3.author_name_match.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "import sys\n",
    "import pypinyin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install pypinyin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def check_chs(c):\n",
    "    return '\\u4e00' <= c <= '\\u9fa5'\n",
    "\n",
    "def to_pinyin(word):\n",
    "    s = ''\n",
    "    for i in pypinyin.pinyin(word, style=pypinyin.NORMAL):\n",
    "        s += ''.join(i)\n",
    "    return s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "##\n",
    "whole_pub_info = pd.read_pickle('./pkl/whole_pub_info.pkl')\n",
    "whole_author_name_paper_ids = pd.read_pickle('./pkl/whole_author_name_paper_ids.pkl')\n",
    "## \n",
    "train_pub_info = pd.read_pickle('./pkl/train_pub_info.pkl')\n",
    "train_author_name_ids = pd.read_pickle('./pkl/train_author_name_ids.pkl')\n",
    "train_author_paper_ids = pd.read_pickle('./pkl/train_author_paper_ids.pkl')\n",
    "##\n",
    "valid_pub_info = pd.read_pickle('./pkl/valid_pub_info.pkl')\n",
    "cna_valid_unass = pd.read_pickle('./pkl/cna_valid_unass.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(474711, 7)\n",
      "(271111, 7)\n"
     ]
    }
   ],
   "source": [
    "pub_info = pd.concat([whole_pub_info, train_pub_info, valid_pub_info])\n",
    "print(pub_info.shape)\n",
    "pub_info = pub_info.drop_duplicates(subset='paper_id', keep='first')\n",
    "print(pub_info.shape)"
   ]
  },
  {
   "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>author_id</th>\n",
       "      <th>author_name</th>\n",
       "      <th>paper_ids</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>004mBKh6</td>\n",
       "      <td>changsheng_li</td>\n",
       "      <td>[lRl7m2tU, 1vUnZLES, 5IbEOTRh, dVAKsHla, TY0MY...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>008b5hIc</td>\n",
       "      <td>yuanyuan_liu</td>\n",
       "      <td>[nPuf0kYs]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>00BAgHFr</td>\n",
       "      <td>xi_li</td>\n",
       "      <td>[TuEkjf5i, kn6wo3ot, 0f2awX7U]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>00M93JDI</td>\n",
       "      <td>weiping_cai</td>\n",
       "      <td>[mHDfYkqE, RWISo90R, FSsnfI0X, 4U4GvMmc, Yh45T...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00ShLPmg</td>\n",
       "      <td>hong_xiao</td>\n",
       "      <td>[inFGp3mc, uyJus3zu, o6poFI1m, KvHObx7O, vg64a...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  author_id    author_name                                          paper_ids\n",
       "0  004mBKh6  changsheng_li  [lRl7m2tU, 1vUnZLES, 5IbEOTRh, dVAKsHla, TY0MY...\n",
       "1  008b5hIc   yuanyuan_liu                                         [nPuf0kYs]\n",
       "2  00BAgHFr          xi_li                     [TuEkjf5i, kn6wo3ot, 0f2awX7U]\n",
       "3  00M93JDI    weiping_cai  [mHDfYkqE, RWISo90R, FSsnfI0X, 4U4GvMmc, Yh45T...\n",
       "4  00ShLPmg      hong_xiao  [inFGp3mc, uyJus3zu, o6poFI1m, KvHObx7O, vg64a..."
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "whole_author_name_paper_ids.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "paper_authors = {}\n",
    "for author_name, paper_ids in whole_author_name_paper_ids[['author_name', 'paper_ids']].values:\n",
    "    for pid in paper_ids:\n",
    "        if not pid in paper_authors:\n",
    "            paper_authors[pid] = [author_name]\n",
    "        else:\n",
    "            paper_authors[pid].append(author_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "paper_authors_df = pd.DataFrame([(k, v) for k,v in paper_authors.items()], columns=['paper_id', 'author_ids'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "pub_info['author_names'] = pub_info['authors'].apply(lambda x: [ao['name'] for ao in x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "pub_info = pub_info.merge(paper_authors_df, 'left', 'paper_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>abstract</th>\n",
       "      <th>authors</th>\n",
       "      <th>keywords</th>\n",
       "      <th>paper_id</th>\n",
       "      <th>title</th>\n",
       "      <th>venue</th>\n",
       "      <th>year</th>\n",
       "      <th>author_names</th>\n",
       "      <th>author_ids</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Extremely long states of bound solitons consis...</td>\n",
       "      <td>[{'name': 'Ya Liu', 'org': 'Sch. of Electron. ...</td>\n",
       "      <td>[carbon nanotubes, fibre lasers, laser cavity ...</td>\n",
       "      <td>0009qJgC</td>\n",
       "      <td>Generating ultra-long bound soliton sequences ...</td>\n",
       "      <td>Lasers and Electro-Optics</td>\n",
       "      <td>2014</td>\n",
       "      <td>[Ya Liu, Xin Zhao, Jiansheng Liu, Guoqing Hu]</td>\n",
       "      <td>[guoqing_hu]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>[{'name': 'Hao He'}, {'name': 'Jun Yang'}]</td>\n",
       "      <td>[different part, data graph, variety ofstructu...</td>\n",
       "      <td>000BMUBY</td>\n",
       "      <td>Multiresolution Indexing of XML for Frequent Q...</td>\n",
       "      <td>icde</td>\n",
       "      <td>2004</td>\n",
       "      <td>[Hao He, Jun Yang]</td>\n",
       "      <td>[jun_yang]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>The Yellow River (YR) supplies a large amount ...</td>\n",
       "      <td>[{'name': 'Weifeng Yang', 'org': 'State Key La...</td>\n",
       "      <td>[13C, 15N, East China Sea, Trace element, Yell...</td>\n",
       "      <td>000Fmw78</td>\n",
       "      <td>Relocation of the Yellow River as revealed by ...</td>\n",
       "      <td>Marine Pollution Bulletin</td>\n",
       "      <td>2009</td>\n",
       "      <td>[Weifeng Yang, Min Chen, Guangxue Li, Jianping...</td>\n",
       "      <td>[min_chen]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Our findings suggest that Th17 cells may be in...</td>\n",
       "      <td>[{'name': 'Xiaowei Wang', 'org': 'Department o...</td>\n",
       "      <td>[Mycoplasma Pneumoniae, Th17 cells, children, ...</td>\n",
       "      <td>000HsdYy</td>\n",
       "      <td>Increased Frequency of Th17 Cells in Children ...</td>\n",
       "      <td>Journal of clinical laboratory analysis</td>\n",
       "      <td>2016</td>\n",
       "      <td>[Xiaowei Wang, Xiaojun Chen, Heng Tang, Jifeng...</td>\n",
       "      <td>[feng_liu]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td></td>\n",
       "      <td>[{'name': 'jun chen', 'org': ''}, {'name': 'xi...</td>\n",
       "      <td>[]</td>\n",
       "      <td>000NKgQT</td>\n",
       "      <td>Rapid Synthesis of Multiferroic BiFeO 3 Single...</td>\n",
       "      <td>Chemistry of Materials</td>\n",
       "      <td>2007</td>\n",
       "      <td>[jun chen, xianran xing, andrew d watson, wei ...</td>\n",
       "      <td>[jun_chen]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            abstract  \\\n",
       "0  Extremely long states of bound solitons consis...   \n",
       "1                                                NaN   \n",
       "2  The Yellow River (YR) supplies a large amount ...   \n",
       "3  Our findings suggest that Th17 cells may be in...   \n",
       "4                                                      \n",
       "\n",
       "                                             authors  \\\n",
       "0  [{'name': 'Ya Liu', 'org': 'Sch. of Electron. ...   \n",
       "1         [{'name': 'Hao He'}, {'name': 'Jun Yang'}]   \n",
       "2  [{'name': 'Weifeng Yang', 'org': 'State Key La...   \n",
       "3  [{'name': 'Xiaowei Wang', 'org': 'Department o...   \n",
       "4  [{'name': 'jun chen', 'org': ''}, {'name': 'xi...   \n",
       "\n",
       "                                            keywords  paper_id  \\\n",
       "0  [carbon nanotubes, fibre lasers, laser cavity ...  0009qJgC   \n",
       "1  [different part, data graph, variety ofstructu...  000BMUBY   \n",
       "2  [13C, 15N, East China Sea, Trace element, Yell...  000Fmw78   \n",
       "3  [Mycoplasma Pneumoniae, Th17 cells, children, ...  000HsdYy   \n",
       "4                                                 []  000NKgQT   \n",
       "\n",
       "                                               title  \\\n",
       "0  Generating ultra-long bound soliton sequences ...   \n",
       "1  Multiresolution Indexing of XML for Frequent Q...   \n",
       "2  Relocation of the Yellow River as revealed by ...   \n",
       "3  Increased Frequency of Th17 Cells in Children ...   \n",
       "4  Rapid Synthesis of Multiferroic BiFeO 3 Single...   \n",
       "\n",
       "                                     venue  year  \\\n",
       "0                Lasers and Electro-Optics  2014   \n",
       "1                                     icde  2004   \n",
       "2                Marine Pollution Bulletin  2009   \n",
       "3  Journal of clinical laboratory analysis  2016   \n",
       "4                   Chemistry of Materials  2007   \n",
       "\n",
       "                                        author_names    author_ids  \n",
       "0      [Ya Liu, Xin Zhao, Jiansheng Liu, Guoqing Hu]  [guoqing_hu]  \n",
       "1                                 [Hao He, Jun Yang]    [jun_yang]  \n",
       "2  [Weifeng Yang, Min Chen, Guangxue Li, Jianping...    [min_chen]  \n",
       "3  [Xiaowei Wang, Xiaojun Chen, Heng Tang, Jifeng...    [feng_liu]  \n",
       "4  [jun chen, xianran xing, andrew d watson, wei ...    [jun_chen]  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pub_info.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from collections import defaultdict\n",
    "def score(n1, n2):\n",
    "    n1 = ''.join(filter(str.isalpha, n1.lower()))\n",
    "    if check_chs(n1):\n",
    "#         print(n1)\n",
    "        n1 = to_pinyin(n1)\n",
    "#         print(n1)\n",
    "    n2 = ''.join(filter(str.isalpha, n2.lower()))\n",
    "    counter = defaultdict(int)\n",
    "    score = 0\n",
    "    for c in n1:\n",
    "        counter[c] += 1\n",
    "    for c in n2:\n",
    "        if (c in counter) and (counter[c] > 0):\n",
    "            counter[c] -= 1\n",
    "        else:\n",
    "            score += 1\n",
    "    score += np.sum(list(counter.values()))\n",
    "    return score\n",
    "    \n",
    "score('hello world', 'world hello')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cd278c0b0dea49ff94ff5147dd1c3984",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=271111), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from tqdm import tqdm_notebook\n",
    "author_name_map = {}\n",
    "for author_names, author_ids in tqdm_notebook(pub_info[['author_names', 'author_ids']].values):\n",
    "    if type(author_ids) == float:\n",
    "        continue\n",
    "    for aid in author_ids:\n",
    "        dis = []\n",
    "        for an in author_names:\n",
    "            dis.append(score(an, aid))\n",
    "        cor = author_names[np.argmin(dis)]\n",
    "        author_name_map[cor] = aid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "王慧\n",
      "刘建国 liu jianguo\n",
      "刘晶 liu jing\n",
      "胡斌\n"
     ]
    }
   ],
   "source": [
    "for k in author_name_map.keys():\n",
    "    if check_chs(k):\n",
    "        print(k)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('./pkl/author_name_map.pkl', 'wb') as file:\n",
    "    pickle.dump(author_name_map, file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Guoqing Hu': 'guoqing_hu',\n",
       " 'Jun Yang': 'jun_yang',\n",
       " 'Min Chen': 'min_chen',\n",
       " 'Feng Liu': 'feng_liu',\n",
       " 'jun chen': 'jun_chen',\n",
       " 'Qing Zhang': 'qing_zhang',\n",
       " 'Jie Yang': 'jie_yang',\n",
       " 'F. Liu': 'f_liu',\n",
       " 'Xiang Wang': 'xiang_wang',\n",
       " 'ZHANG Tong': 'tong_zhang',\n",
       " 'Lan Wang': 'lan_wang',\n",
       " 'Jie Zhang': 'jie_zhang',\n",
       " 'Ming Chen': 'ming_chen',\n",
       " 'Long Wang': 'long_wang',\n",
       " 'Hong Cheng': 'hong_cheng',\n",
       " 'Wenping Hu': 'wenping_hu',\n",
       " 'Gang Zhang': 'gang_zhang',\n",
       " 'Li Jiang': 'li_jiang',\n",
       " 'Zhang Hui': 'hui_zhang',\n",
       " 'He Tian': 'he_tian',\n",
       " 'haiying wang': 'haiying_wang',\n",
       " 'xiaoming li': 'xiaoming_li',\n",
       " 'Huan Liu': 'huan_liu',\n",
       " 'CHEN Guo-hua': 'guohua_chen',\n",
       " 'Zhang Bin': 'bin_zhang',\n",
       " 'Jing Li': 'jing_li',\n",
       " 'Wei Song': 'wei_song',\n",
       " 'ZHAO Feng': 'feng_zhao',\n",
       " 'Rui Zhang': 'rui_zhang',\n",
       " 'Li Ma': 'li_ma',\n",
       " 'Bo Zhou': 'bo_zhou',\n",
       " 'Xiao Liu': 'xiao_liu',\n",
       " 'Hui Xiong': 'hui_xiong',\n",
       " 'Bo Shen': 'bo_shen',\n",
       " 'Xin Li': 'xin_li',\n",
       " 'Jie Xu': 'jie_xu',\n",
       " 'C.-C. Wang': 'c_c_wang',\n",
       " 'Sun Kai': 'kai_sun',\n",
       " 'Cheng Zhu': 'cheng_zhu',\n",
       " 'Bing Zhang': 'bing_zhang',\n",
       " 'Wei Chen': 'wei_chen',\n",
       " 'C.C. Wang': 'c_c_wang',\n",
       " 'Wang Jian': 'jian_wang',\n",
       " 'Lei Zhu': 'lei_zhu',\n",
       " 'Yu Gu': 'yu_gu',\n",
       " 'Hong Mei': 'hong_mei',\n",
       " 'Xiaodong He': 'xiaodong_he',\n",
       " 'LI Wei-dong': 'weidong_li',\n",
       " 'Bin Hu': 'bin_hu',\n",
       " 'chao yuan': 'chao_yuan',\n",
       " 'shan gao': 'shan_gao',\n",
       " 'LIU Bing': 'bing_liu',\n",
       " 'Di Wu': 'di_wu',\n",
       " 'SUN Hong-bo': 'hongbo_sun',\n",
       " 'Zheng Wenjun': 'wenjun_zheng',\n",
       " 'Hiroshi Sakamoto': 'hiroshi_sakamoto',\n",
       " 'Cheng Yang': 'cheng_yang',\n",
       " 'Zhi Wang': 'zhi_wang',\n",
       " 'ZHANG Bo': 'bo_zhang',\n",
       " 'Song Gao': 'song_gao',\n",
       " 'CHEN Wei': 'wei_chen',\n",
       " 'Wang Fang': 'fang_wang',\n",
       " 'huang': 'fei_huang',\n",
       " 'Jin He': 'jin_he',\n",
       " 'Liu Yang': 'liu_yang',\n",
       " 'bin gao': 'bin_gao',\n",
       " 'J. Jiang': 'j_jiang',\n",
       " 'Yi Jiang': 'yi_jiang',\n",
       " 'Zhe Zhang': 'zhe_zhang',\n",
       " 'Feng Zhu': 'feng_zhu',\n",
       " 'Lei Jiang': 'lei_jiang',\n",
       " 'Xi Zhang': 'xi_zhang',\n",
       " 'Jin Li': 'jin_li',\n",
       " 'Chen Jing': 'jing_chen',\n",
       " 'JIANG Lei': 'lei_jiang',\n",
       " 'Lei Shi': 'lei_shi',\n",
       " 'guoping zhang': 'guoping_zhang',\n",
       " 'LI Jing': 'jing_li',\n",
       " 'CHEN Jun': 'jun_chen',\n",
       " 'CHEN J': 'jing_chen',\n",
       " 'Hong Yang': 'hong_yang',\n",
       " 'WANG Jian': 'jian_wang',\n",
       " 'C.-H. Chen': 'c_h_chen',\n",
       " 'weiping cai': 'weiping_cai',\n",
       " 'hui wang': 'hui_wang',\n",
       " 'osamu watanabe': 'osamu_watanabe',\n",
       " 'Jing Chen': 'jing_chen',\n",
       " 'LIN Jie': 'jie_lin',\n",
       " 'Kui Ren': 'kui_ren',\n",
       " 'Yue Wang': 'yue_wang',\n",
       " 'feng liu': 'feng_liu',\n",
       " 'Qing Liu': 'qing_liu',\n",
       " 'Jian Chen': 'jian_chen',\n",
       " 'Hui Wang': 'hui_wang',\n",
       " 'Li He': 'li_he',\n",
       " 'tao xie': 'tao_xie',\n",
       " 'Hui Zhang': 'hui_zhang',\n",
       " 'bo zhang': 'bo_zhang',\n",
       " 'ZHANG Jin': 'jin_zhang',\n",
       " 'wei zheng': 'wei_zheng',\n",
       " 'jianjun liu': 'jianjun_liu',\n",
       " 'Juan Zhang': 'juan_zhang',\n",
       " 'YU Dong': 'dong_yu',\n",
       " 'Peng Shi': 'peng_shi',\n",
       " 'bo shen': 'bo_shen',\n",
       " 'jianfang wang': 'jianfang_wang',\n",
       " 'Jian Wang': 'jian_wang',\n",
       " 'Li Hong': 'hong_li',\n",
       " 'Dan Wang': 'dan_wang',\n",
       " 'Yang Jun': 'jun_yang',\n",
       " 'Jing Gao': 'jing_gao',\n",
       " 'hui wei': 'hui_wei',\n",
       " 'LI Jin': 'jin_li',\n",
       " 'Bin Yu': 'bin_yu',\n",
       " 'ZHENG Wei': 'wei_zheng',\n",
       " 'LI XiaoMing': 'xiaoming_li',\n",
       " 'Ji Zhang': 'ji_zhang',\n",
       " 'ZHOU Tao': 'tao_zhou',\n",
       " 'Fei Liu': 'fei_liu',\n",
       " 'Hong Liu': 'hong_liu',\n",
       " 'changsheng li': 'changsheng_li',\n",
       " 'hideaki takahashi': 'hideaki_takahashi',\n",
       " 'Li Guo': 'li_guo',\n",
       " 'Kun Zhang': 'kun_zhang',\n",
       " 'Xue Wang': 'xue_wang',\n",
       " 'SHEN Bo': 'bo_shen',\n",
       " 'Hong Zhao': 'hong_zhao',\n",
       " 'Y. Feng': 'y_feng',\n",
       " 'Xia Li': 'xia_li',\n",
       " 'LI Hong': 'hong_li',\n",
       " 'Xiang Gao': 'xiang_gao',\n",
       " 'Chen Jun': 'jun_chen',\n",
       " 'Xiaoping Wu': 'xiaoping_wu',\n",
       " 'Xia Zhang': 'xia_zhang',\n",
       " 'Jie Yin': 'jie_yin',\n",
       " 'M. Li': 'm_li',\n",
       " 'guoliang li': 'guoliang_li',\n",
       " 'jianguo hou': 'jianguo_hou',\n",
       " 'hao huang': 'hao_huang',\n",
       " 'hiroshi sakamoto': 'hiroshi_sakamoto',\n",
       " 'Liang Cheng': 'liang_cheng',\n",
       " 'Jin Zhang': 'jin_zhang',\n",
       " 'hong liu': 'hong_liu',\n",
       " 'Bin Zhao': 'bin_zhao',\n",
       " 'Huang Hao': 'hao_huang',\n",
       " 'Jiang Tao': 'tao_jiang',\n",
       " 'HE Lin': 'lin_he',\n",
       " 'Hongyu Zhao': 'hongyu_zhao',\n",
       " 'Changhong Wang': 'changhong_wang',\n",
       " 'GAO Bin': 'bin_gao',\n",
       " 'WANG Di': 'di_wang',\n",
       " 'Jing Jin': 'jing_jin',\n",
       " 'bai yang': 'bai_yang',\n",
       " 'Chao Deng': 'chao_deng',\n",
       " 'J. Lin': 'j_lin',\n",
       " 'T. Wang': 't_wang',\n",
       " 'Jianjun Yu': 'jianjun_yu',\n",
       " 'HIDEYUKI SUZUKI': 'hideyuki_suzuki',\n",
       " 'Xi Li': 'xi_li',\n",
       " 'WU Dan': 'dan_wu',\n",
       " 'LUO Jie': 'jie_luo',\n",
       " 'Qian Chen': 'qian_chen',\n",
       " 'Bo Jiang': 'bo_jiang',\n",
       " 'Ming Jiang.': 'ming_jiang',\n",
       " 'WANG Fang': 'fang_wang',\n",
       " 'ZHU Bao-li': 'baoli_zhu',\n",
       " 'jing chen': 'jing_chen',\n",
       " 'Wang Di': 'di_wang',\n",
       " 'Lixia Zhang': 'lixia_zhang',\n",
       " 'Bin Jiang': 'bin_jiang',\n",
       " 'Li Deng': 'li_deng',\n",
       " 'Jie Xiao': 'jie_xiao',\n",
       " 'SUN Kai': 'kai_sun',\n",
       " 'Akio Kobayashi': 'akio_kobayashi',\n",
       " 'ZHANG Hui': 'hui_zhang',\n",
       " 'cheng yang': 'cheng_yang',\n",
       " 'Guanghua Li': 'guanghua_li',\n",
       " 'bin jiang': 'bin_jiang',\n",
       " 'Fei Wei': 'fei_wei',\n",
       " 'Guochun Zhao': 'guochun_zhao',\n",
       " 'Chao Yuan': 'chao_yuan',\n",
       " 'Min Sun': 'min_sun',\n",
       " 'changhong wang': 'changhong_wang',\n",
       " 'lin zhong': 'lin_zhong',\n",
       " 'changming liu': 'changming_liu',\n",
       " 'jing li': 'jing_li',\n",
       " 'Jun Chen': 'jun_chen',\n",
       " 'Chen Chen': 'chen_chen',\n",
       " 'Gao Feng': 'feng_gao',\n",
       " 'Z. Zhou': 'z_zhou',\n",
       " 'Liang Liu': 'liang_liu',\n",
       " 'Weiguo Fan': 'weiguo_fan',\n",
       " 'Qiang Xu': 'qiang_xu',\n",
       " 'Bo Zhang': 'bo_zhang',\n",
       " 'xin li': 'xin_li',\n",
       " 'Hui Gao': 'hui_gao',\n",
       " 'WANG Yue': 'yue_wang',\n",
       " 'Liu Jian-jun': 'jianjun_liu',\n",
       " 'W. Huang': 'w_huang',\n",
       " 'Ning Li': 'ning_li',\n",
       " 'CHEN Jing': 'jing_chen',\n",
       " 'Hongbo Sun': 'hongbo_sun',\n",
       " 'J. Conway': 'j_conway',\n",
       " 'Huan Yang': 'huan_yang',\n",
       " 'XU Qiang': 'qiang_xu',\n",
       " 'ZHU Jing': 'jing_zhu',\n",
       " 'Feng Zhao': 'feng_zhao',\n",
       " 'YANG Jie': 'jie_yang',\n",
       " 'Fei Huang': 'fei_huang',\n",
       " 'TANG Bo': 'bo_tang',\n",
       " 'C.H. Chen': 'c_h_chen',\n",
       " 'Li Jing': 'jing_li',\n",
       " 'Jing Tian': 'jing_tian',\n",
       " 'Hang Li': 'hang_li',\n",
       " 'PAN Gang': 'gang_pan',\n",
       " 'weidong li': 'weidong_li',\n",
       " 'Bo Xu': 'bo_xu',\n",
       " 'Xiaoyang Zhang': 'xiaoyang_zhang',\n",
       " 'YANG Ping': 'ping_yang',\n",
       " 'Di Wang': 'di_wang',\n",
       " 'WU Feng': 'feng_wu',\n",
       " 'jin zhang': 'jin_zhang',\n",
       " 'YANG Jun': 'jun_yang',\n",
       " 'Lei JIANG': 'lei_jiang',\n",
       " 'Xin Wu': 'xin_wu',\n",
       " 'WANG Hui': 'hui_wang',\n",
       " 'LI Xin': 'xin_li',\n",
       " 'Hui Wei': 'hui_wei',\n",
       " 'GAO Shan': 'shan_gao',\n",
       " 'JIN LI': 'jin_li',\n",
       " 'LIU Jian-jun': 'jianjun_liu',\n",
       " 'Hao Huang': 'hao_huang',\n",
       " 'S. Liu': 's_liu',\n",
       " 'Xiaoming Li': 'xiaoming_li',\n",
       " 'hong xiao': 'hong_xiao',\n",
       " 'Hong Li': 'hong_li',\n",
       " 'ZHOU Jian': 'jian_zhou',\n",
       " 'Liang Li': 'liang_li',\n",
       " 'Li Bo': 'bo_li',\n",
       " 'Bo Tang': 'bo_tang',\n",
       " 'Chuan He': 'chuan_he',\n",
       " 'Chen Jian': 'jian_chen',\n",
       " 'ZHANG Di': 'di_zhang',\n",
       " 'Qing Yang': 'qing_yang',\n",
       " 'Yi Chen': 'yi_chen',\n",
       " 'HU Bin': 'bin_hu',\n",
       " 'Feng Wu': 'feng_wu',\n",
       " 'Xing Liu': 'xing_liu',\n",
       " 'Tao Jiang': 'tao_jiang',\n",
       " 'Qiong Luo': 'qiong_luo',\n",
       " 'XIAO Hong': 'hong_xiao',\n",
       " 'Jianmin Zhao': 'jianmin_zhao',\n",
       " 'LIU Bin': 'bin_liu',\n",
       " 'fang wang': 'fang_wang',\n",
       " 'ZHAO Bing': 'bing_zhao',\n",
       " 'Di Zhang': 'di_zhang',\n",
       " 'Jianping Wu': 'jianping_wu',\n",
       " 'Zheng Wei': 'wei_zheng',\n",
       " 'Shan Gao': 'shan_gao',\n",
       " 'Zhang Di': 'di_zhang',\n",
       " 'Jing Yu': 'jing_yu',\n",
       " 'LI Hang': 'hang_li',\n",
       " 'DENG Li': 'li_deng',\n",
       " 'LIU hong': 'hong_liu',\n",
       " 'Chen Chao': 'chao_chen',\n",
       " 'Jinlong Yang': 'jinlong_yang',\n",
       " 'Li Jia': 'jia_li',\n",
       " 'Weihong Zhu': 'weihong_zhu',\n",
       " 'jin luo': 'jin_luo',\n",
       " 'LIU Feng': 'feng_liu',\n",
       " 'jian chen': 'jian_chen',\n",
       " 'Wang L': 'liang_wang',\n",
       " 'chuan he': 'chuan_he',\n",
       " 'M. Yang': 'm_yang',\n",
       " 'Shuai Zhang': 'shuai_zhang',\n",
       " 'Feng Gao': 'feng_gao',\n",
       " 'Bing Chen': 'bing_chen',\n",
       " 'Feng Ding': 'feng_ding',\n",
       " 'WANG Meng': 'meng_wang',\n",
       " 'Jin Xie': 'jin_xie',\n",
       " 'kenji kaneko': 'kenji_kaneko',\n",
       " 'jiang he': 'jiang_he',\n",
       " 'LI Ning': 'ning_li',\n",
       " 'Chen Liu': 'chen_liu',\n",
       " 'hong cheng': 'hong_cheng',\n",
       " 'Hui Yu': 'hui_yu',\n",
       " 'CHEN Chao': 'chao_chen',\n",
       " 'Dongsheng Wang': 'dongsheng_wang',\n",
       " 'ZHOU Kun': 'kun_zhou',\n",
       " 'XU Qing-song': 'qingsong_xu',\n",
       " 'jing gao': 'jing_gao',\n",
       " 'hideyuki suzuki': 'hideyuki_suzuki',\n",
       " 'shan': 'shan_gao',\n",
       " 'Shaobin Wang': 'shaobin_wang',\n",
       " 'Li Feng': 'feng_li',\n",
       " 'jihyun kim': 'jihyun_kim',\n",
       " 'HE Xiao-dong': 'xiaodong_he',\n",
       " 'Hu Bin': 'bin_hu',\n",
       " 'jianxin shi': 'jianxin_shi',\n",
       " 'XU Chun-ming': 'chunming_xu',\n",
       " 'L. Zhao': 'l_zhao',\n",
       " 'feng wu': 'feng_wu',\n",
       " 'ZHANG Li-xia': 'lixia_zhang',\n",
       " 'Jie Luo': 'jie_luo',\n",
       " 'Bing Zhao': 'bing_zhao',\n",
       " 'Jin Xu': 'jin_xu',\n",
       " 'Changsheng Li': 'changsheng_li',\n",
       " 'Yuanyuan Liu': 'yuanyuan_liu',\n",
       " 'Jing Deng': 'jing_deng',\n",
       " 'HE Chuan': 'chuan_he',\n",
       " 'Qian Zhang': 'qian_zhang',\n",
       " 'Zhi-Gang Zhang': 'zhi_gang_zhang',\n",
       " 'Yan Gao': 'yan_gao',\n",
       " 'Lei Zhao': 'lei_zhao',\n",
       " 'xia li': 'xia_li',\n",
       " 'Yan Liang': 'yan_liang',\n",
       " 'Rakesh Kumar': 'rakesh_kumar',\n",
       " 'hongbo sun': 'hongbo_sun',\n",
       " 'YAO Bin': 'bin_yao',\n",
       " 'Wei Hui': 'hui_wei',\n",
       " 'alessandro giuliani': 'alessandro_giuliani',\n",
       " 'Bai Yang': 'bai_yang',\n",
       " 'CHENG Hong': 'hong_cheng',\n",
       " 'DING Feng': 'feng_ding',\n",
       " 'Chao Zhang': 'chao_zhang',\n",
       " 'Li Xia': 'xia_li',\n",
       " 'YANG Cheng': 'cheng_yang',\n",
       " 'WANG Chang-hong': 'changhong_wang',\n",
       " 'Tao Xie': 'tao_xie',\n",
       " 'LIU Chang-ming': 'changming_liu',\n",
       " 'Yang Liu': 'liu_yang',\n",
       " 'Hong Fang': 'hong_fang',\n",
       " 'Wei Zheng': 'wei_zheng',\n",
       " 'Bin Yao': 'bin_yao',\n",
       " 'Jie Tian': 'jie_tian',\n",
       " 'XU Dong': 'dong_xu',\n",
       " 'JIANG Bin': 'bin_jiang',\n",
       " 'Tao JIANG': 'tao_jiang',\n",
       " 'Zhu BaoLi': 'baoli_zhu',\n",
       " 'Zhou Jian': 'jian_zhou',\n",
       " 'Jianguo Liu': 'jianguo_liu',\n",
       " 'Han Liang': 'liang_han',\n",
       " 'yuxi liu': 'yuxi_liu',\n",
       " 'D. Zhang': 'd_zhang',\n",
       " 'J. Huang': 'j_huang',\n",
       " 'ZHANG Bing': 'bing_zhang',\n",
       " 'LIU Jie': 'jie_liu',\n",
       " 'hong li': 'hong_li',\n",
       " 'ZHANG Bin': 'bin_zhang',\n",
       " 'LIU Hong': 'hong_liu',\n",
       " 'liang cheng': 'liang_cheng',\n",
       " 'GAO Song': 'song_gao',\n",
       " 'Li Xiaoming': 'xiaoming_li',\n",
       " 'Akira Ono': 'akira_ono',\n",
       " 'Sheng Dai': 'sheng_dai',\n",
       " 'Zhang Xiaoyang': 'xiaoyang_zhang',\n",
       " 'Wang Yue': 'yue_wang',\n",
       " 'Zhou Bing': 'bing_zhou',\n",
       " 'WANG Liang': 'liang_wang',\n",
       " 'Liu Hong': 'hong_liu',\n",
       " 'Dan\\xa0Xie': 'dan_xie',\n",
       " 'ning li': 'ning_li',\n",
       " 'S. Huang': 's_huang',\n",
       " 'YU Jian-jun': 'jianjun_yu',\n",
       " 'Gao Shan': 'shan_gao',\n",
       " 'Bin ZHANG': 'bin_zhang',\n",
       " 'Guoping Zhang': 'guoping_zhang',\n",
       " 'ZHANG Jie': 'jie_zhang',\n",
       " 'HU Wen-ping': 'wenping_hu',\n",
       " 'Deng Chao': 'chao_deng',\n",
       " 'Guoliang Li': 'guoliang_li',\n",
       " 'Makoto Sasaki': 'makoto_sasaki',\n",
       " 'Jie Zhu': 'jie_zhu',\n",
       " 'WANG Long': 'long_wang',\n",
       " 'Xi Liu': 'xi_liu',\n",
       " 'Lin He': 'lin_he',\n",
       " 'Yong Yu': 'yong_yu',\n",
       " 'jie xiao': 'jie_xiao',\n",
       " 'fei huang': 'fei_huang',\n",
       " 'Jiang He': 'jiang_he',\n",
       " 'Yang Jie': 'jie_yang',\n",
       " 'Qingsong Xu': 'qingsong_xu',\n",
       " 'Jianhua Shen': 'jianhua_shen',\n",
       " 'Zhao Hui-jun': 'huijun_zhao',\n",
       " 'Changming Liu': 'changming_liu',\n",
       " 'Kai Li': 'kai_li',\n",
       " 'Yang Ping': 'ping_yang',\n",
       " 'wen tan': 'wen_tan',\n",
       " 'Guoqiang Chen': 'guoqiang_chen',\n",
       " 'feng gao': 'feng_gao',\n",
       " 'Jing Zhu': 'jing_zhu',\n",
       " 'lei jiang': 'lei_jiang',\n",
       " 'Osamu Watanabe': 'osamu_watanabe',\n",
       " 'Shu Tao': 'shu_tao',\n",
       " 'dan wu': 'dan_wu',\n",
       " 'HAN Bin': 'bin_han',\n",
       " 'Kai LI': 'kai_li',\n",
       " 'HUANG Hao': 'hao_huang',\n",
       " 'Bin Liu': 'bin_liu',\n",
       " '': 'jian_wang',\n",
       " 'rakesh kumar': 'rakesh_kumar',\n",
       " 'Chen Lei': 'lei_chen',\n",
       " 'Yao Bin': 'bin_yao',\n",
       " 'Jianping Fan': 'jianping_fan',\n",
       " 'BO ZHANG': 'bo_zhang',\n",
       " 'Lin Xu': 'lin_xu',\n",
       " 'CHEN Jian': 'jian_chen',\n",
       " 'Deng Jing': 'jing_deng',\n",
       " 'jin li': 'jin_li',\n",
       " 'Li Xiao-Ming': 'xiaoming_li',\n",
       " 'HE Hong': 'hong_he',\n",
       " 'Jie Liu': 'jie_liu',\n",
       " 'HAN Mei': 'mei_han',\n",
       " 'Liu Bin': 'bin_liu',\n",
       " 'Li Jin': 'jin_li',\n",
       " 'Wang H': 'hui_wang',\n",
       " 'LI Jia': 'jia_li',\n",
       " 'Li Zhou': 'li_zhou',\n",
       " 'Jincai Zhao': 'jincai_zhao',\n",
       " 'Jin Liu': 'jin_liu',\n",
       " 'Mei Han': 'mei_han',\n",
       " 'Huijun Zhao': 'huijun_zhao',\n",
       " 'Ling Liu': 'ling_liu',\n",
       " 'jian wang': 'jian_wang',\n",
       " 'Hongzhi Wang': 'hongzhi_wang',\n",
       " 'HAN Liang': 'liang_han',\n",
       " 'YANG Bai': 'bai_yang',\n",
       " 'Heqing Huang': 'heqing_huang',\n",
       " 'Z. Wu': 'z_wu',\n",
       " 'LIU Ling': 'ling_liu',\n",
       " 'ZHAO Huijun': 'huijun_zhao',\n",
       " 'WANG Hong-Zhi': 'hongzhi_wang',\n",
       " 'peng shi': 'peng_shi',\n",
       " 'Gang Pan': 'gang_pan',\n",
       " 'Xu Qiang': 'qiang_xu',\n",
       " 'jie yang': 'jie_yang',\n",
       " 'Jiang Bin': 'bin_jiang',\n",
       " 'WEI Hui': 'hui_wei',\n",
       " 'cong yu': 'cong_yu',\n",
       " 'M. Q. Zhang': 'qiwei_zhang',\n",
       " 'FANG Hong': 'hong_fang',\n",
       " 'Juan Liu': 'juan_liu',\n",
       " 'SHEN Jian-Hua': 'jianhua_shen',\n",
       " 'Hiroshi Nakanishi': 'hiroshi_nakanishi',\n",
       " 'Qin Xin': 'qin_xin',\n",
       " 'Chen Guohua': 'guohua_chen',\n",
       " 'guochun zhao': 'guochun_zhao',\n",
       " 'Tao Zhou': 'tao_zhou',\n",
       " 'C. Yang': 'c_yang',\n",
       " 'WANG Fu-sheng': 'fusheng_wang',\n",
       " 'Fang Wang': 'fang_wang',\n",
       " 'XIE Tao': 'tao_xie',\n",
       " 'D. Li': 'd_li',\n",
       " 'Jian Zhou': 'jian_zhou',\n",
       " 'dongsheng wang': 'dongsheng_wang',\n",
       " 'Bing Liu': 'bing_liu',\n",
       " 'Kun Liu': 'kun_liu',\n",
       " 'bin hu': 'bin_hu',\n",
       " 'DENG Jing': 'jing_deng',\n",
       " 'CHEN Guo-Qiang': 'guoqiang_chen',\n",
       " 'Cheng': 'liang_cheng',\n",
       " 'Li Guanghua': 'guanghua_li',\n",
       " 'dan xie': 'dan_xie',\n",
       " 'ping yang': 'ping_yang',\n",
       " 'WU feng': 'feng_wu',\n",
       " 'Bin Gao': 'bin_gao',\n",
       " 'jing zhu': 'jing_zhu',\n",
       " 'LI Bo': 'bo_li',\n",
       " 'He Chuan': 'chuan_he',\n",
       " 'Zhang Bo': 'bo_zhang',\n",
       " 'CHENG Liang': 'liang_cheng',\n",
       " 'jincai zhao': 'jincai_zhao',\n",
       " 'GAO Fu-rong': 'furong_gao',\n",
       " 'He Lin': 'lin_he',\n",
       " 'Zhu Jing': 'jing_zhu',\n",
       " 'Meng Wang': 'meng_wang',\n",
       " 'HUANG He-qing': 'heqing_huang',\n",
       " 'Zhang Bing': 'bing_zhang',\n",
       " 'YUAN Chao': 'chao_yuan',\n",
       " 'Wei CHEN': 'wei_chen',\n",
       " 'Guang Yang': 'guang_yang',\n",
       " 'Jinghong Li': 'jinghong_li',\n",
       " 'Jing Wu': 'jing_wu',\n",
       " 'Zhang Tong': 'tong_zhang',\n",
       " 'Feng Li': 'feng_li',\n",
       " 'Gao Jing': 'jing_gao',\n",
       " 'WANG Hai-jiang': 'haijiang_wang',\n",
       " 'ZHANG Qian': 'qian_zhang',\n",
       " 'Hong Xiao': 'hong_xiao',\n",
       " 'Zhao Feng': 'feng_zhao',\n",
       " 'Ke Li': 'ke_li',\n",
       " 'JINLONG YANG': 'jinlong_yang',\n",
       " 'TAN Wen': 'wen_tan',\n",
       " 'jianguo liu': 'jianguo_liu',\n",
       " 'Shen Jianhua': 'jianhua_shen',\n",
       " 'Jianping Ding': 'jianping_ding',\n",
       " 'Zhang Qian': 'qian_zhang',\n",
       " 'Li Mao': 'li_mao',\n",
       " 'Chen Wei': 'wei_chen',\n",
       " 'Sun Min': 'min_sun',\n",
       " 'Wu Feng': 'feng_wu',\n",
       " 'li Bo': 'bo_li',\n",
       " 'gang pan': 'gang_pan',\n",
       " 'jie luo': 'jie_luo',\n",
       " 'Jin Luo': 'jin_luo',\n",
       " 'LIU Xiao-Ming': 'xiaoming_liu',\n",
       " 'huijun zhao': 'huijun_zhao',\n",
       " 'Yan Hao': 'hao_yan',\n",
       " 'LI Kai': 'kai_li',\n",
       " 'Tian He': 'he_tian',\n",
       " 'Kai Chen': 'kai_chen',\n",
       " 'LI Feng': 'feng_li',\n",
       " 'Xu Qingsong': 'qingsong_xu',\n",
       " 'jie liu': 'jie_liu',\n",
       " 'jianmin zhao': 'jianmin_zhao',\n",
       " 'Guohua Chen': 'guohua_chen',\n",
       " 'XU Sheng': 'sheng_xu',\n",
       " 'Haiying Wang': 'haiying_wang',\n",
       " 'J Liu': 'jianguo_liu',\n",
       " 'Yang Cheng': 'cheng_yang',\n",
       " 'Wenjie Shen': 'wenjie_shen',\n",
       " 'SUN Min': 'min_sun',\n",
       " 'Xiao-Dong He': 'xiaodong_he',\n",
       " 'Wang Hui': 'hui_wang',\n",
       " 'LIU Lu': 'lu_liu',\n",
       " 'Liu Lu': 'lu_liu',\n",
       " 'Ning Li-': 'ning_li',\n",
       " 'feng zhao': 'feng_zhao',\n",
       " 'Fei Qi': 'fei_qi',\n",
       " 'yue wang': 'yue_wang',\n",
       " 'haijiang wang': 'haijiang_wang',\n",
       " 'Ping Yang': 'ping_yang',\n",
       " 'bin han': 'bin_han',\n",
       " 'Kenji Kaneko': 'kenji_kaneko',\n",
       " 'Alessandro Giuliani': 'alessandro_giuliani',\n",
       " 'Cong Yu': 'cong_yu',\n",
       " 'XIE Dan': 'dan_xie',\n",
       " 'Bo Chen': 'bo_shen',\n",
       " 'LUO Qiong': 'qiong_luo',\n",
       " 'SHI Peng': 'peng_shi',\n",
       " 'LI Guo-liang': 'guoliang_li',\n",
       " 'Liu Ling': 'ling_liu',\n",
       " 'Tong Zhang': 'tong_zhang',\n",
       " 'Bo JIANG': 'bo_jiang',\n",
       " 'JIANG Tao': 'tao_jiang',\n",
       " 'Bin Zhang': 'bin_zhang',\n",
       " 'Ming Jiang': 'ming_jiang',\n",
       " 'D Chao': 'chao_deng',\n",
       " 'Xiaoming Liu': 'xiaoming_liu',\n",
       " 'Chunxia Li': 'chunxia_li',\n",
       " 'Jianjun Liu': 'jianjun_liu',\n",
       " 'LUO Jin': 'jin_luo',\n",
       " 'Li Guoliang': 'guoliang_li',\n",
       " 'hong fang': 'hong_fang',\n",
       " 'Hongxing Xu': 'hongxing_xu',\n",
       " 'LI Guo-Liang': 'guoliang_li',\n",
       " 'GAO Feng': 'feng_gao',\n",
       " 'Yu Kai': 'kai_yu',\n",
       " 'WANG Dong-sheng': 'dongsheng_wang',\n",
       " 'Hu Guoqing': 'guoqing_hu',\n",
       " 'hong he': 'hong_he',\n",
       " 'jianjun yu': 'jianjun_yu',\n",
       " 'ning zhou': 'ning_zhou',\n",
       " 'Hong Li.': 'hong_li',\n",
       " 'LIU Jian-guo': 'jianguo_liu',\n",
       " 'yu gu': 'yu_gu',\n",
       " 'Ning Zhou': 'ning_zhou',\n",
       " 'Zhao Jincai': 'jincai_zhao',\n",
       " 'XIN Qin': 'qin_xin',\n",
       " 'Hong He': 'hong_he',\n",
       " 'lin he': 'lin_he',\n",
       " 'Jiang Min-Hua': 'minhua_jiang',\n",
       " 'Haijiang Wang': 'haijiang_wang',\n",
       " 'CHEN Lei': 'lei_chen',\n",
       " 'DongSheng Wang': 'dongsheng_wang',\n",
       " 'C.C. Lin': 'c_c_lin',\n",
       " 'Lei Chen': 'lei_chen',\n",
       " 'Wenjun Zheng': 'wenjun_zheng',\n",
       " 'Li Gao': 'li_gao',\n",
       " ' Jing Zhu': 'jing_zhu',\n",
       " 'zhang bin': 'bin_zhang',\n",
       " 'Li Ning': 'ning_li',\n",
       " 'LI Xiao-Ming': 'xiaoming_li',\n",
       " 'hui zhang': 'hui_zhang',\n",
       " 'lixia zhang': 'lixia_zhang',\n",
       " 'XU Hong-xing': 'hongxing_xu',\n",
       " 'Jianchao Yang': 'jianchao_yang',\n",
       " 'Liu Feng': 'feng_liu',\n",
       " 'LI Xia': 'xia_li',\n",
       " 'makoto sasaki': 'makoto_sasaki',\n",
       " 'meng wang': 'meng_wang',\n",
       " 'Dan Xie': 'dan_xie',\n",
       " 'YIN Jie': 'jie_yin',\n",
       " 'Hua Li': 'hua_li',\n",
       " 'LI Xiaoming': 'xiaoming_li',\n",
       " 'Bin HU': 'bin_hu',\n",
       " 'Liping Liu': 'liping_liu',\n",
       " 'Hiroaki Okamoto': 'hiroaki_okamoto',\n",
       " 'ZHOU Ning': 'ning_zhou',\n",
       " 'wei chen': 'wei_chen',\n",
       " 'Xiao-Ming Li': 'xiaoming_li',\n",
       " 'YU Jian-Jun': 'jianjun_yu',\n",
       " 'Liu Jian-guo': 'jianguo_liu',\n",
       " 'YANG Huan': 'huan_yang',\n",
       " 'GAO Jing': 'jing_gao',\n",
       " 'Bin Han': 'bin_han',\n",
       " 'Yu Jianjun': 'jianjun_yu',\n",
       " 'jianping wu': 'jianping_wu',\n",
       " 'Hou Jianguo': 'jianguo_hou',\n",
       " 'Li Weidong': 'weidong_li',\n",
       " 'Li Xiao-ming': 'xiaoming_li',\n",
       " 'Chang-ming LIU': 'changming_liu',\n",
       " 'wenjie shen': 'wenjie_shen',\n",
       " 'Hong C': 'hong_cheng',\n",
       " 'Jianguo Hou': 'jianguo_hou',\n",
       " 'Fusheng Wang': 'fusheng_wang',\n",
       " 'huan yang': 'huan_yang',\n",
       " 'Weidong Li': 'weidong_li',\n",
       " 'Shen Bo': 'bo_shen',\n",
       " 'Bo Li': 'bo_li',\n",
       " 'Furong Gao': 'furong_gao',\n",
       " 'Xiaoping WU': 'xiaoping_wu',\n",
       " 'Huang F': 'fei_huang',\n",
       " 'Zhang Qiwei': 'qiwei_zhang',\n",
       " 'Jianxin Shi': 'jianxin_shi',\n",
       " 'Zhao Bing': 'bing_zhao',\n",
       " 'SHEN Jian-hua': 'jianhua_shen',\n",
       " 'li ning': 'ning_li',\n",
       " 'Wenjun Zhang': 'wenjun_zhang',\n",
       " 'Lei SHI': 'lei_shi',\n",
       " 'Jing CHEN': 'jing_chen',\n",
       " 'Zhang Jie': 'jie_zhang',\n",
       " 'Xu Dong': 'dong_xu',\n",
       " 'bing zhao': 'bing_zhao',\n",
       " 'sheng dai': 'sheng_dai',\n",
       " 'Xi LI': 'xi_li',\n",
       " 'Hai Yang': 'hai_yang',\n",
       " 'Feng\\xa0Gao': 'feng_gao',\n",
       " 'Weiping Cai': 'weiping_cai',\n",
       " 'Dong Xu': 'dong_xu',\n",
       " 'HE Jiang': 'jiang_he',\n",
       " 'CHEN Jian-feng': 'jianfeng_chen',\n",
       " 'bin yao': 'bin_yao',\n",
       " 'LI Chun-xia': 'chunxia_li',\n",
       " 'LI Xiao-ming': 'xiaoming_li',\n",
       " 'Peng Gong': 'peng_gong',\n",
       " 'HU Wenping': 'wenping_hu',\n",
       " 'Li Xin': 'xin_li',\n",
       " 'LI Guang-Hua': 'guanghua_li',\n",
       " 'Lin Zhong': 'lin_zhong',\n",
       " 'LIU Jianjun': 'jianjun_liu',\n",
       " 'zheng wei': 'wei_zheng',\n",
       " 'Pan Gang': 'gang_pan',\n",
       " 'Dan Wu': 'dan_wu',\n",
       " 'Liang Han': 'liang_han',\n",
       " 'GUO Ya-jun': 'yajun_guo',\n",
       " 'ZHU Wei-hong': 'weihong_zhu',\n",
       " 'Kai Yu': 'kai_yu',\n",
       " 'Han Mei': 'mei_han',\n",
       " 'Israel Goldberg': 'israel_goldberg',\n",
       " 'feng ding': 'feng_ding',\n",
       " 'JIANG Ming': 'ming_jiang',\n",
       " 'He Hong': 'hong_he',\n",
       " 'YU Kai': 'kai_yu',\n",
       " 'Zhu Baoli': 'baoli_zhu',\n",
       " 'L. Sun': 'l_sun',\n",
       " 'Zhi Gang Zhang': 'zhi_gang_zhang',\n",
       " 'DENG Chao': 'chao_deng',\n",
       " 'Li-Li Wang': 'li_li_wang',\n",
       " 'Liu Jianguo': 'jianguo_liu',\n",
       " 'DAN XIE': 'dan_xie',\n",
       " 'Huang Fei': 'fei_huang',\n",
       " 'He Xiaodong': 'xiaodong_he',\n",
       " 'WANG Jian-fang': 'jianfang_wang',\n",
       " 'ZHAO Hui-jun': 'huijun_zhao',\n",
       " 'Deng Li': 'li_deng',\n",
       " 'jie yin': 'jie_yin',\n",
       " 'jianhua shen': 'jianhua_shen',\n",
       " 'He Xiao-Dong': 'xiaodong_he',\n",
       " 'Tian Jie': 'jie_tian',\n",
       " 'jin xie': 'jin_xie',\n",
       " 'Hao Yan': 'hao_yan',\n",
       " 'WANG Jian-yong': 'jianyong_wang',\n",
       " 'WANG Dongsheng': 'dongsheng_wang',\n",
       " 'Kun Zhou': 'kun_zhou',\n",
       " 'TIAN Jie': 'jie_tian',\n",
       " 'LI Wei-Dong': 'weidong_li',\n",
       " 'jing deng': 'jing_deng',\n",
       " 'Zhang Jin': 'jin_zhang',\n",
       " 'WANG Y': 'yue_wang',\n",
       " 'DING Jian-ping': 'jianping_ding',\n",
       " 'Li Wei-Dong': 'weidong_li',\n",
       " 'Koji Fujita': 'koji_fujita',\n",
       " 'Wen Tan': 'wen_tan',\n",
       " 'ZHAO GuoChun': 'guochun_zhao',\n",
       " 'kai yu': 'kai_yu',\n",
       " 'Wang Dongsheng': 'dongsheng_wang',\n",
       " 'Yuxi Liu': 'yuxi_liu',\n",
       " 'Hideyuki Suzuki': 'hideyuki_suzuki',\n",
       " 'Jing Zhang': 'qiwei_zhang',\n",
       " 'A. Mukherjee': 'a_mukherjee',\n",
       " 'Sheng Ping': 'ping_sheng',\n",
       " 'WANG Hai-Jiang': 'haijiang_wang',\n",
       " 'koji fujita': 'koji_fujita',\n",
       " 'Wen-Jie Shen': 'wenjie_shen',\n",
       " 'Liu Bing': 'bing_liu',\n",
       " 'Hong-Bo Sun': 'hongbo_sun',\n",
       " 'jun yang': 'jun_yang',\n",
       " 'HUANG Fei': 'fei_huang',\n",
       " 'WANG JIAN': 'jian_wang',\n",
       " 'ZHAO Guochun': 'guochun_zhao',\n",
       " 'Qiwei Zhang': 'qiwei_zhang',\n",
       " 'Yang Huan': 'huan_yang',\n",
       " 'wenping hu': 'wenping_hu',\n",
       " 'cai wp cai weiping': 'weiping_cai',\n",
       " 'Wang Meng': 'meng_wang',\n",
       " 'Zhang Guo-ping': 'guoping_zhang',\n",
       " 'Juan Chen': 'juan_chen',\n",
       " 'Jun CHEN': 'jun_chen',\n",
       " 'furong gao': 'furong_gao',\n",
       " 'Dong Yu': 'dong_yu',\n",
       " 'XIE Li-hua': 'lihua_xie',\n",
       " 'Tan Wen': 'wen_tan',\n",
       " 'Wang Haijiang': 'haijiang_wang',\n",
       " 'hui xiong': 'hui_xiong',\n",
       " 'Li Hang': 'hang_li',\n",
       " 'Xie Dan': 'dan_xie',\n",
       " 'WEI Fei': 'fei_wei',\n",
       " 'Zhang Lixia': 'lixia_zhang',\n",
       " 'ZHANG BIN': 'bin_zhang',\n",
       " 'di wang': 'di_wang',\n",
       " 'Guoping ZHANG': 'guoping_zhang',\n",
       " 'Ding Feng': 'feng_ding',\n",
       " 'JIANG Min-hua': 'minhua_jiang',\n",
       " 'Zhou Ning': 'ning_zhou',\n",
       " 'MEI Hong': 'hong_mei',\n",
       " 'Jiang Ming': 'ming_jiang',\n",
       " 'jianping fan': 'jianping_fan',\n",
       " 'alexander belyaev': 'alexander_belyaev',\n",
       " 'hang li': 'hang_li',\n",
       " 'Jian-Jun Liu': 'jianjun_liu',\n",
       " 'Jian-Ping Ding': 'jianping_ding',\n",
       " 'Jianyong Wang': 'jianyong_wang',\n",
       " 'feng li': 'feng_li',\n",
       " 'XIAO Jie': 'jie_xiao',\n",
       " 'LIU Xiaoming': 'xiaoming_liu',\n",
       " 'deng li': 'li_deng',\n",
       " 'LIU Jianguo': 'jianguo_liu',\n",
       " 'huan liu': 'huan_liu',\n",
       " 'Chen Dong': 'chen_dong',\n",
       " 'Xie Jin': 'jin_xie',\n",
       " 'XIONG Hui': 'hui_xiong',\n",
       " 'ZHANG Lixia': 'lixia_zhang',\n",
       " 'qian zhang': 'qian_zhang',\n",
       " 'xiaodong': 'xiaodong_he',\n",
       " 'Tang Bo': 'bo_tang',\n",
       " 'Guang-Hua Li': 'guanghua_li',\n",
       " 'Hideyuki SUZUKI': 'hideyuki_suzuki',\n",
       " 'chen dong': 'chen_dong',\n",
       " 'Chao Chen': 'chao_chen',\n",
       " 'JianGuo Hou': 'jianguo_hou',\n",
       " 'Wang Fu-sheng': 'fusheng_wang',\n",
       " 'HUI ZHANG': 'hui_zhang',\n",
       " 'Mei Hong': 'hong_mei',\n",
       " 'Yang Hai': 'hai_yang',\n",
       " 'GUO Yajun': 'yajun_guo',\n",
       " 'Wang Liang': 'liang_wang',\n",
       " 'Xiao Hong': 'hong_xiao',\n",
       " 'Lu Liu': 'lu_liu',\n",
       " 'ZHANG Guo-ping': 'guoping_zhang',\n",
       " 'Li Kai': 'kai_li',\n",
       " 'hao yan': 'hao_yan',\n",
       " 'HU Guo-qing': 'guoqing_hu',\n",
       " 'Gao Bin': 'bin_gao',\n",
       " 'Xiong Hui': 'hui_xiong',\n",
       " 'ZHANG Xiao-yang': 'xiaoyang_zhang',\n",
       " 'CHEN Guohua': 'guohua_chen',\n",
       " 'fang': 'hong_fang',\n",
       " 'hou jianguo': 'jianguo_hou',\n",
       " 'Yang Jianchao': 'jianchao_yang',\n",
       " 'Yin Jie': 'jie_yin',\n",
       " 'HUANG Heqing': 'heqing_huang',\n",
       " 'CHEN LEI': 'lei_chen',\n",
       " 'Liu Xiaoming': 'xiaoming_liu',\n",
       " 'Kumar Rakesh': 'rakesh_kumar',\n",
       " 'fusheng wang': 'fusheng_wang',\n",
       " 'Gao Furong': 'furong_gao',\n",
       " 'hongxing xu': 'hongxing_xu',\n",
       " 'Jiang Lei': 'lei_jiang',\n",
       " 'Kun ZHANG': 'kun_zhang',\n",
       " 'Cheng Hong': 'hong_cheng',\n",
       " 'Jia Li': 'jia_li',\n",
       " 'yuxi': 'yuxi_liu',\n",
       " 'PING SHENG': 'ping_sheng',\n",
       " 'guohua chen': 'guohua_chen',\n",
       " 'LIU Huan': 'huan_liu',\n",
       " 'Jian-xin Shi': 'jianxin_shi',\n",
       " 'WU dan': 'dan_wu',\n",
       " 'LI Weidong': 'weidong_li',\n",
       " 'song gao': 'song_gao',\n",
       " 'chao deng': 'chao_deng',\n",
       " 'HOU Jian-guo': 'jianguo_hou',\n",
       " 'Jian ZHOU': 'jian_zhou',\n",
       " 'Fu-Sheng Wang': 'fusheng_wang',\n",
       " 'Ping Sheng': 'ping_sheng',\n",
       " 'SHEN Wenjie': 'wenjie_shen',\n",
       " 'Liu Huan': 'huan_liu',\n",
       " 'wenjun zheng': 'wenjun_zheng',\n",
       " 'Xu Chunming': 'chunming_xu',\n",
       " 'jian zhou': 'jian_zhou',\n",
       " 'ZHOU Bing': 'bing_zhou',\n",
       " 'Li Changsheng': 'changsheng_li',\n",
       " 'tao jiang': 'tao_jiang',\n",
       " 'Jie Lin': 'jie_lin',\n",
       " 'GAO Jianfeng': 'jianfeng_gao',\n",
       " 'Li Li Wang': 'li_li_wang',\n",
       " 'wang jian': 'jian_wang',\n",
       " 'hiroaki okamoto': 'hiroaki_okamoto',\n",
       " 'GAO Jian-feng': 'jianfeng_gao',\n",
       " 'BIN HAN': 'bin_han',\n",
       " 'Guoliang\\xa0Li': 'guoliang_li',\n",
       " 'Bing Zhou': 'bing_zhou',\n",
       " 'Chen Guo-qiang': 'guoqiang_chen',\n",
       " 'FAN Wei-guo': 'weiguo_fan',\n",
       " 'TIAN He': 'he_tian',\n",
       " 'Liu Jie': 'jie_liu',\n",
       " 'GONG Peng': 'peng_gong',\n",
       " 'Hideaki Takahashi': 'hideaki_takahashi',\n",
       " 'Cheng ZHU': 'cheng_zhu',\n",
       " 'Zhao Huijun': 'huijun_zhao',\n",
       " 'Lin Jie': 'jie_lin',\n",
       " 'chenguang wang': 'chenguang_wang',\n",
       " 'qingsong xu': 'qingsong_xu',\n",
       " 'Bin\\xa0Yao': 'bin_yao',\n",
       " 'can li': 'can_li',\n",
       " 'xiaoyang zhang': 'xiaoyang_zhang',\n",
       " 'Juan Du': 'juan_du',\n",
       " 'SHEN Jianhua': 'jianhua_shen',\n",
       " 'JIAN ZHOU': 'jian_zhou',\n",
       " 'ZhANG Qi-wei': 'qiwei_zhang',\n",
       " 'J. Ma': 'j_ma',\n",
       " 'HE CHuan': 'chuan_he',\n",
       " 'Alexander Belyaev': 'alexander_belyaev',\n",
       " 'di zhang': 'di_zhang',\n",
       " 'jiang': 'bin_jiang',\n",
       " 'Chenguang Wang': 'chenguang_wang',\n",
       " 'WANG Chen-guang': 'chenguang_wang',\n",
       " 'HE Xiaodong': 'xiaodong_he',\n",
       " 'FAN Weiguo': 'weiguo_fan',\n",
       " 'WANG Shao-bin': 'shaobin_wang',\n",
       " 'bo tang': 'bo_tang',\n",
       " 'Gao Song': 'song_gao',\n",
       " 'JING CHEN': 'jing_chen',\n",
       " 'B Li': 'bo_li',\n",
       " 'Guo-hua Chen': 'guohua_chen',\n",
       " 'Jianfeng Chen': 'jianfeng_chen',\n",
       " 'li deng': 'li_deng',\n",
       " 'Di WU': 'di_wu',\n",
       " 'Jun YANG': 'jun_yang',\n",
       " 'ZHAO Guo-chun': 'guochun_zhao',\n",
       " 'Bo\\xa0Zhang': 'bo_zhang',\n",
       " 'SHENG Ping': 'ping_sheng',\n",
       " 'guanghua li': 'guanghua_li',\n",
       " 'Sun Hongbo': 'hongbo_sun',\n",
       " 'ZHENG Wen-jun': 'wenjun_zheng',\n",
       " 'qiang xu': 'qiang_xu',\n",
       " 'GU Yu': 'yu_gu',\n",
       " 'Hideaki TAKAHASHI': 'hideaki_takahashi',\n",
       " 'Giuliani Alessandro': 'alessandro_giuliani',\n",
       " 'bing liu': 'bing_liu',\n",
       " 'Wen-jun Zhang': 'wenjun_zhang',\n",
       " 'Jian-fang Wang': 'jianfang_wang',\n",
       " 'Liang WANG': 'liang_wang',\n",
       " 'CHEN Ji-an': 'jian_chen',\n",
       " 'Fan Jianping': 'jianping_fan',\n",
       " 'YAN Hao': 'hao_yan',\n",
       " 'Wang Shao-Bin': 'shaobin_wang',\n",
       " 'Hu Wenping': 'wenping_hu',\n",
       " 'Cai Weiping': 'weiping_cai',\n",
       " 'Fu-sheng Wang': 'fusheng_wang',\n",
       " 'LI hong': 'hong_li',\n",
       " 'YuanYuan Liu': 'yuanyuan_liu',\n",
       " 'xiaodong he': 'xiaodong_he',\n",
       " 'ping sheng': 'ping_sheng',\n",
       " 'XU Chunming': 'chunming_xu',\n",
       " 'Cheng Liang': 'liang_cheng',\n",
       " 'ming jiang': 'ming_jiang',\n",
       " 'Chen C': 'chao_chen',\n",
       " 'Wang Jianyong': 'jianyong_wang',\n",
       " 'akio kobayashi': 'akio_kobayashi',\n",
       " 'SUN Hongbo': 'hongbo_sun',\n",
       " 'Xiao-dong He': 'xiaodong_he',\n",
       " 'YANG Jin-long': 'jinlong_yang',\n",
       " 'Hong MEI': 'hong_mei',\n",
       " 'gao shan': 'shan_gao',\n",
       " 'Fan Weiguo': 'weiguo_fan',\n",
       " 'a mukherjee': 'a_mukherjee',\n",
       " 'Wei-ping CAI': 'weiping_cai',\n",
       " 'HIDEAKI TAKAHASHI': 'hideaki_takahashi',\n",
       " 'hu bin': 'bin_hu',\n",
       " 'Feng Wu.': 'feng_wu',\n",
       " 'Zhiqiang Xu': 'qiang_xu',\n",
       " 'Liu Jianjun': 'jianjun_liu',\n",
       " 'chen': 'jun_chen',\n",
       " 'Han Bin': 'bin_han',\n",
       " 'Zhu Weihong': 'weihong_zhu',\n",
       " 'shifei tao': 'shu_tao',\n",
       " 'Gang Xiao': 'xiang_gao',\n",
       " 'XIAODONG HE': 'xiaodong_he',\n",
       " 'LIU Xiao-ming': 'xiaoming_liu',\n",
       " 'Zhou Tao': 'tao_zhou',\n",
       " 'TAO Shu': 'shu_tao',\n",
       " 'Chen Guo-hua': 'guohua_chen',\n",
       " 'LI xin': 'xin_li',\n",
       " 'he jiang': 'jiang_he',\n",
       " 'JianPing Fan': 'jianping_fan',\n",
       " 'YANG Jianchao': 'jianchao_yang',\n",
       " 'Luo Qiong': 'qiong_luo',\n",
       " 'chen jun': 'jun_chen',\n",
       " 'LI Chang-sheng': 'changsheng_li',\n",
       " 'wang dongsheng': 'dongsheng_wang',\n",
       " 'Jie Yang 0002': 'jie_yang',\n",
       " 'Wang Changhong': 'changhong_wang',\n",
       " 'JIN Hai': 'hai_jin',\n",
       " 'J.Y. Wang': 'j_y_wang',\n",
       " '.Hui Yu': 'hui_yu',\n",
       " 'Li Chunxia': 'chunxia_li',\n",
       " 'Qi Fei': 'fei_qi',\n",
       " 'Dai Sheng': 'sheng_dai',\n",
       " 'kai li': 'kai_li',\n",
       " 'LIU Yu-xi': 'yuxi_liu',\n",
       " 'ZHAO Jian-min': 'jianmin_zhao',\n",
       " 'Ming CHEN': 'ming_chen',\n",
       " 'Michael Zhang': 'qiwei_zhang',\n",
       " 'Shi Peng': 'peng_shi',\n",
       " 'Hong-Yan Wang': 'hong_yan_wang',\n",
       " 'CHEN Guo-qiang': 'guoqiang_chen',\n",
       " 'Li Jinghong': 'jinghong_li',\n",
       " 'ZHAO Jianmin': 'jianmin_zhao',\n",
       " 'Dong Chen': 'chen_dong',\n",
       " 'Liang Wang': 'liang_wang',\n",
       " 'C.-C. Lin': 'c_c_lin',\n",
       " 'Li Jing-Hong': 'jinghong_li',\n",
       " 'RAKESH KUMAR': 'rakesh_kumar',\n",
       " 'Huang Heqing': 'heqing_huang',\n",
       " 'he tian': 'he_tian',\n",
       " 'REN Kui': 'kui_ren',\n",
       " 'akira ono': 'akira_ono',\n",
       " 'huan': 'huan_yang',\n",
       " 'ZHANG bin': 'bin_zhang',\n",
       " 'DAI Sheng': 'sheng_dai',\n",
       " 'Luo Jie': 'jie_luo',\n",
       " 'dong yu': 'dong_yu',\n",
       " 'ZHONG Lin': 'lin_zhong',\n",
       " 'Hong Yan Wang': 'hong_yan_wang',\n",
       " 'hongyu zhao': 'hongyu_zhao',\n",
       " 'hu guoqing': 'guoqing_hu',\n",
       " 'Guoqing HU': 'guoqing_hu',\n",
       " 'Jihyun Kim': 'jihyun_kim',\n",
       " 'Zhao Guochun': 'guochun_zhao',\n",
       " 'tong zhang': 'tong_zhang',\n",
       " 'ZHANG Qi-wei': 'qiwei_zhang',\n",
       " 'DENG JING': 'jing_deng',\n",
       " 'He Jiang': 'jiang_he',\n",
       " 'Jun Chen 陈俊': 'jun_chen',\n",
       " 'long': 'long_wang',\n",
       " 'YANG jun': 'jun_yang',\n",
       " 'Ning LI': 'ning_li',\n",
       " 'GUOCHUN ZHAO': 'guochun_zhao',\n",
       " 'GAO Furong': 'furong_gao',\n",
       " 'Xu Sheng': 'sheng_xu',\n",
       " 'Jian CHEN': 'jian_chen',\n",
       " 'Osamu WATANABE': 'osamu_watanabe',\n",
       " 'song': 'song_gao',\n",
       " 'Rakesh (Teddy) Kumar': 'rakesh_kumar',\n",
       " 'LI Hong-bin': 'jianguo_liu',\n",
       " 'Chunming Xu': 'chunming_xu',\n",
       " 'guoqing hu': 'guoqing_hu',\n",
       " 'YU Jianjun': 'jianjun_yu',\n",
       " 'bing zhang': 'bing_zhang',\n",
       " 'HONG CHENG': 'hong_cheng',\n",
       " 'Ruan Jun': 'jianguo_liu',\n",
       " 'YANG Hai': 'hai_yang',\n",
       " '王慧': 'hui_wang',\n",
       " 'Shi Jianxin': 'jianxin_shi',\n",
       " 'HongBo Sun': 'hongbo_sun',\n",
       " 'Wu Dan': 'dan_wu',\n",
       " 'wang yue': 'yue_wang',\n",
       " 'Wang Fusheng': 'fusheng_wang',\n",
       " 'Yajun Guo': 'yajun_guo',\n",
       " 'HOU Jianguo': 'jianguo_hou',\n",
       " 'GAO FENG': 'feng_gao',\n",
       " 'B.i.n. Zhang': 'bin_zhang',\n",
       " 'zhang lixia': 'lixia_zhang',\n",
       " 'XIE Jin': 'jin_xie',\n",
       " 'Guo-Chun Zhao': 'guochun_zhao',\n",
       " 'Yuanyuan LIU': 'yuanyuan_liu',\n",
       " 'CHEN Guo-Hua': 'guohua_chen',\n",
       " 'zhang guoping': 'guoping_zhang',\n",
       " 'kun zhou': 'kun_zhou',\n",
       " ...}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "author_name_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2164"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(author_name_map)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}