四、考量实数、比率和主成分

目前,我们考量的数量是各种社交行为发生的次数以及这些行为发生在多少天后。也就是说,需探寻下面这些模式。[br][br] ● A 天后和其他用户对战了 B 次;[br][br] ● C 天后和他人协作了 D 次;[br][br] ● E 天后发送了 F 次消息。[br][br] 然而,我们讨论的社交行为模式仅限于上面这样单纯的实数吗?例如,即使实际次数有差异,如果从开始使用的 1 周内各种行为发生的时间点相近,不也可以将其视为一类行为模式吗?[br][br] 因此,根据每天的访问次数占 7 日内的访问总次数的比率,来讨论行为模式。根据该比率,可以得知用户 7 日内的下述情况。[br][br] ● 在前半段时间内有较多行为的用户的稳定到访率是否较高;[br][br] ● 在后半段时间内有较多行为的用户的稳定到访率是否较高;[br][br] ● 7 天内都有行为的用户的稳定到访率是否较高。[br][br] 最后,还可以考虑使用主成分分析来计算得到基于主成分的模式。当各种社交行为相互影响,或者没有什么行为的用户较多的情况下,使用独立的主成分能得到更好的分离。下面就用上述 3 种分析属性来对社交行为和用户的稳定来访关系进行分析。
[b](一)将类作为自变量来使用[/b][br][br] 现有的数据如下:[br][br] ● 行为的种类:战斗、协作、发送消息;[br][br] ● 时间和次数:7 日内某个行为在什么时候发生了几次。[br] 针对这些数据,从下述 3 个分析属性来着手进行分析:[br][br] ● 实数;[br][br] ● 比率;[br][br] ● 主成分。[br][br] 如果把这些变量都放到一起来分析,得出的结果很可能难以解释。因此,需要先弄清楚用哪个分析属性分析哪种社交行为最能说明稳定到访率,并在这一过程中确认哪种行为模式容易促使用户稳定来访。[br][br] 因此,需要将社交行为和分析属性组合成一个新的自变量。[br][br] ● 新的自变量 1:社交行为=战斗、分析属性=实数;[br][br] ● 新的自变量 2:社交行为=战斗、分析属性=比率;[br][br] ● 新的自变量 3:社交行为=战斗、分析属性=主成分。[br][br] 使用这个新的自变量进行决策树分析,就能够找出对稳定到访率影响最大的社交行为和分析属性的组合。组合成一个新变量的方法有很多,在本例中,将有类似行为的用户归到一起会比较好,因此可以使用聚类的方法。这里使用介绍过的 K-Means 方法([color=#0000ff]见图 5-2-3[/color])。[br][br][br][br][br][br][br][br][br][br][br][br][br][br][br][br][br][br][br] 图 5-2-3 聚类方法
在本例的数据生成过程中,使用了介绍的主成分分析和 K-means 等分析方法。在商业数据分析领域,为了使用某种数据分析方法,通常可以使用别的方法来进行数据加工。需要特别提到的是主成分分析,当自变量之间不是相互独立时,它能够将自变量变换成独立的成分。或者在自变量太多的情况下,为了降维也可以使用该方法。总之,主成分分析是一种经常使用的辅助性的分析方法。
[br] [b](二)数据收集[/b][br][br] 下面来讨论进行决策树分析所需要的数据。首先,为了调查用户开始游戏后第 1 周和第 2周的到访情况,需要使用下述新用户(Install)数据和 DAU 数据,如表 5-2-2 和表 5-2-3 所示。[br][br] 表 5-2-2 Install 数据[br][img]data:image/png;base64,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[/img][br][br] 表 5-2-3 DAU 数据[br][img]data:image/png;base64,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[/img][br][br] 然后需要处理 3 类社交行为,这里使用的是在某一天各个社交行为发生次数的数据(见表 5-2-4~表 5-2-6)。[br][br] 表 5-2-4 战斗(行为日志)[br][img]data:image/png;base64,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[/img][br][br] 表 5-2-5 发送消息(行为日志)[br][img]data:image/png;base64,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[/img][br][br] 表 5-2-6 协作(行为日志)[br][img]data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAwwAAABpCAYAAACXrqQPAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAEnQAABJ0Ad5mH3gAAD07SURBVHhe7d0FXJT3H8DxDxyhhIXdoCJ210xmO7tnzenfVmYMu7tztm6zczo7Z0xsp+gMTEAMQkIpz+PgfwfHBCQOphPh+369mPc89zzseO73PM/3+6vHIDg4OMLAwIDoH62Yr7Viro9PQutj0mebuFKyjxBCCCGEEOLjMdT9K4QQQgghhBAfkIRBCCGEEEIIkSBJGIQQQgghhBAJkoRBCCGEEEIIkaBYg54zZsyoWy2EEEIIIYQQCSQMt2/fjjVDUczX8UnqfS19tokrJfsIIb5cxYsXj/z3/v37kf8K8aXTlmkpzyItkOtz+hT9vcfbJcnS0lL3Sggh/juurq66V0J8+YyNjXWvhEgbHj9+rHsl0gMTExPdKxnDIIQQQgghhEiEJAxCCCGEEEKIBEnCIIQQQggh4mVkZKR7JdKTuF0qJWEQQgghhBDxkglo0qe437skDEIIIYQQQogERSYMERERkQsxxbcuIcnZVgghhBBCCPHlkBaGdCjwxin+fKbSLekvwD9A9+ozUj7i9r03ugUh0qCgO1y7lfxzTe3zmMc+at1SCgV44hmke/2vqfG8cZUHIbpFIT6SYA93PJN/CxMifqon3L2f3LhCTXBwnIubyoNrVx8TqltMayRhSIdMDW+x9qdTJBwXxBd0qPA/u5JpO24TqFvzX/E7MpsRay/zKvJjBbB/1Ah2vtQuqFH/y/hIiM9F/fw0uw7f54N4WuHN9i7tWXxTqVuhH0VmNddWTmP73ylNqNW4/T6BqftfxHsFiDzfdK/0dnMpPaaewFe3KNKfd09uc9dftxAPtZ8zW5duxTkZxdYk5E+Wzz3KU0kaxMcQpImJflzAyWRVuCi5sXo0yy4Hog7wJyBy10Auzh3G6hvvIrdIayRhSDPUBHp54PrgNtfOn+Lw3q2sWzqbyeMcGdLPkfXX3tdYKnLlpKBlxoS/fL/r/DptNlsuv9CcEtGMsf6mHXn3dGHodg+9Awfl/WvciOckVPuc5edVJ/S64GcuZcXTE7eisnYjK7Lny0G2zAoIPsaqtTejPmPwA/YsWsxxuYOIL4QiX2UKOg+n+fhjeMY8RRS5yJXNCJMsyZyZxMSWNh3ysm/wDI6loDFQ7fMH6w5ChWKmKDSJubvzeY7t2ciKuZMY7TgchwGDmbzVOdEKA+X9g/y82/mfBOFdmJoCha3JpFsW6VDwRfbvOMP500f4ffsGVi+bx5y5C1gwfx5zZ89i7poN7Dp2j1ch+gdrxsWbUNVnBvMOJbegqwj0fs6zZ8/++Xnu6ae5t8Sz/vlLvF4FECK3lDRP6eaGd75i2GTRxBVJUXlw6cwt/DUxUW5LE4LURoSeX8iUnU9RR4QTYZCXPHn0+D1fIEkY0hCV103OXfgbj8C3PDp6hJCvBjFhxjyWrZ5H78qGnN+zn/shmnjE3BxLEyNNUJCAbFXo2s2a0z0c2emlW6dlbEsnhyHUKGD1fl914rWOhuor7PhpGzs3rmbx7OlMnTKFyZMnM3nWIubsvoGvHhdjhVU+CuW3xFL7Pw0LRx3uybX1y9jlkgGfE4tYvHYd63cc48QfDwkxlSerii+FJdUGj6JOkCvBujWRFBnIkL8oBa2Sf9MxKdGB3u2tsTAOxdfjPs7nT7Dn1yXMXnaYx4k1WKhc2b/yHCVnLKVPFSvNigiCvdzxMSxAjQ4OTJm3kKUrVzKtS3nNp06YafG6lH4ykfY/7OaR6h3uz7Nib19Ic2sV6ZUimznezrcIMMhGkcoNaV0sCL+C3Rj6oyMjR49hjMM3lC1Xjoq5kyjvqidcuuSqCe21clCv/RDsi5tFLqlfHGf1qpM8TbJiN5wQPzeu/DyC5vUb8t3c4zx+FaL5nZr1/s+49stQvmnYhL7TN/DboSMc2ruJJRP60737QCauOsxdf/2TGpH6KB+f5cjll7oyFE2Fh/NzSnRqjo0+FyrjvBTw28TgeVcwyJCL7FZh3PLISv26+VCoPPErVJuaOZJ/7f4SSMKQZijIVrY5PXp+S3NbPzzMG/F1viecv/JCd3IYEX73KMcfa66oBoYoFIlPk2Zs3Z4ZWxyonEWzoAzE0/UOf50/yVlPcwxurGTWtKlMmTSBMcOHM+v3Bwn22TPOnZXXT3zJW74h3w4ew8RJk6ISBsc2NKpcHtuo63281F5X2b5Qs+38E9x3+YOf16zn152neBiShaL2zalrkwWLXHZ83eN/9P6uPdVK5yaHVGWKL0mmOkyY1RrvbWs59Dj6LFJgZJ4B00SvzkrcLuxj+8a1rFg8l1kzZzF79hzmzlvH9ZDXOGmC+y0Hz3HTPQBDq2JULJEJ5ZsEgh21F+fWbSWg2XC6FHzGvUfazCIrJRt3oVtreypYW2EataUeLKk6cDzNI57yWvWKx6F5KFdQ0oX0TGFsRGabynxdrxpliubF8oOGM015NzHS3KGSEBHC9d9+5beDe9iyfhmrztzhxuYpjB09itET57Lw+D38k0wYTMllV5OmjSqR3ygjpeq2oE7p/GTSri9ejcZfVya/wpSSzYbg0LcXvfoMYczs5SwZUZOgfWPoPXAhZ2I1B4oviWmRCuS6NY+RP53GI7oCRXmHE0+K0bqmNtiJ8u7Fn2z69RTxD/VUkK9pD9oUNkJhqMAw9CL3sMH4oQuv3J6QoWwt0mgDgyQMaY7KlUO/vaLxyC6UzlMEixsLmLz9DkGaQm5maU2+/Ca6DZOiIFeFimS9vIIRP0xgxZ7z3HXaziaX7NRu15vhEyYyaco0Zi1ZwvjWtmTU7fUB08xkK1iY8mVtyGUR+yzSPhQksbRFkasKnYdrEoaxvWlUrQbtevemZ+e62BbIT7Fi1uS0MEFzL9JtnJGMGWSuaJH6Bdw9yba1i5g5fSaz5y1gyYJR9J9xjZBw3Qaa0MkoyRuOKflsilDQtiqNOvVnxLDmlC3bjCGOjowc9SN9GpbCpmJjOnbpQOsWzWjUoBYl46v1Uvtwacs2nlbuz/eVLXDdNZ3x+1xidEWMpibQw5nTu1YxY/panCLHECXAoipDFwyhfIQLbkYlKaG9OCj9cXc+w86J7Wg66SSvorYU6YGREaaahCAq2FAREvoW34dn2LV2nibYX8yJlwYYG4Yn3c3VQHOxf+WJv3k+StdqRc9hE5k2YwYzNYny5A6VsW/2DSUtdNsmwVChQFtnZmwcOxU2NNHcUz6IihRkK9+VCRO6kffOBmavPMW/nVtAfC6ZqNhzMDUe7uf0S5WmzKnxOrmTy8p3OK2Yx+zZs5k9awaTR41jpZMb3rGafjUC77B3kbYS8xCud9bTd+puTh90wyizmrfBr3l4NQDLQr5cPvk7m5ZPZ/igyex5qEc3ii+EJAxpyhtubNmKu21ljP7aw6+rN3FNkZ/AjQvY6Rqm2yYxQby49xdOJ/azbcVwmrZdwotqA1mwajFTR/SlbZnMmGYtjHWeLPrXOBqYk9E0vml3DTDRXJz1C/FNMPK7wq5Vy1h5wIUgg4xkiCy5xhi+vsqu+VOYuvYaoQZSnEXqlyV3AYpWbEX/kWMZPbwjhQOM+V5zjnYopku7FVEJg8r/MdeObWDF5ou6Af+xGecuzVfVy1E0T0ae7V3O8gN/4x5dw5rLltwPlzOg7xQ2XXgWTwKgE/6OXPX60rWKFSG3f2XK7iw0KeHL2X07+HXFQmZHtlyMo1fnfszfdQUPClCjQVXymfyT3URRv+LxjcucO3WE/bs3s3aZJogbvZRTN8+wdJomqFv0C4dv+vDa/w0FS5cmu243kQ5oCnMGhZr7+5Yxa84Kdt0OwNgsJ6UbfMfYGUNpmD+DJnDXdoJLmmG2IlT8qhrlihckh3l0AqzixVM11qXzfdKub1mrtKNlVSPcj2iCTWll+HIZ29Bx5jSaBx7l8F832HcpG+3aVqBys4GMHj2a0SPaUqJ4ZxbO6UXF940OUSxL0WaYthKzG7ZhGanXqRHW2QJ4EWBJyVp5cXsRiNEzN3zvH2WfV2UcZo2lbbG008IqEVaaoeLB1onMcQoh7NUzXE7t46ntt/T93zBmLxuFfb44Db7xPjsjgteeHgQY5aZMvTKUKFmW4jEyg0A/JZmzqnC5fJK9a0fT4mtHDid14TTQ3AyUL7jldJzfN61g3mRHBg1fxGnvCIxN9DyRDDOSsVB1OvYfyP+a5ItsTTDXltzwUFSFmjFo9CQm9qmOpZRm8SXIVpwqlWzIZhLE9WVDWOBdlrLZw3n0+3T6fdeLAT/MYPfJk+xcv4+/vC0pYp010dnAgm9v5qcrVZgxpwt2kQ2IoVz9aQJnio1ldo+sHB8+ko2PEqjlMs6HdUEzVG77GN9nJ3aTZ9PZ1kjzG6wo3bArDmPHMNqxHzUIIn/b3vTo8A1fa5IUa6sPz92A+06cc37OWzNrarT5H+1tbWg2XpM4TBjH2NHDGfDdNxQ2z0OJEll1e4h0QanS3AYyY9dqCGNG/UAv+6LkyV+SEtY5iWp0NsVE34ZvMwssPqhlCuWJaxBZc3ziG4BxHuw0iYoi+C73HiQ2IEikehmCuPq3mhxPr2DWcSDNrJ+xcdombr/TXMeu3cGybS+qa4dyxSuIW1t/5mHtH/jKWIld20G0znqTc2cO40xD2nRqS5WsJuQoUYoCmfQt2F8GCbHSDGNsuyxm+7oZjOjdDvvi+TC3jKqxNCpgjbWm3KrDwv6pxYn/WXuWlLBvTXP7qpTOre3iYxqjBSCUx27hmAdd5K9nanKVL0aBkpWSHqhmaILi1UNcXpuSv2pr+o+bx/KFw7DPEo7C1ES/AqgwxejlSVbPms2qP9wJNcyAmfZ/Gx7IW+OspGBsqBCf2Tue/L6YHdctqde2JBeHdGNv/sHMX7mWlUvG0q5BA7r+OJx+3dvSuKYduRK477xzO8SK36B1W1OunXePGq8UdIMrboUpa21O7loOrPylD8UTqb5VaX7HgpUPqdCqNtksjLAsWodWrRpQuVguIocYKTKR2SoHVtkTOdEU2anUeQRjh/+Pjs1qUi7/a84/ykk1m5gtm8F4v85C4UL6j4gQXz5VQBCKLFZEFmGlH888/fG8e4SNy2YxbvRs9jx8h4GBHm3N4a957eHMnoXTmDJxAuPGjmaU448MHzaZPwzzEvbIQzde71NRYG5hgULzOYKD47SwiS9K6K3jeGTNTaBlfTqUMSPs2UuUxUtgoymkWb5qT+uSCXWyDuDm7nWcz9kdh9oveW72FeUyG5D/m36UDTHFWn2Kk8802zzKTMP6BTQlJm2RhCEtUWtuyK5/c+HEAU44P+bvg0uZPW0Ckxce4oEyFC8vPyJ01+VwTcaQaNuAOhxDI6P3CYPak3uhRWjf43/0bNeYShmDMS9aiqTrCo0xzV2Sek3qUrl4Xix1FZPh7zSpvImpngUwAxnz1uDbUeMYUj8bBoammIR48vKVD6+unWTp3Dks2nmbt/q0aQvx2anxOPoTW4NbMqJ5IYyy1GT0r4toU8ASS20mrDn39Hm+SOijY/x6NJzmI76nTp1mlHm5g23X/TW/+yBvvulD/ZxRtyuLEvbUSaBZPPj+IdYeVNFiwg/UsDLQXBd0b8RihImxYeLXizhCbx7ggc03WF9dxdRNzkROwx/6EFdsKJK2Kt1EEsK83mKUS8WljXOZvnQrZ+6+5J1VCep9O5QZs0fT1jZmxVQiQl/yJncT+gwZzaSp05gxczZz5s1n4aKFzJ0+gYGNbT7xbFxq3rx5g1phRRbttN7iy6R+xpFTbylfrzoNGxTHVJNmujs/4VWgx/sunfF6h9uFc/iW7MmAxtbw5AYXAs3J7nOGRZM2E1avA717lcNz70acVBWomWALxZdLEoY0Q4XHhT3sPnmPQAtbKpSoQJ3uQxk9YRozR7fB1tAP3wAD3SBhNWGqJG7/6ggU2o6l6pdcOHkFT69LPM9Wi5K6ysGQR55kKG6T9FgGQwMM1CrexamQCQ8OQWWsR+SgSYK8njzC+9k9jm9YwaJlh3ny+A+mTZjPyrXHMGk/gVEjRzGsY2lkzLNI/ZQ8OvELR8KaMbxrWTJqI3RN7KHIXoSiuaKDED0eSKj2wy2wEB36t6BE5EDPbFT7rgu5zkzC8VgeOrUolHTtlsqNv18UovPg1pSK/B3veBf3RI1kQMYMCsKSnIFGR3PNOLrXj9odylC4YUvyHJzGhjsq1AGP8c5ki400MKQjKl66R2Blm4fqPUYy3nEw31YtiFXOwhTMnuBUGfFS3n+AqkgZrMw/bVqQoHfu3LnjQYRVBcpFjuQXXw413o8fRw5Wf3N5F845vqZc9Ff4zoVTbiUZ39kQp1MvE6kYMaFAkZw83z+PCdNmM3H2OYyzuXLo5824FK5JudyZMM7XmBohZwmtZs8/l/M0RBKGNMOYArW7M7BPRxrXKE42UxNMTVV4u5zn2NHzPAwuRJfpI6ilPUnCwnj7LvHGW3W4GkOjd/z18xaeFShN0PEH5KhfXjcbUigPXKBIqQyRS4kK1yQLQW95G3eMpK8vbzOYJ1ojFHBjC5NHzuCXo3ewqNmW5i170LpeO8av+Yk5C+bQz9aaghWyp7lmP5GWKbEs25m+ze0iu/toE4MPx+qHER5/Vf97imyUqGAXp4UvgrCgcLJkCeWFlx59rI0LU92+tCbV0DJEYRCOKt6kwAATU/0TBt+zv3LBuivN82rOTOPifDthPA2tjQm5fhNViTLocdUQaYXamxuBmakUs99oRAQfpKWadYmX+He4XPYmb5XP9UwPNV7ndrLf2ZhyHTpST0btf2EUZDW8x6aZc5nzqzcVG1nrypEaz1NHCfyqDWXLNqTwk32c94t8I16KXNXoPnoG0waUJ0fFPkzqXwfjd2Xp07VcVGwUco+/vIxQe7hpoqS0RxKGNEbp5YLTvk3svfmImzu3cOalFZXr16RYFgUmOXNF9fdXhmlCkiSq45VKXhyYyw6TFrTKfoGdT+xoXjSMYG36rXrKjYDslNMnhVb74OnykMuHtvPzspmMc+hN506DmLLlEsrMiT0CCrJU6MrkBTNxbGPBxV/+xMfSgvwWt1gybgf3g59z5llmaqehGQhEepCJXLnez/0YpomcFIZxL8NqwpRBeN65yKkD21k7fxx9vx/Hb48SidjVLzi9bAUuX41h2ag6uC2fzu77cecETFwGU0NU2g/0AQOMjBSamC6pZg/Nx3h+iFWnCtCreylMta0grl6Ylq5AKbMQrl8JwLZSTknw0xGV6zl8ctamUIzLdPjb0DizdmkSCJWKRBu9g65y/HkJmpb6OP3ZtF1ilZoMRaWK/Uki139wCih57rSWSTMPQLMxTOpVEXPdO+LLYWzdlB72BgTYNOVr3dhLtecpNl+3pl2DXCgUOaj7tSknN18iqeeHqwIVZAq/xOwBg9itKkJWlTY9COLGlgOYdF9CM//f2OeW9PXySyMJQxoRcGsr477vzrClR3lqXpVeC1czd3gfOtrbET2hSYjrefbsOMR1n7eR4wcSpsbn9gPcS3zL8C7ZubLjGsV6tCVfsDM75q/g4KkDOJtXwU6frgUGWciWQ4Fx5sJUatyDEXPWs33HUgY1a0jpvHoUv4BrrJ11hrIThlBTk8Ibl2pH4wzXuHLhIB6Fm2Bn5Mnlwye5H6BMINgRIrVSExj0FoNwVw7OG86AgYNxGDqcH0evxat4UQKcH+FLdko16MnkJZNoVzT+YEn96jrb5/+Ca9UfGNogH8bZazJoeC1uTx/Osj+foV/DQBieni+I1fCo9sT52DGue4ahfPs2iRpgzeY+51m/3p3aQ76lhPbaoMiM8aOtTF1yHFffSxx/VJTattIfKd1Qe+P0p4pKDWMO/lTx0tNT818DzbogXE7s5uTD17zVtkLrtvjQO+7vPY5xy3YU/9f1Q8G4XTvG7oOXeBYWys0jG9h95h6v1FHrdx04z3NNEuG8axqTZy9g4YLZTBk9gum7fagw/Bd+maH5DIk8bFSkZgqy1xrOYsc6RD7f1e86O7a6U7VXm3+e8Gxi14Kavuv46Y+4T4OOzbhgWcrmNaNQuwXMbPCKbct3c/HYL5yy6krPyrmp1SgTB+bt4kHy6mxSPYPg4ODI+4ChoSEZM0Z1OHF3dycwMPCfmQv0mcEgqW30mgUhjpTsIxKnenqU6YN+4FaD3ez4oUzUzBUJUuGmOQnOWrSlW82orj9qj4OM7DCPLEuOMqFaVHlJSqi/PxFZs0bNuJIMau9LbN1wnZzte9PYOkagEXKLzWsfUHVge2w1J3ro49+ZPnIeu9Xt+G3HcEpLTPLF0j6bw9ramvv37+vWpGW+7PyuI/cdDjOhUgoKrcqHWyeOcuGFOVVatqKSbpBztHeP9jD6+zHcsGlJw0q25MtdnFqt6yQw6NiPAw7fcqX9XqbViXGmBt/jt7mzWbTdCIdL6+mYwCwHwQ+OsfVYABW6tKdyrGnLgrm5qjc9FrlgO3Azm38orf8zXNIA7cMpbWxs0kl5jukdbqd2cCNbK9qUj/n4fRWPt4xhR86pjG2oKWfK+2x37M2ksKFcWNGe+MaJvrmxiTW3S9Gve0USb5MWn4q2HKtUKooXL87jx48JC9PnuU6pV6jbBY5cDKR408aUivOshXd3VtKt7WaMO3Sjbf0aVKtSnvz/NAqreXX7BMcu+5CjVhsaFde+EYrb6R0cD6pG1xYlolqfVA/ZNGIoO/2KUaPuN7Tv0hDbL7BZSns/1tLek7UkYUiHVM9Oc/plZRpVSfzyq/a5xLG7eWlYt2CsfqOhfn6os2XjfceKT0HNy5vOhBStRJFYJ5rmhD1/lL8LNcE+//vARO19nk2njOjYuVqyExOReqSvhEETDF05iXNBe+okNT1xHMoXt7h81xfLEtWpkC/hxD3Y7TrOPkZkz5mTXLlzkMU04f+P8v5ZLiu+ok7RONW42u5Ou53J37YZ8fUA9L97irPPc1L769LxT3Gs2f/I0t8w6jKQhmlxJGAi0m3CoPbF/ZkB+Qtli6cLmpJQpSkZdZmj2suJA7fy8U3D6H7lMQTf5dipUCo1q0Ris/qKTytNJQwhj7nydwQlqxVNIIZ5w9Pbj/ELN8LI0ISsBYuTLzrnDX3CDRcTilfI/0+cEfrkApdCbKlTOu2Np5SEQQiRaqW3hEGkbem3hUGkJWmthUHoJ27C8E8n8oh4nuQV37qEJLVtcn5XtJTsI4QQQgghhPh4ZNCzEEIIIYQQIkGSMAghhBBCCCESJAmDEEIIIYSIl4xZSJ+041ZikoRBCCGEEELES8aTpk9xv3dJGIQQQgghhBAJ+mdaVe0UpmZmUTPLPn/+nJCQkMjXcac2TWyq06SmQU3JNKkp2UcI8WXSTt+XL18+3NzcdGuE+HIZGRmRP39+Kc8iTShcuDAeHh6o1WrdGpHWRd+TteJNGIQQQgghhBBCK96EQalURv6rpV0fs5Y/sRr/xN7TSur9+KRkn09N+5mkT58Qn4acXyItkfIs0gopy+lTdBwuYxiEEEIIIYQQCZKEQQghhBBCCJEgSRiEEEIIIYQQCZKEQQghhBBCCJEgSRiEEEIIIYQQCZKEQQghhBBCCJEgSRhE6hT6F8eOu/H5Hw+jRiXPqBGpVUgQUY/YjEnF/bOncfnwjST5+/nrXmn438fFXQq/EEIISRhEKqX2+ZMJbaZwIgVBz0elesSOn/fjo1vUJhCBL1y4uHccTeuN5/Qb3WohPoOA/SNo6XiIZ7HiekNM/ppMA8djBOnW6MeL9T2/Y4unbvHNLrrVncJf7x/LI4QQIp1K5QmDPy7nr8e5GYqUUeFz9zT7du7m0PnHBOjWfkDtxd8n9rDr8F+8SDRQSPi7Ufu5cHbfTs3vuIRboG5lsqi4sXYLESMHUSfOw8dDXlzH6frLFLQ8BPHM+TT79x7hulcy9jbOi9EZR9r26Eu/fv3o23cAI+dt5MTNe7ibW1Mqk267ZElZuQ79+xwXPD/cSe15mPkz9/JYpVsh0g3z0gV4ffEuobrlKAqscuShVGEbMurW6MX/LGcPuPHSK+rED7xymQelSpLfNHJRiFQshdd3IZLw7+OZtCPZT3rWirscLaH10ZJ6/z1/7h7cwPIly9j4oi2/X5tPgziB4+ek/Tu+rKcd+uE0/3u+m3QcT97x9q0FJb+dy4aV/ahoqdtEy/ccc39YSUDD76hv/heb90KPRaOwz6nQbaAV9d38tHhpvN9N6N0NDBu2EQ+FkocXLhJQbhzbdk+lfg7dBnpQP1lDm3YXaT6xIRGuj3jyxI3nfqGEvQslRG1OvlJN6P1jdypn0e2QKDVeTmuYvuIymRtpjkGrryiW1Vj3nj6CONS3A5cH7GdqhRj7eS6j7fBcbNjakZiHMHGJH7ukqG5Mp8/qLNQsGYi7+0sC3qoJjwgnLOASay834PzNeXxlodv4C/blnV+fkd862vZV8PPu74l5OgRu706/4CVs7Z1NtyYpalxmNcYx23p+71dIk3L4sb1TW+6NPcaUcpIx/BtSnj+lf3t9F8mR3sryx4hn0oLo2D2VtjAoyF61O11r5kQt19l/TXnjV9bdq8+62z688XzI4en1CN41hrHrb/O+Utqf4zOG8kel8Uz5rjH12zsytuZlRs04jq9uiyhR3023+L4b1SMOHH1Hr21/cOjwWZz2jKLItZ9YdeCZ/i0Cane2zXOidE9bPN1CyVq0KhauoTRavY3tu39n/94trJyub7Kg5NHOobQeeoWqE1YwvWfdFNxMDDHNkIkMJrpFzV8SGqr5a0yMMYpIbk1WIsdOD8b5rfB38aZg9TYMnLSIn5YvZ8WKlayc3ZO2tWtQJg0kCyKZjDNhlcXogwt5WIgpmbJHFVp1UGA84xxiU3tsZPB8K/p01yYLmuUH69lhNggHu2CeXD/N3l8WMq5/Z5pUs6Py/7byOLlFX4iP7mNc34VIwMeIZ9KYVJowZCJnzizky5UTOf3/LTW+3oXpNtsBe2sLFJY2NP5xDj/Yh3HpqjPRLWzqZ/tYu8GSBo2K6Y65MTZNG2G1ZR37nsY8PXTfTe54vhvjArQa1IeqkZWaCnLWaEw9W3PMMppEBiFJC+XvX3/CvcVcpv0whonDetOxZXUKZo7ZMqVGrefZGnRlCf0GO1Fz5gK6l0h5E1W46gUXNkzCod/3dGvXnI7jfsNV89crDMJ1W+grkWOnjwxW5ChSjBpV7cibKfYRNTU1Qd/2O5GGaBLPMO8bbJo8nMk7XTQhlOYMCXzBXTcv3J1WMtmxD01KlGTIfr+o7eOjfsLmKft5XckKs8hC5Mu+WWt56DGB7Pl6sub4PYKzV6HT+DUcuuzCtXVdKKLfCS3EJ/Oxru9CxOtfxzNpT6oew2BgmMqHWHwRFORt3JYGMZvQjPNTuHBWsmfNQnTFefDlPzmFDUUKvQ9lFbmKUiyzE+evfVg/Gf93Y6oJXHUvNdS+T/G1cWBA85y6NYlR43FsHSdz9KfXqyWM3nyMQ3u2sH7lWo5dOc6agV3p0KoxtcqXo8n4Q7xIKmlQPWDTjNncqDmQQfX17ZYRn3BUEfmo2X0Ec1b/wubfjnBgYUesjU0xUoRr47VkS3G5NrDQXKzi+z8aYGJikrpPZvERqXlxYj4O/R1wnHGEx1hQtGlvvrfPyJ8Lh+EweQU7LoVRul4Dug4bS9v6zWhhn9A5EMjlpfNx7TCfbvnCIsuz39GpbCm4gStrutC4YW8mjh5Itxa1KZs/U7q9UYpU5qNd34VIyL+JZ9ImiTHSI5UHT9yz0KzZV5pQI3IFL9zd8Mubm1jDFRRZyJblFU89PGN0XdKPyvMia8bvwqRTa8rq08lf/YqAPC0Y3LIIltk8Ob71Mp5KCwpV+Jpq5RrQZ9kWdu07hpPzbU7M+oa8SUQuyjt72HYwlDJ5vVnRvzONKthRrvFAVl3ySWZzYgTBJrkpaW0VZwCpKcZG/3HDpKEZpm/duXJsDxuXTWfkgO60+XYcB19GYJJB+pmnHwryNvyRpauWMm9CZ6oXs6NGtVIUymZGsXYTWb5gFPbFrKlQuwLFrHzxMStG8Qy6XWNRcnfnUv4sMpIJjc1RKSMI9/6dOb/bMmlsDU0Jh7DXHlzYt4FF4wfSrnpZ2iy/FdmKIcTn9PGu70IkLdnxTBolCUM6FHh5ByezOjC4YXTNTDjBISFglpGMcUuEQTihIbHnYEmcGq9r25kzZiRzdh1geffmDNj8KOmEQ5GLMmULR3bVMbW2oWTxenT5thUNqhchi6khBsmq2lTjc/UyVylLpUbtmLB2O8fP7cYh+1EGdPyR7bG6WCVB7cdLX3dubV3KzLEO9P62JQ3aTeP06wjU+vaN+lgMTFB43uGmfwZs6nVn7NJN7N02g+ZWahSmptIlKb1748SxM/6a0h+Et4kVhbQR/7tnvHh4h3MXXnwYSCldCSzcm+EtC+taDsLwuBhEsxmDKBuZf0bw+vofHHN+TfZqXZiy4yzbB5WNTCSE+Hw+4vVdiESlMJ5JoyRhSG8Cr7Jm/Su6Tu2B7T+9jwyx0M6QpQmAw3RrIoW/RZtHmFtYJKOgKMhVuTPjfznHX2eW0Db3I3au2I5zMqoljXNnx8DPF2WQN2537/LM25XLW5Yzf8poHHp3oXWjOlQtZ0vJpjM4G3tEtk4YPq9eEV6iLi0b2RE586lFaXqMGcjXL3fz2wmvD4OnhCjv8/itNXbFatB2yAzWbNvPyd8mYJ/ZgPAwtf6/56MwIUP+inzToRm1yhQii+77C9fOamaaAaOoRZEuqXHff4i7ZtlRhNzlqZEttprIXu33HKPK7SlwajCdJh/GNeadztSOalVzx+hmZEShVt2oa6Vb1DCv3pmJkxzo3qIWpQtllWRBpAIf8fouRKL+fTyTlkjCkJ6oPTi0YCP0nkKXojGH3RqT19qGXN4+vIp5pQ3zxdc7H9aFc8YIKvRnVaUfY/rVwNDTE6/EUvJQF7YMacJXtexp1LQFrf53lODgPTiOnMnqXae546nGLGdRqjTqSP+xC/hl359cufmAu0fGxQpu3jPE3NwcI3MLzGKUcOMiVahsF06Avx/6DldWPbqCslx3WttXwS6PZezjoA77b2sajAwxUCtRxvnwYW+CUJlIKJeuhZxlwcyn2FYxR+3pgiJ/1chpVpWPn2JoU4mmExfQ7uFEZh5J3qPcgj0fcWH/ZlbMdKRXm7qUKd2CeRfkaYXic/p413ch9KV3PJOGScKQXqi9OLNoHlcrOzK0VnSUHYifX1R3I7Pq9bB/dw8X9/dngsrtAQ8zfI191ZTO12lKoXz5MC9qg3Vi8WxGO7ouPsQ5p9McP3KAfXv3sW/3JtauWMysSYOoZ1uAMg0bU7dGRUoWyUPWJJ9GZUyB8hUo5nafB691qyKZYJoxJ0WK5NdzliIVt/e7kreZ3YfbGxhhqEkY3ukW/xNhmmThTSihsZqBNF+ttzchZpZ6/k0iTTItRcflU+laGJ4c9yZHQ5vI8vDmyVvMimYChTUdF21kaIVkPcoNsxA3rj1Qkqf298zceJa/bx/A8asUPa1QiI/kY13fhUgOPeOZNCxVJwzh4eFRP7plkUJqT07PGcAc1+KUeneNfXv2sGfXZpaPHcU656joU5GnJX17BnPs0H1drbmSe0dOEfG//rTIFbkiloS+m1j9+lWPOHzyOS17t8MuqSu4QpFAK0Y4KpU62bMRZazRjT7VrrB9x91/Bmmq3K7inKEb3err9RAH1C/2suphRbrEG2SZktFYheajJVuKy7Xme3x28w6nd6xi/uRh9G7fhJo12jBoxWneZs2s20ikS4pc1GpQnSxB59n93IaGOd5qVgZx834EJUpFTTmpyFmSUgWS01ZogGnxpjj82Js2tUuSOx0P9hOpy8e4vguRlBTHM2lUKk0YlLg6/cb2M3cIfnaZg9uOcstHeiWmjD9nZ3aly6S9HF0xmI7t2tFO+9OxO8MPZ6Zq9egoIBP2IxfS5NZ0xqzYxqZFjsx278SyH78i9gzXuu/m9Iffjer2Yr7Jk4+yTXvyg+MI+n83kev1FjOvU9TDoFJE7c/rNylIGY1L0XfxXOwODmXI/E3s2DCXYTMe0mrJaOrqU0Gqesi2uacoP/x7isX88D5X2Ln5JK7vlChVRhgn6w9L+NjpxdCKHLkVGGe1pXZ7B2ZvPMr5i7uZ2LENlQul+AiLL1n4G94ERZchFXe2HMW8dRtUR5ew5Og5zr0pQNWsurcTo3yJl29E7IHz2jE6hoYpP3eF+FT+7fVdiCR8knjmC2cQHBwcWXmrffSzmXbgq4ZSO4hSR7s++rHQ0eIuR0tofbSk3o9PSvb51LSfKc0+Hl0ToD+84szLjMWoXD5/nGQhKUq87l3j76fBKDLlx65cSfIk7xd8KGgn7Sw30PrNIbqnpIZT6cXtK7fwNMhLmSqlyKVPU2KIC/vWHERZvz8d43l8cuD1pXzX9Qf+KLeLZ9vb819WvIb4+hJuZaWbDjdtStPn10cW8sdgyi2vxl97umN6+1fmOJVieP8qWKjusrRZKX6teZ3Lkysk3UXDdy21il1k+vOfqadrUAs52pWKW3pwfVPjZF4HRExSnj+hlFzfRYqlr7L8CeKZL1R0HC4JQwpoP5PcAP4rfhxftJUM/QZT5z86WYPuXeVxziqUi3dAdZQ3F1exyb8tg5ql34e4fCpyfiWD6g6btnrS5rsyXN97gwItG2Otq/5S3nHiWuYa1MyvT32YkrvnrmH5VU3+6bXkf5i1+wvR47tSMjvSvyDlWaQVUpbTp+g4XBKGFNB+JjlphPg05PwSaYmUZ5FWSFlOn6LjcJklSQghhBBCCJEgSRiEEEIIIYQQCZKEQQghhBBCCJEgSRiEEEIIIYQQCZKEQQghhBBCCJEgw6RGvMf3fkL7fIrR8zIiXwghhBBCiM9HWhiEEEIIIYQQCTIICgqK0M6xqv2Jfg6DEEIIIYQQQmjFmzDEfHCblqHhhw0R0Q9yiCuh9VqJvZeYlO73qWg/j3SVEuLTkPNLpCVSnkVaIWU5fYqOwaVLkhBCCCGEECJBkjAIIYQQQgghEiQJgxBCCCGEECJBkjAIIYQQQgghEiQJgxBCCCGEECJBkjAIIYQQQgghEiQJg0idQv/i2HE31LrFz0eN6vN/CCHiFxJEiO7leyrunz2Ny4dvJMnfz1/3SsP/Pi7uUviFEEJIwiBSKbXPn0xoM4UTKQh6PirVI3b8vB8f3aI2gQh84cLFveNoWm88p9/oVgvxGQTsH0FLx0M8ixXXG2Ly12QaOB4jSLdGP16s7/kdWzx1i2920a3uFP6K/VgeIYQQ6VAqTRhU+Nw9zb6duzl0/jEBurXi39DzmKq9+PvEHnYd/osXiQYK/ricvx4nUImi9nPh7L6dmt9xCbdA3cpkUXFj7RYiRg6iTpyHj4e8uI7T9ZcpaHkI4pnzafbvPcJ1r2TsbZwXozOOtO3Rl379+tG37wBGztvIiZv3cDe3plQm3XbJkvCxS0zo3+e44PnhTmrPw8yfuZfHKt0KkW6Yly7A64t3CdUtR1FglSMPpQrbkFG3Ri/+Zzl7wI2XXlEnfuCVyzwoVZL8ppGLQqQ+Qe5cPbKbHbuPcu3p565dEmnHp4xvvlypMGHww2l+B2pU/YauvTrTqm4landbzfV09sV8XNpj2p7qVZrR5ftOtKxTMf5j6nuOud8NY9sLc7KFHGNcr5mc9o57xvhz9+BiBjaoROU+W3GJk1SE3t3AoG8HMXf1UsZ1qUnV5hP54331vF7UT35h6sEy9Cn7gE0LpzJqcC+6dfmWzu1b03nQArbsOckNvbNINV5OKxnSZTCrnA0pUa8BFXMpdO/pwwBLcxvshy1n9erVrFmzhpWLZjKxvz12mS2TF5AlceySYhR2ljWTV7J26SzGj3Bg8KBBDBw4gAHDx+G4/gK6OE+kI8Z5c1Mgd3ZyxCnSBsbGWGWz0qQO+lLjsmoNrDrAsHLaDMGPQ7sDGTazDbmiNhAiVVG57uaHFv9j4zMzcmR4wpruzXDc9zQFlUlCRPv08c2XLNUlDMobv7Le5WvW/u3N65cPODStHsG7xjB2/W2kAjVltMd03b36rLvtwxvPhxyeHt8x9ef4jKH8UWk8U75rTP32joyteZlRM47jq9siioLsVbvTrWZO1HGfEK96xIGj7+i17Q8OHT6L055RFLn2kyYGeab/RVztzrZ5TpTuaYunWyhZi1bFwjWURqu3sX337+zfu4WV07tTOYtu+0QpebRzKK2HXqHqhBVM71mXYlmNde/pyxDTDJnIYKJb1PwloaGav8bEGKOI5N6aEjl2ejDOb4W/izcFq7dh4KRF/LR8OStWrGTl7J60rV2DMha6DUX6YZwJqyxGH1zIw0JMyZQ9qtCqgwLjGecQm9pjI4PnW9Gne6HIJEP9YD07zAbhYBfMk+un2fvLQsb170yTanZU/t9WHie36AvxUYXw54rJ7LHpy9Q+zfi6eT/GfZuFtTN+5krs5jYhkuETxzdfuFSWMKjx9S5M11kO2FtboLC0ofGPs/nBPoxLV52RRoaUiDqm3WbHPKZzPjim6mf7WLvBkgaNihEVUhtj07QRVlvWse9pzNMhEzlzZiFf7py67WIwLkCrQX2omk27oCBnjcbUszXHLKNJZBCStFD+/vUn3FvMZdoPY5g4rDcdW1anYGYD3ftaatR6np1BV5bQb7ATNWcuoHuJOH2bkiFc9YILGybh0O97urVrTsdxv+Gq+esVBuG6LfSVyLHTRwYrchQpRo2qduTNFPuImpqaEPMoiXRCc1ML877BpsnDmbzTRZMia86QwBfcdfPC3Wklkx370KRESYbs94vaPj7qJ2yesp/XlawwiyxEvuybtZaHHhPInq8na47fIzh7FTqNX8Ohyy5cW9eFIvo3XQjxCQTx9Kkbgf4BvNHdD4yNDIkICSE0BZUxQkT5lPHNly+VJQwK8jZuS4McukUt4/wULpyV7Fmz8E8lr0gG/Y5p8OU/OYUNRQq9P00UuYpSLLMT5699WD9pYBhf0THVBK66lxpq36f42jgwoHlO3ZrEqPE4to6TOfrT69USRm8+xqE9W1i/ci3HrhxnzcCudGjVmFrly9Fk/CFeJJU0qB6wacZsbtQcyKD6kWd4CoWjishHze4jmLP6Fzb/doQDCztibWyKkSJcG68lW/zHTg8GFpqLU3z/RwNMTExSX3Oh+ETUvDgxH4f+DjjOOMJjLCjatDff22fkz4XDcJi8gh2XwihdrwFdh42lbf1mtLBP6BwI5PLS+bh2mE+3fGGR5dnv6FS2FNzAlTVdaNywNxNHD6Rbi9qUzZ8p3dwYRWqXmfIVqxB2aDHTdz1CqXrMgaMPqNu3CzVSXjckRKSPH9+kDak/xlB58MQ9C82afaW5LYqP4oNjquKFuxt+eXOTM2ZEoMhCtiyveOrhmezuYCrPi6wZvwuTTq0pa6lbmRj1KwLytGBwyyJYZvPk+NbLeCotKFTha6qVa0CfZVvYte8YTs63OTHrG/ImEbko7+xh28FQyuT1ZkX/zjSqYEe5xgNZdclHE24lRwTBJrkpaW0VZ7yCKcZGyftN/5qhGaZv3blybA8bl01n5IDutPl2HAdfRmCSQUamph8K8jb8kaWrljJvQmeqF7OjRrVSFMpmRrF2E1m+YBT2xaypULsCxax88TErRvEMul1jUXJ351L+LDKSCY3NUSkjCPf+nTm/2zJpbA1NCYew1x5c2LeBReMH0q56WdosvxXZiiHE52VKhb7TGFvnFev6deL7wXO4Zb+GdYPKJ3NcmRDJl+z4Jo2ITBgiImLXWia1rBXfuqSkZJ/Ayzs5mdWBwQ3/TS2xiCnw8o44xzSc4JAQMMtIxrgppEE4oSHJ6RSqxuvaduaMGcmcXQdY3r05AzY/SjrhUOSiTNnCkc2AptY2lCxejy7ftqJB9SJkMTXEIFlVm2p8rl7mKmWp1KgdE9Zu5/i53ThkP8qAjj+yPVYXqySo/Xjp686trUuZOdaB3t+2pEG7aZx+HYFa375RH4uBCQrPO9z0z4BNve6MXbqJvdtm0NxKjcLUVLokpXdvnDh2xl9T+oPwNrGikDbif/eMFw/vcO7Ciw8TZaUrgYV7M7xlYV3LQRgeF4NoNmMQZSPzzwheX/+DY86vyV6tC1N2nGX7oLKRiYQQn13WWgydNZwmlo/YttEJH1Vyu4gKkVwpjG/SiNTdwhB4lTU/v6Lr1B7YpqjTt/iA9piuj3tMDbEwM9OcC2pNyBBD+Fu0eYS5hUUyCoqCXJU7M/6Xc/x1Zgltcz9i54rtOCejWtI4d3YM/HxRBnnjdvcuz7xdubxlOfOnjMahdxdaN6pD1XK2lGw6g7OxR2TrhOHz6hXhJerSspEdkTOfWpSmx5iBfP1yN7+d8PoweEqI8j6P31pjV6wGbYfMYM22/Zz8bQL2mQ0ID1Pr/3s+ChMy5K/INx2aUatMIbLovr9wpebgmmbAKGpRpEtq3Pcf4q5ZdhQhd3lqZIutJrJX+z3HqHJ7CpwaTKfJh3GNeWcztaNa1dwxuhkZUahVN+pa6RY1zKt3ZuIkB7q3qEXpQlklWRCphtJlEz9Mfs7/Tp1idVsD9g3rRK+lV5P57BEhkuPfxzdfstSbMKg9OLRwE/SaTJeiki18FNpjumAj9J4S55gak9fahlzePryKGQGH+eLrnQ/rwjljBBX6s6rSjzH9amDo6YlXYil4qAtbhjThq1r2NGraglb/O0pw8B4cR85k9a7T3PFUY5azKFUadaT/2AX8su9Prtx8wN0j42IFN+8ZYm5ujpG5BWYxSrhxkSpUtgsnwN8PfeuiVI+uoCzXndb2VbDLYxn7OKjD/tuaBSNDDNRKlHE+fNibIFQmEsqlayFnWTDzKbZVzFF7uqDIXxXtRGLKx08xtKlE04kLaPdwIjOPJC+cCvZ8xIX9m1kx05FebepSpnQL5l2QpxWKz0ztyuZJ43hYqxfNbSvRd9VW5raAI7Pmsys5LchCpJDe8U0akjoTBrUXZxbN51qlHxlaKzoiDMTPT+ZLS7HIYzqPq5Ud4z2mZtXrYf/uHi7u70u+yu0BDzN8jX3VlI4eMaVQvnyYF7XBOrF4NqMdXRcf4pzTaY4fOcC+vfvYt3sTa1csZtakQdSzLUCZho2pW6MiJYvkIWuSnVSNKVC+AsXc7vPgtW5VJBNMM+akSJH8es5SpOL2flfyNrP7cHsDIww1CcM73eJ/IkyTLLwJJTRWM5Dmq/X2JsTMUs+/SaRJpqXouHwqXQvDk+Pe5GhoE1ke3jx5i1nRTKCwpuOijQytkLwe3mYhblx7oCRP7e+ZufEsf98+gONXKXpaoRAfT+gtrmoS1wIFbaJavSwr0nfk95QPfsCjp//pVVmkW3rGN2lI6ksY1J6cnjOQuW62lHx3jX179rBn12aWjx3FOuc4kZLQT+QxHcAc1+KUSuCYKvK0pG/PYI4duq+rNVdy78gpIv7XnxbxPLkpPDw86ke3HC1Wv37VIw6ffE7L3u2wSyqaVSgSaMUIR6VSJ3s2oow1utGn2hW277j7zyBNldtVnDN0o1t9vR7igPrFXlY9rEiXeIMsUzIaq9B8tGRL6NglSfM9Prt5h9M7VjF/8jB6t29CzRptGLTiNG+zZtZtJNIlRS5qNahOlqDz7H5uQ8McbzUrg7h5P4ISpaKmjVHkLEmpAslpKzTAtHhTHH7sTZvaJcmdjgb3iVTOtDily5vy8MH7p5wbmphgmrs8ZYvKfIri3/no8U0akcoSBn/OzuxG18l7ObpiCJ3at6e95qddx+4MP5yZqtXljpV82mPalS6TtMd0MB3btaOd9ueDY5oJ+5ELaXJrOmNWbGPTIkdmu3di2Y9fEXuWOiWuTr+x/fQdgp9d5uC2o9zyiTqJVLcX802efJRt2pMfHEfQ/7uJXK+3mHmdoh4GlSJqf16/SXZoDcal6Lt4LnYHhzJk/iZ2bJjLsBkPabVkNHX1qSBVPWTb3FOUH/49xWJ+eJ8r7Nx8Etd3SpQqI4yT9YclfOz0YmhFjtwKjLPaUru9A7M3HuX8xd1M7NiGyoVSfITFlyz8DW+CosuQijtbjmLeug2qo0tYcvQc594UoGpW3duJUb7Eyzci9sB57RgdQ8OUn7tCfCrGdvScMZPSf4xm8NxN7NyyBMeZ16k5dzxtNddIIVLmP45vvjAGQUFBkZW3hpobg5l24KvG27dvMTB4f+vQvo65HE3fdTEl9X58UrLPp6T9PCmZ8emLoAnQH15x5mXGYlQunz9OspAUJV73rvH302AUmfJjV64keZL3Cz4UtJN2lhto/eYQ3VOSLyq9uH3lFp4GeSlTpRS59Gk6DHFh35qDKOv3p2M8j08OvL6U77r+wB/ldvFse3v+yzQ2xNeXcCurND3FcJo+vz6ykD8GU255Nf7a0x3T278yx6kUw/tXwUJ1l6XNSvFrzetcnlwh6e5qvmupVewi05//TD1dg1rI0a5U3NKD65saJ/M6IGKS8vwJhXpy9/odnr2zxKZcBYpmSydVvZ9J+i7LnyC++UJEx+CSMKSA9vPIDeC/4sfxRVvJ0G8wdf6jkzPo3lUe56xCuXgHVEd5c3EVm/zbMqhZ+nloy39Fzq9kUN1h01ZP2nxXhut7b1CgZWOsddVdyjtOXMtcg5r59an/UnL33DUsv6rJP72W/A+zdn8henxXSmZH+hekPIu0Qspy+hQdg0vCkALazyMnjRCfhpxfIi2R8izSCinL6VN0DJ56p1UVQgghhBBCfHaSMAghhBBCCCESJAmDEEIIIYQQIkGSMAghhBBCCCESJAmDEEIIIYQQIkGSMAghhBBCCCESJAmDEEIIIYQQIkHxPodBCCGEEEIIIbRiJQzRD2fQ/hv9WivucjR918WU1PvxSck+QgghhBBCiH/vny5JcZ/el9Kn+X2KpwDKkwWFEEIIIYT4HOD/OeCjYcevIkwAAAAASUVORK5CYII=[/img][br][img]data:image/png;base64,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[/img]
[b] (三)数据建模[/b][br][br] 计算登录密度,如图 5-2-4 所示。[br][br][br][br][br][br][br][br][br][br][br][br][br] 图 5-2-4 计算登录密度
[br] (1)将 DAU 和首次访问时间数据合并;[br][br] (2)取得用户首次访问后第 7~13 天的数据;[br][br] (3)计算出每个用户的登录密度;[br][br] (4)每个分析对象用户与其登录密度合并,如表 5-2-7 所示。[br][br] 表 5-2-7 用户及登录密度[br][img]data:image/png;base64,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[/img]
然后,生成用户首次访问后 7 天内的各个社交行为的数据,如图 5-2-5 所示。[br][br][br][br][br][br][br][br][br][br][br][br][br][br] 图 5-2-5 社交行为数据
(1)将各个社交行为的数据和用户首次访问时间的数据合并;[br][br] (2)将时间限定在用户首次访问后的第 0~6 天;[br][br] (3)将第 N 天的数据整理到同一列并按天排列,如表 5-2-8~表 5-2-10 所示。[br][br] 表 5-2-8 实数数据[br][img]data:image/png;base64,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[/img][br][br] 表 5-2-9 比率数据[br][img]data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAwwAAAC2CAYAAAB0xgr1AAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAEnQAABJ0Ad5mH3gAAC9sSURBVHhe7d0JXBTl/wfwz4qAAiYoguIJat73WWqpKailllmpaZaaleVRpqndpeZtaZql9c/yyIvUvDM8EG+NX3jijRc3JudezH8HBgVkYMFdnl36vF+vid1ndgk/Mzs733nmmdGkpKRIGo0G2afsSpUqpTx6UO7X5lbQfDVFfR8REREREVmWejVARERERET/eSwYiIiIiIhI1b1TksqWLas0ERERERERAZIksYeBiIiIiIjUPdDDcPr06YyfWfIbgGzO4OSiDGAuynv+y+rVq4fz588rz6g4MXtxmL04zF4cZi8GcxeH2YsjZy/Ls4fBzc1NeUT2pHTp0sojopIvv6u3kXXx9FVxypUrpzwiEbh/JE6ZMmWUR1RcnJyclEeZ+K1LRERERESqWDAQEREREZEqFgxERERERKSKBQMRERWJg4OD8oioZHJ2dlYeUXFzdHRUHlFxy+viQywYiIioSHixBSrpcg/8pOLDgkEcFgxERERERFQoLBiIiIiIiEhViS0Ykq9fQ6ReeUIWkIpTIUcQaVSemugjduOPkDjlGVkPsxeH2YvD7MVh9uIwe3GYfX6EFwy6y6dwJkF5kgdjfChWLViF0LtKg5mcUvZj0awdiGDRYBmpJ7F54Xocibr/Sbr79078vO8skpTnZCXMXhxmLw6zF4fZi8PsxWH2+dKkpKRI8uCGrLt3Xrt2DUlJ96PJa+BDlvzmZSnoNbqwZZh/sA46PpqKmKgYRMdG405qKZQulQ6jwQAjonE02A1v//gZulUuzBU5YvDHuH7Y1fkPLHzWXWkzhx6J0dH4Vycpz03/htIuqFC5HAy52zUOKO1cFuXKu8NF4Ngc+dbdly5dgsGUl3UYEbXtKyy4MwCfPuuG80fDoWnsh/Blq+HS92l43DyP8+fDcfFKHMp3fwujA3xR4DAxYyzOHz6JKwYftHisMbzNHVeWGIGwM9cRn3gXd+/exZ2EeMTFxiLWNMXFxSDy5r+oMnAGZr/aBK7KW6zJ+rest0L2Ge7i8snrcGnWCGZ/rGwoe/lOz3Xr1rWz7PWIv3gSJy/cQWnvBmjVsgbMvm+vDWUvf1fUqFEjI3v5CjJarVaZY0mWX++Ndy7jxPHziHesgiatm6OquUHZUPbynZ59fHzsbL3PJvUyDgYnoFaXVvAx5zvTBrKXM09MTMzY1t+8eTPH/pHlWX6bk2N/RlMarp6V4WHOhZ9sIHsXFxeY9lEzspf3TdPS0pQ51mCt9T4FkWfDcOaGFt4tOqCRpxlfuDaQvfwdK1/UwtfXN+O5JEniCwbjzdWYODUWXV9qixrVqsPr4g+Y/+8oTB/gjYxYU3bj06l3MHZ6f1TIeEc+9Jdx+IQGrdr7Qt4WJR5Yiz8rPot+DZxgvLULyzaXQs9h3VAj36WsRdS54whZuwBfrPwHFQMm4NOR/mjeuBJSz4fi0NrZ+HTVOVR9ciB6tKwCN00yoi6dxpmbpeDb4RkMeCkADT2K91KD1i4YjFG78dWEdTD4eUBbvj5aPloTNUtfwb7L5VC/WjwOBhnx7Ievo52nmVVTwnEsnb4KiY/3w2Mup7D5T+DZyab3VzQjN20Egn8LxPHUCqhWzQc+5cOw5JsymLT6LTQSULRZu2CwePamQuHinkCsWP4rNkZ3x+INk/B45ke/YDaUfXEUDJbN/g5O/DgZHywIQYzpS1ync0GdZyZgxmcD0MicLb4NZV8cBYOl13vtxd8xbfpGRDrocPXvUCTWfxPzFozFYwV+qZjYUPbFUTBYfpuTJRWnlr6FYWtqY/bmj/Gki9KcHxvIvjgLBktnb7z1OyYO+AhbojL3DRzrDsXiFVPwhDnHUG0g++IsGCy/3hsRe3wNvlv1D8p17Idnu7VArUfMfK8NZJ9XwSD8lCQHRweU92uFrp3boUkdH5R74Cp9DijtVBpmXbxPSsHJDT9jw5ZArPxxIZbsPY2/V3yOKZM+wKRPZmHerrNI0CmvVeUM7/od0NO/FaqVLotGT/bGE42r4RG5vV47BHRtjWoOzmjYazTGjByGYa+PxuQZi/DN+A5I2jQZw0fNw97sJ8DZO+NN7Pn9ItpP/xafjemOR64bUL+dO24lN8KwkS+gd+9X8UoT04fqjLnFyl2ELJmOQ41GYfRzHfFYwHC80fJ/mL0kBPmcmXafcw10GjoO7775Cl54phvaVnZGqqsbKpbE0TgWz15WCh5N+6Jvy4pIv99ZZh5mX+TsdWd+x7rLj2Pa1sM4eXAXlo5ri5TtczF/XbipfDADsy/6eq+/hr+C9eg/bzl+WLoCq799HTXCTD/3RJq+0s3A7B9ym5NJd34jNoXEo1C7fMz+IbI3FWi7rqLJtOVYuXKlaVqFFQveQAdzT7hg9g+RvQ7Xtk/H21+Focnbn2Jcv7bmFwsyG81e/KI3VTDOpoIg8w/RIyU1DXEX9mLd0tmmHf2v8edtDRzl05My5hdAYyorYiOR4FoVjTv2xavvfoIvp03D9Bkz8dkLrdGl19No6Ka8tgClHBzgoJGvA5yz766Uk5Pp71Ge3OOACs1fxscfD4bP6eWY8V0QYkpEzZCE0zv2QXrqNXSrZlrZK3REv4FN4XT5Dlw9ExGy9icsnPYuPjrwKHq1M+8wtTFyN9b87orHO9TM6AUyJYzqT3SE+x/rEHS78KEZomPh3qQJcnfqJCclmbfO2CzLZ5/JtNGp+Ai8K1UwrwjPB7M3N3sjEuKqos/4IWhXzQUOrtXRcdgEvNLeiNBT55CsvKowmH0h1nvHKuj28otomrGj5ICKLTqira8Lyjo7ZvZiFxKzL+w2x0R3ERv/SEKHHn7Kdr9omH0hvmuj9yPE8Dj6d2qN1q3lqRWa+1Us0jovY/bmZ5/yz3J88sUJtHjvAzxbu5CflTzYSvbCT0nC3U345hcvdKl+AtvOp8M9/Qz+cRqAt/s1Qq0aXnAzHMbcebfw2uR+ZpySdA5LJm1Gi+kT0S7Hfr4eF5ZOQWCTqfigvXl3bdQem4sXX1uJOtP3Ym6fR5RWuX0eXhpuap+6B3OytWfQX8byt/phxj+d8PnvX+PFqkX9aBaOtU5JMkaewVlDbdRO3o5vfz2BNBdXODmWgUtiKM55v443utdEVY8wrNnojeGvt4Q5ySbtnIKuHwNT906Hf1aXdOoBTO09EakT/8Q0f/XzM/RJMYiOiUd8XBziExJMP2Nx+9By/BzZCt3rljEVnabC0miEPvUOYu64w//9TzCosTn93kVnrVOSrJH9fUbc/m00nl5eA98GmndKkq1lb81TkqybfZYU7P70acxw+ASbP+mC/JKyteyteUpScWRvjNyIz6bF4vkZI9C8gNPBbC17a56SZL3s9bgS+DW2eQ3DgOgv4b+4IuaZcUqSrWRfHKckWT57Hc4uG4nXfrqNms3aopP/c+j/dEtUNnOwia1kXxynJFk8e/0VrB7zIuaVmoDfF7yIaoXcDbSV7C0+hkH20EVDzHos2NQQb45omDGARHt4DmZdG4IPB1TOrIS1f2Pht1fw8ngzC4YvgtDp41FolOODcRc7p3yAa8MXYGRtR6Utf0UqGJCKI7NfwvCfk/HCt3/g0y7W++LIzloFwz3GSJw1FXN1GvrA0bTxj9s9AzNOtUHXGnG4Eb4fIfoBmDmlC7wL/GDocfn/hqNnYHOsXP8eWmd98nT/w8IBA3Ci73YsHVpL9QhU3ImVWPxbGCTvGqhe1cf0xVkJURvmYp1Lb8z68jU0MG/RWpS1CoZ7LJZ9doUvGGwt++IYw2Cd7BX6S/j5rXdxY8gv+OjJ/M8RsLXsi2MMg7Wy18eEYt3cJbj45CRM6FkLBa36tpZ9cYxhsHT2+uub8fX6snhlTHc4bhqH7mYWDLaSfXGOYbBc9ndxfn8Q/r4YgXPH/8LOfVdRrsu7mDn1VbQw45QkW8m+WAc9Wyh73dkf8Fq/b6EZ8Baa6sNx9tRZxFVoj0FjxuCF5hUK7OGxlextsmDQX1iOH0J74O0XvE174/G4tH0u5oU+ijaet3HxpgatBnfBrV23MOi95wouGLRHMPONH6GrXx3pKTroDHoY9AboDeko7eqBWp1exusB5nWJFq1g0OHUd6/i5QXhCJi9F7OeMfP8p4dk9YJBF4bF45fg39qPwgUaOCSeQbjb8xjYuTqqVK2Oql6uKBV3C9FlfFAl3yN2pnwWD8bzezpjw8pRaJxV1MkFw8AXcdB/M355o55ZyyeD9gTmfnoM3XrqsTvxBYx7Rikyi5HVCwaLZZ9d4QuGBwjOvlgKBqtknyn5xEK8u6oyJs94Ab6F/QIQnH2xFAwWz96I2FM7sHbFSqzffgI3jbXw7PQfMLVP1qmRZhKcfbEUDJbM3ngb2+f9AsPA99G7mgPiA80vGB4gKPtiLRisss1JxqVt8zD50w0wDvwBv7zXtvBX1hGUfbEWDBbJ3ojItWPg/2k0Bi6cidHd/OCWEo71n7yFD4+3xpzV09G7SiGTE5R9XgWD8DEMhqg0lPbW4/CvszFt4WrsO3sbuor10XngOEybMQn9HnU2LTozpd7G3co98ProSfj0iy8xbfoMzJw9B/Pmz8OsqR9jlJnFQtEZMy6BZXSoCPfyxfk1YmXGBKD+Cxg7bqxpGoPXutZGxfKmYinhEo7vXIXvZn2B8SOfxzs/hSL/XQcNXMuWAdKNpqSykbRISzXtiJg2DoVZIVNO/IWEBj3QuGM/1D71Gw6YNWrazlgse8ti9g+RfXIY1qxLQO8xzxa+WDBh9kXJ3gGejZ/GqBmrsGHFR/CvFIHtq7biXIEXwciJ2RcmeyOi9qzEiZovoEdhz8vIA7Mv6jbHFbV7vY+PhzdBxP5gnC7CFwWzNzd7Y8ZpROm126JrJ1OxIDe5PIq+I19G+5gd2HkgNue+jxlsKXvBBYMetyMkVHi0CtoPmYAP338bA9rUQMVKtVDDs/CHPbXnw6Gv3QQVXa1bFqjSXcPp09chVWyBZg2KctjWFulxectabNm7GXOmTsdXX32MMR8vw6lbN5HkXAWNO/XGkNGj0avJY+j7TKMCzu9zhFe16vCMi0dC9k+N4Q7uxHujerVCDMgyXsHGrTo8+UwtODhURc/ertjxfyG4o8wuGSyZvQUx+6Jnb4zE3p82Av1Ho3fNImynmP1Dr/ceTV7CGy81hyYmFrGF6ZRl9oXL3rSuBwX+jl0/jkLvHj3QwzQN/CYYSbf/wGf9emPcygum/5uZmP1DrvdlUe/JJ9BQl4rUwu6xMvtCZJ95to5DWReUzXak27FmYzT2k3A38V+kK21msbHsxRYMxmj8nVgerbJff1+SHgzU1CYpD9XpcO5INHzaFLKL2WKMiApei82hjmj2wovo7Kk02z1HVOs0GnO//gqfTB6JrlXKokGvZ9Gs4RNo5Z6O9PKV4aE9gcPJLdBJvsJAAco0a4d2+ku4fOv+V4X+xlVcdWqPdk3M7aNOxulfv8f5tq+ga8XMFudGA/CM9ld8V6IOfVg2e8tg9kXO3hiLIz8vRVjjERja2kNpTMadO+Ye8mP2llnvneDj7Q2XGtVh/tuZfaGzd/BEtwnLsGT+PMyblzlNH9IaZSt1xahZszCmW1XT/80czN4i673BAKdGDfFooSoNZl+47B3h06Ahat28gquJSlMGJzg5V0SN6lXMXOdltpe90IJBfyUYsZU6IvuBtvS01FzdPaYCQq+HvqCqOOkYdt1sgJ45RzsXWbpOB62pStHrc/41Ge0PVDRa3DywFJ9O/wPoNRmfDmtptbvvieBUuR4aeFzHzqUrcanh6xjVycuUgx7lfCQcmvclliz9AyntnkINMz4JDl5d8dJzqQjee0U5uqTD5f2HIL0wEF3MKrISELpyFn7DSxjXt0a2HolyaP9aT0TNnYmdJeg+GJbMPrt0ybQRTDenEM+O2Rc5e2MMjiz9DEtv+KGuPgx/7dqFXTs2Y+W82Vh3zpzD3Mz+YdZ7+aoi9+ivYd/BKHR9IQB+Zr2f2Rcte2dU8m2Ahg0b3pt8K5SFQ2lXeNVpAD9vcw4QMfuiZG9MOIXd247hdtZxudSr2L3lBh4bHADzT6Fn9kXJ3rl5H7zY9H/Yuu2iae8mk/7GPzjr3Ad9HjP33v62mb24gsEYjQPBBrTsXj1bGHrcjoo0/VdjakvCuT/XY/eFf5GWlFbAzV50OP/7Ljj2eR71zPwCUZeMq8d3Yv2Ww7hhSMX/ti/H+r1nEWvMbF/3RwhumoqI0HVf4rMZczFv7gx8Pmk8pq6PQYv3/g//N830NxR2MJeNSwrfjRWr/4b7s6MwqG0laLRapJgyKOXRBq8Ma4HY6Pp4vodPtuWYHze0GzEZT5z/DnNXbcGmn2fhh1u98PHwFgVescQYdQxrv1mG4z7D8dGrLZB1jDaLQ+VeeLv3VYx55SP8GnIFOQp8O2XZ7GU63DixE1sPX0Rq5P8QtGU/zscXvOFh9g+T/V0c/f59jF/4J4JXfYGxo0djtDyNnYCv9pVD02b5H15g9g+33uvDf8YbHZ9A7xGTMG3WDHzywTc40+5DfNCr4Pcze0tsc4qG2Rc9+/TY/2HD9BEYOOQ9fPnVVHz21VokdBuLoQVsa7Iw+4dY7x3r4sUPJ8J3zzR8+dMmbPt9Kb5acg1PfTgSbc24Do4tZy/oKkk6XA1ai78r9MFzzR9R2mR6XFo1BWsrfY4p8vX4tefx24Th+NQwDgcX94fSK/OAu3//ih9ONcIbQ1qa6q//HqtdJSn1Oo7vP4EbTvXRuUt9ZF6NTYdT3w7GbJevsGxY7UJ0r+VivIurYWcR41wTjRtULqBY0OLSvo0IuV0R7Z7uhnr5LeTUcAT9fhSRGieUKe+L1k+1QY3CnuRcCFa7SpI1sy8U28zeqldJYvb5supVkqySvQ6xl04h/FYqHMp5w7deHXgVOMTMNrO36lWSuN7nqViukmSF7FNun0bY5X/h4OmHhvUqw7zjmLaVfbFcJcla670uFuH/nEesxguPNqkLzwJPfrGt7G3nsqrGOFy7oUG1mnldk1aLVK0zXMpkvscYdQB//FMVT3f3zXuhJZ/BzqBUtOrVCp7WPuRho6xVMOijbiLukaqonOvLVXduLVZd64whAV5WP8pk66xVMDD7/FmzYGD2+bNmwcDs82fNgoHZ5604CgZmn7fiKBiYfd5sp2AwQ1He819lrYKBCmatgoHyZ9UeBsqXVXsYKF9W7WGgPBVLDwPlqVjvw0A55FUwCL6sKhERERER2TIWDEREREREpIoFAxERERERqWLBQERERcJxU1TS6XRZV9On4qbXm30vcLIwecxCbiwYiIioSHLcEI2oBOKgfnFYMIjDgoGIiIiIiAqFBQMREREREaliwUBERERERKo0ycnJknyDhqwbt926dQupqal53jhN7WZqBd1kjTdusy75JkryDWV4PnHxk7OPiIhQnlFxkbdZ1apVY/YClClTBl5eXsxeAPlGVp6ensxeAHlbHxsbm3EjMSpecvZRUVEcT1LMHB0dUaVKlYzHGXd6zl0wEBERERERyfIsGLIquKwj/NmP9Ksd9S+oN6AovQVFec9/lZxVXiPayfqYvTjMXhxmLw6zF4O5i8PsxZGzl8n5cwwDERERERGpYsFARERERESqWDAQEREREZEqFgxERERERKSKBQMREREREaliwUBERERERKpYMBARERERkSoWDEREREREpIoFAxERERERqbKzOz0n4FzIFbi1b4lqDkrTPXrEnDmAg6fiULpqC3ToUBvuypyc9Lhz+yYS0pS7BmpK4xHv6qiY+c+HNuEWbt/RIvc9BTXO7qjq4wFH5bktkbOyu7sgGqMQFhSCc/qa6PBUK/g4K+12htmLw+zFYfbiMHsx7DJ3GbMXKL99VvsgZy+T87eTHoYEnNnyNUZ1a4XWr6/CucyaJpt4HJjTH+3b9MKg115CnydaotPg73EyUZmdjfHaKoxqUxd+fn4ZU/1n5uJoatbMCKwe1Qq1lXn3pzpoPnoDbhuV19HDiQvGrKHvYvUtV1RI2YkPh03HnmiGWyyYvTjMXhxmLw6zF4fZC1LQPqudknsYUlNT5dItY9JqtRmTTqfLmPR6/b3JYDDkORmNxnyn9PT0Qk85/StFRcVKIZ+0k8rUHy/9maw0K9JOzpWGDvtGCrqcKBnuXpJ2TO8j+Tp5SAHzwySd8ppMydLh+VOk+TuCpeDgzOnQ2SjJoMzVnVkkDRvwifR/f/wl7VfmBwdvk77sUVXq/W14rt9lO+TlZj/ipZ3vtpT8551W8tRJ4Yv6SG3GbJNiM57bF2YvDrMXh9mLw+zFsK/cZcxenPz3We2JnH1W/nbSw/AIvLzcUbWyVx6nBBkRF10Lg2eMQRdfNziU80PA+zMxtosBh4+FInsng/H2NuzSd8OwgI7o2DFzal/fC1k9RYkpzfDO95/j1We6opMyv2OdBFy42Ao9AmrZ5OlI9sZ4YxOWLi+Hbv51lTwd4dfTHxVXLsOmCB75sCZmLw6zF4fZi8PsxWH2IuW3z2q/7GrQs6ZUXn+uA3wC+qFbJeWpzLEaatXygKeHO5yUJkCLsBVL8M2cNxHQdyQ+Xx6CG7m6iSq06oAWjyhPMhgRGbQTBxv1gH/NkrTYxUk+sh9B8EPtbHk6eNdB3fIHEHI8RWkha2D24jB7cZi9OMxeHGYvXt77rParZP1rsuiv4/I1d/Tq9TjclCYgBQ5NhmLaxAFooTmKRSP80XXg1zgYr8zOizEGf+04iMYB/sj2maMi0+PWtauI96kMr+wDgBzcUcE9FhHXI02vIOtg9uIwe3GYvTjMXhxmT5aXUTBknqaUU15tagp6bWF+V5aivCdL4pE12O0xBu90r6C0yDzQpMcQvDH+cyzeGIx9K4ejwt6PMHbOvhynLWVnjPkLOw81RoA/T0eyjHQkp6QALmVRNnepqklHakrW6HOyPGYvDrMXh9mLw+zFYfZkeblXJfuXeAw//BiLl794BY+q7uWXQ4MXZ2Dh+61xafsOnMzzs2NE9O4dONQ4AP61spfoVHSl4ObiYorWCIPSkiE9DfK2zdXNrYR2edkCZi8OsxeH2YvD7MVh9mR5JWudMV7H1rm/AMM/x6A6BfUJuKBpr55ooU1Gcl7jf4zR+GvnYTTp4Y+arBcsxBE+vn7wjo5BbPbMDXGIi64K31r3B6CTpTF7cZi9OMxeHGYvDrMnyys5BYMxCnvnz8ax1hMwrmNFpTER8fH5dL3pDXBu2RKNlZu2ZWeM3o0dh5uih39NfrAsyKV9Z3TRncW5a/fPoNRfDceFMl3Rpe39ESdkecxeHGYvDrMXh9mLw+zJ0uyqYEhPT8+clOf3GCOxZ+ZbmHmlHhrpjmNTYCAC163AoikfYFloZoecMe44Nq7dj4isz07KBWxcfQVdRz+PGg9UBPLpSDtxpFkPdH9wJj0Ehyp9MPLVZOzcel4ZdKXF2e1BkEa8id7eGQ1kJcxeHGYvDrMXh9mLw+zFU91ntVMa+cZt8q2fXeTz3Uy02vvXGpXbs24LLcv+OLf85skKmp+X++/R4sqBTVizYDImb62M0Qs+xog+3dG0krwzn4B9X/bHgC+CEJnjZD3Aqdkk7Dz4FTqb/mn604vQv9tE/O3XF33becKQ4ozGg97Dm09UebAHwXgLvw7tjE2dd2HNiFo238Mg5/Qwg8SLXXwI5o1biFvt+6KZ9hC2X2yGiTOHo7kdHvRg9uIwe3GYvTjMXgy7y13G7AXJb5/VvsjZy+T87aRgsIykiJM4fi4epSvXQ/Om1bNdcjUXYxT+t+88SjfrgEYVbX8ByznZ3YbMmIALR0Nxu2xdtG5eDZlrn/1h9uIwe3GYvTjMXgy7zF3G7OkhyNnL5Pz/UwVDSSXnxA+TGMxeHGYvDrMXh9mLwdzFYfbiyNnL5Px5ZS0iIiIiIlLFgoGIiIiIiFSxYCAiIiIiIlUsGIiIiIiISBULBiIiIiIiUsWCgYiIiIiIVLFgICIiIiIiVSwYiIiIiIhIFQsGIiIiIiJSxYKBiIiIiIhUaZKTkyX51s8uLi5KExERERERESBJ0oMFg1arzfgpk9vlKbvcz7OotWcpaH5eivKe/yI5J3lhUvFj9uIwe3GYvTjMXgzmLg6zF0fOXibnz1OSiIiIiIhIFQsGIiIiIiJSxYKBiIiIiIhUsWAgIiIiIiJVLBiIiIiIiEgVCwYiIiIiIlLFgoGIiIiIiFSxYCAiIiIiIlUsGIiIiIiISBULBiIiIiIiUmVnBUMCzoWcxA2j8jQHPWLO7MGmteuxNeQS7iit6pJwI3QPNv++HSejcv3ClAgc27Eeazftx4WCfxEVhTEKYX8GYt22E7ilVdqoeDB7cZi9OMxeHGYvDrMXKL99VvtjJwVDAs5s+RqjurVC69dX4dwDK308Dszpj/ZtemHQay+hzxMt0Wnw9ziZqMzOwYioA99h9KB3sCS0FBp07oaW3g7KPFPZcXk9Jgybir1J5eGeHIRJz7+CpaFJylyyiLhgzBr6LlbfckWFlJ34cNh07IkuIZ8oW8fsxWH24jB7cZi9OMxekIL2We1UcnKylJKSIpkeZkxarfbepNPpJL1en2MyGAx5TkajMd8pPT290NN9/0pRUbFSyCftpDL1x0t/JivNirSTc6Whw76Rgi4nSoa7l6Qd0/tIvk4eUsD8MEmnvCZTmnRhzTtS+1avSr+cyfVLZLpL0k8D2kijNsYpDQYp4teXpbrdZksn05QmGyQvN/sRL+18t6XkP++0smx0UviiPlKbMduk2Izn9oXZi8PsxWH24jB7MewrdxmzFyf/fVZ7Imeflb+d9DA8Ai8vd1St7AVHpeU+I+Kia2HwjDHo4usGh3J+CHh/JsZ2MeDwsVBk72RIOvoN3njnADpMn4shDVyU1vv0V7dgzXZP1G9cXmlxQPWevdE+7FesOZSqtNHDMN7YhKXLy6Gbf11lWTrCr6c/Kq5chk0RPPJhTcxeHGYvDrMXh9mLw+xFym+f1X7Z1RgGTam8/lwH+AT0Q7dKylOZYzXUquUBTw93OClN0Ifj12kz8HeHUXj7qQpKY07669dxQ5uKtJR0pcXEpQZ8q19C2OnbptKEHlbykf0Igh9q17z/MXLwroO65Q8g5HiK0kLWwOzFYfbiMHtxmL04zF68vPdZ7VfJ+tdk0V/H5Wvu6NXrcbgpTdrTgVi9JRVNfKKx+M0B8G9RH80CRmHJ4Zh7hYBDRU94GsLwd+j9NkiJSLxrRGpqCrKVEVQkety6dhXxPpXhdX/YiCl4d1Rwj0XE9UjTK8g6mL04zF4cZi8OsxeH2ZPllciCIfHIGuz2GIN3umf1JBgRc+wIjqEpWvk/j4+X/oZdwesxxnMH3nrxffymdM85N3wazwcAG+ZNxYbwJFOVEYUTgYEICndEJa+S1bUkRjqSU1IAl7Iom3vN06QjNYWnfVkPsxeH2YvD7MVh9uIwe7K83KtSDpnjHXLKq02m1v4wivQ7E4/hhx9j8fIXr+DRe3v4BsTExiK9wZPo418fj8hNbo3xyuRR6Hp7PTb8GZXZo+DYGKOWBmJOhxtYOPRZ9B+7GCFnInDFqS3atvSQX0EPpRTcXFxM9ZvRtESySU+DvG1zdXMroV1etoDZi8PsxWH24jB7cZg9WV7JWmeM17F17i/A8M8xqE72/oBScHV1RWlXN7hk+xc71m6D1vXTcSch3lSPZ3Ko8gRGf7sZwYd2Y/2iYSh38Ticew/Acw3Yv/DwHOHj6wfv6BjEZh8QYohDXHRV+NbyQvbeU7IkZi8OsxeH2YvD7MVh9mR5JadgMEZh7/zZONZ6AsZ1rKg0JiI+Xu56c0T15i1Q9+p5hP+bOSeTE5zLeqF27WqmVzwofu9iLApugYmTBsGPny6LcGnfGV10Z3Hu2v0zKPVXw3GhTFd0aZs14oSsgdmLw+zFYfbiMHtxmD1Zml0VDOnp6ZmT8vweYyT2zHwLM6/UQyPdcWwKDETguhVYNOUDLAvN7JAr+9hgvN7uKH5bcwZZ99DQXz2G0DKDMfgpd6XlPv2VdZgyORiPf/sdxrZ2UVrpYTlU6YORryZj59bzyqArLc5uD4I04k309s5oICth9uIwe3GYvTjMXhxmL57qPqud0sg3btNoNHCRz3cz0Wpz3pKuVB6XhZJfnxe1dll+8/KT+T4trhzYhDULJmPy1soYveBjjOjTHU0ryYf9E7Dvy/4Y8EUQInOcrAc4NZuEnQe/Qmdlf19/+XdMfus73O0+BE9Vuo3gP6+jxfjpGN6iXOYLYERi5AWcDNqIwP3xaDRkPIZ38Lb5rjs5I2uMIbGa+BDMG7cQt9r3RTPtIWy/2AwTZw5Hczs86MHsxWH24jB7cZi9GHaXu4zZC5LfPqt9kbOXyfnbScFgQdoonDr6DyI1PmjSphG8nZV2mfE6Tuy7Ck2N+mhQpxLKKs22Ts7I7jZkxgRcOBqK22XronXzarDXPhxmLw6zF4fZi8PsxbDL3GXMnh6CnL1Mzv+/VzCUQHJG/DCJwezFYfbiMHtxmL0YzF0cZi+OnL1Mzr/kDHomIiIiIiKLY8FARERERESqWDAQEREREZEqFgxERERERKSKBQMREREREaliwUBERERERKpYMBARERERkSoWDEREREREpIoFAxERERERqXrgTs9EREREREQy+U7PDxQMWq0242eWUqUe7ITIulV0bmrtsvzm5aeo7/svkTPibdPFYPbiMHtxmL04zF4M5i4OsxdHzl4m518q90Io6LmsKAuuKO8hIiIiIiKxOIaBiIiIiIhUsWAgIiIiIiJVLBiIiIiIiEgVCwYiIiIiIlLFgoGIiIiIiFSxYCAiIiIiIlUsGIiIiIiISBULBiIiIiIiUsWCgYiIiIiIVNlZwZCAcyEnccOoPM1Bj5gze7Bp7XpsDbmEO0rrA1IicGzHeqzdtB8XVF+kx53bV3HlypXM6ep1xKUqs8gyjFEI+zMQ67adwC2t0kbFg9mLw+zFYfbiMHtxmL1A+e2z2h87KRgScGbL1xjVrRVav74K5x5Y6eNxYE5/tG/TC4Neewl9nmiJToO/x8lEZbZCf3k9Jgybir1J5eGeHIRJz7+CpaFJytz7jNdWYVSbuvDz88uY6j8zF0dZMFhOXDBmDX0Xq2+5okLKTnw4bDr2RJeQT5StY/biMHtxmL04zF4cZi9IQfusdiopKUlKSUmRTA8zprS0NEmr1d6bdDqdpNfrH5gMBsMDk9FozHdKT08v9JTpXykqKlYK+aSdVKb+eOnPZKVZkXZyrjR02DdS0OVEyXD3krRjeh/J18lDCpgfJumU10i6S9JPA9pIozbGKQ0GKeLXl6W63WZLJ9OUpgzJ0uH5U6T5O4Kl4ODM6dDZKNOrbZe83OxHvLTz3ZaS/7zTyrLRSeGL+khtxmyTYjOe2xdmLw6zF4fZi8PsxbCv3GXMXpz891ntiZx9Vv520sPwCLy83FG1shcclZb7jIiLroXBM8agi68bHMr5IeD9mRjbxYDDx0KR1cmgv7oFa7Z7on7j8kqLA6r37I32Yb9izaH73QfG29uwS98NwwI6omPHzKl9fS/Tq8kSjDc2YenycujmX1dZlo7w6+mPiiuXYVMEj3xYE7MXh9mLw+zFYfbiMHuR8ttntV92NYZBUyqvP9cBPgH90K2S8lTmWA21annA08MdTkqT/vp13NCmIi0lXWkxcakB3+qXEHb6tqnskGkRtmIJvpnzJgL6jsTny0NM78mYQRaSfGQ/guCH2jXvf4wcvOugbvkDCDmeorSQNTB7cZi9OMxeHGYvDrMXL+99VvtVsv41WfTXcfmaO3r1ehxuSpNDRU94GsLwd2iMUhyYSIlIvGtEamoKMsuIFDg0GYppEwegheYoFo3wR9eBX+NgfMZMemh63Lp2FfE+leGVvcvGwR0V3GMRcT3S9AqyDmYvDrMXh9mLw+zFYfZkeSWyYEg8sga7Pcbgne4VlBbAueHTeD4A2DBvKjaEJwHaKJwIDERQuCMqeWV1G3mgSY8heGP851i8MRj7Vg5Hhb0fYeycffdObaKHkY7klBTApSzK5l7zNOlITeHIcuth9uIwe3GYvTjMXhxmT5aXe1Wyf4nH8MOPsXj5i1fw6P2eOMCxMUYtDcScDjewcOiz6D92MULOROCKU1u0bemhvCi7cmjw4gwsfL81Lm3fgZP8fFlAKbi5uABGIwxKS4b0NMjbNlc3txLa5WULmL04zF4cZi8OsxeH2ZPlZawzmQOh78v93FxFfV9+CvU7jdexde4vwPDPMahO9mohk0OVJzD6280IPrQb6xcNQ7mLx+HcewCea/DgazO5oGmvnmihTUYyxwhZgCN8fP3gHR2D2Ox5GuIQF10VvrU4uNx6mL04zF4cZi8OsxeH2ZPllZwi0xiFvfNn41jrCRjXsaLSmIj4+Ly7BuL3Lsai4BaYOGkQ/PL75OgNcG7ZEo3LKs/pobi074wuurM4d+3+GZT6q+G4UKYrurTNGnFC1sDsxWH24jB7cZi9OMyeLM2uCob09PTMSXl+jzESe2a+hZlX6qGR7jg2BQYicN0KLJryAZaF5uiQy6C/sg5TJgfj8W+/w9jWLkqr6dfEHcfGtfsRkfX5SrmAjauvoOvo51GD5bhFOFTpg5GvJmPn1vPKoCstzm4PgjTiTfT2zmggK2H24jB7cZi9OMxeHGYvnuo+q53SyDdu02g0cHV1zWhIS0vL+Cm3Zf3MepxdXm0ytXZZfvPyo9HocOXAJqxZMBmTt1bG6AUfY0Sf7mhaSd6LT8C+L/tjwBdBiMxVGzg1m4SdB79C54yawIjEyAs4GbQRgfvj0WjIeAzv4J2jW05/ehH6d5uIv/36om87TxhSnNF40Ht484kqNt19J+dqjdPBrCY+BPPGLcSt9n3RTHsI2y82w8SZw9HcDg96MHtxmL04zF4cZi+G3eUuY/aCaPPZZ7UvcvYyOX87KRiK9r4cjNdxYt9VaGrUR4M6laB2hlFSxEkcPxeP0pXroXnT6vcuy2rL5HzsbkNmTMCFo6G4XbYuWjevhvv9PPaF2YvD7MVh9uIwezHsMncZs6eHIGcvk/P/7xQMJZicDz9MYjB7cZi9OMxeHGYvBnMXh9mLI2cvk/PnlbWIiIiIiEgVCwYiIiIiIlLFgoGIiIiIiFSxYCAiIiIiIlUsGIiIiIiISBULBiIiIiIiUsWCgYiIiIiIVLFgICIiIiIiVSwYiIiIiIhIFQsGIiIiIiJSpUlKSpLkWz+7uroqTURERERERIAkSQ8WDGlpaRk/5basn1mPs8urTabWLstvXn6K+r7/CjkfeWFS8WP24jB7cZi9OMxeDOYuDrMXR85eJudv1ilJeS0otYWX30LlAiciIiIisi8cw0BERERERKpYMBARERERkSoWDEREREREpIoFAxERERERqWLBQEREREREqlgwEBERERGRKhYMRERERESkigUDERERERGpYsFARERERESqWDAQEREREZEqFgxERERERKSKBQMREREREaliwUBERERERKpKTMFgjDqAJZPfw/SN4dAqbUAKTq39HO99sgKhiUqTiTHmAL6f/D5mbr4IvdJG1sNlIw6zF6eo2dPD4TovDrMXh9mL85/JPikpSUpOTpZMDzOmtLS0jEmr1WZMOp0uY9Lr9Q9MBoMhz8loNKpO6enphZ7MkfjH25Jv6VJSud6LpUsGpVEXJs1+ylWCy+PSl0fTlEbTa7eNkerKr316oRSuUxrtmLzcbFlJXjbMXpySmr09sOXsS/p3AbMXg9t6cZi9OHL2Wflr5IJBo9HA1dXV1AaYioWMn3JbXj+zy6tNptYuy2+eGrPek3oRf63fj8RGvdG7ZSU4ZDQaEXkkENuu+sC/fwdUy2xUXhuM5KZ90adZBaXRfsn5ZC5XG1WClw2zF4fZi2PT2Zfg3GXMXgxub8Rh9uLI2cvk/EtOwfAfJudj0x+mEozZi8PsxWH24jB7MZi7OMxeHDl7mZy/6hiG3Asnr4XFBUhEREREVLLxKklERERERKSKBQMREREREaliwUBERERERKpYMBARERERkSoWDEREREREpIoFAxERERERqWLBQEREREREqlgwEBERERGRKhYMRERERESkigUDERERERGpYsFARERERESqWDAQEREREZEqFgxERERERKSKBQMREREREanSJCUlSRqNBq6urkoTERERERERIEkS/h8lefEwzSSfwAAAAABJRU5ErkJggg==[/img][br][br] 表 5-2-10 主成分(PCA )数据[br][img]data:image/png;base64,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[/img][br][br] 至此,我们已经生成了各个社交行为和分析属性的数据,接着就需要使用这份数据进行聚类分析。在进行聚类分析时,需要知道类的个数。在商业应用中,虽说类的个数取决于聚类目的,但一般情况下设 3~6 个类即可。[br][br] (1)通过 3~6 个类对各种行为分析属性进行聚类,[color=#0000ff]如图 5-2-6 [/color]所示。[br][br][br][br][br][br][br][br][br][br][br][br] [br] 图5-2-6 对各种行为分析属性进行聚类
(2)将“行为名称、类的个数、分析属性”作为自变量,[color=#0000ff]如图 5-2-7[/color] 所示。[br][br][br][br][br][br][br][br][br][br] 图 5-2-7 将类作为自变量
最后,将带有登录密度的分析对象用户数据和各个社交行为的类数据合并,如图 5-2-8和表 5-2-11 所示。[br][br] 表 5-2-11 各社会行为数据[br][img]data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAxEAAADYCAYAAACUaG6HAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAEnQAABJ0Ad5mH3gAADyDSURBVHhe7d0HXBb1Hwfwz8PDkOViuffAvUdKbsW/pTlKy7TMkbnN3CO34irNkTlKs5yEM0MzUXFPUtzIEEQQBGLDw8H/OTj0QQGfRxHuefi8X68L7ncH0n3ufnff55YiLi4uTaFQwMjICCLx+0zi9y+O5yS3aaJXTc/O6/wMERERERG9XRmVAxERERERkZZYRBARERERkU5YRBARERERkU6eFRFpaWnSdznTZh4iIiIiIjJsz26sFgdzc3OpmYiIiIiIKPsTCbyciYiIiIiIdJLtmQhvb+/0r5nt2njVfNr+Hk2v8zOGrGbNmrh79640RnLATOSHmcgPM+EykCNmIj/MRH7ETERan4mwtraWviO5yXyfBxUszRxMTEyk76ggGRsbS98BZmZm0nckFxYWFtJ3REQ543GOPIg5mJqaSmPZY1JERERERKQTFhFERERERKQTFhGUKyH8AXxCVNLYm0n2u4IrQcnSGL0uZiI/zITkiOul/DAT+WEmr49FBGlIgve2RVh94hEEqUWZegWL2g7FbwGZLa9PaXYVCzvOxsl4qYG0wEzkh5mQHHG9lB9mIj/MJC+xiCANZqho4Ydf/ryt3swkJeqjUavScCjqhwtnfRAjNWsl2hv/HLuBp9J2qSxeARUbloTN8/tfdSOE4+6Zo3A/6Y3QbAp9IcoXF4/9pZ7uhUdxUqPeYybyo9+ZiAwzl8JOxuulFuvkc/EIuX0Bx/8+hZvhb35QV7D0v6/IwExyVMgzYRFBWShtSqFx2VJ49rwhEwfYOZioq+uKKBXxCwZ2G4+dd7U87Ve0FuoYH8X4Dz7Hdx6PISgsYGVrCUulNF0XkZexceoi/PnEAsUST2Pl9PW4kLnVqiX57MXcCXOxadev+O6bT/Dh8FU4FyFN1HPMRH70NRORIedS2MlyvdRincwgIPzydsyfMA87bytQpcU7qGP7OhuBvOhzX8FMtFDIM2ERQVkolEZIFQSkiiNJSepK3RTF1VtabJoJKr4/B8sHlUNCQvpULShRqt03WDvPCY+v3UeyuLq91qs/onFm/SKcqzMSY3o54R3nIRje+F8sW38GkeJkVQD+8VThw++2YsPG37BjzTBUuKH+6hHy7HSlPmMm8qOXmYgMPJfCTn7rpRbrZLpkBPy1CKMW30C9UbMxvndzVCr67BBPr+ltX8FM0ud9tcKdifr/lkhTKh6d3IzZYwejX7+hWH4kDLbFjPFfTMYhRtGa1ZF24xwCEtJHc5YcgEueNyGeZSvaeBiWTWiDjFcZ6k4IOYZdey3RqnVF6ZMDE5Rv44TiB/fg+GP1P2BSGp0+7Yv6xcVpStg0ckLzyhYwNzNRjxkCZiI/ephJepOh51LYyWu91GqdVIu/vhXfzruCRhOmoGfV190C5Eo/+wpmwky0wSKCsjItgmJV2uHLuT9h175tmPGuGRKTfXFoxRxMnTgJS1x9YWxjDeXLLy7MyrQiKpudwbe9+2LSz+cRmrENvJaEfy/jPMqjQtmMTUuktKmISlZXcPVGonrMFJrvQxEigxFVfiA+aW8jteg5ZiI/epmJyMBzKexktl5qtU6q/LD/xw241bg/BrRMr24Niz72FcyEmWiJRQRlYWSshLm1LUpZBMNj3TSMnb0VN9W1dZXWE+CyfCVmti+HYnUaopwWL5+1bf4lVq8bCvPff8DeoNfdulR4EhyE/xxsUVLzo1KlNYoVjcSjx2HqOZ5ThXlh10p3mHTrhJqWUqOeYybyo++ZiAwxl8JOXuuldutkss/fOHQiCTXtn2L77K/xRc+u6DF4DnZ6RRjEJXb62FfEMRNmoiUWEZQh7grOXI4BjI2RmqJCwt3biGs1GT8sm4rBHzWCWXAoVCof7P15Dc7d0/7ZBcqyXTBv3w/40E69ZaQkQ/VfEC4f+h0/ukzB0J6t8E7fZTgRktsmkIb4BHUVXqQIirx4naEiFUmJmc9XEBDu/Sc2rliKTX954PdJwzHnQMBLB056hZnIj95nIjLAXAo7Wa6X2qyTAiJu/IsbqIk6rZ0xcsH3+GX7D/ispCdmj1+CwxqXPOkdve0rEhDJTJiJllhEUAajeJxcPRbfbvVGYoAb5n37DVa4+0J81LFJ2SpA0A3c2fcjLjqtxredczmVFh+BYL+buORxEDt//gGLv52OaYtWYMX8aZi2eDvOBoQjSuGAht2GY9F2T5zbPQntSqk3vBwpYGleBEgVslbbaUlQb1cwt7CQVmIlbOu+h5Eu2/HHbzPRxe4h/tr+J+688nGCMsZM5EfvMxEZYC6FnSzXS23WSXURERmJ1KrN0eHdKrASp1vUwAdffoqWYe44cjo868/qE73tK8wQxUyYiZZYRFAG08ooU7k+Plm8BXvUFe6E7t3QuV1tpJ/Ns6iHquEumHm9HaYPq5/RlgMhxgcnXPfilE8iStTqhM8nzcfixYszhln90bpuYzi/1wnv1K8Ce4vcNqpMJrAvVx62TyMQqbmVpEQhKsIB5cvZvHRDaIl6/TC8X0MowsIRniI16iNmIj8GlInIYHIp7GS5XmqzTipgbm4OpbkFzDU+gTWpWBd1q6QhOuY/aPuMHNnR277CVn1Ay0yYiXZYRFAGZQnYmCYiKn0FTkFYhBUqVRbv/hfw6J8d+DehAkpXr4PS6duDCv4P/LO9/EHp0Bz9J83EN8M+gvM7tVHGWmMDShOgSlVmezCTmyINWqCF6gF8g5//i6ogf/ibtkSLetlt6qYo4+AAiwrlUe75PUr6h5nIj0FlIjKQXAo7ma6Xr14nTVCmVm1UeuQH/yxXj5jC1MwGFcqXVs+hp/S2ryjKTJiJ1nItItLSXnVr+nO6zKstXX9nXGAAQrJLnLSggGVCOHweXMfpQ7uw96w3ggMf4vKedXCLUFfmG+aj/rkfcShQ3PqScPPS1Ree862NZKgEBYx03LqU9h3Qr1cCPE/4SRt0MnxPnUPaR5+gvW16AwQhvVfIoArAybOh6PCRM6ro9YERM5Ef/c5EZJi5FHbyXC+1WSfNGvZA3/r/4s/DPuqpGVRB13HbrAd6vGMttegj/e0rmAkz0VaBnYlI9vXGrVzSESK8sGP1DnhFSw1aMI0/hbVL3fEwIwHSSSqiwz3hvuc0/FPKosf8pRhQXkCJd4ZizEeNUNK8Lr4YVQce83/AmdA4/PfAD0Ga92pqQ0hAXJKRzhU6YIUWQ6ehzd0fsWL7IezfshQbgrth1pBGED9DUN3bguFObdB96FQsXOqCb6eswq0WMzClW5nX+LfkhJnIj/5mIjLcXAo7ua6Xr14nYVIdfWdMRmWPhZj/834c3rsRi9cHoOOML9E8/eJvfaXHfQUzYSZaUsTFxaUpFAqIg3htoiggIAAxMRnnTIyMtK8zxN+RkxenJd/YhO/PVoNTjQSEhYbhSfgTRCUYwdgoFUJKCgQ8wUVPK4zaPAedcr0hRVMYDo7vjaPtDmJ1z1xuinmJCjFPnuC/5OdnPhTGFihZyhopL7YrlDA2M4d1seKwyOdP7mrWrIn79+8jNfVtXP0mIPT0Edyt5ow2uSzvp+fXYcr8vbjuUxGTL2zChzos5qSLs9BwUWWc3jcYr/VUeiEa/jduI8ysIurWKvV8J6Suy8MfeONecAKU1g6oXLMa7J9PfCvE7ULMQczE19cXKtXbqFyZiS6MjY2Rou47xEz8/f2RlKRr768Nfc5ElP+5iMRMAgMDER8v3sJYOInL4O7du9JYXpP5epnrOilJDse963cRrrBHjXrVYavxPpO3pVBnInpVLgWUCY9z5JGJeJwj7lcrV66cPp7d1UEFVkQIj3Zg8oJwdOjXHBXKlYe9zwZ8HzUCCz92yKjg4o9hzsIojFv0EUqm/0QOVL44f0WBJi0rp18TFnN6N/626YnetUwhBB/FpgNG+N/gTqiQ64JOQuidyziz+wfM+/06bJwnYfaXXdCwrh0S7nrh3O5lmL39Dsq2/QRdG5eGlSIOoQ9u4tYjI1Ru/T4+7ueM2iVyXiHzytvduLQnhN/AX/u9YPlef7TPZUN8SdJNbP09CL0HO0OfT4iK8qeI0B4zya8iQnvM5DkxExYRb/OAVXtcL59jJvIjZsLjHHmQdRGBJ7sxb2s5TJrUKr3Sij82B/PCNYsIDyxY9h/GzemFouJ4TpK9sW7GHpRs2wBC6CMEPw5HdEIKBCEFqvArOBDxAXb/OgYNtDjdk3B+KT4ashNV5h3BD33spFZ1+xkXfDh8D2ot8sDyHpl/jYAIr51YMG0pzhUfgMXfT3jFI7zenFw2LpJfEUHyKyLoOTETFhHyOGCl55iJ/IiZ8DhHHrQpIgrsngj1XwYzU2PpD1Clv2jjqc8J7Nm0HDOmrcLfjxUwES9tSp+eC4UxEB6CSMuyqOv0AQZ9/S3mL1yIRS5LMOejpmjf7T3U1vJ6MSOlEkp1rWNiYia1ZDAyNVX/LdLIM0qUbPgpZs0agDI3t8Llx+MIe+UfS0RERESk/wqwiFCiiFLA3f1r4LL0R7jejIKJhT3qdvwM0xaMQ+dyRdQH8+rKR5o9N0Ylq6JxqxZoULMC7CwzzwaoEPxQQOW6Zd/qo69KNOuDHs2NEfDXAXjk+kZCIiIiIiLDUHBFRJIKiiLF4PjBaEydPBZftKuG0mVro1Zle1il1wFmMNX2hhELK1i9dCVVAnz9YlHC7i3/L5qUhqO6eFHG3cLte7x8goioIAjhl7FzxWKsP+b37BGI4n7g3uE1WLzqAG7HSU1qQsQV9bwu2Hg8QHqcIhER6arAighVVByUxWyQXickRSAoJBIht92xbY0LZk5bArf7ybneY/FM6n/4L9ALbt/Nx9xvZ2HG9KmYMmkiJnw9B/8YlUGKT+Bb3kkoYWllBaX674iL4zV8REQFIenGYWz8+VdscD2H0MyTwqpAnN69CVt+3g4P3+elRZK3O37+eSt+3OWJR6wiiIheS4EVESmhiTB2UOH8tmVYuHoHTt5+jGQbR7T9eBwWLJ6C3jXMoEUJASQ8RnSprhg2Zipmz5uPhYtcsGTZcnz3/XdYumAWRjpXectv8hMQHR0NQWmD4sXe7o3VRESUPYtWn2PBogVYOqYrymR2xSZV0f1rFyxaPBm9az8/tW3RYgDmLlqI5V+/j0r5/KhuIiJDUUBFhAqPH6ahZI3SaDlwEmZMHIWPm1WAjV0lVLB96am4uUq6ew+qqvVgY1lAe4LkANy8GYg0m0ZoUEu3v52IiPKIWUW880EfdKpTUuNFT0rYNeiKPt0aI8vD89Ln7Y0Ojjo8AJ6IiLIomCJCeIJrMcXQxEajV09Lw0sXA6nbcr+xOhl3LjxBmWYV3/LZhpwICPXcjQNeJmjwUV+0k17jT0RERERkyAqkiFD5eSLczgkVNY78UxMTkPW2ZHVRoVJBldsDj2Iv4eijWvhfnbx5ZV9qcjKS1FWLSpX1L0lvf6nCScKj0xsxe9FBoNs0zB7cGJbSlEIp+TY8jtxAhDSqOwFxcS88Q14ViMuXHiBBGqUCIjzCv17+L2yflC0hHvF5sMKq/K7iStDza/iJ3qo36r/Zd8sa+2/t5FHfLSpM/Xf+FxHCE5z2TEHjzuU1Tjmr8Dg0RP1fhbotFnf+dsWx+/8hMTYJidIcL0vG3b1HYdKjD2q+8WmIOPhfPgLXQ+cRlJKAf//aCtcTtxEuZLTvOXgGj9SFhdee+ZjjsgLfrXDB3KnfYIFrGBpN+AW/LFT/DRbSryqsTKui9ONV+HziPjx8rSfdJuHaT1Ox+kIMhKhIRKX/jhicW/o1frrGg6nXpXqwG8vWnX2zd5goSyDWbSQ+3+TNg4JXSbqJ35f/jGtR0vhrMjK+gR/6zsDhcAGR//4JtzOBr30Q8NRjCWZt8+FTiChnb9R/s+9+W9h/56M86rtFedV/60Pfnc9FRDL8Tx5FVKMeaPbC+8CNLBxQ3kZ8K5wVHNvUQ/iGWdgUYQFrzetYNURf24WD+ABDWufFNa2WqNTUGQMX74f33ds4uWkiPmxXC7bKjPbPXA7i+l1vHNu2DHPUxcOEb6Zitssa/LhyFoa/V1c9n/RrCpnYwId4/moMUzh+OgND6mW+QDCDEHwEq5btx4Oc9iWqQJw/cR2RMEEpa1PECsZIOPMd5u5+CCEtFWmKMihdupAuYF2p7uLA1sN4oLGnMCldAk9WLcZunzfphizQ9INWiDh/F9ERj+DjfQEeh3bgpx+24eyTN9m7GSCLxuha9QQGDFoHrzfYYysd6qJ+dXMUsVCiRN0WsDszHaN/vqnx6NJXEIJx6ugF9XYF2LQZgBaRHrgSnTGJSPTG/Tf77rzF/rtg5VHfLXqj/lvP+u78LSKEGCiqdkOPhkWlhkwmqNp/Aca3kT7ON6uJj6YvhkvPJnhxznRxt3AuqDYG9W+MF2oRyjfJCPj7EDzv34bXhZM4evAP/L7tCALCbmCryyIsWrQICxfMw7xvF2PdlRDE5rT1mJRB+YhtGL3sIhRFHGBrk4LrgSXQsW1ZKFUhiKj4LlrbcUekFRN7JHouw++aPaBxSdi3boJ65XU4Xff0ArbNn4IJ48bh64lTMHXGTMxcdhhJKVexYcNuHL1wD+FCSdRoUgeljJlNVkqUf/8zdC8Spf0Bv0gQkGV3bloJFUomqA/M1N8rbfHu+LkYVr+odk+sUxPCzmHX9PU4JH6srCwL5/eK4+wfXtB4VQIVannQf7PvzlvsvwvYa/bdojzsv/Wt787fIkJpg4oVNZ+cockM5mbSt2pKByf07Fw5+xumLWvDuXuTQnsGQB6SEHDvLC6euIx7oYkws6+Gpp36YOhXLWEeXwE9x0/HjJnj0b5WO8xbPBgNxJNM2VKi7P8+Q69KxlAaKWGUcA63UQUm9+8g3N8XReo7gR9macsUxWyboGZNzaeEKWBkZQ0rY2kUKqhe8aGWoKiIdweNwQyXVfh++RK4zPsCNcxLo+eIbzBy2BCMHDIQvZtGYOf681DlmGshVrQTZm0ah+bqGFRRQfA+cxi73c4gKJflHuexFb97a+66TGFjHYHLfx7Arp9/wPypc7Ha9Tw0XnWQCxV8/zqC2M/HoleFjI3HpGoPOBu5Y8/1N/yIjQxEXvTf7LvzFvvvAvcafbco7/pv/eu78/lyJjIUQvAxuAc3xWeD+6NDhTjcPHcVQUlFYKk0Q9zdmwgWH6sVdxORNQagd+UcPkWJuYm938/BnOV/wu/mZnw5zxUeh/xhXExAYtx/uH8pCtYVn+LCsX3YtnYBJoyaA7f7b3Ja1/AplOodepbnDIhPPVM+K9yFkD/gsvIsYqXx7CiNHuCPGVOw+fwT9VgyfFx/RdiHP2BkSVeMn/knQpMDsO/7g7BybgW7vHmmgf6K88fV4+44sOd3/Lx+pXqHPQOTJ3yF0eOmYNLECZiy6CfsO/cAkdHBCMjlrWbGRcNxfPm3mDVrFr6dPQfz5q/G2SdP4BuogJ3ju+g7YSU2uXyEmlosb+Hx3+odWnNM+rIRnh8jmKFOn46I3bUVV3MLnwqFN+6/2Xe/Fey/81Ee9d2ivOq/9bHvNkpLy/0hqq+arq28+j0kE0ZKVG/XXr1RKGHbsDf6OaVg14YDCBaiEVe6FmoXUc9j+Q56da+W8+N3reug19fqHdH0AaiRYo52/bqgcskoBEdZo7ZTGfgHx8A4yB9P77pjf2hTjF08Hb2r5/jbSC1NeGE7U4+nKaSdkPAYHmu3wN0vIPe39BZvjdGTO8M8MhkhByfivTneiDw3Hx997Y9+U53hs2UXUoduwooBDVFS+pFCq4g5UsJ8EZxcFNWadUa/L6dg7uiGMHPohbnLv8N3S+dj5sQxGD7oI7TO5a1mCjMzmFXqisnz52Pe3Dn4dtZ0TOjXBHY2ddG2VSPULGcKlTbns1UPcXirF+qP/Ax1Nc7sprNqhv6dnmL998fBS6ELuTftv9l3vxXsv/NRHvXdojzpv/W07+aZCHotylI9MGZwA5hG3MCRvccRVnkQflzUF3ZRoRDsKqF45kcnrxSL69t/xv13x6GVSRIce49CzxL/wvPEYXihM3r1641mJUxhV6sOyhct7B97v5qQEoQLW5Zi1jej8dWkjbgQLah3QgoYCcE4tnwuDlecj/2rP3nlE83M6vZAW/Nz8K4yA5curUJ7Czv0ndsbVsHxqNe6Iq65fINlfz3ACw92LHyUDmjebyS++rQ72jSpg8qliuK11tJUoJidLdL3HaoQ+PpFwaRGVSgDHqQ/oU515zfM/O4Ecn9wSCQub9+NyE4j0buq9FeoYhHi8y/OHtuP7avGYOyRSng3ajkmbbiMpywkCq286b/Zd+c19t/5KK/6btEb99/623eziKA3U7IeWlQOxOpBE+AaagSVXxBMq9XI2JheKQr/um7CGfuBGPvuYzyyaIUGxRQo995w1I83Q2XhOI4FqefxKYbOHTUfCUw5SVPYoEa7jzB+8RqsXzYMLYqmIS3lMTx+2Ay/1rOxbGizV95LFOG1E7NHLsIlmw5oX/Ypjsweik3RpRB/+SL+WfE5Zvu1xRyXvkhaMR7rslwHSlmpEBV0E2cPH8Rpv9yvZ02Jj0PEvSNY47IIC6aPwcAZe+BbrAbs/7sLv+QInNl9CqnV7HPZBiJxdc8uPKjzOboIh7Fi/iK4zPgc733hgj2n7uCpUSnUKF4EZVt2Rr8xQ1H+9HeY/u132Pr3bfChTYXYa/ff7LvfBvbfcqF93y16s/5bv/tuRWxsbJqRkREU6mrX3Dzjhp6AgADExMSkfy+2i4M2XjWftr9H0+v8jKGqWbMm7t+/j9TUl958V+CEUF88NHFAzK/fYEvxnmhvHYHwsHCEhQTC3+cB4ut8hfkTu+D5QyaS4X/2CHyLv4sOtYsj2XsNvnatjVmDE7FhpT+6TB6AJsI/WL0nEJFPy2H0nN5wkNGeSNxmxBzETHx9faF61d1u+SIWByfNRcrsZeiVeUFlwjksGLIH9Ra74IOKWnzOEnsTf6w5DKM+Y9GrugLe2+ZiR1RDtDM7iR+f9MWmzwVcCW2Bzk0tgOhgBKeWQZm8eMpyHjA2NkZKSkp6Jv7+/khKyqfXK0XdwEHXk3gQGY2IiCgkRN/AgUu26NGhPIpYloCtnQ1K1W6HHm2qQPOWSU3RB+dgGYZjWrfSwJmFWBg0BPP6W+LIjG/xuFUZ/HuzBWZPbgMbaf4shMe4/Nc5xNTogvY1MoMX4L9lLNbazMOy7uJPJePGuiW40nUqBlXJ/8tKxEwCAwMRH194P/sUl8Hdu3elMXnRrf/W775bk7wyKdz9dyYxk3w7zsmDvlv02v23zPtu8ThH3K9Wrlw5fTy72xJYROiRfN24ciM8wqlffsHfQUawtCoCc7MiMDESoIq/A/eTFujz2bsop974bO0cUKpUaTjYWmZ7Xa0QegHbfzmAeyprqO5eQ2LzLqgX8Q/+KTkFm8c2UG+08Ti3aCD+qL8Jy98vIf2UPMi1iNiv3gmlqXdCPZ/thM5g4bQb+GjZV6ihGUJ0GMJN7GCbW88oSY59gkfnVuDTH4ph8uBqiI2KRGTEUzwNC0No6BMom4/FghEtUND7ogIrIpCER16XEGBUBtWqVoRN6EaM2lQd3y3qCO3eQZkMrzXLcavXFPQvCwT//i22VpyBaU5meLx9FHq718fadSPRODPTlyQjOdkUpprHGKq72DRlD6rOmYn26c/JDoPbnE0oMWUa2muReV4TM2ERIZMD1jzov/W579Ykm0zSFe7+O5OYSf4d57xp3y16k/5b3n23NkUEL2ci3SnLos0X0zBnznRMnTgB48aMxMhRg+FUxBhO475AsxqN0aZ9azStWw3lciggREqHFhg4dSHmj2gIu8bDMPurNjBJro9hn4o7IbX427gSagwh0J9v2tSSuIlnfOgnIPTqERy7G6fujNMbskjwvYRLgS8XPvF392HBlx/j48+GYPiocfhm0nTMX7kNh6+HoaSDA4rZV0TtJu+ia5/PMVKd3apffscaGe2ACoYZyjZ0Qqv6VWBv+RofuaoP6m4klELj9GfqJ+GubxoqVTVTH6idh/vDoqhT0gJW0vUlqqB7uC++hSiLF3ZC6uzDTrghoNkncMp80U6cN24lVYajFh9mkoHLg/6bfffbwf47v71h3y16o/5b//tuFhH0epTPHzsnVtN++5dhu1F/jOhcE6VUp7F25mys2nsNIVpccqmKUaJo6nm4jBgFV1VVlFCJu51YXPv9IEwHrkK3yD+w3593gWojVdyko65gz7o1+Du2NtrUUHdmRsYweWFLT4vyhW/Iyzshi5o9MXPDTuz8dTN+WrsKK5YtwvyZ32DY/+qhfIW6aNW6BRrXr43qlcrCvrjF69+IRs+o/M4gsqwTBPefccD7X3hFl0GtxPNw+ycOrUYvwKSGXtjg5gsxLdUjb3i/YqMSgo5iy+UaGPR+KSRLm03CtXOIrNKY79ahDHnUf7Pvzlvsv/VPXvbf+th3s4igNyOE4twvi/FrxHuY/lULiK8SdGj2MSZNG4Aq1+egU8u+WOYRLs2cPZMK9VG/jAUq9lmBRZ3CsWOtK84d+QXHbT7FoKal4NSlKA4u24N7fN1uroSwC7h87hA2rLqCMr1GYkCb8jA1cYB9jBcuB2fdkccHe+G8z1Nou3tPS0yAyojdxasJSEpWIem/YHhfOIVjh/dh19afsHLxDIwb9Am++t4Dj7Is9ChcPJWMhv+rgTod6sFn9iCcLueEUkWq4r3+XVDTyhQ1+49CsyvLsfLkY6TGBCAgLEX62Zepgk/hF9f/0HFEH1RVPITHxo04dCsIp44EoVrrSjmeFaRC6g37b/bdeYf9d0HTte8W5V3/ra99N++J0CP5e63gqyQj+OJBHDgbCru2fdGzka3GJ1uZ4nH/wGK4eHfA6unts7nGUEC49984ciEMdk690KWmeNFgAvw9duFobAt82r0WLMXZVPex7Zvx2B1RHe+0fQ8f9u+MGukTCo4c74lI9juCXzxM0f3z9iijEUa01+9YtuE0os3FSxNSkRwfjSf3/0Wc8xrsntQi1xvGMkXs/hz9fL7GoekNtXzyVv7L73sihBAPfD99Fc4lFINNSRsUL24NaysrWBcrof6+KIpZF4V1UWsUtbaGpZX6q5UlrIoWU381e7atRF11hXt8G3zklPHkjtg7V+Fv3xh1X3yAe4w3di9dgYNePkjt+St+HVL5he1NvT1e+Av/+BVD6w/aoYoUqhB+Ci6Dh2FHyanYt/ELVCugPZGYCe+JkNP192/af+tv361JTpkU9v47k5jJ2z7OyYu+W5Q3/bd8+25t7olgEaFH8mPj0obw+AqOnnmAlLIt0fGdCq+8ASkhPgHmFtl0dQm+uHZHXak3KvfsdyT4nsX5+BpoUze7nZp8yLGIeJuSb27A6hs9MP7jUrLNpeBurH5dKgT7h8KmUjktd+zxCLpwGB5R9fGxc40sn0wl+F/Gv0lV0bLmyzexxt06jOMJrdC9ScFd+SxmwiJCHgesedJ/63HfrUkumbxt+tB/ZxIzkc+HpbnJm/5bzn03iwgDoz8bl+ErbEWEPtC/IqLwEDNhEVE4Dlj1CTORHzETHufIgzZFBC+SIyIiIiIinbCIICIiIiIinbCIICIiIiIinWR7TwQREREREZFI6xurNW9IFNuzu7lZ2zZNr5qendf5GUMlLovsQqSCw0zkh5nIDzPhMpAjZiI/zER+xExE2eXCy5mIiIiIiEgnLCKIiIiIiEgn6UXEi6coXvdU0ts4BcXTWkRERERE8sIzEUREREREpBMWEUREREREpBMWEUREREREpBMWEUREREREpBMWEUREREREpBMWEUREREREpBMWEUREREREpBMWEUREREREpBMWEUREREREpBM9KSIicefMVQQJ0mgWKoTd8sD+3a7488wDREmtL1Mh6rE//Pz8Mgb/QDxNyJiSFBkM/8x2jcE/OFL9U5S3csuSCgYzkR9mQnIViyAvDxzY+xeuhnIFlQdmIjvxd3DM7TQCDPwgUuZFRCRuHVqJkZ2aoOmw7biTJDU/E4HTyz9Ey2bd0P+LfujRpjHeHfATrsZIkzUIAdsxsll1VKlSJX1wfH8FLopFhPAQO0Y2QVWp/flQDQ3H/IHH3B7zyKuypPzHTOSHmZBcCQg9/SPG9B+N9V5GqNWuExo7KKVpVDCYiTzF4/Ka0eg3eTduGngfLvMiQgnb5gMxoLU9hDSpSUPStS3YdLsjNnmHITrkPg4vaIe4PdMwfbP3C2cQ1IHuvYfmmz3g6emZPpx0nY4uJQHVvUPwxJfYfPAfnJKmeXoexvyupdGmQ1uU5vaYR3LPkgoCM5EfZkJylASf3ePRc/xFNJ+1DgsGtUX1EibSNCoYzESukq5vxba/wxBfCPpwmRcRRWFvXxxlS9nj5U1DwNMnlTDAZSzaV7aC0roKnCcuwbj2KTh/yQuaJyOEx4dxVNUJg52d4OSUMbR0tFfvroGY+AYY/dNcDHq/A96VpjlVi8R9nybo6lwpm3+XXk9uWVLBYCbyw0xIfmIvrsLw0afRetEKDKxlIbVSQWImMpV0C79uj0GXPo4wlZoMmV7cE6Ewyu7PVKKMc290spNGRSblUKlSCdiWKK4RXhJu/LYeq5Z/BecPvsTcrWcQpHF6qWST1mhUVBpJJyDk+BGcrdMVXSpyN57Xss+SChIzkR9mQrKhuodtC11wrfVIjOpYUmqkAsVMZEqFe9u34HH7QWhWRGoycIa1p1IFwjegOLp1awUrqUm8lElZ73MsnPwxGikuYu3QLujwyUqcjZAmv0gIwz/uZ1HXuQtYQxARUWGWdNMNOw4loF6ZJ1j31cfo0sgRDZxHYv35MPCWwYLBTORJ5bsLm3zewdBO9lBIbYbOoIqImAu7cKzEWIzurFmZl0C9rgMx/Ju5WLfPEyd/H4KSJ2Zi3PKTWS55yiSE/YMj5+rCuQsvZSIiosJMQNilC7iE+mjSpQ9mbdyJo56uGGvrjhF9J2LnQx6y5j9mIkvCQ+z96V80GNoDZQrRvbSGU0TEXMKGzeH4dN5nqJHj0b81avV1weqJTfHgL3dclR7x+pyAJ8fcca6uM7pU4h3VRERUmKUgLDwcqbXaokcXR6Rf+WtVF59NG4kOj13xx9+h/OQ73zET+REQfHAdTlcbgr6VC9exo1ZFRFray7eYZ9cmyqldlNu0NyIE4s8VvwJD5qJ/tVedP7BA/W7/Q6OkOMS9uKUJT/DPkfOo17ULKrKGICKiQs0IlpaWMLa0goXG0YJJ1WZo6piKqMgIpEptlF+Yieyoj0H3b9kCt+U9Uc/REY7qwWmWO6If/o4RTeuh39qbBvvOMf0/EyGE4sT3y3Cp6SSMd7KRGmMQEfHSaYbnVCkwa9wYdc2lcYnw5Bjcz9dH1y4V05/cREREVHiZoHzDRqjufxf3/pOa0pnCzNweVauW42W/+Y6ZyI7SAb2WuuPgzh3YsSNj2Dz2XViW7o5Zv27D3F4VDTYTvSgiUlNTMwZp/BkhBB5LRmCJX03USb6M/W5ucNvzG9ZOn4JNXikZszy9jH27T+FhZhkYfx/7dvihw5g+qJClUhAvZTqCCw26onPWCZSHcsySCgwzkR9mQnJh/s4ADGtxETt33ULmgw1V/pfgVWQABnQsLrVQfmImcmOOUjUaolGjRs+GmnaWUJoURZnaDeFY5vmjfgyNzIuIJPid/gM7PW4iLugCDu1wx/WwzGuQInFy0afoP3sv3NeNRt8+fdBHHPoOxITDxdC8pXX6XKkhF/DLuP/BqV1/jJkwFiMmbEB4z/n4ukXG9GeEUBw7chENunZ+obigvJFbllQwmIn8MBOSGZM6+HLlUjgeGo8xy7dh19al+HrhfXywairaZnk8OuUbZkIyoYiNjU1TKBQwMjKCuXnG9T2JiYkQ20QvftWUXZsop3ZRbtNy8jo/oyn24VVcvhMB41I10bB+eY3Hv2pQFxH/nrwL4watUcdGnlWEuBze2n0l9FqYifwwE/lhJgawDJJC4X3xOkIUZVCvWR04mEnteoyZyA/7CvkRMxFll0uhKCIMhbgcuHHJCzORH2YiP8yEy0COmIn8MBP5ETMRZZeL/t9YTURERERE+YpFBBERERER6YRFBBERERER6YRFBBERERER6YRFBBERERER6YRFBBERERER6YRFBBERERER6YRFBBERERER6YRFBBERERER6YRFBBERERER6YRFBBERERER6UQRGxubplAoYGRkBHNzc6mZiIiIiIgISEtLk7577lkRIQ4WFhbpjYmJielfM9szaX6fSdu2TLlNy8nr/IwhEpdDdiFSwWEm8sNM5IeZcBnIETORH2YiP2Imouxy4eVMRERERESkExYRRERERESkExYRRERERESkExYRRERERESkExYRRERERESkExYRRERERESkExYRRERERESkExYRRERERESkExYRRERERESkExYRRERERESkExYRRERERESkEz0pIiJx58xVBAnSaBYqhN3ywP7drvjzzANESa05i0WQlwcO7P0LV0M1fmH8Q1xyd8Xu/adw/9W/hF5bbllSwWAm8sNMSK5y2IdSAWImciFE3MHJ/bux5/B5+MdIjQZM5kVEJG4dWomRnZqg6bDtuJMkNT8TgdPLP0TLZt3Q/4t+6NGmMd4d8BOuZhucgNDTP2JM/9FY72WEWu06obGDMn2KytcVkwYvwInYYigedxxT+3yGjV6x6dMor7wqS8p/zER+mAnJVc77UCoozEROEm5txahPRmHpTz9gRv/WaP7+t/gnTJpooGReRChh23wgBrS2h5AmNWlIurYFm253xCbvMESH3MfhBe0Qt2capm/2hkqaJ0MSfHaPR8/xF9F81josGNQW1UuYZExS+eK3GUsR/4kLJn3YGV36z8LKL1KxbNJ6XOMOPA/lniUVBGYiP8yE5CiXfSgVEGYiKyofHHRPxuAd/+DPwydx2m0Kql5eg/UHg9SlnuGSeRFRFPb2xVG2lD1e3jQEPH1SCQNcxqJ9ZSsoravAeeISjGufgvOXvKB5MiL24ioMH30arRetwMBaFlJrBpX/Iez6yxaOdYtJLUqU/193tLyxDbvOJUht9OZyy5IKBjORH2ZC8pPbPpQKBjORGZPy+GDUMDQvKY4oYf+OM9rVsISFual6zHDpxT0RCqPs/kwlyjj3Ric7aVRkUg6VKpWAbYniMJWaoLqHbQtdcK31SIzqmJ5uFqrAQAQlJSAxPlVqUbOogMrlH+DGzccGXUEWhOyzpILETOSHmZBsvGIfSgWAmciQGczMpG/VhKcP8bTKWIx4315qMUyGtadSBcI3oDi6dWsFK6kp6aYbdhxKQL0yT7Duq4/RpZEjGjiPxPrzYekFgtLGFrYpN3DNK2M8XVoMYqIFJCTEQ6O0ICIiKlRetQ+l/MdM5E0Vcg4bZu6Bab+eqG8tNRooo7S0vL/wNrff+Tb+vUwxF3bhWImxGN05szIXEHbpAi6hPpp06YNZG3fiqKcrxtq6Y0Tfidj5UIBZ7ffQxxn447sF+ONerHrrDMUVNzccv2cCO3teUkBERIXVq/ehlN+YiXwJCL28E0umTcaSPQexduD7GPGbzwv36BoWwzkTEXMJGzaH49N5n6HGsyP/FISFhyO1Vlv06OKIomKTVV18Nm0kOjx2xR9/h0IwqYuRG92wvHUQVn/eEx+OW4cztx7Cz7Q5mjcukf5biIiICh8t9qHp81H+YSbypYRD048x8xdPXDmxCr1L+WD3up3wMuCH9BhGESEE4s8VvwJD5qJ/Nc1zB0awtLSEsaUVLDT+T02qNkNTx1RERUakX66kLN0GY9YcgOe5Y3BdOxjWPpdh1v1j9KrF8xBERFRYabcPpfzETPSBTbPhmDb8HRiFhCDUgE9F6H8RIYTixPfLcKnpJIx3spEaYxARIT5ZyQTlGzZCdf+7uPdfxpQMpjAzt0fVquVeulwp4sQ6rPVshMlT+6MKH7dMRESFlu77UHrbmIl+MEPFsmVhWa0KKmvccG1o9KKISE1NzRik8WeEEHgsGYElfjVRJ/ky9ru5wW3Pb1g7fQo2eaWkz2L+zgAMa3ERO3fdQuYZJZX/JXgVGYABHYtLLRlUfnswfZonWq35EeOa8pFpb0OOWVKBYSbyw0xILnTZh1L+YCbyJAgaF5KpfHD42CP0GNIHjgZc1SliYmLSjIyMoFAoYGGRceCcmJiY/lVsE4dMmt9nyq5NlFO7KLdpWSXB7/R+7F49HdP+LIUxP8zC0B6dUd9OPEUQiZPzP8TH844jJKNeeMa0wVQcObsY7aQ6QOW7F9NG/IjozgPR0e4xPP8ORKNvFmFII/G2eQExIfdx9fg+uJ2KQJ2B32BIawdZPtdXXG5v88b0tysjy10/TMsmS/3FTOSHmciPfmeSN/R5GeS+D9VfzER+9DUTlfdKdO/gguAmXdG+rg2SHj2GWccJmDOkKfT97loxE1F2uci8iMig6/zZSgqF98XrCFGUQb1mdeCQeXpJCMSVk/5QVHBErWp2MJea5UhcDoV9Ryw3zER+mIn8MBMDWAY57UP1GDORH/3NJAmhty/jxsM4KIuWg2OD2ihtIBe0iJmIssul8BQRBkBcDoV9Ryw3zER+mIn8MBMuAzliJvLDTORHzESUXS76f2M1ERERERHlKxYRRERERESkExYRRERERESkExYRRERERESkExYRRERERESkExYRRERERESkExYRRERERESkExYRRERERESkExYRRERERESkExYRRERERESkk1yLiBdfcZ3dK6/5enIiIiIiosKFZyKIiIiIiEgnipiYmDQjIyMoFApYWFhIzURERERERNlfeZRtEZGYmJj+VSRO0yTO9yJt2zLlNi07us5vqMTlwMvH5IWZyA8zkR9mwmUgR8xEfpiJ/IiZiLLLhZczERERERGRTlhEEBERERGRTlhEEBERERGRTlhEEBERERGRTlhEEBERERGRTlhEEBERERGRTlhEEBERERGRTlhEEBERERGRTlhEEBERERGRTlhEEBERERGRTlhEEBERERGRTvSkiIjEnTNXESRIo1moEHbLA/t3u+LPMw8QJbW+JP4hLrm7Yvf+U7if7UwqRD32h5+fX8bgH4inCdIkykO5ZUkFg5nIDzMhuYpFkJcHDuz9C1dDuYLKAzORnfg7OOZ2GgEqadxAybyIiMStQysxslMTNB22HXeSpOZnInB6+Ydo2awb+n/RDz3aNMa7A37C1RhpskTl64pJgxfgRGwxFI87jql9PsNGr1hpagYhYDtGNquOKlWqpA+O76/ARRYReehVWVL+Yybyw0xIrgSEnv4RY/qPxnovI9Rq1wmNHZTSNCoYzESe4nF5zWj0m7wbNw28D5d5EaGEbfOBGNDaHkKa1KQh6doWbLrdEZu8wxAdch+HF7RD3J5pmL7ZG8+KP5UvfpuxFPGfuGDSh53Rpf8srPwiFcsmrce1Z+GqA997D803e8DT0zN9OOk6HV1KSpMpD+SeJRUEZiI/zITkKAk+u8ej5/iLaD5rHRYMaovqJUykaVQwmIlcJV3fim1/hyG+EPTh6UVEWlrO/6e5TcvN6/5cVkVhb18cZUvZ4+VNQ8DTJ5UwwGUs2le2gtK6CpwnLsG49ik4f8kLmScjVP6HsOsvWzjWLSa1KFH+f93R8sY27DqXcapBeHwYR1WdMNjZCU5OGUNLR3v1nJR3csuSCgYzkR9mQvITe3EVho8+jdaLVmBgLQuplQoSM5GppFv4dXsMuvRxhKnUZMj04p4IhVF2f6YSZZx7o5OdNCoyKYdKlUrAtkTxZ+GpAgMRlJSAxPhUqUXNogIql3+AGzcfq0uRJNz4bT1WLf8Kzh98iblbz6jnl+ajPJd9llSQmIn8MBOSDdU9bFvogmutR2JUR56elwVmIlMq3Nu+BY/bD0KzIlKTgTOsPZUqEL4BxdGtWytYSU1KG1vYptzANa8wdcEgSYtBTLSAhIR4pCIeynqfY+Hkj9FIcRFrh3ZBh09W4myENC8REVEhlXTTDTsOJaBemSdY99XH6NLIEQ2cR2L9eY19KuUrZiJPKt9d2OTzDoZ2sodCajN0BlVExFzYhWMlxmJ05+eVuVnt99DHGfjjuwX4416seusLxRU3Nxy/ZwI7e/GSgRKo13Ughn8zF+v2eeLk70NQ8sRMjFt+8tklUURERIWPgLBLF3AJ9dGkSx/M2rgTRz1dMdbWHSP6TsTOhzxkzX/MRJaEh9j7079oMLQHyhSia+ENp4iIuYQNm8Px6bzPUEPzYmKTuhi50Q3LWwdh9ec98eG4dThz6yH8TJujeeMS0kyZrFGrrwtWT2yKB3+54yqfzkRERIVWCsLCw5Faqy16dHFEUbHJqi4+mzYSHR674o+/Q/nJd75jJvIjIPjgOpyuNgR9Kxeuu2kNo4gQAvHnil+BIXPRv9rLtyMqS7fBmDUH4HnuGFzXDoa1z2WYdf8YvWpld+uiBep3+x8aJcUhjlsiEREVWkawtLSEsaUVLDSOFkyqNkNTx1RERUZA425DyhfMRHbUx6D7t2yB2/KeqOfoCEf14DTLHdEPf8eIpvXQb+3N508MNTD6X0QIoTjx/TJcajoJ451spMYYRERkfxoh4sQ6rPVshMlT+6NKTgWjKgVmjRujrrk0TkREVOiYoHzDRqjufxf3/pOa0pnCzNweVauW41PE8h0zkR2lA3otdcfBnTuwY0fGsHnsu7As3R2zft2Gub0qGmwmelFEpKamZgzS+DNCCDyWjMASv5qok3wZ+93c4LbnN6ydPgWbvFKkmZ5T+e3B9GmeaLXmR4xrmvFINOHpZezbfQoPM8vE+PvYt8MPHcb0QQU+4zXP5ZglFRhmIj/MhOTC/J0BGNbiInbuuoXMBxeq/C/Bq8gADOhYXGqh/MRM5MYcpWo0RKNGjZ4NNe0soTQpijK1G8KxTOajfgyPzIuIJPid/gM7PW4iLugCDu1wx/WwzGuMInFy0afoP3sv3NeNRt8+fdBHHPoOxITDxdC8pbU0n4CYkDs4ud0FE5dcQuPv9+L7PlWeVYWpIRfwy7j/waldf4yZMBYjJmxAeM/5+LpF5s9T3sgtSyoYzER+mAnJjEkdfLlyKRwPjceY5duwa+tSfL3wPj5YNRVt0y/Ip3zHTEgmFDExMWkKhQJGRkawsMj4dD4xMTH9q0icJg6ZNL/PlF2bSNf2nOg6fxZCIK6c9IeigiNqVbNT14svi314FZfvRMC4VE00rF/+2eNh5UZcDnnzEj/KK8xEfpiJ/DATA1gGSaHwvngdIYoyqNesDhzMpHY9xkzkh32F/IiZiLLLxfCLCAMiLgduXPLCTOSHmcgPM+EykCNmIj/MRH7ETETZ5aL/N1YTEREREVG+YhFBREREREQ6YRFBREREREQ6YRFBREREREQ6YRFBREREREQ6YRFBREREREQ6YRFBREREREQ6YRFBREREREQ6eVZEaL5EIrcXfWQ3TdcXg+g6PxERERERyQfPRBARERERkU5YRBARERERkU4UMTExaQqFAuJgaWkpNRMREREREWV/K0K2RURCQkL6uChzmqYXx0XatmXKbdqLdJnXkInLgfeTyAszkR9mIj/MhMtAjpiJ/DAT+REzEWWXCy9nIiIiIiIinbCIICIiIiIinbCIICIiIiIinbCIICIiIiIinbCIICIiIiIinbCIICIiIiIinbCIICIiIiIinbCIICIiIiIinbCIICIiIiIinbCIICIiIiIinbCIICIiIiIinbCIICIiIiIinbCIICIiIiIinWhVRKSlpUnfZXhx/G3L73+PiIiIiIhyxjMRRERERESkExYRRERERESkE70vIoTQ01g/bQIW7buHJKkNiIf37rmY8O1v8IqRmtSEsNP4adpELDngA5XURm8Hc5EfZiI/zCTvcFnmHS5L+WEm8sNM1GJiYtJiY2PT4uLixBsP0oeEhIS0xMTE9CEpKSl9SE5OzjKoVKosQ0pKykuDIAg5DqmpqToNOYk5OCqtsrFRmnX3dWkPUqTG5BtpyzpapsGiVdr8i4lSo3rew2PTqovzvrc67V6y1KhHxGz0RWHJhZnIDzORn/zIRO7Lkuul/DAT+WEm8iNmklMuCrGIUCgUEAdLS0v1fIC6iEgfF734NdOrxkXZtWXKbVp2cpw/wQf/uJ5CTJ3u6N7YDsr0RgEhF9xw2L8MunzYGuUyGqV5PRFX/wP0aFBSatQf4jJQZyaNyVwhyYWZyA8zkZ98yUTmy5LrpfwwE/lhJvIjZiLKLhf9LyIKEXEZ6M3GVUgwE/lhJvLDTLgM5IiZyA8zkR8xE1F2ufDGaiIiIiIi0gmLCCIiIiIi0gmLCCIiIiIi0gmLCCIiIiIi0gmLCCIiIiIi0gmLCCIiIiIi0gmLCCIiIiIi0gmLCCIiIiIi0gmLCCIiIiIi0gmLCCIiIiIi0gmLCCIiIiIi0olRWlqa9G1WObXrIi9+BxERERERyQvPRBARERERkU5YRBARERERkU5YRBARERERkU5YRBARERERkU5YRBARERERkU4U0dHRaUZGRlAoFLC0tJSaiYiIiIiIsn/iKs9EEBERERGRTrKciRCJ32cS2zLbM79metV4Jl3bc6Lr/ERERERE9HbwTAQREREREemERQQREREREemERQQREREREekA+D+cvdoHaemy7gAAAABJRU5ErkJggg==[/img][br][br][br][br][br][br][br][br][br][br][br][br][br][br][br][br] 图 5-2-8 合并数据
① 合并战斗的类;[br][br] ② 合并协作的类;[br][br] ③ 合并发送消息的类,如表 5-2-12。[br][br] 表 5-2-12 合并类[br][img]data:image/png;base64,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[/img] [br] 至此,我们已经将用于决策树分析的数据准备好了,生成的决策树如图 5-2-9 所示。在生成的决策树中,最重要的一点是哪个属性被置于最上面的节点。这个属性就是通过交叉列表统计测试所有组合后得到的那个对 “登录密度”影响最大的说明要素。通过[color=#0000ff]图5-2-9 [/color]可以看出,“类的个数为 4 时的协作主成分类”对登录密度的影响最大,其次是“类的个数为 6 时的协作比率类”,最右边的类在第 2 周的登录密度在 0.7~1,这是一个高登录密度的状态。 [br][br][br][br][br][br][br][br][br][br][br][br][br][br][br][br][br] 图 5-2-9 决策树
[br] [b](四)研究每个协作主成分类的倾向[/b][br][br] 下面来研究类的个数为 4 时的协作主成分类的特征。首先,画出每个类的平均登录密度,如[b][color=#0000ff]图 5-2-10 [/color][/b]所示。[br][br][br] [br][br][br][br][br][br][br][br][br][br][br][br][br] [br] 图 5-2-10 登录密度
图中,横轴是类的编号,纵轴是登录密度。可以看出,类 1 和其他类的登录密度差别很大。接着来观察各个类中协作行为的比率随着经过天数的变化情况,[color=#0000ff]如图 5-2-11 [/color]所示。[br][br][br][br][br][br][br][br][br][br] [br] 图 5-2-11 各个类中协作行为的比率随着经过天数的变化情况
首先我们来观察属于类 1 的用户群。这些用户从一开始就有协作这种社交行为,但是在这之后协作行为并没有增加,2 周后这些用户的登录密度反而变得很低。反过来观察类 3 或者类 4 的用户群,这些用户也在初次访问游戏时就有协作这种行为,而且并没有就此结束,在后半周里以及之后仍然保持了这种行为,到 2 周后用户的登录密度就变得比较高了。另外,通过仔细观察,我们发现用户在初次访问游戏后 3~4 天,协作行为发生的次数增加了。由此可知,“协作”行为逐渐增多的用户更容易稳定访问游戏。[br][br] 通过对社交行为的行为日志进行决策树分析,并与游戏策划人进行讨论,得到下述结论:[br][br] (1)对开始游戏后第 2 周的“登录密度”影响最大的社交行为是“协作”行为;[br][br] (2)在开始游戏后“协作”的社交行为慢慢增加的用户在这之后会稳定地访问游戏;[br][br] (3)初次参与游戏的用户尚且体验不到游戏的乐趣所在,这种状态下用户并不能充分体验到和朋友之间发生协作行为的好处;[br][br] (4)在用户开始使用后的第 3 天起,为了鼓励游戏用户相互协作的社交行为,调高打败敌方首领的难度;[br][br] (5)第 3 天以后,为了促使游戏用户相互协作,把向他人寻求协作的按钮放置得更加目。

Information: 四、考量实数、比率和主成分