前面一个博客我们用Scikit-Learn实现了中文文本分类的全过程,这篇博客,着重分析项目最核心的部分分类算法:朴素贝叶斯算法以及KNN算法的基本原理和简单python实现。

3.1 贝叶斯公式的推导

  简单介绍一下什么是贝叶斯:

  

  让我们从一个故事开始。

  1 看着后视镜往前开车

  想象这么一个场景,我开着车,经过笔直的大道,快速地往下一个路口驶去。我知道,到了下一个路口就要右转了。
  这件事情很简单,我坐在驾驶室内,看到下一个路口,往右边打方向盘就好了:
  
  突然,不管什么原因(这故事是我写的,可以安排一百种原因,干脆就不解释),反正前挡风玻璃碎了:
  
  不要纠结我这幅图,反正你已经无法看清前面的路了,那怎么知道什么时候该右转?
  还好,开车的是一位数学家,智商及时上线。
  数学家根据自己的经验,估计这条笔直的道路上:
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" alt="" />
  这也就意味着如果随意的右转,有的概率是错误的。
  数学家从后视镜看出去,发现后面有一辆车在打右转弯灯,他意识到:
  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" alt="" />
  新的信息出现了,此时如果右转,错误的概率就比之前小很多。
  这种思考方法,就是贝叶斯定理所阐述的思考方法。

  2 结合开车来理解贝叶斯公式

  我们来看看贝叶斯公式是怎么写的:

  

  先把刚才的开车给符号化:
  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" alt="" />
  我们再来理解下贝叶斯公式:
  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" alt="" />
  因此贝叶斯公式实际上阐述了这么一个事情:
  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CABCQwBQFFwxTFbCYlIAEJSEACEpCABCQwTkDRMM7OOyUgAQlIQAISkIAEJDAFAUXDFMVsJiUgAQlIQAISkIAEJDBOQNEwzs47JSABCUhAAhKQgAQkMAUBRcMUxWwmJSABCUhAAhKQgAQkME5A0TDOzjslIAEJSEACEpCABCQwBQFFwxTFbCYlIAEJSEACEpCABCQwTuDcRMN//dd/Lf/5n/+5vNALvdD413qnBCQgAQlIQAJDBByHh7B5kwQk8D8Ezk00PPnJT17e4z3eY/miL/qi5YM+6IOWF3mRF7mUhfDv//7vyxu+4Rsud73rXZd3fdd3Xd7ojd5oeb7ne76Tfutf//VfLz/xEz+x3O52t1tudatbLS/8wi980vdtPRxh9/zP//wX9v5ZXvz0pz99efEXf/HlTne603LTm960me2nPOUpy1Of+tTloz/6ow/189R1svlBKwl+93d/d3nRF33R5eVf/uVHH3Gy+/71X/91+ZIv+ZLlNre5zfKar/mah7ZmXT8ubhj//u///nLb2972QvuxtVw985nPXH71V391ed3Xfd3lDne4w3Kzm93suAAu+dOulnH4j/7ojw7t8/M+7/OWt3/7tz+U1amv8x6H/+Zv/ubQ95d90N/93d8tj3nMY5a73OUuy2u8xmssL/mSL3kl67Sv//iP/1he4iVe4qQ4/uIv/mK5/vrrT9qPw/sZz3jG8gZv8AbLLW95y+VGN7rRZp7+5V/+ZXnzN3/z5cM+7MOW+9znPstLv/RLn5TBeT38uc997vLf//3f3f0lHK655prz+rznec+5iYZ//Md/XN74jd94+c3f/M3lZV7mZZbv/d7vXV7ndV7nTBn/xV/8xeXP/uzPDhWo56KR8s6HP/zhyzu+4zsuN7nJTaq3Pfaxj10+8AM/8PAb3/q0pz1teZM3eZOeVwyl+e3f/u0bdIqIqs/6rM9aXvZlX3boeaM3ffd3f/dyr3vd6yDq3uZt3mZ567d+6xt0WKPP3brvn/7pnw7lMGK8/cIv/MKhfF75lV/5FJ9WfeYf/MEfLE94whOWxz/+8cvP/MzPLDe/+c2H3k39op5xfcAHfMDy4R/+4ctrv/Zrrz6LjvLLv/zLr9TJL/3SL13e6Z3e6VKJBwT3q7/6qy8wwihjwL/73e9++GYGOzpGBEVc/O3f/u3fugw3BlIGUVg96EEPag4wNZA8A2cARmNcODHe7/3e7yDgvM5OIIxSnvQJn/AJy8d//McvL/VSL3V4MIbIy73cy93gJdddd93hbz0i+Gu/9muXT/u0T1sw/F/1VV916GO/+Zu/+eAMiuse97jH8tmf/dnL67/+6w8972q76TKMwz/5kz95KINv+IZvOBiBNWMR59X7v//7H/parrd7u7dbvuIrvmK5xS1ucTLk5zkOYzAzdnF94id+4vJu7/Zuy2u91msd/n/5HV/91V99xR75yI/8yIPjg77/3d/93Zd73vOeq3bMWUDF+EQ/jj1AO0HEHfP6vd/7vYNzgQsWjBfka60vxiH1aq/2alc+ge966EMfuqtOfNd3fdehv9lq789+9rMPRnkWaz35xr6kTuMcj7Jt3Ycwo55//dd//cGRRT3/9E//9FUBwTsQS9gLlFHUmdZ7jvn7uYkGPprO4k3f9E2vfD+VZqTzZ/B/xCMecahkXD/1Uz91mBFoXT/7sz978NJyvdiLvdjCAEejKzstCpJCCSON9KSlYZ/iKhsDDfRrvuZrlld6pVd6ntfR6TPFvLdC93w3nux3fud3vpKUio/XMBt6Pc/pTYPgI4/8+7Ef+7HDexB1eFkQLS/wAi+w+qjf+I3fOHhhTl02PJ/69iM/8iPLIx/5yMOMUFy3vvWtF+rUXm8lnqK3fMu3vMGzqI9//Md/XC3XmP3Kxi7MEODcd1mu8jsx8BnwaF8x2DHw06ny3dS1b/mWb1m+8Au/8PA7hsILvuALPk92SgMCQ/RhD3tYl6FZPoxnIRLo3OPK31ljyT0M5De+8Y3PxeN5Wcpz5DvKPuRXfuVXDoNheI7p2+i3Eci/9Eu/dBCX1GU8jswArc10/tzP/dxy5zvf+UrfjWAf9T7ThhGg+aI/ueMd77ia5T//8z9f/vAP/3B5vdd7vas+xPaix2H6gA/90A89sMbLjPOEGdfywqOKsy73e61yGqmzcc95jsNlX4nj89u+7dsOfVr+DtoL4yGeeK7sPOL/0y5OIXijvw422ALYa8ccb37wB3/wilMp3oNd93Ef93HVYvyO7/iO5R3e4R1u8BtjCX15a5YibsJhjEjbchYgxr7xG79xwcHQ65jLNiOMvud7vucGtu5WvcysP/VTP3XhH2NN7Yo+M37DJn3iE584NBaOtpVzFQ1lQwlj/3M+53OWv/zLvzwYAjHtQidNRcieKQxmCvOBD3zgDfJLhaYzaXl9v/iLv3j5qI/6qBvcu9bo8IrlEAsaNTMOuTB/7dd+bfn2b//25UM+5EO6DEfSf8qnfMrBA4fIiYr+y7/8y1dmXchf9oTlj6UTZeDEWPzcz/3c5cEPfvBRB7A84MP0W7/1W7srflkBw7O8ZvjTyB7wgAdc8SRhOHzBF3zB8i7v8i6HR/F+FDh1pryYmWCg+au/+qsrPzEIUb5rjS0SYjA87nGPWz75kz95eZVXeZVqu2G6EG/Dz//8zy9PetKTDmW8diEcMIz2CCvyhPFBOUZe+S6MptrFt+TZlFGxMtpJ9N6X2zczVgyCzCBR1niFYmal93lb6Sg/ZuNGLrw1zIhE/am17fxc8sHMJBcDV+/M5si3Xe335D4EoY0nmav0nh4jn3/yJ38yPMuIUKX/jGvL+Mr1mn77B37gB3a192Pk9ZjPuMhxmL6AtpT7VPp6DOWah5k6xOxgXMywYjiX7ZO2zHjRM2N9Gcbhtb6SfGXRkGcZ+C0bmD/0Qz+0vNVbvdUVFDgTW+Nfbz3K76HO46GvOcewyd7szd7s4FDF2O/hH99QOhge9ahHHeyztTzggf+Mz/iMK1nYspW28oloQDxwve/7vu/hv/PMQCmY8rMQG//wD/+w/PRP/3QTJXZdz0xAvA8b6FnPetaV0H1EGu8jz+/1Xu91eB+zrTi5uEhPX3T729+++S3HTHAy0UAF5soVoDQe8D7RQCKEAQgICf43psdQXQzSGHAY52sXRslXfuVXrirOsrOikvz4j//4lemx8rmkf5/3eZ8rRm32BJA2N3qexZR5y/OFAfqe7/meh1fhYfmyL/uyg2cZMYL3lOfgBcITXV5wxHghXVytPOytKLkR0wnwvb0KvnwXwu6rvuqr9n7CDfK2JRowuPPAgyH967/+682pWtYGhDBBeNFpECLzp3/6pwfhSWcQU+K9H7/X28HMBd4hwni48Eq87du+7errSo/MZTVcc5uAMbNzEXbC9CsefrwwiAdicukQufgbIgCHAeVIXccIeO/3fu8rbYWOM/oS2gcGBoNVXEz3966TYjMG3hcDB3UdIVm2O95H+AxhlVmgEsbHNLLX8xLIfUg2xDEumEWkziPwcYwQooqjiItZJwQGhgn/MD4Y3HkGF0Y+Qo9+mQunBOUfhkzEevcYLVGueZYb4c/gW9YBZr4wZj7pkz7pSmaZLWewXgtvvUz14rKNw6VghyXru9Zi9HO9gWspGpgJD2cLxi19aWuN2GUYh/MsStlXZtFQ5jfPNOT2hV1AH4bIOoYRmQ3nNVugjMiAP2UZ4YitdpBnnAg7Yvxda7/MQCIeY6afcQJHxFY0wtr7c4geabCjGPcj/CrnHSEUIVTkNxzWCBjSP+c5zzm8Jv/G/8+OPdIwQ0AdL+0p+qLP/MzPPMyW8B2M7dRfHJcIhZhlYyylz4zZed5ROjp4zw//8A8fHL2nDLc9iWjIBYxBQOeaB90oTH4jpj1fCIbf+Z3fOQwYeI5rF8YGChvD6xVe4RUOz8D4XvPU8oxy5oCBgArAIFEzjDEsPuZjPuZKiBJGBvFzFAwDydd93dc9j8cjpuLXKmuprFuNqud3nskUWuvCWP6+7/u+Q1oG7zK2mPvz95UiKZ7P4EwlZzqZWQ+Y1/ihkuFBw4qQg8///M8/zBRxPeQhDzk0gGh0MKURRKNsiZY8VUkDZX1Da7Ao89hiFr/jNSfEgjyTH+oodZcBGbGBCHiLt3iLboGVB4WWl5tvyB6WMiwJtogl6mtLtPbmdzRdFg1l/Ym6lb0p4fEhLQKQNQ8hDPhvBiHqRKsuROjL6HeP3IdHKMfXjjzj/+I9a6Ih143wnuZyC68c/UHssIcBSPgoV8trd1Ynxd6yaDmp9j7vFOkv4zhczhz86I/+6MEbG2Kw5EAfiziMWVkEO31tiDsce6XzqDUWXOQ4HPnj+wnRI1+IBsbFGEdzrP/WTEO0iewI4/nkn7C/fMEXJ2nNcC2ZY7gzxsdYTT9MuDR9clwY64QI4nTLF/07BnIr6oN7sgDCaI/Q8VpbiFDm+A2BdO21115JyjjMP2ybHjGfZ495SBZnWTTkfof883wMecZ/+ET/xDNiPMP4Z0yOhdplpMBIW+eZOA/ve9/7HhwvhM9jH2fbK95PGcDzFV/xFUde1bznJKKBt1KRgUVhoJrwqmNwctGZUXmZTUBM4EXC+Pznf/7nQ2dATBlTxyz44QIQnXR4oUZ2F8oDEAVADC3vyfGSTVqNBCF41iptaZSjHvdcTIvlitC7ziIvton34fmlw81Xj2gowwz2xNavNcb4hmxEhDHNt9NwETl0RFH25axIb1xfvo/ZHjw0GCn8o07iraZD4B+e75G6VpYpeWDGDNFBo2c2LabcI0aXTpGOHm98XjxKe8BzEB7XchDBQxEeed5B+FuPt7Wn3v393//9QfgxSPdc2TDE0Ofb6OhYUM9gTzwqbY86hMiP+kBaZneIXyafzCog1BhM6SBbwgq+3/RN33RwIPCt9DmsiamFtkU+eGcYIgxAES+fPc1wZGDEkMVJwfN4F4YM3ryewamH22VOQ9tDjEdMdetbc/viXtoUnj0ELU4e+tsYoLN4JmQExw6zzvzDw0faj/3Yjz28shW7jaH1W7/1W4f6yowz9YHxgjIrF1lTrqyhCgcFTgfSE2JI2TJeRRuiPuCZxtmCB5VZSeoA/cOWk6rF6bx+v2zjcHaAIAaoCz0hHHt4tWZ+z3scxqPOuoQ8duNoihAX6lKssaEOUmZx4ayK+6jHePLL37BtyosZGOp1XMxs8P9rzts9bHvSEmGAvVZeiAk4EIJE/8nMIjMH2QBmvRP2IO0xh6Vl+w2bg3EzvOnl4n7GnNoamfw9ZYjemmjI/U55DzYtfRrvYiwIEZTHuHgn66H4XvoVbIoYm/j/9HFw4cIZRf7od7CH6cPCkUI/FKFJcLr3ve99pa9CKGI7xHVK4XAy0RAfH1NQKNXIcPxGbD8LX2gYKNu8yCWr0NJQ6qm4ZZr8PCopgoQKi7HIoIiQKS8KNC/MizRhLIQREfehvrcWdufOqpyS7MlTWWlb3rf8zBzDi4efRlKu8O8RDeViMRo3z+sJY8qioWYElB54vAH8LU+3fsRHfMTy6Ec/+rCANhZtr82K1JgeMwSrp8xIk9ei5Hto2HjeMEIYTGNxbl5Ilb1O3EtbwSPD7BqDCB1JvvJagt7vW0uHJwwjDIGdO/C19GV4EjOCtHm8URgI/HeeaciigZk78oWhSL0kdCg6wVocc+0bcggi9zNTWIuPjXAvWGKoMlATFoiYKXdzCe8NnTTb3c50zkx44xBihF/2XLl90UYRgJQp/w1D2n1tpgHRwMDK9ppczOziJKGf7l2zxn2xyHdrgW3eiAChzi58eKuZRWSQRnzGFY4MnocYOeuOfz0MT5HmMozDZT9IXbnf/e53iJfHoKVttcZhRB3tnLE5QlMQcvmiPdc2EYk05z0O04cTanu3u93t4JRirGTNJtEOXNRvDEf+DgMcKOEkon7i4OA3/oWI5j7smNpuUhjROJIirCbyTRvDYOUb+F+eV7IjLWxxuoRDlXVUnfYAACAASURBVDEFIVDOBvEMDNr8d8qP9lMLG8phYbm86PtxyiAEsuceZrR/vrdcZ8CYgrjHsUe+yjUGhOmw2cjWhaEeIe95/VV+F2HxrD8sx3HsN5yusGFsY30JZYP3vyYauB/hw3fj4GT2hrqcRQP34aRiLS2ChPEL+4p3lc7Dnj6CjVt4xrGvk4uG3FFQCeh4AVV2IBiAVJ5YCJ0LrtdoWIODqsfwDJV91h0YMMDplO5///t3Gcu1zgpDd+9MA8xoCOEhbXnfMo/cUa6JsL2ioVy406qcI6IBT3Pu/NjqlA6x51tr3zN631be8Azh5aSB1vZPru1+1GLFTi50hsT/s2A8BpdsvFMfsueJNHtmfra+IXsEqe8YzOVVW9TYyheCCIOemQYWdREbzqDIzBfefgYq/ptBK4y3Pe0fEYDnkraOIUL4Q/bwlbtP0CfhuGCWht3SWKvA++nAy5DGY7FtMboMvzPLhBHN/3KthY/kHel6v5uBEy8ZBnkYQVk0RL/COoKtQXjtfYiTWINQOqtqs64YGIiF8HjnBZb5Wbwv+p/evF6WdJdhHM51hbaJ02t0Nx76VMoYu2HvduhnnWk4yzgc9SGHupThlzmcpfwNL32EbRMCwzqfvRfvZiYPgb42i8xsN+HEXKWDM9YysJEIRndv/PxIWBhOAJw7/Is1gKWTEodGOYOCLVmGTpWcEFeEnCMKEADh+AwHM3WTsQdWrRkaOJCesWRNNIzkn2/m/YgTxv5Yx4pYpBwQadiEITJjLQWObUK+jxV1kNmdXDTwsrziO7zjGFmxxR27JxHjnq9sYNZmKfY0lFxYre0VW8/NW/9RkKjG3oNWRivN2jeNioY1I6zHoM6zAWuNY+17zyoa8i4bPd9a+45jzzRkIxRjhzIp14uUooH6jrEap7PSsBkA857klBEhITGFS4eE2C3PpCh3uWBxaW99XCunvJsXaRioOM+gduGhZUqVPOP5oROmg8UzS+dLR0znxU5HIXZ5DmUZHXEpGhC1zFLE7lZ7DbVYdM178gJ5BmMGiHgvGxAQLlbGBHMfggHPUMx28L3s7sWAVdsWttVvXG2/wyXHiuN4qa0ZYuDlnANCdaijhN5FWCkCjLhjvGSE3+XFxBgBOTQU0UBMMp7GaOdsVIDA3Gtglotn8XASisqVRQBlibcRT2bezYx0hPlhOCEkwljBs/vBH/zBQ4baZSj/ix6Hc1+1t02X/PIiWvpTZgR7zvrgORc5Dkc+2LiBLcPpizDKqaMxK5rH2PK3HDExahdFuCztln4Wr3YZIZHLqpzJL9cX4A3Hgdrin7lHjH5eNM04QihrXIyHhJox080sDRfOnbyDEn9jhjKHYjGryQzW1oWxzZkvhP7m2Q3uySG/iBb6NLz/7PDJGUFcEdocM2P0jYwXW06OyD/9JFEunMNFmfPMGPuZ2cfJFX8jLXWDfiochHnXrHJjgT2RH6N90rmIhhwHHwteYmCPQZ31DgxMESeaG0dtYU9UFqZ58Mbiuapd5ar7MtaPe5iGZ/u+VowyxgJKMhs/LIbEyGrdW3ZWGJgx5b/mxcv5idkZvAMxiP1fEA2Ue+x6UwtPyjMNeXvTY4gG+NLB0NnlRV49jQljmHLDCxDlwX014VCKhtpMT+6k43cMKYwrrjWhl9vJSMhbLa94NJiujas3PCV3YKWH7Du/8zsPnq0s/GKHNNLi5Y8dpXg33qsIBdkThsc3l0YjU8yxWxNlhWDDi8aAVe5ZTyeNQYL3kj6Ftr53V5Ce+nOZ09AvlVP7vSFqOQwyz+hmz2rU79ze8ZoyYLK7HNP93//933/YPYT2OVKvs3DkfoxU2hAzG3FGD04fvgsDIwsk6gftkXoX3srR7R0vUzlf5DicDc3azjeM07Q7wnO2Ql35jZAYBFy+6IcZm3uuPHac5zgMf+ocdR17I8Juqe+0rxAN/B4x+eVvub8vw08INYqwoxaHMtwFG4p6H9eWaMjiM9KvrWPI31GKhnKb3RyKG7ON2FVx+Nmak7IMma7Zi8wORWgptlQcZMv30b/Tz8TM9tpmDq3NOYJZa6aBvJHX+J685Wr8Pf5GW2GsYk0VkQw4Wijj2P4/bwgTYfetsj/r7+ciGmJqFKOCBsGC1tirmQJG5RK7x4CO6mVLvtai2dgfOLxVa6q7NApYZIdnAqUYVxz40QOTAQeDgnhbvoF/fEPPYWtn9XLT0GMxId96StGwNlDnLe7OMtMQO/4QesQ6Bby4HG4WojG8G1k05INMjiUaesp8b5rSwN9adFXrpOP+CBHa2k42txNm0ei8Wx6frfwwo8B7qd9xMeOBN6d1ZZGztntSbSE0340xF7s/MQvJQBDx7SEamNVha9qtrZL5xloISv52+gCm9SmXWIDG73COU77D6Py/sC9/q9zy74QjIdZw4OQ60DPdX3JfW0RYWwhN2WKY0xfjXcQwYUxAtEW7x2BkbGBqnlmArXqeDa9a/mk33M835gMbw3hizIqQCM6riXM69rCspSUki6t3YXk8AyHXs65o6/suchwuz8VgoSyzj3hbuTDI8DL3rp2JBcJ4f1mTUnrktzhc1DjMezGAMQzJL955ttFkLWc+Myi+j5k6PM6xJT15wsvOWgjEAwzDwx4Gd++2szyr3Mqb7Y+ZseFaEw3lWIY9hOHas3tgKRpiQ4woqzKKgf/P2r1Yn8L9tZ0iS9FQhm2VM+e1uoE4o+7RJ+TvzA6r2pbi/A3vPhEBbKhBnW6JBt6P4yQ2dsH2IUyXKyIMWLcZf+PvOKfJF+MVZUOfxGxwPvPkrGH3vX3bSUQDFZg40dhyisGEwqbwGYzpOPEycrEIioYQMVn8jeltKkLE7lExy0XUZWfPfeVuQmsx1+V2XYSJUPi1ePQaSL6NxVb58Lce4KWhyyDZM8sQz8bDkref2yMacowiHgp2DiGcJC5mUTgBMTjjEcE7Fx510sW2qHGgTEs0/O3f/u0N1D1x8WGkMcVG+YaHj06fb4zTLcPoxFjNQiIU9jFEA++g8R3zYjAow1f2igY6FMIpYrcLhC9nBdSu2gzFaH5olxiMTNvSTvH8xtVTT/NCt3KmIcqrJhoY/Cj7WLuC+OAfxmPMTNBGYyaCvzFlnKekyzzT6VLfSIsBCqc8I1Sm53cMVvKMscy0PW2AAaG3XxjlfpnugxkzrwjHvBsHdYK/bV3lOrW1AbcmGhgQmaKnDDCi+G8MIERDpM8eTsIU+J41r3Rex0YYBvWXkKO1i3pCX0DILIMv/42hy/hEPTjWheEfmwuw0UDPxWwHY1bvbE8887KMw+Wawvi+cotyZp33xGHjcKS8emb5M+eLGIfzmQYInphlYAaUdgMjLuyKODOIMZEFxczSMBMTv8GJtsHuOtyHfZTj+gm5QRC0dv4rx6Va38w3ZQdQFhq8lzKIfptv4RvXzk7YKxoY+wn/Zk1fjNW1GP0sGsqdlfh+2OMMYAxhNoE+g93TYmaKMEVmueLMl/yd2Ghs0EGe4M2sJH0SfQL9EU5uNvHJV49o6Gn3OU1EyIQzBPb0z2Ej17Zg3fuO3vQnEQ14bmILsd4P2UoXO1yUaWh8uRJhXOYDpcpZhrIBjHxbDn3YO6BcVCxlXocxkuetgbb0FkTaUv3vfW90VIjP8LRkT8ixREN5yvfe7+xJv1c0YCAQnoMXoRbDmd95zA0DwpMZXs0cotQyWPKgyPfRcdI+YkavJhpiqp12TIha3gEjr3moMW7tqIPBhEDFWYE4Jm90rHj3iCeOnbfi2ZwNQ/8RU+H8nfQYprWTUHvK/WpLE2FJlDVXDlHqCVErt2Nm/UAslMyHWYUIyOkpj7zVZMkO4zCHhfL71gJ56iOGACEfeGxZ6Mj97MpEXpixyDMMhLcgWBiUIySQd2AUIaR7dofrKW+EFHWR58G5JRxCMPD9CPk912UZh0PA52/fs7lBLc/hPaYf6DlYNT/jIsbhPAav7XrENxKyQp8eF7Pw9EvZwVfyYHwpBXFvqEoumy3RwDhJnc2zQURYRBhVhJ9tbfW5RzTgEGL8wThHPLDeYc1JO7LOMof1lOHCZ6kfsSNfzS5CABFyGcKGssYJHA7z2D2JWUicVTivWFOFsAyRSb+WD3iLsTafC7GnjxhJexLRwIewwCcvcqHCMXDEqaDZyxuGfywqoaOn0hPnzBUe9fIU5jWDlXvWpjtrYTdMgYVK3oLI1BXfxGLPuPZ0fmVl5LC17MlvFSDhSdlj2jvTEMeRh6cVLwUDUN6OEq8EBhKKnIvGiorNsf6UE4o3FiVtzTTEQiO8EBjA5JNBPKbcqPgskozOECVP7Hmo9jjwK2+tmlmPigZ272IxI1fLIG+VR+/ve0UDC0AxKKiXGDMYLnxrbbvPY4kGwpKYCidMBEMm755EPmPR8Fqe13aIopzpLFkklrdUzs8hDYYUIoI6heGOwcmFx59ZF7w8ebaD9+H12ZptYFtDBlPqdExt5w0Y6LwRpay3IF6UPDM9j/EaZ1/wDQzc/D1vxdlb9ldLughLYpBipoErG8rUCerG1rU22NLPIUByaGX5HAZuQuvo06jztPvor3AWMJVfnruBt40+ZMugj7U01BPKnn6GsgwvI6EBiHN2iorFmSzqp4+L0Ff+Tr9B/T2GeOgVDmcRDMH3osfhcgeyrXETMY83uLXRAGMLbT+LPjzHvY7K8x6HMXoZc2MDhtYardjmOVi1DpIsxTr9J4t7ew595dlhkK6FJzFrjDM2nLC0O0JEQ1yXER2xw0+55ese0UDfzJb89L0x6813xHk6uf8YEQ35W0obLv9G/4Ewov+Jg2jj3diD9CfUWewk1sBRJ9fsIuoBdibPw5Yif6xXKJ3iODlwttAH1WbRauFW9Jf0sT1h8mcdk04mGmofVosJAzxbscUik7gvG0PRaPaIhlCSKDkMothrt7anP/G6eRHQXqh8f14jsXb/RcVS8j1UeDzYhCWtLSzP6nttTUNerNQKTyo55DKtxd+Vh7sRuoS3GK8gV95LeUQ00LkRChPCKDwMeCDp4PYcSU+nyfOoX62rNKgxVGIXBuo9hkj2cOfBgnfQqWP0ENJVxkIfQzREWBK7JEUISl5Iyve0wlO2ZpYQBRhceFlioTG7TcTmBbGVaRzEhVjCiOOiXWFMtjyyuQyuu+66g+DFc8wVu2kgfGJXDaaVaQsI57wokG9hm1bqRLm5QuvE9616AGPa37Eu+FFex7oIS4rQ0dglibrGOqO4WiFq5V7q+dvyOQ3UdRY8MyDHrlyEQiIOKTvKgN30ovwoK37rHRAxKgmjwDuPoYbBhjjEaUVfgihEjBJ+FOto8sJI2icGO2ly2CyOLL63dvbH3nJoCYdjCIa1bzrPcTgMYBwh7BYU65RKQ426hbGEwBy56Feoqz115DzH4bxLUuQrwqrWwofyYmfqK7MBa1tnZuco9RMnCeNyXIz7GPzMlpaCNxaVIy64h36W9/CPdRPh4KMPJoSc9sLfGIsYOwmTYszEmZB3RuPdlAdrTfIBiKVoKL3jtXVIEXYT4zaOR/rtnJdTigbCZPH406eU29OyRhcHB8Y/Y3RrIXSu1zifKee4YiYV51le11PuBAVz8h9nOpVthbJknQzjJTMzhIsd+zpX0ZAX8oZ6zZ4I4BN/SqXNK8rj9L9e0RAxlMCic6bhhBFSEw2kx8tNmj2e/ygMtsjqiassDd29oTFlzPCa8T9aSXoMcQw6PMcszKEz2bPP9siWqxgzsYVjbkBZ4Ow53K1cAxBbe9Jp0ikycG0tsMRgwHgMr1Zs25hn1Ur+e89piC1ZY+vW7PWP3cfiHccQDXRUeJppK3GVO+hg9IcHula/cvgRhhqeEuoI4og6wgJmjDU443EhHCkMCgQqdSoGxtohQD0zejgXMDCjvoRgYGCjHoXnmm9gRotZM6bVGRTyeRd8LyxgkNdS1baG7m1rcVBab/pWOqas4wyFVtrW71HW5WxSuYtWzELVnhd9E2WIhx6GGCGx1S7tjPupGyHWc9+fPcW1wxB7HBT0TRg1eUczBAObZDBTkOsFxhXiCIODtVflXu88g3U2xDNHvSFPhLGVWyq3+K79viYcTikY+JbzGofjXAZi7OFLnx3e71p7xiFFnUA01g552+LMuI0x2zMTdJ7jcISkxLcjmOkL6fPo1/n/W9to17amxV7BMGSWDU7Etq+FSucF/aP1dPS+LQ9+65m0d7YPR2jGuo5YEJ3P++I5pxQN9Fk4lXFCMSMJa+oY34SThTUPXDiESItTodVX5bVZ9DP0AyHG+G+cFuG8w7YJOxHHExEgEaaZ+9Q1nnmBd4t57+8nEQ1UZDKOIR2NmP/FeGJamIGDKRkWuOBZAEpcQGJBbmy3lwugRzTgsUCd46GO0/xqW3meZYeZXrhlurPEytXe2btPM6EuhHdg5G8NeD2iIb4DLwLli9BqLbiqGbitE6ERlSyGZKcq0uaYZjoNQnXwOnDt2ZJxTTSMlin3teJqS9GAUVAeSIShHB6GMsay3Bc7DKxyt5oew7rMZxizpUGIQZq9dlsx7eV3wIN2TDlhMOQrtqSl7tKh4enNnrHazkdbi+B4Nucv0IGWMe8hMvOBSLVypv7wnXj0wkCEJf0Ii/6jXPbUs7PUp/O+F68UswqlKERowSSurXUtNS8h7ZbBNvYgj+cwwGIMMBuA6MYjlvuQ2rOY/dma1St35+FdsfMVonDrhGDCLJiBYtzCaRVtmrqAYyZ7GI/tqCmFA0YHfEbWMJT15iLHYQxbHCv0fYgHPN1bISHnWefPcxzOO8rhNccuKkM1WbPHDpKEueCUYhF+PkyMMStObqad4ODImzq0+n1mO1oLzPmd9h4h4bXywAnEuN/rWC03kMjcEeA4bnIa8syao2h/5Zas2XmWHU25v2gZ7JGvrbpY7tyJMIhw2bV6SnslDDtOsF8Lnc8zDCEIY3yKb8chFNtAx85x9M0huGHH2Ea9YeaBWQdmH/LFeEhI8+1ud7ujr8k7iWjIU2Z8PAY6nW15qh4DMsYf26bFhbFC7FwcY75XNMRBH9lz1RINeDcIfcFw2Bpc+EY6Yowhwp1Qnb2nIXJvrqiIpjzNhnLFA0SFwGNWXjRUdlXIK/VbnQXPKI2wCL+ImZf8nl7RUHov8MbyLS3x0JppyKFPNBbi/fDClIsgaTzwi7Ul5V7Waw27NN7ZgYdyxGgKg5PGiMeqjF+MZ9K58p10WvnaOlBm7zkNtXLN7GILVtoZMZ7x7T31IX9znPqbw5Ly73hi87aba+EpZdwybZZ4TMJLKD/qHO/Aq8J/M/BQvoSMsOArsyzPWOB7WsY697C7VBYNeDURG1y1bZfzdna0KeoSxm3syx8s8wLGcne28zR0TvUuBmIMVbxY5eFtsc4l3r0VopYPTYs+DIMJA4j7mHEgvA4BhlHMYIZRz8wenrzYepN3laFx/K21fisfyET6vFUu9TaLvxCpMR7hTCFkkRAD/mGQxbgDk9jWkHZHHautLTpL+YRwiLZ2DMHA91zkOMxYQvgFs7LhqGqJBvoFbAHKrhVmhCMFxyL9Cu18T8jYeY/DGHaURYSK5PczlpHfEAVR/0MU8HucVM5v1D1EGONNXL3j31YdzeImNqGIAxixdzDuMYjLnSf31Puc7ziHIc5o4jk5PLlm/JchsLFOLc9MH1M00I/hTMOJx1gGZ8YsLmZU4728kxlIjPS1w91ijSdherF2irUNeWFz/nbGVBadxzlBRBhENAT9UY5sYdyi78DOJoyMMYz1KadyjJ9ENACVBa4YWHiDAcMWqzRsjD2mrxET7GSCwRbbbEYFzEZW3qO+Z6aBZ2Dw5Y69JRryFCLfxULZWByUGwXfz8wIi3Piai0QzffnRkMFRKjETAyVE88mFY/py9o0Kx0PFS2Mo9ohYbVGnA1ODDBCOFjYU169oqE0guOchdaR5VuigUWr5CsWWWO0sXc1MbCxUCiMERornQ37FGN0EDYSB4FtdWI57CFCUFjcSggCdbLWkdWelzs3fqdOIHLXrr0LoWvGPwZXsOE7+V46jvh23r1XNMSpv2tbaUaMe+QLQV7bXz46TzozjAQGvAgZwyDiHjzF/E7Hx+/MDkQbIwwkOrnRHc9yuBqx8nk9Av0BwgCBhdcYcQs36iuGSpQ7ojy+iUGAdS70XRi9GCkYuhgzOAtadX3PYHpRaWNBHWFItTMAqOd5x541YzbaFfwod+oDF8/nTAX6X2aUcMpQb+Msnojdpi1yPgZp1rbJbomG3MZ4D6IwD6wsUKQNMebghKC+YHSSBvEQXr84cJA+jVkW+mG8hvydNs5ATLthpuSYVz6BeysMbO87L3IcxlDK7aQlGoI9ecQrzzqWtbBP+vyI66ZPoQ/uXfd0UeNwlF1+f+9Bn7ncc1+H4CA06Sw7vNW2XsXuit3scArSVhmHuUZn2/YshK4Z/+VBvcGu9dxam+mZaYhxgfUaiIHSeRXPiN2QCHmsiQY2YKDfwb5hRpS+JUQu7HFcIqzhjDMtjH0cLohGwnj5OyKutAsJ+Q2nG8+O82f29hN70p9MNPAR2SNNJSCWiwVuIRr4GyqJtQwopDD0ywWxTM0Aslc0lABaouGs05Wt3RD4Hio8FYpdWqgEDFgcMBUXRjNGIRULLnSI+VAX0mH8YBDRgKkcsOyJ4WwdlFfrzLbWCZSdTE/+eUf+DkLHMMo4+RUjAg8kAwENAMOMwaLcWiy+k84CNU39Yiqv98oH09Ep8t3M8ITh3eul6DmBMn/TMURDDlGKssEgGBUNEZZULu7K3007zAtha+Ep4c1kIOF31jJg4OVYTJ6Z1zzAD0MxH0wT6wXooKkPMdtGmZDH6ANoRwgLQh+yJwVjkwPiEI+0ra2rLI+8ToQF7qxRKmfiIj6b5+J5I15/j3ezt46eZzqMLGabtg4a6zkZnDSIDgZNvPax2LU83I3BMZ+7kGdxKGfaI/WJQbh0FORnMdOHQyofiAU30hD+QQhAy1O9FteOh49BnsOacvmWYiZCX49RXrGGgXVD9IO927H2vvuyjMMt0bC1kL6VV+oP9aK1xu4ix+HaONuaVa79njm2ZmFb3Pi93CmPdogzFJuMC4MVewT7hPoJ6zyD1POOPAbw362ZhLWxOH9r9AnHFA04tJgNYOaRb2CsCjFQnj0U4q0lGpgNw05BQDNDxPiSo2twXMXZHZwUzrjOGWcIYeozZcxMFN9Wbr3LvflCeLB+65Rj00lFQwwmkSk6R3apwLPDwU0YfwwyDCSAJ6SIASxvi4igiHiy8xANcWhHLRSDQmewYCaAiwIlPrGM2641ogc/+MGHTg3jh4ERVYjnEiMnFkLhYQo1zzPWZhIwrGCCUU2nkmPCa+9uhQXVOrM9oqHlBYznrw0KlD0NMM8WZBbkE0MktsGsdaTwZJYIL+Lalb3YESuYDe9R0dDK/zFEQ168yBQp26ttGb9bHXmEJeE5jt1raunLwQTGxL3mK8qJ0CMM/9hWc+1EaMoacYFxF2tSeB4iDgFJOZdrE/KzyDPe6zgDgnhddrEgTDC8mohrBAUxwlw5Bpc0+ZAefkeI0+5ol7GFHrzpeLm3TM89e3fSuWy7J0VYUswErdWX7JQgVCcOoYr0eXqd2SMGsTXREAKXfg2HSbmuhxlfyiBvdxvvyW2MmQzCBah7lDP1hZlHyo7yxTDkX5R7/I1nUaYxeFOGXPT5MSMev+dnIFCob+zgkq+z7KaVx8S8hqG1q9JWu1777bKMw3tEA4YbDohamCjORfqtMGrpO5jJxBhrXRc5DtfG2bOKhj2bgNTYsEMhs1xxxTrJ2onQ2GcxIwnzWKvSYl7L96hoCEOdNosBTl0YWdhem+3BWRV9QoxJ2KKMbTGDgMOWfoUZSsIqw3Zls561mYbIP44/Zs/49jDq+X5mvrFDcoga9/DeuLBtItIgxrRYkB3rhfk7/SHfeOwQylzGJxMNZSw9xjXTuxiGzDTU9uHHoMCwZloGUcEVcWv893mIhpZyz97q2umDtQbEQIjnCu85ogE1mT2ZYcBS+Nm7TsNkYCIWkgGZBeLsRoMXNsdwt8JjLlo0YGjgiUZxZ4MQ0cWAiYcte43LaUgMETyA7D3NtbZdH3HTW1vf5ljpEGQjdaqcaTgP0UC+CeGAWQijUjS0viPqJoMExgn/yjj2XH/LHZQovywyoo3jCKCe8qzwJpeDWW1HJDpZvPyEklBu1INYCJe36MzPQiSwaJB2iDeGzvyYW4/2DoCkI+SlNHzX7q/F6e95V5n2LLsnRVhSTQSW7yl3UKIt5zoTixBjpigPxrk+ru2IxMAYgyPPYI0L40Peppdvys9CMCAImWnle7Z2LjsL49a9tEO+ddSrt7ZL0jGFw2Uah/eIhlbobd6NrPQAr5XbRY/DNeP5IkVDefgfQi22Ti1FQ+1wt3AA5W1Vt9pMa0agZxck1q/x3cT7x3keuS607LdaGdD/IE4ZSygPZpFp11GvGF9Yz8HYSzh0XNhxjF+tmYYtJth1CDdmznGk5HC+vIFH2R5o13w3/R9hlKfYWnXtu08mGoARHvSaVzcMAbx4ceBbDA7El0YhYYyEgT1i4PHMPeFJLeXeU7FL2BFuFRU6e7fL2QrEVRjHeT0HFQsVjNEdC3TyrETECdcK+iJEA5wI9WCaLx/CE99HB4Uiri0kx+sXZzPQMNhxa2vAoV7Q4DA4yvUx8b5y8IyY9ZE6dVbRUNtGLx/o07s2odxVqUc0RAfbOuEZbuUhMuUOSjHLEAuE86m/ZTsqZ5miLcCCNQL5Yr0P7QCDPBwMEZ4EezrY2J2CTpN8IyS4WmcJ0CnznXjDY7EhAoV6s3Xqaq1d9W613DI+z/v3fPJ369051p60ud7Amtkq2nc4N9ZEQ97kIN4Z+9Uzc1RuksGsIDNi0Rfmuk3sO2NG7HOOBxQRxT9miFoXnr3oT0mL54/xBqOyVX/ys3lOLmi9vQAAHA1JREFUa+OMtW9pbat6LOFwmcbhPaKh1Qf2rr/L/C96HB4RDTXxNLrdeGaBoyavwyt512YacOzlKJB4HmM8IaGtQ/nOuhB6rS3lTRha9ltZBrHom7+znpTZrTh5OpgEi7XwJO7FsYlTl2/pjVjgvtKZlhea5/M6yvLJ27bSBxEBkzeTaPWBZ/n9ZKIhtsDL8W/ZQMuFG2EQZJ4QBRYxMqATn0WjiSnyEQPvMoiGMAhrsejlbEWcMREhXMQSkn8qCV6AvA1ZeXIkhlaETuVKcRGiAW8g31deLOxBBKyd5Js7M7Z4Y/BkKnBrwGE9CAuaWejILim1K9LwG/UKb0JtnUxPXGy5ELplrJczAuSdziEbOHRIYTi1BszIX694gSG7KzBzwEwBnmL+F2Ottngw1jJgtOWpa0IHY2EsO3rQUWF84ekoWZazAxiqMcsUC7mJO2cGia03WQgdv8OT58euVvlZzGrAinJqheWtdYyja3LO0tFe5L2UI0Y95Yr44h9hZpQtnGuzTRFbTz3JW7HSV1OWGOgIdcLkWEMQp8OuiYY8yMEibxeN0U8diJ3hQlAy48yMA1e0sTiIj29npmH0OnZc+J7vaAmGeNYxhMNlGocvWjRc9Dg8IhqYfaOfpO9lsSyzWogGZmm5eo3kXD9x1CD2uXBAch5COWO6Jhq4p2zL/I2+GOHNOsy19UTl2lHCe8gXQp3QQpwPYTPsMbyzcd3LI+ePd9EHMmvKjoqxzg+nBs6JOHi13KUqNtDhm+kXcXC2tlwt+4lSSGH/xoGTe9b4YFMQItXawXJPP7WW9iSigRhjBhSMoGzIrYmGWGSIQUIljv1oy1ODz0M0tKY6W9uClaDzFGBtpqHWODCgGDCYLkM95pOMs4GaQ6WiA6kdGDciGram+XrCYkhDSFacqEq50tnVdmkJZlkw0AgIx4ldnrYGnFirgKcg4lzLcmBxELticcUsA/9d1ik6MjqQNY8jnmrqK0zj2isaWg23VzTgbY8OJhtW5fPLk33j97UD20rvcu17azMVa+071uDEc8oD6vLWnhHmkmctcpvEsGQ3I2aq6Kx7NgIov7+n/rbK6Gr6fSs0qrZTTznDVMsrYiMfBlgziKJdZG93rZ9COLIuLLY6ZbBGWOY2H5sthPin36Qe1baO7imbEU91z3NbaeLsi95tVbNwoKy2Fq2X775s4/Ae0dAKT9rrbb8M43CtjbTCkziZmUWzONpqV7nhxFb9I+yXNaKsJ+NCvNL31jYT2RIN3Msz2NSldmE7EMZD/H6Ord+z4QztG/uvtstjfmcZQdATnoTDif4mnHTYJhHREvnGYcn7uVhjxaYLzIiXu2rmHcLi3j2Cp7a2IvKXy4Adl3CmMxseaxlK9oRsjYZKtvqt/PtJRENMF2HEUTGJOaVi5v3US0XIXsYYCmwhxuBRO331PEQDFYhwC5Rv7WJbQabHuVqVI+99nAdLvGV5m8848Xqt4GJbLjyxuZMod/SodSDhmQvjnUVxGPPliZt532G+IzeaG1SY/1kYimcie4ZrYUE0TsqfMDUO29va6Si2F+NdhAug4nP63LgQVXR+NB7qFJ6G2H6Pg1g4LTNfOZ6ae/MMSGlA7mk8kXavaKDDpROIRX6wx5iAEVf2aLDNKQMGa1gwpKhz4clBIDG49tTFkXztvWdNNJBPZsDwXpfCjqntaE95cXF+Fn0C5ct6BoTO3hmZMh+ziYa95XiW9GszDeEQoH/Foxc7H2HY5lOX83aO+VnMzLEYEEcKgvGsdf6iREOcibG1AUHJH+FA/4D42yMaLts4vEc00OY5aC82M8hM6C+pT7FBSsu7fBnG4fz9+SDClmgI8XTdddcd+k76y3yxOB+HWMt5wjiCMyhOa4/Dwdbaeks0cF/uu/NzaKcYsCw6z0ZsuaaBto5tiB1DOpx5+UwKvP7UAy7GTGwWnGSEhRLWHH1JXiCMpz8vZi7zh4OCd+RwyAivzSGUa1EbPI/vZTxidp3ZemaAqJOEVHNfyy7M37TVJsqDaGOc3OqfiSjYs6PkSF9/dNEQDZQQEOLsibsvd0PhQ8uGTkFQ2Ex159P+cqbOQzTsgbhVOeKQufy86CByPqj4NB62H61ddJpU6ryjSDZ8sxcx1o7EomKYMsDG4tI9eduTtmU0bz2Lb6RDYLtMLjpG/pWKOe9H3Po2jJK8nW0c/JTXiMQzSgPyWc961qETWJtp4Lvw8OcF16389+yelPcoZ6cWhBMXRhWH3K15miIftby1OB379zXRwHtwCtAfMMhFOEw+kIvZA8o96m5t4Wz5vVvhaFt5UzQcu+T/93lrooEUiEZEfuyuRN3GuMCQoS/l9zxzVls8n788DlsaOTPjIsOTTkf/f598GcfhPaJhD6Mt0XAZxuGcl9rC9DKkOBuLWVSUG4TQ5zPL3oplx5GG158LoYXDKh+qVmPdIxq4jxnnCAmuteH87NZC6DxzTlgigikMYMZEHMlxdsRa/ciHetbS4MCiz4l1ltia9DOMO2F/tmZvKAfCw9ZOiR4VDeXs2l7REBE72CbsCNiqF3vaWE57dNFAoeEl5h+dOdMpGL1x0mq8vGzoYRSiLNlSMh/MUzPw9hRMVpC1Dqb0OvH/uUrDkfwwwMUC5K1vKEMC8nTbmkHEczFKY0qOaclyH16+i52lYq1DnvrPyjy+/5GPfOTC4VlxUTEZmMtFnyxiyn+LRU0wyLH3zMBgALJgKBaStozmtcrJ+g3UOZ0a19YuUOW2gWvPjE4gREdeI1LbIpHfmSXJp8C29ngvF3WW3Mtvy/ukr53IzaJx2FIHarNclA1pMLqDe34PwoudtS7y2hIN5Xfl7e04q6U8W6EcXMv7z3JWQikaWqEQF8n0anv3lmjIeSHMk8Gbukyfz7qJcpCLnZnWGJzlrIQylph+vdXur6ayuIzj8B7RgLHM2FDbnICxCe86YxDXVkjKZRiHy3qDrcPMALHz7ABXXmuigXSEqDHeslgXx1Lr1N/YgQehQMx9bE7Tqsu13ZPWQl8YQ/Hwk5+tc3/yIbrMtPGOPEPCcxBBrI9a+05mXHhXzWDHxqLPqDHN+Y3xG4ctUR68KwxuxmcYt8KieB4OEGzbCHuOd9TsQvKG3ZTtWsqOGZ88084OkHEgI3wYG7lwwjNDFeFJZfnxfBa2h20wsiVuq07E70cXDWsvLlVm9ipFvCGDB9OOa9tHjc405P35ax1M/rbWkey9uyfh6WHajGkwlB8r62NqufQY9BYW6XL8XdyHNwVDc20nD74ZlU78L97c1lRm63vymQGkbRnNtechDDEauGgceJq3tk7EiGQ6lH9r3gbCjnhOLAbKs1flKcHxTdm7kRdebzHI91CfmB3bOpGT8n76059+2Cp1bUapxTx+J0QnQvjibwwe1OHzWAS19Z2laKitr+H7KW+EIvWVRXh5Vig/n06W0AzaEDvb0GFec801C1v8EVs6Wo9L0XAZBFdv+V/2dD2igbYQJ3bDnvqwZpAQsoDAYJc9LvoeNj2gLZ3lFNyW1/Oycx79vosch/PapVZYTqtN9o7Zl2kc7i2zLdHQ+4xIh4FM29q79id/QxnBsPcbIj1lQf+PPdQ6hK/1Dsbc2D0t0sb5Ra17+R2RgNGPjRZh84Seb0V9rD03z5iThjGNEK18xVq8nm87VhpCeWOr3GM9k+ecm2igYDgBFk8/XsK81eYDH/jAg+LD04xRsHZljy0GHgXcsz9tnuauiYJQwHh5KdwIDal9BxWLqT5CWFCYGL5bxgvTYbWDNmhAeEpq25Gu5Z/GhtF8pzvd6Zh1YPez8kwJjYNv6jlYJ14U28pSD5gF4ZC7PRfGY579YAaoxjgE3taUJSESqHnWeVD+PYYoHR91Fa9Kr+dmT/5aadmtiBhnOl7++9prrz2XBVCt78prb2oDDb/H9posOCfk7jwWbpXfnfsRfmP3HrZx9To7gdri5fzU6IvZ7AJHxt62f/Yv/P9PyF7PtXDYY73rMj3nIsfhvMsNM+DlQlrWouFcIzQF58+aMwGehMXQx/DvAQ94wGZa0l9N43AOVY14+/OuQ3wDjjbEG+XR2k71vL8vn89C+2V9X7lIufebmI1hPGLjlRwe2Xt/RDPgCKHelifV8xzWUuBc7T3TovfdW+mwD/asgep957mJhq0PIm4fr3ArNpWGz4JZpq/wNPUYeLw3BjI80YR3lNt9UugYoqeKAdvKO+/FmMIbjSEcq/Hjf2GCYYUX+aI9yZEPyovQKcpsj1iI+8kzzM+DN4Nk7SyI3gZyGdNxuB/TtNTjtQX7F/HdtE/CBgj3uvOd7/w87Zn6QsdM273IMqFtsVUsHmu21Lss7eoiyuzY78QJgljHmRD7ned3EE5J279oxwdOG2YxqKcXIfyPzf0Yzzv1OIz3mrN0HvrQhx4cBmU4GDtjEb6xdeDkMfJZe8ZlGodxwjHmr7WhUzHIz2WWt7Xu4Ty+Y+sdhOLwjThwz3Jh0DMmjJ65wrvzLkpn+Zar4d5LIRquBlB+owQkIAEJSEACEpCABGYloGiYteTNtwQkIAEJSEACEpCABDoJKBo6QZlMAhKQgAQkIAEJSEACsxJQNMxa8uZbAhKQgAQkIAEJSEACnQQUDZ2gTCYBCUhAAhKQgAQkIIFZCSgaZi158y0BCUhAAhKQgAQkIIFOAoqGTlAmk4AEJCABCUhAAhKQwKwEFA2zlrz5loAEJCABCUhAAhKQQCcBRUMnKJNJQAISkIAEJCABCUhgVgKKhllL3nxLQAISkIAEJCABCUigk4CioROUySQgAQlIQAISkIAEJDArAUXDrCVvviUgAQlIQAISkIAEJNBJQNHQCcpkEpCABCQgAQlIQAISmJWAomHWkjffEpCABCQgAQlIQAIS6CSgaOgEZTIJSEACEpCABCQgAQnMSkDRMGvJm28JSEACEpCABCQgAQl0ElA0dIIymQQkIAEJSEACEpCABGYloGiYteTNtwQkIAEJSEACEpCABDoJKBo6QZlMAhKQgAQkIAEJSEACsxJQNMxa8uZbAhKQgAQkIAEJSEACnQQUDZ2gTCYBCUhAAhKQgAQkIIFZCSgaZi158y0BCUhAAhKQgAQkIIFOAoqGTlAmk4AEJCABCUhAAhKQwKwEFA2zlrz5loAEJCABCUhAAhKQQCcBRUMnKJNJQAISkIAEJCABCUhgVgKKhllL3nxLQAISkIAEJCABCUigk4CioROUySQgAQlIQAISkIAEJDArAUXDrCVvviUgAQlIQAISkIAEJNBJQNHQCcpkEpCABCQgAQlIQAISmJWAomHWkjffEpCABCQgAQlIQAIS6CSgaOgEZTIJSEACEpCABCQgAQnMSkDRMGvJm28JSEACEpCABCQgAQl0ElA0dIIymQQkIAEJSEACEpCABGYloGiYteTNtwQkIAEJSEACEpCABDoJKBo6QZlMAhKQgAQkIAEJSEACsxJQNMxa8uZbAhKQgAQkIAEJSEACnQQUDZ2gTCYBCUhAAhKQgAQkIIFZCSgaZi158y0BCUhAAhKQgAQkIIFOAoqGTlAmk4AEJCABCUhAAhKQwKwEFA2zlrz5loAEJCABCUhAAhKQQCcBRUMnKJNJQAISkIAEJCABCUhgVgKKhllL3nxLQAISkIAEJCABCUigk4CioROUySQgAQlIQAISkIAEJDArAUXDrCVvviUgAQlIQAISkIAEJNBJQNHQCcpkEpCABCQgAQlIQAISmJWAomHWkjffEpCABCQgAQlIQAIS6CSgaOgEZTIJSEACEpCABCQgAQnMSkDRMGvJm28JSEACEpCABCQgAQl0ElA0dIIymQQkIAEJSEACEpCABGYloGiYteTNtwQkIAEJSEACEpCABDoJKBo6QZlMAhKQgAQkIAEJSEACsxJQNMxa8uZbAhKQgAQkIAEJSEACnQQUDZ2gTCYBCUhAAhKQgAQkIIFZCSgaZi158y0BCUhAAhKQgAQkIIFOAoqGTlAmk4AEJCABCUhAAhKQwKwEFA2zlrz5loAEJCABCUhAAhKQQCcBRUMnKJNJQAISkIAEJCABCUhgVgKKhllL3nxLQAISkIAEJCABCUigk4CioROUySQgAQlIQAISkIAEJDArAUXDrCVvviUgAQlIQAISkIAEJNBJQNHQCcpkEpCABCQgAQlIQAISmJWAomHWkjffEpCABCQgAQlIQAIS6CSgaOgEZTIJSEACEpCABCQgAQnMSkDRMGvJm28JSEACEpCABCQgAQl0ElA0dIIymQQkIAEJSEACEpCABGYloGiYteTNtwQkIAEJSEACEpCABDoJKBo6QZlMAhKQgAQkIAEJSEACsxJQNMxa8uZbAhKQgAQkIAEJSEACnQQUDZ2gTCYBCUhAAhKQgAQkIIFZCSgaZi158y0BCUhAAhKQgAQkIIFOAoqGTlAmk4AEJCABCUhAAhKQwKwEFA2zlrz5loAEJCABCUhAAhKQQCcBRUMnKJNJQAISkIAEJCABCUhgVgKKhllL3nxLQAISkIAEJCABCUigk4CioROUySQgAQlIQAISkIAEJDArAUXDrCVvviUgAQlIQAISkIAEJNBJQNHQCcpkEpCABCQgAQlIQAISmJWAomHWkjffEpCABCQgAQlIQAIS6CSgaOgEZTIJSEACEpCABCQgAQnMSkDRMGvJm28JSEACEpCABCQgAQl0ElA0dIIymQQkIAEJSEACEpCABGYloGiYteTNtwQkIAEJSEACEpCABDoJKBo6QZlMAhKQgAQkIAEJSEACsxJQNMxa8uZbAhKQgAQkIAEJSEACnQQUDZ2gTCYBCUhAAhKQgAQkIIFZCSgaZi158y0BCUhAAhKQgAQkIIFOAoqGTlAmk4AEJCABCUhAAhKQwKwEFA2zlrz5loAEJCABCUhAAhKQQCcBRUMnKJNJQAISkIAEJCABCUhgVgKKhllL3nxLQAISkIAEJCABCUigk4CioROUySQgAQlIQAISkIAEJDArAUXDrCVvviUgAQlIQAISkIAEJNBJQNHQCcpkEpCABCQgAQlIQAISmJWAomHWkjffEpCABCQgAQlIQAIS6CSgaOgEZTIJSEACEpCABCQgAQnMSkDRMGvJm28JSEACEpCABCQgAQl0ElA0dIIymQQkIAEJSEACEpCABGYloGiYteTNtwQkIAEJSEACEpCABDoJKBo6QZlMAhKQgAQkIAEJSEACsxJQNMxa8uZbAhKQgAQkIAEJSEACnQQUDZ2gTCYBCUhAAhKQgAQkIIFZCSgaZi158y0BCUhAAhKQgAQkIIFOAoqGTlAmk4AEJCABCUhAAhKQwKwEFA2zlrz5loAEJCABCUhAAhKQQCcBRUMnKJNJQAISkIAEJCABCUhgVgKKhllL3nxLQAISkIAEJCABCUigk4CioROUySQgAQlIQAISkIAEJDArAUXDrCVvviUgAQlIQAISkIAEJNBJQNHQCcpkEpCABCQgAQlIQAISmJWAomHWkjffEpCABCQgAQlIQAIS6CSgaOgEZTIJSEACEpCABCQgAQnMSkDRMGvJm28JSEACEpCABCQgAQl0ElA0dIIymQQkIAEJSEACEpCABGYloGiYteTNtwQkIAEJSEACEpCABDoJKBo6QZlMAhKQgAQkIAEJSEACsxJQNMxa8uZbAhKQgAQkIAEJSEACnQQUDZ2gTCYBCUhAAhKQgAQkIIFZCSgaZi158y0BCUhAAhKQgAQkIIFOAoqGTlAmk4AEJCABCUhAAhKQwKwEFA2zlrz5loAEJCABCUhAAhKQQCcBRUMnKJNJQAISkIAEJCABCUhgVgKKhllL3nxLQAISkIAEJCABCUigk4CioROUySQgAQlIQAISkIAEJDArAUXDrCVvviUgAQlIQAISkIAEJNBJQNHQCcpkEpCABCQgAQlIQAISmJWAomHWkjffEpCABCQgAQlIQAIS6CSgaOgEZTIJSEACEpCABCQgAQnMSkDRMGvJm28JSEACEpCABCQgAQl0ElA0dIIymQQkIAEJSEACEpCABGYloGiYteTNtwQkIAEJSEACEpCABDoJKBo6QZlMAhKQgAQkIAEJSEACsxJQNMxa8uZbAhKQgAQkIAEJSEACnQQUDZ2gTCYBCUhAAhKQgAQkIIFZCSgaZi158y0BCUhAAhKQgAQkIIFOAoqGTlAmk4AEJCABCUhAAhKQwKwEFA2zlrz5loAEJCABCUhAAhKQQCcBRUMnKJNJQAISkIAEJCABCUhgVgKKhllL3nxLQAISkIAEJCABCUigk4CioROUySQgAQlIQAISkIAEJDArAUXDrCVvviUgAQlIQAISkIAEJNBJQNHQCcpkEpCABCQgAQlIQAISmJWAomHWkjffEpCABCQgAQlIQAIS6CSgaOgEZTIJSEACEpCABCQgAQnMSkDRMGvJm28JSEACEpCABCQgAQl0ElA0dIIymQQkIAEJSEACEpCABGYloGiYteTNtwQkIAEJSEACEpCABDoJKBo6QZlMAhKQgAQkIAEJSEACsxJQNMxa8uZbAhKQgAQkIAEJSEACnQQUDZ2gTCYBCUhAAhKQgAQkIIFZCSgaZi158y0BCUhAAhKQgAQkIIFOAoqGTlAmk4AEJCABCUhAAhKQwKwEFA2zlrz5loAEJCABCUhAAhKQQCcBRUMnKJNJQAISkIAEJCABCUhgVgKKhllL3nxLQAISkIAEJCABCUigk4CioROUySQgAQlIQAISkIAEJDArAUXDrCVvviUgAQlIQAISkIAEJNBJQNHQCcpkEpCABCQgAQlIQAISmJWAomHWkjffEpCABCQgAQlIQAIS6CSgaOgEZTIJSEACEpCABCQgAQnMSkDRMGvJm28JSEACEpCABCQgAQl0ElA0dIIymQQkIAEJSEACEpCABGYloGiYteTNtwQkIAEJSEACEpCABDoJKBo6QZlMAhKQgAQkIAEJSEACsxJQNMxa8uZbAhKQgAQkIAEJSEACnQQUDZ2gTCYBCUhAAhKQgAQkIIFZCSgaZi158y0BCUhAAhKQgAQkIIFOAoqGTlAmk4AEJCABCUhAAhKQwKwEFA2zlrz5loAEJCABCUhAAhKQQCcBRUMnKJNJQAISkIAEJCABCUhgVgKKhllL3nxLQAISkIAEJCABCUigk4CioROUySQgAQlIQAISkIAEJDArAUXDrCVvviUgAQlIQAISkIAEJNBJQNHQCcpkEpCABCQgAQlIQAISmJWAomHWkjffEpCABCQgAQlIQAIS6CSgaOgEZTIJSEACEpCABCQgAQnMSkDRMGvJm28JSEACEpCABCQgAQl0ElA0dIIymQQkIAEJSEACEpCABGYloGiYteTNtwQkIAEJSEACEpCABDoJKBo6QZlMAhKQgAQkIAEJSEACsxJQNMxa8uZbAhKQgAQkIAEJSEACnQQUDZ2gTCYBCUhAAhKQgAQkIIFZCSgaZi158y0BCUhAAhKQgAQkIIFOAoqGTlAmk4AEJCABCUhAAhKQwKwEFA2zlrz5loAEJCABCUhAAhKQQCcBRUMnKJNJQAISkIAEJCABCUhgVgKKhllL3nxLQAISkIAEJCABCUigk8D/AxPnQcBM0j4yAAAAAElFTkSuQmCC" alt="" />
  我们再通过韦恩图来理解一下这个事情(为了观看方便,下面的的圆形面积是示意):
  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" 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" alt="" />
  新的信息的出现,比如之前看到了亮着右转弯灯的车,就好比知道点已经落入了
  至于为什么事件发生后导致的调整为:

  

  这就需要代数了,推导也不复杂,这里就不演算了。
  2.1 小结
  我们可以看到有形的十字路口,却看不到明天是否下雨,我们可以看到前方是否有路障,却不清楚下一次飞机是否会出事。甚至有时候,眼睛还会欺骗我们。
  很多时候,我们不得不看着后视镜开车,这个时候概率论、贝叶斯定理就是我们的指路明灯。
  看着后视镜开车,肯定常常会撞车,没关系,我们可以不断的去修正我们的假设。
  比如,撞了几次车之后,就发现可能之前估计的在十字路口打右转弯灯的数据明显偏大了,我们修正之后再继续开车。我们人类的学习,本身也是一个试错的过程。

3 贝叶斯定理与人脑

  贝叶斯定理现在很多人在研究,就是因为不少人相信贝叶斯定理和人脑的工作机制很像(此处颇多争论,望自行判断),因此成为机器学习的基础。
  比如,你和对方聊天的时候,如果对方说出“虽然”两个字,你大概就会猜测,对方后继九成的可能性会说出“但是”。我们的大脑看起来就好像是天生在用贝叶斯定理。
  吴军博士在他的著作《数学之美》里面就提到了,最早的自然语言处理,比如翻译、语音识别,都是通过语法分析来进行的,就是把“主谓宾”分析清楚,然后处理,正确率惨不忍睹。
  后来,google由自然语言处理专家贾里尼克领导的部门,通过统计、概率方法进行上述研究,正确率提高了很多。在书中也列举了贝叶斯定理是如何参与自然语言处理的。
  书中还有一句业界广为流传的名言:
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" alt="" />
  语法是人类后来总结出来的,我们天生是不需要语法就可以开口说话的,或许,人脑真的是贝叶斯大脑。
  最后,有一个小小的问题,根据我们的经验,硬币正反两面出现的概率都是,如果我扔了一千次都是正面,那说明了什么?
  介绍完贝叶斯的基本概念,再来看一下贝叶斯在文本分类上该如何应用。就文本分类来说,我们可以认为词袋中的两两词之间的关系是相互独立的,也就是说对象的特征向量中每个维度都是相互独立的。例如,虽然苹果和梨子有共同的属性,但是苹果和梨是相互独立的,这也是朴素贝叶斯理论的思想基础。
  朴素贝叶斯分类的正式定义如下:

第(3)步的各个条件概率,我们可以按以下步骤计算:

 

3.2 贝叶斯算法的实现

  为了将主要的精力集中在算法本身,我们使用简单的英文语料作为数据集。

import sys
import os
from numpy import *
import numpy as np def loadDataSet():
#训练集文本
postingList=[['my', 'dog', 'has', 'flea', 'problems', 'help', 'please'],
['maybe', 'not', 'take', 'him', 'to', 'dog', 'park', 'stupid'],
['my', 'dalmation', 'is', 'so', 'cute', 'I', 'love', 'him','my'],
['stop', 'posting', 'stupid', 'worthless', 'garbage'],
['mr', 'licks', 'ate', 'my', 'steak', 'how', 'to', 'stop', 'him'],
['quit', 'buying', 'worthless', 'dog', 'food', 'stupid']]
#每个文本对应的分类
classVec = [0,1,0,1,0,1] #1 is abusive, 0 not
return postingList,classVec #编写贝叶斯算法类,创建默认的构造方法
class NBayes(object):
def __init__(self):
self.vocabulary = [] #词典
self.idf = 0 #词典的IDF权值向量
self.tf = 0 #训练集的权值矩阵
self.tdm=0 #P(x|yi)
self.Pcates = {} #p(yi)是一个类别字典,训练样本中0占多少比例,1占多少比例
self.labels= [] #对应每个文本的分类,是一个外部导入的列表
self.doclength = 0 #训练集文本数
self.vocablen = 0 #词典词长
self.testset = 0 #测试集 #导入和训练数据集,生成算法所必需的参数和数据结构
def train_set(self,trainset,classVec):
self.cate_prob(classVec)#计算每个分类在数据集中的概率P(Yi)
self.doclength = len(trainset)#训练集合的个数
print(self.doclength)
tempset = set()
#生成词典(去重后的词典,即训练样本中的所有词汇)
[tempset.add(word) for doc in trainset for word in doc]
print(tempset)
#训练样本词典
self.vocabulary = list(tempset)
#词典长度
self.vocablen = len(self.vocabulary)
self.calc_wordfreq(trainset)#计算词频数据集
self.build_tdm() #按分类累计向量空间的每维值P(X|Yi) #计算在数据集中每个分类的概率P(Yi)
def cate_prob(self,classVec):
self.labels = classVec
#输出各个分类
print(self.labels)
#转成集合,去重,只有0,1
labeltemps = set(self.labels)#获取全部分类
print(labeltemps)
for labeltemp in labeltemps:
# 统计列表中重复的分类:self.labels.count(labeltemp)
#0的比例占多少,1的比例占多少
self.Pcates[labeltemp] = float(self.labels.count(labeltemp))/float(len(self.labels))
print(self.Pcates[labeltemp]) #生成普通的词频向量
def calc_wordfreq(self,trainset):
self.idf = np.zeros([1,self.vocablen])#1*词典单词数,统计的是所有的样本单词的次数
print(self.idf)
self.tf = np.zeros([self.doclength,self.vocablen])#训练集文件数*词典数,统计的是每一个训练样本单词的次数
print(self.tf)
#遍历训练集
for indx in range(self.doclength):
# 遍历每一个训练样本中的每个词
for word in trainset[indx]:
#相应位置上的单词+1,第indx行,self.vocabulary.index(word)列
#self.vocabulary.index(word)返回的是word在词典中的下标
self.tf[indx,self.vocabulary.index(word)] += 1
#整个词典的计数加1
for signleword in set(trainset[indx]):
self.idf[0,self.vocabulary.index(signleword)] += 1
print(self.idf)
print(self.tf) #按分类累计计算向量空间的每维值P(X|Yi)
def build_tdm(self):
self.tdm = np.zeros([len(self.Pcates),self.vocablen])#类别个数*词典长度
print(self.tdm)
sumlist = np.zeros([len(self.Pcates),1])#类别个数*1
print(sumlist)
#遍历所有的训练样本
for indx in range(self.doclength):
#求同一类别的词向量空间值加总,加的是每一个训练样本对应的每个词的个数
self.tdm[self.labels[indx]] += self.tf[indx]
#统计每个分类的总的词数
sumlist[self.labels[indx]] = np.sum(self.tdm[self.labels[indx]])
print(self.tdm)
print(sumlist)
self.tdm = self.tdm/sumlist#生成P(X|Yi),即求每个分类的单词,占该分类的所有单词总数的比例
print(self.tdm) #将测试集映射到当前词典
def map2vocab(self,testdata):
#计算测试集的特征向量(非线性代数的特征向量,而是一行中对词的统计信息)
self.testset = np.zeros([1,self.vocablen])
for word in testdata:
self.testset[0,self.vocabulary.index(word)] += 1 #将预测分类,输出预测的分类类别
def predict(self,testset):
#np.shape(testset)[1]列值
if np.shape(testset)[1] != self.vocablen:#如果测试集长度与字典不相同则退出程序
print("输入错误")
exit(0)
predvalue = 0 #初始化后类别概率
predclass = "" #初始化类别名称
#tdm是每一类某个单词,占该类的总的单词的比例,后面一个参数是所有类别
for tdm_vect,keyclass in zip(self.tdm,self.Pcates):
#P(X|Yi) P(Yi)
#变量tdm,计算最大分类值
print("---"*30)
print(testset*tdm_vect*self.Pcates[keyclass])
temp = np.sum(testset*tdm_vect*self.Pcates[keyclass])
print(temp)
#选择概率最大的一个
if temp > predvalue:
predvalue = temp
predclass = keyclass
return predclass #dataset:句子的词向量
#listClasses是句子所属于的类别[0,1,0,1,0,1]
dataSet,listClasses = loadDataSet()#导入外部数据集
nb = NBayes()#实例化
nb.train_set(dataSet,listClasses)#训练数据集
nb.map2vocab(dataSet[2])#随机选择一个测试句
print(nb.predict(nb.testset))#输出分类结果

3.3 kNN分类算法

  前面使用了朴素贝叶斯算法实现了文本分类。下面我们可以考虑通过计算向量间的距离衡量相似度来进行文本分类。这就是kNN算法,一种基于向量间相似度的分类算法。

3.3.1 kNN算法原理

  k最近邻(k-Nearest Neighbor)算法是比较简单的机器学习算法。采用测量不同特征值之间的距离方法进行分类。它的思想很简单:如果一个样本在特征空间中的k个最近邻(最相似)的样本中的大多数都属于某一个类别,则该样本也属于这个类别。第一个字母k可以小写,表示外部定义的近邻数量。举个栗子:

  有一个数据集,这个数据集很简单,由二维空间上的4个点构成一个矩阵:

  其中前 两个点构成一个类别A,后两个点构成一个类别B。

代码:

import sys
import os
from numpy import *
import numpy as np
import matplotlib.pyplot as plt
import operator def createDataSet():
group = array([[1.0,1.1],[1.0,1.0],[0,0],[0,0.1]])
labels = ['A','A','B','B']
return group,labels dataSet,labels = createDataSet()
#绘图
fig = plt.figure()
ax = fig.add_subplot(111)
indx = 0
for point in dataSet:
if labels[indx] == 'A':
ax.scatter(point[0],point[1],c='blue',marker='o',linewidths=0,s=300)
plt.annotate("("+str(point[0])+","+str(point[1])+")",xy = (point[0],point[1]))
else:
ax.scatter(point[0], point[1], c='red', marker='^', linewidths=0, s=300)
plt.annotate("(" + str(point[0]) + "," + str(point[1]) + ")", xy=(point[0], point[1]))
indx += 1
plt.show()

如下图

  如图所示,可以清晰得看到由4个点构成的训练集。该训练集呗分成两个类别:A类----蓝色圆圈,B类----红色三角形。可以看出红色区域的点距比它们到蓝色区域内的点距要小得多,这种分类也是自然而然的。

  下面再给出测试集,并把它加入到刚才的矩阵中去。

  对测试集进行绘图:

import sys
import os
from numpy import *
import numpy as np
import matplotlib.pyplot as plt
import operator def createDataSet():
group = array([[1.0,1.1],[1.0,1.0],[0,0],[0,0.1]])
labels = ['A','A','B','B']
return group,labels dataSet,labels = createDataSet()
#绘图
fig = plt.figure()
ax = fig.add_subplot(111)
indx = 0
for point in dataSet:
if labels[indx] == 'A':
ax.scatter(point[0],point[1],c='blue',marker='o',linewidths=0,s=300)
plt.annotate("("+str(point[0])+","+str(point[1])+")",xy = (point[0],point[1]))
else:
ax.scatter(point[0], point[1], c='red', marker='^', linewidths=0, s=300)
plt.annotate("(" + str(point[0]) + "," + str(point[1]) + ")", xy=(point[0], point[1]))
indx += 1 testdata=[0.2,0.2]
ax.scatter(testdata[0], testdata[1], c='green', marker='^', linewidths=0, s=300)
plt.annotate("(" + str(testdata[0]) + "," + str(testdata[1]) + ")", xy=(testdata[0], testdata[1])) plt.show()

  很清晰,从距离上看,它更接近红色的三角形范围,应该归入B类,这就是kNN算法的基本原理。

  由此可见,kNN算法应该由如下的步骤构成:

  第三阶段:统计这k个样本点钟各个类别的数量。如上图所示,如果我们选定k值为3,则B类样本(三角形)有两个,A类样本(圆形)有1个,那么我们就把这个数据点定为B类,根据k个样本中数量最多的样本是什么类别,我们就把这个数据点定为什么类别。

3.3.2 kNN算法的Python实现

import sys
import os
from numpy import *
import numpy as np
import operator
from Nbayes_lib import * def loadDataSet():
#训练集文本
postingList=[['my', 'dog', 'has', 'flea', 'problems', 'help', 'please'],
['maybe', 'not', 'take', 'him', 'to', 'dog', 'park', 'stupid'],
['my', 'dalmation', 'is', 'so', 'cute', 'I', 'love', 'him','my'],
['stop', 'posting', 'stupid', 'worthless', 'garbage'],
['mr', 'licks', 'ate', 'my', 'steak', 'how', 'to', 'stop', 'him'],
['quit', 'buying', 'worthless', 'dog', 'food', 'stupid']]
#每个文本对应的分类
classVec = [0,1,0,1,0,1] #1 is abusive, 0 not
return postingList,classVec #编写贝叶斯算法类,创建默认的构造方法
class NBayes(object):
def __init__(self):
self.vocabulary = [] #词典
self.idf = 0 #词典的IDF权值向量
self.tf = 0 #训练集的权值矩阵
self.tdm=0 #P(x|yi)
self.Pcates = {} #p(yi)是一个类别字典,训练样本中0占多少比例,1占多少比例
self.labels= [] #对应每个文本的分类,是一个外部导入的列表
self.doclength = 0 #训练集文本数
self.vocablen = 0 #词典词长
self.testset = 0 #测试集 #导入和训练数据集,生成算法所必需的参数和数据结构
def train_set(self,trainset,classVec):
self.cate_prob(classVec)#计算每个分类在数据集中的概率P(Yi)
self.doclength = len(trainset)#训练集合的个数
print(self.doclength)
tempset = set()
#生成词典(去重后的词典,即训练样本中的所有词汇)
[tempset.add(word) for doc in trainset for word in doc]
print(tempset)
#训练样本词典
self.vocabulary = list(tempset)
#词典长度
self.vocablen = len(self.vocabulary)
self.calc_wordfreq(trainset)#计算词频数据集
self.build_tdm() #按分类累计向量空间的每维值P(X|Yi) #计算在数据集中每个分类的概率P(Yi)
def cate_prob(self,classVec):
self.labels = classVec
#输出各个分类
print(self.labels)
#转成集合,去重,只有0,1
labeltemps = set(self.labels)#获取全部分类
print(labeltemps)
for labeltemp in labeltemps:
# 统计列表中重复的分类:self.labels.count(labeltemp)
#0的比例占多少,1的比例占多少
self.Pcates[labeltemp] = float(self.labels.count(labeltemp))/float(len(self.labels))
print(self.Pcates[labeltemp]) #生成普通的词频向量
def calc_wordfreq(self,trainset):
self.idf = np.zeros([1,self.vocablen])#1*词典单词数,统计的是所有的样本单词的次数
print(self.idf)
self.tf = np.zeros([self.doclength,self.vocablen])#训练集文件数*词典数,统计的是每一个训练样本单词的次数
print(self.tf)
#遍历训练集
for indx in range(self.doclength):
# 遍历每一个训练样本中的每个词
for word in trainset[indx]:
#相应位置上的单词+1,第indx行,self.vocabulary.index(word)列
#self.vocabulary.index(word)返回的是word在词典中的下标
self.tf[indx,self.vocabulary.index(word)] += 1
#整个词典的计数加1
for signleword in set(trainset[indx]):
self.idf[0,self.vocabulary.index(signleword)] += 1
print(self.idf)
print(self.tf) #按分类累计计算向量空间的每维值P(X|Yi)
def build_tdm(self):
self.tdm = np.zeros([len(self.Pcates),self.vocablen])#类别个数*词典长度
print(self.tdm)
sumlist = np.zeros([len(self.Pcates),1])#类别个数*1
print(sumlist)
#遍历所有的训练样本
for indx in range(self.doclength):
#求同一类别的词向量空间值加总,加的是每一个训练样本对应的每个词的个数
self.tdm[self.labels[indx]] += self.tf[indx]
#统计每个分类的总的词数
sumlist[self.labels[indx]] = np.sum(self.tdm[self.labels[indx]])
print(self.tdm)
print(sumlist)
self.tdm = self.tdm/sumlist#生成P(X|Yi),即求每个分类的单词,占该分类的所有单词总数的比例
print(self.tdm) #将测试集映射到当前词典
def map2vocab(self,testdata):
#计算测试集的特征向量(非线性代数的特征向量,而是一行中对词的统计信息)
self.testset = np.zeros([1,self.vocablen])
for word in testdata:
self.testset[0,self.vocabulary.index(word)] += 1 #将预测分类,输出预测的分类类别
def predict(self,testset):
#np.shape(testset)[1]列值
if np.shape(testset)[1] != self.vocablen:#如果测试集长度与字典不相同则退出程序
print("输入错误")
exit(0)
predvalue = 0 #初始化后类别概率
predclass = "" #初始化类别名称
#tdm是每一类某个单词,占该类的总的单词的比例,后面一个参数是所有类别
for tdm_vect,keyclass in zip(self.tdm,self.Pcates):
#P(X|Yi) P(Yi)
#变量tdm,计算最大分类值
print("---"*30)
print(testset*tdm_vect*self.Pcates[keyclass])
temp = np.sum(testset*tdm_vect*self.Pcates[keyclass])
print(temp)
#选择概率最大的一个
if temp > predvalue:
predvalue = temp
predclass = keyclass
return predclass k=3
#夹角余弦距离公式
def cosdist(vector1,vector2):
return dot(vector1,vector2)/(linalg.norm(vector1)*linalg.norm(vector2)) #kNN实现分类器
#测试集:testdata 训练集:trainSet 类别标签:listClasses k:k个邻居数
def classify(testdata,trainSet,listClasses,k):
dataSetSize = trainSet.shape[0]#放回样本集的行数
print(dataSetSize)
distances = array(zeros(dataSetSize))
print(distances)
#计算测试集与训练集直接的距离:夹角余弦
for indx in range(dataSetSize):
distances[indx] = cosdist(testdata,trainSet[indx])
#根据夹角余弦从大到小排序,结果为索引号
sortedDistIndicies = argsort(-distances)
print(sortedDistIndicies)
classCount = {}
for i in range(k):#获取角度最小的前k项作为参考项
#按排序顺序返回样本集对应的类别标签
voteIlabel = listClasses[sortedDistIndicies[i]]
try:
classCount[voteIlabel] += 1
except:
classCount[voteIlabel] = 1
print(listClasses)
print(classCount) #对分类字典classCount按value重新排序
#sorted(data.iteritems(),key=operator.itemgetter(1),reversee=True)
#该句是按字典值排序的固定用法
#classCount.iteritems():字典迭代器函数
#key:排序参数 operator.itemgetter(1):多级排序
sortedClassCount = sorted(classCount.items(),key=operator.itemgetter(1),reverse=True)
print(sortedClassCount)
return sortedClassCount[0][0]#返回序最高的一项 dataSet,listClasses = loadDataSet()
nb = NBayes()
nb.train_set(dataSet,listClasses)
print("------"*20)
#nb.tf:统计的是每一个训练样本单词的次数
print(classify(nb.tf[3],nb.tf,listClasses,k))
 

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