survey.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>X1.性别.</th><th scope=col>X2.年级.</th><th scope=col>X3.专业.........请说明.</th><th scope=col>X4.您是否听说过公共危机应急处理演练系统.</th><th scope=col>X5.您是否使用过公共危机应急处理演练系统.</th><th scope=col>X6..A.危机管理的阶段理论.</th><th scope=col>X6..B.危机预警与危机监控.</th><th scope=col>X6..C.公共危机处理原则.</th><th scope=col>X6..D.公共危机应急预案法规体系.</th><th scope=col>X6..E.具体公共危机的指挥.组织和协调管理活动过程.</th><th scope=col>...</th><th scope=col>X17..D.录像影像教学.</th><th scope=col>X17..E.情景模拟.</th><th scope=col>X17..F.角色扮演.</th><th scope=col>X17..G.实地参观交流.</th><th scope=col>X17..H.其他.综合式..</th><th scope=col>X18.您希望公共危机应急处理模拟实训的活动开展频率是.</th><th scope=col>X19.您希望一次模拟实训的时长以多少为宜.</th><th scope=col>X20.您希望采用以下哪种考核评价方式.</th><th scope=col>X21.您对参加公共危机模拟实训活动有何期望.</th><th scope=col>总分</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>1             </td><td>3             </td><td>公共事业管理  </td><td>2             </td><td>2             </td><td>0             </td><td>0             </td><td>0             </td><td>0             </td><td>0             </td><td>...           </td><td>2             </td><td>2             </td><td>2             </td><td>2             </td><td>2             </td><td>3             </td><td>2             </td><td>4             </td><td>(空)          </td><td>64            </td></tr>\n",
       "\t<tr><td>1             </td><td>2             </td><td>应用心理学    </td><td>2             </td><td>2             </td><td>0             </td><td>0             </td><td>0             </td><td>0             </td><td>0             </td><td>...           </td><td>2             </td><td>3             </td><td>3             </td><td>2             </td><td>4             </td><td>3             </td><td>2             </td><td>4             </td><td>(空)          </td><td>58            </td></tr>\n",
       "\t<tr><td>1             </td><td>1             </td><td>生物技术      </td><td>2             </td><td>2             </td><td>0             </td><td>0             </td><td>0             </td><td>0             </td><td>0             </td><td>...           </td><td>1             </td><td>3             </td><td>3             </td><td>1             </td><td>3             </td><td>4             </td><td>1             </td><td>5             </td><td>(空)          </td><td>72            </td></tr>\n",
       "\t<tr><td>1             </td><td>3             </td><td>医学检验技术  </td><td>1             </td><td>2             </td><td>1             </td><td>1             </td><td>0             </td><td>0             </td><td>0             </td><td>...           </td><td>2             </td><td>2             </td><td>2             </td><td>2             </td><td>2             </td><td>3             </td><td>1             </td><td>3             </td><td>(空)          </td><td>77            </td></tr>\n",
       "\t<tr><td>1             </td><td>2             </td><td>药学          </td><td>2             </td><td>2             </td><td>1             </td><td>0             </td><td>0             </td><td>1             </td><td>0             </td><td>...           </td><td>2             </td><td>2             </td><td>2             </td><td>2             </td><td>2             </td><td>3             </td><td>1             </td><td>4             </td><td>(空)          </td><td>67            </td></tr>\n",
       "\t<tr><td>1             </td><td>4             </td><td>中西医临床专业</td><td>2             </td><td>2             </td><td>0             </td><td>0             </td><td>0             </td><td>0             </td><td>0             </td><td>...           </td><td>2             </td><td>2             </td><td>2             </td><td>2             </td><td>2             </td><td>3             </td><td>3             </td><td>3             </td><td>(空)          </td><td>75            </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
       " X1.性别. & X2.年级. & X3.专业.........请说明. & X4.您是否听说过公共危机应急处理演练系统. & X5.您是否使用过公共危机应急处理演练系统. & X6..A.危机管理的阶段理论. & X6..B.危机预警与危机监控. & X6..C.公共危机处理原则. & X6..D.公共危机应急预案法规体系. & X6..E.具体公共危机的指挥.组织和协调管理活动过程. & ... & X17..D.录像影像教学. & X17..E.情景模拟. & X17..F.角色扮演. & X17..G.实地参观交流. & X17..H.其他.综合式.. & X18.您希望公共危机应急处理模拟实训的活动开展频率是. & X19.您希望一次模拟实训的时长以多少为宜. & X20.您希望采用以下哪种考核评价方式. & X21.您对参加公共危机模拟实训活动有何期望. & 总分\\\\\n",
       "\\hline\n",
       "\t 1              & 3              & 公共事业管理   & 2              & 2              & 0              & 0              & 0              & 0              & 0              & ...            & 2              & 2              & 2              & 2              & 2              & 3              & 2              & 4              & (空)           & 64            \\\\\n",
       "\t 1              & 2              & 应用心理学     & 2              & 2              & 0              & 0              & 0              & 0              & 0              & ...            & 2              & 3              & 3              & 2              & 4              & 3              & 2              & 4              & (空)           & 58            \\\\\n",
       "\t 1              & 1              & 生物技术       & 2              & 2              & 0              & 0              & 0              & 0              & 0              & ...            & 1              & 3              & 3              & 1              & 3              & 4              & 1              & 5              & (空)           & 72            \\\\\n",
       "\t 1              & 3              & 医学检验技术   & 1              & 2              & 1              & 1              & 0              & 0              & 0              & ...            & 2              & 2              & 2              & 2              & 2              & 3              & 1              & 3              & (空)           & 77            \\\\\n",
       "\t 1              & 2              & 药学           & 2              & 2              & 1              & 0              & 0              & 1              & 0              & ...            & 2              & 2              & 2              & 2              & 2              & 3              & 1              & 4              & (空)           & 67            \\\\\n",
       "\t 1              & 4              & 中西医临床专业 & 2              & 2              & 0              & 0              & 0              & 0              & 0              & ...            & 2              & 2              & 2              & 2              & 2              & 3              & 3              & 3              & (空)           & 75            \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "X1.性别. | X2.年级. | X3.专业.........请说明. | X4.您是否听说过公共危机应急处理演练系统. | X5.您是否使用过公共危机应急处理演练系统. | X6..A.危机管理的阶段理论. | X6..B.危机预警与危机监控. | X6..C.公共危机处理原则. | X6..D.公共危机应急预案法规体系. | X6..E.具体公共危机的指挥.组织和协调管理活动过程. | ... | X17..D.录像影像教学. | X17..E.情景模拟. | X17..F.角色扮演. | X17..G.实地参观交流. | X17..H.其他.综合式.. | X18.您希望公共危机应急处理模拟实训的活动开展频率是. | X19.您希望一次模拟实训的时长以多少为宜. | X20.您希望采用以下哪种考核评价方式. | X21.您对参加公共危机模拟实训活动有何期望. | 总分 | \n",
       "|---|---|---|---|---|---|\n",
       "| 1              | 3              | 公共事业管理   | 2              | 2              | 0              | 0              | 0              | 0              | 0              | ...            | 2              | 2              | 2              | 2              | 2              | 3              | 2              | 4              | (空)           | 64             | \n",
       "| 1              | 2              | 应用心理学     | 2              | 2              | 0              | 0              | 0              | 0              | 0              | ...            | 2              | 3              | 3              | 2              | 4              | 3              | 2              | 4              | (空)           | 58             | \n",
       "| 1              | 1              | 生物技术       | 2              | 2              | 0              | 0              | 0              | 0              | 0              | ...            | 1              | 3              | 3              | 1              | 3              | 4              | 1              | 5              | (空)           | 72             | \n",
       "| 1              | 3              | 医学检验技术   | 1              | 2              | 1              | 1              | 0              | 0              | 0              | ...            | 2              | 2              | 2              | 2              | 2              | 3              | 1              | 3              | (空)           | 77             | \n",
       "| 1              | 2              | 药学           | 2              | 2              | 1              | 0              | 0              | 1              | 0              | ...            | 2              | 2              | 2              | 2              | 2              | 3              | 1              | 4              | (空)           | 67             | \n",
       "| 1              | 4              | 中西医临床专业 | 2              | 2              | 0              | 0              | 0              | 0              | 0              | ...            | 2              | 2              | 2              | 2              | 2              | 3              | 3              | 3              | (空)           | 75             | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  X1.性别. X2.年级. X3.专业.........请说明.\n",
       "1 1        3        公共事业管理           \n",
       "2 1        2        应用心理学             \n",
       "3 1        1        生物技术               \n",
       "4 1        3        医学检验技术           \n",
       "5 1        2        药学                   \n",
       "6 1        4        中西医临床专业         \n",
       "  X4.您是否听说过公共危机应急处理演练系统.\n",
       "1 2                                       \n",
       "2 2                                       \n",
       "3 2                                       \n",
       "4 1                                       \n",
       "5 2                                       \n",
       "6 2                                       \n",
       "  X5.您是否使用过公共危机应急处理演练系统. X6..A.危机管理的阶段理论.\n",
       "1 2                                        0                        \n",
       "2 2                                        0                        \n",
       "3 2                                        0                        \n",
       "4 2                                        1                        \n",
       "5 2                                        1                        \n",
       "6 2                                        0                        \n",
       "  X6..B.危机预警与危机监控. X6..C.公共危机处理原则.\n",
       "1 0                         0                      \n",
       "2 0                         0                      \n",
       "3 0                         0                      \n",
       "4 1                         0                      \n",
       "5 0                         0                      \n",
       "6 0                         0                      \n",
       "  X6..D.公共危机应急预案法规体系.\n",
       "1 0                              \n",
       "2 0                              \n",
       "3 0                              \n",
       "4 0                              \n",
       "5 1                              \n",
       "6 0                              \n",
       "  X6..E.具体公共危机的指挥.组织和协调管理活动过程. ... X17..D.录像影像教学.\n",
       "1 0                                                ... 2                   \n",
       "2 0                                                ... 2                   \n",
       "3 0                                                ... 1                   \n",
       "4 0                                                ... 2                   \n",
       "5 0                                                ... 2                   \n",
       "6 0                                                ... 2                   \n",
       "  X17..E.情景模拟. X17..F.角色扮演. X17..G.实地参观交流. X17..H.其他.综合式..\n",
       "1 2                2                2                    2                   \n",
       "2 3                3                2                    4                   \n",
       "3 3                3                1                    3                   \n",
       "4 2                2                2                    2                   \n",
       "5 2                2                2                    2                   \n",
       "6 2                2                2                    2                   \n",
       "  X18.您希望公共危机应急处理模拟实训的活动开展频率是.\n",
       "1 3                                                  \n",
       "2 3                                                  \n",
       "3 4                                                  \n",
       "4 3                                                  \n",
       "5 3                                                  \n",
       "6 3                                                  \n",
       "  X19.您希望一次模拟实训的时长以多少为宜. X20.您希望采用以下哪种考核评价方式.\n",
       "1 2                                       4                                  \n",
       "2 2                                       4                                  \n",
       "3 1                                       5                                  \n",
       "4 1                                       3                                  \n",
       "5 1                                       4                                  \n",
       "6 3                                       3                                  \n",
       "  X21.您对参加公共危机模拟实训活动有何期望. 总分\n",
       "1 (空)                                      64  \n",
       "2 (空)                                      58  \n",
       "3 (空)                                      72  \n",
       "4 (空)                                      77  \n",
       "5 (空)                                      67  \n",
       "6 (空)                                      75  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "survey <- read.table(\"C:/Users/Administrator/Desktop/survey.csv\", header = TRUE,sep = \",\")\n",
    "head(survey)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'data.frame':\t318 obs. of  73 variables:\n",
      " $ X1.性别.                                                  : int  1 1 1 1 1 1 1 1 1 1 ...\n",
      " $ X2.年级.                                                  : int  3 2 1 3 2 4 3 3 1 4 ...\n",
      " $ X3.专业.........请说明.                                   : Factor w/ 50 levels \"第一临床学院\",..: 7 44 25 36 34 50 20 14 8 11 ...\n",
      " $ X4.您是否听说过公共危机应急处理演练系统.                  : int  2 2 2 1 2 2 1 2 2 2 ...\n",
      " $ X5.您是否使用过公共危机应急处理演练系统.                  : int  2 2 2 2 2 2 1 2 2 2 ...\n",
      " $ X6..A.危机管理的阶段理论.                                 : int  0 0 0 1 1 0 0 0 0 0 ...\n",
      " $ X6..B.危机预警与危机监控.                                 : int  0 0 0 1 0 0 1 0 0 0 ...\n",
      " $ X6..C.公共危机处理原则.                                   : int  0 0 0 0 0 0 1 0 0 0 ...\n",
      " $ X6..D.公共危机应急预案法规体系.                           : int  0 0 0 0 1 0 0 0 0 0 ...\n",
      " $ X6..E.具体公共危机的指挥.组织和协调管理活动过程.          : int  0 0 0 0 0 0 0 0 0 0 ...\n",
      " $ X6..F.危机沟通和信息传播.                                 : int  0 0 0 0 0 0 0 0 0 0 ...\n",
      " $ X6..G.公共危机应急管理善后及评估机制.                     : int  0 0 0 0 0 0 0 0 0 0 ...\n",
      " $ X6..H.公共危机管理中的公民权利保障及社会救助.             : int  0 0 0 0 0 0 0 0 0 0 ...\n",
      " $ X6..I.公共应急管理相关案例及管理创新.                     : int  0 0 0 0 0 0 0 0 0 0 ...\n",
      " $ X6..J.完全不了解.                                         : int  1 1 1 0 0 1 1 1 1 1 ...\n",
      " $ X7..A.公用建筑火灾.如.酒店..                              : int  0 1 1 0 0 1 1 1 0 1 ...\n",
      " $ X7..B.工业建筑火灾.如.工厂..                              : int  1 1 0 0 0 1 1 0 0 0 ...\n",
      " $ X7..C.民用建筑火灾.如.公寓..                              : int  1 1 1 1 1 1 1 1 0 1 ...\n",
      " $ X7..D.其他.                                               : int  0 0 1 0 0 1 0 0 1 0 ...\n",
      " $ X8..A.能源类.如.核应急..                                  : int  0 1 0 0 1 1 1 0 0 0 ...\n",
      " $ X8..B.工业类.如.化工厂火灾..                              : int  0 1 1 0 1 1 0 0 0 1 ...\n",
      " $ X8..C.交通业类.如.地铁事故..                              : int  1 1 1 1 1 1 1 1 1 1 ...\n",
      " $ X8..D.自然灾害类.如.林业灾害..                            : int  1 1 0 1 1 1 0 1 0 0 ...\n",
      " $ X8..E.公共卫生事件类.如.动物疫情..                        : int  0 0 0 0 1 1 0 1 0 1 ...\n",
      " $ X8..F.其他.                                               : int  0 0 0 0 0 0 0 0 0 0 ...\n",
      " $ X9..A.危机管理阶段理论.                                   : int  3 2 4 1 2 1 3 3 3 3 ...\n",
      " $ X9..B.危机预警与监控.                                     : int  2 2 1 1 2 1 3 1 3 3 ...\n",
      " $ X9..C.公共危机处理原则.                                   : int  3 3 1 1 2 1 3 3 3 3 ...\n",
      " $ X9..D.公共危机应急预案.法规体系.                          : int  2 3 1 1 2 1 3 1 3 3 ...\n",
      " $ X9..E.具体公共危机的指挥.组织和协调管理活动过程.          : int  2 3 1 1 2 1 3 2 3 3 ...\n",
      " $ X9..F.危机沟通和信息传播.                                 : int  2 3 1 1 2 1 3 2 3 3 ...\n",
      " $ X9..G.公共危机应急管理善后及评估机制.                     : int  2 2 3 1 2 1 3 1 3 3 ...\n",
      " $ X9..H.公共危机管理中的公民权利保障及社会救助.             : int  2 1 1 1 2 1 3 1 3 3 ...\n",
      " $ X9..I.公共应急管理相关案例及管理创新.                     : int  3 3 1 1 2 1 3 1 3 3 ...\n",
      " $ X10..A.危机防范和监测能力.                                : int  1 1 1 1 1 1 1 1 0 0 ...\n",
      " $ X10..B.危机事件调查能力.                                  : int  0 0 0 0 0 1 0 0 0 0 ...\n",
      " $ X10..C.制定应急预案的能力.                                : int  1 0 1 1 0 1 1 1 0 0 ...\n",
      " $ X10..D.危机决策能力.                                      : int  1 0 1 1 1 1 0 0 0 0 ...\n",
      " $ X10..E.危机应对处理能力.                                  : int  1 0 1 1 0 1 1 1 0 1 ...\n",
      " $ X10..F.应急资源调配与组织协调的能力.                      : int  1 0 1 0 1 1 0 0 0 0 ...\n",
      " $ X10..G.危机信息传播与沟通的能力.                          : int  1 0 1 1 0 1 1 0 1 0 ...\n",
      " $ X10..H.其他.请说明..                                      : int  0 0 0 0 0 0 0 0 0 0 ...\n",
      " $ X11.您认为自己对公共危机管理相关知识的总体了解程度如何.   : int  4 5 5 3 4 5 4 5 4 4 ...\n",
      " $ X12.对于公共危机应急处理模拟实训.您认为自己需要的程度如何.: int  3 3 1 2 2 2 3 2 3 3 ...\n",
      " $ X13.您是否愿意参加公共危机应急处理模拟实训.               : int  1 1 1 1 1 1 2 1 2 1 ...\n",
      " $ X14..A.考虑到日后工作可能需要.                            : int  0 0 1 1 0 1 -3 0 -3 1 ...\n",
      " $ X14..B.增加对危机应急处理的了解.                          : int  0 1 1 1 1 1 -3 0 -3 1 ...\n",
      " $ X14..C.增强危机应对的风险意识.                            : int  1 1 1 1 1 1 -3 1 -3 0 ...\n",
      " $ X14..D.对公共危机应急处理存有好奇心.                      : int  0 0 0 1 0 1 -3 1 -3 0 ...\n",
      " $ X14..F.其他.                                              : int  0 0 0 0 0 0 -3 0 -3 0 ...\n",
      " $ X15..A.没有这方面的培训需要.                              : int  -3 -3 -3 -3 -3 -3 0 -3 0 -3 ...\n",
      " $ X15..B.对公共危机不感兴趣.                                : int  -3 -3 -3 -3 -3 -3 0 -3 0 -3 ...\n",
      " $ X15..C.担心实训效果不好.                                  : int  -3 -3 -3 -3 -3 -3 0 -3 0 -3 ...\n",
      " $ X15..D.缺少相关知识的了解.                                : int  -3 -3 -3 -3 -3 -3 1 -3 1 -3 ...\n",
      " $ X15..E.其他.                                              : int  -3 -3 -3 -3 -3 -3 0 -3 0 -3 ...\n",
      " $ X16..A.教师授课.                                          : int  0 0 1 1 1 1 -3 0 -3 1 ...\n",
      " $ X16..B.软件模拟.                                          : int  0 0 1 0 0 1 -3 0 -3 0 ...\n",
      " $ X16..C.实际操作.                                          : int  1 1 0 1 1 1 -3 1 -3 1 ...\n",
      " $ X16..D.外出参观.                                          : int  0 1 0 0 1 1 -3 1 -3 0 ...\n",
      " $ X16..E.通过小组合作解决实际问题.                          : int  0 0 0 0 0 1 -3 0 -3 0 ...\n",
      " $ X17..A.课堂理论知识的讲授.                                : int  2 2 1 2 2 3 -3 4 -3 3 ...\n",
      " $ X17..B.分组及全员讨论.                                    : int  3 3 3 2 3 3 -3 3 -3 3 ...\n",
      " $ X17..C.公共危机案例分析.                                  : int  2 3 1 2 2 2 -3 2 -3 3 ...\n",
      " $ X17..D.录像影像教学.                                      : int  2 2 1 2 2 2 -3 2 -3 3 ...\n",
      " $ X17..E.情景模拟.                                          : int  2 3 3 2 2 2 -3 1 -3 2 ...\n",
      " $ X17..F.角色扮演.                                          : int  2 3 3 2 2 2 -3 1 -3 3 ...\n",
      " $ X17..G.实地参观交流.                                      : int  2 2 1 2 2 2 -3 1 -3 2 ...\n",
      " $ X17..H.其他.综合式..                                      : int  2 4 3 2 2 2 -3 3 -3 3 ...\n",
      " $ X18.您希望公共危机应急处理模拟实训的活动开展频率是.       : int  3 3 4 3 3 3 -3 3 -3 3 ...\n",
      " $ X19.您希望一次模拟实训的时长以多少为宜.                   : int  2 2 1 1 1 3 -3 2 -3 1 ...\n",
      " $ X20.您希望采用以下哪种考核评价方式.                       : int  4 4 5 3 4 3 -3 5 -3 5 ...\n",
      " $ X21.您对参加公共危机模拟实训活动有何期望.                 : Factor w/ 62 levels \"-3\",\"(空)\",\"不用考核的，大家能有所了解就行，免得遇事手足无措\",..: 2 2 2 2 2 2 1 2 1 2 ...\n",
      " $ 总分                                                      : int  64 58 72 77 67 75 27 70 27 53 ...\n"
     ]
    }
   ],
   "source": [
    "str(survey)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "ename": "ERROR",
     "evalue": "Error in table(survey): attempt to make a table with >= 2^31 elements\n",
     "output_type": "error",
     "traceback": [
      "Error in table(survey): attempt to make a table with >= 2^31 elements\nTraceback:\n",
      "1. table(survey)",
      "2. stop(\"attempt to make a table with >= 2^31 elements\")"
     ]
    }
   ],
   "source": [
    "table(survey)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "                 第一临床学院       发个红过           法学           法學 \n",
       "             9              1              1             20              2 \n",
       "  公公事业管理   公共事业公里   公共事业管理           公管           护理 \n",
       "             1              1             39             13              7 \n",
       "        护理学           检验       精神医学           康复       康复治疗 \n",
       "             4              6              3              1              1 \n",
       "    康复治疗学     康復治療學           口腔           临床       临床药学 \n",
       "             3              1              1              9              6 \n",
       "      临床医学           临药           麻醉         麻醉学       商务英语 \n",
       "            39              1              5              1              1 \n",
       "      生物技术   生物医学工程           食品 食品质量与安全       市场营销 \n",
       "             5              5              1              4             21 \n",
       "          市营 数学与应用数学           心理         心理学           药学 \n",
       "             1              1              6              2             16 \n",
       "          药卓   医学检验技术       医学影像     医学影像学           英语 \n",
       "             1              7              1              9              1 \n",
       "          影像           应心     应用xinlix       应用心理     应用心理学 \n",
       "             1              1              1              1             32 \n",
       "          预防       预防医学         中西医     中西医临床 中西医临床医学 \n",
       "             1             19              7              4              2 \n",
       "中西医临床专业 \n",
       "             1 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table(survey$)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "  0   1 \n",
       "206 112 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "\n",
       "  0   1 \n",
       "205 113 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "\n",
       "  0   1 \n",
       " 40 278 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "\n",
       "  0   1 \n",
       "143 175 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "\n",
       "  0   1 \n",
       "101 217 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "\n",
       "  0   1 \n",
       "309   9 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table(survey$X8..A.能源类.如.核应急..)\n",
    "table(survey$X8..B.工业类.如.化工厂火灾..)\n",
    "table(survey$X8..C.交通业类.如.地铁事故..)\n",
    "table(survey$X8..D.自然灾害类.如.林业灾害..)\n",
    "table(survey$X8..E.公共卫生事件类.如.动物疫情..)\n",
    "table(survey$X8..F.其他.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "$ X1.性别.                                                  : int  1 1 1 1 1 1 1 1 1 1 ...\n",
    " $ X2.年级.                                                  : int  3 2 1 3 2 4 3 3 1 4 ...\n",
    " $ X3.专业.........请说明.                                   : Factor w/ 50 levels \"第一临床学院\",..: 7 44 25 36 34 50 20 14 8 11 ...\n",
    " $ X4.您是否听说过公共危机应急处理演练系统.                  : int  2 2 2 1 2 2 1 2 2 2 ...\n",
    " $ X5.您是否使用过公共危机应急处理演练系统.                  : int  2 2 2 2 2 2 1 2 2 2 ...\n",
    " $ X6..A.危机管理的阶段理论.                                 : int  0 0 0 1 1 0 0 0 0 0 ...\n",
    " $ X6..B.危机预警与危机监控.                                 : int  0 0 0 1 0 0 1 0 0 0 ...\n",
    " $ X6..C.公共危机处理原则.                                   : int  0 0 0 0 0 0 1 0 0 0 ...\n",
    " $ X6..D.公共危机应急预案法规体系.                           : int  0 0 0 0 1 0 0 0 0 0 ...\n",
    " $ X6..E.具体公共危机的指挥.组织和协调管理活动过程.          : int  0 0 0 0 0 0 0 0 0 0 ...\n",
    " $ X6..F.危机沟通和信息传播.                                 : int  0 0 0 0 0 0 0 0 0 0 ...\n",
    " $ X6..G.公共危机应急管理善后及评估机制.                     : int  0 0 0 0 0 0 0 0 0 0 ...\n",
    " $ X6..H.公共危机管理中的公民权利保障及社会救助.             : int  0 0 0 0 0 0 0 0 0 0 ...\n",
    " $ X6..I.公共应急管理相关案例及管理创新.                     : int  0 0 0 0 0 0 0 0 0 0 ...\n",
    " $ X6..J.完全不了解.                                         : int  1 1 1 0 0 1 1 1 1 1 ...\n",
    " $ X7..A.公用建筑火灾.如.酒店..                              : int  0 1 1 0 0 1 1 1 0 1 ...\n",
    " $ X7..B.工业建筑火灾.如.工厂..                              : int  1 1 0 0 0 1 1 0 0 0 ...\n",
    " $ X7..C.民用建筑火灾.如.公寓..                              : int  1 1 1 1 1 1 1 1 0 1 ...\n",
    " $ X7..D.其他.                                               : int  0 0 1 0 0 1 0 0 1 0 ...\n",
    " $ X8..A.能源类.如.核应急..                                  : int  0 1 0 0 1 1 1 0 0 0 ...\n",
    " $ X8..B.工业类.如.化工厂火灾..                              : int  0 1 1 0 1 1 0 0 0 1 ...\n",
    " $ X8..C.交通业类.如.地铁事故..                              : int  1 1 1 1 1 1 1 1 1 1 ...\n",
    " $ X8..D.自然灾害类.如.林业灾害..                            : int  1 1 0 1 1 1 0 1 0 0 ...\n",
    " $ X8..E.公共卫生事件类.如.动物疫情..                        : int  0 0 0 0 1 1 0 1 0 1 ...\n",
    " $ X8..F.其他.                                               : int  0 0 0 0 0 0 0 0 0 0 ...\n",
    " $ X9..A.危机管理阶段理论.                                   : int  3 2 4 1 2 1 3 3 3 3 ...\n",
    " $ X9..B.危机预警与监控.                                     : int  2 2 1 1 2 1 3 1 3 3 ...\n",
    " $ X9..C.公共危机处理原则.                                   : int  3 3 1 1 2 1 3 3 3 3 ...\n",
    " $ X9..D.公共危机应急预案.法规体系.                          : int  2 3 1 1 2 1 3 1 3 3 ...\n",
    " $ X9..E.具体公共危机的指挥.组织和协调管理活动过程.          : int  2 3 1 1 2 1 3 2 3 3 ...\n",
    " $ X9..F.危机沟通和信息传播.                                 : int  2 3 1 1 2 1 3 2 3 3 ...\n",
    " $ X9..G.公共危机应急管理善后及评估机制.                     : int  2 2 3 1 2 1 3 1 3 3 ...\n",
    " $ X9..H.公共危机管理中的公民权利保障及社会救助.             : int  2 1 1 1 2 1 3 1 3 3 ...\n",
    " $ X9..I.公共应急管理相关案例及管理创新.                     : int  3 3 1 1 2 1 3 1 3 3 ...\n",
    " $ X10..A.危机防范和监测能力.                                : int  1 1 1 1 1 1 1 1 0 0 ...\n",
    " $ X10..B.危机事件调查能力.                                  : int  0 0 0 0 0 1 0 0 0 0 ...\n",
    " $ X10..C.制定应急预案的能力.                                : int  1 0 1 1 0 1 1 1 0 0 ...\n",
    " $ X10..D.危机决策能力.                                      : int  1 0 1 1 1 1 0 0 0 0 ...\n",
    " $ X10..E.危机应对处理能力.                                  : int  1 0 1 1 0 1 1 1 0 1 ...\n",
    " $ X10..F.应急资源调配与组织协调的能力.                      : int  1 0 1 0 1 1 0 0 0 0 ...\n",
    " $ X10..G.危机信息传播与沟通的能力.                          : int  1 0 1 1 0 1 1 0 1 0 ...\n",
    " $ X10..H.其他.请说明..                                      : int  0 0 0 0 0 0 0 0 0 0 ...\n",
    " $ X11.您认为自己对公共危机管理相关知识的总体了解程度如何.   : int  4 5 5 3 4 5 4 5 4 4 ...\n",
    " $ X12.对于公共危机应急处理模拟实训.您认为自己需要的程度如何.: int  3 3 1 2 2 2 3 2 3 3 ...\n",
    " $ X13.您是否愿意参加公共危机应急处理模拟实训.               : int  1 1 1 1 1 1 2 1 2 1 ...\n",
    " $ X14..A.考虑到日后工作可能需要.                            : int  0 0 1 1 0 1 -3 0 -3 1 ...\n",
    " $ X14..B.增加对危机应急处理的了解.                          : int  0 1 1 1 1 1 -3 0 -3 1 ...\n",
    " $ X14..C.增强危机应对的风险意识.                            : int  1 1 1 1 1 1 -3 1 -3 0 ...\n",
    " $ X14..D.对公共危机应急处理存有好奇心.                      : int  0 0 0 1 0 1 -3 1 -3 0 ...\n",
    " $ X14..F.其他.                                              : int  0 0 0 0 0 0 -3 0 -3 0 ...\n",
    " $ X15..A.没有这方面的培训需要.                              : int  -3 -3 -3 -3 -3 -3 0 -3 0 -3 ...\n",
    " $ X15..B.对公共危机不感兴趣.                                : int  -3 -3 -3 -3 -3 -3 0 -3 0 -3 ...\n",
    " $ X15..C.担心实训效果不好.                                  : int  -3 -3 -3 -3 -3 -3 0 -3 0 -3 ...\n",
    " $ X15..D.缺少相关知识的了解.                                : int  -3 -3 -3 -3 -3 -3 1 -3 1 -3 ...\n",
    " $ X15..E.其他.                                              : int  -3 -3 -3 -3 -3 -3 0 -3 0 -3 ...\n",
    " $ X16..A.教师授课.                                          : int  0 0 1 1 1 1 -3 0 -3 1 ...\n",
    " $ X16..B.软件模拟.                                          : int  0 0 1 0 0 1 -3 0 -3 0 ...\n",
    " $ X16..C.实际操作.                                          : int  1 1 0 1 1 1 -3 1 -3 1 ...\n",
    " $ X16..D.外出参观.                                          : int  0 1 0 0 1 1 -3 1 -3 0 ...\n",
    " $ X16..E.通过小组合作解决实际问题.                          : int  0 0 0 0 0 1 -3 0 -3 0 ...\n",
    " $ X17..A.课堂理论知识的讲授.                                : int  2 2 1 2 2 3 -3 4 -3 3 ...\n",
    " $ X17..B.分组及全员讨论.                                    : int  3 3 3 2 3 3 -3 3 -3 3 ...\n",
    " $ X17..C.公共危机案例分析.                                  : int  2 3 1 2 2 2 -3 2 -3 3 ...\n",
    " $ X17..D.录像影像教学.                                      : int  2 2 1 2 2 2 -3 2 -3 3 ...\n",
    " $ X17..E.情景模拟.                                          : int  2 3 3 2 2 2 -3 1 -3 2 ...\n",
    " $ X17..F.角色扮演.                                          : int  2 3 3 2 2 2 -3 1 -3 3 ...\n",
    " $ X17..G.实地参观交流.\n",
    "X17..H.其他.综合式..\n",
    "X18.您希望公共危机应急处理模拟实训的活动开展频率是.\n",
    "X19.您希望一次模拟实训的时长以多少为宜.\n",
    "$ X20.您希望采用以下哪种考核评价方式.\n",
    "$X21.您对参加公共危机模拟实训活动有何期望."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message in names(survey)[1:72] <- c(\"gender\", \"grade\", \"speciality\", \"X4\", :\n",
      "\"被替换的项目不是替换值长度的倍数\""
     ]
    }
   ],
   "source": [
    "names(survey)[1:72] <- c(\"gender\",\"grade\",\"speciality\",\n",
    "                         \"X4\",\"X5\",\n",
    "                         \"6A\",\"6B\",\"6C\",\"6D\",\"6E\",\"6F\",\"6G\",\"6H\",\"6I\",\"6J\",\n",
    "                         \"7A\",\"7B\",\"7C\",\"7D\",\n",
    "                         \"8A\",\"8B\",\"8C\",\"8D\",\"8E\",\"8F\",\n",
    "                         \"9A\",\"9B\",\"9C\",\"9D\",\"9E\",\"9F\",\"9G\",\"9H\",\"9I\",\n",
    "                         \"10A\",\"10B\",\"10C\",\"10D\",\"10E\",\"10F\",\"10G\",\"10H\",\n",
    "                         \"X11\",\"X12\",\"X13\",\n",
    "                         \"14A\",\"14B\",\"14C\",\"14D\",\"14F\",\n",
    "                         \"15A\",\"15B\",\"15C\",\"15D\",\"15E\",\n",
    "                         \"16A\",\"16B\",\"16C\",\"16D\",\"16E\",\n",
    "                         \"17A\",\"17B\",\"17C\",\"17D\",\"17E\",\"17F\",\"17G\",\"17H\",\n",
    "                         \"X18\",\"X19\",\"X20\",\"X21\",\"tatal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>gender</th><th scope=col>grade</th><th scope=col>speciality</th><th scope=col>X4</th><th scope=col>X5</th><th scope=col>6A</th><th scope=col>6B</th><th scope=col>6C</th><th scope=col>6D</th><th scope=col>6E</th><th scope=col>...</th><th scope=col>17D</th><th scope=col>17E</th><th scope=col>17F</th><th scope=col>17G</th><th scope=col>17H</th><th scope=col>X18</th><th scope=col>X19</th><th scope=col>X20</th><th scope=col>X21</th><th scope=col>总分</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>1             </td><td>3             </td><td>公共事业管理  </td><td>2             </td><td>2             </td><td>0             </td><td>0             </td><td>0             </td><td>0             </td><td>0             </td><td>...           </td><td>2             </td><td>2             </td><td>2             </td><td>2             </td><td>2             </td><td>3             </td><td>2             </td><td>4             </td><td>(空)          </td><td>64            </td></tr>\n",
       "\t<tr><td>1             </td><td>2             </td><td>应用心理学    </td><td>2             </td><td>2             </td><td>0             </td><td>0             </td><td>0             </td><td>0             </td><td>0             </td><td>...           </td><td>2             </td><td>3             </td><td>3             </td><td>2             </td><td>4             </td><td>3             </td><td>2             </td><td>4             </td><td>(空)          </td><td>58            </td></tr>\n",
       "\t<tr><td>1             </td><td>1             </td><td>生物技术      </td><td>2             </td><td>2             </td><td>0             </td><td>0             </td><td>0             </td><td>0             </td><td>0             </td><td>...           </td><td>1             </td><td>3             </td><td>3             </td><td>1             </td><td>3             </td><td>4             </td><td>1             </td><td>5             </td><td>(空)          </td><td>72            </td></tr>\n",
       "\t<tr><td>1             </td><td>3             </td><td>医学检验技术  </td><td>1             </td><td>2             </td><td>1             </td><td>1             </td><td>0             </td><td>0             </td><td>0             </td><td>...           </td><td>2             </td><td>2             </td><td>2             </td><td>2             </td><td>2             </td><td>3             </td><td>1             </td><td>3             </td><td>(空)          </td><td>77            </td></tr>\n",
       "\t<tr><td>1             </td><td>2             </td><td>药学          </td><td>2             </td><td>2             </td><td>1             </td><td>0             </td><td>0             </td><td>1             </td><td>0             </td><td>...           </td><td>2             </td><td>2             </td><td>2             </td><td>2             </td><td>2             </td><td>3             </td><td>1             </td><td>4             </td><td>(空)          </td><td>67            </td></tr>\n",
       "\t<tr><td>1             </td><td>4             </td><td>中西医临床专业</td><td>2             </td><td>2             </td><td>0             </td><td>0             </td><td>0             </td><td>0             </td><td>0             </td><td>...           </td><td>2             </td><td>2             </td><td>2             </td><td>2             </td><td>2             </td><td>3             </td><td>3             </td><td>3             </td><td>(空)          </td><td>75            </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
       " gender & grade & speciality & X4 & X5 & 6A & 6B & 6C & 6D & 6E & ... & 17D & 17E & 17F & 17G & 17H & X18 & X19 & X20 & X21 & 总分\\\\\n",
       "\\hline\n",
       "\t 1              & 3              & 公共事业管理   & 2              & 2              & 0              & 0              & 0              & 0              & 0              & ...            & 2              & 2              & 2              & 2              & 2              & 3              & 2              & 4              & (空)           & 64            \\\\\n",
       "\t 1              & 2              & 应用心理学     & 2              & 2              & 0              & 0              & 0              & 0              & 0              & ...            & 2              & 3              & 3              & 2              & 4              & 3              & 2              & 4              & (空)           & 58            \\\\\n",
       "\t 1              & 1              & 生物技术       & 2              & 2              & 0              & 0              & 0              & 0              & 0              & ...            & 1              & 3              & 3              & 1              & 3              & 4              & 1              & 5              & (空)           & 72            \\\\\n",
       "\t 1              & 3              & 医学检验技术   & 1              & 2              & 1              & 1              & 0              & 0              & 0              & ...            & 2              & 2              & 2              & 2              & 2              & 3              & 1              & 3              & (空)           & 77            \\\\\n",
       "\t 1              & 2              & 药学           & 2              & 2              & 1              & 0              & 0              & 1              & 0              & ...            & 2              & 2              & 2              & 2              & 2              & 3              & 1              & 4              & (空)           & 67            \\\\\n",
       "\t 1              & 4              & 中西医临床专业 & 2              & 2              & 0              & 0              & 0              & 0              & 0              & ...            & 2              & 2              & 2              & 2              & 2              & 3              & 3              & 3              & (空)           & 75            \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "gender | grade | speciality | X4 | X5 | 6A | 6B | 6C | 6D | 6E | ... | 17D | 17E | 17F | 17G | 17H | X18 | X19 | X20 | X21 | 总分 | \n",
       "|---|---|---|---|---|---|\n",
       "| 1              | 3              | 公共事业管理   | 2              | 2              | 0              | 0              | 0              | 0              | 0              | ...            | 2              | 2              | 2              | 2              | 2              | 3              | 2              | 4              | (空)           | 64             | \n",
       "| 1              | 2              | 应用心理学     | 2              | 2              | 0              | 0              | 0              | 0              | 0              | ...            | 2              | 3              | 3              | 2              | 4              | 3              | 2              | 4              | (空)           | 58             | \n",
       "| 1              | 1              | 生物技术       | 2              | 2              | 0              | 0              | 0              | 0              | 0              | ...            | 1              | 3              | 3              | 1              | 3              | 4              | 1              | 5              | (空)           | 72             | \n",
       "| 1              | 3              | 医学检验技术   | 1              | 2              | 1              | 1              | 0              | 0              | 0              | ...            | 2              | 2              | 2              | 2              | 2              | 3              | 1              | 3              | (空)           | 77             | \n",
       "| 1              | 2              | 药学           | 2              | 2              | 1              | 0              | 0              | 1              | 0              | ...            | 2              | 2              | 2              | 2              | 2              | 3              | 1              | 4              | (空)           | 67             | \n",
       "| 1              | 4              | 中西医临床专业 | 2              | 2              | 0              | 0              | 0              | 0              | 0              | ...            | 2              | 2              | 2              | 2              | 2              | 3              | 3              | 3              | (空)           | 75             | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  gender grade speciality     X4 X5 6A 6B 6C 6D 6E ... 17D 17E 17F 17G 17H X18\n",
       "1 1      3     公共事业管理   2  2  0  0  0  0  0  ... 2   2   2   2   2   3  \n",
       "2 1      2     应用心理学     2  2  0  0  0  0  0  ... 2   3   3   2   4   3  \n",
       "3 1      1     生物技术       2  2  0  0  0  0  0  ... 1   3   3   1   3   4  \n",
       "4 1      3     医学检验技术   1  2  1  1  0  0  0  ... 2   2   2   2   2   3  \n",
       "5 1      2     药学           2  2  1  0  0  1  0  ... 2   2   2   2   2   3  \n",
       "6 1      4     中西医临床专业 2  2  0  0  0  0  0  ... 2   2   2   2   2   3  \n",
       "  X19 X20 X21  总分\n",
       "1 2   4   (空) 64  \n",
       "2 2   4   (空) 58  \n",
       "3 1   5   (空) 72  \n",
       "4 1   3   (空) 77  \n",
       "5 1   4   (空) 67  \n",
       "6 3   3   (空) 75  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "head(survey)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "     gender          grade              speciality        X4       \n",
       " Min.   :1.000   Min.   :1.000   公共事业管理: 39   Min.   :1.000  \n",
       " 1st Qu.:1.000   1st Qu.:2.000   临床医学    : 39   1st Qu.:1.000  \n",
       " Median :2.000   Median :3.000   应用心理学  : 32   Median :2.000  \n",
       " Mean   :1.711   Mean   :2.642   市场营销    : 21   Mean   :1.638  \n",
       " 3rd Qu.:2.000   3rd Qu.:3.000   法学        : 20   3rd Qu.:2.000  \n",
       " Max.   :2.000   Max.   :5.000   预防医学    : 19   Max.   :2.000  \n",
       "                                 (Other)     :148                  \n",
       "       X5              6A               6B               6C        \n",
       " Min.   :1.000   Min.   :0.0000   Min.   :0.0000   Min.   :0.0000  \n",
       " 1st Qu.:2.000   1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.0000  \n",
       " Median :2.000   Median :0.0000   Median :0.0000   Median :0.0000  \n",
       " Mean   :1.881   Mean   :0.1635   Mean   :0.2296   Mean   :0.2642  \n",
       " 3rd Qu.:2.000   3rd Qu.:0.0000   3rd Qu.:0.0000   3rd Qu.:1.0000  \n",
       " Max.   :2.000   Max.   :1.0000   Max.   :1.0000   Max.   :1.0000  \n",
       "                                                                   \n",
       "       6D               6E               6F               6G         \n",
       " Min.   :0.0000   Min.   :0.0000   Min.   :0.0000   Min.   :0.00000  \n",
       " 1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.00000  \n",
       " Median :0.0000   Median :0.0000   Median :0.0000   Median :0.00000  \n",
       " Mean   :0.1321   Mean   :0.1918   Mean   :0.1761   Mean   :0.08491  \n",
       " 3rd Qu.:0.0000   3rd Qu.:0.0000   3rd Qu.:0.0000   3rd Qu.:0.00000  \n",
       " Max.   :1.0000   Max.   :1.0000   Max.   :1.0000   Max.   :1.00000  \n",
       "                                                                     \n",
       "       6H                6I                6J               7A        \n",
       " Min.   :0.00000   Min.   :0.00000   Min.   :0.0000   Min.   :0.0000  \n",
       " 1st Qu.:0.00000   1st Qu.:0.00000   1st Qu.:0.0000   1st Qu.:0.0000  \n",
       " Median :0.00000   Median :0.00000   Median :1.0000   Median :1.0000  \n",
       " Mean   :0.09434   Mean   :0.07547   Mean   :0.5283   Mean   :0.6887  \n",
       " 3rd Qu.:0.00000   3rd Qu.:0.00000   3rd Qu.:1.0000   3rd Qu.:1.0000  \n",
       " Max.   :1.00000   Max.   :1.00000   Max.   :1.0000   Max.   :1.0000  \n",
       "                                                                      \n",
       "       7B               7C               7D                8A        \n",
       " Min.   :0.0000   Min.   :0.0000   Min.   :0.00000   Min.   :0.0000  \n",
       " 1st Qu.:0.0000   1st Qu.:1.0000   1st Qu.:0.00000   1st Qu.:0.0000  \n",
       " Median :0.0000   Median :1.0000   Median :0.00000   Median :0.0000  \n",
       " Mean   :0.3145   Mean   :0.8742   Mean   :0.08805   Mean   :0.3522  \n",
       " 3rd Qu.:1.0000   3rd Qu.:1.0000   3rd Qu.:0.00000   3rd Qu.:1.0000  \n",
       " Max.   :1.0000   Max.   :1.0000   Max.   :1.00000   Max.   :1.0000  \n",
       "                                                                     \n",
       "       8B               8C               8D               8E        \n",
       " Min.   :0.0000   Min.   :0.0000   Min.   :0.0000   Min.   :0.0000  \n",
       " 1st Qu.:0.0000   1st Qu.:1.0000   1st Qu.:0.0000   1st Qu.:0.0000  \n",
       " Median :0.0000   Median :1.0000   Median :1.0000   Median :1.0000  \n",
       " Mean   :0.3553   Mean   :0.8742   Mean   :0.5503   Mean   :0.6824  \n",
       " 3rd Qu.:1.0000   3rd Qu.:1.0000   3rd Qu.:1.0000   3rd Qu.:1.0000  \n",
       " Max.   :1.0000   Max.   :1.0000   Max.   :1.0000   Max.   :1.0000  \n",
       "                                                                    \n",
       "       8F               9A              9B             9C       \n",
       " Min.   :0.0000   Min.   :1.000   Min.   :1.00   Min.   :1.000  \n",
       " 1st Qu.:0.0000   1st Qu.:2.000   1st Qu.:1.00   1st Qu.:2.000  \n",
       " Median :0.0000   Median :3.000   Median :2.00   Median :2.000  \n",
       " Mean   :0.0283   Mean   :2.541   Mean   :2.17   Mean   :2.223  \n",
       " 3rd Qu.:0.0000   3rd Qu.:3.000   3rd Qu.:3.00   3rd Qu.:3.000  \n",
       " Max.   :1.0000   Max.   :5.000   Max.   :5.00   Max.   :5.000  \n",
       "                                                                \n",
       "       9D              9E              9F              9G              9H   \n",
       " Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1.000   Min.   :1  \n",
       " 1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1.000   1st Qu.:1  \n",
       " Median :2.000   Median :2.000   Median :2.000   Median :2.000   Median :2  \n",
       " Mean   :2.179   Mean   :2.157   Mean   :2.097   Mean   :2.173   Mean   :2  \n",
       " 3rd Qu.:3.000   3rd Qu.:3.000   3rd Qu.:3.000   3rd Qu.:3.000   3rd Qu.:3  \n",
       " Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :5.000   Max.   :5  \n",
       "                                                                            \n",
       "       9I             10A              10B              10C        \n",
       " Min.   :1.000   Min.   :0.0000   Min.   :0.0000   Min.   :0.0000  \n",
       " 1st Qu.:2.000   1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.0000  \n",
       " Median :2.000   Median :1.0000   Median :0.0000   Median :1.0000  \n",
       " Mean   :2.236   Mean   :0.7327   Mean   :0.4182   Mean   :0.6447  \n",
       " 3rd Qu.:3.000   3rd Qu.:1.0000   3rd Qu.:1.0000   3rd Qu.:1.0000  \n",
       " Max.   :5.000   Max.   :1.0000   Max.   :1.0000   Max.   :1.0000  \n",
       "                                                                   \n",
       "      10D              10E              10F              10G     \n",
       " Min.   :0.0000   Min.   :0.0000   Min.   :0.0000   Min.   :0.0  \n",
       " 1st Qu.:0.0000   1st Qu.:1.0000   1st Qu.:0.0000   1st Qu.:0.0  \n",
       " Median :1.0000   Median :1.0000   Median :0.0000   Median :0.5  \n",
       " Mean   :0.6824   Mean   :0.8302   Mean   :0.4906   Mean   :0.5  \n",
       " 3rd Qu.:1.0000   3rd Qu.:1.0000   3rd Qu.:1.0000   3rd Qu.:1.0  \n",
       " Max.   :1.0000   Max.   :1.0000   Max.   :1.0000   Max.   :1.0  \n",
       "                                                                 \n",
       "      10H               X11             X12             X13       \n",
       " Min.   :0.00000   Min.   :1.000   Min.   :1.000   Min.   :1.000  \n",
       " 1st Qu.:0.00000   1st Qu.:3.000   1st Qu.:2.000   1st Qu.:1.000  \n",
       " Median :0.00000   Median :4.000   Median :2.000   Median :1.000  \n",
       " Mean   :0.01572   Mean   :3.796   Mean   :2.157   Mean   :1.079  \n",
       " 3rd Qu.:0.00000   3rd Qu.:4.000   3rd Qu.:3.000   3rd Qu.:1.000  \n",
       " Max.   :1.00000   Max.   :5.000   Max.   :4.000   Max.   :2.000  \n",
       "                                                                  \n",
       "      14A               14B               14C              14D          \n",
       " Min.   :-3.0000   Min.   :-3.0000   Min.   :-3.000   Min.   :-3.00000  \n",
       " 1st Qu.: 0.0000   1st Qu.: 1.0000   1st Qu.: 1.000   1st Qu.: 0.00000  \n",
       " Median : 1.0000   Median : 1.0000   Median : 1.000   Median : 0.00000  \n",
       " Mean   : 0.3082   Mean   : 0.5189   Mean   : 0.566   Mean   : 0.05031  \n",
       " 3rd Qu.: 1.0000   3rd Qu.: 1.0000   3rd Qu.: 1.000   3rd Qu.: 1.00000  \n",
       " Max.   : 1.0000   Max.   : 1.0000   Max.   : 1.000   Max.   : 1.00000  \n",
       "                                                                        \n",
       "      14F               15A              15B              15C        \n",
       " Min.   :-3.0000   Min.   :-3.000   Min.   :-3.000   Min.   :-3.000  \n",
       " 1st Qu.: 0.0000   1st Qu.:-3.000   1st Qu.:-3.000   1st Qu.:-3.000  \n",
       " Median : 0.0000   Median :-3.000   Median :-3.000   Median :-3.000  \n",
       " Mean   :-0.2138   Mean   :-2.752   Mean   :-2.736   Mean   :-2.745  \n",
       " 3rd Qu.: 0.0000   3rd Qu.:-3.000   3rd Qu.:-3.000   3rd Qu.:-3.000  \n",
       " Max.   : 1.0000   Max.   : 1.000   Max.   : 1.000   Max.   : 1.000  \n",
       "                                                                     \n",
       "      15D              15E              16A               16B         \n",
       " Min.   :-3.000   Min.   :-3.000   Min.   :-3.0000   Min.   :-3.0000  \n",
       " 1st Qu.:-3.000   1st Qu.:-3.000   1st Qu.: 0.0000   1st Qu.: 0.0000  \n",
       " Median :-3.000   Median :-3.000   Median : 0.0000   Median : 0.0000  \n",
       " Mean   :-2.726   Mean   :-2.758   Mean   : 0.2075   Mean   : 0.1698  \n",
       " 3rd Qu.:-3.000   3rd Qu.:-3.000   3rd Qu.: 1.0000   3rd Qu.: 1.0000  \n",
       " Max.   : 1.000   Max.   : 1.000   Max.   : 1.0000   Max.   : 1.0000  \n",
       "                                                                      \n",
       "      16C               16D               16E               17A       \n",
       " Min.   :-3.0000   Min.   :-3.0000   Min.   :-3.0000   Min.   :-3.00  \n",
       " 1st Qu.: 1.0000   1st Qu.: 0.0000   1st Qu.: 0.0000   1st Qu.: 1.00  \n",
       " Median : 1.0000   Median : 0.0000   Median : 0.0000   Median : 2.00  \n",
       " Mean   : 0.5566   Mean   : 0.2327   Mean   : 0.1006   Mean   : 1.94  \n",
       " 3rd Qu.: 1.0000   3rd Qu.: 1.0000   3rd Qu.: 1.0000   3rd Qu.: 3.00  \n",
       " Max.   : 1.0000   Max.   : 1.0000   Max.   : 1.0000   Max.   : 5.00  \n",
       "                                                                      \n",
       "      17B              17C              17D              17E       \n",
       " Min.   :-3.000   Min.   :-3.000   Min.   :-3.000   Min.   :-3.00  \n",
       " 1st Qu.: 2.000   1st Qu.: 1.000   1st Qu.: 1.000   1st Qu.: 1.00  \n",
       " Median : 2.000   Median : 2.000   Median : 2.000   Median : 2.00  \n",
       " Mean   : 1.925   Mean   : 1.594   Mean   : 1.686   Mean   : 1.34  \n",
       " 3rd Qu.: 3.000   3rd Qu.: 2.000   3rd Qu.: 3.000   3rd Qu.: 2.00  \n",
       " Max.   : 5.000   Max.   : 4.000   Max.   : 5.000   Max.   : 4.00  \n",
       "                                                                   \n",
       "      17F              17G              17H              X18        \n",
       " Min.   :-3.000   Min.   :-3.000   Min.   :-3.000   Min.   :-3.000  \n",
       " 1st Qu.: 1.000   1st Qu.: 1.000   1st Qu.: 1.000   1st Qu.: 2.000  \n",
       " Median : 2.000   Median : 2.000   Median : 2.000   Median : 3.000  \n",
       " Mean   : 1.475   Mean   : 1.409   Mean   : 1.774   Mean   : 2.274  \n",
       " 3rd Qu.: 2.000   3rd Qu.: 2.000   3rd Qu.: 3.000   3rd Qu.: 3.000  \n",
       " Max.   : 5.000   Max.   : 5.000   Max.   : 5.000   Max.   : 4.000  \n",
       "                                                                    \n",
       "      X19              X20        \n",
       " Min.   :-3.000   Min.   :-3.000  \n",
       " 1st Qu.: 1.000   1st Qu.: 3.000  \n",
       " Median : 2.000   Median : 3.000  \n",
       " Mean   : 1.318   Mean   : 2.783  \n",
       " 3rd Qu.: 2.000   3rd Qu.: 4.000  \n",
       " Max.   : 4.000   Max.   : 6.000  \n",
       "                                  \n",
       "                                               X21           总分      \n",
       " (空)                                            :220   Min.   :18.00  \n",
       " -3                                              : 25   1st Qu.:57.00  \n",
       " 无                                              : 14   Median :65.00  \n",
       " 不用考核的，大家能有所了解就行，免得遇事手足无措:  1   Mean   :63.42  \n",
       " 多了解，多实践                                  :  1   3rd Qu.:72.00  \n",
       " 多一些生物病毒灾害预案吧                        :  1   Max.   :85.00  \n",
       " (Other)                                         : 56                  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary(survey)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "  1   2 \n",
      " 92 226 \n",
      "\n",
      "  1   2   3   4   5 \n",
      " 31 119 111  47  10 \n",
      "\n",
      "  第一临床学院       发个红过           法学           法學   公公事业管理 \n",
      "             1              1             20              2              1 \n",
      "  公共事业公里   公共事业管理           公管           护理         护理学 \n",
      "             1             39             13              7              4 \n",
      "          检验       精神医学           康复       康复治疗     康复治疗学 \n",
      "             6              3              1              1              3 \n",
      "    康復治療學           口腔           临床       临床药学       临床医学 \n",
      "             1              1              9              6             39 \n",
      "          临药           麻醉         麻醉学       商务英语       生物技术 \n",
      "             1              5              1              1              5 \n",
      "  生物医学工程           食品 食品质量与安全       市场营销           市营 \n",
      "             5              1              4             21              1 \n",
      "数学与应用数学           心理         心理学           药学           药卓 \n",
      "             1              6              2             16              1 \n",
      "  医学检验技术       医学影像     医学影像学           英语           影像 \n",
      "             7              1              9              1              1 \n",
      "          应心     应用xinlix       应用心理     应用心理学           预防 \n",
      "             1              1              1             32              1 \n",
      "      预防医学         中西医     中西医临床 中西医临床医学 中西医临床专业 \n",
      "            19              7              4              2              1 \n",
      "\n",
      "  1   2 \n",
      "115 203 \n",
      "\n",
      "  1   2 \n",
      " 38 280 \n",
      "\n",
      "  0   1 \n",
      "266  52 \n",
      "\n",
      "  0   1 \n",
      "245  73 \n",
      "\n",
      "  0   1 \n",
      "234  84 \n",
      "\n",
      "  0   1 \n",
      "276  42 \n",
      "\n",
      "  0   1 \n",
      "257  61 \n",
      "\n",
      "  0   1 \n",
      "262  56 \n",
      "\n",
      "  0   1 \n",
      "291  27 \n",
      "\n",
      "  0   1 \n",
      "288  30 \n",
      "\n",
      "  0   1 \n",
      "294  24 \n",
      "\n",
      "  0   1 \n",
      "150 168 \n",
      "\n",
      "  0   1 \n",
      " 99 219 \n",
      "\n",
      "  0   1 \n",
      "218 100 \n",
      "\n",
      "  0   1 \n",
      " 40 278 \n",
      "\n",
      "  0   1 \n",
      "290  28 \n",
      "\n",
      "  0   1 \n",
      "206 112 \n",
      "\n",
      "  0   1 \n",
      "205 113 \n",
      "\n",
      "  0   1 \n",
      " 40 278 \n",
      "\n",
      "  0   1 \n",
      "143 175 \n",
      "\n",
      "  0   1 \n",
      "101 217 \n",
      "\n",
      "  0   1 \n",
      "309   9 \n",
      "\n",
      "  1   2   3   4   5 \n",
      " 58  79 137  39   5 \n",
      "\n",
      "  1   2   3   4   5 \n",
      " 88 113  95  19   3 \n",
      "\n",
      "  1   2   3   4   5 \n",
      " 79 116  97  25   1 \n",
      "\n",
      "  1   2   3   4   5 \n",
      " 83 117  97  20   1 \n",
      "\n",
      "  1   2   3   4   5 \n",
      " 82 121 100  13   2 \n",
      "\n",
      "  1   2   3   4   5 \n",
      " 87 131  83  16   1 \n",
      "\n",
      "  1   2   3   4   5 \n",
      " 82 121  94  20   1 \n",
      "\n",
      "  1   2   3   4   5 \n",
      "105 125  73  13   2 \n",
      "\n",
      "  1   2   3   4   5 \n",
      " 78 110 109  19   2 \n",
      "\n",
      "  0   1 \n",
      " 85 233 \n",
      "\n",
      "  0   1 \n",
      "185 133 \n",
      "\n",
      "  0   1 \n",
      "113 205 \n",
      "\n",
      "  0   1 \n",
      "101 217 \n",
      "\n",
      "  0   1 \n",
      " 54 264 \n",
      "\n",
      "  0   1 \n",
      "162 156 \n",
      "\n",
      "  0   1 \n",
      "159 159 \n",
      "\n",
      "  0   1 \n",
      "313   5 \n",
      "\n",
      "  1   2   3   4   5 \n",
      "  3  14  89 151  61 \n",
      "\n",
      "  1   2   3   4 \n",
      " 54 168  88   8 \n",
      "\n",
      "  1   2 \n",
      "293  25 \n",
      "\n",
      " -3   0   1 \n",
      " 25 120 173 \n",
      "\n",
      " -3   0   1 \n",
      " 25  53 240 \n",
      "\n",
      " -3   0   1 \n",
      " 25  38 255 \n",
      "\n",
      " -3   0   1 \n",
      " 25 202  91 \n",
      "\n",
      " -3   0   1 \n",
      " 25 286   7 \n",
      "\n",
      " -3   0   1 \n",
      "293  21   4 \n",
      "\n",
      " -3   0   1 \n",
      "293  16   9 \n",
      "\n",
      " -3   0   1 \n",
      "293  19   6 \n",
      "\n",
      " -3   0   1 \n",
      "293  13  12 \n",
      "\n",
      " -3   0   1 \n",
      "293  23   2 \n",
      "\n",
      " -3   0   1 \n",
      " 25 152 141 \n",
      "\n",
      " -3   0   1 \n",
      " 25 164 129 \n",
      "\n",
      " -3   0   1 \n",
      " 25  41 252 \n",
      "\n",
      " -3   0   1 \n",
      " 25 144 149 \n",
      "\n",
      " -3   0   1 \n",
      " 25 186 107 \n",
      "\n",
      " -3   1   2   3   4   5 \n",
      " 25  56 104 106  25   2 \n",
      "\n",
      " -3   1   2   3   4   5 \n",
      " 25  53 122  86  28   4 \n",
      "\n",
      " -3   1   2   3   4 \n",
      " 25  78 147  62   6 \n",
      "\n",
      " -3   1   2   3   4   5 \n",
      " 25  73 135  73  11   1 \n",
      "\n",
      " -3   1   2   3   4 \n",
      " 25 127 127  36   3 \n",
      "\n",
      " -3   1   2   3   4   5 \n",
      " 25 113 119  52   8   1 \n",
      "\n",
      " -3   1   2   3   4   5 \n",
      " 25 115 130  45   2   1 \n",
      "\n",
      " -3   1   2   3   4   5 \n",
      " 25  68 115 100   9   1 \n",
      "\n",
      " -3   1   2   3   4 \n",
      " 25  16  64 198  15 \n",
      "\n",
      " -3   1   2   3   4 \n",
      " 25 129 128  35   1 \n",
      "\n",
      " -3   1   2   3   4   5   6 \n",
      " 25  21  30 125  85  28   4 \n",
      "\n",
      "                                                          -3 \n",
      "                                                          25 \n",
      "                                                        (空) \n",
      "                                                         220 \n",
      "            不用考核的，大家能有所了解就行，免得遇事手足无措 \n",
      "                                                           1 \n",
      "                                              多了解，多实践 \n",
      "                                                           1 \n",
      "                                    多一些生物病毒灾害预案吧 \n",
      "                                                           1 \n",
      "                                                    付诸行动 \n",
      "                                                           1 \n",
      "                                                      复合弓 \n",
      "                                                           1 \n",
      "                                                  更多的实例 \n",
      "                                                           1 \n",
      "                        更希望政府在灾后能做好自己的本职工作 \n",
      "                                                           1 \n",
      "                                                        规范 \n",
      "                                                           1 \n",
      "                                                          好 \n",
      "                                                           1 \n",
      "                                                    很期待啊 \n",
      "                                                           1 \n",
      "                                                      加油啊 \n",
      "                                                           1 \n",
      "                                                    尽力就行 \n",
      "                                                           1 \n",
      "                                                    尽早开展 \n",
      "                                                           1 \n",
      "                                          尽早开展，人人参与 \n",
      "                                                           1 \n",
      "                                    进入校园，为更多学生普及 \n",
      "                                                           1 \n",
      "                                                    可以尝试 \n",
      "                                                           1 \n",
      "                                                    可以落实 \n",
      "                                                           1 \n",
      "                                        可以学到些实用的东西 \n",
      "                                                           1 \n",
      "                                了解对各种公共危机的处理方式 \n",
      "                                                           1 \n",
      "                                              理论和实操结合 \n",
      "                                                           1 \n",
      "                                            落实，体现意义。 \n",
      "                                                           1 \n",
      "                                                        没啥 \n",
      "                                                           1 \n",
      "                                                  免费哈哈哈 \n",
      "                                                           1 \n",
      "模拟完毕，须有课后学习跟进，可以配套一些有趣多样的课外活动。 \n",
      "                                                           1 \n",
      "                                                  能比较深刻 \n",
      "                                                           1 \n",
      "                                  能够锻炼加强自己的危机意识 \n",
      "                                                           1 \n",
      "                                          能够应用于实际生活 \n",
      "                                                           1 \n",
      "                                                        普及 \n",
      "                                                           1 \n",
      "                                    期待能学到更多有用的知识 \n",
      "                                                           1 \n",
      "                                    期望是切实有效的实训活动 \n",
      "                                                           1 \n",
      "                                            实践能力更重要。 \n",
      "                                                           1 \n",
      "          危机模拟项目能贴近现实生活，给生活危机提供解决思路 \n",
      "                                                           1 \n",
      "                                                          无 \n",
      "                                                          14 \n",
      "      希望不只是纸上谈兵，而是落到实处从而掌握到实际处理能力 \n",
      "                                                           1 \n",
      "                      希望大家都能掌握一定的危机公关应对策略 \n",
      "                                                           1 \n",
      "                                  希望多培训一下我们这些小白 \n",
      "                                                           1 \n",
      "                                          希望可以在社会普及 \n",
      "                                                           1 \n",
      "                  希望可以真正地帮助人们提高公共危机应急能力 \n",
      "                                                           1 \n",
      "                                希望能多增加一点实操性训练。 \n",
      "                                                           1 \n",
      "                              希望能够提高自己的危机处理能力 \n",
      "                                                           1 \n",
      "                                            希望能够学有所获 \n",
      "                                                           1 \n",
      "                                            希望能学到新知识 \n",
      "                                                           1 \n",
      "                                      希望能有多一点相关活动 \n",
      "                                                           1 \n",
      "                                      希望所学内容实用、有效 \n",
      "                                                           1 \n",
      "                                                    希望完善 \n",
      "                                                           1 \n",
      "                              希望我校有该系统并安排学生培训 \n",
      "                                                           1 \n",
      "                                              希望形象生动。 \n",
      "                                                           1 \n",
      "                                    希望学校可以重视这个问题 \n",
      "                                                           1 \n",
      "                                                      希望有 \n",
      "                                                           1 \n",
      "                                            希望有很大的收获 \n",
      "                                                           1 \n",
      "                                              希望有机会参加 \n",
      "                                                           1 \n",
      "                                      需要的时候能用到实处。 \n",
      "                                                           1 \n",
      "                                    学校及其他组织能够重视。 \n",
      "                                                           1 \n",
      "                                                    学有所用 \n",
      "                                                           1 \n",
      "                                                    要准备好 \n",
      "                                                           1 \n",
      "                                          有利于处理突发事件 \n",
      "                                                           1 \n",
      "                                                  越来越普遍 \n",
      "                                                           1 \n",
      "                                                    再接再厉 \n",
      "                                                           1 \n",
      "                                                    暂时没有 \n",
      "                                                           1 \n",
      "                                        做有用的事，学到实处 \n",
      "                                                           1 \n"
     ]
    }
   ],
   "source": [
    "for (i in 1:72)\n",
    "    print(table(survey[,i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "  1   2 \n",
       " 92 226 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table(survey[,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "file_extension": ".r",
   "mimetype": "text/x-r-source",
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