StatsAnalysis_5. 方差分析.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <div align='center'>第5章 方差分析</div>\n",
    "### 内容<br>\n",
    " <div align='left'>                  \n",
    "     <font color='steelblue' size=4>\n",
    "       5.1 单因素方差分析<br><br>     \n",
    "       5.2 双因素方差分析<br><br>          \n",
    "      </font>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.1 单因素方差分析"
   ]
  },
  {
   "attachments": {
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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 例1：\n",
    "![5.%E5%9B%9E%E5%BD%92%E5%88%86%E6%9E%901_7.jpg](attachment:5.%E5%9B%9E%E5%BD%92%E5%88%86%E6%9E%901_7.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1.1 单因素方差分析示例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "导入所有必需的包\n",
    "'''\n",
    "%reset -f\n",
    "import statsmodels.api as sm\n",
    "from  statsmodels.stats.anova import anova_lm\n",
    "import statsmodels.formula.api as smf\n",
    "import statsmodels.stats.anova as sma\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scipy.stats as st\n",
    "import patsy\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                         单因素方差分析表\n",
      "方差来源    自由度    平方和           均方            F         P值\n",
      "因素A       3       49212.353480    16404.117827    2.165921   0.120838\n",
      "误差        22      166622.261905   7573.739177    \n",
      "总和        25      215834.615385\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "手工计算单因素方差分析表的各变量。\n",
    "计算过程相对简单。\n",
    "'''\n",
    "A1  = np.array([1600., 1610., 1650., 1680., 1700., 1700., 1780.],dtype='float')\n",
    "A2 = np.array([1500., 1640., 1400.,1700., 1750.],dtype='float')\n",
    "A3 = np.array([1640., 1550., 1600., 1620., 1640., 1600., 1740., 1800.],dtype='float')\n",
    "A4  = np.array([1510.,1520., 1530., 1570., 1640., 1600.],dtype='float')\n",
    "#数据总量\n",
    "n=len(A1)+len(A2)+len(A3)+len(A4)\n",
    "#水平数或组数\n",
    "r=4\n",
    "###各水平均值\n",
    "mu1=np.mean(A1)\n",
    "mu2=np.mean(A2)\n",
    "mu3=np.mean(A3)\n",
    "mu4=np.mean(A4)\n",
    "#总均值\n",
    "mu=(np.sum(A1)+np.sum(A2)+np.sum(A3)+np.sum(A4))/n\n",
    "###组内平方和或误差平方和\n",
    "se=np.sum((A1-mu1)**2)+np.sum((A2-mu2)**2)+np.sum((A3-mu3)**2)+np.sum((A4-mu4)**2)\n",
    "###组间平方和或效应平方和\n",
    "sa=len(A1)*(mu1-mu)**2+len(A2)*(mu2-mu)**2+len(A3)*(mu3-mu)**2+len(A4)*(mu4-mu)**2\n",
    "###组内和组间均方，二者皆是实验数据方差的无偏估计。\n",
    "mse=se/(n-r)\n",
    "msa=sa/(r-1)\n",
    "###F值\n",
    "F=msa/mse\n",
    "###F检验p值\n",
    "pvalue=st.f.sf(F,r-1,n-r)\n",
    "\n",
    "###打印各项统计量\n",
    "print('                         单因素方差分析表')\n",
    "print('方差来源    自由度    平方和           均方            F         P值')\n",
    "print('因素A       %d       %0.6f    %0.6f    %0.6f   %0.6f'%(r-1,sa,msa,F,pvalue))\n",
    "print('误差        %d      %0.6f   %0.6f    '%(n-r,se,mse))\n",
    "print('总和        %d      %0.6f'%(n-1,se+sa))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "                ---------单因素方差表---------\n",
      "                   df         sum_sq       mean_sq         F    PR(>F)\n",
      "C(levels, Sum)   3.0   49212.353480  16404.117827  2.165921  0.120838\n",
      "Residual        22.0  166622.261905   7573.739177       NaN       NaN\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>          <td>Data</td>       <th>  R-squared:         </th> <td>   0.228</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.123</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   2.166</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 16 Aug 2021</td> <th>  Prob (F-statistic):</th>  <td> 0.121</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>12:35:12</td>     <th>  Log-Likelihood:    </th> <td> -150.84</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>    26</td>      <th>  AIC:               </th> <td>   309.7</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    22</td>      <th>  BIC:               </th> <td>   314.7</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     3</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "            <td></td>              <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>            <td> 1620.6756</td> <td>   17.331</td> <td>   93.514</td> <td> 0.000</td> <td> 1584.734</td> <td> 1656.618</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>C(levels, Sum)[S.A1]</th> <td>   53.6101</td> <td>   29.006</td> <td>    1.848</td> <td> 0.078</td> <td>   -6.544</td> <td>  113.765</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>C(levels, Sum)[S.A2]</th> <td>  -22.6756</td> <td>   32.523</td> <td>   -0.697</td> <td> 0.493</td> <td>  -90.124</td> <td>   44.773</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>C(levels, Sum)[S.A3]</th> <td>   28.0744</td> <td>   27.816</td> <td>    1.009</td> <td> 0.324</td> <td>  -29.612</td> <td>   85.761</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 0.292</td> <th>  Durbin-Watson:     </th> <td>   1.993</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.864</td> <th>  Jarque-Bera (JB):  </th> <td>   0.001</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td>-0.018</td> <th>  Prob(JB):          </th> <td>   0.999</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 2.996</td> <th>  Cond. No.          </th> <td>    2.20</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                   Data   R-squared:                       0.228\n",
       "Model:                            OLS   Adj. R-squared:                  0.123\n",
       "Method:                 Least Squares   F-statistic:                     2.166\n",
       "Date:                Mon, 16 Aug 2021   Prob (F-statistic):              0.121\n",
       "Time:                        12:35:12   Log-Likelihood:                -150.84\n",
       "No. Observations:                  26   AIC:                             309.7\n",
       "Df Residuals:                      22   BIC:                             314.7\n",
       "Df Model:                           3                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "========================================================================================\n",
       "                           coef    std err          t      P>|t|      [0.025      0.975]\n",
       "----------------------------------------------------------------------------------------\n",
       "Intercept             1620.6756     17.331     93.514      0.000    1584.734    1656.618\n",
       "C(levels, Sum)[S.A1]    53.6101     29.006      1.848      0.078      -6.544     113.765\n",
       "C(levels, Sum)[S.A2]   -22.6756     32.523     -0.697      0.493     -90.124      44.773\n",
       "C(levels, Sum)[S.A3]    28.0744     27.816      1.009      0.324     -29.612      85.761\n",
       "==============================================================================\n",
       "Omnibus:                        0.292   Durbin-Watson:                   1.993\n",
       "Prob(Omnibus):                  0.864   Jarque-Bera (JB):                0.001\n",
       "Skew:                          -0.018   Prob(JB):                        0.999\n",
       "Kurtosis:                       2.996   Cond. No.                         2.20\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "调用Statsmodels实现方差分析\n",
    "'''\n",
    "###将水平与每个数据一一对应，然后生成DataFrame\n",
    "levels = np.repeat(['A1','A2','A3','A4'],[7,5,8,6])\n",
    "A = np.concatenate((A1,A2,A3,A4),axis=0)\n",
    "Mat_lifetime = pd.DataFrame({'levels':levels,'Data':A})\n",
    "\n",
    "###通过patsy的C函数对因素(水平)进行编码后，与数据进行线性回归拟合\n",
    "data_lm = smf.ols('Data ~ C(levels,Sum)',data=Mat_lifetime).fit()\n",
    "\n",
    "###通过Statsmodels的anova_lm函数对回归结果进行方差分析\n",
    "table = sma.anova_lm(data_lm)\n",
    "print('\\n                ---------单因素方差表---------\\n',table)\n",
    "\n",
    "###显示回归结果\n",
    "data_lm.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.,  1.,  0.,  0.],\n",
       "       [ 1.,  1.,  0.,  0.],\n",
       "       [ 1.,  1.,  0.,  0.],\n",
       "       [ 1.,  1.,  0.,  0.],\n",
       "       [ 1.,  1.,  0.,  0.],\n",
       "       [ 1.,  1.,  0.,  0.],\n",
       "       [ 1.,  1.,  0.,  0.],\n",
       "       [ 1.,  0.,  1.,  0.],\n",
       "       [ 1.,  0.,  1.,  0.],\n",
       "       [ 1.,  0.,  1.,  0.],\n",
       "       [ 1.,  0.,  1.,  0.],\n",
       "       [ 1.,  0.,  1.,  0.],\n",
       "       [ 1.,  0.,  0.,  1.],\n",
       "       [ 1.,  0.,  0.,  1.],\n",
       "       [ 1.,  0.,  0.,  1.],\n",
       "       [ 1.,  0.,  0.,  1.],\n",
       "       [ 1.,  0.,  0.,  1.],\n",
       "       [ 1.,  0.,  0.,  1.],\n",
       "       [ 1.,  0.,  0.,  1.],\n",
       "       [ 1.,  0.,  0.,  1.],\n",
       "       [ 1., -1., -1., -1.],\n",
       "       [ 1., -1., -1., -1.],\n",
       "       [ 1., -1., -1., -1.],\n",
       "       [ 1., -1., -1., -1.],\n",
       "       [ 1., -1., -1., -1.],\n",
       "       [ 1., -1., -1., -1.]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###使用patsy的dmatrix函数进行因素编码\n",
    "np.array(patsy.dmatrix('C(levels, Sum)'))"
   ]
  },
  {
   "attachments": {
    "5.%E5%9B%9E%E5%BD%92%E5%88%86%E6%9E%901_9.jpg": {
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dEnlRkIsm1Yg3qH7b/i3UJf8Agqpa6TbWPx08ReDvDPwz8RjUrnwLrj22tWs1xqnhqS9tdMjgVJ3Fpby6bM8du/mss+I9zwmNwD7o1f8A4KA/BHw94lh0W++LHgOz1q48Snwcunz6zDHdDWAxX7EYid6yllwAwGcrgncufXJbyOFdryxo+OhYA1+btn4bj0vRPhWWWW6hk/a21aO3uLs+dPcLbnW7Yu7tks/m27HcTklc8Hp7t+3LoFn8Tviz4Rsbfw/4bj0vwrqFpqPjzxlqXhW21qTTtKV98ei2qywSs1xeyvGH2A/ZrZpZW2PLblwD3LwH+0V4f+IPxg8ceA7VtQtPE/w/FhNqdtd2xjjltr6OR7S6glBMcsUpguEGG3q9vIHVflLbnw1+Lvhb42+FF1zwX4l0HxZorXE1oL/SL+K9tWlhdo5YxJGzLuR1KkZyCDmvyH+BmhfCn4WeEf2adW8fab4b8F2d14P8T+GtU1nV/B4uoZNd1XVdIbQVdZrdkupHgivHjJ3BIVnO9FLNX33+y34I+J3wa/Z31XS7X4Z/Bf4Z+JNF1++S6g0CwNjoPim3jiUQ6rbwW5L2zzqsSNFM0jx+Uw3uFXIB6D8Gf24fAPx7+FPh7xh4Zl8WXmh+KLKO+sJ38I6rGZY36HBt/YjPIPUEggnof2bf2k/C37VXw0bxb4Pn1a40X+0r7ShJqGlXOmyGezuZLacCOdEcqJYnXcBjKkcFWUfmN+xX8XtB8J/s0/Afw9p6+H418VeEINQ0ZdSOgTXAgjtoLh/tMjXS7JAtwnEgVydw25Uivfv+CUHh/wCKeu/Bi7uPDPifw34Z+FdjqnijQ9M0jUfD0WoagdVi8QX/ANp1NLy2vjDLbNdG5RYQiAIihWbAlkAPrr9o79pTw3+y54P0nXfFH9qf2frGv6d4chbT7J7yRbq+uFtrfMaZcqZZEUlQxG4cGu+VwBgnmvz1/wCCy+nfGDQPgJ8O7PSvEmh+L/Emo/EvQ7rRtJt/CjwyXVxprTay33bpiwEWmysVABIXGRnNfQkPw/8AiV8fNO+HvjLwz+0JZ2vhNp7XxHEdB8IWxtvFmnyxq6QyyTzSnyJYnJDRbHBdWDZVcAHsOrfGzwZoOpzWN94u8MWV5bP5c1vPqkEcsTejKzAg8jg1zXiv9sz4S+Cdf8M6XqnxK8D2epeMtSTR9Etn1mAy6ndupZYYwGJLHGB2LMq/eZQeP8f3PiTVdF1y5uvgdotxLNbTmS4m1iweST92RuYmMknA7k18+/sJ6l8TPDn/AAS7+BVx8OPgX4F1vxBH4E8OG0uda8R2+m211GLO3Lyu8VvLKjlASo2nDEZPByAffhOUrB+HXxM0f4o6Ld6hot011a2OqX+jzO0LxbbqyupbS5TDAEhZ4ZFDDhgAQSCDWtos9xdaPayXVutpdSQo00Cy+aIXIBZA+BuwcjOBnGcCvgr48+PfF3w8/wCCWPxiuPBOqafpfiTXPH/jLwxpv2iwku5ri91XxVqGm2iQFJ4vKm+03cLByJQAp/dtUu/Qat1Pv2OZZVDKysrDIIPBFU/E/iOz8I+G9Q1a/lMNjpltJd3EgQuUjjUs5CjJOADwOTXC/Bbw0v7OPwk8A+BdUvrW+msYYfDemy6Xo9zb2zpBbSNCpQy3DQhbe2IMksu1nXGQzohX49eK7O/+FXxG0eNrg3+n+F7i6nBtpViEc0FyIyspXy3JMMmVRiy4UsFDLkqS5U2ulxR13Oz8F+LLHx74R0vXNMma403WrOG+tJWjaMyQyoroxVgGUlWBwQCOhFcz4o/aD8O+Efjn4R+HN5NqDeKvGmn6jqmnQW2nT3MKW1ibcXEtxNGjJboGuYVV5iiu7hAS5VTB+yZ/ya18Nf8AsVNL/wDSOKvzY/aF+NviS/8ABHx08Sp8SfjNovjnRPi9a+A9JvdD0BvsOm6IfE2mqbWO/wDsDwoxS6mBD3GXIiRwyqqDWpHlm4royYu6ufpl4H+P/hb4jfFrxt4I0fUZ7rxJ8OXsY/EFsbGeOKya8g+0W6CdkEUrNFh2WN2ZAybwu9dyfEv4/eG/hR458I+H9auru1vvG8t3BpbR2Us8LPa2r3c3muikQgQRyMGkwpK7c7mUN+dH7SelSeGP2Tf2jvsvxB+Lfw/+NVz4k0jxj4usNL1eTSZNMXWL+yt7E2tzCuJoYrC0Sx82GUqz6fOrqpLJW7/wVQsdT1/9vD4J6LY3PxZ1TwxpcmonXJPDeutZ3On302mbLRLcxlJHVIY57m9TeR5EyFg6yiNoKPsnRP8Ago3+z/4k0u6vrL42/CmaysRAbi4PiqySGHz4TNEGZpAAXiBcDOcAnsa7P4UftF+Bfjp8P4fFHg/xboPiLw7cXVxYxajZ3ivbyzQSNFKiv0JV0YccHGRkEGvxS1pPGXw1/YU03xdra+Mrf4V6tpHhHT9W1a71bTtEt5xdeH9A0mK3mjae2WezRL3UHUyK4VoYpGZdonX9J/2yPilF8R/2UrXT/Gei6h8Kfid4x1O503wHp8+gWXjrUBqMJklgkS1t0uoJI5baIvMpKiOBpt0sezzVAPdX/ad8L2/x2g+HdxdXFrrl9ocviHT7mSMf2dqVtBPDBcrFcKSglhe5td8cmxiLlGQOocp0Hgf4z+EPiZ4j8Q6P4c8UeHte1bwjcR2mt2Wn6hFc3GkTSIJEjuERi0TMh3AMBkZx0NfkDfeKNH8PftefErV7qx8Pwr4W1RdQ8YQeGvhVc32oWuj6bKyQaLHDIt1aQWMBlefUr23UyzO0kdq1wChg/QT/AIJX6b4N0/4R+KrbQZ9Sv/GWi+J7zSfHFzqfhyHQ7uDVgVumtUghUxrZpFdxPbIks6pBNGPNdtzEA+oKKKKAPPrT9pbwpc/tPXnwf+13/wDwnVn4Xh8Yva/2fObX+zZbuWzWT7SFMIk86Fh5TOJCMsqsquV7XXNdtvDuiXmoXbslrYQPczskbSMqIpZiFUFmOAeFBJ6AE18XeINO8V6p/wAFz/FC+E9Z8O6LcL8B9DNxJq+iz6okif8ACQ6xgIsV1blTnJyWbPHA61718J/D/wAYvhH8OdV/4TTxRoPxm8S3OtPc2LaRoCeEo7GxlcEW5R7q5WQQZIV2YOyBQ29wXcA3fGH7UXgzwv8Aswa38YrfWrbX/h/ofhu68VtqeiyJfR3lhb273DyQFW2yExxttAPJ4yKufCb9o/wX8atZ1LTPD2vW91rOi2djfalpM0b2upabDewC4tXntpQssYkjJxuUfMki/eRlX8tf2n/iUPiV/wAEbfEVn8LNF1X4M6p4y8KeMtQuPBmm6tFqeieH9B0+fUX1fUJgIFDC9YPAiko3n6khXiGRl+kP2fdE+Ffin9rbwzp+v+IPjR4L+On/AAgn2OxsNZ1mWxg8SaMsTFjbT2pNnqK273byovmPNbu5cpGQ2AD7C+Ofxy8O/s4/DbUPGPi+/bSfC+kyQrqGoeS8sWnRyypEJ5tgJSFGkUySkbYk3SOVjR3XrbS5W5hV1dZFYAhlO4MCMggj19a+Hv8Agp18G5tB+FfgXwZoGpfELxNefFrx1pnhG/0S68UT3S6xo7ia71e22XEvlfPplpeIXbGwNuDKwBo0P4b6D+1t+0R4u+DPizw78bvD2m/DvSdD8WyXw+LV5b7Lu4ubz7HAE0+8Dq0f2Fp1zIQpSNiqEQuwB9j2HxT8N6n8RdQ8Iwa3pr+KdKtItQutJ88C8htZSVjuPKPzGJmVlEgBXcrLncpAyvA3x68M/En4peN/B2j31zP4g+HNzaWmv28lhcQx2sl1apdQBJnQRTboXVj5TPszhtpwK+WfiV4N1rxD+3nDp/i5bG+vPDen3WreGvE/hixln8R6doNyYQNOvrby5IN41WCG4t7go6yJpUisit5jS+VfB3wRbfHf4oftbRx/Eb9pBtCm8Zadp0uoeEEGm6rd3en6Hpv2i3W5trSOWGaOVBCwjeMMBsbcC+QD7x/aa/aQ8L/smfA/xB8QvGF1c2/h/wAOwK8q2kBuLq7mkkWGC2giXmSeaaSOKNB955FHHWuKuf8Agox8IX8eeHfDOleMtL8Ta14h8QXnhpoNFnjvP7HurO1+03f20q2LdIFaFJC/KyXMKkZfjkvFtoP2iPAHw/8AEmoeC/G9vqmj2ovbHw3458Ovew2N5uaBri/gtXKSXiRq/lkSMi+czqMurJ8f+Kv2VIfg54K8WeC/H9tZ2Xw38SaZ4Y+G/gbU9S8J6nf3ljdPLP5AtWglFzbTrfPZ7ZWZNzwWmGHlqQAfph8IPj/4J/aB0jV7zwL4u8O+MLXQNUm0TUptIv47tLG+h2+bbSFCQsihlJU84ZT0INeYeM/+Clnwn8B/AHVvibqGs6sPB+i+LX8FTXUWjXTyXWopqX9muLWPZuu4hOHPmW4kUrHIVyUZR5v8MP2kvGHxF/YZ8UXXgPQNGbx1Hf3nhix8R6RaWMPh6+uYg0UuurFaXt4Ibe3VJGa2nnWcy23kEI7pjwr9iW8vvEXw1/4J8eH9S8Iw3/gRfBlpPHJqMy239oa9ceFJLuTUVgELCeO3ga7h/eFTPNqjyl91rmYA/TqKZJ41ZGV1cBlZTkMD0Irlbn4+eBbO4khm8aeE4poXKSI+r26sjA4IIL8EEEEGvkP/AIJN33xon+FzamdS8Iat8FxeeIbLw7oN291J4k8ONYardWFvp0d858q4scWpaNp1E0COkJeYRiUu/wCCoK65ef8ABOH49PefBPQ9NWbwHrbz3o1Swlkt82cpaXAjyzDJbg5JHXPNAH0837X3wsPxZ8PeBU+Ing6bxh4shuJ9H0eHVoZLrUUt1DSmNFYk7VOcdSFcjIRsegJqMNzczW8NxDJPblfOjVwWi3DK7h1GRyM9a+cbnXfit4btPCUngj4C+A/nu7ZdWuL/AMUW9k1vYlMSyW/k2zl5gD8qtsUjOWGaj+NXwa8aa/8Atl+B/iZ4X8Oahp1x4HF3pWpzWWsWsUXjrSbi1by7O6RiGVba7dLiJnDsjRzKgUTs5APXvgp+0p4P+PPwb8E+OtD1RotB+IdtDdaC2pwPp1xfiWNpURYZgrlzGjsAAdyqWXK/NXeBt1fl/bfC/wCKH7G/wW+AviH4kfCPQfHU3wN0/wAKfDzwpo8fjGGPT7XV9Qu7LSJ9dLNbEtcGSe3igVo/3ES3DiQNcMI/0+ix8wHY0AfM/wAcf2Ate+PP7bGm/Eq8+J+seHfB+m+DJ/CM3hvQbKO1vdYiubuO4ukuNRYvLHA/2e2AFqsMwKtiYAkN5p4f/wCCaWh/Cz9oL4b/AA58N2vjy3+E2g/DHxxo8Wpwa3dw3Ph6TUdd0W7tbKC+jZZY/KjWdLcbi6xWi5LFdx+5ab5a7t20Z9aAPmrWf2PrzwPqvwV8O+ANH0y38Dfs/wCmT33hyy1XVJQt7qv2GXSrKJ5gk0wjisrnUGkkZSTJPbFRJhwvy98H/wDgmj8WtZ0Hw78OvFlvo/hrSfE3w+1Gw8ba3plz9tbRmvvEt1qrWWmu8QVr1Y5wi3TAC3ZPOQSMsYr9N2QN1pFQL0oA+Tf2ffhd+0N+zH+zlJ8KY7X4ba9H4btYvDHw/wDFunTSWslrZJEY7e71fSjAkKG2jQFltJ3FzIEQR26u0iZvh39iCb4gTfCXwY3hyz0H4N/Bc291Fca1FHceJ/Gl9byQ3EIbAP2Sxa7hgvJyzCe6nto0aKKFW8/7EMak5xzQIlXoKAPlz4Tfs8fFT9mX9uTxfc+D/wDhFta/Z/8AitcS+K9XsdT1Sa21Pwd4gcIl29giwSC4t70hZ2hd41SY3Dh03CObi9E/ZO1zXf2z/wBorxNqvwT+FPjTSfE3iTR5tF1bxlcCGa4hh8PaZBL5AGn3RMKzxyLksvzrINvGT9r+WoPSjy1zQB8m/sl/s6a78Jv29/id4gm+Gfgv4eeGNa8B+HNPtD4UlWTTb27gv9aknDH7LbN5ypPBu/dkBWj+cnKrb8EfDH4u+Av22P2gPE+h+EfC954a8df8I+umX2seJpNPadrXTTDMY44LW5barsq5k8skg4BHNfU/lrjpSKUTpxQB8JJ+yz8afB3wS/ZB+HN94X8H6pp/wX8SeGYtZ1fRPEk1xJ9m03SLm0kuzBcWcAWNn2HCys43gANyR7L8XfCviJ/2w9G+IE3grxB4m0bwL4cvtB8P6dpT2Zm1O81J7SW9vJWuJ4ooooYbOC3j3yB3a4u8oFSNpPonYrc460eUu3GOKAPzt1j9h3462vx1tfi3qHg34YeNNF0PX7zxP4c+DbeKbm1s/DWp3ESLLq8OoPZmG71CQvduLaaCO2glu5ZY5jIxlP1Unxq+Kniz4J2F9pPwfvvDnxB1qF1XSfE2uWP9m6FKAP3l7c2cs7PHycLbo8jldpEQJkX2jy1oESjtQB8ifEj9l2X4D/sneJbPWPh9dftQat4s1hPFXj9GuYdP1TxTqML2720ltaSf6P5Vv9ltIorYzp5VvZxjNxJu8zuf+CaXwR8Y/Bb9my4b4jafpuk/ELxz4m1vxr4i0+wvft0GmXGpahNdJaCcKolaCB4IWZRtLRHaSuCfoIxqT0pQgXtQB518Vv2dtN+Lnxd+GnizUr/UY3+F+pXmsafYRFPst3d3FjNYiSYFSxMUVxOUCkfM+TnArL+CP7J+k/A34k+M/EVhrGs303jPWr3XZ7e6kQpDcXf2YTHKqDIAtpbxx78+VFGEXgkn1jClvxo8tc5xSSs7r+tv8kD10/r+tWOHSmsM06imB53B+zlpaftTXPxakvL6411vCsXhG1tXK/ZbC2F293NJGAu7zJnMAckkYtYsAck+hPwKdSMR3o6WA+FvB/7Fnxmm+EGr+ErhPAunaVdftAyfEeNbi5na9k0qPx8niBWDRh4xLJaxZWMgYLqrFDkr2X7dXw4+Inxm+MPw/wDBPhf4Y6afDGteNPD3ibxN4+XULcLY6dod9FqRtriBgk7XEk0KQQKnnIFnkdjHtK19a/uwe3pRtQ/560AVtY0mHWtMuLO4j823uo3hlQkjcjKVYfkTXmf7KH7Ken/slfDfR/DOn65q+vWPhzQtN8L6XJqCwrLb6Zp6SR2kLGJEDyKsrhpCAX4OBivViVI/3qCy4x61KVtQPG/2pdc+JXjTQtS8C/CmxbQ/EGs2XkS+ONUULpfhWObKNcwRZ8y+vY1zJFAoWEso82eIYV/EfG/7H/i7TfiX+zH8IvCPgjTbH4B/A/VbLxEfFEniRZr4rpml3VpaafLYtCrNNJc3EE3nJIybYJC2x9in7SCL2FACmqAxPEHw80fxhreialqmn29/deHbhrvTWnyy2c7IU85Uzt8wIzKrkFlDvtI3Nn5Jb9inxb8IfDv7Nfhmxmk1xvCfxm8S+LdW1XT4AqaTZ6nYeLJo5WWTI/dy6pbQ5IIZyDtwcD7RBVBj8KMqzZ7igD4l+LX/AAT3+IKf8E2v2oPAS+INJ8dfEf44za/qtvJbWS6PZi4vLWK1t4AJJXCgRW8RZ2fG5n7AZ9S8L/AL4kXH7fUHxT8Rz+Cm0PT/AIfXvhW3h02a5S6e6m1K2ulLLIjL5YjtyCwbIZgAjDJH0Uy7hzTfKX06UAfJn7Mfwy8eeIv29vEnjrxJ8M7P4V+D/AfgqLwD4as7fULW7g1x5b43l1d2wg2+XaqkNmkYkjics0uUXbgeE/s5/wDBKzxt8O/2Pfg14Z8L+DPhf8NPFem6N4T8WeOtSvDJcanr3ifQFs2s9MmFsPLS1LQMJbtZZiu6QpA7yNLX6UiJR2o8tcdKAPzl8FfBz41WPxa+C7SfBDx3ptn8O/HHiDxZdiTxV4Ym0G4utZfVN073av8A2j5NsurXACpahpFVCYt4r6I+Ofwc8ZeF/wBqT4f+O/h34T0vVV0Hwb4x0ZraW+S0tU1bWNR0G6hmuGP7z7MXsbuSaSJJJAB8sbu6qfpLyl9KPKX/ACaAPkH4s/sR+Nvhz+zb8D9E8Af2X488TfCvx9B411ltb1JtHHiSeVdQfUZ1kWKcQyS3WoSzLHtKgZTdwM938Ffin8XPh38BPDel/EDwHqHjb4qQwMNXXwlcR/2TCzSOYM3uovarIRCYxK0Svh1fahG1T9CkZpvlKe1AH58+Hv2MP2gvhT8X7H4o32i/Dv4qaf4YuL6bwZ8LJPE9zZwfDdLhj5kmm6lNamO+uXVnRVuoLdLSJ2gt5Y4cq305Y/GT4heOf2ebzWLr4VeJPA/iq/LWkGg38un63d2ucq00yW1/FC0XBICXauQyk7TlR7UY1PagRKO1AH5n6R+yx8Xvhx47+Cdr4X8I6xH4R+FOgahoNqX0KUPYW5tbO3t02N4pLy7kt9pKMgXbyGyMe2fsKyfEz9nTUfiN4X8T/D/xdJ4EhluvFvh7UbXRrO2Vr2+u5brUNOjh/tnUL2aWW6uXuFlnKIGkuEzHHHDu+xPLXPTrQYlI6dOntQB87/Cr4E+MvjF+0pZ/GD4qW9voZ8J29zY/D/wVBPFdf8I5FcoqXWpX88YKS6nMimEJC7QW0JkRHmaaWVuN+C37Pnxs/Yh+NNr4L+HNr4N8cfs46zeT3VjYazqsmkat8MfMLTSWltIkEwvrAyF/IiZUkh81Yt4hjUj67VAp4FGwbs45oA84/ak8Q+OvCPwU1+++H/g3T/H3iCGwnMOh3GtjSJNQOw4jhmaKSMStyAJNiE4BdRkjN/YL+EutfAL9iL4P+BfEkdvD4i8HeDNI0bU4oJhNFFc29nFFKquOGAdWAYcHGa9ZKAnNIqBTxQArHaK+Uvhb+zJaftD/AAAm03WLrVNFuPC/xp8QeL9NkjjHN1Z+K9QubZpI5BiSInawHGfkZSCAa+rmXcMHpTRGAPpxQHkfNfjrwp4i+E37Tfw/1dtW162+F/hXw/q194l1vUNeit9Pe8d12teKzIoj2zXlwzBNvmx2qr5aRtjn/g1c6p4t+HP7UOpDWNf1jw+usal4e0FL65e68z+z9Litr2dM8BpNSF8jLGFQeQoVVxivqzVdEs9e0u4sb61t72yuozFPb3EYkimQjBVlbIZSOoIwaTRtBsfDukWun6fZ22n2FlEsFvbW0Yhht41GFREXAVQAAAAABUuKcXH+tQ63OM/ZUhktf2YvhzDLHJFLD4W0tHSRSrIwtIsgg8gj0NfIfib9hP4z+NPg58YPB1uvgbTNP8bfGiLxvYHULqY3EmnRa7pl8XLxB0Rmis5dqFSclA23JI++VQIOKQRKP4a0nLmk5dyYqySPk3/goZ8OfH3xz8S+F/h54Z+F9rf6D418R+HLvxF48i1S2j/sXS9H1e31SSC5hkVZnZ/Lmjt0j81N1zIzGLnd1n7VfwD1z4i/HT4TXfhmzjsrexuvEMuq6ssCSx6bJdaJcWkNxLGXRpj5rxLtByQAMqoyPobylBztFBiU9qko/MXxZ/wRf1q6+AnibTrK68QeINR8N+ELTRtBsde1WKP/AIS/W9Os57Kz1eSGNvstikVpPNb28K9QYZZ8SwxuPsT4OeBfHvx2+HkeqfFu1174f+JE1bVDaaT4f8WyKY9Ne8drIXTWhWFrhLcIjBGkXgnexYhfdjGp7detHlqKAPlDWP2KXm/b80HXxf8AxKk8P2fw81PTW1lvFV5vt7qXU9PlW3WXzd670hZyo+U+SpPKrXT/ABA/YAlj0Dx9qHwz+KHxG+HfxJ8c6fbaf/wld3rl34lj09YJYmVk02+mezDGNHi3qiOFmkIcMxavolkDGloARF2IBktjue9cp8UtX8a6VFZf8Ib4f8L69LIzi6XWvEE+kLCoxtKGKyujISc5BCYwOTnjrKQqGoA+RNM+BPx70/8A4KA618av+ER+ELWerfDzT/BI0sePtR8yOS21O9vTOZP7FwVZbsLtwCChOTkY66/8RftZTeJvFAg8H/s9WOjzW1lH4bJ8W6vfXdncmZVu5rxf7PgSaIQszxxRNE26DYX/AH2+L6OppjVj0oA/PnU/2C/i58A/2VPih8G/DPhnwJ8UfC3xG8M3vh4+Jo9bPhvxZCl7HdrLHNDJbT2k0cD3kzwFJoQvmMrQs5knl9k+DnjH41a38Q/DcfjD9nXwf4T8OeD9MlEHiS58cQ65rNsBHHG0NpbwWIPmzKuGxLGpCc5O1D9R7BSGNWHSgD5v0P4JeOPjX+0ZZ/F7xppemaKngXTbyz+HHhC6u/MlsLm7jWO51TUp4d8a3UkSm2jig81YIZZz5kj3DJEfsH/DX4kN8RPjB8Tvip4W0vwN4k+Iut2dtp2gWWtLrH9m6TptmlrAXuVREZpp2vLgKFG1LiMNh9yr9I7BQqhelAHxZ45+EXxs+FX7Qn7T3jL4S+B9Euta8baF4RtPCt/rHiTyba/uIX1Nb6X5xOYTarcxusTRrFJxgMWcHA1r9lf9ov4efsxW9r8M9B+HXgHx18O4LrVvDT2Hj3UvEbeJ72WVrm8tdV+1WFlFdjUJDIJJZcNHLcefG8borD7xEKjtTscUAeey/CjRfj94D8N3PxM+H/hS/wBZhsY57jTNUtLfV49HuZokNxDFI6MrAMNhdMBwgNfGvxY/4JO2Xw28KfC3wH4B+GfhLxl4btvivYeJNQ1zU/sMN94V0WPVpNSewCvb+Zc2cUCLaRgzySnzI1K+UpKfoWqhBxSeUo7UAcRZ/B3w78LvhBreg+CvC+h+G9PuLW5dNO0bTYbGCSZ4ipYRxKq72woJxk4HpXzT/wAE8f2a/Gknw3/ZruPHOh3PhWy+Avwu03w/a6VekfbL7xBLpVna3t0yqT5cNpFFPax5OZnurltqpHBJN9nhcDHakVdg4oA8B/4Jj/CnxF8E/wBj/S/DvivS5tF1yHxD4lvpLSV0d0hutf1G6t2JRmHzwTRPjOQHwQCCBkf8FXPCfxQ+Jv7EvxC8F/C7wPpPjjVvHWiXPhp7a48QLpM1kL1Dbfak8yJopUhEnmurSRkojbSzbVb6VVApzSNGrHkUAVtDtWsdItbdyrPbwpGxX7pIUA4/KvEPjF8CtS+Jvj+81HUvgj8B/GYjAtrPVPEOps+oS265Kq4bSZvLwzPhBK4GSc8kV70q7RxRQB8O/tH/ALEuu+KPCXhiPw3+z/8AAnQdS0zx94Q1mTUfDeoINSsrSy8Sabd3csW/TLYHbbQTFgJlYoHCh2Ijb7gQ/wA6UoCelKBtFADQ5oDZr4V/ag1X4fL/AMFWvB1l4z17T9N0nwr4A1jxp4iOr3SxWt3BPJa6fYWD5wJbYG21O6FtIXUzI0gUsoK7X7AfxS8QeDPBvwp8C+KLHxN4T17x9qHijxtY6Hc6arx6ZoMt/d3VnpUpdhJaG0t7/TUKJGVgKxW5KblWjXT+urX6MP6/C59o54pN20c15X8Cvjpb/Gr4j/EGztZNat4fCN5YaXNpuoabHbNZyy2UV8JA6uzN5tvd27GOUJJFgBkUtWV+134L+LXim00X/hXeuW9nosDynxFplpOmna3q0JA2x2V/NFPFA2A4KmKN3LJturYrvqbh5HoviL4yeF/CXjvRfC+peINIs/E3iLedM0mS6X7dfqgJd44Qd7IuDucDavcirXxG8fWHwt8Aa54l1VpU0vw7p1xqd40UZlkWGCNpHKoOWO1TgDknivGf2VvGPwk8Da83hPRdDuvh14/1kG4vtG8VI8fiTW2jB3TPdzSStq2wZ3XENxcoucGTtXsnxG0PXNf8Ba1ZeG9YtfDviG8sZoNN1S5sP7Qh0+5ZCI5nt98fnKjEMY96bgMbhnNEou2m4LfU8G+Ff7bvijxN8WPhj4Z13wfp9rc/F3wjN4ysLeyvHlk8M20ElkssN7JtKyMUvoisiKimYGEBhiY/ShdjAWVVZ8HAJ2gn684r89v2fPhD4vuPjt4R0vTfj58FrufTyde0+ys/2fV0dtX06GWGC8fTL1r/AMtgUaOJprfzNglhYgqybv0Kj+5VXT1Qtep8g/Cf/grnp/xHPwRvNS+GPi3wb4b+NOj32tweINa1jR49O0i2tbVLhpJSl20mxvMRMsiMC65Xrtx/2hv+Crnw5/Z6/bQ8I2+vfGbwDpfwnufBGqahqzLc298X1RNU0m0s1WSEtKh2XtwzKAyhIndgqxu6/L//AATpl0nxLN+wbpdj4y8UXV9cfD3xLBNbzIPL0hm0u1Um18yAIxUnjJlUYGQR1+lP2dNP+I0H7eXwNj+MFr4Xi+JkfwN8Ux+IDoIzYTzrr3h5VlQbQFLxhHZQNqu7qpKgEgz7d0zULfV9Nt7q1nhurW6jWaGaFxJHMjDKsrDhlIIII4INT1yfgr47+C/iN8QfFfhPw/4o0HWfE3gSS3h8RaXZXsc11oj3CNJAtxGpLRmRVYruAztb0OOsoATdz7U0yEGmyHA4r8tPHn7R2m+Pv2a/2xNb0jxbptv4y+MfxPk+EmjiPU1WfRLSOSx8MrdHa2YI4nlu73zeAFmRs5IzN+n9bpfqH9fm/wBD9T1bcKR22r0zXiPgv9oLRdU+Mnw+8A+HptesbS68L3viC1EumI1rqun2v2O2XEzP5iEG+tZFYIVcMVLBlZB6j8RPFt/4P8Pi803wzrniy585Y/sOky2cdwFOcyZu54Itoxz8+7kYB7V6Cje2p81fs3fti+JvFfx2/aEXXLXxh4o8N+FfH58MeGLbRvDay2+nQWumWDXObiPDSu93PcBhISU8rAwOB6l4M/ak17xp8frfwmnwh+JGmeF5tLe8PjDUre2tdPjug3Fm0LS/aAxTkSeXs3EL7jwX/hSurfBfwL4vm+HPwS/aGuNd13V9R8Srpt58UtP0qxvdSvbhp5vMni1WZoozI5+YQyMAMYY1qf8ABO+DVx+2L+0wupan44ZLCbwlaLoeveJ7jWofDk76DBdXFtEXkeNZN9yDI0Rw+UOSMUDPsYuc03zGNfJ//BZj4gWGh/scWvg/UNZj8Px/GLxjoHw/e9lnFukNrfajCL8mTI2f8S+O8w2eDg8DJrP+F/x40X4of8FWfiFd2+rXF/pfgbwVpnhbRreykNxBNNcPe6lql4saE+ZEq2+l24lQN++V4vvZAI6v+u1/1X3g9F/Xe3+f3H2EhJFcT8XfinH4Is1sxY+LJbvUreb7Nd6N4fn1VbJgNodxGjKCCwYK/wB7aeoBrK/Zv+NUXxtvPHlxbyatHH4f8RHRW0/ULGG3k0uWOytJHiDxSSCYEzbyxIZGdomVWiIrzL/go5rEfgn4ZJ4k1ibwbq+k2MkVtonhnUPCEuuat4h1uYyRwWdjsv7cNNPvWNUKYXEkjuI1Yxi2TDyPEfhp/wAFF/i58WfBPguObSbfwzq3w98R6ha/GrVbfwpqF9p1pHp6hhYWsb7BFPewT29y0jTvHYqHV2lYbD9ffsw/HK+/aU+Ddt4nvPBHi/4b3d5LLCuk+I4rcXkSj/VzAwSSwvG6FXUq5HJB5Br85fg98EbT4J/CGP4e+M/h/wCGfHHxS8SaXqvjjxF4ZX4MXOpNrlzPdrJqEVvLNqcFrJbR3N5FbRGTyk8oQ5Crkj7S/Y40Tx7+zv8Asn+H4tW03xB46kvHjl0vw7YeFtE8I3ngzT5Id0emyWq3i2gS1K+UDHK7fMozKA0pAPJ/2P8A9uX4o/Hz9lL4a+N9Y8Q6fZ6r4w8M6drN5BafAHxZfW8UtxbpKyx3EN55UqAsQJE+VhhhgECvZP8AgnP+0P4n/aB+C2oXfjq+0+bxhY+INaha3g0C50GSLTYtZ1CxsJpLO4kkliMsdi7AO2RyDkqXb87NX+H2ofCr9nb9q25+Hln+0j4R8K/AAXOjeCdN0r4sSnTPC/2Hw5Y38kV0G1yQzLHc3MimKAMI40WIHzA6J9o/8E+/gFrvwN+N+v6m3w38cRWXj3w3psmvePfGfxIbXtZ1G9s/MFvZLYm4ulhtFW6uJI3S43bpHV0wEagC3ff8FHvEGl/tP/GTwEdM+FNvY/DXW9O0yzuNd8Y3ej3l5Hc6LYagztEmn3SsBJdugYOuQmCoI3Nv/sm/tt+Kf2hv2s/H3ge80r4dR+G/B3hfR9aS/wDDviK71aVrq+udQi8l2ltLdSoSxLHCgpuXl95EXzTrviWzv/8Agotf+HdJ8SfETwL498WfG3T9M+I+i2GvOul6jpT+CNRn0q5snSOMiO5h0O1MjcTR3EF3FuaNY3eP/gjZ498dfGHx94B8dafeal4+j8V/CjQD8YPGHiPU2kS01QQ3V9p2maUka4+0qNSea6jOIo4Z7UqVlZ1kAPbf2/v2t/jB+z5pXh/VNL034caVZaL4ii1TxHFB4w+1X1z4dggu57nzIJ9NUwq6QqN8TM6yFVTfnnlvgL+378WPj7rPjjT/AAvrX7Nd7rXiHV0Pw90rUviCz3UdnHpGmXd1HJaW1mLqV4pLqVpElWCaLem5CmySTjf+Cl/xgl1uwtfC/gnXtc8dS/F69vfBra1rNvpmneEdEWfTr+4WE6nFo1zc3OFhlVY7XzGHPmTQsVdvPP2Vv2W5bf8Aac0n4aj4geLU8ZePvAE2o+IfiL4U8Rafa6pZ2uhy6VaxWFnE+gxmzs3kvIiIYJhuCytKZXZnkAP1jsp5JoIzNHHHMVHmIjllVu4BIBIz0JAyOcDNTVxdn8cPB9l8aofhhJ4o0+4+IX9gf8JIdGeZf7Ql00Ti2N60agARmY7MgAbsgDA47QHIoAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDxv4V/sxah4E/am+I/xM1PxJb69J8QLXTLCPT20nyP7GttONx9lhil85tyg3VzI+5MtLMzKUX5K0vi78Bf7f8dr8RPD8FvJ8RtD0K40nRBqV9PDpUgkdJglwsQZhGZY42YoMnYhIYxpt9SopW7f1/Vw83/W3+R5b+y38C9R+DXhzxReeILy01DxV488TX3ijWpbUs1vHJMUit7eNmAZ0t7KC0tw7BS/kb9qBgi+oFd33hTqKfSwf195WvdGtNTaA3Vrb3BtZRPD5sYfyZBkB1z91gCeRzyas0UUAfIf7PHgjxL4l/bAstd174A+KvhvoPgjS9T0PwfJPfeHk0PRrGeWF5nhg0++nuHvL14o2YvFHFDDCEHzmR5vrpB8lOoo6JB1uZPhbwJofgfQ9L0zRdH0vSdN0W2Fnp9rZ2qQQ2MACgRRKoARMKo2qAPlHpXlfgb9h3w34E/a/1b4zQa948vtd1LQJvD0Gk6l4gnv9H0iG4uobm6e0gmLGBppLa23KjCMCBdqLuYn2qigDzP4bfsz6X8O/2jPiJ8TY7u4uvEHxGt9L0+6Q20EEFnaaetx9njXy0V5HL3dwzyys7sGRAVSJFHplFFAFa9ikntJFhbypmUqjld2xiDg4yM4647153+yX+zXp/wCyj+zN4L+HNrdNrQ8L6NDpt1qU0Ajl1iYAtPcyJlgGmmeWUruIBlYZPU+m0UWA4S8+AHh+8+O6/EZo9Q/4SQaTFoxYXTC3aCKS4kjzGOMhrqc+jblLBjHGU7dYhznke9SUUAc98UPhzbfFPwJqOg3Oo+INHj1CPaL3RNUn02/tWHKvFPCyurKQDg5VsYZWUlT5/wDsYfsc6X+xp8PtY0u38TeMPHXiDxRqz674i8UeKr9b3V9dvWiigDyuqoipHBBBDFGihY44UUZILH2GigDy34r/ALOEfxb+PXwt8aXuq3MNr8LrnU9Qt9JWENDqF5eWL2CTu+cr5NvPdqFwQxuScjaM9d4/XxFZeE5T4Ps9CuNbiktxBDq00ltZyQiZPNQyRI7ofJ8zYQjAPtypXIrpKKVtLAea/smfA68/Z++Di6Lqt/b6rr2pavqniHWby3iMcM19qOoXF/OsYYlvKje4MUe75vLjTODxU3xH/Zy0n4keLrbxJJeaxpvifTYRb6bqtrNFJNo8ZJ80WqTxywwvMpKSyJGJHTCF9qqB6JRT3A8LuP2Hra7+Lmn+O5PiN8Tn8VaXo9xoNvfG8sfksp54Z5Ytn2TYd0ltCdxUsNgAIBILvh5+xHF8LvAmvaBpfxR+MskPibV5dZvry/8AEa396GlUiWCCaeF2tYXY79tt5ZRhlCmTn3KigDyDxD+xN4Fv/wBkDxR8EdHsLjwr4K8VaNqGi3P9mS7ryNb5ZBc3PnTiQyXLtLJI0s3mM8jFn3knPpNx4Z8zwbJpNveX2nt9jNnFeW7J9ptvk2LKhZWTzF4YblK5HII4rWooA8F8UfsH6b418XeGde1Tx98RbrWPCOsDXtLuvN06N4b0WdzYiV9tmBLi2u7iMLJuUCQ4GQCOc+Hv/BLXwn8IvhF4F8A+E/Hnxb8L+DPhzeQXui6Touvx6bEHikeTZO9vCklxHI8jtIkzuspclwxwa+naKAPOPj1+zN4f/aQ1LwRceIrjX7f/AIQPXj4i09dL1KTT2luTZXdkBJLFiXYI7uRsRuhLKmSV3K1Lwz+yF4S8FfHfSfiJYS+KpfEGj6BqHhyD7f4hvdTgFre3FjcTfJdSSFX36fBgoVGNwYN8pX1SigDPPhLSj4oXXP7N0/8AtqO1NiuofZ0+1Lblw5hEuN3ll1DFM4JAOMitADAoooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigD//2Q=="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1.2 均值多重比较\n",
    "多重t检验，将多个水平的数据两两检验他们之间的均值是否相等![5.%E5%9B%9E%E5%BD%92%E5%88%86%E6%9E%901_9.jpg](attachment:5.%E5%9B%9E%E5%BD%92%E5%88%86%E6%9E%901_9.jpg)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A1与A2的均值进行逐一比较的t检验，t值：-1.497033,p值:0.148595\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "手工计算均值多重比较t检验的t值及其p值。\n",
    "以A1和A2为例。\n",
    "'''\n",
    "t21=(mu2-mu1)/(mse*(1/len(A1)+1/len(A2)))**0.5\n",
    "tpvalue=2*st.t.cdf(t21,n-r)\n",
    "print('A1与A2的均值进行逐一比较的t检验，t值：%0.6f,p值:%0.6f'%(t21,tpvalue))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>coef</th>\n",
       "      <th>std err</th>\n",
       "      <th>t</th>\n",
       "      <th>P&gt;|t|</th>\n",
       "      <th>Conf. Int. Low</th>\n",
       "      <th>Conf. Int. Upp.</th>\n",
       "      <th>pvalue-hs</th>\n",
       "      <th>reject-hs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A2-A1</th>\n",
       "      <td>-76.285714</td>\n",
       "      <td>50.957929</td>\n",
       "      <td>-1.497033</td>\n",
       "      <td>0.148595</td>\n",
       "      <td>-181.965992</td>\n",
       "      <td>29.394563</td>\n",
       "      <td>0.474534</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A3-A1</th>\n",
       "      <td>-25.535714</td>\n",
       "      <td>45.040872</td>\n",
       "      <td>-0.566945</td>\n",
       "      <td>0.576491</td>\n",
       "      <td>-118.944765</td>\n",
       "      <td>67.873337</td>\n",
       "      <td>0.747732</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A4-A1</th>\n",
       "      <td>-112.619048</td>\n",
       "      <td>48.417482</td>\n",
       "      <td>-2.326000</td>\n",
       "      <td>0.029630</td>\n",
       "      <td>-213.030760</td>\n",
       "      <td>-12.207335</td>\n",
       "      <td>0.165122</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A3-A2</th>\n",
       "      <td>50.750000</td>\n",
       "      <td>49.613156</td>\n",
       "      <td>1.022914</td>\n",
       "      <td>0.317466</td>\n",
       "      <td>-52.141388</td>\n",
       "      <td>153.641388</td>\n",
       "      <td>0.682039</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A4-A2</th>\n",
       "      <td>-36.333333</td>\n",
       "      <td>52.697606</td>\n",
       "      <td>-0.689468</td>\n",
       "      <td>0.497737</td>\n",
       "      <td>-145.621480</td>\n",
       "      <td>72.954813</td>\n",
       "      <td>0.747732</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A4-A3</th>\n",
       "      <td>-87.083333</td>\n",
       "      <td>47.000077</td>\n",
       "      <td>-1.852834</td>\n",
       "      <td>0.077369</td>\n",
       "      <td>-184.555528</td>\n",
       "      <td>10.388861</td>\n",
       "      <td>0.331440</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             coef    std err         t     P>|t|  Conf. Int. Low  \\\n",
       "A2-A1  -76.285714  50.957929 -1.497033  0.148595     -181.965992   \n",
       "A3-A1  -25.535714  45.040872 -0.566945  0.576491     -118.944765   \n",
       "A4-A1 -112.619048  48.417482 -2.326000  0.029630     -213.030760   \n",
       "A3-A2   50.750000  49.613156  1.022914  0.317466      -52.141388   \n",
       "A4-A2  -36.333333  52.697606 -0.689468  0.497737     -145.621480   \n",
       "A4-A3  -87.083333  47.000077 -1.852834  0.077369     -184.555528   \n",
       "\n",
       "       Conf. Int. Upp.  pvalue-hs  reject-hs  \n",
       "A2-A1        29.394563   0.474534      False  \n",
       "A3-A1        67.873337   0.747732      False  \n",
       "A4-A1       -12.207335   0.165122      False  \n",
       "A3-A2       153.641388   0.682039      False  \n",
       "A4-A2        72.954813   0.747732      False  \n",
       "A4-A3        10.388861   0.331440      False  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "首先可以调用回归结果对象的t_test_pairwise函数，以回归自变量项作为参数.\n",
    "StatsModels原文如此：\n",
    "The name of the term for which pairwise comparisons are computed.\n",
    "Term names for categorical effects are created by patsy and\n",
    "correspond to the main part of the exog names.\n",
    "翻译过来是：成对比较的被计算条目名。分类效应的条目名是通过patsy创建的，\n",
    "对应于自变量名字的主体部分。\n",
    "按照本人理解：回归结果中的C(levels, Sum)[S.A1]是自变量名，其中C(levels, Sum)是主体部分。\n",
    "\n",
    "另外：千万要注意t_test_pairwise函数里的字符串一定要和前面回归分析的变量名的主体部分一致，\n",
    "甚至空格也要一致！！！否则将会报错：找不到该项。\n",
    "'''\n",
    "pm_results = data_lm.t_test_pairwise('C(levels, Sum)')#字符串参数一定要保持一致\n",
    "pm_results.result_frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "f:\\users\\hp\\appdata\\local\\programs\\python\\python37\\lib\\site-packages\\seaborn\\_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  FutureWarning\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "###通过水平箱线图也显示，每个水平的零件平均寿命无显著差异\n",
    "sns.boxplot(Mat_lifetime.levels,Mat_lifetime.Data)\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {
    "5.%E5%9B%9E%E5%BD%92%E5%88%86%E6%9E%901_8.jpg": {
     "image/jpeg": 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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 例2：\n",
    "![5.%E5%9B%9E%E5%BD%92%E5%88%86%E6%9E%901_8.jpg](attachment:5.%E5%9B%9E%E5%BD%92%E5%88%86%E6%9E%901_8.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "                ---------单因素方差表---------\n",
      "                   df      sum_sq    mean_sq        F    PR(>F)\n",
      "C(levels, Sum)   2.0   94.256061  47.128030  8.48374  0.001202\n",
      "Residual        30.0  166.653030   5.555101      NaN       NaN\n",
      "\n",
      "\n",
      "                ---------均值多重比较---------\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>coef</th>\n",
       "      <th>std err</th>\n",
       "      <th>t</th>\n",
       "      <th>P&gt;|t|</th>\n",
       "      <th>Conf. Int. Low</th>\n",
       "      <th>Conf. Int. Upp.</th>\n",
       "      <th>pvalue-hs</th>\n",
       "      <th>reject-hs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>M2-M1</th>\n",
       "      <td>3.881818</td>\n",
       "      <td>1.029815</td>\n",
       "      <td>3.769432</td>\n",
       "      <td>0.000717</td>\n",
       "      <td>1.778655</td>\n",
       "      <td>5.984981</td>\n",
       "      <td>0.002148</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3-M1</th>\n",
       "      <td>3.265152</td>\n",
       "      <td>0.983837</td>\n",
       "      <td>3.318795</td>\n",
       "      <td>0.002380</td>\n",
       "      <td>1.255889</td>\n",
       "      <td>5.274414</td>\n",
       "      <td>0.004754</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3-M2</th>\n",
       "      <td>-0.616667</td>\n",
       "      <td>1.009175</td>\n",
       "      <td>-0.611060</td>\n",
       "      <td>0.545762</td>\n",
       "      <td>-2.677678</td>\n",
       "      <td>1.444345</td>\n",
       "      <td>0.545762</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           coef   std err         t     P>|t|  Conf. Int. Low  \\\n",
       "M2-M1  3.881818  1.029815  3.769432  0.000717        1.778655   \n",
       "M3-M1  3.265152  0.983837  3.318795  0.002380        1.255889   \n",
       "M3-M2 -0.616667  1.009175 -0.611060  0.545762       -2.677678   \n",
       "\n",
       "       Conf. Int. Upp.  pvalue-hs  reject-hs  \n",
       "M2-M1         5.984981   0.002148       True  \n",
       "M3-M1         5.274414   0.004754       True  \n",
       "M3-M2         1.444345   0.545762      False  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "均值不等的例子。\n",
    "'''\n",
    "M1  = np.array([2,4,3,2,4,7,7,2,2,5,4],dtype='float')\n",
    "M2  = np.array([5,6,8,5,10,7,12,12,6,6],dtype='float')\n",
    "M3  = np.array([7,11,6,6,7,9,5,5,10,6,3,10],dtype='float')\n",
    "Mice_levels = np.repeat(['M1','M2','M3'],[11,10,12])\n",
    "M = np.concatenate((M1,M2,M3),axis=0)\n",
    "Mice_lifetime = pd.DataFrame({'levels':Mice_levels,'Data':M})\n",
    "\n",
    "###通过patsy的C函数对因素(水平)进行编码后，与数据进行线性回归拟合\n",
    "mice_lm = smf.ols('Data ~ C(levels,Sum)',data=Mice_lifetime).fit()\n",
    "\n",
    "###通过Statsmodels的anova_lm函数对回归结果进行方差分析\n",
    "table = sma.anova_lm(mice_lm, type=2)\n",
    "print('\\n                ---------单因素方差表---------\\n',table)\n",
    "pm_results1 = mice_lm.t_test_pairwise('C(levels, Sum)')#一定要保持一致\n",
    "print('\\n\\n                ---------均值多重比较---------')\n",
    "pm_results1.result_frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "f:\\users\\hp\\appdata\\local\\programs\\python\\python37\\lib\\site-packages\\seaborn\\_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  FutureWarning\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "###通过水平的箱线图也显示，每个水平的白鼠生存天数还是存在差异的\n",
    "sns.boxplot(Mice_lifetime.levels,Mice_lifetime.Data)\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1.3 方差齐性检验\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(ShapiroResult(statistic=0.9423453211784363, pvalue=0.6599273681640625),\n",
       " ShapiroResult(statistic=0.9384207129478455, pvalue=0.6547954082489014),\n",
       " ShapiroResult(statistic=0.8885940313339233, pvalue=0.22707131505012512),\n",
       " ShapiroResult(statistic=0.9176803827285767, pvalue=0.48881328105926514))"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "方差齐性检验之前，一般需要对数据进行正态性检验\n",
    "'''\n",
    "###检验4种水平的零件寿命数据正态性\n",
    "#根据p值可以看出，四种水平的数据都是正态分布的\n",
    "st.shapiro(A1),st.shapiro(A2),st.shapiro(A3),st.shapiro(A4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BartlettResult(statistic=5.805635751908388, pvalue=0.12145903158349065)\n",
      "LeveneResult(statistic=1.7201147014597697, pvalue=0.19207528643451552)\n",
      "FlignerResult(statistic=3.7143823041399804, pvalue=0.2940031998141424)\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "有多种方法检验不同水平数据的方差齐性。\n",
    "'''\n",
    "print(st.bartlett(A1,A2,A3,A4))\n",
    "print(st.levene(A1,A2,A3,A4))\n",
    "print(st.fligner(A1,A2,A3,A4))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Bartlett检验\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5.805635751908388, 0.12145903158349065)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "以元件的使用寿命数据为例,编码实现Bartlett方差齐性检验函数。\n",
    "'''\n",
    "\n",
    "def bart_test(*data):    \n",
    "    r=len(data)\n",
    "    if r <=1:\n",
    "        raise ValueError('数据应该大于1个水平',r)\n",
    "    ni=[]\n",
    "    ssi=[]###组内平方和（误差平方和）\n",
    "    ssa=0###组间平方和（效应平方和）\n",
    "    \n",
    "    ###计算组内平方和\n",
    "    for i in range(r):\n",
    "        ni.append(len(data[i]))\n",
    "        ssi.append(st.tvar(data[i]))\n",
    "    n=np.sum(ni)\n",
    "    \n",
    "    ###转换成numpy的array类型，便于向量计算\n",
    "    #注意Python的list类型不便于向量计算\n",
    "    ni=np.array(ni)\n",
    "    ssi=np.array(ssi)\n",
    "    \n",
    "    ###计算组间平方和\n",
    "    for i in range(r):\n",
    "        ssa+=(ni[i]-1)*ssi[i]\n",
    "    ssa=ssa/(n-r) ###组间平方和的最终结果\n",
    "    \n",
    "    ###c值的计算\n",
    "    c=1+(1/(3*(r-1)))*(np.sum(1/(ni-1))-1/(n-r))\n",
    "    \n",
    "    ###k平方的计算，即Bartlett统计量\n",
    "    #注意《统计建模与R语言》p347的k平方公式有误\n",
    "    k2=(1/c)*((n-r)*np.log(ssa)-np.sum((ni-1)*np.log(ssi)))\n",
    "    \n",
    "    ###p值计算，使用生存函数\n",
    "    pvalue=st.chi2.sf(k2,r-1)\n",
    "    return k2,pvalue\n",
    "\n",
    "###使用元件使用寿命数据测试，结果与Scipy的bartlett函数一致\n",
    "bart_test(A1,A2,A3,A4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1.4 Kruskal-Wallis秩和检验\n",
    "\n"
   ]
  },
  {
   "attachments": {
    "5.%E5%9B%9E%E5%BD%92%E5%88%86%E6%9E%902_4.jpg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 例3：\n",
    "![5.%E5%9B%9E%E5%BD%92%E5%88%86%E6%9E%902_4.jpg](attachment:5.%E5%9B%9E%E5%BD%92%E5%88%86%E6%9E%902_4.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KruskalResult(statistic=4.212967032967043, pvalue=0.23936684175023165)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "M1=np.array([164, 190, 203, 205, 206, 214, 228, 257])\n",
    "M2=np.array([185, 197, 201,231])\n",
    "M3=np.array([187, 212, 215, 220, 248, 265, 281])\n",
    "M4=np.array([202, 204, 207, 227, 230, 276])\n",
    "###scipy的kruskal函数调用和bartlett调用一样容易\n",
    "#结果显示p值远大于0.05，所以不能拒绝各水平数据无显著差异的原假设\n",
    "st.kruskal(M1,M2,M3,M4)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Kruskal-Wallis秩和检验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4.212967032967034, 0.2393668417502328)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "按照上述数学公式计算K-W检验的统计量和p值。\n",
    "此方法没有假设数据的分布和方差齐性前提，\n",
    "因此功能很强大，使用也很广泛。\n",
    "'''\n",
    "###首先将4个水平的数据合并一起计算秩\n",
    "#这点很重要，不是分别计算各水平的秩\n",
    "r=st.rankdata(np.hstack((M1,M2,M3,M4)))\n",
    "###4水平数据各自的长度\n",
    "ni=np.array([len(M1),len(M2),len(M3),len(M4)])\n",
    "n=np.sum(ni)###总长度\n",
    "num_levels=len(ni)###水平数\n",
    "\n",
    "###生成每个水平所对应的数据索引的起始点和结束点的，然后进行切片操作\n",
    "#但是要加一个0，也就是第1个水平的秩起始点\n",
    "ind=np.cumsum(ni) #[ 8, 12, 19, 25]\n",
    "ind=np.insert(ind,0,0) #[ 0,  8, 12, 19, 25]\n",
    "\n",
    "###初始化秩和/长度的\n",
    "ri=np.zeros(num_levels)\n",
    "\n",
    "###将r中的秩对应每个水平进行切片取出\n",
    "#然后对每个水平的数据的秩求和，最后除以该水平数据的长度\n",
    "for i in range(len(ni)):\n",
    "    ri[i]=np.sum(r[ind[i]:ind[i+1]])/ni[i]\n",
    "\n",
    "###计算K统计量\n",
    "K=(12/(n*(n+1)))*np.sum((ni*(ri-(n+1)/2)**2))\n",
    "###计算p值，使用卡方分布，自由度：水平数-1\n",
    "pvalue=st.chi2.sf(K,num_levels-1)\n",
    "K,pvalue"
   ]
  },
  {
   "attachments": {
    "5.%E5%9B%9E%E5%BD%92%E5%88%86%E6%9E%902_5.jpg": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1.5 Friedman秩和检验\n",
    "\n",
    "\n",
    "#### 例4：\n",
    "![5.%E5%9B%9E%E5%BD%92%E5%88%86%E6%9E%902_5.jpg](attachment:5.%E5%9B%9E%E5%BD%92%E5%88%86%E6%9E%902_5.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FriedmanchisquareResult(statistic=14.25, pvalue=0.000804733010124613)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "Friedman秩和检验\n",
    "'''\n",
    "Mice = np.array([1.00, 1.01, 1.13, 1.14, 1.70, 2.01, 2.23, 2.63,\n",
    "                  0.96, 1.23, 1.54, 1.96, 2.94, 3.68, 5.59, 6.96,\n",
    "                  2.07, 3.72, 4.50, 4.90, 6.00, 6.84, 8.23, 10.33])\n",
    "M2_1 = Mice[0:8]\n",
    "M2_2 = Mice[8:16]\n",
    "M2_3 = Mice[16:]\n",
    "st.friedmanchisquare(M2_1,M2_2,M2_3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----"
   ]
  },
  {
   "attachments": {
    "5.%E6%96%B9%E5%B7%AE%E5%88%86%E6%9E%903_1.jpg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.2 双因素方差分析\n",
    "![5.%E6%96%B9%E5%B7%AE%E5%88%86%E6%9E%903_1.jpg](attachment:5.%E6%96%B9%E5%B7%AE%E5%88%86%E6%9E%903_1.jpg)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.2.1 不考虑交互作用的双因素方差分析\n"
   ]
  },
  {
   "attachments": {
    "5.%E6%96%B9%E5%B7%AE%E5%88%86%E6%9E%903_5.jpg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 例5：\n",
    "![5.%E6%96%B9%E5%B7%AE%E5%88%86%E6%9E%903_5.jpg](attachment:5.%E6%96%B9%E5%B7%AE%E5%88%86%E6%9E%903_5.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            df   sum_sq      mean_sq         F    PR(>F)\n",
      "C(A, Sum)  3.0  3824.25  1274.750000  5.226170  0.041262\n",
      "C(B, Sum)  2.0   162.50    81.250000  0.333106  0.729149\n",
      "Residual   6.0  1463.50   243.916667       NaN       NaN\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "双因素方差分析在某种程度上将就是单因素方差分析的扩展。\n",
    "'''\n",
    "y = np.array([325, 292, 316, 317, 310, 318,  310, 320, 318, 330, 370, 365])\n",
    "\n",
    "###注意水平的对应顺序，和表格里的数据要对应上\n",
    "A = np.array([1, 1, 1, 2, 2, 2, 3, 3, 3, 4, 4, 4])\n",
    "B = np.array([1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3])\n",
    "agri = pd.DataFrame({'y':y,'A':A,'B':B})\n",
    "\n",
    "###仍是使用线性回归，需要对A和B的因子水平进行编码\n",
    "agri_lm = smf.ols('y ~ C(A, Sum)+C(B, Sum)', data=agri).fit()\n",
    "table = anova_lm(agri_lm)\n",
    "print(table)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 结果解读\n",
    "- 在方差分析表中有2个因素即品种和施肥方法，分别对应回归分析中的2个自变量。自变量是Category编码的设计矩阵。\n",
    "\n",
    "- 根据p值可以看出，A因素即品种的显著性水平很高，即种子品种对产量有显著影响。B因素，即施肥方法对产量没有显著影响。\n",
    "\n",
    "- 可以尝试使用上面列出来的数学公式，计算双因素的F统计量及其检验的p值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>y</th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>325</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>292</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>316</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>317</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>310</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>318</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>310</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>320</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>318</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>330</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>370</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>365</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      y  A  B\n",
       "0   325  1  1\n",
       "1   292  1  2\n",
       "2   316  1  3\n",
       "3   317  2  1\n",
       "4   310  2  2\n",
       "5   318  2  3\n",
       "6   310  3  1\n",
       "7   320  3  2\n",
       "8   318  3  3\n",
       "9   330  4  1\n",
       "10  370  4  2\n",
       "11  365  4  3"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###因子化后的数据形式\n",
    "agri"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.2.2 考虑交互作用的双因素方差分析"
   ]
  },
  {
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"
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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "#### 例6：\n",
    "\n",
    "![5.%E6%96%B9%E5%B7%AE%E5%88%86%E6%9E%904_4.jpg](attachment:5.%E6%96%B9%E5%B7%AE%E5%88%86%E6%9E%904_4.jpg)\n",
    "\n",
    "![5.%E6%96%B9%E5%B7%AE%E5%88%86%E6%9E%904_5.jpg](attachment:5.%E6%96%B9%E5%B7%AE%E5%88%86%E6%9E%904_5.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                         sum_sq    df         F    PR(>F)\n",
      "C(A, Sum)            352.533333   2.0  8.958916  0.000494\n",
      "C(B, Sum)             87.516667   3.0  1.482705  0.231077\n",
      "C(A, Sum):C(B, Sum)   71.733333   6.0  0.607652  0.722890\n",
      "Residual             944.400000  48.0       NaN       NaN\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "双因素方差分析（重复实验数据），还要考虑到2个因素之间的交互关系\n",
    "'''\n",
    "y = np.array([23, 25, 21, 14, 15, 20, 17, 11, 26, 21, \n",
    "              16, 19, 13, 16, 24, 20, 21, 18, 27, 24,\n",
    "              28, 30, 19, 17, 22, 26, 24, 21, 25, 26,\n",
    "              19, 18, 19, 20, 25, 26, 26, 28, 29, 23,\n",
    "              18, 15, 23, 18, 10, 21, 25, 12, 12, 22, \n",
    "              19, 23, 22, 14, 13, 22, 13, 12, 22, 19])\n",
    "A = np.repeat([1,2,3],[20,20,20])\n",
    "B_1 =np.repeat([1,2,3,4],[5,5,5,5])\n",
    "###因素B的水平对照稍微有点麻烦，因为要考虑每个重复试验的次数\n",
    "B= np.concatenate((B_1,B_1,B_1))\n",
    "trees = pd.DataFrame({'y':y,'A':A,'B':B})\n",
    "###注意交互关系表示形式\n",
    "tree_lm = smf.ols('y ~ C(A, Sum)*C(B, Sum)', data=trees).fit()\n",
    "table = anova_lm(tree_lm, typ=2)\n",
    "print(table)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>            <td>y</td>        <th>  R-squared:         </th> <td>   0.351</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.203</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   2.365</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 16 Aug 2021</td> <th>  Prob (F-statistic):</th>  <td>0.0200</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>12:35:19</td>     <th>  Log-Likelihood:    </th> <td> -167.82</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>    60</td>      <th>  AIC:               </th> <td>   359.6</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    48</td>      <th>  BIC:               </th> <td>   384.8</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>    11</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "                <td></td>                   <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>                     <td>   20.2833</td> <td>    0.573</td> <td>   35.421</td> <td> 0.000</td> <td>   19.132</td> <td>   21.435</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>C(A, Sum)[S.1]</th>                <td>   -0.7333</td> <td>    0.810</td> <td>   -0.906</td> <td> 0.370</td> <td>   -2.362</td> <td>    0.895</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>C(A, Sum)[S.2]</th>                <td>    3.2667</td> <td>    0.810</td> <td>    4.034</td> <td> 0.000</td> <td>    1.638</td> <td>    4.895</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>C(B, Sum)[S.1]</th>                <td>   -0.4167</td> <td>    0.992</td> <td>   -0.420</td> <td> 0.676</td> <td>   -2.411</td> <td>    1.578</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>C(B, Sum)[S.2]</th>                <td>    0.3167</td> <td>    0.992</td> <td>    0.319</td> <td> 0.751</td> <td>   -1.678</td> <td>    2.311</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>C(B, Sum)[S.3]</th>                <td>   -1.6167</td> <td>    0.992</td> <td>   -1.630</td> <td> 0.110</td> <td>   -3.611</td> <td>    0.378</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>C(A, Sum)[S.1]:C(B, Sum)[S.1]</th> <td>    0.4667</td> <td>    1.403</td> <td>    0.333</td> <td> 0.741</td> <td>   -2.354</td> <td>    3.287</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>C(A, Sum)[S.2]:C(B, Sum)[S.1]</th> <td>    0.0667</td> <td>    1.403</td> <td>    0.048</td> <td> 0.962</td> <td>   -2.754</td> <td>    2.887</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>C(A, Sum)[S.1]:C(B, Sum)[S.2]</th> <td>   -0.8667</td> <td>    1.403</td> <td>   -0.618</td> <td> 0.540</td> <td>   -3.687</td> <td>    1.954</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>C(A, Sum)[S.2]:C(B, Sum)[S.2]</th> <td>    0.5333</td> <td>    1.403</td> <td>    0.380</td> <td> 0.705</td> <td>   -2.287</td> <td>    3.354</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>C(A, Sum)[S.1]:C(B, Sum)[S.3]</th> <td>   -0.3333</td> <td>    1.403</td> <td>   -0.238</td> <td> 0.813</td> <td>   -3.154</td> <td>    2.487</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>C(A, Sum)[S.2]:C(B, Sum)[S.3]</th> <td>   -1.7333</td> <td>    1.403</td> <td>   -1.236</td> <td> 0.223</td> <td>   -4.554</td> <td>    1.087</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 5.746</td> <th>  Durbin-Watson:     </th> <td>   2.045</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.057</td> <th>  Jarque-Bera (JB):  </th> <td>   2.322</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td>-0.070</td> <th>  Prob(JB):          </th> <td>   0.313</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 2.046</td> <th>  Cond. No.          </th> <td>    3.46</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                      y   R-squared:                       0.351\n",
       "Model:                            OLS   Adj. R-squared:                  0.203\n",
       "Method:                 Least Squares   F-statistic:                     2.365\n",
       "Date:                Mon, 16 Aug 2021   Prob (F-statistic):             0.0200\n",
       "Time:                        12:35:19   Log-Likelihood:                -167.82\n",
       "No. Observations:                  60   AIC:                             359.6\n",
       "Df Residuals:                      48   BIC:                             384.8\n",
       "Df Model:                          11                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "=================================================================================================\n",
       "                                    coef    std err          t      P>|t|      [0.025      0.975]\n",
       "-------------------------------------------------------------------------------------------------\n",
       "Intercept                        20.2833      0.573     35.421      0.000      19.132      21.435\n",
       "C(A, Sum)[S.1]                   -0.7333      0.810     -0.906      0.370      -2.362       0.895\n",
       "C(A, Sum)[S.2]                    3.2667      0.810      4.034      0.000       1.638       4.895\n",
       "C(B, Sum)[S.1]                   -0.4167      0.992     -0.420      0.676      -2.411       1.578\n",
       "C(B, Sum)[S.2]                    0.3167      0.992      0.319      0.751      -1.678       2.311\n",
       "C(B, Sum)[S.3]                   -1.6167      0.992     -1.630      0.110      -3.611       0.378\n",
       "C(A, Sum)[S.1]:C(B, Sum)[S.1]     0.4667      1.403      0.333      0.741      -2.354       3.287\n",
       "C(A, Sum)[S.2]:C(B, Sum)[S.1]     0.0667      1.403      0.048      0.962      -2.754       2.887\n",
       "C(A, Sum)[S.1]:C(B, Sum)[S.2]    -0.8667      1.403     -0.618      0.540      -3.687       1.954\n",
       "C(A, Sum)[S.2]:C(B, Sum)[S.2]     0.5333      1.403      0.380      0.705      -2.287       3.354\n",
       "C(A, Sum)[S.1]:C(B, Sum)[S.3]    -0.3333      1.403     -0.238      0.813      -3.154       2.487\n",
       "C(A, Sum)[S.2]:C(B, Sum)[S.3]    -1.7333      1.403     -1.236      0.223      -4.554       1.087\n",
       "==============================================================================\n",
       "Omnibus:                        5.746   Durbin-Watson:                   2.045\n",
       "Prob(Omnibus):                  0.057   Jarque-Bera (JB):                2.322\n",
       "Skew:                          -0.070   Prob(JB):                        0.313\n",
       "Kurtosis:                       2.046   Cond. No.                         3.46\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###回归分析的结果\n",
    "tree_lm.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "因素A水平1的正态性检验： ShapiroResult(statistic=0.9758586287498474, pvalue=0.8702935576438904)\n",
      "因素A水平2的正态性检验： ShapiroResult(statistic=0.9438899755477905, pvalue=0.28368762135505676)\n",
      "因素A水平3的正态性检验： ShapiroResult(statistic=0.9106301665306091, pvalue=0.06552256643772125)\n",
      "因素B水平1的正态性检验： ShapiroResult(statistic=0.9835260510444641, pvalue=0.9880000948905945)\n",
      "因素B水平2的正态性检验： ShapiroResult(statistic=0.8537424802780151, pvalue=0.019627654924988747)\n",
      "因素B水平3的正态性检验： ShapiroResult(statistic=0.948333740234375, pvalue=0.4986009895801544)\n",
      "因素B水平4的正态性检验： ShapiroResult(statistic=0.9451896548271179, pvalue=0.45210620760917664)\n"
     ]
    }
   ],
   "source": [
    "#各因素各水平数据的正态性检验\n",
    "print('因素A水平1的正态性检验：',st.shapiro(y[A==1]))\n",
    "print('因素A水平2的正态性检验：',st.shapiro(y[A==2]))\n",
    "print('因素A水平3的正态性检验：',st.shapiro(y[A==3]))\n",
    "print('因素B水平1的正态性检验：',st.shapiro(y[B==1]))\n",
    "print('因素B水平2的正态性检验：',st.shapiro(y[B==2]))\n",
    "print('因素B水平3的正态性检验：',st.shapiro(y[B==3]))\n",
    "print('因素B水平4的正态性检验：',st.shapiro(y[B==4]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "因素A的方差齐性检验（Bartlett方法）： BartlettResult(statistic=0.5900002171357336, pvalue=0.7445315066337076)\n",
      "因素B的方差齐性检验（Bartlett方法）： BartlettResult(statistic=2.043625626141553, pvalue=0.5634015923679045)\n"
     ]
    }
   ],
   "source": [
    "#各因素数据的方差齐性检验\n",
    "print(\"因素A的方差齐性检验（Bartlett方法）：\",st.bartlett(y[A==1],y[A==2],y[A==3]))\n",
    "print(\"因素B的方差齐性检验（Bartlett方法）：\",st.bartlett(y[B==1],y[B==2],y[B==3],y[B==4]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-------------"
   ]
  }
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