analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import shutil\n",
    "import pandas as pd\n",
    "from config import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "your_university='Huazhong University of Science and Technology'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "year=23"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "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>control_number</th>\n",
       "      <th>student1</th>\n",
       "      <th>student2</th>\n",
       "      <th>student3</th>\n",
       "      <th>advisor</th>\n",
       "      <th>university</th>\n",
       "      <th>prize</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2300005</td>\n",
       "      <td>Zheng Yaxin</td>\n",
       "      <td>Du Jingiu</td>\n",
       "      <td>Gao Qihang</td>\n",
       "      <td>UIC Math Modeling Team</td>\n",
       "      <td>BNU-HKBU United International College</td>\n",
       "      <td>Meritorious Winner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2300006</td>\n",
       "      <td>Wu Peixin</td>\n",
       "      <td>Chen Ningyun</td>\n",
       "      <td>Wu You</td>\n",
       "      <td>UIC Math Modeling Team</td>\n",
       "      <td>BNU-HKBU United International College</td>\n",
       "      <td>Successful Participant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2300007</td>\n",
       "      <td>Gou RuoXuan</td>\n",
       "      <td>Huang JianFei</td>\n",
       "      <td>Ye YuJun</td>\n",
       "      <td>UIC Math Modeling Team</td>\n",
       "      <td>BNU-HKBU United International College</td>\n",
       "      <td>Successful Participant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2300008</td>\n",
       "      <td>Wan Yeqian</td>\n",
       "      <td>Gan Yining</td>\n",
       "      <td>Guo Wenhao</td>\n",
       "      <td>UIC Math Modeling Team</td>\n",
       "      <td>BNU-HKBU United International College</td>\n",
       "      <td>Successful Participant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2300009</td>\n",
       "      <td>Lu Qianyu</td>\n",
       "      <td>Li Can</td>\n",
       "      <td>Zhao Xiaoxuan</td>\n",
       "      <td>UIC Math Modeling Team</td>\n",
       "      <td>BNU-HKBU United International College</td>\n",
       "      <td>Successful Participant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   control_number     student1       student2       student3  \\\n",
       "0         2300005  Zheng Yaxin      Du Jingiu     Gao Qihang   \n",
       "1         2300006    Wu Peixin   Chen Ningyun         Wu You   \n",
       "2         2300007  Gou RuoXuan  Huang JianFei       Ye YuJun   \n",
       "3         2300008   Wan Yeqian     Gan Yining     Guo Wenhao   \n",
       "4         2300009    Lu Qianyu         Li Can  Zhao Xiaoxuan   \n",
       "\n",
       "                  advisor                             university  \\\n",
       "0  UIC Math Modeling Team  BNU-HKBU United International College   \n",
       "1  UIC Math Modeling Team  BNU-HKBU United International College   \n",
       "2  UIC Math Modeling Team  BNU-HKBU United International College   \n",
       "3  UIC Math Modeling Team  BNU-HKBU United International College   \n",
       "4  UIC Math Modeling Team  BNU-HKBU United International College   \n",
       "\n",
       "                    prize  \n",
       "0      Meritorious Winner  \n",
       "1  Successful Participant  \n",
       "2  Successful Participant  \n",
       "3  Successful Participant  \n",
       "4  Successful Participant  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "txtpath='./all/all_20'+str(year)+'.txt'\n",
    "csvpath='./all/all_20'+str(year)+'.csv'\n",
    "shutil.copyfile(txtpath, csvpath)\n",
    "data = pd.read_csv(csvpath)\n",
    "data=data.iloc[:,0:7]\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Harbin Engineering University                        580\n",
       "XIDIAN UNIVERSITY                                    448\n",
       "Beihang University                                   407\n",
       "Jilin University                                     364\n",
       "Huazhong University of Science and Technology        338\n",
       "Northwestern Polytechnical University                323\n",
       "Nanjing University of Posts and Telecommunication    298\n",
       "Dalian University of Technology                      293\n",
       "Shanghai Jiao Tong University                        263\n",
       "South China University of Technology                 228\n",
       "Hohai University                                     215\n",
       "National University of Defense Technology            207\n",
       "Northeastern University                              206\n",
       "Harbin Institute of Technology                       200\n",
       "Beijing Institute of Technology                      197\n",
       "Southwest University                                 193\n",
       "Central University of Finance and Economics          192\n",
       "Renmin University of China                           183\n",
       "Xi'an Jiaotong University                            162\n",
       "Hangzhou Normal University                           154\n",
       "Name: university, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "univ_data=data['university'].value_counts().iloc[0:20]\n",
    "univ_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "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": [
    "\n",
    "ax=univ_data.sort_values().plot.barh()\n",
    "fig=ax.get_figure()\n",
    "fig.savefig('统计结果.png',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Successful Participant     13180\n",
       "Honorable Mention           4531\n",
       "Meritorious Winner          1352\n",
       "Disqualified - P             990\n",
       "Finalist                     545\n",
       "Unsuccessful - I             177\n",
       "Not Judged                    24\n",
       "Outstanding Winner            14\n",
       "AMS Award                      6\n",
       "INFORMS Award                  5\n",
       "SIAM Award                     5\n",
       "MAA Award                      3\n",
       "COMAP Scholarship Award        2\n",
       "Leonhard Euler Award           1\n",
       "Ben Fusaro Award               1\n",
       "Vilfredo Pareto Award          1\n",
       "Rachel Carson Award            1\n",
       "Frank Giordano Award           1\n",
       "Unsuccessful - [               1\n",
       "Name: prize, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['prize'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>control_number</th>\n",
       "      <th>student1</th>\n",
       "      <th>student2</th>\n",
       "      <th>student3</th>\n",
       "      <th>advisor</th>\n",
       "      <th>university</th>\n",
       "      <th>prize</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>2300136</td>\n",
       "      <td>Hanzhang Zhou</td>\n",
       "      <td>Huangyii Zheng</td>\n",
       "      <td>Xiaoyang Cao</td>\n",
       "      <td>Heng Liang</td>\n",
       "      <td>Tsinghua University</td>\n",
       "      <td>INFORMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>2300229</td>\n",
       "      <td>Cao Honglin</td>\n",
       "      <td>Zhou Zijian</td>\n",
       "      <td>Hu Yongqi</td>\n",
       "      <td>Li Mingqi</td>\n",
       "      <td>Jniversity of Electronic Science and Technolog...</td>\n",
       "      <td>Leonhard Euler Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>2300336</td>\n",
       "      <td>Jiahao Luo</td>\n",
       "      <td>Tianyu Xiong</td>\n",
       "      <td>Yuting Zhang</td>\n",
       "      <td>Guoliang He</td>\n",
       "      <td>University of Electronic Science and Technolog...</td>\n",
       "      <td>AMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>2309229</td>\n",
       "      <td>Yuhao Sun</td>\n",
       "      <td>Ziruo Wang</td>\n",
       "      <td>Shuo Zhang</td>\n",
       "      <td>Hai Jin</td>\n",
       "      <td>Beijing Institute of Technology</td>\n",
       "      <td>Ben Fusaro Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1532</th>\n",
       "      <td>2309766</td>\n",
       "      <td>Carrie Cox</td>\n",
       "      <td>Jobi Lo</td>\n",
       "      <td>Elias Coppock</td>\n",
       "      <td>Wai Lau</td>\n",
       "      <td>Seattle Pacific University</td>\n",
       "      <td>MAA Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2406</th>\n",
       "      <td>2310776</td>\n",
       "      <td>Duffy Anderson</td>\n",
       "      <td>Matthew Helmer</td>\n",
       "      <td>Madeline Rue</td>\n",
       "      <td>Mei Zhu</td>\n",
       "      <td>Pacific Lutheran University</td>\n",
       "      <td>MAA Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2832</th>\n",
       "      <td>2311258</td>\n",
       "      <td>Haiyan Zhang</td>\n",
       "      <td>Tao Zhuang</td>\n",
       "      <td>Yunuo Lei</td>\n",
       "      <td>Qingsong Zou</td>\n",
       "      <td>XIDIAN UNIVERSITY</td>\n",
       "      <td>AMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3077</th>\n",
       "      <td>2311517</td>\n",
       "      <td>Taining Yan</td>\n",
       "      <td>Kaiqun Wu</td>\n",
       "      <td>Lijie Chen</td>\n",
       "      <td>Taining Yan</td>\n",
       "      <td>Renmin University of China</td>\n",
       "      <td>Vilfredo Pareto Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3912</th>\n",
       "      <td>2312411</td>\n",
       "      <td>Dingkai Wei</td>\n",
       "      <td>Yuecheng Wang</td>\n",
       "      <td>Weilong Zhu</td>\n",
       "      <td>Yuchao Li</td>\n",
       "      <td>Chang'an University</td>\n",
       "      <td>Rachel Carson Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5561</th>\n",
       "      <td>2314151</td>\n",
       "      <td>Jing Ren</td>\n",
       "      <td>Chenyue Xia</td>\n",
       "      <td>AnyYu Pan</td>\n",
       "      <td>Guibing Guo</td>\n",
       "      <td>Northeastern University of China</td>\n",
       "      <td>COMAP Scholarship Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6398</th>\n",
       "      <td>2315018</td>\n",
       "      <td>Hongyu Lang</td>\n",
       "      <td>Yutong Shao</td>\n",
       "      <td>Xiaqing Zhou</td>\n",
       "      <td>Jigao Yan</td>\n",
       "      <td>Soochow University</td>\n",
       "      <td>SIAM Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6692</th>\n",
       "      <td>2315321</td>\n",
       "      <td>Baoyang Zhang</td>\n",
       "      <td>Lei Tian</td>\n",
       "      <td>Zihan Wu</td>\n",
       "      <td>Jun Lu</td>\n",
       "      <td>National University of Defense Technology</td>\n",
       "      <td>SIAM Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6749</th>\n",
       "      <td>2315379</td>\n",
       "      <td>Zhu Xiangyu</td>\n",
       "      <td>Liang Katyin</td>\n",
       "      <td>Wei Xiaoqin</td>\n",
       "      <td>Wang Xiaoyin</td>\n",
       "      <td>Tiangong University</td>\n",
       "      <td>Frank Giordano Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8305</th>\n",
       "      <td>2316994</td>\n",
       "      <td>Zichen Cao</td>\n",
       "      <td>Yunyujie Du</td>\n",
       "      <td>Xinyi Jiang</td>\n",
       "      <td>Xiaofeng Gao</td>\n",
       "      <td>Shanghai Jiao Tong University</td>\n",
       "      <td>INFORMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9488</th>\n",
       "      <td>2318300</td>\n",
       "      <td>Enzo Moraes Mescall</td>\n",
       "      <td>Nicolas Salazar</td>\n",
       "      <td>Erik Mendes Novak</td>\n",
       "      <td>Maria-Veronica Ciocanel</td>\n",
       "      <td>Duke University</td>\n",
       "      <td>COMAP Scholarship Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10156</th>\n",
       "      <td>2318982</td>\n",
       "      <td>Kehan Tong</td>\n",
       "      <td>Yuqi Yang</td>\n",
       "      <td>Yan Du</td>\n",
       "      <td>Qiang Yao</td>\n",
       "      <td>East China Normal University</td>\n",
       "      <td>SIAM Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10351</th>\n",
       "      <td>2301192</td>\n",
       "      <td>Jianjie Zheng</td>\n",
       "      <td>Weikang Li</td>\n",
       "      <td>Yao Hou</td>\n",
       "      <td>Lei Liu</td>\n",
       "      <td>Zhejiang University of Finance and Economics</td>\n",
       "      <td>AMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12128</th>\n",
       "      <td>2320131</td>\n",
       "      <td>Song Yushuai</td>\n",
       "      <td>Zhao Chenxia</td>\n",
       "      <td>Hu Yunbo</td>\n",
       "      <td>Song Yushuai</td>\n",
       "      <td>Tianjin University</td>\n",
       "      <td>SIAM Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14508</th>\n",
       "      <td>2322645</td>\n",
       "      <td>Steven Sofos DiSilvio</td>\n",
       "      <td>Anthony Ozerov</td>\n",
       "      <td>Leon Zhou</td>\n",
       "      <td>George Dragomir</td>\n",
       "      <td>Columbia University</td>\n",
       "      <td>INFORMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14546</th>\n",
       "      <td>2322687</td>\n",
       "      <td>Caden Lin</td>\n",
       "      <td>Maksym Bondarenko</td>\n",
       "      <td>Phillip M Yan</td>\n",
       "      <td>George Dragomir</td>\n",
       "      <td>Columbia University</td>\n",
       "      <td>MAA Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16300</th>\n",
       "      <td>2303950</td>\n",
       "      <td>Yuewen Yang</td>\n",
       "      <td>Yifan Qi</td>\n",
       "      <td>Yuechuan Ma</td>\n",
       "      <td>Bo Wang</td>\n",
       "      <td>Beiing Institute of Technology</td>\n",
       "      <td>SIAM Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16313</th>\n",
       "      <td>2303967</td>\n",
       "      <td>Jingjia Peng</td>\n",
       "      <td>Xinyi Huang</td>\n",
       "      <td>Xuejun Zhang</td>\n",
       "      <td>Xiaofeng Gao</td>\n",
       "      <td>Shanghai Jiao Tong University</td>\n",
       "      <td>AMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17181</th>\n",
       "      <td>2304962</td>\n",
       "      <td>Zhu Xiaotian</td>\n",
       "      <td>Liu Jingwen</td>\n",
       "      <td>Liu Xinjie</td>\n",
       "      <td>Chen Hua</td>\n",
       "      <td>China University of Petroleum</td>\n",
       "      <td>INFORMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17912</th>\n",
       "      <td>2305794</td>\n",
       "      <td>Zhang Chuxiao</td>\n",
       "      <td>Wang Chenghan</td>\n",
       "      <td>Zhang Ying</td>\n",
       "      <td>Yuli ZHANG</td>\n",
       "      <td>Beijing Institute of Technology</td>\n",
       "      <td>INFORMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19308</th>\n",
       "      <td>2307336</td>\n",
       "      <td>Zhaohong Liao</td>\n",
       "      <td>Enyang Li</td>\n",
       "      <td>Yingyi Liu</td>\n",
       "      <td>Zhi Gao</td>\n",
       "      <td>Wuhan University</td>\n",
       "      <td>AMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20749</th>\n",
       "      <td>2308899</td>\n",
       "      <td>Ruomu Li</td>\n",
       "      <td>Chenyu Ma</td>\n",
       "      <td>Mengyuan Dai</td>\n",
       "      <td>Dongxue Yan</td>\n",
       "      <td>Nanjing University of Posts and Telecommunication</td>\n",
       "      <td>AMS Award</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       control_number               student1           student2  \\\n",
       "96            2300136          Hanzhang Zhou     Huangyii Zheng   \n",
       "169           2300229            Cao Honglin        Zhou Zijian   \n",
       "260           2300336             Jiahao Luo       Tianyu Xiong   \n",
       "1037          2309229              Yuhao Sun         Ziruo Wang   \n",
       "1532          2309766             Carrie Cox            Jobi Lo   \n",
       "2406          2310776         Duffy Anderson     Matthew Helmer   \n",
       "2832          2311258           Haiyan Zhang         Tao Zhuang   \n",
       "3077          2311517            Taining Yan          Kaiqun Wu   \n",
       "3912          2312411            Dingkai Wei      Yuecheng Wang   \n",
       "5561          2314151               Jing Ren        Chenyue Xia   \n",
       "6398          2315018            Hongyu Lang        Yutong Shao   \n",
       "6692          2315321          Baoyang Zhang           Lei Tian   \n",
       "6749          2315379            Zhu Xiangyu       Liang Katyin   \n",
       "8305          2316994             Zichen Cao        Yunyujie Du   \n",
       "9488          2318300    Enzo Moraes Mescall    Nicolas Salazar   \n",
       "10156         2318982             Kehan Tong          Yuqi Yang   \n",
       "10351         2301192          Jianjie Zheng         Weikang Li   \n",
       "12128         2320131           Song Yushuai       Zhao Chenxia   \n",
       "14508         2322645  Steven Sofos DiSilvio     Anthony Ozerov   \n",
       "14546         2322687              Caden Lin  Maksym Bondarenko   \n",
       "16300         2303950            Yuewen Yang           Yifan Qi   \n",
       "16313         2303967           Jingjia Peng        Xinyi Huang   \n",
       "17181         2304962           Zhu Xiaotian        Liu Jingwen   \n",
       "17912         2305794          Zhang Chuxiao      Wang Chenghan   \n",
       "19308         2307336          Zhaohong Liao          Enyang Li   \n",
       "20749         2308899               Ruomu Li          Chenyu Ma   \n",
       "\n",
       "                student3                  advisor  \\\n",
       "96          Xiaoyang Cao               Heng Liang   \n",
       "169            Hu Yongqi                Li Mingqi   \n",
       "260         Yuting Zhang              Guoliang He   \n",
       "1037          Shuo Zhang                  Hai Jin   \n",
       "1532       Elias Coppock                  Wai Lau   \n",
       "2406        Madeline Rue                  Mei Zhu   \n",
       "2832           Yunuo Lei             Qingsong Zou   \n",
       "3077          Lijie Chen              Taining Yan   \n",
       "3912         Weilong Zhu                Yuchao Li   \n",
       "5561           AnyYu Pan              Guibing Guo   \n",
       "6398        Xiaqing Zhou                Jigao Yan   \n",
       "6692            Zihan Wu                   Jun Lu   \n",
       "6749         Wei Xiaoqin             Wang Xiaoyin   \n",
       "8305         Xinyi Jiang             Xiaofeng Gao   \n",
       "9488   Erik Mendes Novak  Maria-Veronica Ciocanel   \n",
       "10156             Yan Du                Qiang Yao   \n",
       "10351            Yao Hou                  Lei Liu   \n",
       "12128           Hu Yunbo             Song Yushuai   \n",
       "14508          Leon Zhou          George Dragomir   \n",
       "14546      Phillip M Yan          George Dragomir   \n",
       "16300        Yuechuan Ma                  Bo Wang   \n",
       "16313       Xuejun Zhang             Xiaofeng Gao   \n",
       "17181         Liu Xinjie                 Chen Hua   \n",
       "17912         Zhang Ying               Yuli ZHANG   \n",
       "19308         Yingyi Liu                  Zhi Gao   \n",
       "20749       Mengyuan Dai              Dongxue Yan   \n",
       "\n",
       "                                              university  \\\n",
       "96                                   Tsinghua University   \n",
       "169    Jniversity of Electronic Science and Technolog...   \n",
       "260    University of Electronic Science and Technolog...   \n",
       "1037                     Beijing Institute of Technology   \n",
       "1532                          Seattle Pacific University   \n",
       "2406                         Pacific Lutheran University   \n",
       "2832                                   XIDIAN UNIVERSITY   \n",
       "3077                          Renmin University of China   \n",
       "3912                                 Chang'an University   \n",
       "5561                    Northeastern University of China   \n",
       "6398                                  Soochow University   \n",
       "6692           National University of Defense Technology   \n",
       "6749                                 Tiangong University   \n",
       "8305                       Shanghai Jiao Tong University   \n",
       "9488                                     Duke University   \n",
       "10156                       East China Normal University   \n",
       "10351       Zhejiang University of Finance and Economics   \n",
       "12128                                 Tianjin University   \n",
       "14508                                Columbia University   \n",
       "14546                                Columbia University   \n",
       "16300                     Beiing Institute of Technology   \n",
       "16313                      Shanghai Jiao Tong University   \n",
       "17181                      China University of Petroleum   \n",
       "17912                    Beijing Institute of Technology   \n",
       "19308                                   Wuhan University   \n",
       "20749  Nanjing University of Posts and Telecommunication   \n",
       "\n",
       "                         prize  \n",
       "96               INFORMS Award  \n",
       "169       Leonhard Euler Award  \n",
       "260                  AMS Award  \n",
       "1037          Ben Fusaro Award  \n",
       "1532                 MAA Award  \n",
       "2406                 MAA Award  \n",
       "2832                 AMS Award  \n",
       "3077     Vilfredo Pareto Award  \n",
       "3912       Rachel Carson Award  \n",
       "5561   COMAP Scholarship Award  \n",
       "6398                SIAM Award  \n",
       "6692                SIAM Award  \n",
       "6749      Frank Giordano Award  \n",
       "8305             INFORMS Award  \n",
       "9488   COMAP Scholarship Award  \n",
       "10156               SIAM Award  \n",
       "10351                AMS Award  \n",
       "12128               SIAM Award  \n",
       "14508            INFORMS Award  \n",
       "14546                MAA Award  \n",
       "16300               SIAM Award  \n",
       "16313                AMS Award  \n",
       "17181            INFORMS Award  \n",
       "17912            INFORMS Award  \n",
       "19308                AMS Award  \n",
       "20749                AMS Award  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "avard_result=data.loc[(data['prize'].str.contains('Award'))]\n",
    "avard_result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>control_number</th>\n",
       "      <th>student1</th>\n",
       "      <th>student2</th>\n",
       "      <th>student3</th>\n",
       "      <th>advisor</th>\n",
       "      <th>university</th>\n",
       "      <th>prize</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>2300214</td>\n",
       "      <td>Hao Yang</td>\n",
       "      <td>Yuxin Hu</td>\n",
       "      <td>Di Liu</td>\n",
       "      <td>ZhiHong Yang</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Disqualified - P</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>2300223</td>\n",
       "      <td>Yingzhong Hua</td>\n",
       "      <td>Yanwei Tan</td>\n",
       "      <td>Jichen Bian</td>\n",
       "      <td>Yingzhong Hua</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Successful Participant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588</th>\n",
       "      <td>2300708</td>\n",
       "      <td>Xiang Li</td>\n",
       "      <td>Yu Hu</td>\n",
       "      <td>JunHang Ma</td>\n",
       "      <td>Xiang Li</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Successful Participant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637</th>\n",
       "      <td>2300772</td>\n",
       "      <td>Yitian Han</td>\n",
       "      <td>Anyang Li</td>\n",
       "      <td>Ruoxin Wu</td>\n",
       "      <td>Gang Xu</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Successful Participant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>2300883</td>\n",
       "      <td>Lesi Hu</td>\n",
       "      <td>Hannan Chen</td>\n",
       "      <td>Yulang Hong</td>\n",
       "      <td>Suyang Ma</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Successful Participant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20816</th>\n",
       "      <td>2308976</td>\n",
       "      <td>Xiaokai Zhang</td>\n",
       "      <td>Muchu Chen</td>\n",
       "      <td>Bowen Zhou</td>\n",
       "      <td>Chen Yu</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Honorable Mention</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20820</th>\n",
       "      <td>2308980</td>\n",
       "      <td>Xuebin Zhou</td>\n",
       "      <td>Yutong Ding</td>\n",
       "      <td>Chenmin Ke</td>\n",
       "      <td>Haoyuan Xu</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Honorable Mention</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20822</th>\n",
       "      <td>2308982</td>\n",
       "      <td>Jiongfan Zhu</td>\n",
       "      <td>Yilong Chen</td>\n",
       "      <td>Yuezhang Long</td>\n",
       "      <td>Jiongfan Zhu</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Successful Participant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20826</th>\n",
       "      <td>2308986</td>\n",
       "      <td>Lihui Zhang</td>\n",
       "      <td>Xin Hu</td>\n",
       "      <td>Chenyang Xiong</td>\n",
       "      <td>Li Li</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Finalist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20827</th>\n",
       "      <td>2308987</td>\n",
       "      <td>Ziheng Huang</td>\n",
       "      <td>Zihe Liu</td>\n",
       "      <td>Wensheng Yang</td>\n",
       "      <td>Ziheng Huang</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Successful Participant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>338 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       control_number       student1     student2        student3  \\\n",
       "157           2300214       Hao Yang     Yuxin Hu          Di Liu   \n",
       "165           2300223  Yingzhong Hua   Yanwei Tan     Jichen Bian   \n",
       "588           2300708       Xiang Li        Yu Hu      JunHang Ma   \n",
       "637           2300772     Yitian Han    Anyang Li       Ruoxin Wu   \n",
       "722           2300883        Lesi Hu  Hannan Chen     Yulang Hong   \n",
       "...               ...            ...          ...             ...   \n",
       "20816         2308976  Xiaokai Zhang   Muchu Chen      Bowen Zhou   \n",
       "20820         2308980    Xuebin Zhou  Yutong Ding      Chenmin Ke   \n",
       "20822         2308982   Jiongfan Zhu  Yilong Chen   Yuezhang Long   \n",
       "20826         2308986    Lihui Zhang       Xin Hu  Chenyang Xiong   \n",
       "20827         2308987   Ziheng Huang     Zihe Liu   Wensheng Yang   \n",
       "\n",
       "             advisor                                     university  \\\n",
       "157     ZhiHong Yang  Huazhong University of Science and Technology   \n",
       "165    Yingzhong Hua  Huazhong University of Science and Technology   \n",
       "588         Xiang Li  Huazhong University of Science and Technology   \n",
       "637          Gang Xu  Huazhong University of Science and Technology   \n",
       "722        Suyang Ma  Huazhong University of Science and Technology   \n",
       "...              ...                                            ...   \n",
       "20816        Chen Yu  Huazhong University of Science and Technology   \n",
       "20820     Haoyuan Xu  Huazhong University of Science and Technology   \n",
       "20822   Jiongfan Zhu  Huazhong University of Science and Technology   \n",
       "20826          Li Li  Huazhong University of Science and Technology   \n",
       "20827   Ziheng Huang  Huazhong University of Science and Technology   \n",
       "\n",
       "                        prize  \n",
       "157          Disqualified - P  \n",
       "165    Successful Participant  \n",
       "588    Successful Participant  \n",
       "637    Successful Participant  \n",
       "722    Successful Participant  \n",
       "...                       ...  \n",
       "20816       Honorable Mention  \n",
       "20820       Honorable Mention  \n",
       "20822  Successful Participant  \n",
       "20826                Finalist  \n",
       "20827  Successful Participant  \n",
       "\n",
       "[338 rows x 7 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "your_univ_result=data.loc[data['university']==your_university]\n",
    "your_univ_result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Successful Participant    223\n",
       "Honorable Mention          72\n",
       "Meritorious Winner         20\n",
       "Disqualified - P           14\n",
       "Finalist                    8\n",
       "Unsuccessful - I            1\n",
       "Name: prize, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "your_univ_result['prize'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "Columns: [control_number, student1, student2, student3, advisor, university, prize]\n",
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     "execution_count": 11,
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     "output_type": "execute_result"
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   ],
   "source": [
    "prize_result=your_univ_result.loc[(your_univ_result['prize']=='Outstanding Winner') | (your_univ_result['prize'].str.contains('Award'))]\n",
    "prize_result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>student2</th>\n",
       "      <th>student3</th>\n",
       "      <th>advisor</th>\n",
       "      <th>university</th>\n",
       "      <th>prize</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2859</th>\n",
       "      <td>2311286</td>\n",
       "      <td>Shituo Ma</td>\n",
       "      <td>Anqi Liu</td>\n",
       "      <td>Zixiong Wang</td>\n",
       "      <td>Shituo Ma</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Finalist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4385</th>\n",
       "      <td>2312921</td>\n",
       "      <td>Fanjun Kong</td>\n",
       "      <td>Chenglong Zeng</td>\n",
       "      <td>Di Wu</td>\n",
       "      <td>Kong Fanjun</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Finalist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4670</th>\n",
       "      <td>2313212</td>\n",
       "      <td>Chen Yihua</td>\n",
       "      <td>Lv Xinsheng</td>\n",
       "      <td>Lin JunJie</td>\n",
       "      <td>Yang Kai</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Finalist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4952</th>\n",
       "      <td>2313511</td>\n",
       "      <td>Sitong Zheng</td>\n",
       "      <td>Yuanmeng Shan</td>\n",
       "      <td>Ziying Chen</td>\n",
       "      <td>Zhao Pan</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Finalist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19632</th>\n",
       "      <td>2307685</td>\n",
       "      <td>Xiangqian Yan</td>\n",
       "      <td>Keyi Chen</td>\n",
       "      <td>Ling Luo</td>\n",
       "      <td>Haoyuan Xu</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Finalist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19692</th>\n",
       "      <td>2307750</td>\n",
       "      <td>Zuoming Fu</td>\n",
       "      <td>Hatyue Chen</td>\n",
       "      <td>Haoran Zhu</td>\n",
       "      <td>Zuoming Fu</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Finalist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20752</th>\n",
       "      <td>2308903</td>\n",
       "      <td>Chenshen Mao</td>\n",
       "      <td>Zhixiong Xia</td>\n",
       "      <td>Shuning Luo</td>\n",
       "      <td>Haoyuan Xu</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Finalist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20826</th>\n",
       "      <td>2308986</td>\n",
       "      <td>Lihui Zhang</td>\n",
       "      <td>Xin Hu</td>\n",
       "      <td>Chenyang Xiong</td>\n",
       "      <td>Li Li</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Finalist</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       control_number       student1        student2        student3  \\\n",
       "2859          2311286      Shituo Ma        Anqi Liu    Zixiong Wang   \n",
       "4385          2312921    Fanjun Kong  Chenglong Zeng           Di Wu   \n",
       "4670          2313212     Chen Yihua     Lv Xinsheng      Lin JunJie   \n",
       "4952          2313511   Sitong Zheng   Yuanmeng Shan     Ziying Chen   \n",
       "19632         2307685  Xiangqian Yan       Keyi Chen        Ling Luo   \n",
       "19692         2307750     Zuoming Fu     Hatyue Chen      Haoran Zhu   \n",
       "20752         2308903   Chenshen Mao    Zhixiong Xia     Shuning Luo   \n",
       "20826         2308986    Lihui Zhang          Xin Hu  Chenyang Xiong   \n",
       "\n",
       "           advisor                                     university     prize  \n",
       "2859     Shituo Ma  Huazhong University of Science and Technology  Finalist  \n",
       "4385   Kong Fanjun  Huazhong University of Science and Technology  Finalist  \n",
       "4670      Yang Kai  Huazhong University of Science and Technology  Finalist  \n",
       "4952      Zhao Pan  Huazhong University of Science and Technology  Finalist  \n",
       "19632   Haoyuan Xu  Huazhong University of Science and Technology  Finalist  \n",
       "19692   Zuoming Fu  Huazhong University of Science and Technology  Finalist  \n",
       "20752   Haoyuan Xu  Huazhong University of Science and Technology  Finalist  \n",
       "20826        Li Li  Huazhong University of Science and Technology  Finalist  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prize_result=your_univ_result.loc[your_univ_result['prize']=='Finalist']\n",
    "prize_result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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