwLIdMI4M511yvxCzVSFmWZQ2Wjh1WDrEZ3hzOsAAUFG9vW+4rVU8NCcFJmBOzhDKJS5YFPt2sYWuhicOcG8W6CF1XIXokLG443q0Z9z1ZDa6iLtdxUD4Yetzp1nDldgm15AIi2hqKReBg4CU+Hy1+DwbVnQ6VBH355UAz9s2btISvqr0sWbIRoHur3SbxJvAILiwgEJizbLGRZbplzH1FIqT/VlaoD/30lDbFMKRnEgkK7L/5xvqctdV18LVdRFkJIq9D4A2A4xD6bHtiZzrH0f5kmSxCdJ0eO8t64ujow4iLWu38iYRkElgTUtYzfstl+kBXViiDZjWebHX13Q7WxsbG5gNhiwsbmy5e0Quv6IWH9yDfyIMBA6/o7blZwwAi7ghWAivwCFOG5gNI19PINXOIebqlLdHo5CjjXeqjL12iGpfRuusJ/QAmm+FNMAyD14XXYxkMv8OP2wu3Kcjf3x8WFiaGgfzLR3g0rw8JAN3QkaqnkG6k8en8pz2PjWnCAqBStJArhGwzi7XgGpWdtazNIiKu/nnpho7T2ikJoRlpKlPG5A6g6RraahvCSOG916Xh2mq3xoZlgd9yv8hfUMOgpNKy4xr8kRjS7QMUWgUYMOB3+LE2v4alG0uQJRb/438AS/MKWFWGPyLC7beu2zI9+j79tPtAOAz83d9RWmNvD3A4ILEbwMHIPWc8xoX7D/AWHkuBYU4EjkSol8HUAA6HdfA+NzecNAFIgGSzQLHogKZfAZQGmIaEQJhD4mIAKzfOrl9Kp0lUzFrq1GxaW6GcF6u2iJneM63sMZWijvlPP6UyQHPhgmFIWKytvcuh2tjY2HwwbHFhY9PFK3rhdXhRaBfgEl29Bm6AJkW5BBekTgN1+QR+dh4Q24BzckP3YeWwLy42NmhJcjRg93iGi75nxeMhl+n9fRIZ5ijaGWpzNkIbWAmsIFlLoiE3wDIs4t44wq6BPg2rSBGArCv4PvkUWsx6IpVhGHiSeYKgMwiBE/Ai9wLFdhEMGPgdfoRd4bHyqYQ3gaMq1Y4omtJzDR8k6AyONXKPNd2fwbnd1BMJahK3clhbWPjZ0xWSRIvWw728MczNxXBrnQ53kGJOQ6BwiECpRIqkyFD0PmFqVypFfiM9TeV00gOnp4CigH1ZAKTxz4bb28WlmzdRrjDI5UhDGwbFutEo+crF41PG3o6wuUkxM0AL9Xt7Awv0LAv4/DB8QAUAXyL9c/UML0ur/vSz+BDGeu/St8GymG6YYj63sEC1XdksZT8jkQnjv/6GKRbpb6rfT2k5GxubjwJbXNjYdBE5EU7eCY/gwePMY0haf9lR0iS06kUYhgsFrgYPtoBsjf6BnxDQD5VNOZ1Ud7K7S+UODEPR4NbWu3cBO51UX/IO8CyP1eCU8okJhg0nSgEqPz1I1w0dfz76MwxQf4Qp0AqtAk6qJ9gMbw5NZHILblyaIzNClR0vH/M5fNgMjy9zc8z5IreYJ4bXhddnvs4jevrN77dvU+37YFlbMHh2NPuBqVapSslqJbxYpJ+FBSr9MYP47J9fA8WBFIBhkBA1DMu0ga5Tn8TQ7cwwJH53dhDW8iiiL0A1jkXJqaNY3Ye83wLvD2JuMYz1jQgY8BAE4Pe/H2kB0DQSK/U6BcJLS2OjmVZWSKD8+CMJh9FpVCY+H739229JGK2tUabBqg/+XYL8D9HQ7feTBp1WFTlKOAwgEJ/s1j5Y9sjzH2D+8a+QRoO+l4OGKfE4fV8/VCe+jY3NO2OLCxubLg25ARfvQrKehIt3gQED1VCp50LR4dB46KwODQbedJK47FymqMbvA/zj9RMMRpZqXS4aKXTjxs90RlPQNFoCz+dpqXRhYbip3KzpHonsMkoZWJzudpxpZJBtZHFz/iY8ogdyu79srOgK3hTfYDuyTQG8YQCqivXIJi5FtnFcPUamkUGlU4GDcyDqjSLoCFruZ1bzQpOgM4iQK4Ry27pR32Q9uN7/JRoF/vAH+pw7HRIWP5fjWpd2e7KwGCSVIp164waAVgtKtgTAYqZqqUjNDxbzVi1X67e3gXweq/4f8bYUgmEwkHgGr8MaOkp3AprUBCQeDamBFJfG1twWVhLeYWHRaAB/+ctw9u6HH2j7y8tDNUjXrvWqscaSfTxPCRhNIwFi3srNJsWVbjdpp8HqoGh0inGfBQ7H+5dEmce6tDSjk3mXtTUAniU6qdFRXG43ZUE/BJpGXe6FAl24xcWJE8o+Oh49Gp8znM3SDfHJJ7/MMdnY2PSwxYWNTRdJlXBYOYTP4YOiK1B0BXq3BIFVZDhYASHeC83QkFUqJC4A+sfZQlwMlRl9TJjN2oM9IOk0ZVRu3aLfvV5q6jWjty5aMEBBaaNh6cZt9l6Yk7LinvhYMK8bOlK1JC5KHiCXBxQFa3MMHJtObF28CJ/Dh0fJR1NPIeAMvNP1vZW4hW9OvkFbsfAIAbDgW8B6aH34QUH4RZtk9/Zmr90/PqZyfHe9Dp6dUFpjgCJ2C3FhmURjWeDLL+EqlbDsYnBU8eMNW0DHGKg1cvRVhKIpeFt+jd//p2sABjJgT570lYKiUBav0QBevqSAMBIB7twBRBGtFsW7N27QbdpqkQ4VRcpYvHkzPFVK0yh7E4vR4z/+SJu+do2eX1ujkrJJWZBRlpfPbvqeFbMicpYyq0TCbIDnaCrUwQGpRnMU7cbGB7CBB9WJffPNsOI6PaULdf36xLd9FOTz48LCJJmkrOIHmwltY2PzLtjiwsZmgGQ9CUVToOoqBLb/DxQHGTp0yLoCF+tATW9BMhQ4GGFizcNacO1nOupz8vatdXN5Mkmrl+bK/PIy/X8mQ+eYz8N9tIdqoTulyuWiJeKBOu9yuwxVV3tlRX6HH1F3FPnW8KD/6ulbyJ0QRJbHpmMefo2niFFRMH/tGrbmtrBb3LU8fLfgHp7EdQ7cghtfrnyJvdIeTmonvelRPocPa8G1j+4z0zRyb06lKINhGBRbRiI0TnUUw6BV8ivLbsSDElKlCWNJLYQFy06ZLcBxwLVruM7uILnTRDs7ICy83qGAl+UMrG4XUcUxYtiiBxsNaqAw2dvrB4iKQvcjw1Am47PPetVbAAXbg9Otdnetx9XWasML7wcHlH1YXu63Ns0yFtbpnC05YBi0T03re4ZY4fFQM/ujR9MFRiQy0FAPUNpja4t+PjS7u9apnMNDymDOjY/2/Wiw+vBNdJ0ErC0ubGx+UWxxYWPThWEY6LqOUqcEGDQmlWO79buiCkgS6nobHMNiWYhANwzyxfCORxVbc1tDI1k/Ks6aRDNY9iOKFJW9eQPkcljlI0hLRXqu3QbevKbl5e51MvtUop5+lLoeWoeDdyDTyNCEKk2FUa0AziCuulaw4Zjv7+/oCNjawnZkG2FXGAflA+RbeRiGASfvxGpwFWvBNYjcu1soO3knrsau4nL0MjpqBwyY2Z3Wf0YkCfjjH8lYbZBWi+J0h4PiztEe3kIBwBUfFrY8eHmiQ1JGluADAUsvhPn5vkaQNRkn1ZNew3/ME0PswgWwDIM55f/FuigjW5pDS4gAEfqsWc5AKNpBYqUFt1fFae0UW3PdwHhQgLfb4+LWfD6fB5pNaJr1NLZOZ7xSCKCF+GyWblcz4yDLtBh/9y7Fypcv026mWc64XNTGdHxMQkAQSLAMlkhZN9aTuFhdpa/LaNn/3Bx5buzt0f4HL4fPRwmDlZUPly05k1Rq+nMfs7iY1rjN8//xmtptbD5CbHFhYzOAwAlUNjKK0wVIMgADumFgUZjDA+8l7Btl1GL9QNorerEZ3sRK4B0mQE2j0ehHM+Zy7Luuzk2rDRl9zjCAdBrq138Gz/KIhkKI8H4U1G5wKCsU6c5FoGgKcq1cz3H7tHaKsCuMmCeGBd8C5r3zqEk1KJUSBFHC7303EeRHSqt0nbqXY1RWocUAACAASURBVDEKaD0xGIYB3dD7Qu8DwTLs2ASqjwWzcq1QmPwaSaKsxuXLw/GUWcXG3r2N7ewzPH0y8Jn6fJbL8oJA040BYLe4i93S7tCo4cPKIWWMlu5AET5FdDuHKMeh1eIhS1WwLODyKBDE/r4GByLA56PIX5bHa7wYZjhgbLUgitbiwvRzHLwG+TwJLp+PgvZMhq6fKFI2IBgkPb2zQ6d+9y4t0A9mR9xuygTV68Bf/zq8z50deu7KFdrmw4ekj0ap18mUMJkE7t8f/3p6PKTDr1yhW1zXaXsforfj3MwyjepjJRymD6Rs0Tu1tmY3dNvYfATY4sLGpovACgg5Qwg6g6h0RpZHOQ7w++GUNHh0B+aEAJbXbmL58mXUOBWSKkHkRAScP0GkcHJCsznNSOj0lJZAP/98wPXsHMRiEztMayE3TnIvaAxvswrpxydo18tQD9+AB4tFLoTLF+9iV+CouRsAOh20lBZeF1/3VrkBqr3PNrLIN/PYDG/2ri38AtxCfVxYmIzUlDMMc+7JUL92Xr0iPXnWtFtNo1X0weFVvYonhwMr//UutAs1vHiiwHA4Le8Xh4MCbq8XeFt6O9HFvKW08JfTv8DFuwCBduL2qnBP+BiHskscR2mWFy8oPcAw/fs5Gu0fNMMAXi/igvWUpcGgvt2mQN6MhQVh+HdZJlFxeko946pKCbjVVeCzz+h5WaZDazaB776b7GdZLgN//jOJlrMMsMtlKoH6/HPr582G9F+UWIwujBU/88CCd+LePfqbmM3SfcRx9MFOMNC0sbH5ebHFhY1NF1mTEffGsRpchVAT0FAaaMgNwACcghM+VxjOkBM+0YPN+/8nME9Tn/zAUN/qhz0ombpTRzMKnQ4tk96/f/5tbm3RP8oDkZpmaPhBKCIj6YDMotwpY+/pn6C3WvBwTmxxADQdR1oRp2//hLtX/x7bzkWcyAW0w2t4LCexFd6CV/TiTfHNkDjTDR17pT1ci10jR223B+uRC4CV90Ag8Ast5X48DJbumO0M0xq6m83h/vpRv4v1m35ENkhPnp72A3a3u1/GI4rkLj+pz8VE0ZSZ/UKW/CMjmjc2SAHs7VE6odWiIHfwgBcWAJcLPKj9Z7RHwvwa6DoJB1NIcBw1dNfrdH6G0a+QOTmhczSzO0dHpGcSiX4y5fvvJwsLk2yW9nnt2tk91cUiZUam+Fn+sly8SHOHRw1AIpFfh7gQRVLEnQ79eDx2n4WNzUeELS5sbLrwLI9F3yIqnQoKrQKktkQr5gwFVS2lBZ/ow29Wv4LP6T97gx+CdHpy1JPP9wvDz4PpubG/TwEGx+F7MYecfw5gWMiajL3MK+jdxsmm1sGOp4OrNQc4MNAUCd8Xn+F3sc9wZW4bp2tbiGf7S8zrwXXsFHbQVvviRTd05Jo5rARWsOhfxMYXF2m+6mBzptvdn1b1C2IYBrLNLFL1FBRNgUtwYdm//LP10Jj98yaxGAXIo5i9q5pGwuHyZQp6l5fHX+vz0RCga9folmGY8dsmWUuOubZbIWsynLwTHdXCwb2LyIlYDayiUKCgvN+/sIzof1qmBoRnz0hFGUZ/HPLAmOZLl/olTyZOJ5UUmSICoLe3WhTQDyJJJLwcDhJVFy/2nzs46Gsas7/iLPJ5utb5/ExelTg8/IjFhcdDn8Hbt3RCpl/GxsbsbocfA07n2akkGxubnx1bXNjYdAk4A3AJLhiG0fNWaMgNqJoKhmEw557DamAVbsGNee/8GVv7QExbTjWM/qia82Ia8F25gmKriNxJP9OQa+agq8Mrmh2vEwWGR7ymAYYBVVNw7Oxg67N/QKryAmg1Ad0APG4InIAr0SvINqkkyqy9lzQJnyY+7a9o/+53FEmby+7z879YYFPtVFGX62grbeyX93vGfyZHlSNEPVHcWbgDnv1p/2yO+jrEYkCpRIEyQB95uUw90WaA3WhQMP3gwXS9yTCWg6IAAE2lOdPxGYaBm/M38Tz3HE15/D0iJ2JDvI+/fO0YG0i0v08f9ZUrHOKffkr3YKtFwnIkHeBwUGnRt9/2BxtFoyRWRg3kJ3lYcByJsKdPSXS5un37xWJ/t7NMkJKkfvboLHGhKPS5TJub8FHgdn8cnjs2NjZ/c9jiwsZmAAMGJE1C1BPFnHsOkkoRhciJvYbimlyj8p6fg4mzQUHL0R9g1e64ejz0e6Weo5E82Qw94HACPh/yPgfikVVqbP/kJjLxZWxJEtRH3wL1rpmaIADLS+AiUSz4FrDgW4Cqq2DAQOTF4VIZ06X8F6TULuFF7gUqnQpUXcXz3HMouoKQM0TlcQPjiPPNPB4lH+HB8oOf9JhG+1E5jlbxd3dJVJyejlezMAwFvLIM/Nu/UbVc0Np7cCKzljsBgE/04avVr5CsJ3FSPUFH7UDgBCx6F8Cn/Xj+iIXu0iyba6tV4OuvKUm1vu6YWmPkcgFffUUJtsNDElSBQF9oSRJV9zWbtPg+qk3NFhNJous3GEu32/T1mTbZ1GRQ4yvKuIDTdRKAuVx/wi7L0rGurtJnY/cZ29jY/EfBFhc2Nl3M6TimLwPLsGMjSr2iF3OuOVQ71Z+meXsUn4+WXEfrYhiG6mA+AC1lILpSFGiHB4DcBlxuipRaLUCWIEXjAMvBWF4GEwhCbTeBl9/CKY1EXvsHtDzeNRY0V/pdvPW4V1mTcVw9RraRhaqrCDqDWA2uUvP3T0ixVcS3yW97n3uumetlLErtElpKC5ejl4cERqFVQLFVxJz7p+vItfKv4HnqVf3uO7q0uk4/PE+3yI0b/VJ5WabXffXV+fzW5r3zZ/ZcAORdYn4vVgIr/clo+Tw63z3HHx+6oetM3566az5RrVLwXalQ0u3pU8pMbG/TyyY1rzMMnVs8TlU8zSZVVLXbtM1Bvwm3mwQJx5FwGPR5rNUoK2Tq8fOMfZ2WHFRVa9sIQaDje/aMsiP3738Y/zsbGxubjx1bXNjYdKlKVSiagvXQOgLOAHLNHOpyHYZhwCW4EPPEEHFHwDEciu3izyMuAHIvDgQoQpEkWpK+cOGDjZwZGvGazcKhMZAAci5jWaDZQENto9FIQY/MwRANOLMNXJZ80JQVLAsRJOWRgvd0esy1fDkw3gyQrqfxx4M/ItVIoS7RtRY4AVF3FLcSt3Bv8V7P7ftD8zT7dGjcaqE1PPe1o3aQqqewGhh25z6uHv+k4iIYpJ8hPwdNQyWngNEFLCwML4FzHFWUDSJJdLsM9hmcuV9nECFXaMxRfZQxB3OAIv5Hj3B05ISmdz8vVQUOD2GIIg5KwbGxuoZBvd2KQuVSn3023aJgZ4eCeHPw1PPnJKTabRINikI62OXqTys1Ybpap1DoZxG8Xrq9XS4SHuUybY9l6blB4z5BoN9rNdrOoBB6+9a6LCs8YCBfrVJ515df/oxeFjY2Nja/ELa4sLGxIOwKI+yi6MAwjLEA15jmFdFFN3Sk62m0lBY4lkPcE4dnwvz+M1lfp59RJIkiJpalFeJ3qL2Y984j3+w6aNeqiPJ+1LRuNsPrRc6hoqIqCPjCMLqCpqN2UG8o+LrdxAPPJczxPhTVgQhrpHHAJbjGvD9K7RL+5+v/iWRt2NVMkdtIlV6icPoGTLOJe5d+d+5zOot8Mz/WLzDaZwGQ4FjyLw2Nwh1sVP+p2NqiCUaGAaqDymaRPXICbZFSFbFoz7gwHu8mlwYCY0Ho+RGeq43lduI2vjn5ZjibNcBQpmKQoyNA03CcH89OHT0pI+8K9pJg5uRQr5du3ZUV0iYPH1LwbdUTUi6TsDBZXARevqTzNadCtVq0XZ6nx02xEAj0dbLZN7GwQNdIkig59/TpuL2DyzVsVh2LkbiIRPrXtFKxNrtnmGG3cIAERjJp3XBvY2Nj87eELS5sbLp4RS84lhtazQZguXJ+VtbioHyAN8U3QwHrS+YlYp4YPpn/5L0cpnu8fk3LpoOD/q9fp8jrHCz5l/C68JqOleUQ4nxws2W0dAlVrYmK3gLDcggJfaMzr+hFyOtFrZHBk/YB7nq28Ki52xcYA/UfbsGN+0v3x8754enDMWGBWrd2RjcgA/hj4f/CJ3UPxNv3Pmizd7kzvjrPMRx0YzjC1HQNHbUDj9AXhYNlUj8V8/PkXfHin05gpKgzuNnhB2qAVOiJJbAsNScPGi4zDK3aJxK0qn8ew2KX4MKXK19iv7yPk9pJr+co5AphLbg2Pl7WpNGApgEdZVjctmUWbw9YFFzjnhWmy/jmZr+P4vDQOtsyasui6/R6jqPzc7tJPJj7MKeTmr0YK109xLL0s7FBr/n3f6dtWd1a7TZlVmSZrmU4TEJjcFJrNmt9ORYXrUugDg/fQ1woCtV+2dORbGxsPnJscWFj00XkRCS8CZzWJphLdfGKXkTck2dM7pX28DL/cuxxwzCQbWTxzck3+HLly/ebOpRKkSPYIIoCPHlCy7SDjsdnwLM87i7exben30KdmwNbq+GScwm7UgqHcg4MgDgfhBikc/Y5fLgQvgBG0YBcFjm1CllX8bn3MgpqDSdyHp2VDQi+BBZ8C0h4E2MCTVIlvMi9GDl+Gcjmhjw9mloHz/e+wa1QhKLQc6DqKk5rp6hLdbAMi4g7grh38gz/kCuEXDN35nYTvp+nCX19RYMv9Br7LQdyVRH6QLLMpdTQ6HQAt3PMA8MwqLm4UiGvMQtD7qk4eAcuRy9jO7INWZPBMiw5109jgpnji2MvMjUPMOHtkkTlTleu0C17fDyebTE9LQbJZKi8yezfACgTUq9T/C3L/UPiuH6g7/EAn35KX5F/+zfKdggC3Vq7u9bm9ScnJF6CQeC//TeaFmX6z41mLRiGhMXCgvX5VirvMD263aYaMNMwzuejRpXRWjgbGxubjwRbXNjYDLAd2UahVejN8Fd1FQaM3mo1y7C4Hr8+8f2yJuN18fXUfdSlOg7KB9ia23r3A53gsA1dpxKVa9fOtbmwK4zfrv4W+749nNbqQLGATcc8VEMDDxZCaA7C/Doi7gi8YrdL1iEAmxdgHB4irZRwgVtAxBFC5Pp96gmZQkNuoCaNRGbVmmV0dyqXcOvo6Fzi4qB8gJ3CzpBvw355Hx7Rg1uJW72St0FinhjyrfxQyRvP8kOTwZy8Ewu+CZHjh6bRQMTTRuRiG22JRUdm0ZI4OAQdpwUX2ooEYPIqtmFQTBqNnktr9mAYBg5+cgeyYVC822gA0NbhaWTgFLRe9qLe5rCf8QD+yaWA5oSnt2+pKb3d7k+EMpHl4WlNlQqJkrk5yigUCn2nbZ+PMhKS1J/W5HRSBmNlBfgv/6U/2newpyUYpIlcx8fW06NqNeDv/57eu7REt/f+PjVrm9OgQyF6/izhcK7p0ZoGfPPN8EHV61Qz99lnH7GRho2NzX9kbHFhYzOAS3Dhi5Uv8M9v/xk7xR20ZPpHXeRErAfX8YfNP0zNWpxUT8bKqqw4qh69n7hoT6n7n/bcFDyiB9fnb+D6P96Amk2jcbIHR+kxRU3+CWVgoRAQDEBjokBggyK+GSIny7GnmrWBGwNMt6ge4bByiOe555bPNeUmHp4+xJcrX8IresmBvYtbcGMjuIH9yn5PYJgN/ACt6N9bvHeuka3vhdNJkbdhwOXQcX21jjcpL5odDpWmAASn//kOBunte3s0E+BD8vYt6dv+reYGjFvIlJNoN3QszknI1NzQ/UHAaT0lDOiLCEWhgD8aHbd2GW2AbvQ/sl5fg6LQsRgGbVMUqUVJ0+gaLC8D//AP/ddbeVv4/aTJ63USHqpKgiUYpG0OTp7y+YCbN6mH4ixn70GszAuncnpqrXYMg1IttriwsbH5CLHFhY3NAIZh4GX+JXiWx2Zwszctyi244XP48LrwGmFXeGLPxNhq/ATaShuKppxdbmKSSlEko+sUgblckwf0v8sy9Qh8PAHXXBjMfmV687qqALUaXHAApQOKOsNhiuxc40FlR+3gpHqCSqeChtSABg1+0U9lU04nZS8GYMBgTYzNbNqg6RpeF6ZnjhRNwZviG9ycv4mHpw+HxOCcew4uwYVsI4u22saCbwFO3onlwDLWgms/n78JQLU88/O9mqDVWBtv0x7kqiJFqBNKkUzMQDqVorKjSeZ55+Wvfx3u8TAM6p/I5UIoOYM4PJIgVnUYDgfaHAfesO5pMDMLJvk83dqjI2lFsd8/AQw3XgeDJCzK5eGg3ekc/hokEsOTmyeZ7gH0vtGvkGGQqBntX0kk+iVSsxCNnnPmwtDIsHM8Z2NjY/MLYosLG5sB9sp7SNcpmHMJrjGfi5pUw9PMU9xdvGv5/vOMTZ15BXw0msvlho0OBhEEYG1t5mOYhoN3IO6JI9PIWL8gkwaSSfDZPBZKIYATqPYkGqVC9c8/H4rS3hTfYLe422uajngieJZ9hgJbQMKbgNvvB0pliha7hHkvtlyLVIhvgWFQ7F2v0/9XtRzaUMCd8ZctXU/jWuwaPl/+HC/zL1Fs9Ufp+hw+XIpcwtXo1enir92mhoFMhnY+P0+1NWcE/efixg0Y7TaMcglOEbi2Wsez5BywOL00KxbrB+6a1p9y9D7k83Qr7u3RbTc3R//d2+vHuTzPYGHdicNDoJknUdHp0GsHg2rTP3Hw9pUkunSDI2BNVldpOhQwvvIfjZIAMculgL4WdTjoWty+PSxwZhj2NobVe9bWzicuzv3VnGaMYZtm2NjYfKTY4sLGpothGDisHJ75umwzi5bSglsYH8MTdUdxUj2xeNcwIVdo2F9i4s6yw8LCxFz2VdV+bYrfT4XrI9NkDMNAsV2EpEpw8A7MueZmFkFbc1vIt/LjpV7VCnB8AkgSLpQY8GApij08pIyF10vR4P37AIC3pbdjGYVLkUvINXPINDJI1VNY8i/BubwE5PJAswkv68TfJR7AeecLy8j47Vuqex+smDqtaci2oojMt7G0WZ+4SqwbOtpKG0FnEJ8vf97rAWEZdmpmqocs06ihwRK0ZJIaAH7zG8uszXlJ1pI4rByiFKsA7iZ8CovV7TgW+HXs7HAwLBqDGYY0zuhEotExq+c6jiQNJqvXaWSrqf2SSRqv6nQOZ0XcbmpqfvWKbslGgyZaRaN0fC4XfZxWl2hS8L2yAjx+TNuRZRJLpk8FQF+FQKD/cVy6RNsPBPru5YN4PNYjZKdhpRlDITq24+Px5wD6SjSbdP2XloYnTc3E8jLd6FbKZsViJLCNjY3NR4AtLmxsulSlKtrK2f0K5tQnKzOxhC8BR97RG+E5ibXg2mwHNTomZxBNA37/e4r6TIODwWNsZvE8+xzHtWMIrNBzvHYJLmyGNrEeWke1U8Vp7RSSJkFgBSz6F4eanYPOIO4u3MUP6R+GfSCyWTAMgwuSB1sYWEE1DFri9nrpv5oGjSFxMYqDc+DB8gP8mP0R2WYWtU4NHn8CrrWLiLsiuBW7iRvLdyxP/YcfKLgdhQULTWWQPXWjWRdw6ZPSRIExmDnyit5+o/osDDcc9JEkUjxXr86+LQt+SP8wPKbX68NRzoFHf5Vx8PoYAWYFzQYHWabk0NwcVaNFo9Y1/e86vXRvr58xKA8nldBqUdKG58dHr/p8JCDMhupSiZ5PJCYvuEcilKEY5eSE4mtNI62tKCRYcrn+fszP2GzMHjzfaHS8nGllZfpXa5RweLjnYpAbN0jADPZxtNt0bUolOu5wmITWn/5E57i2NqOZnsdDDTNm57jJ4uK5p6fZ2NjY/FzY4sLGpsssjdi91xrWr2UZFrcSt/Bd8ruJ21v0L072CxhlWv2G0S1mH6kjyTVzeJZ9hteF11TSpKpArQYHOKzHtoHYEp5mnuK75Hdj2ZfDyiFCrhDuLtztTQqKeqL4w8YfkKwnkW/mYcCAjytjxbcGV7MIYKQuZKT5OlVPQdEUWOERPLi/eB8VqYJqp4q7i3cRcoawElgZK0kz2duzFhYAEHQFe6OEG1UBR2/82Lg8vkTtET3wOd6jN2XUbnqQYnHyczPwtvR2SFjoOrD3IoByniJm3lNFPp9DItgfiWsGsIPCQtcpgPX7rUuNzqJYpOyDyaiWqlbpv6pKybW1tX7pkal1DYNG4ZoZjEnCwuMB/vEfx/sRTFdugATClStUhkQ9HlQKVSrRZNZEgn4Gr4HDQdYvo8RidHyDzeHTsPKvNGEYEhhra6Q537zpX7dgkLIVpjBpNIAXL0h43Ls3XtVoydISHXA6TRc7Gn23D9TGxsbmZ8IWFzY2XdyCGwzDzOS+PWiqNkrEHcEXy1/gdfE1cs1cb3tuwY310Do2QucwHojHJxd1W9RY5Jt5PEo+Qk2ukbCo14FsBtANSADeFPPYzm7hNO5CTW3hauzq2LmU2+XeRCWzdItjuWF35jRDEWUwOH585jJxt3u1pbTQVtvQDR0iK471MTAMg5AzhJAzhO3Idi/DYoVhAAcHky+X2Xhfl6hjt5h1YnmzAUEcrguaOXM0iWkjf841DmgYq9K8gx1/T1gAgC8oo5itQdWjPa8USaLSpZUVCrbL5b453J07/Wbp83BwMF3bNgcMzhWFfh9c3Q+F+qVHkQjFw+Zj5hQnn49u44WF8axFOt0XFrUaBebpNP2/z0fBfDpN+85kaDF/MFj3++ncJ5kI3rlDU17lcWP2IdbXJ/tWDOL3UzIhlQJu3Zr+2mKRsm/37p29XQBUd2aV1rGxsbH5CLHFhY1NF5fgQtQdPdNIzcE7ppqxAeTgfW/xHjpqB22lDY7l4He8w2pjIkGR2ehKuctl6SXxMv8SuqEj18jRKmdXWJjoho5XxTcwVD8QjyPXzGE9OL4sW5NqSNaTfTExysYGRXRuNxX5Z7pN3yzbH/Z/+TKOq8f4PvU9dgo7AEhIBB1BLPgXLAXaWcaCudzZk3Y3QhvYKexAUiUYOoN82omF1RZ0HSjlnGAbS0jl15Hj6dKurLzDJKWlpf45j3JOh/RBKp3KUGleq8GhmBnO4LAsEF9qolVowu+grm1dBw4PDRwcSwiENAgsD5F39Jq6Hz6kj+XOndmmFUnS+OmNZh1G+ziq1WFx4XBQYN5skkgRRbpsLlc/6Wa+7rPPxidK7e2RKMpkaBunp9QcDtA5BAJUAtXp0L6zWXr81i0SHmc1sPt8wBdfUMVRoUDbkCQ6DrebMkGbm2datgyxvz9cOjaNbJb2GZgw5dnGxsbm14otLmxsBrgUuYRiuzi1RGo7sj3zpCcn73y/8aUMQ03Rh4e0NJ1OUw3JxsZYlFhul3ujcOtynZZ69fGl55RSxFxNhRiLDvk8jHJcPZ4sLkIhGsHz4gVF515v36lsfR1YX8eP9T0cVg4hciIYMDBgwDAMlDtlVBt5XEQYfq47HsgfmKnvYdoIURMH78CV6BWkG2kUmgW0mzxKOQfyB/MICfOIeGMol+m1+Txd1o2N4VGlZ5JIWHfyLiyMd1Ofg0HTPwDIJa2X3T0+FUG/hGaOgtnd4yqypTbAqohzLbAMEI9x2FqKgGEoes3lyHvt3j3r0bCDmIJgkHCYTtcs/WfZ4TaA0QyA6VadStFPp0PbdbnoOZalrMWVK93sQqvVs9Ou1SjoN/si8vm+sABov6USvWVpid4fjdLH4veTsND1/gRn02TPFJNmT4bbTf0quRzdW4pCx2ZORj7P4C9VPd/kKIC+1jdvnu89NjY2Nh87triwsRkg6Azi3uI9/JD+Yawpm2M5XI5cnhxw/1SwLEU7Zr01QEukqRTw4EFvubguj0TeE0zpFEODrCoQz6j+aikTfDRM5ufpp1br17h0yTQyvfIeJ++E3+lHtdMt0i+XoBeKeMsc4aZrHVwqDQT8WP/yvw5tvtgqUr+GrsDBObAcWAYwW/ZH4ASsBFaw5F8Cw8nQShzCIetyJV2nhmFFodr5s9A0Wk1vuW+CWViDv5VBLKzStZibm+n4JjHaA1MtT06pRMMCLiSAv7w4QalpgBNIwvn8MqILHQiijrflIjawiTk3HVcuR8eeSIxvr1ym5ulWiz7SkxPKdpgZCzM4z2bpd59vstVCp0MB/evX/deGQn2zvO1tCqqdTtABffuq3wARieCNehPpNF2LbsvQxP1ks3Q+pu3L4SGJgufPxwVPsUilVmtrlPX47jt6jOPGNWGtRmLs8uXZshe1Gh3reTBFro2Njc3fEra4sLEZIeKO4Lerv8X3qe9xWD6EDh1xTxz3F+8j6JrNzO2D0un0R/YAFDGxLD3+4kVv3Ovo9CPJ5QZQGtscAwaM0wGwLLzC5EyB6Ux9JhbNpQfl4caIjSCVKrWbFSBPJV6qoaGk1hHlA1hpO7BWUIEwGe19n/oe5fZw5LVf3gffXIamX59tjC8ATWVRzDoxP3/2a4+OaCV90rhQTaNg+fh4sPQlACAAtwxseoC199MW8IgezLnner4bumqdIRM4AQHRj2ruAIV0FnNhLyCQEAlFpV6PiWEAB5UDBBwB8F3zj8PDYXHRbFL9f08oKArk4zQyP+jIMAxCS26s3w6DEzgsLdHrGw0q5xkUF2ZpWbtNZUajfQorK/1SpXyeRMGqt0gR/GCapFDAwbdvAO0awPM9D5NJNBr0eZivSaUo4xEOW79e10mbP3s2eQLUIK9e0evOuofeZdzvedy9bWxsbH4t2OLCxmaEZC2Jp9mn0HQNASeVlMiajK9PvsZmaBOXo+epn/kApNMUuZRK/cLzZpP6GlZXgWvXAI8HEXcELMNCN3TEPDEKUN1u6M0G6noHTb0DAwYUQwMbosgr6p3c5TvvHY+mso0sjqvHaMgNsAyLmCeG1eDq0Iq76asxiMAJuBK9glz1CXKsAEmn6JwBg9vuTSyIc8DJCbQLm3h4+rDXkD2K7DrBccOJdf/25OtVKNBquCSh2PIhdGEOwGxR/+GhtbjQNOpbKI1rNQC0av7jj7R6PUv2YxqXnIt4uPMEeqsJvihDESOAY7jvYoELgn32DNnaARqnQUBvA04HEA6D44Yjeb/UCQAAIABJREFUcV3XkW/lkfCRoigUaIWd5+m4//3fBwZ8yTLw6hVESUJQ8KDcEFB6K0EuNXDp71fB8SwuXSIhVixSP78pMAIBuk0bDRIWg1V7fv9wUscw6HoFXQcIjCiHckOA0tGAdg0Ih89suDYM6l1YWKDzOjw8WwhIEomGzc3JImSQt2/P3ua7eNrZPng2NjZ/i9jiwsZmgHwzj8eZx5YTowzDwNvSWwicgAvhc3R5vi+6ThHc3h5FuYOdrckkRT0PHsCZSGDeO49UPQWf6EPME8NRrIlUKgetWaf+C1GAL7SIpF7FqhaEm7eu6WcZdmiikqZreJR6hHwzP/S6mlTDfnkfN+dv9sbrmr0Vo3Ash4QQQsK1Ds3QwYDBohgmYQEAioLT2ulEYQFQwkYIp1BrLlg3yKdSQ4XvRqsNx8keYEgzjfzJ5ynwHA36fvxxsrAY5OiIAul3NknP5zH36AVud7x40sohhFO0jzvAfBzw+cEwDJa8C4jvU7NFTWvD0EP03o4EsVOC6Bz/s96Q6wD66QpFIXHx5MnI5OBMuvdAPCih3KBSskZJQepFBcs3w+A46lFZXqbrtb9P/QoXL9ImRv0b/H4yWB/t8zAM4PCNjJsjU5lrLR4+lwZXp42zXWcIWaaKwUJhtmxAPk/7z2ZnExfl8tnN1z4fPW+O6J2F9+j9t7Gxsfloma0r1cbmPwi7pd0zR9G+Lb09lyfGexOLUdBsGtQNdrZyHAmPx48BWcb1+PWef8O8dx6yoYIJBIF5MgFwzi9jKb6Fuwt34eSdOKocje2OZVh8Mv8JPGK/m/Vp9umYsDDRDR1PMk96pTwsww69d4huXwbHsGAZBj5uYEU+HMZxdYLV8QCL602oLgvXclUdckbzuVQshrvXKp2eKeo0jOHLC1CsPclXw4r9/dlfO8aPPwKahnkhhP/N/wl+txTAHO9FuNzGkm8Bn8x/goTq7NVlmc3HJkE+Dxjj9TmjdzTPU5ZlzJKj3K9z8rtVLEX64X3+uD1U+iMIpNd+9zvgv/93mrzUatHxcBz1WGxv08+kCVXJug+qNqw6zK9fPG709nMWTieVLplD1c4yDTT7M+r1MVuWiczi6H0eUcnz79X7b2NjY/PRYmcubGy6NOVmL0CehqIpyDQyWPT/TMuOPh+NtanXh8clMQwVsTebFDgnkxDX1/HF8hfYLe3iXw//FQFHAD7RB1VX4Xf4seRfQsgZQkfr4Lh6jDelN8i38nCLbsQ9cdyI3cDW3FavHAygxu5U3SKYH8AwDOyV93qNw6uBVbzMvxx/YTgMpDNAuw2GYbAidsuyOA64eBHNwsMzLwfDABvXCgg3qP+h10TbaACaBpYxkAhLuL5aw59+jEBSGLo+ZqPAGYyuvB8fn6+evtmkIPesUahjVKtD5hEcw+GSbw7spgc7p15A9wCcMBQNu1kHPO4OGk0nnE4Zfk8D0KMAN3wSg2VrptnemzcWxzBy8gthCQJnIFVyQtJZVCr9lX7z9rt2jQL7xUUSYedpatbm4ujIJ/C6+sLP7dAABohdCqOeou0Vi5P7Lni+b1ZtZmRCoen7HdyWogxnqprN/shjwyChEolM7/swWV4mHZubPs26Z7w3k4mejY2Nza8M+0+bjU2XjtqZ+JxmaCi1S+ioHbAMC6/oRb6VR0ftgGd5LPgWkPAmwJw14/NduXyZIqCTEwqUnU4qeHe5+ku73eJ0gROwHdnGQfmgF+w7OEev4bvQKuCgcgDDMBByhpDwJpDwJcAxHBpKo+fMbZKsJWcyFsw1c5A1GSInYjW4itPaaW80bg+WAy5vAyenuNB0wMU6KHK7dAkIBsGX+Ilu3oPwLIerV+ltySStKhsVBp52HUuRDhwCqYGQV0am3F3GnsHgQRTHTddmGX87Sr3+DuJiAlsLTRgG8AYGZSAG5qPGhABy/go0ncFCvAhW5MbOk2GAqLvfW2Ourlv6hYRCY09EAzKiARnlaBzzCcpWiCKJifOMarUkFgNiq0C+79gXDWtwba+h7XJjc5Nu+1LJejKV29034euda3RcII4y6GtifmUVhSoPRzMUzSaJG6+XhNW0JnCGAe7eBZ4+nTyWVhBIWMxizGdjY2Pza8QWFzY2XSYZuKUbaaTqKWi6Bs3QkKqn8CL3AsuBZWwEN+DgHUjX0/CIHtxbvHemV8M7sbJCQd/2dr+mA+gvHwNDxeOKpkA3dLj44UbghtLoCYvea3Wld+51qY5HyUf4zepves9L2mx1I4Zh9MQFz/J4sPwAj9OPx0wJedGFC3f/d2zNbQ27qQGIe+JjDtVWmM3mPD9oXBwAZACtfpphMdLA01wHNU6B3knCpbkQc8fgFKzrZpaXxzXILCvWo7zLe+D3k1i0iPovrkpY/NyPoySQTAYgp9zgWg1cDYqIr2Wwky6iUvN2l+yHBW5YWEIm6UC93g+QNW1CNiaRoCi+NTKGOBRCaD2ErS2yMZmE1zt5PK0VPA+47lwFOmtU8sdxYObnsXooYId8F7G0RBrk229p24ZB7/P7SSR4vX2Rs7Q02zTgSKS3OzidlB3Z2Zls0CiKJFj+/d+p/GuawGBZ4NNPqc/EbHzX9b4gW1qazcjQxsbG5teKLS5sbLoEnAF4RA+acr80JdVI4bTaX4JM1VPoqB0kvAnUpTp2Cju4Er0CgRPQlJt4ePoQX61+BYGboVD8PGxt0ZJqqUTLq4ZBUcz6Oi3thkJ9DwyQUGIYZizjkG1kxx4bHTlb6VRQbBWHsh6zwDAMRK6/JCxyIu4v3UdDbiDTyEDTNbgEFxZ8C30hN5LpWQ+t47h6DN2ib8BE4ISu54UFn35KUaiqIqdU8IzdQ8GxgmZwE+hUUe1UkW1kEPfEqSSrVus1CAgu3rJmfjSTMQtj7zFrbKZtjGGAq1fR/uYxDrMuZCsOKCoDgTcQv7uCVYHHlStkOoevLtIs1UwBmr6MxFwG/1/Bj7LRrwfiGAFaaRnFNolPs3SpVKIfM7geamjmOMqSFQoUybMsvaD7orOqylZXzycuFhe7gbbHM5QGuXCBjtEsLxJF4PPPKVgvlfrCSBCoJIrnSX/fv08f/1mYlYZ+P+3/4GC683ssRh+PLFNW4osvzt6H1wtcvXr262xsbGz+1rDFhY3NAJuhTTzLPoNhGMi1cnicegwdOhycAxzLoa204Xf4e8GxpEnINrO9SUltpY3j6jE2w5sf9sAYBrhzh0TGq1fUCCAItOy6uNiNOPtwLIeoO9rLGmiGBlVTkW/mx9zFw67xcTnJerInLhb9i3hdfH1maVTUHR0SFyZe0TvzdC2v6MXN+Zt4knliuT+e5XF34e7ELBPCYeB3v0Nl7wW+PzmEFk7g4pUwdp4LaHc1o2EYyLx9ArYjYEmkwJs/PcSd/2MJbve4u9zKSl/PDdFu05K3yzVUPO90DoyzLZfJzc2MuP1+ijgn1Ey9LCewr/hgyFmAaQMeER2XC/WUG3v/rGD9okABqyjS/SDL4GQZt9xuXNVVPN/P4+iQQaPiQuYogHqbhddLxxMKDZcLBYOkT8zL1oPjxgw/JInKg548oVPmOAq419aGvBOxuEgZgFmapFl2cgO0WV705AnNKmg0+v0Ply9T2ZnLRYm8aJT2a34E4fBsk70uXaLzMN2+J+H3D/uClEqkSQftXcwhbkdH/WP1eOjeWV6erSndxsbG5m8FW1zY2AywGlzFcfUYfzr8E3LNHMqdvpFbpVPpjXgdJN/MY9G3CIZh0FE7eJx+DI/ogaqrSNfTPU+IqCeKteDamAvzuQgEgM8+ox9N67t3W7AR2sBB5QDpehrlThmarmGvvAe34EbIGYJbcMMjeHrTpQAaOVtsF5FtZJGqp8AxHOLeOPyOAYdtCxiG+WDjeZf8S/CKXuyX95Gup6EbOniWx6J/ERuhjbPLzhwO7AY0aNwaAEAAcPlWCeljDwppF5RsBajXkQWLBUcQK2EFFxJN+I5zwObfjWUXPB4KYHtNupLUn78K0GcQj/dG/6yudj+SZpPMMQY7nGs1soX+8ssx88Hnz2kFHR4vsOml1+7t9YSJwTDYT89D15dx/Xr3TaLYayBwsCJuX1zE7Yvky/C0234xqQRHEEjjHBzQbTX0Ok2j1EaphJOMgIwUwsatAJrNfpR8eEg/KyvUQ2BOibp3j05bmdI6YzY0W/gv9nb/4gU1R4dC9HurRXpO10mfPXgw3Dthcvcu8Je/TJ/uxPP0fqcT+Kd/sh4kZlYc9j7PAU5P+3q+UqGPdFRQ1et0Dm/eALdvDyUWbWxsbP6mscWFjc0A1U4VdbmOjeAGqu1qb5Vf5ET4HX4wYFCX6wg4+vUhiq6gJtWQbqR7Hg2H1UPUpBrCrjBWAisQWKHnCXEjfgMrgZX3P9gzCrd1Q0dTaaLcLsOAQc7cYNCUm2gpLSz5l3AzfrN/HppCLtpqG/PeeSiaAgUKjipH0A0dBgxL126WYXEjfqOX6TgPhmFYNsEHnUHcStyCMW9A1dVemdcsyJqMbDM79BgvGFjebGBxvYH6N7tQPSpY1sCViIQtbzeLoIMa5i9dGtvmJ58AX38NtJoG2XQPzqvVdYqCOQ6xTxawtdV9/PDQenSSppE4+eSTXqYrV5Tx5LEPIWeIJnUpCrC7Oxz1GgaQTuPwOwcWF2NT/RkODgwUmxXUpCo4QYNLcCLqGc8sraxQUFwsUiaidz5v3gD1Oo7zLmTKPBbCScxlkkD4ytgyvDlN69NP6fdgkMqGXrwgfTKK308Zh0lO6LpOpU3mmFxBGM4cACQcvvmGSqVGBYYo0v739ujYRic3JxJUdmVmXG7epMtdKFDZE8P0BeWkjIO5zXr9bCGlKMCjR7QeMIunho2Njc2vHVtc2NgMsFPY6Tlzr4XW4Bb7q9jJerI3rtYv+nvBbkft4HXhda+PttAqmHN9UGwV0ZSbuBy9DIEVYBgGnmWfwS24EXF/oHFCFsiajB/SPyDmjsHNu5FtZFHpVOB3+NFSWvA7/HBwDmhGP3jdLe2irVLh+eixsQzby07UpNqQQ/d5szHVTrWXUVF1FQ7egZXACtaCa3Dyw43WDMOcu3+lrbQnlnCxLBBwVQGRivY1fmTpfEI9j8NByYanfywhJ7VhjDRNc6yBFeYQV+50J4aZHcKZDNXvhMNDYtCoVvFj9hmOq8cwDAP7r/woNNrINXJwCS5syV44J/lyZLM4OrIWF4UC8PCHBv7v/ycHuStsOF5HINxEKJLCYig+JGwZhirtJIkSNq0WqO6nXkdLYlFvc7iQaCLsUwAJJKJWxoXx6Sk1Kpur8z4fBdONBr1FlilbEI2eHWDv7Fj4b1hQr5MtyO3b48/xPGnEixdpW5LU7y8ZFSMsS/0R05q0RzHLy16+nC4sTDSNMlO//e3s+7CxsbH5tWKLCxubLm2ljXyrv9QacASGJh15BS+achOqrqKpNHvlOVWpCqeHgmJFU3rCwqSjdnBaO8V6kMbsmE7fM4sLRaEITVEoOjpriD+Ak+oJVJ2CS6/ohTfs7R3Li9yLnqjINrNYD66jITfw/7N357Fxnee5wJ9zzuz7cDjkDHdSEiVZi2XJkiV5ubLTNq6dNGgi203bbEhhoG2awi2SNAjStEjaooXTAkXrFAEKx4kDI42cNr1ucm/hXLt2bFmyLVnWLlES923I2fflnPvHx9lnSEoeibL1/ADC1mw8w8ORvvd87xLPxgGglDJVS9M0xLNx7Ones7rjbmAyOokTsyeqCrYz+QwuLl7EeGQcd3XfVTVj41qomorp2DQSuQQkSHAYHfCYPVDkpcW91QpExQ6TrnaO6DIVy0YjsGdDCMnEIiYCJiQzCiRJDJvrbU9Br9OAfBaIpcSl94mJ8ip5clJcrjeL7l0nc5MYC5fzdoLz5aAqlUvh3MIUtqgO6BvVlmQymJkRuymVmzmnTwNnL2Rw9NIlZPPlLmGFvIzgvAmRRSOyAwFIkKoK4ovpP/ffL4KT5BvTkLQIxgNmWIw1hfWhUMPgAhDpVbWpPzYbyjs5q1AoiN2G1ZqZEalSZnPj+yubqTWzio9Tw+ckk413ZpqJRMSPr/T9Eglx8HZ7/Uh4IqL3MQYXREuSuWTVFW+DYkAym0SmkIFRZ4TdaMdiahF5NY+sKmZKpPKpqnaviVyiKmWqKJgMos/ZV0orWkguIJPP1M2UKEmnxWrt/HmR3+F2i1WSJIn8lTvvXDYtqpgWVGwPW+zkZNKZsMGzAReDF1FQCwinRT5/MCUqWh0mB4bahpq/bnwOBbVQXqgvJxIRV/BdLkBREM1Ey4FFJgOkU2JRZRI/v0w+gzen38QDgw/UFZ2v1khwBOcXziOYDiKZTZbe20R0AkOuIbjNbjFgIHYBEgC/vnwZPWYAFqw5IHRFBCSN0rwsFliMBWzsSdTfp9eLr9deE5fqvd5ycFEcorB1KxKFNMYd5UV7IS9BrZlSndVLmEuESwXnVcxmFAriJYtX4S9eFJlWM/EZFLTGU+wKBQnTozbodPPw2XxVO0LFK/Ht7QD8OUBL4/S4vf5FlklNm58XwcF7abNajKFXS9NE3HY1AUyttjaRqrWaCdyAOMU9PaJ4+2pbDs/MAG5LBjh2rDxOXJbFC27btvKADiKi9wEGF0RLigvmdD6NK+EriGVikGQJi/FFqJoKg2KA2+RGKBWCvHTF26SYSsGFLMnosnchmUvWvXZBKyCZS8JuEAu24qK/YXCRSokE/1hM9L1UVVE1Gg6LVdT8vMiJ37y56XtJZBM4t3AOi6lFKJICWZJhVIzoUE3oVBzYYV2HBTmDeC4Ot9mNWDYGl8kFh7FJhe0SVVNR0ApQsMwKMhIRLX6KBc96PbBhA65Y41ALObEKDoXLKzOHQ/QT1euRyqUwHZsudd+6GqPhUZwNnAUA+Kw+XM5eLt1XUAsYCY1go7wRDocTWL8OHXMJWGUTEmoGJ0xhLHa5gMWzpefYjXZs7dhavcPk8zWdRVHqw1qcsu1wiKv8ExPivSaTQDqN8QEbNEd5p0KSG6xQHQ4EQpPoQYPgwidmfBQX8cXyDFVTsZhchNFcgKxodQELIAKMxXkjFjoW4LeXCxmqrt77/dCmppErNFjoFnOaVFVEEhVFCZomYqpmuwirUTteYzUSDeK8q7VhA/D226t77OCg+Nkvzay8KtksRPV3Zb9eVRXbNYoixp0TEb3PMbggWuI0OiFBwtnAWeRUcfnUrDOjz9GLxXQQ8WwcC6kF+Gw+bO3YCrPOjGQuienYNNrMbei0dSKUCjUMLmoVdxIWkgsYj4wjmUtCJ+vgs/nQc3kBunS6PH2rKBQSC3enUyxGGgQXiWwCJ+dO4n9f+N+Yi4vdC1mSYZdM8IYymMgXEFEsGDZ2o9PpwKZte3BP3z04GziLkeBI/YFmMsDUpFgMSRIUtwe63hxgadCmBxCrpzfeQDadQLAQhwYN9oIZtjNnMOuNAKEFIBiqfk40CoxcBDaL9jszsZmrDi5UTcWFxQvQNA3pQhoWvQUd1o6qtDZN0zAVm4LD6IDTP4gdu/cimYzjtek3kEF9kBfLxHBk8gju6rmrHGDIshim8NZboqAAEFfze3pEkn9tnozPJ6a6FReT+/YhIc8CsZnSQ2QZsDlziEcqaktkBbmuThSSRiippToQnQ7o7gI8nuJmEIDy0PZcISd2lRTA7swhEmx8jmJhPeKZNFCxMVHVEtbvh+T3QZZUqFpFgGKxiF2z8TEgsCC+qcEA+H1AZ0XAEwqJdlXhsGjH1NdXOemwIVUVT1tYEL8OVuvqd0BWWee/rK4uEdicPbv843p7y/X+umv411OXiDQfBDI+LlLnruWFiYhuIvxbjGiJJEkoaAXk1Byy2SQis2NIxoLQoMFodsDv7YLebEeXvQu/t/P3AIiUm9fGXyu9hmyWMRWdqqu7kCW5Kn3KZXLh2MwxLCQXqh4XSARw/uK72G0YRFujS6PBoAguslmxIqtIo4hn43h94nWcnj9d1RVIVQuIzF9BWpXQa/AiWkhiMreAvqiE/ukEMAT0Onvrg4tcFjh7BsiW81S6wyrk1w+LytQGfUCzY5dxOnwWM7kQChV1Fe06ByLxKMxqk5VgLA4kE4DFWqoVuRozsRlcCV3BfGIe2YL4uSmSAoveAkmSSgFfXs1jnXsdNrZvh*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*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" alt="" />

代码如下:

import matplotlib.pyplot as plt

colors = ['red', 'green', 'blue']
for i in range(3): x = returnMat[returnMat[:, 3] == (i + 1)][:, 1]
y = returnMat[returnMat[:, 3] == (i + 1)][:, 2]
scale = 30.0*(i + 1)
color = colors[i]
plt.scatter(x, y, c = color, s = scale, label = color, alpha=0.3, edgecolors='none') plt.legend(("Don't like", "Ordianry", "Very good"), loc = "best")
plt.ylabel('Video')
plt.xlabel('Fly')
plt.title('Test')
plt.show()

演示MatPlotLib中如何设置坐标轴主刻度标签和次刻度标签

 #!/usr/bin/env python
#-*- coding: utf-8 -*-
#---------------------------------------------------
#演示MatPlotLib中设置坐标轴主刻度标签和次刻度标签. #对于次刻度显示,如果要使用默认设置只要matplotlib.pyplot.minorticks_on() #--------------------------------------------------- from pylab import *
from matplotlib.ticker import MultipleLocator, FormatStrFormatter #--------------------------------------------------- xmajorLocator = MultipleLocator(20) #将x主刻度标签设置为20的倍数
xmajorFormatter = FormatStrFormatter('%5.1f') #设置x轴标签文本的格式
xminorLocator = MultipleLocator(5) #将x轴次刻度标签设置为5的倍数 ymajorLocator = MultipleLocator(0.5) #将y轴主刻度标签设置为0.5的倍数
ymajorFormatter = FormatStrFormatter('%1.1f') #设置y轴标签文本的格式
yminorLocator = MultipleLocator(0.1) #将此y轴次刻度标签设置为0.1的倍数 t = arange(0.0, 100.0, 1)
s = sin(0.1*pi*t)*exp(-t*0.01) ax = subplot(111) #注意:一般都在ax中设置,不再plot中设置
plot(t,s,'--r*') #设置主刻度标签的位置,标签文本的格式
ax.xaxis.set_major_locator(xmajorLocator)
ax.xaxis.set_major_formatter(xmajorFormatter) ax.yaxis.set_major_locator(ymajorLocator)
ax.yaxis.set_major_formatter(ymajorFormatter) #显示次刻度标签的位置,没有标签文本
ax.xaxis.set_minor_locator(xminorLocator)
ax.yaxis.set_minor_locator(yminorLocator) ax.xaxis.grid(True, which='major') #x坐标轴的网格使用主刻度
ax.yaxis.grid(True, which='minor') #y坐标轴的网格使用次刻度 show() ##########################################################

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" alt="" />

python中matplotlib绘图中文显示问题

matplotlib是支持unicode编码的,出现图1的问题主要是没有找到合适的中文字体,解决方法有两个:
1.直接修改配置文件matplotlibrc
这种方法我没有试过,因为我安装的是python(x,y),配置文件放的地方不一定一致,所以就选择了下面的方法
2.在代码中动态设置(推荐方式)
这种方式不需要修改配置文件,比较方便,推荐该方法,下面是具体步骤:
首先要再python脚本中的开头加上后面的内容:#-*- coding: utf-8 -*-,即用utf8编码
然后在代码中动态设置字体,下面是主要的几行代码
from matplotlib.font_manager import FontProperties
import matplotlib.pyplot as plt
font = FontProperties(fname=r"c:\windows\fonts\simsun.ttc", size=14)

plt.xlabel(u"电压差(V)", fontproperties=font)
plt.ylabel(u"介质损耗角差(度)", fontproperties=font)
plt.title(u"介质损耗角和荷电状态SOC关系图",fontproperties=font)

下面举个具体的例子,因为我在网上看了很多例子,都解决不了这个问题,为了方便大家,下面贴出代码,需要的话可以直接贴过去运行:

#-*- coding: utf-8 -*-
from matplotlib.font_manager import FontProperties
import matplotlib.pyplot as plt
font = FontProperties(fname=r"c:\windows\fonts\simsun.ttc", size=14) 
plt.figure(figsize=(6,6))

x = [1,2,3,4,5,6,7,8]
y = []
for i in x:
    y.append(-(i*i)+i+3)

plt.plot(x, y)
plt.title(u'测试程序', fontproperties=font)
plt.xlabel(u'x轴', fontproperties=font)
plt.ylabel(u'y轴', fontproperties=font)
plt.grid(True)
plt.show()

下面是程序的输出
Python画图笔记

 演示如何实现Matplotlib绘图并保存图像但不显示图形的方法

使用Python的Matplotlib的时候,很多任务是批处理的,

中间需要画图,并保存图像,可是不希望每次都把图形显示出来,

可以试一下下面的脚本testplot.py:

import numpy as np

import matplotlib
matplotlib.use('Agg')

from matplotlib.pyplot import plot,savefig

x=np.linspace(-4,4,30)
y=np.sin(x);

plot(x,y,'--*b')

savefig('D:/MyFig.jpg')

运行一下,发现没有,图形并没有在屏幕上显示,但是已保存到文件,关键是要设置'Agg'的属性!

Python画图笔记

Python 画文氏图

https://pypi.python.org/pypi/matplotlib-venn

from matplotlib import pyplot as plt
import numpy as np
from matplotlib_venn import venn3, venn3_circles
plt.figure(figsize=(4,4))
v = venn3(subsets=(1, 1, 1, 1, 1, 1, 1), set_labels = ('A', 'B', 'C'))
v.get_patch_by_id('').set_alpha(1.0)
v.get_patch_by_id('').set_color('white')
v.get_label_by_id('').set_text('Unknown')
v.get_label_by_id('A').set_text('Set "A"')
c = venn3_circles(subsets=(1, 1, 1, 1, 1, 1, 1), linestyle='dashed')
c[0].set_lw(1.0)
c[0].set_ls('dotted')
plt.title("Sample Venn diagram")
plt.annotate('Unknown set', xy=v.get_label_by_id('').get_position() - np.array([0, 0.05]), xytext=(-70,-70),
ha='center', textcoords='offset points', bbox=dict(boxstyle='round,pad=0.5', fc='gray', alpha=0.1),
arrowprops=dict(arrowstyle='->', connectionstyle='arc3,rad=0.5',color='gray'))
plt.show()

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" 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用Python画左右双坐标轴

http://matplotlib.org/examples/subplots_axes_and_figures/fahrenheit_celsius_scales.html

"""
Demo of how to display two scales on the left and right y axis. This example uses the Fahrenheit and Celsius scales.
"""
import matplotlib.pyplot as plt
import numpy as np def fahrenheit2celsius(temp):
"""
Returns temperature in Celsius.
"""
return (5. / 9.) * (temp - 32) def convert_ax_c_to_celsius(ax_f):
"""
Update second axis according with first axis.
"""
y1, y2 = ax_f.get_ylim()
ax_c.set_ylim(fahrenheit2celsius(y1), fahrenheit2celsius(y2))
ax_c.figure.canvas.draw() fig, ax_f = plt.subplots()
ax_c = ax_f.twinx() # automatically update ylim of ax2 when ylim of ax1 changes.
ax_f.callbacks.connect("ylim_changed", convert_ax_c_to_celsius)
ax_f.plot(np.linspace(-40, 120, 100))
ax_f.set_xlim(0, 100) ax_f.set_title('Two scales: Fahrenheit and Celsius')
ax_f.set_ylabel('Fahrenheit')
ax_c.set_ylabel('Celsius') plt.show()

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" 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Python 设置标签文字的位置

http://matplotlib.org/examples/pylab_examples/fonts_demo.html

from matplotlib.font_manager import FontProperties
import numpy as np
import matplotlib.pylab as plt font = FontProperties()
font.set_size('large') x = np.linspace(-np.pi, np.pi, 201)
plt.plot(x, np.sin(x))
plt.ylabel('sin(x)')
plt.title('hello world')
plt.text( 2.5, -1.2, '2015-07-07', fontproperties=font)
plt.axis('tight')

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" alt="" />

内容来自 http://reverland.org/python/2012/09/07/matplotlib-tutorial/

from pylab import *
X = np.linspace(-np.pi, np.pi, 256,endpoint=True)
C,S = np.cos(X), np.sin(X)
figure(figsize=(10,6), dpi=80)
plot(X, C, color="blue", linewidth=2.5, linestyle="-")
plot(X, S, color="red", linewidth=2.5, linestyle="-")
#设置边界
xlim(X.min()*1.1, X.max()*1.1)
ylim(C.min()*1.1, C.max()*1.1)
#设置刻度
xticks( [-np.pi, -np.pi/2, 0, np.pi/2, np.pi])
yticks([-1, 0, +1])
#设置刻度标签
xticks([-np.pi, -np.pi/2, 0, np.pi/2, np.pi],[r'$-\pi$', r'$-\pi/2$', r'$0$', r'$+\pi/2$', r'$+\pi$'])
yticks([-1, 0, +1],[r'$-1$', r'$0$', r'$+1$'])
#移动轴线
ax = gca()
ax.spines['right'].set_color('none')
ax.spines['top'].set_color('none')
ax.xaxis.set_ticks_position('bottom')
ax.spines['bottom'].set_position(('data',0))
ax.yaxis.set_ticks_position('left')
ax.spines['left'].set_position(('data',0))
#添加图例
plot(X, C, color="blue", linewidth=2.5, linestyle="-", label="cosine")
plot(X, S, color="red", linewidth=2.5, linestyle="-", label="sine") legend(loc='upper left') #注解某些点
t = 2*np.pi/3
plot([t,t],[0,np.cos(t)], color ='blue', linewidth=2.5, linestyle="--")
scatter([t,],[np.cos(t),], 50, color ='blue') annotate(r'$sin(\frac{2\pi}{3})=\frac{\sqrt{3}}{2}$',
xy=(t, np.sin(t)), xycoords='data',
xytext=(+10, +30), textcoords='offset points', fontsize=16,
arrowprops=dict(arrowstyle="->", connectionstyle="arc3,rad=.2")) plot([t,t],[0,np.sin(t)], color ='red', linewidth=2.5, linestyle="--")
scatter([t,],[np.sin(t),], 50, color ='red') annotate(r'$cos(\frac{2\pi}{3})=-\frac{1}{2}$',
xy=(t, np.cos(t)), xycoords='data',
xytext=(-90, -50), textcoords='offset points', fontsize=16,
arrowprops=dict(arrowstyle="->", connectionstyle="arc3,rad=.2")) #魔鬼在于细节
for label in ax.get_xticklabels() + ax.get_yticklabels():
label.set_fontsize(16)
label.set_bbox(dict(facecolor='white', edgecolor='None', alpha=0.65 ))

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" alt="" />

虫口模型

# -*- coding: utf-8 -*-

import matplotlib.pyplot as plt
import numpy as np
from random import random step = 1000
br = 500
parm = np.arange(0.1, 4, 0.01)
rs = random() for v in range(step):
rs = parm * rs - parm * pow(rs, 2)
if v > br:
plt.plot(parm, rs, 'o')

aaarticlea/png;base64,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" alt="" />

(原)python中matplotlib的颜色及线条控制http://www.cnblogs.com/darkknightzh/p/6117528.html

https://*.com/questions/22408237/named-colors-in-matplotlib

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