From 4f95bd5276f4e3dad25b787a151dfa3b6ce02c58 Mon Sep 17 00:00:00 2001 From: andy Date: Wed, 28 Apr 2021 21:57:13 +0100 Subject: [PATCH] adding graphs, some writing --- .gitignore | 2 + .vscode/settings.json | 3 ++ graphs/exp2-test10-error-rate-curves.png | Bin 0 -> 29783 bytes graphs/exp2-test11-error-rate-curves.png | Bin 0 -> 22865 bytes graphs/exp2-test3-error-rate-curves.png | Bin 218481 -> 27958 bytes graphs/exp2-test4-error-rate-curves.png | Bin 218878 -> 28163 bytes graphs/exp2-test5-error-rate-curves.png | Bin 0 -> 30636 bytes graphs/exp2-test6-error-rate-curves.png | Bin 0 -> 15223 bytes graphs/exp2-test7-error-rate-curves.png | Bin 0 -> 19152 bytes graphs/exp2-test8-error-rate-curves.png | Bin 0 -> 22869 bytes graphs/exp2-test9-error-rate-curves.png | Bin 0 -> 26183 bytes nncw.ipynb | 48 +++++++++++------------ pyproject.toml | 20 ++++++++++ 13 files changed, 49 insertions(+), 24 deletions(-) create mode 100644 .vscode/settings.json create mode 100644 graphs/exp2-test10-error-rate-curves.png create mode 100644 graphs/exp2-test11-error-rate-curves.png create mode 100644 graphs/exp2-test5-error-rate-curves.png create mode 100644 graphs/exp2-test6-error-rate-curves.png create mode 100644 graphs/exp2-test7-error-rate-curves.png create mode 100644 graphs/exp2-test8-error-rate-curves.png create mode 100644 graphs/exp2-test9-error-rate-curves.png create mode 100644 pyproject.toml diff --git a/.gitignore b/.gitignore index 26efeec..0889aca 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,5 @@ +poetry.lock + # Byte-compiled / optimized / DLL files __pycache__/ *.py[cod] diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 0000000..c7cadb4 --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,3 @@ +{ + "python.pythonPath": ".venv/bin/python" +} \ No newline at end of file diff --git a/graphs/exp2-test10-error-rate-curves.png b/graphs/exp2-test10-error-rate-curves.png new file mode 100644 index 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-1249,7 +1249,7 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 52, "metadata": { "tags": [ "exp1" @@ -1261,12 +1261,12 @@ "output_type": "stream", "text": [ "30 Tests\n", - "Nodes: [2, 8, 16, 24, 32]\n", + "Nodes: [2, 8, 12, 16, 24, 32, 64, 128, 256]\n", "Epochs: [1, 2, 4, 8, 16, 32, 64, 100, 150, 200]\n", "\n", "Loss: categorical_crossentropy\n", - "LR: 0.6\n", - "Momentum: 0.1\n" + "LR: 0.01\n", + "Momentum: 0.0\n" ] } ], @@ -1321,7 +1321,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 51, "metadata": { "tags": [ "exp1" @@ -1329,7 +1329,7 @@ }, "outputs": [], "source": [ - "exp1_testname = 'exp1-test4'\n", + "exp1_testname = 'exp1-test1'\n", "multi_param_results = pickle.load(open(f\"results/{exp1_testname}.p\", \"rb\"))" ] }, @@ -1363,7 +1363,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 53, "metadata": { "tags": [ "exp1" @@ -1374,7 +1374,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Nodes: 32, Epochs: 32, 1e+02% Accurate\n" + "Nodes: 256, Epochs: 200, 1e+02% Accurate\n" ] } ], @@ -1400,7 +1400,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 54, "metadata": { "executionInfo": { "elapsed": 2653358, @@ -1421,7 +1421,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1467,7 +1467,7 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 55, "metadata": { "executionInfo": { "elapsed": 2653349, @@ -1488,7 +1488,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1533,7 +1533,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 56, "metadata": { "tags": [ "exp1" @@ -1542,9 +1542,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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0aRJDhgxh0aJFzJgxo8LXhIWFAdY9PEqqar9Syv38PHcEBwfXSu7Q0z1K1URuLhQUVD4tXQqNG8PUqda/S5dWvu4pJJnysrOzad68OcYY3n//fTcEqJTyCM0dLtEiRSlPqY37rZfzxBNPMGLECHr37k3Lli09th+llAdp7jjKpdM9IjIceBGrqHneGPNOueWNgHeBjkApMMIY84eb26qUf/Hg/dad72TqbOTIkYwcOfKE+c5dt1u2bDn6eOjQoSQkJNSoLSejuUOpU+AHuWP48OEMGDCgRm1xRZVFioiEAC8BFwFZwBoRmW+M2e+02ivAbGPMxyISAYhHWquUP/Hk/db9gOYOpU7RaZ47nLlyuqcPsNYYk2GMOQx8DgwpWygi0UAvY8zHAMaYPGNMzU+QKaX8neYOpVSNuFKkxAEZTs8zgOZOz9sC+0TkIxH5SUT+6TiCUkqd3jR3KKVqxB0JIQTriGkc8DPwPnAr8C/nlURkLDAWIC4ujpSUlCo3nJ2d7dJ6/iZQ44LAja0srsjISLKzs49eW8DflZSUkJOTc9w8Ywz5+fm18Tlq7qimQI0LAje2QM0dUDv5w5UiZSfHH/00B1Y5Pc8A/jTGpAGIyKfAwPIbcQyYewegb9++pn///lXuOCUlBVfW8zeBGhcEbmxlcW3ZsoWioiJiYmICItnk5OQQGRl59LkxhgMHDtCwYUN69uxZ081r7nCzQI0LAje2QM0d4PH8AbhWpKwCuohIc6zBb0OBp50atUtE9ohIW2PMn1hJZp1bWqeUj2nRogU7duxg79693m6KW+Tn51O3bt3j5oWHh9OiRQt3bF5zh1IOgZY7wOP5A3ChSDHGFIvIBGAZ1hiWfxhj9ovIYmCsMWYn8AAwV0TqAGmU665VKlCEhITQpk0bbzfDbVJSUtx2xFOe5g6ljgm03AGezR9lXBqTYoxZCCwsN2+Y0+PVwLnubZpSyt9p7lBK1YRecVYppZRSPkmLFKWUUkr5JC1SlFJKKeWTtEhRSimllE/SIkUppZRSPkmLFKWUUkr5JC1SlFJKKeWTtEhRSimllE/SIkUppZRSPkmLFKWUUkr5JC1SlFJKKeWTtEhRSimllE/SIkUppZRSPskvi5Tlw5NIn24/bl76dDvLhyd5qUVKKaWUcjffLFKSksB+fBGC3W7NBxpeFk/T8QlHC5X06Xaajk+g4WXxtd1SpZRSSnlIiLcbUKH4eEhIIGriRFi1CsLDYcoUSE4GoHt32DniKpqNv5bl/x1Pp6+mkflKMt3H2bzccKWUUkq5i28WKTYbJCfTaeRIGDkSZsyAV16x5s+dC7fdRlhUaxqU7mHglxNZPmQqA7VAUUoppQKKT57uSUoCOzZy27eHd99l5+W3c+Sxp8hq2BqTkMDqyIG8uO9WCqjL6oaX0OmraSeMUVFKKaWUf/PJIiU+HtYPuofwtN8oiG1O0KL/si+rDtGHtrE8dAiJmYncX/gPfrrpRermHyDzleTjxqgopU5POqheqcDik0WKDTs3hc4m/0goRw4cZlXwBTQzO8mlLt0KVvHk2TPZPS2ZC2fcSaOiTOqd3ZLMV5I5uCTV201XSnlR2aD6vfN+h6Qkfv/r9OMH1TsNwFdK+T6fLFJITaXukgU8F/8OYaX5jCiex2HqMYMxLL5jAQP2z6d7d5DgIDZ3Hcnml+bTfZyNgYsSvd1ypZQXdR9nI/OVZGzTJpL2fjptXxlPzn2TrEH1djskJFhdtUopv+CbRUpiInZsvLtpGH9GdUOAF0ImkT31dR76r430ScmQavWaNLjtamJT5nu3vUopn9F9nI11MefR45cP+bn37bSfPQUeeMAqUJKTrQH4Sim/4JNFStkBzxOD5tIgZwePh0zl7uJpdNhtJzkZLptiwx5v9ZqcfWd/WuevY+uq3V5utVLKF6RPt9N1/0q21GlP3Jr/sr/NefDyy3DffVqgKOVnfLJISU2F6dfZSZg7gY+uSGbwN4/w/fhkLpyWQFS6Vag4OlIICqvD7x0uZ/0/Fnq30Uopryu7sOOSkY8RLKXk3DeJmJWfWQtffvnEi0QqpXyaTxYpiYnQ6PdUvrt/ChMW2LDZ4JqXbeyeZg2OtdmsdcrUu/lqor6a570GK6V8wsElqWS+kkzD28+l8ZEdtJ89haKoRhxq2AZuvdXqotVCRSm/4ZNFCsDARYk0vrr9cfMqGxzb6f7BnJ2dSsZvWbXVPKWUDxq4KJHu42zUi4LDEkXhPX8l9IwYGiQ9Bnv3clw3rFLK5/lskVIdwfXrsrnNxfzy3GfebopSytuSkohKT2ddvV4UL14KI0ZYt9b47385oRtWKeXTXCpSRGS4iGwQkU0iMraSdYJEJFVE5ri3ia6pc93VhH+up3yU8iVeyR3x8XSaPJmgiHDqrfwaWreGCROgqAh26wB7pfxJlUWKiIQALwGDgJ7AgyLSqIJVbwe2uLV11dBpwjC67/+G3VvyvdUEpZQTb+WOpFQbi25+gXMPfk1xnXB49lnSJyWzqcVF8P337tqNUqoWuNKT0gdYa4zJMMYcBj4HhjivICIxwPXA2+5vomvqxEazLa4vPz3/pbeaoJQ6nldyR3w83PnBjXzeYDQhRQX8ecX9XDbFRvCAfuyY9a1ecFYpP+LKXZDjgAyn5xlA83LrTAGePtlGHF29YwHi4uJISUmpcsfZ2dkurVfmcJ94Sj+ZRcrohi6/xhuqG5c/CdTYNK5T4rXcMe3aXzn/rYVMlCnc//Y0pt13BqtDGnPm3NmE9UsjJSW7WoH4ikD9O4TAjS1Q44Jais0Yc9IJGAVMd3r+IJDo9LwnMMvxeCAwp6ptxsfHG1esWLHCpfXK5G/dbfZKrNmfeaRar6tt1Y3LnwRqbBqXMcBKU8V32/hC7khJMQUxMeadW1IMGNNfUkxmUFNzTcOvTVG9KGNyc12O2dcE6t+hMYEbW6DGZYzrsVU3dzhPrpzu2cnxRz/NHfPK9AVsIrIFmAUMFRGvnPYJb9WEvbHn8EPSCm/sXil1PO/kjtRUFt38Ao9+YWPqVPixno1Rpcnc2OlHQnr1hFWrarwLpVTtcKVIWQV0EZHmIlIfGAp8UbbQGPOGMaa5MaYN1rnlz40xd3qktS4ovPxqSj7RX/ko5QO8kjvs8Ync+cGNJCdDv34QGgqrQm3c8GMi21pdCN9+W9NdKKVqSZVFijGmGJgALAPSgBeNMftFZLGIxHm4fdXW4aGR9Nj2KdmHSr3dFKVOa97KHampMHnyOsC6wOyCBTBjBgQHwyOL+nFg0Xee2rVSys1cuk6KMWahMaaDMaa9MeZtx7xhxpid5dZbbowZ5YmGuiqiU2vyopux8hW9qqRS3uaN3JGYCN27Z5Oaeuymx6NHQ6dOMODh84n4eSWUlLhjV0opDwuIK86Wd3jw1eR/pKd8lDqdJSYef9Pj0aMhbUsDwtu3hF9/9V7DlFIuC8gi5czEq+j6x3zyco23m6KU8hHXXQdz50LpBf3gu4pP+SQlnXj/QbsdvbaKUl4SkEVKZJ9O1Klbh+/f+qVG29GEpVTgaN4cnqiXxOac2OMHzzp9qa/enMSLI+1Hv/d2O7w40s7Vm6v3pV8+PIn06ccnj/TpdpYP1+ShVHUEZJECcGDg1WT9p2anfNyVsJRSviHuqniazHsTvv7ammG3W6Nr4+MBaDc6nmQSeHGknYkT4YUr7MwyCcQMjefgQcjOhrw8KCy0hrWYSjprG14WT9PxCUcLlfTpdpqOT6DhZfG1EaZSAcOVK876naQkiL/4Kjo+eDuFhZMJC7NyUWqq6zdAPXwYpG88H36YwKjLkqk/1EbeF3Y+CUrgoC2ZQ4cgOhpEPBqKUsqN+j1i44Z/zeG/+y5CunaF33+H3r3hhRfg2WcpPVJMTmQzkrdezM5nmxHHLjbU6czBUU9RTDDFJoRiE0yRCaEY698SgikhmFIJoTQomNKgEIwEExtsY/B9Q/ls0gh65yzjz398Qvw4W9WNVEodFZBFytWbk/jbrD68GXSQ7z/4g5COZ/LiSDsvXZcKJGIM7NsHW7da07athj0bD1GwwZoRvnsLLYq30jF8KyGlUSzOG8jhufWIII9tdTuScccU9hU1YH9xNAXhDSipH01pVAOkYQNCGkUT2qQBdZtGU695A+o3j6Zhy/rENhZiY6F+/VOLafnwJBpeFk93pySXPt3OwSWpDFzk3VvP+3LblHI2YwbsO6c/mxvexZlLXoebbuLXrtfzY3oIpUEhLFwcQuNmIfQJ/Yjbj7zBjLp30TPpJvp3Lra6TkpKoLj4hH9NcQmlR4opLXL+twPb/5XL5X/MokDCOfzIFN74YCRNxl7BJX+JIzra2++GUr4vIIuUdqPjSZ6dwGemH+sfns/y3D7MLr2WGcufYkvzT4jYt5X2wVs4K2wrvcxWhuVvxYSGcaRpazizNXUvb0NYh7bQeiA/7m/NJ/fN4W+5z/B6xATOf2U0tnZZcOgQpQezyM88REFmFoW7N1K8Pwuz+xBsyiIk5xB18rMILzhEWHEu+RLBfhrwh4kmKCSKb+o2pCiiASWR0RDdgKCG0YTENiDsjGgimjWgXvNools1oEHraOo2jT7WfUwy3cfZjnYf80qyt9/u49pGN3yqbUo5i4+HryfbaVA0DzNlKnnPT+OvyXeyuq6N226Da6fD7HF2bq4/HxKnckPSNBIeu4EJCwZgG1D5dgUIdkxl0qfbafrnFJYPmco5X71Ci5sH0m7LDzR88Ak2PdCWtWeNJOovI7no7rNp0MCzcSvlrwKySMFmI3RBMpdeOpLL93/KwxRTUL8RY+R9gs9tTd2zWxPSviu0Hg6tW0OrVlCvHhHlNmO3w4u32kkOewcmTWVs0jQS/n4lExYMwna1NaCnnmM6KWMIy82lwaFDFO/PYuWSb2kf3ZK8nYco2J3Fkb2HKNm/B7N2I0H/y8LkHuJIfhaHCw9hirMoNYfoIIZ8iaDzfRex96+NOKfkAJlhrak3aTybJgVRKkEYCQLk6GND0HGPjVjPETnuuSm3jjVJuefOrz9+f0aCONjYRq/7hrIy5mLiDq5kx8tz6Kld28rH2LAzPzSBIbnJ/D7dRofcfiwMTyBkdjIRl9qYeY+dZBIIXWBdYCW0Xz+SRyYwd2by8b9nrkJZoZ75SjIDx9lIn97v6PO2S9+myzffE/XqAqKnXM7eR0P4qs1Iwq8fyQUPxBMTG7BDBZWqtsAsUgA7NuzBE5jIJJ6v/zQXLH60OjkGgB0z3ZOwELHO89SvT0iLFpRm7adV//4uv/zIETiwu4iDW7L44d7nufSXJL7o/ADRE+6A0tLjJ2OOey6mFFNi/eu83Hm+lFawrPTY/Ipee2x/Zet0YMNnuVySuZBsiSTqgdv48qWBlPa/iFZ/GcjZg+II0tyrvC01lfBPk2n6qg37JzBuio0oW7I1YO1SG6PbpcICp++344BndGoq4Pp3/uCSVHgl+egp0O7jbKSTbM0fZyN8sI0Og21gkohes5ailxYQ/uZ9HHk2g8XNryD4mpH0emgQjeLCPPAmKOVHTvXOhDWZPHUX5DIpKcZcGZNiCmOaGjN1qimMaWqujEkxKSnV3NALL5gTXpSSYs2vgVONK+1V626uy4ZMNZlBTU3aq9UNyHPK2ja3d6LJDGpq1kz4yPx411tm9VnXmz0hTc2m4A7mi7Z3mi/GfGw2LN9pSku93eLqCdQ7mXryLsiemNyRO1JSjGlqpQbTtOmJX3Fvyt+w1aTf8ar5penF5oA0NMvPuNZ8dftHZu+mg8aYwP07NCZwYwvUuIzxnbsg+53jekAeeYTQBckkk8COmfaqX+ys/CUrwXru6k+E3Oi47uMvHiHzleTjfuLoTc5ti00aQeYryTT/5wSCOnfivI0zaXxkJw1TFtLo4p7EfPspDS/uye91zmZp+7v56o7Z/PH97kp/yqmUO5X94jjZSg0kJ1vPy18PyVvCO7Si29vj6LLrKyJ2/kHUTVcS+dV8gju0Y3WjIex98hv2pe3wdjOVqjUBWaSMbpd69BQNcKzLtp3/3s/n4JJUMst1H2e+4ug+9rIq2yZCows6ct6/7qLXplk0LtpFg2/m06B/Vxp8PZfo/t3YFHoOSzvcy9d3f8KWH/Zq0aI8wvl+PmD9m+w42+Nrwpo2pGfSjfTZ8gkRB3di7htPxMZNlJ7bi3VRfUi9Ygr7Vqyt/GItSgWAwByTUlFPh81WvXEkPqain/J2H2cDHxicWu22idC4fyca9+8E3APGUPT1b0R9sJzgz2cT+fY9bAw+g+1nXkTwxQM5a+wAWvSI9WgM6vTgr6khLDqc3pMvJ2VQJA16v8/m11dy8L1PaTxoJAWhsOfCkbS6bySxw/tat3tWKkAEZE+K8jMiNLukM/Hv3UuvLXNoVLSb+gtnUv/cDkQu/IiI885mfVg3vu58Pyv+Op9dv+73douV8prQusH0nXAhQ3/+By3zN7J12qdszWrI9lEPsL9uc349/w72vfcZFBQAeol+5d+0SFG+JyiI5pd1pe9H99Fr2zwaHtlDxJwPqNv1TOrNeY+wbh1YF96Dr7v+FfuDn7Jnw0Fvt1gpr6gTKlx4xzlc9cNEuuavYt0Ha/g55Fx+uXMa2fXj2NR9FE3Csmg2/lq9RL/yS4F5ukcFFAkOotWI7rQa0R0YjykuIWvhz4R/vJzQj98l5MXb+C2sNZkdBxI+9CI6jrXR6MwG3m62UrUqJAT6Xdccrrub4uK7+d/nh9g07XMaLV5AK5PL2fddwi+vXUGzjXZ2vfLJcVeIVspXaZGi/I6EBNP26p60vbon8ACmuIQD89IJnbmMOjPeJuj5W/gtvC2ZnS4iYuhAOt5ho2FrvQa5On2EhIBtRANsI0ZTUjKa774pJGf0nVy+/n3yJILGSz/G9I1AzjtXb0CmfJqe7lF+T0KCaZ9wLv3mT6D3rv8SXbCH4H+9RUjcGQT/6w2kbRvW1uvNst4PsWryYrIzcrzdZKVqTXAwRG9YRa+DX/LVoKkcpj7Llgt/Xngje1ueS94/psNBPWWqfJMWKSrgBIWG0PHGXvT/74P03v0Zkfl7CXr9NYKaxBL02quUtmzFr/XjWd73YdZMWcLhzMPebrJSHuN8HaNLvn6EXdPmcMnh+fwy7m3e7voqnz6+msPN2rN/6E2wbJl1JWmlfIQWKSrgBYeF0OmWPgz47CF67f2ceof3wMuvYBo0oPSfL1PcrCW/Rp7Pigsn8tPzX5K/LxfQX0WowFDZdYyiN6xi0uf9uHTnDGY8tpmXf7Tx2/CHyG7WgSNPPgs7d3q55UppkaJOQ3Ui6tBlbF8uWvIwvfctIeLwHkpeeImSuvUpeT6JI42b80v0hdRZn06r+0fy4/NLAf1VhPJPAxclnjBItvs429HrG8XEwLhJ0TyV+X/sWvgDT3Wby3vP7SKnfQ9yBl0Bn34KRUXeaLpSOnBWqdB6deh+1/lw1/nARAqyj1D03g8UzFvGzp2/0ePhS8kIaknD0v38NOIJzr26m7ebrJTbicDFF8PFF3dn165pvPrGP9j52nxuGzONs+Uewsb+heA7boOzzvJ2U9VpRHtSlConPCqUc++7kIuXPUrnvDUsv+hJWpZuY13MhYR+v4yi5m3YUO9cvj1vPGsemcOhDbu93WSl3KpZM5j4VDgv7x7Njve+5t6udl59I5is8y6ioO9A+PBDyM/3djPVaUCLFKVOIn26nc4rXmde70RaHfqZ8MmPEJG3j4LX/k1h83YUzJjFkU7d2BLWke8738Gqce+z94ctej8VFRBCQuCKK+A/K9pxRfozPH/XFu7YkMj/EudS2LQVpffcCz/95O1mqgCmp3uUqsRxd3fuZsj8+Qqajk9gHY5BiGN6AuMpKTYc+GwjBbNSCF70FflvPMGuoGK2tbJR2q8/LW+w0fySTkiwHhMo/9WuHUz9RwiFTw9n3rzhPP9KJvEz3+fO5OuIah5Jnf+7HW64ARo08HZTVQDRrKlUJVy983RwiHD2lR0ZNPMOBmx5n5bFf5L/1ffkXTyc/JVp5I1I4EDoGaxuMZLvR73IH7N+oPRIsTdCUqrGwsJg9GhYsLIpI+wPMfn6DVyz9Z+k/GMlRa3PxPzlL7BihfYmKrdwqUgRkeEiskFENonI2HLLIkTkcxFZLyJrReQ+zzRVqdpV1a8iKiMC7Qa05KK3b2DQhjfpcGQtBT+uIy9hDHkbM8i/9R5ywmNJazKE74Y+zfq3VlCcE5jn9zV3BLYuXeDV6cLHO/qzYdL7XNz6D55aej57bvobJWd1hOefh8xMbzdT+bEqixQRCQFeAgYBPYEHRaRRudWeM8acDcQD94pIe7e3VCk/1rx7LP1fGsklP79El/wfKPpjO7l3J5J78Ai5iY+TG9WUXxv247sBj/DLPxZTsDvL202uMc0dp4/69eGOO2BFegOGfno3f79kDZfsm83X722nqFNXGDkSFi2CYu1BVNXjSk9KH2CtMSbDGHMY+BwYUrbQGJNnjFnheHwY2AA080RjlQoUsW0jufDJIQxZ+TTn5axA9uwh99HnOBwURe5zr1LQtA0b6/fk+97jSXt0Dof/8MtfEGnuOM2IQJ8+8J//wLw/e/LLndPp1Xgbj6Zfy87EFylt3QYmTYI//rBekJQE9uMvmIjdbs1XCteKlDggw+l5BtC8ohVFpCXQDfix5k1T6vQR1TiM+An9uHTZI/Q98Dnhh/eR8/K7HG7Sjpx/zSLvrG5sDe/Iyq5jWTP+fQ6s+dMfzvlr7jiNNWwIf/0rpG2oy8Xv3shfuy2jb/5yvvzCUHRBfxg0iO+/yObIyIRjhYrdzpGRCczcrBdMVBYxVSQ6ERkFDDTGjHM8fxAwxpikcuuFAcuAl4wxcyrYzlhgLEBcXFz8zJkzq2xcdnY2UVFRLobiPwI1Lgjc2LwdV3GRYe93+yleto5Ga3/mnH2phAQVs6lpb7K6dSN8cEfCe8ZBUPXGwlcnrgEDBqQaY/q6um3NHe7n73Ht3x/K4sVnsHhhY0ZFLOSWkv/QbvsP1AstJGPQQBp//wMJZjaXTWlE9+7Z3m6uW/j7Z3YyrsZW3dxxHGPMSSfgAmC+0/OXgRvKrSPAbODRqrZnjCE+Pt64YsWKFS6t528CNS5jAjc2X4urpMSY9Uu3maW3fmSWtv8/sz7kHLMvKNasbnmlWXltktnyySpTeqSoyu1UJy5gpXHh+200d3hMoMRVXGzMwoXGDBtmzDkNMsyXQZcaAyZbIs3OK/7PmCVLjCks9HYz3SJQPrOKuBpbdXOH8+TKYdcqoIuINBeR+sBQ4Ity6zwL5BljnjmlSkkpVS1BQdDxkpZc8u4NXLLJ+gVRTuo6skaOIeu3DLJuuofssFjSmw5h5eVP8/s7yynNtX5BVIs3TtTcoSoUHAwjRsBnn8HSN//g3JB0HmEqBYSzcWsYBx9+DhMXBzfeCHPmwGG9U/npqsoixRhTDEzA6o5NA140xuwXkcUiEiciLYC/A31EJM0xXerRViuljiMCbXrFMmjaSIb8+hLdCn4gf8N2Dt2eyME9Rzj01yc4HNmU32IupO7GNFrdfyVpz34OeO7GiZo7VJXsdmLvSeD2+snsv+N6bouaS49NyUwqfoqzzXre/vMSdj73PqZlS8elb/8D+/Z5u9WqFrl0xVljzEJgYbl5w5yeijsbpZSquaZnRdJ0yhCYYv2g5sCuQg6+/wPZn9nZtn0T3SZeTmZQHMGUHHfROnfS3KFOZvPMVP5GMhMW2DAmBbm5P7eMTOYlWyqTJ9tYtOhW7v70Vtb8fpi7ty8h4Y35nPm3RIJ6dIOrrrJ+2tyqlbfDUB6kV5xV6jQR0yyMC//ej6Epj9A9P5Vlg54mrjSDdZfc75ECRamqzGuXyIQFNmyOPz+bDSYssDGvXSJNmsBtt8Gnn8LGnfXp+uQonuv6Ea1Dd3FfxsOs+fA3inr1xfTqBVOmwG+/+cMv3lQ1aZGi1GkofbqdLsunM693Ip2+mnbCGBWlakNiIkcLlDI2mzXfWUSEdbbn3/+GLTtDGT3jUpIvepNuDXdw7c5pfDPvEHmDr8B0PBsefhhSU6G0tPYCUR6jRYpSp5njbpyYNILMV5JpOj5BCxXlF4KD4YILrCvur9sQxJRlF7Dm+hcY0mYT/ffMYc7nERy8/i5KW7aCe++Fr76CoiJvN1udIi1SlDrNuHrjRKX8QceO8OCD8O13wrxNXcn56+Pc2v0neubYeevr9uy8+ylKmsbBX/4C8+dDXp63m6yqQYsUpU4zp3rjRKV8XePGcOutsGABrNzdlrgXHuDxASl0D17L0yn92fT3dyhu2hxz1VXw/vtw4IC3m6yqoEWKUkqpgFO3rnUtlnfegZ8zm3DJzLH8++rPOL/ZVu777np+fGYxRW3OovTiS+C112DHDm83WVXApZ8gK6WUUv4qKAjOP9+aeC6KTZuu49NPryNxfiFNfvia/9s6n76Tnib0zFYEj7rK+nnz2Wd7u9kK7UlRSil1mjnrLOsXRN98F8arfwxj66P/4qaBGYzY+CJz39pLdr+hFJ3VCSZOhB9+0J82e5EWKUoppU5bjRvDmDEwd0Ewc/fYCJv+EhNGbuayg7N46z+hZI4Yy5G41phx98E330BxsbebfFrRIkUppZTCGscyfDj86x1h6Z7udJ8/mVduTeeK+suY8nEbNt/0GEdim1H6lzHWVeby873d5ICnRYpSSilVTlAQ9O0Lzz4LSzadyXWpE5g/4Tuu6/QLD847n/S73uBI4ziKrrgGPvwQDh069uKkJLCXu+6Q3W7NV9WiRYpSSilVhbPOggkTYP7/mvLIlv8j7bkl3D5oC/d8cw0pEz6loHk7CvoPgTfeYMGv7TkyMuFYoWK3c2RkAjM3u/cmnqcD/XWPUkopVQ2xsXDLLXDLLdEUFNzA11/fwIS5+WTP/5pr1s7norxF/FEUy1mXXc6Zl17CkeXfkcAnTBit98iqLi1SlFJKqVMUHg6XXw6XX16X0neG88MPw3lhfjGbZnzH/bsncuH8+eRQn9l1hnHkhpZkt2hFnfatCD+rFdK6lXUX55YtoUULa2PqOFqkKKWUUm4QFATx8RAfHwKXB5E9dDOP5E7lwdBpzBj6Aevy2sC2bYQt2kbM4W2cFf4t7UK20bx0G7H52ykOr09hk1aYlq0Ibd+KiLNbEdzWUcS0agVNmoCIt8OsVVqkKKWUUu7kGIPyl7BkmtzQgtvm9iPZnkDogmSwDQKsex5mZkJGBvxvB2TsMBz4/QBHft+GbN9G6M/biMrezpkhK2kbvI24km1EFh8kNzqOwjOsHpjQM1tRv3Mrws5seaxHpl49LwfvXlqkKKWUUm60eWYqfyOZCQtsGJOC3NyfhJHJvDQzlXY2a1xKnTpWTdGyZdmrBGjkmHoC1jXk9u2zCpmVO2DXtiKy12Vw5PdtBO3YRuia7UQdWk1LM+9oIVMaXIfDDVtR2LQV0srqkYk8pyX1OjlOLzVtat1K2k9okaKUUkq50bx2iUxYADYbpKRY/7LAxrxUG9W5jaeIdbG5xo2hRw+AOkAbx3RMTs6xHpndG7PIXbeNI39sJ+jPbYSnbiPqUBrNirbROmgbsaV7yKl7BjkxrShqavXIhJ/VksjOrYju6ji9FBVVaZuWD0+i4WXxx92kNH26nYNLUj1yk1ItUpRSSik3Sqzg/2qbzVGseEBkpHWrobPPBi6JBro6pmMKC2HnTli9rYT9v+4id/12iv7YRtCmbYR/t5boQ59zRuE2Wsk2QqSEA/VbcdhRyEirloR3aEVk51Y0Orc1TcYnkE4ydLMKlKbjE+CVZI/EpkWKUkopFeDCwqBtW2jbNhgGtABaAOcft05JCezZA7t+z+VA+nby1m+jaPM2gn7bRt0VS4nO2kaTgm1EmYPE3jeQhT3G0/HnmWS+knxcz4o7aZGilFJKKYKDoVkzaNasHtjOBk68E7QxcOhAKfbLHuOq1VNZPmQqAz1UoIBecVYppZRSLhKBbTO/o/uP7zKvdyKdvppG+nR71S88RdqTopRSSimXlI1ByXwlmdhuhsyfr6CpY4yKJ075aE+KUkoppVxycEnqcWNQuo+zkflKMgeXpHpkf9qTopRSSimXVPQz4+7jbOChcSnak6KUUkopn+RSkSIiw0Vkg4hsEpGxFSzvIyJrReR3EXnc/c1USvkjzR1KqZqoskgRkRDgJWAQ1rV6HxSRRuVWew0YDXQEholIV5RSpzXNHUqpmnKlJ6UPsNYYk2GMOQx8DgwpWygicUCIMeZnY0wJMAsY7pHWKqX8ieYOpVSNuFKkxAEZTs8zgObVWK6UOj1p7lBK1Uit/brHcT667Jx0toisc+FljYG9nmuV1wRqXBC4sWlc5e9qVks0dxwnUOOCwI0tUOMC12Nrc6o7cKVI2cnxRzfNgVVVLN9ZfiPGmHeAd6rTOBFZaYzpW53X+INAjQsCNzaN65Ro7nCzQI0LAje2QI0Laic2V073rAK6iEhzEakPDAW+KFtojNkJlIhINxEJBq4H/uuR1iql/InmDqVUjVRZpBhjioEJwDIgDXjRGLNfRBY7Br4BjANmAhuBJcaYX9zUvmodPfmRQI0LAjc2jauaNHd4RKDGBYEbW6DGBbUQmxhjPL0PpZRSSqlq0yvOKqWUUsonaZGilFJKKZ/kk0VKVZfS9jciskVEfhaRNBFZ5ph3poisdlwO/E0REW+30xUiMl9EDorIHKd5FV7a3J9irCSu5SKy3vG5pYlIXcf8WBFZ5vj7nCci4d5r+cmJSEtHHL85/gavdcyv8LPxp9gqE0j5Q3OH78eoucPDucMY41MT1s+iN2L9HLE+sAFo5O121TCmLUD9cvPmAMPLP/b1CRgIjADmOM37AegGBAMrga7+FmMlcS0HulSwbhIwrvxjX5yAZkAPx+OmWBdMq1fZZ+NPsVUSb0DlD80dvh+j5g7P5g5f7Ek56aW0A4Gj8rwA+Mwx60OsP3KfZ4xZDuSUPZdKLm3ubzGWj6sKVwAfOB77ely7jDFpjseZwD4ghso/G7+JrRIBnT/87XvlTHMH4EffL1/JHb5YpATipbINsEJEfhCRG4FGwAHjKDnx7xgr+7wCJcaPReQnEfmb07xoY0yW47HfxCUi52EdseZT+Wfjl7E5CbT8obnDf2PU3OEGtXZZ/NNcP2NMhog0A74Ctnu7QcolNzo+t2hgoYhsMMZ8VuWrfJCIxADvA3d4uy2qWjR3+CfNHW7iiz0pLl0q258YYzIc/+4CFgNnAjFOg8H8OcbKPq/9+HmMTp9bFpAM9HYsynIkH/CDuEQkDFgAPGeM+Z6TfzZ+FVsFAip/aO44br7f0Nzhvth8sUg56aW0/Y2I1BORSMfj+sAg4FesQWKXO1a7ET+9HLip5NLmju5Av41RREJEJNbxOBTr73CtY/Ei4GbH45vw4bgcyWQG8I0x5gOAKj4bv4mtEgGTPzR3+GeMmjsAd8bm7RHElYwqvgJrhP7vwJ3ebk8NY2kHpDumX4HxjvlnAWuAP4C3gSBvt9XFeL7CuutlHrADOB/oi/Ul/AOY7LSu38RYQVwXOtr+syO25zh2hebGwArH3+cCoK6323+SuPoBpViXpS+bulb22fhTbCeJOSDyh+YO/4hRc4dnc4deFl8ppZRSPskXT/copZRSSmmRopRSSinfpEWKUkoppXySFilKKaWU8klapCillFLKJ2mRopRSSimfpEWKUkoppXySFilKKaWU8klapCillFLKJ2mRopRSSimfpEWKUkoppXySFilKKaWU8klapChVTSLSRkSKvd0OpZR/0dxRfVqknAIR2SIieSJy2Gm6pxb3b0Qk17HfbSLyaDVf28LN7ZksIkXl3o+RbthufxFZ4dje8nLLOorIf0Vkr4jsE5F5IhJ3km0ZEflfuXlLRGRMTduplKs0d5ywzVrPHY7lkSLyjogcEJFDIvL+SbalucOLtEg5dUOMMfWdptfLryAiIa7Mq4xYKvuMOhpj6gNXAY+IyBCXW+4Z75V7PxZU58WVvC95wNvAUxUsiwbmAR2A5sAOYEYVu+noA++TUpo7jlfbuQPgXSALaAM0Bv5ZxW40d3iJFiluJiLLReRpEVkN5IrIYBH5XUSeFJF9wJMi0lBEZjp6AP4Qkf9zev0MEZkuIt9gfdHOPNn+jDFrgLVAD6dtzBORPY6jhE9EJMYx/0vHKhscRxg2x/x7RWSToz3viUg9x/wOIvKtiGSLyG4ReeEU3o97RGSzo8fjQxGJdswfWP59qSC21caYj4BtFSxbZYz5jzHmoDGmEJgOnF9Fc/4JPFFJO4McbdkuIrtEZJqIhDktn+h4D7YAV5R7bSsR+UxE9ovIOhG5zGnZJMf2skXkFxE5p4o2qtOU5o4T3g+P5A7Hd/A84CFjTLYxpsgY81MVzdHc4SVapHjGaOB6rKP9YqxqvQRoBjyD9R8qQCuso5lnRGSA0+uvBx4EIoEtJ9uRiMQDXYA/nGbPA9o6pkjgcQBjTNmRQEfHEYtdRK4F7gIuAVoCdTj2pX8K+MwRRzvgExfjL2vbYOAxYDjWe1AXeMVplTYc/77URH+shHsyHwDNHO0q73ZgFFah0wUriT0CICLDgHsBG1ZCP5poxDpa/S/wBXAGcBvwgYicISJnY723PbHew2uBA6cWnjpNaO7A47mjN7AJeM9RHKwUkQuqeI3mDm8xxuhUzQnry58DHHKaBjiWLQcecVp3IJALhDieBwNHgLZO6zwLvOV4PKPs8Un2b7C6KvMcj18FgipZ91JgdbnXtnB6vgS4wel5F2CL4/EHwJtAsyraMxkodHovMh3z/w086bReRyAfkPLvSxXbvx5YfpLl7YE9wKAq3rMWWAnlW6fYxzgefw3cWu592+B4/B9gstOyS4Bix+O+wMZy+5oDjHFq10WuxKlT4E+aO07YR63nDmCiI5bbsQqr64F9QIOTvGeaO7w0aU/KqRtqjGngNK1wWraj3LqZxpiyEd2xWF8M527IrYDzoM/yr69IZ6A+MA6rF6EOWOdnReRlEdkqItlYf/SNTrKdVsBbYg0eOwR8i3WOFuAhIBRIE5GfRGTESbbzgdN70dQxL66COMOBGMdz5/fllIg1WPZL4DFjzDcuvOR9oLmIXFJufkVtLftMmgHbnZY5P24FtC17/xzv4WVYyfl3YAIwFdgt1kC9KBdDU4FLc8fxajt35GMVU/821qmeWcAuIL6K12nu8AItUjzDnOT5PqAI6w+0TCtg50leX/FOjCk1xrzm2Obdjtk3Yh1pXGCMicLqhpSTbCYDuKVc0qzn2P4uY8xtQFOsI55kEQl3pW0OOzkxzgKOdVu6FGdlRCQW+Ap42xjzliuvMcYUYX3xy59frqitZZ/JLqzu7DLOjzOAdeXev/rGmGcd+/vAGHM+1pFgG+BvLgWnTleaOyyezB2/VvD6KrenucM7tEipZcaYEqwjlGdEJEJEumB1I86qwWZfABJFJBTrPHIBcNDxn3hiuXX3YP3Bl3kXmCgiZwKISLOywVsiMkpE4ozVD3kI64tcneQwG7hDRDo5BtRNAZId26uSY0BaONaRXpCIhItI2VFfFNa53EXGmOeq0SawusVbYp2bdm7rBBFp7hgs+BjHPpM5wFgROcsxeO8hp9elOtp2t4iEOiabY0BcR8cgv1Cs7vVCrPPoSlWb5g735A6s02oiIreISLCIjMLq8Uh1YdMz0NxRq7RIOXVfyvG/7Z9SjdeOA0Kwuv4WYp2zXHaqDTHGLMFKBDdjdUkeBHYDdqxzp86eAuY6uhf7GWNmYp3//czRxbsCKBtF3gdYIyKHgTeA0cb6JY2r7foS65z5Yqwu0CLgr9UIrT9W1+z7WAPP8oF/OZZdBZwL3OP8ObjYriJHu2KcZv8bmA+sAn4D0h3rYIz5DHgL+A74GVjktK1i4HKs89AZWEdQk7C+W2FY/wnsx+oOzqLqnzqqwKe5o+p2eSx3OL7/V2K9l1lYg1xHGmMOudAuzR21TFwsTJVSSimlapVLPSkiMlxENoj1e/ixFSwfLdbvuH8VkVni9BtxpdTpS3OHUqomquxJEetqfr9h/RQqC1iDNbBqv2O5YHVVdTXG7BeRWcCnjq5ApdRpSnOHUqqmXOlJ6QOsNcZkGGMOA58D5S8PLECEiAQD9bBGNCulTm+aO5RSNeJKkRKHdbRTJgPrXikAOEZbj8P6WddOIMcYs9yNbVRK+SfNHUqpGnH5hlWVcfys606gK1YS+lBEbjLGfFhuvbHAWICIiIj4Nm3aVLntkpISgoODa9pEnxOocUHgxqZxwW+//bbb6WJbNaa5o/oCNS4I3NgCNS5wPbYa5Y6qLkkLXADMd3r+MsdfCrk38JnT82uB10+2zfj4eOOKFStWuLSevwnUuIwJ3Ng0LmOAlaYal7PW3OF+gRqXMYEbW6DGZYzrsVU3dzhPrpzuWQV0cVyopj4wFOsiWmUygG4i0tDx/GJgQ/XLJaVUgNHcoZSqkSqLFGNdcGYCsAxIA1401kj8xY4rCu4EngO+F5FfsO7Y6NIlypVSgUtzh1Kqplwak2KMWYh1dUPnecOcHr8GvObepiml/J3mDqVUTdR44KxSp5Pi4mJ27NhBQUGBt5viFpGRkaxfv/64eeHh4bRo0YKQEE0PSrlLoOUOqJ38oVlIqWrYsWMHkZGRtG7dGutaZP4tJyeHyMjIo8+NMRw4cIAdO3bgyq9olFKuCbTcAbWTP/QGg0pVQ0FBATExMQGTZMoTEWJiYgLqaE8pXxDouQM8kz+0SFGqmgI5yUDgx6eUt5wO3y13x6ine5TyE0eOHKFPnz4AZGZmEhISQmxsLBEREXz//fdVvn7GjBkMGzaMJk2aeLqpSikf4s+5Q3tSlPKQpCSw24+fZ7db809FaGgoaWlppKWlcdddd/Hwww+TlpbmUpIBK9Hs2bPn1HaulKo1mjuO0SJFKQ+Jj4eEhGPJxm63nsfHu28fq1evZsCAAZx33nmMGDGCAwcOAPDggw/SsWNHunfvzjPPPMP8+fNZvXo1o0aNolevXu5rgFLK7TR3HKOne5TyEJsNkpOt5HL//TBtmvXcZnPP9o0xTJgwgfnz5xMTE8O7777Ls88+y8MPP8zs2bPZsmULQUFBZGVlER0dTa9evZg+fTpdunRxTwOUUh6hueMYLVKUqoF69aCk5OTrFBfDxIkQHAyDB1e+XnAw5Oa6vm8RIT09nUGDBjn2U0znzp2Jjo4mOjqa2267jZEjRzJ8+HDXN6qUqhWaO1yjRYpSNVBVYijrpvXE0VBpaSk9e/Zk2bJlJyxbvXo1X375JbNmzeLDDz9kzpw57tmpUsotNHe4RsekKOUhZUkmORkeeeRY9235AXE1sX37dtasWQNAYWEh69ev5/Dhw2RlZTFixAheeukl0tLSAOvqkDk5Oe7buVLKIzR3HKM9KUp5SGrq8Uc/ZeeZU1Pdc0QUFBTE7NmzGT9+PDk5OZSUlPDYY48RHR3NlVdeSWFhIQDPP/88AGPGjGHMmDFERkayevXqmjdAKeURmjuO0SJFKQ9JTDxxns3mniQzefLko4+//fbbE5avWrXqhHnXXHMN11xzTc13rpTyKM0dx+jpHqWUUkr5JC1SlFJKKeWTtEhRSimllE/SIkUppZRSPkmLFKWUUkr5JC1SlFJKKeWT9CfISvmJmtxu/fHHH2fw4MHY3HXJSqWU3/Dn3KFFilKekpRk3bbU+cttt1tXZKroQghVKLvdOljXOoiNjWXcuHFHl5eUlBAcHFzha5966qlq708p5SWaO47S0z1KeUot3G99zJgx3H333fTp04fnnnuOBQsW0KdPH3r27Mnll1/OoUOHjq63aNEiANq0acPkyZPp0aMHAwYMYNeuXW5rj1LKDfwgd/Tu3ZvMzEy3tacyWqQo5SnO91t/9tljN+Nwc7fp/v37SU1NZdKkSQwYMIDU1FR++uknLr30Ul577bUKX9OiRQvS0tIYPHgw77zzjlvbo5SqIT/IHUOHDuW9995za3sqoqd7lKoJb95v3WHUqFGICADbtm3j2muvZffu3eTn5xNfyZHXVVddBUDPnj1ZunRptfeplKohP88d5513HnPnzq32PqtLe1KUqoncXCgoqHxauhQaN4apU61/ly6tfN1TSDIAERERRx/ff//9PPTQQ/zyyy+8/PLLR28UVl5YWBhg3WispKpEqZRyPz/PHcHBwbWSO7RIUcpTauN+6+VkZ2fTvHlzjDG8//77HtuPUsqDNHccpUWKUp5ysvute8gTTzzBiBEj6N27Ny1btvTYfpRSHqS54xhjTJUTMBzYAGwCxlawvBHwKbAe+A0482Tbi4+PN65YsWKFS+v5m0CNy5jAja0srnXr1nm5Je6VnZ1d4fyK4gRWGhfyhdHc4TGBGpcxgRtboOYOY1zPH6eSO8qmKgfOikgI8BJwEZAFrBGR+caY/U6rvQLMNsZ8LCIRgNSoclJK+T3NHUqpmnLldE8fYK0xJsMYcxj4HBhStlBEooFexpiPAYwxecaYUxvFo5QKJJo7lFI14spPkOOADKfnGUBzp+dtgX0i8hFwDrAceNAYU+y8EREZC4wFiIuLIyUlpcodZ2dnu7SevwnUuCBwYyuLKzIykpycHG83x21KSkoqjCc/P98dn6PmDjcL1LggcGML1NwBHs8fgHuukxKCdcQ0DvgZeB+4FfiX80rGmHeAdwD69u1r+vfvX+WGU1JScGU9fxOocUHgxlYW1/r166lfv/7Rawv4u5ycHCIjI4+bZ4yhbt269OzZ09O719xRTYEaFwRubIGaO6B28ocrp3t2cvzRT3PHvDIZwJ/GmDRjTCnWILgebmmdUj4mPDycAwcOlA36DDjGGA4cOEB4eLg7Nqe5QymHQM8d4Pb8AbjWk7IK6CIizbEGvw0FnnZq1C4R2SMibY0xfwIDgXVua6FSPqRFixbs2LGDvXv3erspbpGfn0/dunWPmxceHk6LFi3csXnNHUo5BFruAI/nD8CFIsUYUywiE4BlWD0v/zDG7BeRxVg/KdwJPADMFZE6QBrlumuVChQhISG0adPG281wm5SUFI+d1tHcodQxgZY7wLP5o4xLY1KMMQuBheXmDXN6vBo4171NU0r5O80dSqma0CvOKqWUUsonaZGilFJKKZ+kRYpSSimlfJIWKUoppZTySVqkKKWUUsonaZGilFJKKZ+kRYpSSimlfJIWKUoppZTySVqkKKWUUsonaZGilFJKKZ/km0VKUhLY7cfPs9ut+UoppZQ6LfhkkTJzczxHRiYQlZ5uzbDbOTIygZmb473bMKWUUkrVGp8sUlqMtpFAMh0mPkHpgw9xZGQCCSTTYrTN201TSimlVC3xySLFZoMJC2yk5MUTlPQCSUfuZ8ICGzatUZRSSqnThk8WKQA27FwQvJLfacf9Mg0b9qpfpJQ6relwNqUCi28WKY4xKHeE/oeGHOKmkNkcGZlwYvZRSiknV29O4sWRdtLTowArZbw40s7Vm7VKUcof+WSRsnlmKu9lX8WFQ/PID4lkzBOtSSCZXybOZPlwTTZKqYq1Gx3PnPzL2f735TzzjFWgJJNAu3PCtTtFKT/kk0XKvHaJxNw7moS5EzhYvyUN/vyJm2+Gxt/Np+Fl+gsfpVQlbDZC/jGV5/L/RpfHRvJhUQKhT06CKVMgXnOHUv4mxNsNqEhiIoCNuUzh0lfGU/DuNDrlriNzWjLdx+noWaVU5ezdx5ET/AUjSz7lh4K+dH9iCqELktGR90r5H5/sSSnT+Or2/HzuLfTOWcZvg+7TAkUpdVJlY1AGRKzk16Cu9C5ayez8K7CjuUMpf+TTRcreeb9zZtpctge3psfXSaRP14GzSqnK7Zhp572CBH649HaaBe+hJKQONxW8Q8bE6TokRSk/5LNFSvp0OxdOm0TJFVexbfDt7I9qS9PxCVahor8pVEpVYHS7VPbeMYmz577Hyxd8Qka7Aey64v+4/LuJDA7Xgxyl/I3PFikHl6Ty3f1TWNFsNOeufJ3I7AwOJD5L6ccz9RL5SqmKJSbSvkUB390/henpNubmDGHh0rpsnvYZ3QtSvd06pVQ1+WyRMnBRIo2vbk+L0TZGByVTT/JovuA1Om+Yr5fIV0pVLtHKHWPGwHu7BnN11FJrPJs1Il8p5Ud8tkgpU3aJ/LeC7yVq42qSjtynl8hXSp1UenoUDf6dRKPgLGTPblbO32Ut0FPFSvkVny9SwLpE/h2hM9hPQ8abl/US+UqpStntMHlyJ0ZOjWeWXM+Rs7vx0a1fWePZEhL0eilK+RGXihQRGS4iG0Rkk4iMrWSdIBFJFZE5bm2h4xL5fwlL5svQK/hX6Vi9RL5SfsIbuSM1FSZPXkf3cTbevjiZxn/+wNQmL3HmxARI1uulKOVPqixSRCQEeAkYBPQEHhSRRhWsejuwxa2tw7pEfgLJTFhgo/SCfvRtu5sEktk8UwfBKeXLvJU7EhOhe/dsAMIH2/i2291Ebkqj/t/HaYGilJ9xpSelD7DWGJNhjDkMfA4McV5BRGKA64G33d3Aee0Sj45BaXqtjRZbv2XCAhvz2ukgOKV8nFdzB0B/sdPjpxnQpg289JL2wCrlZ1wpUuKADKfnGUDzcutMAZ4GStzUrqMSE48d/PS+sQNheQfp03q3DtRXyvd5NXdgt3Pu8wncFplsJZLzz7fGpGihopTfqPG9e0SkJ9DQGLNcRAaeZL2xwFiAuLg4UlJSqtx2dnb2CesVRcaTP/kjosb0qkmzvaqiuAJFoMamcbmfp3PH5sWLyX50Iisej+eLyCwu+vZb1k2eTOTMmewwxk1R1K5A/TuEwI0tUOOCWorNGHPSCbgAmO/0/GXgBqfnd2MdIW0BMoFc4O2TbTM+Pt64YsWKFSfM+/KyF4299wMuvd5XVRRXoAjU2DQuY4CVpop8YXwwd1x8sTHffGOMGTTImEWLXI7XFwXq36ExgRtboMZljOuxVTd3OE+unO5ZBXQRkeYiUh8YCnzhVOS8YYxpboxpg3Vu+XNjzJ2nVDG5IO46Gw3XanetUn7Aq7kjKck6s9OtG/z8M3D99ex+dbZeJkUpP1JlkWKMKQYmAMuANOBFY8x+EVksInEebt8Jzr6+By3yN7H3z8O1vWulVDV4O3fEx1tDUMLDrSLlf82ups6Xi+nbo8DTu1ZKuYlLY1KMMQuBheXmDatgveXAcnc0rDLB4XXY1rgXe/+1kkFTL/HkrpRSNeTN3GGzWZdFueoqEIHFixuxtk9v+h1eAox0566UUh7iF1ecLa8ovh/Zi7/1djOUUj7OZoO//Q327YMzzoAGd14Hs2Z5u1lKKRf5ZZHS/Pp+xK6zU9kA/bJz0c70lh1KnX7sdnj1VXjqKVi3Du5cPBK+/BJycytcX3OHUr7FL4uUM67oS/fi1axNK6pw+dWbk3hxpP1osrHb4cWRdq7erJlGqdOF3XGrnuRkeOwxWLAAGs57h3VB58Bnnx1dL326neXDrdyguUMp3+KXRUrSm/XZHd2Bn9/76eg856OddqPjSSaBF0famTzZSjLJJNBudPVuLLZ8eJJ1UzInzglNKeW7UlOPv1XP0KHQ5bZ4mu5fy5aHXgOs73PT8Qk0vMzKDa0S4pltEnjhCjuTJp167tAuGaXco8YXc/OGqzcnkX64LXvmfQsv97G++1fa+fvAVN58M5G16efTtsEkPtw8lMwnm/J3MlhW91J23fAlpTE/EnxGLKHNY6nXKpaodrE06hjLGW0jiG0sBDmVbQ0vi6fp+ATSSab7ONvRhMYryd4LXinlkoquSn3LOzaWNpjFxS8O5evQofQp+pYlISM4+LdZpI1/l/qSSwva8knJJeycGkdTMvm6/uXsuP1/BDXfSni7OCLPbk6THnG0PCeSZs04LmeUmbk5nmueTSB0gaNKctwode51yYz2fOhKBQy/LFLajY6n5QdT+H57Jp06/Y0zNtqZba5l0eq7OXftzdyycwlZsWeyus4FDCxayifhN9N2zEA6Be+jcMcOSnanId/tI2TxPuoe3kf9wn2ElB4hwzTiUJ1YcuvGUhgZS0mDWLLaDaPHfcNZPmMsnX76mMxXrIJFKeWfBiddys+fJ3Dxb7PZ1HYII+7sQ0h0PYIjI5D69fjljwhmPzaPv+S/xSfhN9Huugs4pzCDI1vWIyt2EjYvg6jDOwkqKWITcRwIjyM3Oo7ixnEEtWxO3TPjCKsbxz3Fr/DayATCEu/nSNI060apozV3KFUdflmkYLNR56P3sF15Ff9YP5yhwUsJjgjl9vPSYMQIVjZK4rnbNpIcmQCJU7kyaRoJs+9gwoLbKr8JalERYXsPUHfTPg5t2kvOn/vI276Pop372LqrEwPXvMTOoObsW7KaLee1p835zWozYqWUm6RPt9N0/QqWD5lKp6+msaH+o3S/20oMdju8eLud5LqfwmOO3DH/TiYsuPvE3FFQQLutO4n6eScHft1J7sYMirbuIGjRKtodyOCR3J1Qsh8mTuS98HFM+NKmN2FWqpr8s0gB7A2vICakMyOKP2N2nVtoPv9N+l0SDsCf91jnkcu6WkP79SN5ZAJzZyZXfqv2OnUIjjuD2LgziB1wbHb6dDtNlr3Gskum0P3rF4n6cTn1+z1Lar3u7L/sRs559GradIuqhYiVUjVVdso285VkBo6zkT6933GndHfMrEbuCA+nTsd2NOvYjmbXVrAzu52cYQl8drgvtxW8zubrf+HAzOnE9O9SK7EqFQj8cuBs2Yj7s6L2wtSpXBXxBUnX/XB0nNrodqnHzgWDlWwWJDO6XWq19uOc0C5aOpHt0xbQavcqdiTNImrSfTRNX0KDHm34KuZa5t+ygC0bCt0cqVLKnQ4uST3ulG33cTYyX0nm4BIrN7grd5SNQbk5NJkNU+dzXYMvab7nJ0oHXsQvXUdz+McN7gxLqYDllz0pVR7tVDRizmarvBelEgeXpEK5hJZOMoeWpDJwUSL8/QpKs3Jo9cJ8Sj54g8gP72BBo6sovOYGzv97f1q18csaUKmANXDRibmh+zgblI0zc1Pu2Dwzlb+RzIQF1ikee7+LuWHkIp6+7Ft++yOcxr0vYvt5g2k34zHCzml/KqEodVrwy/9F3Xa0U4WBixJPGCTbfZztuEQXFB1Jh2f+QqetX9Bg+690ub4L8fP+TvCZbfgw7iE+SExn+zb/vC28UurUzGuXeLRAAStVTVhg44uej3DdygfI+mETP+R3JrtbP34fOJbSzVu82l6lfJVfFikkJp54ZFNZD0otCo47g/bT7qfN7lSarv2afpfWY8g715J3Zhfeaj2Vdx/fQkaGV5uolKoFVaWojufW4y+/PMTWpZtYsa0tBzvGs3XY3Zht22u/sUr5MP8sUvxA8Nln0eY/T3DGwQ20//Y9hvXey9UvXkBG2wuxj/6Bt6fuY+dOb7dSKeVNvS6K5LY/JpE2awOf/3gGh9qfx65r74ddu7zdNKV8ghYpniZCcHwvWs75Jw2yt3PewsmMbJ7CDU91ZG3b4Tx19se8+WKu5iSlTlMicPE1Dbhz52SWvb6eBV/V51Cb7uwbMwH27PF285TyKi1SalNwMMGXDWZ/0gTqH9zBoPdu4a6YZG6a1Irv2t7EQ10/581Xi9i929sNVUrVtqAguHpsDLfvnsq8p9byyZwgslt3IeueR2D/fm83Tymv0CLFW+rWJfj6a2ny/QLq79zEyJcH8HDQ84z+e0sWtRnHuPP+x5tvmKMHUnofIaVOD6GhcNvfG3Nz5gu8O/5nZs/IJ6dlJ/ISHyc4J8fbzVOqVmmR4gtiYgi56w5i0pcTveEHbnmsFVMP3c3Vf2/PB20e47bz1/FbpOM+Qo5CpfyN0ZRSgaV+ffjrc025etvL/POmH5n9+j66jrqFwseehuxsbzdPqVqhRYqvadmSkIkPEfVHGk3+t5C/3lfC9M1DGfbleD4Nvppm943ivxc8e/Qic3ofIaUCW2wsPP52Cy5e/zr39/2cOS9tI69FB4qnPAeHD3u7eUp5lBYpvqxzZ4Kfn0rErs20Wfgqt99qiArOZcT/JrK45f/RcawWKEqdLlq1gtuezKfHqn8xoe93fPrcevJadqD0xZcgL8/bzVPKI7RI8QdBQXDhhfzadTQ5ph47mvXm5q3P8MoZU0lZoReKU+p00rkzvPHlmcR9OYM72i9nyTNrKGjVATPtVSgo8HbzlHIrLVL8RNkYlJ2vzKHFzlX8+cA0/pb9BOGDL2TSjVvIyvJ2C5VSten88+HDVR3go4+4odEXrHg6hcI2HeDNN+HIEW83Tym30CLFT5S/MdpZL93Dby8vpUG7Rjw8P543Wj/HwjmamJQ6nYjAsGEwZ11nMl7+hKtD/kvqU0s40q4j/PvfUFQESUkcvftqGbvdmq+Uj9MixU9UeB+h8QPpsP6/RG5cwx3nruacm3ryxMAVZGZ6qZFKKa8ICoIbb4T5m7vzw8QFjCicw8+T51F0Vif+9/lBjoxMOFaoOO7QPHOz/jJQ+T4tUgJBixY0+mYOrWe/wPifbyOl7S18/PIejA5XUeq0EhoK48bBnM3nseCOz7gi60Pqrf2B3YfqUDzsCpg6lSMjE0ggmRajdeC98n1apASQOlcOI2bHL1z0lxZc+lA3/tnpbf7YVOrtZimlallkJDz+OLy/sS//Gf0l/xfxETtyG8CkSczMv/K4OzQr5cu0SAk0ERE0fmsKDX9aRkLpTA6c048ZD6RTXOzthimlalvjxvDPf1rDU+oFF/AhN3BTwTv0m3wxbN3q7eYpVSWXihQRGS4iG0Rkk4iMLbcsQkQ+F5H1IrJWRO7zTFNVdQR17kSLDd/QLukeRrwxjFnN/8bP3+kltVXt0tzhA+x2Gt2dwB1Ryay89yOGBS0hd9kPFHXpAY89pheEUz6tyiJFREKAl4BBQE/gQRFpVG6154wxZwPxwL0i0t7tLVXVJ0Kj8TcRs/NX4rvl06h/Zz68ai75eTpYRXme5g7fsHlmKgkkM2GBjenTYdI3l5BQ7zOmy/18+UEmRWd1gvfeg1I9Nax8jys9KX2AtcaYDGPMYeBzYEjZQmNMnjFmhePxYWAD0MwTjVWnRmIactbSN6j/+Sf0S5nCqsaXkzpzs7ebpQKf5g4fMK9d4nFjUPr3h0cW2yic+CTrHvgXlx35L5sm/Yfic/vAt996t7FKleNKkRIHZDg9zwCaV7SiiLQEugE/1rxpyt2ih8TTZvcqzrjlMs686XwW9J7Cod2F3m6WClyaO3xAYiInDJK12eDhh2H8ePhkUw/euHYZd/w5kUMjb6Hk2utgyxavtFWp8sRU8TtVERkFDDTGjHM8fxAwxpikcuuFAcuAl4wxcyrYzlhgLEBcXFz8zJkzq2xcdnY2UVFRLobiP3whrpLtBwh7+N/E7tpE6l/+TusxZ7plu74QmydoXDBgwIBUY0xfV7etucP9PBnXjh3h/OfNOAamv8f4kn+y/6qh7LjxRkoiIjyyv/L0M/M/rsZW3dxxHGPMSSfgAmC+0/OXgRvKrSPAbODRqrZnjCE+Pt64YsWKFS6t5298Ka71rywxW0Lbm+UtbzSZ6Zk13p4vxeZOGpcxwErjwvfbaO7wmNqIKyXFmEt7ZJoFTe80hY2bG/Puu8aUlHh8v/qZ+R9XY6tu7nCeXDndswroIiLNRaQ+MBT4otw6zwJ5xphnTqlSUl7T8f5LabbnZ4Lan4n07M53N72BKS7xdrNUYNDc4YdsNli85gwOJ73FlSGf8dvD73Oke+8TL62vVC2oskgxxhQDE7C6Y9OAF40x+0VksYjEiUgL4O9AHxFJc0yXerTVyq1Co+ti++ZJchalEPrZPNbHXMD2T3VogKoZzR3+q+wy+/P+6M6n47/hjm2Psf+KWym6KgH+/NPbzVOnkRBXVjLGLAQWlps3zOmpuLNRyjvOHNqBtvu+5Os7Z9P56itYff419Fj4NCExgXk+VXme5g7/VrcuPDJR2H37SJ54dChNZr9KYve+hN99G0GPTrQubauUB+kVZ9VxgoKFwf++HvPLWjIzStnXtDN/Pp+M3ghIqdPXGWfA9H+FcfX3idzW6xc++ddBCtqebV3KtkRPDyvP0SJFVaj5OdFcvvlVfnlyPtmP/YON7S6j4Nffvd0spZQXdekCs75pQoOZb3Jjw8/56aGPye/SG1as8HbTVIDSIkVVSgQGP9KLlhmppJ5xBTk9+vHnmCehoMDbTVNKedGll8Lsdd1Y/exX3L1nMruvGEvB8FGwWS8SqdxLixRVpZjGwdy88l7WffQTv8zZwO4zupEz/ytvN0sp5UUhIXDHncKrW67g9XvW8uzy8znc7XyKJjwM2dnebp4KEFqkKJf1v64ZF+/+mAVDXmdPwr1s7zcadu2CpKQTf55ot1vzlVIBLTISnnw2lLHrJvDQ0F+Z9XYWeW06Ufr2OzpeRdWYFimqWurVg//75BIOLv+Zhb+fw8G2Pfn+kx0cGZlwrFCx2zkyMoGZm+O921ilVK1p2RJe/6QxZ3/zBve0XcIPibM5fPZ5sHy5t5um/JgWKeqU9LowjDu3P8ase78l/8f1bDkYRdHwq2j54YccGZlAAsm0GG2rekNKqYDSuzf8Z3VXMv7zJX/LfYaMEf/H4SFXwx9/eLtpyg9pkaJOWZ06cPeL7Wnxy+e83fIZcrOLafuvf7E+qykv3PATtpD/QV6et5uplKplInD1NcL0LcOZ+8Qv/ON/NnK6XkD+/Q9BVpa3m6f8iBYpqsY6ni384/2mmPC6vMQDtC79k1/fsJN+6YPkN2zGgVbdOXTN7ZS+/iasXg2FeudlpU4HoaFwf2Iof936AM//ZS0z38nlcKtOFL/+to5XUS7RIkXVnN1O8dUJ3BqRzPo77uOWhv9lWPS3BD//LP9+fj8v9viQF/7Xj38/8AvrBt1DQVRjDpzZi6wb7sK8829IT4eiIm9HoZTykJgYeObNWGzpr/Fo7y9ZmTiHQ2eeS1rfu0iffvyg+/TpdpYP10H3yuLSZfGVOpnNM1P5G8lMWGDDmBTk5v5cNzKZl35JZdzrNvhrV6ArOTm38tNPsOR/R9jzza8Ef7Was+alcmHodFoU/kFum86EXtCL+gN7I717QceOEBzs7fCUUm5y1lnw8lddSFnxBU+MXczDa+6iYeoM1u15Fy5pQfp0O03HJ8Aryd5uqvIRWqSoGpvXLpEJC6y7p6akWP+ywMa8VBuJTutFRkL//tC/fyj8/VzgXA4evJM1a2DB//LZ983P1Pl0NZ1nfUPfkH/QtGg7ue27E35hL+oN7A29esGZZ1p3P1NK+a3+A4R+Gy5n1vt/kHtPIrc9fTON/nEGkYUHOXDpDXSPzYAff7SqGr0/0GlNixRVY4mJJ86z2RzFShUaNoRLLoFLLqkLj8UD8ezZYw1dmfndYQ4tTyNs5mp6frCIPsGTiSneQ97Z5xJh60Xd/o7CpXVra6SeUspvBAXBDWNCyUuYxsfdG3Hz75OZH3Yda5e15hz7Is4J3kirwo2UhtWloFUHgs/uQP1zO1DnnLOgQwfrgCUszNthKA/TIkX5nCZNYNgwGDasPtAPY/qxc6dVuPzybRbZy3+k3r9/oNe7yfTiISLJIf+c86g3oBfh/RyFS1ycFi5K+YFN79oZsvlN5vVO5MI1H9L25Xtpcs3jbNoE32407Px5HwW/bCR45UYaLNxIpzofcnbQRuIKNlMQ1YQjrc+izjkdiDyvAyHndLB6X1q31lPFAUKLFOXzRKB5c2u68spo4CKMuYitWyHlB/jNvp/clDVETf+B+DdmcK4ZR3hwMYVde1F/YC9CL3QULk2aeDsUpZSTsjEoma8kE9vNkPnzFTQbn0CmJDNgnI0BAwRo7JgupLQUdu6ETZvgqw2l7P1pB4VrN1Hnm400nL2Rc+osoYNsovGRDA43ak1R2w6EnnMWUb07ENKpg9UD07SpHsD4ES1SlF8SgTZtrIlrGwFDKC0dwu+/wxerYcOKTPK/XUPDpB+44NXX6VH0A0F1wyjq3ovIi3pR5/zecN551s8OlFJecXBJKrySTPdxNlJSUug+zkY6ydb8cSeeLw4KghYtrOmii4KAVo7pYkpLYccO2LAJFq8vYv+aPyleu5E6izbR6P0f6Rwyi/ZsIrLkEDlntKe4XQfCu3YgutdZBJcVMA0b1vZboKqgRYoKGEFBVp7p0AG4oSlwOSUll7N+PcxfZfh9RQZF3/9A7JTV9AtLouuR1ZRGNqCkZy+iBvUiuG9vOPdciIoCYPnwJBpeFk93p2SZPt3OwSWpDFxUwUAcpVS1VPQ96j7OVmGBUpWgIGjVypouvrgO0MExWZdk2b4d0jfBn2vzOLT6d0rWbSRs9iYav/kN59R5k/YlGwkOhpxmHSg98yzqdu9AdO8OVgHTvj1ERNQwWnUqtEhRAS04GDp3hs6dBW5tAbTgyJGrWLsWZv5g2PzNFkpTf6DZ8tX0q/sU5xT+RFHDMzDn9aJ9aEMi7n+OXwo/ht7h+vNIpfxUcLBTz+vgCKCbY4LiYti2DVZugm3pB8les4nS9Rup+5+NnPHyXDqFbKRdySYKw6PJjeuA6dCBet3POlbAtG1rXX7biR7guI8WKeq0ExoKPXtCz54Cd7YF2lJQkEB6OvxnVSk7lm2idNVqWu1dzSWhcXROvIzc4EjCS/I40LQTLT56nv2fvUlwgyhCYqMJjY2mTmw0Eh0F0dHHT1FR1hSiXzWlfFFICLRrZ01c2hDo45isa0xu3QorNhoy1mRy+KdNsHEjEfaNNDucQqfgTTQv2crhyGbkteiAdLB+gdSidTANxl9DuvkEuose4NSAZk6lgPBwiI+H+PgguK8j0JHDh28kLQ1W3jaFWzY9yodNHmBtp+sgK4ugP7IIzs0mJC+LsPwsIop2ExOcRcOQbBpKFtGSRZTJon5JFhHF2ZigYArCoimKiKY4IorS+tGURkUj0dEENYwmJCaKOrHRhDWxpqAGFRQ8bvq5pR7lKeWaOnWsMz3t2wsMawY0A/oDcOQIbNkC36wvYfcP28hL2whrN1F/6Tqa526km4TQ9f6LyA5qQL3SHDKjOxL1zyf5/fUISutGYMIjMHUjICICqXdsCo50TFH1CImKoE60NYU2sKag+tZrCA31ygDg2s4fWqQoVYn69SEyzc5lf0xnXu9EBq/5kK5XX0X3cUNOWNcYyM+HnBxrys6GvU6Pcw8UcmRfNkX7sig5kEXpoWzIziJoRxbB67Ook5dFnfwdhBeupW5RFg0ki4ZBWURLNlEmi8jSLEJMEfl1oigMj+ZIeDRF9aIprRdFaVQ0RFnFTnBMNHUaRR0tduo2tQqgo4VOvXo0vCyepuMTSCcZuqFHeUqdgtDQsjFwwXCF1SMLlwLW7cn+/BPs1z/NqPTHWdD2AbJG3ITJzcPk5kJuHpJvTUGH8ggqyCP4SA4hhbsJOZJHnSJrCivOJbQkj/CSPMJK86hbmkdd8oggjzAKKZJQCoIiKAiKoDC4HoUhERSFRFBUx5qKQyMoCYugJDyC0jCrOKKuoziqV++4wigoMoLg+hFHC6PQBhHUiapLeEQQ4eHWMVJ4OEQPqd38oUWKUpWo6OeRZV/O7uUG9olYBzcREXDGGRVtLYxjP6WsWmHhsYInMxs25UDOoRLyd2cfLXaK92dRejDLuqvsnmyCN2cRkreP0Lw/CCvMou6RbCKKsojCKnqiyaKuyaNtcD2OBIdyzn2D2FmnJeEl+WS+cmJMSqlTExYGhV/Zsf3y+tHrv2SedZVbvmOlpVYvTn6+ofBwEYUH8yg6lEtRVh4lWXmUZuchh/MIzsmDw3kE5+ZhcvOswigvFzl8CNnnKIwK8wgpzCPkSB4hjsIotDiPsOI8wkpyCS/No5Qg8iWCPOqxnwjERLDHxHL2fZfwWY976fjzTI/mDy1SlKpEdX8e6U5hYdYUG+s8Nxho6JhcV1QEhw9DVg5szzLk7smlYHcWeU8lMXTDyywfMpWBWqAo5TbVOcCprqAgq0cjPFygYSi0DAUauKXdFSouJjw/n4Z5eeCYTG4eP93zL65e80+P5w+9CYpSlRi4KPGEhNJ9nM3vxm3UqWNd/qFVK+jSVYi/uD4NDmzm3E2zmNc7kU5fTTvhTrRKqVN3cEnqcb0L3cfZyHzFcYDjb0JCrPsnnXGG9Uumzp35eVUBzX/6b63kD+1JUeo048mjPKWUe6//4mtqO39oT4pSp5mAOspTStWq2s4f2pOi1GkmkI/ylFKeVdv5w6WeFBEZLiIbRGSTiIytYHkfEVkrIr+LyOPub6ZSyh9p7lBK1USVRYqIhAAvAYOAnsCDItKo3GqvAaOBjsAwEenq7oYqpfyL5g6lVE250pPSB1hrjMkwxhwGPgeOXs1KROKAEGPMz8aYEmAWMNwjrVVK+RPNHUqpGnFlTEockOH0PANoXsXyAeU34ujqLevuzRaRdS7suzGw14X1/E2gxgWBG5vGBW2quW3NHe4XqHFB4MYWqHGB67G1OdUd1NrAWWPMO8A71XmNiKw0xvT1UJO8JlDjgsCNTePyHs0dxwRqXBC4sQVqXFA7sblyumcnxx/9NHfMc3W5Uur0pLlDKVUjrhQpq4AuItJcROoDQ4EvyhYaY3YCJSLSTUSCgeuB/7qpfdU6evIjgRoXBG5sGlf1ae5wv0CNCwI3tkCNC2ohNjHGVL2SyBVAElZR8w9jzNsishgYa4zZKSJ9gX8D4cAHxpjJHmyzUspPaO5QStWES0WKUkoppVRt08viK6WUUsonaZGilFJKKZ/kk0VKVZfS9jciskVEfhaRNBFZ5ph3poisdlwO/E0REW+30xUiMl9EDorIHKd5FV7a3J9irCSu5SKy3vG5pYlIXcf8WBFZ5vj7nCci4d5r+cmJSEtHHL85/gavdcyv8LPxp9gqE0j5Q3OH78eoucPDucMY41MT1rVbNmL9HLE+sAFo5O121TCmLUD9cvPmAMPLP/b1CRgIjADmOM37AegGBAMrga7+FmMlcS0HulSwbhIwrvxjX5yAZkAPx+OmWBdMq1fZZ+NPsVUSb0DlD80dvh+j5g7P5g5f7Ek56aW0A4Gj8rwA+Mwx60OsP3KfZ4xZDuSUPZdKLm3ubzGWj6sKVwAfOB77ely7jDFpjseZwD4ghso/G7+JrRIBnT/87XvlTHMH4EffL1/JHb5YpFR1KW1/ZIAVIvKDiNwINAIOGEfJiX/HWNnnFSgxfiwiP4nI35zmRRtjshyP/SYuETkP64g1n8o/G7+MzUmg5Q/NHf4bo+YON6i1y+Kf5voZYzJEpBnwFbDd2w1SLrnR8blFAwtFZIMx5rMqX+WDRCQGeB+4w9ttUdWiucM/ae5wE1/sSQm4S2UbYzIc/+4CFgNnAjFOg8H8OcbKPq/9+HmMTp9bFpAM9HYsynIkH/CDuEQkDFgAPGeM+Z6TfzZ+FVsFAip/aO44br7f0Nzhvth8sUg56aW0/Y2I1BORSMfj+sAg4FesQWKXO1a7EfddDrxWmUoube7oDvTbGEUkRERiHY9Dsf4O1zoWLwJudjy+CR+Oy5FMZgDfGGM+AKjis/Gb2CoRMPlDc4d/xqi5A3BnbN4eQVzJqOIrsEbo/w7c6e321DCWdkC6Y/oVGO+YfxawBvgDeBsI8nZbXYznK6xbc+cBO4Dzgb5YX8I/gMlO6/pNjBXEdaGj7T87YnuOY1dobgyscPx9LgDqerv9J4mrH1AKpDlNXSv7bPwptpPEHBD5Q3OHf8SoucOzuUMvi6+UUkopn+SLp3uUUkoppbRIUUoppZRv0iJFKaWUUj5JixSllFJK+SQtUpRSSinlk7RIUUoppZRP0iJFKaWUUj5JixSllFJK+SQtUpRSSinlk7RIUUoppZRP0iJFKaWUUj5JixSlqklEBorI795uh1LKv2juqD4tUk6BiGwRkTwROew03VOL+zcikuvY7zYRebSar23h5vZMFpGicu/HSDds9yER+U1EckRko4jcWsl6b54sLhFp41g+s9z89SIysKbtVMpVmjtO2KancsddIrJZRLIdcT7itKyviHwtIgdFZLeI/EdEoirZjuYOL9Mi5dQNMcbUd5peL7+CiIS4Mq8yYqnsM+pojKkPXAU8IiJDXG65Z7xX7v1YUJ0XV/K+GOAGoAEwCnhORC4s97pzgXNc2EUpMEREzq5Ou5TyAM0dx/NE7lgCnGuMiQLigZtE5HLHsgbAa0BLoD0QCSSdZBeaO7xIixQ3E5HlIvK0iKwGckVksIj8LiJPisg+4EkRaSgiM0Vkn4j8ISL/5/T6GSIyXUS+AfKAM0+2P2PMGmAt0MNpG/NEZI+IHBCRT0QkxjH/S8cqGxxHLDbH/HtFZJOjPe+JSD3H/A4i8q3jaGS3iLxwCu/HPY4jmr0i8qGIRDvmDyz/vlQQ2wvGmDRjTIkx5mfga6Cv07YFmAY84EJTDDAdeLySdoaLyGsikuk48nq8LMmLSLCIvCIi+0Vkg3MbHMu7ikiK48hsjYj0cswPEpFpjvf1kIj8ICKxLrRVnYY0d5zwftQkd2wxxhxymlVa9n4YY5YYY+YZYw4bY3KAt4HzT/ZWobnDe4wxOlVzArYA/SpZthz4HatCDwcuAoqx/sDrAHWBj4CZQATQDdgLDHC8fgawDzgPCAHqVLAPA7RwPI7HSkjXOC2/CagHRGMdUbxc0Wsdz68FfgFaO9r2MZDkWDYLeAQQx/b6VBLzZOCdCuYPBnZh9XTUA+YCMxzLBpZ/X6p4z+sAm4HLnOaNKdtv+bjKvbaNY18NgQPA2Y7564GBjsdTHJ9dQ6AVsBEY41h2D/Az0BSIA9KB3x3L6gMZwDVAMDAS2Ob47C8DVgNRjmXnAvW9/ferk/cmzR0ntMdjuQOrFzbH0e4/gGaVrPcMMKuSZZo7vP2d8XYD/HFyJJoc4JDTNMCxbDnwiNO6A4FcIMTxPBg4ArR1WudZ4C3H4xllj0+yfwNkORKMAV4FgipZ91JgdbnXOieaJcANTs+7AFscjz8A3qzsy+30mslAodN7kemY/2/gSaf1OgL5WInruPfFhfd8GvANII7n0Y5k0KSiuMq9tg1Q7Hj8NPCR47FzovkDuMjpNf8HfOF4vKws6Tiej3VKNNcDX5bb32pHfBcDG4A+Ze3W6fSeNHecsI/ayB1dgMeo4D95rB6UA8A5lbxWc4eXJz3dc+qGGmMaOE0rnJbtKLdupjGm2PE4Fqv63+a0fCtWlV3Z6yvSGasSHwf0d2wTEQkRkZdFZKuIZANzgEYn2U4r4C1Hl+Ih4FugsWPZQ0AokCYiP4nIiJNs5wOn96KpY15cBXGGAzGO587vS6XEGvQ2CBhlHN9krOT2ljFmT1WvL+efwDAR6VhufkVtLftMmgHbnZY5P24FDCh7/xzvYScgzhjzNVaifhvYJSJJIlKnmu1VgUdzx/E8ljsAjDG/YhVlx52uEZHOwHzgZmPMby5sSnOHF2iR4hnmJM/3AUVYf6BlWgE7T/L6indiTKkx5jXHNu92zL4RqxK/wFiDxkZhHX1UJgO4pVzSrOfY/i5jzG1YXZWTgWQRCXelbQ47OTHOAqwjF3AhThG5F+voY4gx5oDToouAhx3ngTMd834UkctOtj3HNl7HOrKqqq1ln8kurEF2ZZwfZ2AdNR33/hljPnbs75/GmB5Ab6wj0xtPHrE6zWnusNQ4d5QTgnUaDQARORP4AvibMeYzVzagucM7tEipZcaYEqwjlGdEJEJEugC3Y53DPVUvAIkiEoo1Ur0AOOgYaJVYbt09WF2YZd4FJjq+tIhIs7L/6EVklIjEOXovDmElhuokh9nAHSLSyTGgbgqQ7NQbclIi8hdgIlaBsrPc4ouBrliD/no45l2K1b1alZeA4VhHOc5tfcwxMLEl8DeOfSZzgAdE5AwRaYZ1BFpmEdBTREY6jkTrishlIhItIr1EpLdYvz7IwfoPpsSV2JUqT3NHtXLHLSLSRCznYn1nv3EsawF8BUwtKwiqQXNHLdMi5dR9Kcf/tn9KNV47Dquy3w4sBCYbY1z5z7VCxpglWIngZuB94CCwG7BjnTd29hQw19G92M8YMxPr/O9nji7eFRz7SW8fYI2IHAbeAEYbYwqr0a4vsc6ZL8bqAi0C/lqN0J7E6j5Od3qfJzq2vd8Yk1k2Odbf60r7jDH7HfE4XxvhaaxzwOuB/2Elmfccy94CUoB1WOMGZjltKwu4HLgPK4lvAe50LI7GSuSHHNv+DmtwoTq9ae6oul01zR3xWIN6c4BkrFMnrzmW3Y5VbP3D6TNY62K7NHfUMnGxMFVKKaWUqlXak6KUUkopn+RSkSIiw0Vkg1gX7RlbwfLRIvKLiPwqIrNEJMz9TVVK+RvNHUqpmqjydI9j4M5vWL+myALWYI3+3u9YLlijlLsaY/aLyCzgU8f5SqXUaUpzh1KqplzpSekDrDXGZBhjDgOfA+Xv9SBAhIgEY10dcJd7m6mU8kOaO5RSNeJKkRKHdbRTJgNoXvbE8ZOwccCvWL8NzzHGLHdjG5VS/klzh1KqRly+q2ZlHFfBuxPrmhUZwIcicpMx5sNy643FuigXERER8W3atKly2yUlJQQHB9e0iT4nUOOCwI1N44Lffvttt9MVQWtMc0f1BWpcELixBWpc4HpsNcodVV03H7gAmO/0/GWOv19Db+Azp+fXAq+fbJvx8fHGFStWrHBpPX8TqHEZE7ixaVzGACtNNe65obnD/QI1LmMCN7ZAjcsY12Orbu5wnlw53bMK6CIizUWkPjAU63LCZTKAbiLS0PG87MZISqnTm+YOpVSNVFmkGOsmThOwLjeeBrxorJH4ix2XPd4JPAd8LyK/YF0p7y0Ptlkp5Qc0dyilasqlMSnGmIVYl2B2njfM6fFrHLvksFIBq7i4mB07dlBQUODtprhFZGQk69evP25eeHg4LVq0ICSkxkPWNHco5RBouQM8nz/ADQNnlTqd7Nixg8jISFq3bo11mQ//lpOTQ2Rk5NHnxhgOHDjAjh07cGWAqlLKNYGWO6B28odeFl+paigoKCAmJiZgkkx5IkJMTExAHe0p5QsCPXeAZ/KHFilKVVMgJxkI/PiU8pbT4bvl7hi1SFFKKaWUT9IxKUr5iSNHjtCnTx8AMjMzCQkJITY2loiICL7//vsqXz9jxgyGDRtGkyZNPN1UpZQP8efcoT0pSnlIUhLY7cfPs9ut+aciNDSUtLQ00tLSuOuuu3j44YdJS0tzKcmAlWj27NlzajtXStUazR3HaJGilIfEx0NCwrFkY7dbz+Pj3beP1atXM2DAAM477zxGjBjBgQMHAHjwwQfp2LEj3bt355lnnmH+/PmsXr2aUaNG0atXL/c1QCnldpo7jtHTPUp5iM0GyclWcrn/fpg2zXpus7ln+8YYJkyYwPz584mJieHdd9/l2Wef5eGHH2b27Nls2bKFoKAgsrKyiI6OplevXkyfPp0uXbq4pwFKKY/Q3HGMFilK1UC9elBScvJ1ioth4kQIDobBgytfLzgYcnNd37eIkJ6ezqBBgxz7KaZz585ER0cTHR3NbbfdxsiRIxk+fLjrG1VK1QrNHa7RIkWpGqgqMZR103riaKi0tJSePXuybNmyE5atXr2aL7/8klmzZvHhhx8yZ84c9+xUKeUWmjtco2NSlPKQsiSTnAyPPHKs+7b8gLia2L59O2vWrAGgsLCQ9evXc/jwYbKyshgxYgQvvfQSaWlpgHUJ65ycHPftXCnlEZo7jtGeFKU8JDX1+KOfsvPMqanuOSIKCgpi9uzZjB8/npycHEpKSnjssceIjo7myiuvpLCwEIDnn38egDFjxjBmzBgiIyNZvXp1zRuglPIIzR3HaJGilIckJp44z2ZzT5KZPHny0cfffvvtCctXrVp1wrxrrrmGa665puY7V0p5lOaOY/R0j1JKKaV8khYpSimllPJJWqQopZRSyidpkaKUUkopn6RFilJKKaV8khYpSimllPJJ+hNkpfxETW63/vjjjzN48GBs7rpkpVLKb/hz7tAiRSlPSUqyblvq/OW2260rMlV0IYQqlN1uHaxrHcTGxjJu3Lijy0tKSggODq7wtU899VS196eU8hLNHUfp6R6lPKUW7rc+ZswY7r77bvr06cNzzz3HggUL6NOnDz179uTyyy/n0KFDR9dbtGgRAG3atGHy5Mn06NGDAQMGsGvXLre1RynlBn6QO3r37k1mZqbb2lMZLVKU8hTn+60/++yxm3G4udt0//79pKamMmnSJAYMGEBqaio//fQTl156Ka+99lqFr2nRogVpaWkMHjyYd955x63tUUrVkB/kjqFDh/Lee++5tT0V0dM9StWEN++37jBq1ChEBIBt27Zx7bXXsnv3bvLz84mv5MjrqquuAqBnz54sXbq02vtUStWQn+eO8847j7lz51Z7n9WlPSlK1URuLhQUVD4tXQqNG8PUqda/S5dWvu4pJBmAiIiIo4/vv/9+HnroIX755RdefvnlozcKKy8sLAywbjRWUlWiVEq5n5/njuDg4FrJHVqkKOUptXG/9XKys7Np3rw5xhjef/99j+1HKeVBmjuOcqlIEZHhIrJBRDaJyNgKljcSkU9FZL2I/CYiZ7q/qUr5mZPdb91DnnjiCUaMGEHv3r1p2bKlx/bjKs0dSp0CzR3HGGNOOmGNW9kINAfqAxuARuXW+RC4wfE4Aqh3sm3Gx8cbV6xYscKl9fxNoMZlTODGVhbXunXrvNwS98rOzq5wfkVxAitNFfnCaO7wqECNy5jAjS1Qc4cxrueP6uYO58mVnpQ+wFpjTIYx5jDwOTCkbKGIRAO9jDEfO4qePGPMqZ0gU0oFEs0dSqkacaVIiQMynJ5nYB0ZlWkL7BORj0TkJxH5p4jor4aUUpo7lFI14o6EEIJ1xDQO+Bl4H7gV+JfzSo7z0WMB4uLiSElJqXLD2dnZLq3nbwI1Lgjc2MriioyMJDs7++jP9vxdSUkJOTk5x80zxpCfn18bn6PmjmoK1LggcGML1NwBtZM/XClSdnL80U9zYJXT8wzgT2NMGoCIfAoMLL8RY8w7wDsAffv2Nf37969yxykpKbiynr8J1LggcGMri2vLli0UFRURExMTEMkmJyeHyMjIo8+NMRw4cICGDRvSs2fPmm5ec4ebBWpcELixBWruAI/nD8C1ImUV0EVEmgNZwFDgaadG7RKRPSLS1hjzJ1aSWeeW1inlY1q0aMGOHTvYu3evt5viFvn5+dStW/e4eeHh4bRo0cIdm9fcoZRDoOUO8Hj+AFwoUowxxSIyAViGNYblH8aY/SKyGBhrjNkJPADMFZE6QBrlumuVChQhISG0adPG281wm5SUFLcd8ZSnuUOpYwItd4Bn80cZl8akGGMWAgvLzRvm9Hg1cK57m6aU8neaO5RSNaFXnFVKKaWUT9IiRSmllFI+SYsUpZRSSvkkLVKUUkop5ZO0SFFKKaWUT/LNIiUp6cRbUtvt1nyllFJKnRZ8s0iJj4eEBKLS063ndjskJFjzlVJKKXVa8M2bedlskJxMl8sugyVL4McfITnZmq+UUieTlERUWBg4X2LdbofUVEhM9F67lFLV5pM9KUlJYMfGoR49YPFiuP9+7Nj0bI9Sqmrx8XSaPPnYKWPtiVXKb/lkkRIfDy+OtFP/p1+gRw+OJE3jxZF2zTFKqarZbKybPBmuvRYmTLAKFO2JVcov+WSRYsNOMgk8xWP8nteMBJJJJgEb9qpfrJQ67WV37w4DB8JLL8H992uBopSf8skihdRUQhcks7VdPAc27iM+0UbogmTrnLJSSlUhKj0dPv8c2raFadNO/LWgUsov+GaRkpiIHRurNremedg+K8dg00FvSqmq2e3WmJQrr4T69a1TPQkJWqgo5Yd8skgpG+c2+Po8Gpbs0xyjlHJdaqo1JiU8HA4cOPprQe2JVcr/+GSRkppq5ZRufQqg1GDrU6g5RinlmsREa0zK3r1WkQJWoaI9sUr5HZ+8TkpZLtm58wgHghoRsX8/Nlucjn1TSrluzx7Iz4eCAqtXRSnld3yyJ6VMTEwRe0pjYd8+bzdFKeUnkpIgPT3K6kkJCYGDB/WuGkr5KZ8uUsLCSjkgsRTu3O/tpiil/ER8PEye3IniXXugXTvWLD2g13JTyk/5dJECkFs3lqw/tCdFKeUamw2eevRnCnOL+b2wBU8/cECv5aaUn/LdIiUpiaj0dAojY8nd6ihStM9WKeWC81ptI7duY37aGsNNww5ogaKUn/LdIsVx/42GoYcpzNin999QSlUtKQnsdv5cVcy2gsYURsSwc95KNt+jBzdK+SOfLVKSUm0suvkF+u36hIYrF0NCAumTkklK1UMipVQl4uM5MjKBta9uoTCqCXVNLvfwGn+bHa/XWVLKD/lskRIfD3d+cCNrWl3FGZtX8ucV93PZFJt2pCilKmezMfe6ZB7jGaJydzE4fyFBV49kwgKbXmdJKT/ks0WKzQZv3/wRZ//xGftDziDinWksmWTXc8tKqUolJUGL0Tb2DLyIrkU/8l34JWzZW5/UVL2Wm1L+yGeLFOx2hn/wIO8OnklocS5f3j6b7lP02vhKqcrFx8OLI+1Ep6zkjZZTueDIMnZ8vUF7YJXyU75bpKSmsujmF0j66RIOB0Xx/IKzSZ+k18ZXSlXOhp1kEhhVksy7ZzzCk/IkF5hvsaEHN0r5I58tUuzxidz5wY3MnAl/0pYPnvqTy6bYsMdrn61SqhKpqYQuSKZZQltWr4a9nQeS06itHtwo5adcKlJEZLiIbBCRTSIytpJ1gkQkVUTmuKNhqakwefI6Lr4Ydoa3o63ZrDcZVMrP1HruSEzEjo1Fi5oydSr88EcMR/KKdECKUn6qyiJFREKAl4BBQE/gQRFpVMGqtwNb3NWwxETo3j0bgJzYtmSn/6k3MlXKj3gjd5RdTmny5HU88giMvjeG0MMHdCibUn7KlZ6UPsBaY0yGMeYw8DkwxHkFEYkBrgfedn8TobhFW46s3+yJTSulPKfWc0dqKiQnHzvA6Te4LnWlgFX/K3HH5pVStSzEhXXigAyn5xlA83LrTAGePtlGHF29YwHi4uJISUmpcsfZ2dmkpKSwP7ouRWnrXHqNPyiLKxAFamwa1ymp9dzRpw8Ycyyunbvqkh0UzfmdFpOSEn1KQfiSQP07hMCNLVDjgtqJzZUi5aREpCfQ0BizXEQGVraeMeYd4B2Avn37mv79+1e57ZSUFPr378+eNduJtT9MJxde4w/K4gpEgRqbxuV+tZE7srNhJ424oFMnaN/eTS33nkD9O4TAjS1Q44Laic2V0z07Of7op7ljXpm+gE1EtgCzgP9v777jqyizBo7/Tm56oYN0EQsWFBAlqESwISAgKkaxreuiuyrIKuiKFRvqCiqIr6uLrh3NKiDSLCuQ2IKoIEUQRRQCSCe9n/ePmcAlpFxIuYXz/XyG3Dszd+4594YnZ56Zeaa/iNTqYZ8jurUmPncrFBXV5maNMXXL721HgwawU5uQv2lnbW7WGFNPfClSFgOdRaSNiMQD/YGPyhaq6guq2kZVO+AcW56nqjfVZpAdj/WwOawNbNhQm5s1xtQtv7cdAHkxTdj1ixUpxgSjaosUVS0GRgMLgKXARFXdISJzRaR1HccHQKtW8EtpR4rX/lofb2eMqQWB0HYAFCU0IXO9FSnGBCOfzklR1VnArHLzBlSw3kJgYW0EtteECYQlJrI94Sh2LllHiwvPc64ztJtxGBPw/Np2lG27UWOyN+yqi00bY+pYwI44u1diIiQnk5AAOSt+3TcQgt2Mwxjjg7BmTSjYbD0pxgSjgC9SJqQnsezeFM7d+g4NUmdDcjKLml7CxIn7r7dsShoLB04AYOHACSybklbpcmNM6JswwdmniWzZhOKtTpEy/cwJTBxSedtgbYcxgSXgi5TERJx79px4E003LScnqjEfruvM1bOS9zYmy6ak0XJUMo37Ob0rjfsl0nJU5cuNMaHv0nVOQbKTJrDTGXX266XR3PTBRdZ2GBMkAr5ISUqC+fem0WXZ6zzd+GGKf9vEPRH/pLRRU44cOZgZrW+h7chLmH3aOL78NooX/ryYL7+NYs7p42g78hJmtBtJq9uG8umf36agRxIbNkBhoW/vbXtVxgSvjsMSSSGZpXMyKNi8k8cHpHFf2GPM6/UYbUZeurft+KD7w6QuieW5P39H6nfxfNDDWf5+hztoeVsy6/+ZQpcRSf5Ox5jDUo0Hc6tzaWl0eSyZ/7syhdHTklh2VB8mb0lmWbeb6bzkP1yy+QW2RB/JhdvehEVvgjovU6AoOp5LNk4h09OIoa9eRO5rcWyVlnxe0pLt4S3JSWhJYZMjKG3eEk+blkQd2ZL4Y1rS5JgmtGoTRtTZ7l4VTiNVtlfFpBR/fiLGGF8kJRE5M4W7L7yEzIJw3i0ayMYjutP/u0cpiRAu2fwCf0S3Z+C2/8DCV0AVUQUUjYrist+eoZAItt91K/Me60zx8SfTqFdnjr30ZFr2aA9hVezjTZjgdAMneRU3dsK/MQct4HtSSE9n2b0pPLIgifHj4eO8JGfPptFvRObtYWHf8UhhATvuGE/bdWm0/dWZdo525i/sO548jWb1M/NpvP1nOi1/j3P+dx8DXxzEgL+2o9/pO7kw4jMuWP40573xJ865vQtn9o2j8cltiL3n7/yqHTh25IXM7jiSlqOS2TLJ9qqMCRZpJPHvsL/Sij/4Jew45MYb+f3eFyko8bCw73goLGTb6Cdpvf4rWv/2Na1+T2frXRMpLSphYd/x7A5ritw1huPvHMwRCTlEvzWV/F7nkRnemJ+b9WRVrxvJ+MckSj75DLZu3fu+09YlUjgkmb13NkxLo3BIMtPW2WEjYw6Kqtb7lJiYqL5YtGiRpqaqtmypmprqzEtNVR2QkKqbpaUufc6ZufS5VN0S5vvzapWUqG7dqvrDD1o49xP94ahBqqCfx56vf2QU+baNavIKVaGam+WlCnytfmgvvKeDbTsubpKqBU1aqo4frwVNWuqdMc/VuO0oLVVdvyJL5z2Urq/1eVlfb/p3XRB+vu6IPEKz4lrozm7n6m9DbtPnYu/UwgZNVR99VAuatNSLm6TubccOVaj+HqqGbm6hmpeq77nVpO0I+MM9ZXc1Les1TUqCbZ3TeatFCqPdHo0uI5JYRgq75qfDiCTnp1ePR/nl1QoLg+bNoXlzVi3aTcvfvuGLs8fSPfVpfmt/Cj8+P53efz2+rlI2xtSCjdPSSCGZyJlOAxLZqxcPnXcRH5w1nitr0HaIwJEnxXPkST3ggR4A7N4NX30F3320jW0LVhAxfwWnR69g+54IWt13Hy/G/YPR85L2O/pjjPHBoVY3NZkOZm/Inw7Yq5q8SHdLQ90pjfW/vZ7R3OySQ9quv/OqS6Gam+UVfD0p+tRTekDXRWqqM7+OFRSorvxXqm6PbKmzGaAlhKk+9liNtxuqv4eqoZtbqOalWj89KYF/Toof7Zqfvt85KF1Gns36yR+y8uybOfGXD1ne4lxWzV3v3yCNMRUbM4YDui6SkurlxNXI9DSOuSeZv8Sn8Onf53Bz2IuU3PsARYMvg/z8On9/Y0KFFSlV6DN7zAEnyXYZkUSvhY9x4sZPiLhyKM0G9WT+0KmUlqifojTGBJp109JJJoXRM5N45hm4/KPhXBI5hx/nrSfnlJ6werW/QzQmKFiRcqjCwuj28ghKF6TS/pOXWdxiIBnfbKr+dcaYkDe94xhGz9x3Dsr558Odn17IpOu+Zey20WSf3ofSf78Majs3xlTFipQaann2cRy//XOKeiYR3rM7X416x98hGWP8rLIjTS+/DPf8eC0ju6Tx8x3/R+7Fw2DPHv8EaUwQsCKlFoRFeEiacze73/mIxi8+QXqHK8j6dbu/wzLGBKCWLeHl1GOZd/+XvPG/1mR3OtW5jNEYcwArUmpRp8tP4cg/FrO7+bFkH9uVH//5ob9DMsYEoLAwGHVXFD0+f5o7wp9j97mXUPjIk1Ba6u/QjAkoVqTUspiGkVz4zaOsn/A+EffeyXddb6BoR6a/wzLGBKBu3eCZNQN49OIlfPfEx2Sd1Q+2bPF3WMYEDCtS6sgZf0+k4c/fsTGrAdvadCHjjc/8HZIxJgDFxcGEt1uz8ZWPeW7FOWQf3x2d/5G/wzImIFiRUoeaHxnLoJ+f5dtbX6H4+uGsPO82NCfX32EZYwLQ0Cs8XLNyLHd2eI8tl95Mzq13+n7LdmNClBUpdUwEBk08h6JvlrL2h1w2teyGpNsYCcaYA7VvD1O+PYM3/v4dn/3nN/Z0Pgt+/tnfYRnjN1ak1JNjTm3ARZum8r8BT9Px7of5ddg9UFDg77CMMQHG44G7xjei6Sfv8sTOm8js0ouiV9/yd1jG+IUVKfUoIgKue/ci5j72Jis+/JVNbXtQsHiZv8MyxgSgM88S/vHzjTzc+zPW3/wEey65nrBcO1xsDi9WpPhBpzPDODtjGu+fcC+ZZ/Xjj1HjobjY32EZYwJMo0bw1JwTSZ+8mOkfxdHpqpvR7773d1jG1BsrUvykYUMYmZrMF5O/44d/fcnmY3pR+uMaf4dljAkwInDNjTH0WvY8D8U8xu6zBpD7+CQbUt8cFqxI8bMhN7ei008f8nrUTezu2ps9j0yyAZ2MMQc49li45PV2/Ov6dFY89B47zhoE27b5Oyxj6pQVKQGg/ZHCmFU38O7t6Sx/9AO2dTkffvvN32EZYwJMRIQy9oX2ZH2wgNdXdGf3Md0p+XSBv8Myps5YkRIgPB64+Ykjifn8U17aOoQ9JySS/7zdJdUYc6DzLgznml8e4smT3mDbRdeze+T9dl6bCUk+FSkiMlBE1ojIWhEZXm5ZrIjME5HVIrJSREbWTaiHh+6nh3H7r7fxzMWLWD3m3+xOGgSbN/s7LGMOibUddad5cxj/RW9mP/wd6S8tY9tJva0H1oScaosUEQkHngbOBboBd4pI03KrPaGqxwOJwK0ickytR3oYiY2FcdM6sXHa57zww1lkHXcqK0+9hmVT0vZbb9mUNBYOnOCnKI2pmrUddU8Ehv+jKW2WfMC/M69kz/GJ5L35vr/DMqbW+NKT0gNYqaoZqpoNzAP6li1U1VxVXeQ+zgbWAK3qItjDzcAh4dywdixju84nYeXXdBrZlxVPzgacAqXlqGQa90v0c5TGVMrajnrS+WTh9nUj+b+LP2LTDfex9bK/QV6ev8MypsZ8KVJaAxlezzOANhWtKCLtgFOA72oemgE44gh4LrULc55cyczIoZxw98WsPX4grUZdzpZJKXQZkeTvEI2pjLUd9SgmBsa+04XVby7hf/OK2HbU6ZQuX+nvsIypkfDa2pCIRAHvAneqak4Fy4cDwwFat25NampqtdvMzMz0ab1gcyh5nXQqrP/3KKb+rSF/XfM8OZ544le8zefzcyiNja2jSA+efWfBJRDysrbDd77kldASCt68kWfHnMHtp57Lr61P5fchQ2l+2bF719k2/Wdk8VqaPdG/rkP22eH8nQWreslNVaucgDOBGV7PnwWuKreO4DQy91W3PVUlMTFRfbFo0SKf1gs2h5rX0udSdUtYS/1v9/G6lea6IPpCzW14hBY//Kjq7t21HOWhse8suBxMXsDX6sP/b7W2o84cTF4lJar/uusXXe05QfOI1uVPzlHVfe3I0udS6yrMQ2LfWfDxNbeDbTu8J18O9ywGOotIGxGJB/oDH5Vb53EgV1UfPdRiyVSt7ByULZNSGLpkLJuee5/jC5bxSJNneX/Cr+S1P46S+8fBrl3+DtWYMtZ2+FFYGPz1yY5kpS1jbsylHP+Pwaw4cejedsQOFZtgUG2RoqrFwGhgAbAUmKiqO0Rkroi0FpG2wD+AHiKy1J0urNOoD0O75qfv17B0GZHEH5NT6HviRtp/NJVbT1vM25O2kte+E8V33QPbt/s5YnO4s7YjMJx2RgQX/PEWs1rcSOcf3ydG8jlyzzI7sdYEBZ/OSVHVWcCscvMGeD2V2gzKHKjP7DEHzOsyIgncoqXn/47k++//j1H33UuPF57iqv87gYjh1xNx92ho2bK+wzUGsLYjUKx7LY2zts/ko97j6b7oaVY+OJ0u48dTcsttNL3vZudmYsYEIBtxNoR06wYvzWnDGV8/y5i+y5k6FXKPOZnCm0dBRkb1GzDGhBzvQ8UXLhxLxnPTOV5/5L89JjD/+Z/Zc8Sx/HHjfXYfIBOQrEgJQSedBP83vSXnffcUdw/+kf97PZ6cTt0ouOFmG5HSmMNMRYeKt0xK4di4TVyyfSoz7v2WOe9ms6ftiWQk/x02bPBvwMZ4sSIlhB13HEx+uxlDVj7GA8lrmPRuS7JP7EH+NcPhl1/8HZ4xph70mT3mgJNku4xIos/sMcTGwvX3t+PaHc8yf+IqPvwsnl1Hd+f3C4ejP631U8TG7GNFymGgQweY+EpjrlrzII9ct5aJMzqSecpZ5F1+HaxZ4+/wjDF+FhEBV4xozk1bH+WL/6zlw1XHsP2ks/ntzCsp/naZv8MzhzErUg4jbdvCky80YPi6e3jqpp95Yu4p7Dn1HHIHXwkrVvg7PGOMn4WFwcCrG3LL73ez8oNf+HBnL/7oOZjfThlIwYIv/R2eOQxZkXIYOuIIeOSZeG77fQyTbvuFRz87k509+5PT7zL4/nt/h2eM8TMR6DMglhGrR7B50Vo+jBzKhr438PvRfcid8RE4A/EZU+esSDmMNW0KDzwew10bb+OlMWt5+Mvz2ZZ0CdnnDILFi/0dnjEmAJx2ZiQjllxP8dKVfNh+BD8njyWj9WnseeV9KC31d3gmxFmRYmjUCO4eF839m27mjft+4sHvh7DlvKvIOqsffPGFv8MzxgSA40/ycOuCoTT6+Vtm9XiMVX+dxJZmJ7HjmdehqMjf4ZkQZUWK2Ss+Hu64O5JHN/+F9x5Zzf2rryaj3w1knn4uLFhgXbzGGNofKdz8QT+O2ZTK7EEv8f3d77C98bFsuf95G8XW1DorUswBYmJgxN/DeXLTtcx9ahX3/XYT6wePJLNrEnz8sRUrxhiaN4fhryXRY9tc5gyfwTcTF7GzydFsHPkkZGb6OzwTIqxIMZWKioIb/+ZhYsaVLJr8A/dsu4O1l/2DzBN7oh/OtmLFGEODBvCnZ7txwc4UPr57AV+9uoZdzY7h12vvR7fZPcRMzViRYqoVEQF/+nMYkzZcyrcvfcfY3Pv48aqH2XNsd/T96Sy86CmWTUnb7zXLpqSxcOAEP0VsjKlv0dFw5YOduGTXK6ROXMJX8/awu/UJ/Dz4dkp/3+jv8EyQsiLF+MzjgSuHCc/9Oog1r6VzD4+z7Pqn6fLVC3S4bTDLJi8E9t0rpHG/RP8GbIypd+HhcPHI9gzbNpklr67ky+9j2dXxVNb2uZGiH3/2d3gmyFiRYg5aWBhccqkwZe2FbHonjftavszGiA6cNOp82l4ygqNvG0DhFdfR5bg8+PFHyM72d8jGmHomAhdc3YLrNjzGT7PX8sXmjuw6OYmfug8jL/0HZ6UJEyBt/15Y0tKc+cYA4f4OwAQvERhwkdB/wDl89tn3fHfZCK7d+TwfS1/+mJXJ0fMm0UY30Dx/AxImFDRvR2nbdkQc1Y7YTu3wdGgH7dtDu3bQpo1zEowxJuSc0a8hZ6wZyw9fj+K7W1/m/LMGkXfMKfx07AAueDyZyJkpzoppaRQOSeb9K1IY5t+QTYCwIsXUmAg0+zGNzlnvM/30MZz17Zv8dM99RPZN4vuNsHEjbF2XTf7aDZT+toHIj38n/t0NHBWxgI7hG5xCpmAjRVHx+wqZju2JO74dER3bOUVMu3bQqpVzzMkYE5RO6RnLKd+O5OdVf+XLW97izLlPsEpbcuKAIbS//GIKP5hHMimMHpZU/cbMYcGKFFNjZeegbJmUQrNTlC0/DOa4UclsaZDCkL13X40HTnAn58KgnTudAmbZRti4Qdmxdif5azegv28gYv4G4t7eQHv5no4Rv9OmdANNiv4gN645Bc3boW2dAibu+HZEH+sWMe3bQ7NmTtVkjAlYx5wYyTEL/8ymDdcx58rpNP3yDjr85z8UEsGLUVdTeGlTfkloSknjZtC0KeFHNCOyVVNi2jUloYPzmGbOMuLj7f98CLMixdTYrvnpMCmFLiOSSE1NpcuIJJaR4swfUfEekYjTvjRtCl26AAjQ1J26Ak4hk5kJGRnww0bY+Hspu9f8sa+Qmfc78W/9SuuSVI6K2ECb0g0klOwmu0Fr8r0KmfgT2hPbqR3S3i1mGjb0Ka+FAyfQuF/ifre5XzYljV3z0+kze0xNPjJjDNC6nYe/P9GSrAHFjM0ez90xk/l11GQyoo8hP2MHRZu3o9t3IL/tIGLPb0TlfEd83naa6A6ah+2giW4nRnPJiWpCfmxTChs0o6RxU6RpUzwtmxHVuimx7ZoR264pnhZehU3Dhs7JdSbgWZFiaqyiP9hdRiRVWqD4SsRpSxo2hBNPBOc871bu1GPvejk5TiGzPAMy1heR+WPGvkJmzgbi3vyBIwrn0DHc6ZGJoIishm3Jb9EebdOOiKPbEX98OxJObEfYkW4hExND436JtByVzDJS4JR9PUZMSqlRXsYYl3sOyrWRKbS4sS1/er8XKS8l03NmCiT1rvRlBQWwfTus3w7b/yhhz/pd5P6+nYJNOyjesp3SbTsIW7eDyMw/iMpeRXzBdpqHOYVNU91OXEkm+ZENyI9zCpvSxk2RZs0IP6IpUa2bEtO+GdGtmyLNm+3bm2rSxOfDzbaDU3usSDFBLy4OjjvOmSAC6OBO+xQUwKZNTo/MlnW5ZK7aSP7aDfD770Ss2kD861/QPH8DR3qcHpmS8CiaNmxH1hFHc+zIfvzU9FQ67ljG7+deT/Ptq9j61DrC46MJj48mIj6KyAbReOKincEivKeoqH0/A2TPzRpQEyjWTUvnDlIYPTMJ1VTk2rNJHpLC09PS6ZhU+U5OVJRzrn2bNgAeoJk7VUwVsrJg2zb4aTts31pK5oY95Py+Y29ho9t2EPbTdiIydxCds45GRds5InwHzcO206R0BwkluygKjyE/rhlFDZvuK2xaNiWqTTNi2zYl/Aint6bVKc1pMmooPxRPg1PDQ2oHp77bDytSzGEhKgqOOsqZSIoFjnOnfYqLYcsWWL5B+eOnPWSt2kDBzxs46tN/c+6OmXwZdQ6/rIrG88NKwovy8RQXEF6ST4Q7RWk+MeJO5BNFAVHkE635RGo+glLkiaYoLJqi8GiKPVGUhEdTHBFNSUQ0pRHRlEZFo5HRaFQURO0rdiTGmcJiowmLjcITF40nNnpvoRQeH01kA6dgikhw1j2gYAoPBxHrITIBY3rHMYyeCUlJkJrq/GRmEtPTk6jNP3cizsi4DRrA0UeD0yvb2J2OqfA1xcXOeXPbt8OKbbB9m7InI5vcDTsoyNhO8R870M078KxyCpuY3GU0YwdHROyguWwnLAw6334eJYTjoYTciIYcec9V7Lg/klJPJCXhkZSGR1LicX6WhkdRGhGJuvM1ItJ5vneKQiMjISISIp15RHpNUVEQGYlERUJUJOI+luhIwqIikegowqKded4/PdEReCLC8Hiocio77ae+2w8rUoxxhYdD27bQtq3AGY2ARiybspuWM7/ee9VS3L0P7bcH4U3VadgKCiA/3/mZVQDb3Mf5uaUU5RRSmJlPcXY+RdkFlOTk751Kc51J8/IpzXM3kp+PZOYjBflIYT5hhTvwFOYTVlSApyif8GJnKiuUIkudgiiKAmIkn2icKUrziaSQEgnnqLBoSiWMk0aew3ZPc0Rhi3tOkTH1aUwFlUhSklus+Fl4OLRo4UwOARLcqUOFr8nNdYqa7dvht+2wY8zjDFt+D28dN47M60dBYaEzFRUiBQVIUWHlU3EhniJnnbC8QsKK3amkEE/xHsJKCgkvLsBTUrhvKnV+hpcUEl5aSHhpAeGlhYSVOssiSgsJ10IiyqbSAiK00NmBkkgKcaeyx+r8LCCSAqIoJJIiIsnmaE4d2Zd53W6m07Jpddp+WJFiTCUqumqpbA+iov+QIs4tBCIinAsODhQGRLtT3Sot3b9YyiwrlLKLKcouoDAzn133TuCi5U+wsO94+liBYkyNxcY6Fxm2b++0H11WTmb66WM4/9t/sSXh3MDdEVAlsriYuLIiynsqKNjveWl+IVpQyMp73+bS75+p8/bDihRjKnEoVy0FirAw527WMTHll4QD4Syb8h1Hr3zV6SH6dDLLpvQK3AbUmCBzsDs4fue9hxUXV+WqYbj5Lf+kXtoPK1KMqURdXbXkb0HXgBoTZIJ5B6c69d1+BMblBsaYerNrfvp+x5C7jEhiyyS3ATXG1Fif2WMO+IPdZURSSFw9V9/th089KSIyEJiIU9Q8qapTyy3vAfwHiAJeV9WHaztQY0ztqM8eIms7jAkt9d3DXG1PioiEA08D5wLdgDtFpGm51Z4HhgGdgAEicnJtB2qMCS7WdhhjasqXwz09gJWqmqGq2cA8oG/ZQhFpDYSr6g+qWgK8Awysk2iNMcHE2g5jTI34UqS0BjK8nmcAbQ5iuTHm8GRthzGmRurt6h4RGQ4Md59misiPPrysObCt7qLym1DNC0I3N8urshGs6pi1HfsJ1bwgdHML1bzA99w6HOob+FKkbGL/vZs2wOJqlm8qvxH3hLmp5edXRUS+VtWeB/OaYBCqeUHo5mZ5HRJrO2pZqOYFoZtbqOYF9ZObL4d7FgOdRaSNiMQD/YGPyhaq6iagREROEREPcCXwYZ1Ea4wJJtZ2GGNqpNoiRVWLgdHAAmApMFFVd4jIXPfEN4ARwDTgJ2C+qi6vpfgOau8piIRqXhC6uVleB8najjoRqnlB6OYWqnlBPeQmqlrX72GMMcYYc9BsxFljjDHGBCQrUowxxhgTkAKySBGRgSKyRkTWupcfBjURWS8iP4jIUhFZ4M47WkSWiMjPIvIvERF/x+kLEZkhIrtE5D2veT1EZKWbywNe84Mmx0ryWigiq93vbamIxLjzm4nIAvf3c7qIRPsv8qqJSDs3j1Xu7+Dl7vwKv5tgyq0yodR+WNsR+Dla21HHbYeqBtSEc1n0TziXI8YDa4Cm/o6rhjmtB+LLzXsPGFj+caBPQB9gEPCe17xvgFMAD/A1cHKw5VhJXguBzhWsOwEYUf5xIE5AK6Cr+7glzoBpcZV9N8GUWyX5hlT7YW1H4OdobUfdth2B2JNS5VDaocCtPM8E5riz3sT5JQ94qroQyCp7LpUMbR5sOZbPqxqDgTfcx4Ge12ZVXeo+3gJsB5pQ+XcTNLlVIqTbj2D7f+XN2g4giP5/BUrbEYhFSigOla3AIhH5RkSuBpoCO9UtOQnuHCv7vkIlx7dF5HsRucNrXkNV3eM+Dpq8RKQ7zh5rHpV/N0GZm5dQaz+s7QjeHK3tqAX1Niz+Ya6XqmaISCvgU2CDvwMyPrna/d4aArNEZI2qzqn2VQFIRJoArwM3+jsWc1Cs7QhO1nbUkkDsSfFpqOxgoqoZ7s/NwFzgaKCJ18lgwZxjZd/XDoI8R6/vbQ+QApzuLtrjNj4QBHmJSBQwE3hCVb+k6u8mqHKrQEi1H9Z27Dc/aFjbUXu5BWKRUuVQ2sFGROJEJMF9HA+cC6zAOUnsIne1qwnS4cC1kqHN3e7AoM1RRMJFpJn7OBLn93Clu3g2cK37+BoCOC+3MXkV+ExV3wCo5rsJmtwqETLth7UdwZmjtR1Abebm7zOIKzmreDDOGfo/Azf5O54a5tIRWOZOK4BR7vxjgW+BX4CXgDB/x+pjPp/i3PUyF9gInAH0xPlP+AswzmvdoMmxgrzOcmP/wc3tCfaN0NwcWOT+fs4EYvwdfxV59QJKcYalL5tOruy7Cabcqsg5JNoPazuCI0drO+q27bBh8Y0xxhgTkALxcI8xxhhjjBUpxhhjjAlMVqQYY4wxJiBZkWKMMcaYgGRFijHGGGMCkhUpxhhjjAlIVqQYY4wxJiBZkWKMMcaYgGRFijHGGGMCkhUpxhhjjAlIVqQYY4wxJiBZkWKMMcaYgGRFijEHSUT6iMjP/o7DGBPcRGS9iPTydxyBzIqUQ+D+YuWKSLbXdEs9vr+KSI77vr+LyH0H+dq2tRzPOBEpKvd5DKmlbQ8QkeVuvr+IyJkVrPOvqvISkQ7u8mnl5q8WkT61EacxFbG24oBt1klbISJni8gid3sLyy3rJCIfisg2EdkuItNFpLXX8g4i8pGI7BaRjKo+IxFZKCJZItLUa97dIvJqTXMwFbMi5dD1VdV4r+n/yq8gIuG+zKuMOCr7jjqpajxwCTBWRPr6HHndeK3c5zHzYF5cyWfVBZgC3AgkAL2B9eXWORU40Ye3KAX6isjxBxOXMbXA2or91XpbAeQCLwEPV7CsITAdOA5oA2wEXvVa/hzwO9Ac6AXcIiIXVhFCETD6YGI2h86KlFrmVtqPiMgSIEdELhCRn0XkIRHZDjwkIo1FZJpb1f8iIn/1ev2rIjJFRD7D+Y93dFXvp6rfAiuBrl7bmC4iW0Vkp4j8V0SauPM/dldZ4+5xJLnzbxWRtW48r4lInDv/OBH5XEQyReQPEXnqED6PW0RknbsX86aINHTn9yn/uVTw8nuAx1T1a1UtVdWNqrrJa9sCTAZu9yEUxSl4HqgkzmgReV5Etrh7nA+UNfoi4hGRSSKyQ0TWAD3LvfZkEUkVkV0i8q2InObODxORye7nultEvhGRZj7Eag4D1lYc8HkccluhqktU9S2cYqP8ssWq+h9V3aWqBTjtwBleq3QAUlS1SFV/BT6n6h2f54Cbxas3pVwel4rIj257MFtE2ngt6+/mslNEHiz3uhj3+9wkIhtF5G6vZQNFZI04vTjrReTKKuILKVak1I1hwJU4FXwxzn+CEqAV8CjOfxKA9jh7N4+KSG+v118J3InTe7C+qjcSkUSgM/CL1+zpwFHulID7h1lVy/agOrl7MGkicjnwN+B8oB0Qwb5G4GFgjptHR+C/PuZfFtsFwP3AQJzPIAaY5LVKB/b/XMrrATR3/1NvEJFnRSTKa/mfgNVu4+uLZ4F+UnFvyv3AScAJOHtT1wDXucv+CpzjLj8H5/styzEemO/m1Qx4BJguItFAX+BMnM+uqbudfB9jNYcHayuolbbiYJyNU6yVeR64QkSiRORYnJ2QBVW8fi3wIXBH+QVu2/IfnN7flsA64E13WXMgBfi7uywO8D6cNgFogtPj0wO4VkQGusumAjeoaoIb3w++pxvkVNWmg5xwGoMsYLfX1NtdthAY67VuHyAHCHefe4BC4CivdR4HXnQfv1r2uIr3V2APzt6T4lT2YZWseyGwpNxr23o9nw9c5fW8M7DeffwG8C+gVTXxjAMKvD6LLe78l4GHvNbrBOQBUv5zqWS7hcASnIapGfAFcL+7rCHwE9CiorzKbacDUOw+fgR4y328GujjPv4FOMfrNX8FPnIfLwCu91o2HPjZfXwl8HG591vi5ncesAanwRF//97aVP+TtRUHvEedtBVer7sSWFjF8mOArcC5XvNOApbiFIkK3FfF6xfi7MAcB+zCKSruBl51l9+PczirbP14nMNDrXB2qhZ6LYt1v99ebp65QGuv5SO8trsBp92J9/fvdH1P1pNy6PqraiOvaZHXso3l1t2iqsXu42Y4eyDe3ZK/Aa29npd/fUVOwvkPMAJnzyACnOO1bo/DbyKSCbyHsxdfmfbAi+7hiN04XZ3N3WV3AZHAUhH5XkQGVbGdN7w+i5buvNYV5BmN8x8b9v9cKpIHPKeqm1V1O/A0MMBdNg6ngd5axesr8gwwQEQ6lZtfUaxl30krnEaijPfj9kDvss/P/QxPwGls/ofTcL8EbBaRCSIScZDxmuBnbcX+6qKtqJY4J8t+jLOj85k7z4NTfL3qvl9H4GoRGVzVtlT1J5yeo/K9KfvloarZwA53/n7tiKrmusvA+RxjgFVen+944Ah3+VCcnrSNIjJfRE44mNyDmRUpdUOreL4dp7Ju7zWvPbCpkvUrfxPnPI3n3W3e7M6+GmfP40xVbYDzyy1VbCYD+FO5RjTO3f5mVb0Bp2tyHJDiHsbw1SYOzDMf2FmWQjWvX1FuHe/H5wB3i3MOyRZ33nci0q+qDarqTuD/cPZ4qou17DvZjNO9Xcb7cQZOj8t+n5+qvu2+3zOq2hU4HWdP9eqq4jOHHWsrHDVtK6rkngv2KfCSqr7otagJziGXF1S1WJ1zUubg9IJW51HgVvYVUlAuD/ecnabu/P3aERGJYV9RuB2nh6mj12fbQFX7A6hquqpehFO0LANe8Dn5IGdFSj1T1RKcPZZHRSRWRDoDfwHeqcFmnwLGiEgkznHlfGCX+x9zTLl1t+Ic/ijzCnCPiBwNICKtyv7Qi8hQEWmtTn/jbpyG4mAai3eBG0XkBPc/62M4J6j5uo1XgZEi0kJEGuOcIDvHXXYecDLOSYBd3XkXUvWx5DJP4xz7blUu1vvFOVGxHc4eUtl38h5wu4gcISKtcPZIy8wGuonIEHfPNEZE+olIQxE5TUROF+dqhCycPzglPuZuDnPWVvjeVohzkno0Ti9RmDgnwpf1GDUAPgJmq+oT3q9T1W04PR83uttoB1wELK/uPVV1NTAP5zsp8x4wRETOdD/jR4EvVXUzMBfoLs6wCpHAg7h/g1W1FHgNmCgijdxYThCRHiISKSJXuXkUAdkcRu2IFSmH7mPZ/1r/xw7itSOAcJyuv1nAOFX15Y9rhVR1Pk7DcC3wOs6x0j+ANJyuTG8PA++7XYq9VHUazvHgOW6X7yL2ndneA/hWRLJxKvdh6pwd72tcH+McQ5+L031bhHPSmK+mAp8AP+KcP/I9TiOLqu5Q1S1lk7v+Nl/iU9UdOPk08Jr9CM75I6uBr3D+ELzmLnsRSHXjWIjXHwlV3YPTqI3EadTXAze5ixviNOy73W1/AbztY+4mdFhbUX1cNW0rzsY5PPw6kOQ+/re77BLgVJxLi/d+D16vHQpchfNZLHZjeMXH930EaOSVx4845478B+dz7YRzDktZQTQM57ygP9wYvQ/X3Y5z/tBynB6k14HG7rI/4Xwuu4AL2H9HKaSJ7zu1xhhjjDH1x3pSjDHGGBOQfCpSZN9AMmtFZHgFy4eJM3T5ChF5R/Yfy8IYc5iytsMYUxPVHu5xT/pbhXM1xR7gW5yzwXe4ywXnrO+TVXWHiLwDfOAevzTGHKas7TDG1JQvPSk9gJWqmuFe8z0PZyRNbwLEutecx+FcamWMObxZ22GMqRFfbmDVGmdvp0wGzk2aAFBVFZEROGNa5AP/U9WF5TfidvUOB4iNjU3s0KFDtW9cUlKCx+PxIcTgEqp5QejmZnnBqlWr/vAafMsX1nbUslDNC0I3t1DNC3zP7RDajn2qG5IW5/KsKV7P7wTGeD2PwLkGvT3OMM7TgGuq2mZiYqL6YtGiRT6tF2xCNS/V0M3N8lIFvtaDGM7a2o7aF6p5qYZubqGal6rvuR1s2+E9+XK4ZxNeez/uY+8RD7vi3Bfld3UGH5qOc1M1Y8zhzdoOY0yN+FKkLAY6i0gbce742h9n76dMBnCKOyIo7LupmjHm8GZthzGmRqotUtS5qdNonOHGlwIT1TkTf647DPIm4AngSxFZjjPK5ouVbtAYc1iwtsMYU1O+nDiLqs7CGZLZe94Ar8fPA8/XbmjGBJ7i4mI2btxIfn6+v0OpFQkJCaxevXq/edHR0bRt25bwcJ+ahypZ22GMI9TaDqj79gN8LFKMMY6NGzeSkJDAkUceiTPMR3DLysoiISFh73NVZefOnWzcuBFfrqIxxvgm1NoOqJ/2w4bFN+Yg5Ofn06RJk5BpZMoTEZo0aRJSe3vGBIJQbzugbtoPK1KMOUih3MhA6OdnjL8cDv+3ajtHO9xjTJAoLCykR48eAGzZsoXw8HCaNWtGbGwsX375ZbWvf/XVVxkwYAAtWrSo61CNMQEkmNsOK1KMCRKRkZEsXboUgHHjxtGsWTNGjBjh8+tfffVVTjvtNCtSjDnMBHPbYYd7jKkjEyZAWtr+89LSnPm1ZcmSJfTu3Zvu3bszaNAgdu7cCcCdd95Jp06d6NKlC48++igzZsxgyZIlDB06lNNOO632AjDG1DprO/axnhRj6khiIiQnQ0oKJCU5jUzZ89qgqowePZoZM2bQpEkTXnnlFR5//HHuvvtu3n33XdavX09YWBh79uyhYcOGnHbaaUyZMoXOnTvXTgDGmDphbcc+VqQYU0eSkpxGJTkZbrsNJk/e1+jUBhFh2bJlnHvuuYAzDsNJJ51Ew4YNadiwITfccANDhgxh4MCBtfOGxph6YW3HPlakGFMDcXFQUlL1OsXFcM894PHABRdUvp7HAzk5vr93aWkp3bp1Y8GCBQcsW7JkCR9//DHvvPMOb775Ju+9957vGzbG1DlrO3xj56QYUwM5OZCfX/n0ySfQvDmMH+/8/OSTytc9mEamzIYNG/j2228BKCgoYPXq1WRnZ7Nnzx4GDRrE008/vfeEuYSEBLKysmoxe2PMobK2wzfWk2JMHfE+jpyUBL167f+8psLCwnj33XcZNWoUWVlZlJSUcP/999OwYUMuvvhiCgoKAHjyyScBuP7667n++utJSEhgyZIlNQ/AGFMnrO3Yx4oUY+pIevr+jUrZceb09Jo3NOPGjdv7+PPPPz9g+eLFiw+Yd9lll3HZZZfV7I2NMXXO2o59rEgxpo6MGXPgvKSk2jv5zRgTmqzt2MfOSTHGGGNMQLIixRhjjDEByYoUY4wxxgQkK1KMMcYYE5CsSDHGGGNMQLKre4wJEjW53foDDzzABRdcQNLheHmAMYe5YG47rEgxpq5MmODcKcz7P3damjPYQUXXGFajututl5SU4PF4Knztww8/fNDvZ4zxE2s79rLDPcbUlbJbmZbdc71sGMnExFp7i+uvv56bb76ZHj168MQTTzBz5kx69OhBt27duOiii9i9e/fe9WbPng1Ahw4dGDduHF27dqV3795s3ry51uIxxtSCIGg7Tj/9dLZs2VJr8VTGihRj6or3rUwff7x2x7X2smPHDtLT07n33nvp3bs36enpfP/991x44YU8//zzFb6mbdu2LF26lAsuuICpU6fWajzGmBoKgrajf//+vPbaa7UaT0XscI8xNeHPW5m6hg4diogA8Pvvv3P55Zfzxx9/kJeXR2Ile16XXHIJAN26deOTTz456Pc0xtRQkLcd3bt35/333z/o9zxY1pNiTE34+1amQGxs7N7Ht912G3fddRfLly/n2Wef3XujsPKioqIA50ZjJdU1lMaY2hfkbYfH46mXtsOKFGPqivetTMeO3dd9W3acuQ5kZmbSpk0bVJXXX3+9zt7HGFOHrO3Yy4oUY+pKVbcyrSMPPvgggwYN4vTTT6ddu3Z19j7GmDpkbcc+qlrtBAwE1gBrgeEVLG8KfACsBlYBR1e1vcTERPXFokWLfFov2IRqXqqhm1tZXj/++KOfI6ldmZmZFc6vKE/ga/WhvVBrO+pMqOalGrq5hWrboep7+3EobUfZVO2JsyISDjwNnAPsAb4VkRmqusNrtUnAu6r6tojEAlKjyskYE/Ss7TDG1JQvh3t6ACtVNUNVs4F5QN+yhSLSEDhNVd8GUNVcVT20s3iMMaHE2g5jTI34UqS0BjK8nmcAbbyeHwVsF5G3ROR7EXnG3YMyxhzerO0wxtRIbTQI4Th7TCOAH4DXgT8D//ZeSUSGA8MBWrduTWpqarUbzszM9Gm9YBOqeUHo5laWV0JCApmZmXvHFgh2JSUlZGVl7TdPVcnLy6uP79HajoMUqnlB6OYWqm0H1E/74UuRson9937aAIu9nmcAv6rqUgAR+QDoU34jqjoVmArQs2dPPfvss6t949TUVHxZL9iEal4QurmV5bV+/XqKiopo0qRJSDQ2WVlZJCQk7H2uquzcuZPGjRvTrVu3mm7e2o5aFqp5QejmFqptB9R5+wH4VqQsBjqLSBuck9/6A494BbVZRLaKyFGq+itOI/NjrURnTIBp27YtGzduZNu2bf4OpVbk5eURExOz37zo6Gjatm1bG5u3tsMYV6i1HVDn7QfgQ5GiqsUiMhpYgHMOyz9VdYeIzMW5pHATcDvwvohEAEsp111rTKgIDw+nQ4cO/g6j1qSmptbaHk951nYYs0+otR1Qt+1HGZ/OSVHVWcCscvMGeD1eApxau6EZY4KdtR3GmJqwEWeNMcYYE5CsSDHGGGNMQLIixRhjjDEByYoUY4wxxgQkK1KMMcYYE5CsSDHGGGNMQLIixRhjjDEByYoUY4wxxgQkK1KMMcYYE5CsSDHGGGNMQLIixRhjjDEByYoUY4wxxgQkK1KMMcYYE5ACs0iZMAHS0vafl5bmzDfGGGPMYSEwi5TEREhOpsGyZc7ztDRITnbmG2OMMeawEO7vACqUlAQpKZx48cWwdStMnQopKc58Y4wxxhwWArMnBSApieyjj4ZHH4XbbrMCxRhjjDnMBG6RkpZGg1WrnOJk8uQDz1ExxhhjTEgLzCLFPQdl08UXw0knOYd6kpOtUDHGGGMOI4FZpKSnQ0oK2ccdB9nZe89RIT3d35EZY4wxpp4E5omzY8YAUPLVV06RAk6hYuelGGOMMYeNgOxJKRsmpTQmZm+RYsOkGGOMMYeXgCxS3GFS+PH3ppCdbcOkGGOMMYehgCxSyk5BeeqFU8hYk01ysg2TYozxgY1WbUxICcgiBZyCpPVxULgr24ZJMcb4xkarNiakBOaJszhty7drWtEoPJvJk6FXLytUjDHVcLthTxgyBHbuhH/9y7phjQliPvWkiMhAEVkjImtFZHgl64SJSLqIvFfToMp2fgZduZO40mwbJsWYIFXfbQcASUlknXgijBtno1UbE+SqLVJEJBx4GjgX6AbcKSJNK1j1L8D62gjKHSaFzl1zUSDpjGIbJsWYIOOPtgOAtDQaLl0KJ59so1UbE+R86UnpAaxU1QxVzQbmAX29VxCRJsCVwEu1EdSYMc7OT0JCEblh8ZCTQ1LS3uFTjDHBod7bjrJu2N/+8hdo3txGqzYmyPlSpLQGMryeZwBtyq3zGPAIUFJLcQHQoEEx2Rq/b0A3Y0wwqf+2w+2G3XXqqbB9u41WbUyQq/GJsyLSDWisqgtFpE8V6w0HhgO0bt2a1NTUaretmk1maRzfLFhAXvv2NQ01YGRmZvqUfzAK1dwsr9pXJ21Hjx6gSp7HQ0FGBull6/boASHw/YXq7yGEbm6hmhfUU26qWuUEnAnM8Hr+LHCV1/ObcfaQ1gNbgBzgpaq2mZiYqL5YtGiRfi09tfDrJT6tHywWLVrk7xDqTKjmZnmpAl9rNe2FBkrb8dlnqtHRqqWlPucXDEL191A1dHML1bxUfc/tYNsO78mXwz2Lgc4i0kZE4oH+wEdeRc4LqtpGVTvgHFuep6o3HVLFVIGCyHiyN9vhHmOCkP/aDo8H4uNhz55a2Zwxxj+qLVJUtRgYDSwAlgITVXWHiMwVkdZ1HB9FUfFkb7EixZhg4++2g+bNnfNSjDFBy6dzUlR1FjCr3LwBFay3EFhYG4GVKYmOJ3erFSnGBCN/th00bw7btsExx9TqZo0x9Sdgh8UvUxoXT/52K1KMMQeprEgxxgStgC9SiI+nYGeOv6MwxgQbK1KMCXoBe++ehQMnsOOYJrTfsIzCEufkt2VT0tg1Px1Zvw6A3iv+b+/6Zcv6zB7DwoETaNwvkS4jkipcbowJTRMmQMfpE9AeTVj/v5+J3KT8ctxfWDwxje7F1nYYE2wCtielcb9Ezpp8L0VRcXRZ9TYLL59Cy1HJEBNN55XvcvKqd1k2xRlFctmUNFqOSqZxv8S9r205KrnS5caY0JSYCC+vcNuO2IY0nPUmM8+fwtWzrO0wJhgFbE9KlxFJvP/zY5w/6Q7CKKH3eyP5hY4kvncnX9ALFM4a2ZelIzvRiTV8QS+2jfoXq0b9C4BtpZ05a2Rfvhl1CseW/sSHV7zBRVfZjcaMCWVJScCcJK45fxr/XXYJxYQxoXAkP3P0AW3HdyNP4HhW87FcyIa/T+fT22dTRCRHyAAuG3kRs26/gMTiL1j9yH/pPcLaDmP8IWCLFIDmlx7D96vuos8n97KmwWl0ylzCilOu4vz7LwFgxSMt6PrD2/vN87bikRac/sPb/N7gJIbM+BM/vXc0H7a+kIiL+tL1bz054ZQIROo7K2NMXUpKgo5/OpJn/z2Kh3iIX+K7cGz2sv3aiZWPNOfUH6axqvNQBo+8EAoL0YJC52fhUWx47TQG/zqdnLB4vnx8Ia9/fzLDxzSiZ0+szTCmHgXs4R6AbdN/5oT/Pcei42/kmMzvSD3+Jpqv+IxlW45g2ZYjaL7iMxb2Hb93HkOH7p28l0dl72DdP9/nlM8mkXRuOGd88A9an3oEn8QPIeWcF0h79RcKCvydrTGmNqSlwW9v/srN8iIve26kQ/byA9qOZisWsLDveJqu+pzlhZ0IG3ELntF/xzP2LlY27U3sbz+ysO948jSGG05ZwpSPj2P5wLFc2G0rb76JtRfG1JdDHaq2JpMvQ1svfS5VN0tLXTD0Od0Stv/P7TTRHdJElz6XunfdLWEtfX6uqqq7dmnG5Pd0Wc+bdHP0kfpL2NE676ib9dORM/WPtXtUVXXBRU/t/xp3Wwsueqra+KtiwyQHH8urZkNb19ZUXduRmqo6IGFf27FZWuodkc/tfX6obcfKR97X0r/frgUNm+nMo0bpqS026IMPqm7e7PPHVytC9fdQNXRzC9W8VANnWHy/2DU/nS9uewzy8tkyKYU+/x3BlkkpkJfPipOuYPmJV+w9A7/LiCS2TEph1/z0va/dMiml0uUANGpE65GXccpXL9Iy91eapc+lRe8TaDJ9KpHHHcn3Dc4mbO1q2t52CUsnLQTsJDpjAl16Ovyl876244/JKQz5dARvDa5Z27H163XIM08TuXYVFw+LI734VC58/yYGnfgL11wD33zjt5SNCW2HWt3UZDqYGwz6Q3FOvi5/boEuOONu/SX8OC0mTL886qoDe2MOkVXWwcfyCo6elEPJ65Ds2qX6yCNa0uIIXX3a1dr/yJXas6fq22+rFhSoPvWU06vjLTXVmV8Tofp7qBq6uYVqXqqHeU+KP3lio+g8og99vnycjkVrWHTySM749W02tNp//ARjzGGqUSO47z7CfvmZTsNOZU5xX2Z4LuPLKd/RsSO0/+8EnhqcRppzJTNpaTBxSBqXrpvg17CNCTZWpFRj2ZQ0Tlr5Lp92v4suGbP5tssNoOrvsIwxgSA+Hu64A/n5Z1pecwHPbbqM1R37Q3QML+1J5qHz0xg71ilQUkim4zA7VGzMwbAipQpl56BsmZTC+Uue5IsxMzn5hzdZfuwlUFLi7/CMMYEiOhr+9jf46Sfi/3IlyX88R7OTjmB66RB4YjyvFyQTOTPFHcjFGOMrK1KqUP4kuj5PDeTr+2YT9etq1nS70q5DNMbsLyIC/vQnWLmStZffS35pBI9zL0/l3MLUNVagGHOwrEipQp/ZYw44B+XsR/rS8Lfl/LQhmnXHD0D3ZPopOmNMoEr70sPYSS1p1EigSxfGeR7hgxs/ZNIkf0dmTHCxIuUQHNE2grPWvsZX+V3JOK4PuuUPf4dkjAkgG6c556BEzkyB77/H86dr+SDsEpb/4w2mT/d3dMYEDytSDlGTZmEM/mkiH8YNY2unXpSsXefvkIwxAWJYx/R956CIwMsvE3b/fbzouZX3//YJU6f6O0JjgoMVKTWQkAB/WnEnb7a/l91de1P0zVJ/h2SMCQRjxhx4kuy4cXg++4TXPH9mwz0v8OSTdqGgMdWxIqWGYmNhxJLreanL/5GV1J/Cjxf6OyRjTKBKTCT86y+4v9kLtJv4d+4aXUJpqb+DMiZwWZFSC6Ki4M7UQTzf5z2yBg0j/2076GyMqcSRRxKe/gWXn/ozl702mFuuyaS42N9BGROYrEipJeHhcO/cs/i/IZ+w+4bbyZ30kr9DMsYEqoQEIuZ8wGlXd+LuOb34a7/fyMvzd1DGBB4rUmpRWBjc905nXvlTKlv/8TQ5Yx+xg87GmIp5PIRPfpp2j9/KU1+dxe1nfM2ePf4OypjAYkVKLROBsf86kvdv/5xfJs0m54aR2EFnY0xlPLf8lcYzX+WfP1/C+FPeYcsWf0dkTOCwIqUOiMDox5uR9uD/+DblZ3IGD7PRaY0xlZILzqfBkgXcnXs/7570EOt+sR5YY8CKlDp16z/i+XniLD5d4CHnnIsgK8vfIRljAtXxx9P4x6+4otn/+OHkq1n+Tb6/IzLG76xIqWM3/C2S3JfeZNoPncnteQ5s3ervkIwxgapZM1r+8Amn9oyk4KxzSJ9lo1mbw5sVKfVg2NVhNH/zGZ7dMJS805OI3rzZ3yEZYwJVVBTt//cfmlx/MS0vPYNFz6/wd0TG+I1PRYqIDBSRNSKyVkSGl1sWKyLzRGS1iKwUkZF1E2pwu3iIcPr7d3Pv7rs44W+j4Icf/B2SMXXO2o5DJELHl+6m5IkJnHDb+Xw2Zq6/IzLGL6otUkQkHHgaOBfoBtwpIk3LrfaEqh4PJAK3isgxtR5pCLjgArhs7l/4W/Hz5Pe5EFJT/R2SMXXG2o6a6zjmUvLfm8Pxz/6NhZdOtiENzGHHl56UHsBKVc1Q1WxgHtC3bKGq5qrqIvdxNrAGaFUXwYaCs86CPk8fxbCwFPIvvgJmzvR3SMbUFWs7akH7S7oTlv4VLea9SuFfX0aLbHhac/gQraYyF5GhQB9VHeE+vxNQVZ1QwbrtgFSgs6rmlFs2HBgO0Lp168Rp06ZVG1xmZiYNGjTwMZXgkZmZyY4dLfnPHTCzeDBb/3oNWwYO9HdYtSKUv7PDPa/evXunq2pPX7dtbUftyt1WRPj1T9M0Jofsl+9EGyb4O6RaFYrfGYRuXuB7bgfbduxHVaucgKHAFK/ndwJjKlgvCvgSGFrdNhMTE9UXixYt8mm9YFOW19q1qr3a/qq7Whyn+thjqqWlfo6s5kL9Ows1B5MX8LVW839bre2oUx/NW6QpR92lvzc4UfNX/eLvcGpVqH5noZqXqu+5HWzb4T35crhnE9DG63kbd95eIiLA68BcVX3vUIqlw9Exx8DbX3agX/znbH5hBvz97zY6rQkl1nbUsuhYGLLmSeadOJqsbknkfvy5v0Mypk75UqQsBjqLSBsRiQf6Ax+VW+dxIFdVH63tAENdu3bwwZfNuaTBZ/zy4Sr06quhsNDfYRlTG6ztqAMRETD8ixt4e8Bb5AxMJuv51/0dkjF1ptoiRVWLgdHAAmApMFFVd4jIXBFpLSJtgX8APURkqTtdWKdRh5gjjoC5aQlc13QO338POmgQZGf7OyxjasTajroTFgYj3+9Dyi2L2H7HY+wZeZ/1wpqQFO7LSqo6C5hVbt4Ar6dSm0Edjpo0gfmfRTJ44Fvcl/F3zj3nXGTuHGje3N+hGXPIrO2oOyJw67PH8nK7rzn+vqGc/NMVNJjxGsTG+js0Y2qNjTgbQBISYM68MCa0ncR/Cy9Gz+oF69f7OyxjTAD7y+jGbHp5PrM+b0zOab3BRrQ2IcSKlAATGwszPxBSjr2X/4sdgyadDcuX+zssY0wAu/yqCI6Y8SL/3DCMvG5nwNKl/g7JmFphRUoAioqCd96BxV1u5KGmkym9oC/ceiukpe2/YloaTDhgyAljzGHogr7CgE/v4G+Fz5Hfpx/MmlX9i4wJcFakBKjwcPjPf2DrmUO4rfk7lE57By6+eF+hkpYGycmQmOjfQI0xASMxEf7x+SCGxHxE1p9vg4kTbSh9E9SsSAlgYWHw/PMQN6A3F0Z8RkFpOAwcCOPHQ3Iyy+5NYUJ6kr/DNMYEkBNPhJfSuzCg8VdseuZdtGdP+Oyz/VeyXlgTJKxICXAi8MQTcOSgLpyc/TW5EQ3g3nvJbNSOCffv4Yyuef4O0RgTYNq3h+lftSK5xUK+WxNL6YX9Yc4cZ2FaGoVDkpm2znphTeCzIiUIiMDUqXDLxRns2VHMO0feBWvW8HzLRzjr8tYwZAi88gr88Ye/QzXGBIjmzWHeolj+2vF/vFV6JTr4Yhg4kMJBl5Ks79J2mPXCmsBnRUqwSEvj718m8/bFKQz77Un+1GQ2eT/9zuNdprGgzTXkzlsInTvDGWfA44/DypV2LNqYw1xCAnzxVRhTe73Gf/gzzJlDdmYp70T9iaRptzgn19rAkSaAWZESLNLT956DMn48fB2RxNpHU+jbagWvZA7lqNTXObXVZv511JP8tnQnpUMucW4OdPvtzvHooiJ/Z2CM8YOoKPjsoTSGhM9mLOMp0EieaTGeTzedwJ5/voi2bQvnneeco2I7NybAWJESJNISx9DvsSRSUmDsWEhJgcsnJ5F7yxjeeMMZv2nqq+HsOvlsrtvyFE23/8Tf2s/li19bk/ePB6FVK7jqKufa5t27/Z2OMaa+pKVRclkyN8Sn0GD8WP7WOIWRv97B6qiu9MmZQ9uwzTyUdxdL52RQMOgy9Mgj4aabYPp0yMz0d/TmMGdFSpBIT3cKkyT3MHJSkvM8Pd15HhYGp57qFDCLFsFvv0G/UZ14s9WdnLg9jdPiV/PaH/3YNPk99KiOcP75MGkS/Pqr/5IyxtS5ddPSSSaF0TOTGDsWxnyQxDURKQxoms7338Oyn2LoPPpC/n3iM3SJXE1i3iJe+b4bvz38KiXtjoQ+fZyz95cts14WU+98uneP8b8xYw6cl5S0r2gpr0ED53zaIUOcdmXt2mZ89NF13Dj/Or7VfK7bupArp82i8+NnE9G8ETJ4MAweDKef7lQ8xpiQML3jGEbP3H8Hh5lJTE9PYgzQrBlcdpkzAWRkHMWCBTfz0Gc3k7azgB6rP+e6HfNIfP5qEop34el/IfTv7+zoNG7sp6zM4cKKlMOACBx3nDONHAn5+dF8/nk/pn3Uj49ynueIzUu5Zc4ser99Cw1zN+EZdJFTsJx/vt2szJggd7A7OG3awDXXOJNqFL/+eh6ffXYer302gTWf/M5F8+Zz6cJpnLjtr8hJJxIxsJ9TtHTrZjs4ptZZkXIYio526o/zz4ennhIyMrrx8cfduHn+g/z48Qau+mQ2ly54gY5b/0RYnyTCLh7sDCLXsqW/QzfG1CMR6NjRmYYPB9X2rFp1E599dhOPfVpI/oKvuPTXeVw4+QaaFv1BWL++RAzuD337QtOm/g7fhAArUgxt2sCf/+xMJSXt+Oabm5n20c2kzc2izcJPuP6HWfS84x7COh5F1OXuYaHOnZ0WDJyrAhIT9981S0tzTpipaDfOGBOUROCkk5xp5MhISkp6s3Rpb9767AmWzt1E4w/mc+kn0+mZO4KiDscSe1l/p6fltNPA4/F3+CYIWd+c2Y/HAz17woMPwqfpCTzz26Vsn/AqIy/bzJUZE3n56T380TuZ3FYdKb51FPzvf7y79lQKhyTvd18hG9HSmNDn8UD37nDnnfDWgtY8vfsGImf+l4l3/sF9URN49qkifrrgFnIatmL7hVdT8uobsHXr3tcvHDiBZVP2v3HqsilpLBxoQ/Ybh/WkmCo1aQKXXw6XX+5BtRcrV/bizY/+yYrpP9HmlQ9JnvYwA3NX8HVJV87sP4hjzj2botSvuJXnuWHAiVBYCJGR/k7DGFMPIiOhVy/o1SscHupFbm4vvvzyUd6btYXCOR9z8k1zOV/uIO+IDnBhP1of24qGo5JZRgqc4hQoLUclw6QUf6diAoQVKcZnIs5Rns6dgdHHkZs7mkWLRjNtxg7y3p9Lw53b6fLhh2TQmgdi7iMheRQFxVmElRZTFJ1AcXQCJXENKI1PgIQEpGEDPI0SCG+cQGTTBoQ3TkAaJDiXJiU46xzwOCpq32GmumaHsYypkdjYsvPfWsLk69iz5zpSF5TwyzvfED1rHj12vkpryaXTyL781KgrHXevYP3Z19Jsywq2PrWOiMZxRDWOI6pxLJ4Gcc4G4+KcKTYWYmLqrz04CAsHTqBxv0S6jNjXdiybksau+en0mW1tx8GwIsUcsthY56T+/v2bwrUdyOy/lbE54/lHzGSW3/cyv7VPIjMTsveUkL89m+JdWRTvzKR0Txale7II+zUTyc7Ck5dFZF4m0UXbaRKxjsaeLBp5smgomSSQRZxmEVeSSUxxFuElBRRFxTsFT2wCpfFOESMNEvA0boCncQKRTRIIb9LAKXgqKnTKHsfGVtnATVuXyGWPJxM5092rcw9jvX9FCsPq6TOuC1Z7GX9p2BAGDfHAkJ5AT7Zte4j/zdpGzF0j6bvzXT6PPZ/16xri+XE1EYU5RBTlElmUQ1RJDjGaS0JYDnHkEksOsZpLlOZRIuEUhMdRFBFLUUQcRVFxlETGUhITh0bHorFOUSNxsYQlxBEW7xQ8EQ1jiWgUR6RbBEU2dpbtVwTFxh7SFUuN+yXSMkR7iOq7ALMixdSc+8f7uqgUWlzVluvf70XKxGSSZpaNPucBGrpT5VQhJweyspyBLrOyIMP9uXfenlLyd+RQtDOL4l1ZlO7ORDOz4Pcswn7MJDw3i/C8LGKKdtM4YgONw7No7MmkoWSRQBbxmklsSRaxRZlElORRHBFDcUwCxbEN0Di3eGnYAE/DBBILEpiZez6XXngRJ3XtTPEPK/k/bqVfiwyYMcPp1SmboqP3f15+CqCTBi9dN4E7Hk+EmU4jk5YGE4ek8fQV6YBVKab+NG8OHfJW03L3IqafPoazvn2ThH88sN8fwDKlpZCXB7m5TjuxI9d5nLuniIKdORTszKFoTy7Fe3IozsylJDOH0uxcNDvHWXFnDpKfiycvE0/BZsILcp1CqDiXqOIcoktyiSOHuDD3p+YQrbkgQr4njsJwtwiKjKM4KpaS6DhKy4qgWKeoKSuCEhrEseXC6+hw22B+OPJc2v+2gIy/PMAxxwr5qYsJj43EExuFREU6x8jKpqgo56fHE5A9RFD/BZgVKabG1k1L5w53REvVVOTas0keksLT09LpWNlgDBUQgfh4Z2rVqrK1woAEd6pcRQXP5vIFT6aStzOPoh2ZFO/KomR3FronE9mYhazOIjw3k7CSLJoWZXDeVwv4ip40jtjG8n/OZS0FREkB0RQQRT5RFBClBURSQKQ6U0Tpvp9hWkJJWATFYVEUeaIp9kQ5U3gUJZ4oSsK9pogoSsOjKI2IojQymtKIKDQyitJI56dGOIWPRnoXSVFIdLTzMyqKsJgoJNr5WX6KTzyNadOSSR6UQoOLOpAzP40UkokcFvx7eSa4lP2B2zIphWanKFt+GLz3D2D5QiUsbF8nR/Pm3ksigEbuVDNFRW7hkwvb3WIoN7OY/F15FO7KoXB3LkW79xVBJZk5aI5bCO3IJWxjDpKXiyd/O56CXMRzFEnrp7M67AT+eP1jdrw2m4jSAiJKC4mgkEgKiaLA/blvXoQWoSIUSSRFYVEUSyTFYZEUe8p+RlHiiaTEE0mpJ5KS8EinzQiPRCMiKY2IRN3HGukUPuoWQuIWQxIVud8UFhNFWHQknpjIfT9jopyCKiaS8Fhnan1RN37JfIujRiXzS/dr6PTtm2yZdOD3VVusSDE15j2iZWrqgSNa+oNvBY8Ase5UyRgwaWlkD3iasdnjuSd+Mien/JOCHkkUF1PhlF3J/JJipaSgmNK8AjS/wP2ZD/nOcy0ogPwCKCiAwgKk7Kc7hRUWIPkFhGUVEFa0G09RAWFFBXiKvaaSAsLLfrpTREkB4aUFbsNYQGRpPhGlBYRrER9wNllvN8CTEEvknJTKR/cypo7smp8O7h+41NRUuoxIYhkpzvw6+qNXlYgI55BUw/06fcPxZceovGVT0jhi1Iy9PUQFE1884A+5qtM+FBXtm/YUuo8LSinOK6I4t5Di3EJKcgsoySukJK+Q0vxCSvMKnJ/upAXOPC0ohMLCvT+lsMD5mVUIRVlIUSFhhQWEFRcixYWEFRfiKXaee0oK0RLnp5QUEFZaCKWFiDt5tIDw0kI6U0i05nHpNxNY2Hc8ferwu7IixdTYwY5oGTTcw1jXRKbQ4sa2XPt+L1KuSSZ+5qH8QRecPb4IIL72Yz1IaWnw+YDHGJt9H+P1bpJIIti/LhN8KjqHocuIJL8UKLXJ1x4iEacwioioaCthQJQ7BZay/L7ofg1nfTqZZVN61VlPio2TYkwlvG/Mds01Gxg9M4lkUlg3Ld3fodVI2TkooyOn8OuNNzImcjITh6TtHebGGFMzu+an73cIpMuIJLZMcnuIgtx+BdiEQWyZlOIUYFPqpgGxIsWYSjiHsZL2uzHb6JlJTO8Y3CeXbpzmnoMyM4UN11xD5MwUUkhm4zSrUoypDX1mjzmgZ6HLiKSQuPy4vgswO9xjTCVC9TDWsI7pUHbIyj2JKHJmCsPS08EO+hhjqlDfh+h86kkRkYEiskZE1orI8AqW9xCRlSLys4g8UPthGmNqzZgxB1ZaSUl1MkiKtR3GmJqotkgRkXDgaeBcoBtwp4iUv73l88AwoBMwQEROru1AjTHBxdoOY0xN+dKT0gNYqaoZqpoNzAP6li0UkdZAuKr+oKolwDvAwDqJ1hgTTKztMMbUiC9FSmsgw+t5BtDmIJYbYw5P1nYYY2qk3k6cdY9Hlx2TzhSRH314WXNgW91F5TehmheEbm6WF3SowzgqZW3HfkI1Lwjd3EI1L/A9tw6H+ga+FCmb2H/vpg2wuJrlm8pvRFWnAlMPJjgR+VpVex7Ma4JBqOYFoZub5XVIrO2oZaGaF4RubqGaF9RPbr4c7lkMdBaRNiISD/QHPipbqKqbgBIROUVEPMCVwId1Eq0xJphY22GMqZFqixRVLQZGAwuApcBEVd0hInPdE98ARgDTgJ+A+aq6vJbiO6i9pyASqnlB6OZmeR0kazvqRKjmBaGbW6jmBfWQm6hqXb+HMcYYY8xBs2HxjTHGGBOQrEgxxhhjTEAKyCKluqG0g42IrBeRH0RkqYgscOcdLSJL3OHA/yUi4u84fSEiM0Rkl4i85zWvwqHNgynHSvJaKCKr3e9tqYjEuPObicgC9/dzuohE+y/yqolIOzePVe7v4OXu/Aq/m2DKrTKh1H5Y2xH4OVrbUcdth6oG1IRzWfRPOJcjxgNrgKb+jquGOa0H4svNew8YWP5xoE9AH2AQ8J7XvG+AUwAP8DVwcrDlWEleC4HOFaw7ARhR/nEgTkAroKv7uCXOgGlxlX03wZRbJfmGVPthbUfg52htR922HYHYk1LlUNqhwK08zwTmuLPexPklD3iquhDIKnsulQxtHmw5ls+rGoOBN9zHgZ7XZlVd6j7eAmwHmlD5dxM0uVUipNuPYPt/5c3aDiCI/n8FStsRiEVKKA6VrcAiEflGRK4GmgI71S05Ce4cK/u+QiXHt0XkexG5w2teQ1Xd4z4OmrxEpDvOHmselX83QZmbl1BrP6ztCN4cre2oBfU2LP5hrpeqZohIK+BTYIO/AzI+udr93hoCs0RkjarOqfZVAUhEmgCvAzf6OxZzUKztCE7WdtSSQOxJ8Wmo7GCiqhnuz83AXOBooInXyWDBnGNl39cOgjxHr+9tD5ACnO4u2uM2PhAEeYlIFDATeEJVv6Tq7yaocqtASLUf1nbsNz9oWNtRe7kFYpFS5VDawUZE4kQkwX0cD5wLrMA5Sewid7WrCdLhwLWSoc3d7sCgzVFEwkWkmfs4Euf3cKW7eDZwrfv4GgI4L7cxeRX4TFXfAKjmuwma3CoRMu2HtR3BmaO1HUBt5ubvM4grOat4MM4Z+j8DN/k7nhrm0hFY5k4rgFHu/GOBb4FfgJeAMH/H6mM+n+Lc9TIX2AicAfTE+U/4CzDOa92gybGCvM5yY//Bze0J9o3Q3BxY5P5+zgRi/B1/FXn1AkpxhqUvm06u7LsJptyqyDkk2g9rO4IjR2s76rbtsGHxjTHGGBOQAvFwjzHGGGOMFSnGGGOMCUxWpBhjjDEmIFmRYowxxpiAZEWKMcYYYwKSFSnGGGOMCUhWpBhjjDEmIFmRYowxxpiAZEWKMcYYYwKSFSnGGGOMCUhWpBhjjDEmIFmRYkwNich6Eenl7ziMMSbUWJHiA/ePUK6IZHtNt9Tj+6uI5Ljv+7uI3HeQr21by/GME5Gicp/HkFrY7l0iskpEskTkJxH5s9eyDm4u3u95dQWv3+C+/vuy29xX8D4L3XWaes27W0RerWkOxhhjak+4vwMIIn1V9fOqVhCRcFUtrm5eFa8XnFt6l1awuJOqbhSR7kCqiCxW1Y99jr72vaaqww/1xZV8LgpcBSwHTgI+EZGfVPULd3mJqsZXsr1bgX44t0nfgHNL8cIqQigCRgP3HGoOxhhj6pb1pNSQu1f+iIgsAXJE5AIR+VlEHhKR7cBDItJYRKaJyHYR+UVE/ur1+ldFZIqIfAbkAkdX9X6q+i2wEujqtY3pIrJVRHaKyH9FpIk7v6yIWeP2PCS5828VkbVuPK+JSJw7/zgR+VxEMkXkDxF56hA+j1tEZJ2IbBORN0WkoTu/T/nPpYLcnlLVpapaoqo/AP8Devrwnh7gXuBGVf1dHT+oakEVL3sOuNm7N6XcNi8VkR9FZJeIzBaRNl7L+ru57BSRB8u9Lsb9PjeJyEYRudtr2UARWeP24qwXkSury80YYw5nVqTUjmHAlUBDoBjoAJQArYBHgSnueu2BS4BHRaS31+uvBO4EEoD1Vb2RiCQCnYFfvGZPB45ypwTgAQBV7esu76Sq8aqaJiKXA38DzgfaARHsKxgeBua4eXQE/utj/mWxXQDcDwzE+QxigEleq3Rg/8+lqm1F4BQoK71me9w//r+JyLMiEuvObwvEAkPd4mqNiNxYTbhrgQ+BOyp47+OB/wA3Ai2BdcCb7rLmQArwd3dZnPv+ZSYATYDjgB7AtSIy0F02FbhBVRPc3H6oJkZjjDmsWZHiu3kisttr8i4yXlbVn1U1H+eQRQEwXlWLcA45XA7co6q5bg/BVJzDGmXeV9VvVbXYfU1FVopILvA18DIwo2yBqr6pqjmqugd4BqjqJM6/AI+r6m+qmgeMB4a6y4qAI4GW7vYWV7Gda70+iy3uvCuBl1R1larm4BxKucI9jIX35+K+d1Um4hRsH7nPtwPdcQqrs3F6kp50l7XBKayOwymELgfGl/UcVeFR4JaynicvlwMzVfVztzfmHqCXiLQCBgDfqupsVS0ExgGlsPdw3Z+BMaqaraqbgBfY//M9QUTiVXWLqq6qJj5jjDmsWZHiu/6q2shrWuS1bGO5dbd4nW/RDKe34nev5b8Brat4fUVOAuKBETh/pCPAObfD7VX4TUQygfeACg9huNoDL5YVGMDnQHN32V1AJLDUPfF0UBXbecPrs2jpzmtdQZ7ROD0LsP/nUikRGQucCwxVVQVw/+h/5x4K+g24G7jUfUlZwfOwqua5heA7OAVFpVT1J5yeo/K9KfvloarZwA53fiucc17KluW6y8D5HGOAVV6f73jgCHf5UJyetI0iMl9ETqjuszDGmMOZFSm1Q6t4vh1nD7q917z2wKYqXl/xm6iWqurz7jZvdmdfDfQBzlTVBjh/CKXiLQCQAfypXMEV525/s6regHMYYxyQIiLRvsTm2sSBeeYDO8tSqG4D7gmww3FOVN5Zxaql7MvzJ5weK+/t+/SZ4vSm3Mq+QgrK5eGes9PUnb8ZpzenbFkM+4rC7Ti9RR29PtsGqtofQFXTVfUinKJlGU4vizHGmEpYkVLHVLUEp3fjURGJFZHOOIdc3qnBZp8CxohIJM45KPnALhFpBowpt+5WnEMgZV4B7hGRowFEpJWI9HMfDxWR1m7vxW6cP/S+/rEHeBe4UUROcP+wPwaklPWGVEdErsM5tNLXPVTivayHiBwrjtbA48AsAPfQ0nvAvSIS5fZQXAHMre49VXU1MA/nOynzHjBERM50P+NHgS9VdbO7ze4iMsBd9iDu/yP3qqzXgIki0khEwtzPooeIRIrIVSLSAKdozcY5P8cYY0wlrEjx3cey/xgdjx3Ea0fgXO69AecP6zhVXXCogajqfJwi4lrgdWAX8AeQBswvt/rDwPvu4YdeqjoN55yWOe7hoUXAie66PYBvRSQbZy9/WDVXyJSP62Oc4mEuzqGeIpwTTH31EM4hk2Ven3PZJcLHAJ/g/HFfDKxi/4LsVpxDa9vd979fVdN8fN9HgEZeefyI05vzH5zPtRNwjbtsG86J0s+5y/LY/3Dd7cAenMuod+J8P43dZX/C+Vx2ARfg/F4YY4yphPi4k2uMMcYYU6+sJ8UYY4wxAcmnIsVrEKq1InLAKKMiMkxElovIChF5R0Siaj9UY0wwEZEZ7mB471WyvIeIrHQHxnugvuMzxgS+aosUEQkHnsa5JLQbcKfsf88TwRnToo+qdnZnX3rAhowxh5tJwHVVLH8e5/yeTsAAETm5XqIyxgQNX3pSegArVTXDHS9iHtC33DoCxIozPHkczmWaxpjDmKouBLIqWuZeoRXu3r6gBOdqt4EVrWuMOXz5UqS0xhlbo0wGzgifALiXl44AVuCMI5HlNk7GGFOZKtsVY4yBWrgLsnuPlZtw7jqbAbwpIteo6pvl1huOc1knsbGxiR06dKh22yUlJXg8npqGGHBCNS8I3dwsL1i1atUfXqML1xvvtiMhISHxxBNPrOYVxphAkp6efshthy9Fyib238NpgzNORZmuQLGq/g7OHXmBc3BvyFZGVafi3LOGnj176tdff13tG6empnL22Wf7EGJwCdW8IHRzs7xARNbX4ltX1K5sqmjFQ2k7jDGBoyZthy+HexYDnUWkjYjEA/3Zd9M3cHpPThGRsgGrzgPWHGpAxpjQ544oXCIip7jnsl2Jc1dqY4zZq9oixb0h3GhgAbAUmKiqO0RkrjuE+ibgCeBLEVmOczfaF+swZmNMEBCRT4H/4ly5s1FEzihrN9xVRgDTcO69NF9Vl/srVmNMYPLpnBRVnYV7nxSveQO8Hj+PczmhMcYAoKrnVzDbu934Gufu3sYYU6EanzhrzOGkuLiYjRs3kp+f7+9QakVCQgKrV6/eb150dDRt27YlPNyaB2OMf1krZMxB2LhxIwkJCRx55JE44xgGt6ysLBISEvY+V1V27tzJxo0b8eUKPGOMqUt27x5jDkJ+fj5NmjQJiQKlIiJCkyZNQqanyBgT3KxIMeYghWqBUibU8zPGBA873GNMkCgsLKRHjx4AbNmyhfDwcJo1a0ZsbCxffvllta9/9dVXGTBgAC1atKjrUI0xplZYT4oxdWTCBEhL239eWpoz/1BERkaydOlSli5dyt/+9jfuvvtuli5d6lOBAk6RsnXr1kN7c2OM8QMrUoypI4mJkJy8r1BJS3OeJybW3nssWbKE3r170717dwYNGsTOnTsBuPPOO+nUqRNdunTh0UcfZcaMGSxZsoShQ4dy2mmn1V4AxhhTh+xwjzF1JCkJUlKcwuS222DyZOd5UlLtbF9VGT16NDNmzKBJkya88sorPP7449x99928++67rF+/nrCwMPbs2UPDhg057bTTmDJlCp07d66dAIwxpo5ZkWJMDcTFQUlJ1esUF8M994DHAxdcUPl6Hg/k5Pj+3iLCsmXLOPfcc933Keakk06iYcOGNGzYkBtuuIEhQ4YwcOBA3zdqjDEBxIoUY2qguqKi7BBPXfSklJaW0q1bNxYsWHDAsiVLlvDxxx/zzjvv8Oabb/Lee+/VzpsaY0w9snNSjKkjZQVKSgqMHbvv0E/5k2lrYsOGDXz77bcAFBQUsHr1arKzs9mzZw+DBg3i6aefZunSpYAzumxWVlbtvbkxxtQx60kxpo6kp+/fc1J2jkp6eu30poSFhfHuu+8yatQosrKyKCkp4f7776dhw4ZcfPHFFBQUAPDkk08CcP3113P99deTkJDAkiVLah6AMcbUMStSjKkjY8YcOC8pqXYKlHHjxu19/Pnnnx+wfPHixQfMu+yyy7jssstq/ubGGFNP7HCPMcYYYwKSFSnGGGOMCUhWpBhjjDEmIFmRYowxxpiAZEWKMcYYYwKSFSnGGGOMCUhWpBgTJAoLC+natStdu3alZcuWtG3blq5du3LmmWdW+9oHHniAtNocRc5HIjJQRNaIyFoRGV7B8mEislxEVojIOyISVe9BGmMClo2TYkxdmTDBueWx98AoaWnOaG4VDaJSjcjIyL2jx44bN45mzZoxYsSIvctLSkrweDwVvvbhhx8+6PerKREJB54GzgH2AN+KyAxV3eEuF2AicLKq7hCRd4BLgWn1HqwxJiBZT4oxdSUxcf9x8MvGyU9MrLW3uP7667n55pvp0aMHTzzxBDNnzqRHjx5069aNiy66iN27d+9db/bs2QB06NCBcePG0bVrV3r37s3mzZtrLZ5yegArVTVDVbOBeUDfcusIECsiHiAOqLNgjDHBx4oUY+pK2Tj4ycnw+OP7buRTW3cYdO3YsYP09HTuvfdeevfuTXp6Ot9//z0XXnghzz//fIWvadu2LUuXLuWCCy5g6tSptRqPl9ZAhtfzDKBN2RNVVWAEsALYBGSp6sK6CsYYE3zscI8xNREXByUlVa9TXAz33AMeD1xwQeXreTzV31a5AkOHDsU5cgK///47l19+OX/88Qd5eXkkVtJrc8kllwDQrVs3Pvnkk4N+z9ogIhHATcDJOAXMmyJyjaq+WW694cBwgKOOOqre4zTG+I/1pBhTEzk5kJ9f+fTJJ9C8OYwf7/z85JPK1z2EAgUgNjZ27+PbbruNu+66i+XLl/Pss8/uvclgeVFRzvmpYWFhlFRXZB26TXj1nLiPN3k97woUq+rvqloCTAcOOAtYVaeqak9V7dmiRYu6itUYE4CsSDGmrpSdg5KSAmPH7jv0U4dX2WRmZtKmTRtUlddff73O3sdHi4HOItJGROKB/sBHXsszgFNEpLH7/DxgTT3HaIwJYD4VKT5cRthURD4QkdUiskpEjq79UI0JMunp+5+DUnaOSnp6nb3lgw8+yKBBgzj99NNp165dnb2PL1S1GBgNLACWAhPdq3jmikhrVd0EPAF8KSLLgYbAi34L2BgTcKo9J6W6ywhdk4B3VfVtEYnFOWPfmMNbRZcZJyXVyomz48aNq3D+kCFDGDJkyAHzX3311b2P169fv/dx//79SU5OrnE8lVHVWcCscvMGeD1+Hqj47F5jzGHPl56UKi8jFJGGwGmq+jaAquaq6qEdXDfGGGOMcflSpFR5GSFwFLBdRN4Ske9F5Bm398UYY4wx5pDVRjERjtPbMgL4AXgd+DPwb++VvC8jbN26NampqdVuODMz06f1gk2o5gWhm1tZXgkJCWRmZu695DfYlZSUkJWVtd88VSUvLy8kv0djTHDxpUip6DLCxV7PM4BfVXUpgIh8APQpvxFVnQpMBejZs6eeffbZ1b5xamoqvqwXbEI1Lwjd3MryWr9+PUVFRTRp0iQkCpWsrCwSEhL2PldVdu7cSePGjenWrZsfIzPGGN+KlL2XEeKcONsfeKRsoapuFpGtInKUqv6KU6D8WBfBGuNvbdu2ZePGjWzbts3fodSKvLw8YmJi9psXHR1N27Zt/RSRMcbsU22RoqrFIlJ2GWEY8M+yywiB4e5lhLcD77sjSC6l3KEeY0JFeHg4HTp08HcYtSY1NdV6TIwxAcunc1J8uIxwCXBq7YZmjDHGmMOZjThrjDHGmIBkRYoxxhhjApIVKcYYY4wJSFakGGOMMSYgWZFijDHGmIBkRYoxxhhjApIVKcYYY4wJSFakGGOMMSYgWZFijDHGmIBkRYoxxhhjApIVKcYYY4wJSFakGGOMMSYgWZFijDHGmIBkRYoxps6IyEARWSMia0VkeAXLm4rIByKyWkRWicjR/ojTGBOYwv0dgDEmNIlIOPA0cA6wB/hWRGao6g6v1SYB76rq2yISC4gfQjXGBCjrSTHG1JUewEpVzVDVbGAe0LdsoYg0BE5T1bcBVDVXVXP8E6oxJhBZkWKMqSutgQyv5xlAG6/nRwHbReQtEfleRJ5xe1/2IyLDReRrEfl669atdRyyMSaQWJFijPGXcJzelqeA7kBz4M/lV1LVqaraU1V7tmjRop5DNMb4kxUpxpi6son9e07auPPKZAC/qupSVS0FPgC61l94xphAZ0WKMaauLAY6i0gbEYkH+gMflS1U1c3AVhE5yp3VB/ix3qM0xgQsK1KMMXVCVYuB0cACYCkwUVV3iMhcEWntrnY78L6ILAcaAP/2S7DGmIBklyAbY+qMqs4CZpWbN8Dr8RLg1PqOyxgTHKwnxRhjjDEByYoUY4wxxgQkK1KMMcYYE5CsSDHGGGNMQLIixRhjjDEByacipbo7mbrrhIlIuoi8V7shGmOMMeZwVO0lyD7eyRTgL8B6wFPbQRpjjDHm8ONLT0qVdzIFEJEmwJXAS7UfojHGGGMOR74M5lbdnUwBHgMeqWoj7mGi4QCtW7cmNTW10nXbvvMOmSecQOZRR+1dr8GyZTT48Uc2XnmlDyEHtszMzCrzD2ahmpvlZYwx9a/GI86KSDegsaouFJE+la2nqlOBqQA9e/bUs88+u6qNQnIy3HMPXUeOhLQ0GD8eUlLomJRU05D9LjU1lSrzD2KhmpvlZYwx9c+XIqWiO5ku9nreE0gSkfVANJAgIi+p6k2HHFVSEqSkcOKQIbBjB7z4IqSkOPONMcYYc1jw5ZyU6u5k+oKqtlHVDjjnpcyrUYFSJimJ7I4d4aGH4LbbrEAxxhhjDjPVFik+3sm09qWlkbB6NXTuDJMnO4d8jDHGGHPY8GmcFFWdparHqeoxqvqSO2+Aqm4qt95CVR1a46jS0iA5mV9uu805PyUlxTlHxQoVY4wx5rARmCPOpqdDSgrbzjkHfv0VzjzTKVTS0/0dmTHGGGPqSUAWKRMYw/R/pLN19u/klkax6pH3SCOJiZ8nsnDgBBZ1voVFnW/Z7zXLpqSxcOAE5/UTDux0SUtz5htjjDEmOARkkZKYCC+vSOSsyfeS27AlrR6+mZnnT+HqWckQE03nle9y8qp3WTbFqUSWTUmj5ahkGvdLBODSdROYOCRtb6GSlgYTh6Rx6TqrUowxxphgUeNxUupCUhIwJ4lrL5jGjM0D+ZET+GfhKD5ufjXd33+EmRe/CsCg24by7nM30Wftv/ngstcJ9/Tgu38Xc0SDHrxekMwV/VNolZzEzg/SSCGZyGEpfs3LGGOMMb4LyCIFnEIl4tzjmT7vUq7jDQqIpP+2N8j2JHDZp38DIELyuOKnR8kLi+WaD69APijBo8VIaQmiJczVs9n9n4aEi7J56vscaZcxG2OMMUEjIA/3gHOIpmThKvrKJ7zsuZFwikk9/iZyNI7fnniH3554h2ziWNh3PJk0YO2EWcQUZhJZlEtESQFfLSrm8fjHaMwefpf2eG68gekXvEDW9gJ/p2bMYcPuoG6MqYmALFLS0uCJi9J4Lf9qVl92LxeVfshdkZM4bs0sfrz0XtqOHEK724awZVIKfT4ay5ZJKbQclbz3HJWyc1DGRD4H48dzbKPt/DPuYVqt/IQ9LY9j8V9eRAsK/ZylMaHN6w7q5wLdgDtFpGkFq5bdQd0YY/YTkEVKejr8pXM6X9z2GOTl88fkFIZ8OoK3BqdAXj4rTrqC5SdeQZcRzuGbLiOS2DIphV3znUuUN05zz0GZmQJjxxI5M4UJEWNZP+R2st74gLwZ89jSsBMbx02FoiJ/pmpMKLM7qBtjaiQgz0kZM8b5p/zNz5KSkoCKzyvpMiIJ3KJlWMd0mOl1r5+kJCJnpjAsPR2GjaHTFTOZ8/C3RD8xjuhnHid2/H3E/vVaCA/Ij8OYYFUrd1A3xhy+ArInpcbGjDnwXj9JSW71A2FhMGhcd07f8iGv9ZvGV6P/S2ab4yl99XUoLvZDwMYcfrzvoF7NesNF5GsR+Xrr1q31E5wxJiCEZpHio0aNYPS7PWi+eC53tXqTb/7+FvnHnARvvgklJTYqnDE1U9Ed1L1vpeF9B/V3gP4icsBhH1Wdqqo9VbVnixYt6jJeY0yAOayLlDKnnAIvfN+Tn5//iCty/sOPY1+j5ITOfPlRFoVDvO4ZlJZG4ZBkpq1L9G/AxgQH/9xB3RgTMqxIcYnA1VfDG7+cyctXfMJlO16ixU9pbNkTRfGAwTB+PIVDkkkmhbbDbLwVY6rjtzuoG2NChp0pWk6DBs7RnFU3JHHTiM9oqwt5PONa2tx7L8/GP8TouUkHnO5ijKmYqs4CZpWbN6CC9RYCC+snKmNMsLCelEqceCL8739w/V88hGsxS+jO6NxHSdox09+hGWOMMYcFK1KqIJ+n0WtyMjc2TGFI6294Wf6CXjYUXn3V36EZY4wxIc+KlCqsm5ZOMincOSuJNT8Jr/d8gQflIYpvGQlz5vg7PGOMMSakWZFShekdxzB6pnMOSlwcLFoEKy++l4Hxiyi56WaYNAlU/R2mMcYYE5KsSKlC+THhPB547z3oe/epnBX2FXkvvQ633GJD6xtjjDF1wIqUgyQCd9wBY55pw0nbU9m24g+46CLYvdvfoRljjDEhxYqUQzR0KLwxPY6uP7/HiqhT4cwzYd06f4dljDHGhAwrUmrgrLNgwaIwhvz4BB8efyealASff+7vsIwxxpiQYEVKDR13HHz1FTy26c9M6PY2mpwMr7/u77CMMcaYoGdFSi1o3hw++wy+iuzNX45eRMmj4+G++6C01N+hGWOMMUHLipRaEhsL//0vNOh+LOdEfUXBwq/giisgN9ffoRljjDFByYqUWuTxwLPPwqV/acxJG+azUxtB796webO/QzPGGGOCjk9FiogMFJE1IrJWRIaXWxYrIvNEZLWIrBSRkXUTavD4+9/hyacjODHtJdZ2vxLOOAOWLvV3WMYYY0xQqbZIEZFw4GngXKAbcKeINC232hOqejyQCNwqIsfUeqRB5rLLYMZMofes0Sy4ZDL06wezZlX/QmOMMcYAvvWk9ABWqmqGqmYD84C+ZQtVNVdVF7mPs4E1QKu6CDbYnHGGM5T+TbMH89Kl89GRI2HiRBtK3xhjjPGBL0VKayDD63kG0KaiFUWkHXAK8F3NQwsNxx4LX34J//m+K6PP/JrSae9w7IQJNpS+McYYU43w2tqQiEQB7wJ3qmpOBcuHA8MBWrduTWpqarXbzMzM9Gm9YPDww2E8+mgneusM3t42jF09e/Ljww9TnJDg79BqVSh9Z94sL2OMqX++FCmb2L/npA2w2HsFERHgdWCuqr5X0UZUdSowFaBnz5569tlnV/vGqamp+LJesDj3XLjzTjj3gzl8O/CfnHnHHTB7ttPdEiJC7TsrY3kZY0z98+Vwz2Kgs4i0EZF4oD/wUbl1HgdyVfXR2g4wlHg88PTT0P+irZw881E2XHevc4nyokX+Ds0YY4wJONUWKapaDIwGFgBLgYmqukNE5opIaxFpC/wD6CEiS93pwjqNOsgNHbqJZ5+FHlOuY8md78KwYfCf//g7LGNqnQ1fYIypCZ/OSVHVWcCscvMGeD2V2gzqcHDJJdCqFVx8WRKT/57GZU8NgtWr4fHHIczG2DPBz2v4gnOAPcC3IjJDVXd4rfaEqi5ye2mXiMg8Vf3ZH/EaYwKP/TX0o549ITUV7nn5aJ4Y/CX6/ffOACs5B5x3bEwwsuELjDE1YkWKnx19NHzxBXyY1ogbW82hpHlLSEqCjIzqX2xMYLPhC4wxNWJFSgBo1gw+/RT25EbQb93/kX/l9c5IcN9+6+/QjKlzvgxfICJfi8jXW7durf8AjTF+Y0VKgIiJgXffhS5dhcS3bmP7Iy/ARRfBjBn+Ds2YQ1XR8AWbvFfwdfgCVe2pqj1btGhRZ8EaYwKPFSkBJCwMJkyA4cOh+wMXsWbKJ3DHHfDkkzaUvglGNnyBMaZGrEgJQCNHwuTJ0HvEySx8/CunN6VHD/jss/1XTEtzqhpjApANX2CMqalaGxbf1K6LL3YuUb7kkpY8/sACrksZCP37w/vvw8CBToGSnAwpKf4O1ZhK2fAFxpiasJ6UANajh1OLjH8mhr7yCVvOHQZDhsB558Ell7Ds7mlMSE/yd5jGGGNMnbAiJcB17OhcorxlaxgdF73Kxotugs8+I98TQ/vbL+X6WZfCv/4Fv/7q71CNMcaYWmVFShBo2hQWL4Ybj0/DM2sG004ez57txWQ8/gbNRg5zLlXu3du5UeGtt8KsWZCZ6e+wjTHGmBqxIiVIRH+TxrObk3n+7BSuWj6WP0Wn0OLe4Tw6tSVTE//Nmo9/Qz+cDZ06wUsvwZFHwtlnw2OPwTffQEmJv1MwxhhjDooVKcEiPZ0f7k3h5Z+SGD8eljVIYvl9KfRrnM7XX8OgwULL3p0Ymnobky6YzffztlDywEOQnQ1/+xu0bAlXXgmvvAIbN/o7G2OMMaZadnVPkEhLHLP3Yp6kJOjVC5KTk0hJSWKqe+7sli3w+efO/YBefTWK9evPoWfPc0i67HHOO3krp+78lIgFH8N990HjxtC3rzP17g2xsf5N0BhjjCnHipQgkZ6+r0AB52dKijO/bF7LljB0qDMB7N4NX37pXCE0+skWLF9+FV26XEXS9cqA9ivovvNjop99FoYNg9NOcwqWCy+EU04BsStDjTHG+JcVKUFizJgD5yUl7StQKtKoEQwY4EwAeXnOCbhpacLDM04mPf1kjj56NOddm8fgxmmcuv5jYq+5BrZtgwsucAqWCy6AI46ok5yMMcaYqtg5KYeRmBjnyM5998FHH8H27fDii9CqYwwTl/flyP9O4ITi5dx53nd8EXM+Of+dCyefDF27wj/+Af/7H+TnH7jhCROc7hpvNhquMcaYGrIi5TAWHu4c5bn9dmfk/a1bYfp0OObs1ryQ+ydOXPo2R0Zt4d5Wr5D+UyNyxj6KtmrldM08+yysWgWqTFuXSOGQ5H2FSloahUOSmbYu0a/5GWOMCW52uMfsJQInnOBMf/2rM++338JISzuVV9JOJW3NWHI92QzftYiL3v+I45+9lOiSHM45pS+TCv7KqIuH0m7oxRS+/yHJpDB6mI2Ga4wx5tBZkWKqdOSRznTNNc7zbdvi+fzzi3gj7SJS86Dgp9/486+fcE7zjyhen8VR//432cTxVovriL4pjtKEeCQhDomLg7g4iI93fpZ/XN3z6Oh6P5l34cAJNO6XSJcR+4qtZVPS2DU/nT6zKzhJyBhjTK2yIsUclObN4ZJLnAkgK+tIvvpqON+/2Yn2Gz7nsZJ7GSXPcb9OZMX2zng25hBRkE2s5tAoIoeG4Tk0Cs+mgSeHhLAcEsJ2kiDZxEkOcZpDrGYTU5pDdIk7FWcTWZRDeHE+JeFRFEfFURIdR0lMPKUxcWhsHBoX7xRB8XGExccR1iAeT4M4whvGEd4onvCGcUh8FUVSRESFuTbul0jLUcksIwVOcQqUlqOSYVJw39TRii9jTLCwIsXUSEIC9I1Jo3BOMskNU2hxWVtuev9sUkqSiZy575rp0lIoLHTOu61s2p0HWypbnqcU5RSiWdloTg5k5yA52UhuDmFZOXi25RCen014QQ4RhTlEFGURVbSZqGKn2Iknh4SwbOLFeRyHUzjFlOYQTjEFYTEURMRTGB5HYWQcRZHxREbFsaNZJ44beSE/x51Ix5wfWX3cYGTOfL775DMkMgKJinSmyAgkOhJPtPM8LDoCT3QkYdGRhMdG4omOwBMTiScmkohY53FE3L5lEhUJkZFOwRRWt6eKhWrxZYwJPVakmBpbNy2dO0hh9MwkVFORa88meUgKT09Lp6NbpISFOUdsoqMP9V0EiHKnpgf96uJiKCjYv/DJLHucW0rhnjyK9+TsnUozs9HsHDQ7hz/mvc05f7xLWpOL2d76DMgqgqJCwooKoSgXKXYehxUXIiVFeIoLCSspJKykiPCSQjwlhXhKC/GUFhFeWkh4aSERWki4FhGhzuMIioikkEgKCaOUUvFQRCTFYREUSSTFYc5UIhEUeyIp8URSEhZBadnj8Eg0PILS8EhK3cdERFIaEQkRbvETGbl32tPlCrqMHMj3zXvTcsc3bJmUsl/PijHGBAIrUkyNTe84htEznU6T1FS382RmEtPTkwiUgwfh4c4UF1fR0jAgzp32t2xKGi1fX8T008dw1rdv0uCy0XXyx1wVioqcqaAICvNKKMotoji3kOK8IkryCinKKaQkr5CSfOd5SV4hpfmFlBYUOT/dx1pQiBYUQqHznELnMUVFkJOPFGUiGs5v8SfRZ9uHLOw7nj5WoBhjApAVKabGDmWguWBQdhhky6QUmp2ibPlh8N7DJLVdqIjs6+gAoJEH8ACH3PVUpWVT0jhi1FtO8fXpZJZN6WU9KcaYgGPjpBhTiV3z0/c7DNJlRBJbJqWwa366nyOrmf2KrwmD2DIpxSm+pqRV/2JjjKlH1pNiTCUqutKly4gkCPIeh13z08EtvlJTU+kyIolluMVXkOdmjAktVqQYc5gJ1eLLGBN6fDrcIyIDRWSNiKwVkeEVLO8hIitF5GcReaD2wzTGBCNrO4wxNVFtkSIi4cDTwLlAN+BOESl/DejzwDCgEzBARE6u7UCNMcHF2g5jTE350pPSA1ipqhmqmg3MA/qWLRSR1kC4qv6gqiXAO8DAOonWGBNMrO0wxtSIL+ektAYyvJ5nAG2qWd67/Ebcrt6y7t5MEfnRh/duDmzzYb1gE6p5QejmZnlBh4Pcdl20Hfkisuwg4wgkwf57FMzxB3PsENzxn3CoL6y3E2dVdSow9WBeIyJfq2rPOgrJb0I1Lwjd3Cwv//FuO4Ih3qpY/P4TzLFDcMcvIl8f6mt9Odyzif33ftq483xdbow5PFnbYYypEV+KlMVAZxFpIyLxQH/go7KFqroJKBGRU0TEA1wJfFhL8R1Uz0sQCdW8IHRzs7wOXl20HcH+PVj8/hPMsUNwx3/IsYuqVr+SyGBgAk5R809VfUlE5gLDVXWTiPQEXsYZw/sNVR13qAEZY0KHtR3GmJrwqUgxxhhjjKlvdu8eY4wxxgSkgCxSqhulMtiIyHoR+UFElorIAnfe0SKyxB1p818iIv6O0xciMkNEdonIe17zKhw1NJhyrCSvhSKy2v3elopIjDu/mYgscH8/p4tI3dyquBaISDs3j1Xu7+Dl7vwKv5tAyS3YR6qtKn4RiRWRee7v1koRGemvOCvjSxssImEiku79fyYQ+PC701REPnA//1UicrQ/4qyMD/EPE5HlIrJCRN4RkSh/xFmRitrRcssP/v+tqgbUhHNZ9E84Z/rHA2uApv6Oq4Y5rQfiy817DxhY/nGgT0AfYBDwnte8b4BTAA/wNXBysOVYSV4Lgc4VrDsBGFH+cSBOQCugq/u4Jc5YJHGVfTeBkJsvbUBlv3OBMFUXPxAL9HYfxwOrgWP8HffBfP7uejcC73r/n/H35OPvzpvAVV7fRZy/4z6I3x3BuQKuqfv8HWCYv+P2iu+AdrTc8oP+fxuIPSlVjlIZCty91jOBOe6sN3G+2ICnqguBrLLnUsmoocGWY/m8qjEYeMN9HOh5bVbVpe7jLcB2oAmVfzeBkFuwj1RbZfyqmquqi9zH2Th/iFr5JdKKVdsGi0gTnKuxXvJDfFWp7nenIXCaqr4Ne7+LHP+EWiFf/v4JEOteERcHbK7nGCtVVTt6qP9vA7FIqW6UymCkwCIR+UZErgaaAjvVLS0J7hwr+75CJce3ReR7EbnDa15DVd3jPg6avESkO84eTB6VfzeBkNuhjFQbSN+Bz/GJSDucPcvv6iEuX/kS/2PAI0BJfQXlo+piPwrYLiJvuf+vnxHnHlOBosr43f+zI4AVOD0qWW5hEAwO6f9tIBYpoaiXqnbH2Uu9BzjRz/EY31ytqqfgdGFeLCIX+TmeQ+bu+b4O3OTvWIzDPZfgXeDOANubr5KIdAMaB9EfR2/hOL0VTwHdcYaa/7NfIzoIIhKB83/4ZJw/+iIi1/g3qroViEVKyI1CqaoZ7s/NwFzgaKCJ14mkwZxjZd/XDoI8R6/vbQ+QApzuLtrjdhtDEOTl/jGcCTyhql9S9XcTCLkF+0i11cbnfvavA3NVNaBOPKX6+HsCSSKyHqfLvr+IBMphn+pizwB+VdWlqloKfAB0rb/wqlVd/F2BYlX93T1kMh3n0G0wOKT/t4FYpFQ5SmWwEZE4EUlwH8fj3LZ+Bc5JQ2V75ldTe6P01iutZNRQt1syaHMUkXARaeY+jsT5PVzpLp4NXOs+voYAzsv9Y/gq8JmqvgF7u4wr+24CITd/jnJdG3xpwx4HclX10XqPrnrVff4vqGobVe2A89nPU9VA6aGrLvbNwFYROcqd1Qfw5Wa39aW6350M4BQRaew+Pw/nnKaAd8j/b/19NnAlZwAPxjnD+WfgJn/HU8NcOgLL3GkFMMqdfyzwLfALzslnYf6O1cd8PsW5E2cusBE4A2fPaqWbyzivdYMmxwryOsuN/Qc3tyfYN/hhc2CR+/s5E4jxd/xV5NULKAWWek0nV/bdBEpuFbUBOL2Qrd3HFf7OBcpUVfxAW5zz1FZ6fScX+jvmg/n8vdbrQwBd3ePj785pOOcALcc5STzK3zEfZPy34hRWy4FpM6pYOwAAAF9JREFUQLS/Y/aKvaK/DzX6f2sjzhpjjDEmIAXi4R5jjDHGGCtSjDHGGBOYrEgxxhhjTECyIsUYY4wxAcmKFGOMMcYEJCtSjDHGGBOQrEgxxhhjTECyIsUYY4wxAen/AWoy2ARAW+JeAAAAAElFTkSuQmCC\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -2028,7 +2028,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -2041,7 +2041,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 48, "metadata": { "tags": [ "exp2" @@ -2111,11 +2111,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ - "exp2_testname = 'exp2-test6'\n", + "exp2_testname = 'exp2-test11'\n", "multi_ensem_results = pickle.load(open(f\"results/{exp2_testname}.p\", \"rb\"))" ] }, @@ -2148,7 +2148,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 49, "metadata": { "tags": [ "exp2" @@ -2184,7 +2184,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 50, "metadata": { "tags": [ "exp2" @@ -2193,7 +2193,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -2225,7 +2225,7 @@ "plt.legend()\n", "plt.xlabel(\"Number of Models\")\n", "plt.ylabel(\"Error Rate\")\n", - "# plt.savefig(f'graphs/{exp2_testname}-error-rate-curves.png')\n", + "plt.savefig(f'graphs/{exp2_testname}-error-rate-curves.png')\n", "plt.show()" ] }, @@ -2618,7 +2618,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.8.9" }, "toc-autonumbering": false, "toc-showcode": false, diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..b900ecc --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,20 @@ +[tool.poetry] +name = "shallow-training" +version = "0.1.0" +description = "" +authors = ["andy "] + +[tool.poetry.dependencies] +python = "3.8" +tensorflow = "^2.4.1" +pandas = "^1.2.4" +matplotlib = "^3.4.1" +seaborn = "^0.11.1" +scikit-learn = "^0.24.1" +jupyterlab = "^3.0.14" + +[tool.poetry.dev-dependencies] + +[build-system] +requires = ["poetry-core>=1.0.0"] +build-backend = "poetry.core.masonry.api"

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