analysis_2024.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import shutil\n",
    "import pandas as pd\n",
    "from config import your_university"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>university</th>\n",
       "      <th>prize</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2400002</td>\n",
       "      <td>Huang Jiarui</td>\n",
       "      <td>Luo Zimeng</td>\n",
       "      <td>Zhang Yifa</td>\n",
       "      <td>Beijing Normal University</td>\n",
       "      <td>Honorable Mention</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2400004</td>\n",
       "      <td>Chongqin Chen</td>\n",
       "      <td>Junyi Liu</td>\n",
       "      <td>Ruishu Huang</td>\n",
       "      <td>Ningbo University</td>\n",
       "      <td>Successful Participant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2400006</td>\n",
       "      <td>Xinkai Wu</td>\n",
       "      <td>Gaoyuan Feng</td>\n",
       "      <td>Nuoheng Zhou</td>\n",
       "      <td>Ningbo University</td>\n",
       "      <td>Honorable Mention</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2400007</td>\n",
       "      <td>Xiatian Zhang</td>\n",
       "      <td>Runyi Lin</td>\n",
       "      <td>Yuehan Yang</td>\n",
       "      <td>Ningbo University</td>\n",
       "      <td>Finalist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2400008</td>\n",
       "      <td>Kang-liang Wang</td>\n",
       "      <td>Fei Ni</td>\n",
       "      <td>Zi-shuo Wang</td>\n",
       "      <td>Ningbo University</td>\n",
       "      <td>Successful Participant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   control_number         student1      student2      student3  \\\n",
       "0         2400002     Huang Jiarui    Luo Zimeng    Zhang Yifa   \n",
       "1         2400004    Chongqin Chen     Junyi Liu  Ruishu Huang   \n",
       "2         2400006        Xinkai Wu  Gaoyuan Feng  Nuoheng Zhou   \n",
       "3         2400007    Xiatian Zhang     Runyi Lin   Yuehan Yang   \n",
       "4         2400008  Kang-liang Wang        Fei Ni  Zi-shuo Wang   \n",
       "\n",
       "                  university                   prize  \n",
       "0  Beijing Normal University       Honorable Mention  \n",
       "1          Ningbo University  Successful Participant  \n",
       "2          Ningbo University       Honorable Mention  \n",
       "3          Ningbo University                Finalist  \n",
       "4          Ningbo University  Successful Participant  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shutil.copyfile('./all/all_2024.txt', './all/all_2024.csv')\n",
    "data = pd.read_csv('./all/all_2024.csv')\n",
    "data=data.iloc[:,0:6]\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Jilin University                                     572\n",
       "Harbin Engineering University                        560\n",
       "Huazhong University of Science and Technology        511\n",
       "Northwestern Polytechnical University                497\n",
       "Xi'an Jiaotong University                            494\n",
       "Beihang University                                   451\n",
       "Nanjing University of Posts and Telecommunication    410\n",
       "Dalian University of Technology                      387\n",
       "South China University of Technology                 372\n",
       "XIDIAN UNIVERSITY                                    368\n",
       "Chongqing University                                 337\n",
       "Wuhan University                                     337\n",
       "Shanghai Jiao Tong University                        330\n",
       "Harbin Institute of Technology                       326\n",
       "Xidian University                                    285\n",
       "SUN YAT-SEN UNIVERSITY                               273\n",
       "Northeastern University                              270\n",
       "National University of Defense Technology            267\n",
       "Being Jiaotong University                            266\n",
       "Beijing Institute of Technology                      262\n",
       "Name: university, dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "univ_data=data['university'].value_counts().iloc[0:20]\n",
    "univ_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Successful Participant     18103\n",
       "Honorable Mention           6643\n",
       "Meritorious Winner          1918\n",
       "Disqualified - P            1432\n",
       "Finalist                     506\n",
       "Unsuccessful - I             127\n",
       "Not Judged                    24\n",
       "Outstanding Winner            13\n",
       "AMS Award                      6\n",
       "INFORMS Award                  6\n",
       "SIAM Award                     5\n",
       "MAA Award                      3\n",
       "COMAP Scholarship Award        2\n",
       "Leonhard Euler Award           1\n",
       "Vilfredo Pareto Award          1\n",
       "Rachel Carson Award            1\n",
       "ASA Award                      1\n",
       "Cc                             1\n",
       "Ben Fusaro Award               1\n",
       "Frank Giordano Award           1\n",
       "Name: prize, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['prize'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>university</th>\n",
       "      <th>prize</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2850</th>\n",
       "      <td>2407038</td>\n",
       "      <td>Jiechuan Gong</td>\n",
       "      <td>Fantong Xia</td>\n",
       "      <td>Junhao Zeng</td>\n",
       "      <td>UESTC</td>\n",
       "      <td>INFORMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2901</th>\n",
       "      <td>2407093</td>\n",
       "      <td>Haoran Yi</td>\n",
       "      <td>Junrong Liu</td>\n",
       "      <td>Zhe Zhao</td>\n",
       "      <td>Beijing Institute of Technology</td>\n",
       "      <td>AMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3208</th>\n",
       "      <td>2407414</td>\n",
       "      <td>Jiajun Lei</td>\n",
       "      <td>Junjie Wang</td>\n",
       "      <td>Ruiyang Liu</td>\n",
       "      <td>Xi'an Jiaotong University</td>\n",
       "      <td>AMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5532</th>\n",
       "      <td>2400860</td>\n",
       "      <td>Xinyu Hu</td>\n",
       "      <td>Jiarui Liang</td>\n",
       "      <td>Dongsheng Su</td>\n",
       "      <td>Zhejiang Sci-Tech University</td>\n",
       "      <td>Rachel Carson Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5656</th>\n",
       "      <td>2400996</td>\n",
       "      <td>Zhen Huang</td>\n",
       "      <td>Honghui Cao</td>\n",
       "      <td>Zhenning Liu</td>\n",
       "      <td>Wuhan University</td>\n",
       "      <td>INFORMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6086</th>\n",
       "      <td>2409949</td>\n",
       "      <td>YANHENG LI</td>\n",
       "      <td>HONG JIANG</td>\n",
       "      <td>LING GAN</td>\n",
       "      <td>Renmin University of China</td>\n",
       "      <td>COMAP Scholarship Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6599</th>\n",
       "      <td>2410482</td>\n",
       "      <td>ZIXUAN TANG</td>\n",
       "      <td>YITING YANG</td>\n",
       "      <td>XINYU CHEN</td>\n",
       "      <td>Beijing Normal University</td>\n",
       "      <td>INFORMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6947</th>\n",
       "      <td>2410846</td>\n",
       "      <td>Heyu Huang</td>\n",
       "      <td>Jiahui Zhai</td>\n",
       "      <td>Weibin Li</td>\n",
       "      <td>Xiamen University</td>\n",
       "      <td>Ben Fusaro Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6989</th>\n",
       "      <td>2410889</td>\n",
       "      <td>Wenlong Chen</td>\n",
       "      <td>Yihui Li</td>\n",
       "      <td>Wei Zhu</td>\n",
       "      <td>Shenzhen University</td>\n",
       "      <td>SIAM Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7640</th>\n",
       "      <td>2411570</td>\n",
       "      <td>Yutong Wang</td>\n",
       "      <td>Haoqi Lv</td>\n",
       "      <td>Pengkun Wang</td>\n",
       "      <td>China University of Geosciences Being</td>\n",
       "      <td>Frank Giordano Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9540</th>\n",
       "      <td>2413552</td>\n",
       "      <td>Qianjing Zhu</td>\n",
       "      <td>Wenhao Yuan</td>\n",
       "      <td>Yunjie Shao</td>\n",
       "      <td>Soochow University</td>\n",
       "      <td>INFORMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9553</th>\n",
       "      <td>2413565</td>\n",
       "      <td>Xu Yan</td>\n",
       "      <td>Zhou Yangyujie</td>\n",
       "      <td>Huo Zhengyji</td>\n",
       "      <td>Xi'an University of Posts and Telecommunications</td>\n",
       "      <td>INFORMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10727</th>\n",
       "      <td>2401298</td>\n",
       "      <td>Junjie Fei</td>\n",
       "      <td>Yuxin Shen</td>\n",
       "      <td>Kaijie Du</td>\n",
       "      <td>Fudan University</td>\n",
       "      <td>AMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13320</th>\n",
       "      <td>2417004</td>\n",
       "      <td>Jiahao Zhu</td>\n",
       "      <td>Chengzhen Han</td>\n",
       "      <td>Dongyi Jiang</td>\n",
       "      <td>East China Normal University</td>\n",
       "      <td>INFORMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14127</th>\n",
       "      <td>2417831</td>\n",
       "      <td>Yue Zhong</td>\n",
       "      <td>Yueming Cao</td>\n",
       "      <td>Bo Wu</td>\n",
       "      <td>Tsinghua University</td>\n",
       "      <td>Leonhard Euler Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16133</th>\n",
       "      <td>2401919</td>\n",
       "      <td>Shang Yue Li</td>\n",
       "      <td>YuChun Yang</td>\n",
       "      <td>HuiXue Su</td>\n",
       "      <td>Renmin University of China</td>\n",
       "      <td>SIAM Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16293</th>\n",
       "      <td>2419588</td>\n",
       "      <td>Haoyang Peng</td>\n",
       "      <td>Wei Li</td>\n",
       "      <td>Siyuan Wang</td>\n",
       "      <td>National University of Defense Technology</td>\n",
       "      <td>AMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16681</th>\n",
       "      <td>2419984</td>\n",
       "      <td>Zeyang Wu</td>\n",
       "      <td>Xinhiang Li</td>\n",
       "      <td>Xiran Ni</td>\n",
       "      <td>Tongji University</td>\n",
       "      <td>AMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18654</th>\n",
       "      <td>2422054</td>\n",
       "      <td>Yi Wu</td>\n",
       "      <td>Jiankai Li</td>\n",
       "      <td>Chenyang Pan</td>\n",
       "      <td>Shanghai Jiao Tong University</td>\n",
       "      <td>Vilfredo Pareto Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19231</th>\n",
       "      <td>2422656</td>\n",
       "      <td>Aranjinsuren Enkhbat</td>\n",
       "      <td>Bisrat Kassie</td>\n",
       "      <td>Jordan Sims</td>\n",
       "      <td>Brandeis University</td>\n",
       "      <td>MAA Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20886</th>\n",
       "      <td>2424371</td>\n",
       "      <td>Xinyu Sui</td>\n",
       "      <td>Ji Zheng</td>\n",
       "      <td>Yuhang Ma</td>\n",
       "      <td>Xi'an Jiaotong University</td>\n",
       "      <td>SIAM Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22721</th>\n",
       "      <td>2425792</td>\n",
       "      <td>Cunxin Fan</td>\n",
       "      <td>Haonan Wang</td>\n",
       "      <td>Ke Zhang</td>\n",
       "      <td>Shanghai Jiao Tong University</td>\n",
       "      <td>SIAM Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23819</th>\n",
       "      <td>2426941</td>\n",
       "      <td>Wei Sun</td>\n",
       "      <td>Ting Mei</td>\n",
       "      <td>Fangyuan Liu</td>\n",
       "      <td>Hunan Normal University</td>\n",
       "      <td>AMS Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25273</th>\n",
       "      <td>2428463</td>\n",
       "      <td>Yilin Ma</td>\n",
       "      <td>Xuantong Wang</td>\n",
       "      <td>Jingyi Sun</td>\n",
       "      <td>North China University of Technology</td>\n",
       "      <td>ASA Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25929</th>\n",
       "      <td>2429166</td>\n",
       "      <td>Christopher Kan</td>\n",
       "      <td>Brandon Lu</td>\n",
       "      <td>Benny Sun</td>\n",
       "      <td>Duke University</td>\n",
       "      <td>MAA Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25967</th>\n",
       "      <td>2429211</td>\n",
       "      <td>Arjun Taneja</td>\n",
       "      <td>Paco Navarro</td>\n",
       "      <td>Max Collins</td>\n",
       "      <td>Harvey Mudd College</td>\n",
       "      <td>COMAP Scholarship Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26675</th>\n",
       "      <td>2402960</td>\n",
       "      <td>Hangyi Yao</td>\n",
       "      <td>Jiting Chen</td>\n",
       "      <td>Zeyu Liang</td>\n",
       "      <td>Ningbo University</td>\n",
       "      <td>SIAM Award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27150</th>\n",
       "      <td>2429973</td>\n",
       "      <td>Henry Li</td>\n",
       "      <td>Yuxin Li</td>\n",
       "      <td>Crystal Su</td>\n",
       "      <td>Columbia University</td>\n",
       "      <td>MAA Award</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       control_number              student1        student2      student3  \\\n",
       "2850          2407038         Jiechuan Gong     Fantong Xia   Junhao Zeng   \n",
       "2901          2407093             Haoran Yi     Junrong Liu      Zhe Zhao   \n",
       "3208          2407414            Jiajun Lei     Junjie Wang   Ruiyang Liu   \n",
       "5532          2400860              Xinyu Hu    Jiarui Liang  Dongsheng Su   \n",
       "5656          2400996            Zhen Huang     Honghui Cao  Zhenning Liu   \n",
       "6086          2409949            YANHENG LI      HONG JIANG      LING GAN   \n",
       "6599          2410482           ZIXUAN TANG     YITING YANG    XINYU CHEN   \n",
       "6947          2410846            Heyu Huang     Jiahui Zhai     Weibin Li   \n",
       "6989          2410889          Wenlong Chen        Yihui Li       Wei Zhu   \n",
       "7640          2411570           Yutong Wang        Haoqi Lv  Pengkun Wang   \n",
       "9540          2413552          Qianjing Zhu     Wenhao Yuan   Yunjie Shao   \n",
       "9553          2413565                Xu Yan  Zhou Yangyujie  Huo Zhengyji   \n",
       "10727         2401298            Junjie Fei      Yuxin Shen     Kaijie Du   \n",
       "13320         2417004            Jiahao Zhu   Chengzhen Han  Dongyi Jiang   \n",
       "14127         2417831             Yue Zhong     Yueming Cao         Bo Wu   \n",
       "16133         2401919          Shang Yue Li     YuChun Yang     HuiXue Su   \n",
       "16293         2419588          Haoyang Peng          Wei Li   Siyuan Wang   \n",
       "16681         2419984             Zeyang Wu     Xinhiang Li      Xiran Ni   \n",
       "18654         2422054                 Yi Wu      Jiankai Li  Chenyang Pan   \n",
       "19231         2422656  Aranjinsuren Enkhbat   Bisrat Kassie   Jordan Sims   \n",
       "20886         2424371             Xinyu Sui        Ji Zheng     Yuhang Ma   \n",
       "22721         2425792            Cunxin Fan     Haonan Wang      Ke Zhang   \n",
       "23819         2426941               Wei Sun        Ting Mei  Fangyuan Liu   \n",
       "25273         2428463              Yilin Ma   Xuantong Wang    Jingyi Sun   \n",
       "25929         2429166       Christopher Kan      Brandon Lu     Benny Sun   \n",
       "25967         2429211          Arjun Taneja    Paco Navarro   Max Collins   \n",
       "26675         2402960            Hangyi Yao     Jiting Chen    Zeyu Liang   \n",
       "27150         2429973              Henry Li        Yuxin Li    Crystal Su   \n",
       "\n",
       "                                             university  \\\n",
       "2850                                              UESTC   \n",
       "2901                    Beijing Institute of Technology   \n",
       "3208                          Xi'an Jiaotong University   \n",
       "5532                       Zhejiang Sci-Tech University   \n",
       "5656                                   Wuhan University   \n",
       "6086                         Renmin University of China   \n",
       "6599                          Beijing Normal University   \n",
       "6947                                  Xiamen University   \n",
       "6989                                Shenzhen University   \n",
       "7640              China University of Geosciences Being   \n",
       "9540                                 Soochow University   \n",
       "9553   Xi'an University of Posts and Telecommunications   \n",
       "10727                                  Fudan University   \n",
       "13320                      East China Normal University   \n",
       "14127                               Tsinghua University   \n",
       "16133                        Renmin University of China   \n",
       "16293         National University of Defense Technology   \n",
       "16681                                 Tongji University   \n",
       "18654                     Shanghai Jiao Tong University   \n",
       "19231                               Brandeis University   \n",
       "20886                         Xi'an Jiaotong University   \n",
       "22721                     Shanghai Jiao Tong University   \n",
       "23819                           Hunan Normal University   \n",
       "25273              North China University of Technology   \n",
       "25929                                   Duke University   \n",
       "25967                               Harvey Mudd College   \n",
       "26675                                 Ningbo University   \n",
       "27150                               Columbia University   \n",
       "\n",
       "                         prize  \n",
       "2850             INFORMS Award  \n",
       "2901                 AMS Award  \n",
       "3208                 AMS Award  \n",
       "5532       Rachel Carson Award  \n",
       "5656             INFORMS Award  \n",
       "6086   COMAP Scholarship Award  \n",
       "6599             INFORMS Award  \n",
       "6947          Ben Fusaro Award  \n",
       "6989                SIAM Award  \n",
       "7640      Frank Giordano Award  \n",
       "9540             INFORMS Award  \n",
       "9553             INFORMS Award  \n",
       "10727                AMS Award  \n",
       "13320            INFORMS Award  \n",
       "14127     Leonhard Euler Award  \n",
       "16133               SIAM Award  \n",
       "16293                AMS Award  \n",
       "16681                AMS Award  \n",
       "18654    Vilfredo Pareto Award  \n",
       "19231                MAA Award  \n",
       "20886               SIAM Award  \n",
       "22721               SIAM Award  \n",
       "23819                AMS Award  \n",
       "25273                ASA Award  \n",
       "25929                MAA Award  \n",
       "25967  COMAP Scholarship Award  \n",
       "26675               SIAM Award  \n",
       "27150                MAA Award  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "avard_result=data.loc[(data['prize'].str.contains('Award'))]\n",
    "avard_result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>university</th>\n",
       "      <th>prize</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>2400114</td>\n",
       "      <td>Zishuo Wang</td>\n",
       "      <td>Yucheng Chen</td>\n",
       "      <td>Yanjinghao Xu</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Successful Participant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>2400139</td>\n",
       "      <td>Boheng Lin</td>\n",
       "      <td>Zhipu Hu</td>\n",
       "      <td>Zhenghao Gao</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Honorable Mention</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>2400147</td>\n",
       "      <td>He Yin</td>\n",
       "      <td>HaiZhuo Wang</td>\n",
       "      <td>Haoze Li</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Successful Participant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>2400167</td>\n",
       "      <td>Jingchao Lu</td>\n",
       "      <td>RuiXin Dong</td>\n",
       "      <td>Yaxiang Gao</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Successful Participant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>2400185</td>\n",
       "      <td>Jinlong Ma</td>\n",
       "      <td>Zhimin Luo</td>\n",
       "      <td>Leying Fu</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28081</th>\n",
       "      <td>2403746</td>\n",
       "      <td>Jiaye Peng</td>\n",
       "      <td>Yuanzheng Li</td>\n",
       "      <td>Weiping Shen</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Successful Participant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28083</th>\n",
       "      <td>2403748</td>\n",
       "      <td>Zichuan Wang</td>\n",
       "      <td>XAuanze Young</td>\n",
       "      <td>Yuhang Ding</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Honorable Mention</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28096</th>\n",
       "      <td>2403761</td>\n",
       "      <td>Xiangyi Li</td>\n",
       "      <td>Lin Chen</td>\n",
       "      <td>Litong Shi</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Disqualified - P</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28291</th>\n",
       "      <td>2403964</td>\n",
       "      <td>Huadong Song</td>\n",
       "      <td>Hanxiang Lv</td>\n",
       "      <td>Liang Zhang</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Successful Participant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28297</th>\n",
       "      <td>2403971</td>\n",
       "      <td>Leon Huang</td>\n",
       "      <td>jared zhou</td>\n",
       "      <td>Joe</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Honorable Mention</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>511 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       control_number      student1       student2       student3  \\\n",
       "102           2400114   Zishuo Wang   Yucheng Chen  Yanjinghao Xu   \n",
       "124           2400139    Boheng Lin       Zhipu Hu   Zhenghao Gao   \n",
       "132           2400147        He Yin   HaiZhuo Wang       Haoze Li   \n",
       "150           2400167   Jingchao Lu    RuiXin Dong    Yaxiang Gao   \n",
       "165           2400185    Jinlong Ma     Zhimin Luo      Leying Fu   \n",
       "...               ...           ...            ...            ...   \n",
       "28081         2403746    Jiaye Peng   Yuanzheng Li   Weiping Shen   \n",
       "28083         2403748  Zichuan Wang  XAuanze Young    Yuhang Ding   \n",
       "28096         2403761    Xiangyi Li       Lin Chen     Litong Shi   \n",
       "28291         2403964  Huadong Song    Hanxiang Lv    Liang Zhang   \n",
       "28297         2403971    Leon Huang     jared zhou            Joe   \n",
       "\n",
       "                                          university                   prize  \n",
       "102    Huazhong University of Science and Technology  Successful Participant  \n",
       "124    Huazhong University of Science and Technology       Honorable Mention  \n",
       "132    Huazhong University of Science and Technology  Successful Participant  \n",
       "150    Huazhong University of Science and Technology  Successful Participant  \n",
       "165    Huazhong University of Science and Technology  Successful Participant  \n",
       "...                                              ...                     ...  \n",
       "28081  Huazhong University of Science and Technology  Successful Participant  \n",
       "28083  Huazhong University of Science and Technology       Honorable Mention  \n",
       "28096  Huazhong University of Science and Technology        Disqualified - P  \n",
       "28291  Huazhong University of Science and Technology  Successful Participant  \n",
       "28297  Huazhong University of Science and Technology       Honorable Mention  \n",
       "\n",
       "[511 rows x 6 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "your_univ_result=data.loc[data['university']==your_university]\n",
    "your_univ_result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Successful Participant    311\n",
       "Honorable Mention         130\n",
       "Meritorious Winner         39\n",
       "Disqualified - P           19\n",
       "Finalist                   11\n",
       "Unsuccessful - I            1\n",
       "Name: prize, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "your_univ_result['prize'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>student1</th>\n",
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       "      <th>student3</th>\n",
       "      <th>university</th>\n",
       "      <th>prize</th>\n",
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      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [control_number, student1, student2, student3, university, prize]\n",
       "Index: []"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "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": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Finalist</td>\n",
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       "    <tr>\n",
       "      <th>6721</th>\n",
       "      <td>2410612</td>\n",
       "      <td>Xinlong Chen</td>\n",
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       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Finalist</td>\n",
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       "      <th>7138</th>\n",
       "      <td>2411045</td>\n",
       "      <td>Qu JiaJun</td>\n",
       "      <td>Li Junhao</td>\n",
       "      <td>Yu Hao</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Finalist</td>\n",
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       "      <th>7227</th>\n",
       "      <td>2411137</td>\n",
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       "      <td>Tiantong Sun</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Finalist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7425</th>\n",
       "      <td>2411343</td>\n",
       "      <td>Tingjia Hu</td>\n",
       "      <td>Yinda Li</td>\n",
       "      <td>Zehua Cao</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Finalist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7922</th>\n",
       "      <td>2411866</td>\n",
       "      <td>Hatying Lao</td>\n",
       "      <td>Yongye Lai</td>\n",
       "      <td>Muze Zhou</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Finalist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9305</th>\n",
       "      <td>2413307</td>\n",
       "      <td>Feryang Huang</td>\n",
       "      <td>Shuchen Pu</td>\n",
       "      <td>Chaoyang Zheng</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Finalist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11233</th>\n",
       "      <td>2414823</td>\n",
       "      <td>Bowen Zheng</td>\n",
       "      <td>Yiging Yuan</td>\n",
       "      <td>Huanyu Liu</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Finalist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11839</th>\n",
       "      <td>2415449</td>\n",
       "      <td>Wang Lingyu</td>\n",
       "      <td>Li Shengzhen</td>\n",
       "      <td>Huang Xinyue</td>\n",
       "      <td>Huazhong University of Science and Technology</td>\n",
       "      <td>Finalist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26800</th>\n",
       "      <td>2429594</td>\n",
       "      <td>Jieang Ma</td>\n",
       "      <td>Jiaxing Feng</td>\n",
       "      <td>Qinglin JI</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",
       "6465          2410343    Qianyu Zhao  Yanheng jiang     Shoukun Gao   \n",
       "6721          2410612   Xinlong Chen   Wanting Wang     Yining Deng   \n",
       "6849          2410744     Sheng Dong      Xiang Fan       Lewen Yan   \n",
       "7138          2411045      Qu JiaJun      Li Junhao          Yu Hao   \n",
       "7227          2411137       Bin Wang   Jiajun Zhang    Tiantong Sun   \n",
       "7425          2411343     Tingjia Hu       Yinda Li       Zehua Cao   \n",
       "7922          2411866    Hatying Lao     Yongye Lai       Muze Zhou   \n",
       "9305          2413307  Feryang Huang     Shuchen Pu  Chaoyang Zheng   \n",
       "11233         2414823    Bowen Zheng    Yiging Yuan      Huanyu Liu   \n",
       "11839         2415449    Wang Lingyu   Li Shengzhen    Huang Xinyue   \n",
       "26800         2429594      Jieang Ma   Jiaxing Feng      Qinglin JI   \n",
       "\n",
       "                                          university     prize  \n",
       "6465   Huazhong University of Science and Technology  Finalist  \n",
       "6721   Huazhong University of Science and Technology  Finalist  \n",
       "6849   Huazhong University of Science and Technology  Finalist  \n",
       "7138   Huazhong University of Science and Technology  Finalist  \n",
       "7227   Huazhong University of Science and Technology  Finalist  \n",
       "7425   Huazhong University of Science and Technology  Finalist  \n",
       "7922   Huazhong University of Science and Technology  Finalist  \n",
       "9305   Huazhong University of Science and Technology  Finalist  \n",
       "11233  Huazhong University of Science and Technology  Finalist  \n",
       "11839  Huazhong University of Science and Technology  Finalist  \n",
       "26800  Huazhong University of Science and Technology  Finalist  "
      ]
     },
     "execution_count": 10,
     "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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