name_disambiguation
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- Owner: chapzq77
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Created over 8 years ago
· Last pushed about 9 years ago
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name_disambiguation
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- Name: 周奇
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Citation (Citation_2_Vec.ipynb)
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Module 호출"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import pickle"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pickle 파일 호출"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>patent_id</th>\n",
" <th>inventor_id</th>\n",
" <th>name</th>\n",
" <th>organization</th>\n",
" <th>id</th>\n",
" <th>application</th>\n",
" <th>citation_app</th>\n",
" <th>citation_name</th>\n",
" <th>citation_inventor_id</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>6898819</td>\n",
" <td>[6898819-1, 6898819-2]</td>\n",
" <td>[TANAKA MASATO , TANAKA YUKO ]</td>\n",
" <td>[THE PROCTER & GAMBLE COMPANY]</td>\n",
" <td>[2003/10459208]</td>\n",
" <td>[2003/20030213082]</td>\n",
" <td>[2003/20030168357]</td>\n",
" <td>[NELSON WILL LEONARD, LOIS CAMPBELL ANNIE ]</td>\n",
" <td>[2003/20030168357-1, 2003/20030168357-2]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>6898826</td>\n",
" <td>[6898826-2, 6898826-3, 6898826-1]</td>\n",
" <td>[STEERE NIGEL BRUCE EDWARD, DRAPER ALEXANDER D...</td>\n",
" <td>[K-2 CORPORATION]</td>\n",
" <td>[2003/10337172]</td>\n",
" <td>[2004/20040128803]</td>\n",
" <td>[2002/20020101062, 2001/20010001048]</td>\n",
" <td>[ITO TAMIO , ANDREVON HERVE , KIYOSHI KOJI , I...</td>\n",
" <td>[6238807-2, 5335931-2, 6238807-3, 6238807-1, 6...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>6898838</td>\n",
" <td>[6103636-3]</td>\n",
" <td>[GORDON BRIAN F.]</td>\n",
" <td>[MICRON TECHNOLOGY, INC.]</td>\n",
" <td>[2004/10930193]</td>\n",
" <td>[2005/20050029724]</td>\n",
" <td>[2003/20030074788]</td>\n",
" <td>[GORDON BRIAN F.]</td>\n",
" <td>[6103636-3]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>6898853</td>\n",
" <td>[5018899-4, 6113514-3, 5511440-3]</td>\n",
" <td>[OKUBO KIYOSHI , WATANABE YASUSHI , TSUBOUCHI ...</td>\n",
" <td>[NSK LTD.]</td>\n",
" <td>[2002/10315297]</td>\n",
" <td>[2003/20030079516]</td>\n",
" <td>[2002/20020020237, 2003/20030209100, 2003/2003...</td>\n",
" <td>[OKUBO KIYOSHI , WATANABE YASUSHI , OZEKI KEIT...</td>\n",
" <td>[6925899-1, 5018899-4, 4726740-3, 6113514-3, 5...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>6898873</td>\n",
" <td>[D361653-1]</td>\n",
" <td>[SCHENONE DAVID J.]</td>\n",
" <td>[NIKE, INC.]</td>\n",
" <td>[2003/10437998]</td>\n",
" <td>[2004/20040226194]</td>\n",
" <td>[2002/20020194750]</td>\n",
" <td>[FEICK WILLIAM KURT]</td>\n",
" <td>[6010289-2]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>6898964</td>\n",
" <td>[6898964-3, 6815104-3, 6607855-2, 6602628-3]</td>\n",
" <td>[YOSHIKAWA SHINJI , MURAKAMI YOSHIKAZU , UEHAR...</td>\n",
" <td>[HONDA MOTOR CO., LTD.]</td>\n",
" <td>[2003/10723708]</td>\n",
" <td>[2004/20040159147]</td>\n",
" <td>[2003/20030226399, 2003/20030029224, 2001/2001...</td>\n",
" <td>[PRATT STEVEN D., TSUGANE TAKAHIDE , PENNISI R...</td>\n",
" <td>[6060188-2, 5597371-1, 4992139-3, 5681515-3, 5...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>6898966</td>\n",
" <td>[6122585-3, 5253174-2]</td>\n",
" <td>[INAGAKI SHOJI , ONO EIICHI ]</td>\n",
" <td>[TOYOTA JIDOSHA KABUSHIKI KAISHA]</td>\n",
" <td>[2003/10626561]</td>\n",
" <td>[2005/20050005691]</td>\n",
" <td>[2003/20030051560, 2002/20020072841, 2004/2004...</td>\n",
" <td>[ONO EIICHI , ASANO KATSUHIRO , WATANABE YOSHI...</td>\n",
" <td>[6543278-1, 4641075-3, 5702165-1, 5253174-2, 6...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>6898967</td>\n",
" <td>[5321981-1]</td>\n",
" <td>[MACPHERSON JOHN ]</td>\n",
" <td>[BAKER HUGHES INCORPORATED]</td>\n",
" <td>[2003/10654410]</td>\n",
" <td>[2004/20040123655]</td>\n",
" <td>[2002/20020117299]</td>\n",
" <td>[HAUGLAND SAMUEL M., HAGIWARA TERUHIKO , PAULK...</td>\n",
" <td>[6584407-3, 6184685-2, 4529938-1]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>6898990</td>\n",
" <td>[6769316-2, 6769316-1, 5488203-1, 4682865-1]</td>\n",
" <td>[BASCH LAUREN R., ROGERS WILLIAM E., CUMMINGS ...</td>\n",
" <td>[RUPPRECHT AND PATASHNICK COMPANY, INC.]</td>\n",
" <td>[2004/10835721]</td>\n",
" <td>[2004/20040200297]</td>\n",
" <td>[2001/20010029793, 2002/20020083780]</td>\n",
" <td>[DUGGAN DANIEL , KENNING VANESSA M., WETHERBEE...</td>\n",
" <td>[6888453-2, 6729196-2, 5253538-1, 5689966-3, 6...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>6898997</td>\n",
" <td>[4808929-1, 6297639-4, 6898997-2, 6898997-4, 4...</td>\n",
" <td>[CHESSER SCOTT S., VANSCODER HARRY L., TORRES ...</td>\n",
" <td>[SCHLUMBERGER TECHNOLOGY CORPORATION]</td>\n",
" <td>[2003/10249936]</td>\n",
" <td>[2004/20040231466]</td>\n",
" <td>[2001/20010000354]</td>\n",
" <td>[BAILEY RONALD , NAZERIAN GREG , HOFFA JACK L.]</td>\n",
" <td>[4037806-1, 4942789-1, 5343605-3]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>6899031</td>\n",
" <td>[5775224-1]</td>\n",
" <td>[HAUCK AXEL ]</td>\n",
" <td>[HEIDELBERGER DRUCKMASCHINEN AG]</td>\n",
" <td>[2003/10661276]</td>\n",
" <td>[2004/20040103810]</td>\n",
" <td>[2003/20030010242]</td>\n",
" <td>[HAUCK AXEL ]</td>\n",
" <td>[5775224-1]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>6899089</td>\n",
" <td>[4853862-1, 4576136-1]</td>\n",
" <td>[NOGI TOSHIHARU , SHIRAISHI TAKUYA ]</td>\n",
" <td>[HITACHI, LTD.]</td>\n",
" <td>[2003/10390917]</td>\n",
" <td>[2004/20040079322]</td>\n",
" <td>[2002/20020162544, 2004/20040112307]</td>\n",
" <td>[CHO GYU BAEK, ALLEN JEFFREY , JEONG DONG SOO]</td>\n",
" <td>[6571781-2, 5253621-2, 6571781-1]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>6899099</td>\n",
" <td>[6598603-1, 2003/20030192533-2, 2003/200301925...</td>\n",
" <td>[ERIKSSON GORAN , CONRADSSON THOR-BJORN , ANDE...</td>\n",
" <td>[ASTRA AKTIEBOLAG, A SWEDEN CORPORATION]</td>\n",
" <td>[2003/10409398]</td>\n",
" <td>[2003/20030192533]</td>\n",
" <td>[2003/20030216329]</td>\n",
" <td>[ROBINSON CYNTHIA B., NYCE JONATHAN W.]</td>\n",
" <td>[2003/20030216329-1, 5527789-1]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>6899121</td>\n",
" <td>[5221522-1]</td>\n",
" <td>[CASH JAMES T.]</td>\n",
" <td>[MEGTEC SYSTEMS, INC.]</td>\n",
" <td>[2003/10739443]</td>\n",
" <td>[2004/20040131987]</td>\n",
" <td>[2001/20010044090]</td>\n",
" <td>[CASH JAMES T.]</td>\n",
" <td>[5221522-1]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>6899160</td>\n",
" <td>[5945736-2]</td>\n",
" <td>[MCCULLOUGH KEVIN A.]</td>\n",
" <td>[COOL OPTIONS, INC.]</td>\n",
" <td>[2003/10605041]</td>\n",
" <td>[2004/20040104502]</td>\n",
" <td>[2002/20020025998, 2002/20020022686]</td>\n",
" <td>[MILLER JAMES D., SAGAL E. MIKHAIL, MCCULLOUGH...</td>\n",
" <td>[6385047-1, 4090891-2, 5457167-7, 4764784-5, 5...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>6899174</td>\n",
" <td>[6244361-8, 7225879-12]</td>\n",
" <td>[MAXWELL TERRANCE DEAN, HARDIN JOHN RANSFORD]</td>\n",
" <td>[HALLIBURTON ENERGY SERVICES, INC.]</td>\n",
" <td>[2003/10404327]</td>\n",
" <td>[2004/20040194951]</td>\n",
" <td>[2001/20010013411]</td>\n",
" <td>[SMITH ELBERT JUAN, BECK HAROLD KENT, PHILLIPS...</td>\n",
" <td>[4646828-1, 6343649-1, 6343649-2, 6359569-2, 5...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>6899181</td>\n",
" <td>[4589504-1, 5433275-1]</td>\n",
" <td>[TRAHAN KEVIN O., SIMPSON NEIL A.A.]</td>\n",
" <td>[WEATHERFORD/LAMB, INC.]</td>\n",
" <td>[2003/10348617]</td>\n",
" <td>[2003/20030106698]</td>\n",
" <td>[2002/20020166668, 2001/20010040054, 2003/2003...</td>\n",
" <td>[GIVENS GEORGE , SIMPSON NEIL ANDREW ABERCROMB...</td>\n",
" <td>[5309993-1, 4601498-1, 5477925-3, 6550539-1, 6...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>6899195</td>\n",
" <td>[6279990-2]</td>\n",
" <td>[MIYASAKA HIROYUKI ]</td>\n",
" <td>[NISSAN MOTOR CO., LTD.]</td>\n",
" <td>[2003/10340611]</td>\n",
" <td>[2004/20040200659]</td>\n",
" <td>[2002/20020040819]</td>\n",
" <td>[MIYATA DAIZOU ]</td>\n",
" <td>[6540284-1]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>6899263</td>\n",
" <td>[6899263-1, 6899263-3, 6899263-2]</td>\n",
" <td>[IAMS JERRY LEE, TAPPAN MICHAEL SEAN, BARNHART...</td>\n",
" <td>[ILLINOIS DEPARTMENT OF TRANSPORTATION]</td>\n",
" <td>[2002/10315447]</td>\n",
" <td>[2004/20040108360]</td>\n",
" <td>[2003/20030095250]</td>\n",
" <td>[MEGA MASAHIKO , TSUNATANI TOSHIHIKO , FUJITA ...</td>\n",
" <td>[6919956-4, 4684430-3, 6919956-5, 6919956-2, 6...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>6899265</td>\n",
" <td>[6515250-1, 6383446-1, 6515250-3, 6515250-4]</td>\n",
" <td>[NISHIYAMA FUMITAKE , TOKITA MASAO , KARASAWA ...</td>\n",
" <td>[SUMITOMO COAL MINING CO., LTD.]</td>\n",
" <td>[2003/10345333]</td>\n",
" <td>[2003/20030106877]</td>\n",
" <td>[2002/20020011468, 2003/20030106877, 2003/2003...</td>\n",
" <td>[KARASAWA HITOSHI , MIYASAKA YOSHITO , NISHIYA...</td>\n",
" <td>[6203927-1, 6515250-1, 6383446-1, 6515250-3, 6...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>6899273</td>\n",
" <td>[6899273-4, 5420409-1, D459728-2, 6899273-3, D...</td>\n",
" <td>[HUSSEY ROBERT M., ROBERTS CLAYTON , KINSON LE...</td>\n",
" <td>[HAND HELD PRODUCTS, INC.]</td>\n",
" <td>[2002/10137485]</td>\n",
" <td>[2003/20030006290]</td>\n",
" <td>[2003/20030001018, 2003/20030206150]</td>\n",
" <td>[ROBERTS CLAYTON , HUSSEY ROBERT M., KINSON LE...</td>\n",
" <td>[5420409-1, D459728-2, D400199-3, 6899273-3, 6...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>6899308</td>\n",
" <td>[6899308-2, 6899308-1]</td>\n",
" <td>[SHI CHENG FU, CHOW SIEW LOONG]</td>\n",
" <td>[AGENCY FOR SCIENCE, TECHNOLOGY AND RESEARCH]</td>\n",
" <td>[2003/10631135]</td>\n",
" <td>[2005/20050023424]</td>\n",
" <td>[2004/20040064947]</td>\n",
" <td>[SAKAI KAZUAKI , YANAGIMOTO KAZUSHI , NAKAYAMA...</td>\n",
" <td>[6991522-4, 6991522-1, 2004/20040064947-3, 699...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>6899326</td>\n",
" <td>[5365261-3, 5174663-1, 5738348-6, D330387-1]</td>\n",
" <td>[SHIMOMURA MASAKI , YASUE TAKUYA , FUKUSHIMA T...</td>\n",
" <td>[SEIKO EPSON CORPORATION]</td>\n",
" <td>[2003/10402134]</td>\n",
" <td>[2004/20040017037]</td>\n",
" <td>[2004/20040061278]</td>\n",
" <td>[NAKANO HIROSHI ]</td>\n",
" <td>[D252325-2]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>6899329</td>\n",
" <td>[D431607-2, 5560603-2]</td>\n",
" <td>[SEELIG JERALD C., HENSHAW LAWRENCE M.]</td>\n",
" <td>[ATLANTIC CITY COIN & SLOT SERVICE COMPANY, INC.]</td>\n",
" <td>[2001/09969172]</td>\n",
" <td>[2003/20030062680]</td>\n",
" <td>[2003/20030092485, 2003/20030130038, 2003/2003...</td>\n",
" <td>[SEELIG JERALD C., HENSHAW LAWRENCE M.]</td>\n",
" <td>[D431607-2, 5560603-2]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>6899349</td>\n",
" <td>[6105992-1, 5544909-1]</td>\n",
" <td>[LAUGHLIN JAMES , BREUER CHRISTIAN ]</td>\n",
" <td>[THE BURTON CORPORATION]</td>\n",
" <td>[2003/10442629]</td>\n",
" <td>[2003/20030197350]</td>\n",
" <td>[2003/20030197349]</td>\n",
" <td>[LAUGHLIN JAMES , DODGE DAVID J.]</td>\n",
" <td>[5544909-1, 4735004-1]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>6899350</td>\n",
" <td>[6364349-2, 6527296-1, 6220625-1]</td>\n",
" <td>[BERTOSSI RICO SCOTT, NAYEF AYAD G., BAKHSH AL...</td>\n",
" <td>[TRW VEHICLE SAFETY SYSTEMS INC.]</td>\n",
" <td>[2003/10337536]</td>\n",
" <td>[2004/20040130128]</td>\n",
" <td>[2002/20020153713, 2002/20020180192]</td>\n",
" <td>[TANASE TOSHINORI , SAKANE KATSUNOBU , FISCHER...</td>\n",
" <td>[4606240-1, 5791683-3, 5653461-1, 6007088-1]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>6899408</td>\n",
" <td>[5350310-1, 6367899-2, 6367899-3]</td>\n",
" <td>[HWANG SHIH-LONG , CHEN KEN-CHING , WANG CHUN-...</td>\n",
" <td>[KING SLIDE WORKS CO., LTD.]</td>\n",
" <td>[2003/10413310]</td>\n",
" <td>[2004/20040207300]</td>\n",
" <td>[2002/20020175605]</td>\n",
" <td>[TSENG I-MING , CHEN KEN-CHING , WANG CHUN-CHI...</td>\n",
" <td>[6390575-1, 5350310-1, 6450600-3, 6367899-3]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>6899414</td>\n",
" <td>[6899414-2, 5933161-1]</td>\n",
" <td>[NAKAYAMA KOHTA , KONDOH YOSHINAO ]</td>\n",
" <td>[FUJI XEROX CO., LTD.]</td>\n",
" <td>[2003/10625515]</td>\n",
" <td>[2004/20040196328]</td>\n",
" <td>[2001/20010045967, 2002/20020118241]</td>\n",
" <td>[HAYASAKI KIMIYUKI , FUJII YASUO ]</td>\n",
" <td>[4363065-3, 5172134-1]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>6899418</td>\n",
" <td>[4795120-3, 6899418-1]</td>\n",
" <td>[SASAKI TOYONORI , IIJIMA SHOTA ]</td>\n",
" <td>[BROTHER KOGYO KABUSHIKI KAISHA]</td>\n",
" <td>[2002/10255618]</td>\n",
" <td>[2003/20030184623]</td>\n",
" <td>[2003/20030184623, 2002/20020047882, 2003/2003...</td>\n",
" <td>[MARKMAN ALEX , SASAKI TOYONORI , KARLINSKI HA...</td>\n",
" <td>[4795120-3, 6485137-2, 5940099-1, 6485137-6, 6...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>6899419</td>\n",
" <td>[5576817-2, 5012290-1, 6387199-2, 4681831-1, 4...</td>\n",
" <td>[DECRESCENTIS ANTONIO , WILLIAMS JAMES E., PAN...</td>\n",
" <td>[XEROX CORPORATION]</td>\n",
" <td>[2004/10863653]</td>\n",
" <td>[2004/20040222353]</td>\n",
" <td>[2003/20030067529]</td>\n",
" <td>[MAY JOHN WALTER, TOMBS THOMAS NATHANIEL, CHOW...</td>\n",
" <td>[4737433-1, 4076857-1, 5561510-2]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810859</th>\n",
" <td>8893258</td>\n",
" <td>[7720104-1, 8893258-1]</td>\n",
" <td>[RAO SUDARSHANA KANDACHAR SRIDHARA , FERNANDES...</td>\n",
" <td>[CISCO TECHNOLOGY, INC.]</td>\n",
" <td>[2012/13493642]</td>\n",
" <td>[2013/20130332982]</td>\n",
" <td>[2009/20090276228, 2013/20130042115, 2013/2013...</td>\n",
" <td>[BREITSCHAFT KLAUS , KRANENDONK NATHANIEL BREN...</td>\n",
" <td>[8412945-1, 8732182-1, 7912822-5, 8732182-6, 8...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810860</th>\n",
" <td>8893260</td>\n",
" <td>[8893260-1]</td>\n",
" <td>[SADASIVAN BIJU ]</td>\n",
" <td>[NORTEL NETWORKS LIMITED]</td>\n",
" <td>[2009/12638556]</td>\n",
" <td>[2010/20100161960]</td>\n",
" <td>[2004/20040044792, 2009/20090031028, 2003/2003...</td>\n",
" <td>[BABULA ALLU , ATTUR VISHNU GOVIND , DILLON DO...</td>\n",
" <td>[7200383-1, 6512933-2, 7734792-2, 6560610-1, 6...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810861</th>\n",
" <td>8893261</td>\n",
" <td>[8738868-3, 8893261-2]</td>\n",
" <td>[FAINKICHEN ALEXANDER , NEWELL CRAIG ]</td>\n",
" <td>[VMWARE, INC.]</td>\n",
" <td>[2012/13629442]</td>\n",
" <td>[2013/20130133061]</td>\n",
" <td>[2010/20100235881, 2010/20100330961, 2006/2006...</td>\n",
" <td>[GUCCIONE LOUIS J. , SUH SANG-BUM , CAMINETSKY...</td>\n",
" <td>[2008/20080070495-3, 2013/20130042295-2, 80201...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810862</th>\n",
" <td>8893262</td>\n",
" <td>[8893262-2, 7490161-1, 8893262-1]</td>\n",
" <td>[SHAIKH RAFIQ , REN WENGE , TJAHJONO DANU ]</td>\n",
" <td>[TROPOS NETWORKS, INC.]</td>\n",
" <td>[2013/13868310]</td>\n",
" <td>[2014/20140068750]</td>\n",
" <td>[2009/20090034470, 2008/20080020759, 2012/2012...</td>\n",
" <td>[LIU HANG , KNUTTILA REID , MANION TODD , GEFF...</td>\n",
" <td>[2012/20120182860-2, 7515538-2, 6292468-1, 796...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810863</th>\n",
" <td>8893264</td>\n",
" <td>[8417956-1]</td>\n",
" <td>[SUOMINEN EDWIN A. ]</td>\n",
" <td>[BOLIQUE APPLICATIONS LTD., L.L.C.]</td>\n",
" <td>[2013/13853799]</td>\n",
" <td>[2013/20130239208]</td>\n",
" <td>[2005/20050038756, 2005/20050125656, 2004/2004...</td>\n",
" <td>[BLOM ROLF , GONSER THOMAS H., NEGM WALID , CO...</td>\n",
" <td>[7069443-3, 6992782-2, 7516333-1, 6862583-2, 6...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810864</th>\n",
" <td>8893266</td>\n",
" <td>[5918225-2, 5666499-2, 7350215-3, 5555241-1]</td>\n",
" <td>[LITTLE HERBERT A. , OWEN RUSSELL N. , SHENFIE...</td>\n",
" <td>[BLACKBERRY LIMITED]</td>\n",
" <td>[2014/14188345]</td>\n",
" <td>[2014/20140171023]</td>\n",
" <td>[2010/20100319053, 2012/20120079609, 2011/2011...</td>\n",
" <td>[DE LOS REYES GUSTAVO , LE SAINT ERIC F., NUMA...</td>\n",
" <td>[6199113-3, 2007/20070073694-3, 8396467-4, 853...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810865</th>\n",
" <td>8893268</td>\n",
" <td>[8893268-2, 6928464-2, 8151263-2]</td>\n",
" <td>[FELT ADRIENNE PORTER , MOSHCHUK ALEXANDER , W...</td>\n",
" <td>[MICROSOFT CORPORATION]</td>\n",
" <td>[2011/13296252]</td>\n",
" <td>[2013/20130125210]</td>\n",
" <td>[2009/20090119772, 2012/20120198557, 2011/2011...</td>\n",
" <td>[CENTONZE PAOLINA , SHARABANI ADI , HAVIV YINN...</td>\n",
" <td>[8365280-1, 2009/20090119772-2, 8230060-1, 800...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810866</th>\n",
" <td>8893272</td>\n",
" <td>[8893272-1]</td>\n",
" <td>[WANG JIAXIANG ]</td>\n",
" <td>[BEIJING ZHONGTIAN ANTAI TECHNOLOGY CO., LTD.]</td>\n",
" <td>[2011/14113570]</td>\n",
" <td>[2014/20140047222]</td>\n",
" <td>[2008/20080127338, 2009/20090328185]</td>\n",
" <td>[BERG ERIC VAN DEN , HONG KWANHEE , SIM WONTAE...</td>\n",
" <td>[2008/20080127338-2, 2008/20080127338-4, 2008/...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810867</th>\n",
" <td>8893275</td>\n",
" <td>[8893275-1]</td>\n",
" <td>[KRIZENECKY MILAN ]</td>\n",
" <td>[GEMALTO SA]</td>\n",
" <td>[2010/13519933]</td>\n",
" <td>[2013/20130014256]</td>\n",
" <td>[2004/20040078589, 2008/20080098265, 2004/2004...</td>\n",
" <td>[BENOIT OLIVIER , DMITROVICH JANET , CUOMO GEN...</td>\n",
" <td>[8266423-1, 6317742-2, 7114152-2, 8281291-4, 7...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810868</th>\n",
" <td>8893276</td>\n",
" <td>[7426635-2, 6694434-1]</td>\n",
" <td>[MCGEE WILLIAM G. , SUTHERLAND BLAKE STANTON ]</td>\n",
" <td>[TREND MICRO INCORPORATED]</td>\n",
" <td>[2012/13662437]</td>\n",
" <td>[2013/20130081140]</td>\n",
" <td>[2007/20070143851, 2007/20070064617, 2002/2002...</td>\n",
" <td>[CHENG PAU-CHEN , MENDITTO LOUIS F., NICODEMUS...</td>\n",
" <td>[5544322-1, 6549516-5, 7930747-2, 6009176-2, 7...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810869</th>\n",
" <td>8893282</td>\n",
" <td>[7467402-4, 7467402-1, 7467402-2, 7467402-3]</td>\n",
" <td>[PENNINGTON BILL , STONE ROBERT , PAZIRANDEH S...</td>\n",
" <td>[WHITEHAT SECURITY, INC.]</td>\n",
" <td>[2012/13595829]</td>\n",
" <td>[2013/20130055403]</td>\n",
" <td>[2006/20060036644, 2010/20100138700, 2005/2005...</td>\n",
" <td>[MCLELLAN MARK F., BATES CARY LEE, ROWAN MICHA...</td>\n",
" <td>[7841007-2, 8850571-2, 7564969-1, 2010/2010013...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810870</th>\n",
" <td>8893283</td>\n",
" <td>[8893283-1, 8893283-2]</td>\n",
" <td>[RAZ BARAK , FEHER BEN ]</td>\n",
" <td>[HEWLETT-PACKARD DEVELOPMENT COMPANY, L.P.]</td>\n",
" <td>[2013/13755876]</td>\n",
" <td>[2014/20140215630]</td>\n",
" <td>[2013/20130239167, 2012/20120304300, 2009/2009...</td>\n",
" <td>[NICODEMUS BLAIR , WILLIAMS JOHN LESLIE, RITTE...</td>\n",
" <td>[7536456-1, 8789192-1, 7480651-2, 4965718-2, 8...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810871</th>\n",
" <td>8893285</td>\n",
" <td>[8347401-1, 7673324-1, 8893285-1]</td>\n",
" <td>[WERNER ERAN , WEIDHAGEN MATTIAS , ZUCKER ELAD ]</td>\n",
" <td>[MCAFEE, INC.]</td>\n",
" <td>[2008/12076163]</td>\n",
" <td>[2009/20090232300]</td>\n",
" <td>[2012/20120191792, 2007/20070220319, 2002/2002...</td>\n",
" <td>[ITOH SHINJI , FERLITSCH ANDREW R., HILDRE ERI...</td>\n",
" <td>[2005/20050154885-2, 2005/20050262208-2, 72372...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810872</th>\n",
" <td>8893287</td>\n",
" <td>[7523499-3, 6982708-4]</td>\n",
" <td>[LI YING , GJONEJ GERARD ]</td>\n",
" <td>[MICROSOFT CORPORATION]</td>\n",
" <td>[2012/13417363]</td>\n",
" <td>[2013/20130239220]</td>\n",
" <td>[2009/20090106835, 2010/20100162347, 2009/2009...</td>\n",
" <td>[COGILL PETER TERENCE , CHO YOUNGSEOB , DARBY ...</td>\n",
" <td>[5961650-1, 7565447-1, 8032924-1, 7562003-2, 7...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810873</th>\n",
" <td>8893288</td>\n",
" <td>[7120635-2, 7912853-1]</td>\n",
" <td>[AGRAWAL SHESHNARAYAN , MOHANIA MUKESH K. ]</td>\n",
" <td>[INTERNATIONAL BUSINESS MACHINES CORPORATION]</td>\n",
" <td>[2012/13539816]</td>\n",
" <td>[2014/20140007180]</td>\n",
" <td>[2010/20100010968, 2009/20090164878, 2008/2008...</td>\n",
" <td>[COTTRILLE SCOTT C. , FOSTER BRENT RUSSELL , B...</td>\n",
" <td>[8255399-6, 2007/20070094594-3, 2006/200600752...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810874</th>\n",
" <td>8893290</td>\n",
" <td>[7113717-1, 8867838-3, 8712126-3, 6750442-1]</td>\n",
" <td>[BALAMURUGAN CHITHRALEKHA , BURRY AARON M. , P...</td>\n",
" <td>[XEROX CORPORATION]</td>\n",
" <td>[2012/13603451]</td>\n",
" <td>[2014/20140068777]</td>\n",
" <td>[2007/20070154190, 2010/20100037059, 2004/2004...</td>\n",
" <td>[GRAICHEN CATHERINE MARY , COLLINS RODERIC GRE...</td>\n",
" <td>[7082572-4, 8793498-8, 2007/20070154190-3, 814...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810875</th>\n",
" <td>8893291</td>\n",
" <td>[8893291-1, 8509431-5, 8893291-3]</td>\n",
" <td>[KIM WON YOUNG , LEICHER ANDREAS , SUBRAMANIAN...</td>\n",
" <td>[SAMSUNG SDS CO., LTD.]</td>\n",
" <td>[2012/13663866]</td>\n",
" <td>[2014/20140123296]</td>\n",
" <td>[2013/20130167253, 2012/20120311069, 2011/2011...</td>\n",
" <td>[HYDRIE AAMER , DEVINE WESLEY M. , SELEZNEV SE...</td>\n",
" <td>[6792449-4, 2009/20090183151-3, 4034522-1, 707...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810876</th>\n",
" <td>8893292</td>\n",
" <td>[8893292-2, 8249250-2, 8473537-2]</td>\n",
" <td>[WANG YE , RANE SHANTANU , LIN BING-RONG ]</td>\n",
" <td>[MITSUBISHI ELECTRIC RESEARCH LABORATORIES, INC.]</td>\n",
" <td>[2012/13676528]</td>\n",
" <td>[2014/20140137260]</td>\n",
" <td>[2006/20060056695, 2011/20110119204, 2009/2009...</td>\n",
" <td>[WANG YE , DAVIS, II JOHN SIDNEY , BEALS TRAVI...</td>\n",
" <td>[7908197-4, 7171385-1, 5728753-1, 7187771-11, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810877</th>\n",
" <td>8893296</td>\n",
" <td>[8893296-2, 8645574-3, 8572262-1]</td>\n",
" <td>[DUMAIS PAUL MARK JOSEPH , HORNE KIMBERLY CHAI...</td>\n",
" <td>[RESEARCH IN MOTION LIMITED]</td>\n",
" <td>[2011/13641367]</td>\n",
" <td>[2013/20130091585]</td>\n",
" <td>[2008/20080028446, 2010/20100082674, 2009/2009...</td>\n",
" <td>[DUMAIS PAUL MARK JOSEPH , DAVIS MARC , KLAHN ...</td>\n",
" <td>[8423058-7, 7370194-6, 8407603-3, 8346255-1, 8...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810878</th>\n",
" <td>8893297</td>\n",
" <td>[8893297-1, 8893297-4, 8893297-2, 8893297-3]</td>\n",
" <td>[EVERSOLL ELIZABETH , KELLY CHRISTOPHER W. , M...</td>\n",
" <td>[SOLOMO IDENTITY, LLC]</td>\n",
" <td>[2012/13683041]</td>\n",
" <td>[2014/20140143886]</td>\n",
" <td>[2013/20130139229, 2011/20110276493, 2009/2009...</td>\n",
" <td>[CANNINGS RICH , SIDDIQUI FAHIM , DUNN MELISSA...</td>\n",
" <td>[8650189-1, 7716376-1, 8209217-3, 2013/2013031...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810879</th>\n",
" <td>8893298</td>\n",
" <td>[8893298-1, 8893298-2]</td>\n",
" <td>[MCKEE DEAN E. , ROARK JOHN ]</td>\n",
" <td>[MOCANA CORPORATION]</td>\n",
" <td>[2013/13829942]</td>\n",
" <td>[2013/20130205415]</td>\n",
" <td>[2007/20070245409, 2006/20060271921, 2006/2006...</td>\n",
" <td>[HE MAX , ANDERSON ERIC C., RAMBHIA AVNI HARIL...</td>\n",
" <td>[7337201-1, 6782387-1, 7095829-1, 8151323-3, 4...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810880</th>\n",
" <td>8893300</td>\n",
" <td>[4850245-2, 8307431-3, 8543690-1, 8893300-2]</td>\n",
" <td>[MUNDADA YOGESH H. , RAMACHANDRAN ANIRUDH V. ,...</td>\n",
" <td>[GEORGIA TECH RESEARCH CORPORATION]</td>\n",
" <td>[2011/13237618]</td>\n",
" <td>[2012/20120137375]</td>\n",
" <td>[2010/20100058475, 2011/20110307951, 2011/2011...</td>\n",
" <td>[KAPLAN MARK , KRISHNAMURTHY BALACHANDER , GR...</td>\n",
" <td>[8499353-1, 7779399-2, 7395457-3, 8429633-2, 7...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810881</th>\n",
" <td>8893303</td>\n",
" <td>[7085840-1]</td>\n",
" <td>[DE JONG EDUARD K. ]</td>\n",
" <td>[ORACLE AMERICA, INC.]</td>\n",
" <td>[2012/13549193]</td>\n",
" <td>[2012/20120284806]</td>\n",
" <td>[2003/20030140257, 2004/20040010602, 2004/2004...</td>\n",
" <td>[SEAGO TOM E., HOLMES DAVID W., PUHL LARRY , K...</td>\n",
" <td>[7433876-1, 7024466-7, 7350231-3, 2003/2003014...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810882</th>\n",
" <td>8893304</td>\n",
" <td>[7620392-2, 8881306-1, 8881306-3]</td>\n",
" <td>[AYALUR VENKATESWARAN , TRAN KELSON KHAI DINH ...</td>\n",
" <td>[BARNESANDNOBLE.COM LLC]</td>\n",
" <td>[2012/13681821]</td>\n",
" <td>[2014/20140143894]</td>\n",
" <td>[2004/20040083233, 2008/20080062940, 2009/2009...</td>\n",
" <td>[GARFOOT ROBERT JAMES , MCGOWAN PATRICK J., SE...</td>\n",
" <td>[8713671-1, 8527581-1, 2009/20090100068-1, 578...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810883</th>\n",
" <td>8893305</td>\n",
" <td>[8172144-1, 6251442-1]</td>\n",
" <td>[YAMAZAKI HIROHIKO , SUGIMOTO YASUAKI ]</td>\n",
" <td>[KONICA MINOLTA BUSINESS TECHNOLOGIES, INC.]</td>\n",
" <td>[2010/12691221]</td>\n",
" <td>[2010/20100192234]</td>\n",
" <td>[2007/20070056042, 2008/20080201783, 2005/2005...</td>\n",
" <td>[IWAMOTO EIJI , IKEDA TAKASHI , ONSEN TAKAHIRO...</td>\n",
" <td>[7305505-2, 6665394-2, 5815415-2, 6206036-2, 8...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810884</th>\n",
" <td>8893306</td>\n",
" <td>[6715085-2]</td>\n",
" <td>[ROSU MARCEL C. ]</td>\n",
" <td>[INTERNATIONAL BUSINESS MACHINES CORPORATION]</td>\n",
" <td>[2010/12872996]</td>\n",
" <td>[2012/20120054877]</td>\n",
" <td>[2010/20100281273, 2008/20080184229, 2002/2002...</td>\n",
" <td>[RAUTENBACH KEITH , DE LOS REYES GUSTAVO , SHA...</td>\n",
" <td>[6269374-1, 6691303-3, 4560985-1, 6691303-1, 7...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810885</th>\n",
" <td>8893307</td>\n",
" <td>[4947265-3, 4644760-1, 5422639-1, 7248786-2]</td>\n",
" <td>[HAYASHI TAKAMICHI , MURAMATSU KATSUMI , KOBAY...</td>\n",
" <td>[SONY CORPORATION]</td>\n",
" <td>[2012/13466421]</td>\n",
" <td>[2012/20120311318]</td>\n",
" <td>[2007/20070282749, 2007/20070256141, 2009/2009...</td>\n",
" <td>[OKAMOTO RYUICHI , NOJIMA RYO , KATO TAKEHISA ...</td>\n",
" <td>[6336028-1, 5396340-3, 6811083-5, 7617536-3, 6...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810886</th>\n",
" <td>8893308</td>\n",
" <td>[6738744-1, 8893308-2]</td>\n",
" <td>[KIROVSKI DARKO , SVIDENKO VICKY ]</td>\n",
" <td>[MICROSOFT CORPORATION]</td>\n",
" <td>[2012/13715086]</td>\n",
" <td>[2014/20140173763]</td>\n",
" <td>[2003/20030193883, 2011/20110007893, 2011/2011...</td>\n",
" <td>[TESTONI VANESSA , DELAERE MARC , SUNAR BERK ,...</td>\n",
" <td>[2010/20100214894-2, 2011/20110007893-1, 2011/...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810887</th>\n",
" <td>8893310</td>\n",
" <td>[8539611-3, 4558509-1, 8539611-2, 7915146-1]</td>\n",
" <td>[REUTER MARK C. , BRYCE BRIAN A. , ILIC BOJAN ...</td>\n",
" <td>[CORNELL UNIVERSITY, INTERNATIONAL BUSINESS MA...</td>\n",
" <td>[2012/13539778]</td>\n",
" <td>[2014/20140007308]</td>\n",
" <td>[2007/20070221840, 2008/20080061231, 2010/2010...</td>\n",
" <td>[CHAMBERLIN DANIELLE R. , LIU MAOZI , MOTOYAMA...</td>\n",
" <td>[7123638-4, 6233206-1, 4554834-3, 7781263-2, 6...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>810888</th>\n",
" <td>8893311</td>\n",
" <td>[7336591-3, 7452570-3, 7066014-2]</td>\n",
" <td>[SEBASTIAN ABU , GOTSMANN BERND W. , CANNARA R...</td>\n",
" <td>[INTERNATIONAL BUSINESS MACHINES CORPORATION]</td>\n",
" <td>[2009/12349720]</td>\n",
" <td>[2010/20100175156]</td>\n",
" <td>[2004/20040218507]</td>\n",
" <td>[DESPONT MICHEL , BINNIG GERD K., VETTIGER PET...</td>\n",
" <td>[4086447-2, 6080513-2, 4343993-2]</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>810889 rows × 9 columns</p>\n",
"</div>"
],
"text/plain": [
" patent_id inventor_id \\\n",
"0 6898819 [6898819-1, 6898819-2] \n",
"1 6898826 [6898826-2, 6898826-3, 6898826-1] \n",
"2 6898838 [6103636-3] \n",
"3 6898853 [5018899-4, 6113514-3, 5511440-3] \n",
"4 6898873 [D361653-1] \n",
"5 6898964 [6898964-3, 6815104-3, 6607855-2, 6602628-3] \n",
"6 6898966 [6122585-3, 5253174-2] \n",
"7 6898967 [5321981-1] \n",
"8 6898990 [6769316-2, 6769316-1, 5488203-1, 4682865-1] \n",
"9 6898997 [4808929-1, 6297639-4, 6898997-2, 6898997-4, 4... \n",
"10 6899031 [5775224-1] \n",
"11 6899089 [4853862-1, 4576136-1] \n",
"12 6899099 [6598603-1, 2003/20030192533-2, 2003/200301925... \n",
"13 6899121 [5221522-1] \n",
"14 6899160 [5945736-2] \n",
"15 6899174 [6244361-8, 7225879-12] \n",
"16 6899181 [4589504-1, 5433275-1] \n",
"17 6899195 [6279990-2] \n",
"18 6899263 [6899263-1, 6899263-3, 6899263-2] \n",
"19 6899265 [6515250-1, 6383446-1, 6515250-3, 6515250-4] \n",
"20 6899273 [6899273-4, 5420409-1, D459728-2, 6899273-3, D... \n",
"21 6899308 [6899308-2, 6899308-1] \n",
"22 6899326 [5365261-3, 5174663-1, 5738348-6, D330387-1] \n",
"23 6899329 [D431607-2, 5560603-2] \n",
"24 6899349 [6105992-1, 5544909-1] \n",
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"... ... ... \n",
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"\n",
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"... ... \n",
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"28 [BROTHER KOGYO KABUSHIKI KAISHA] [2002/10255618] \n",
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"... ... ... \n",
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" application citation_app \\\n",
"0 [2003/20030213082] [2003/20030168357] \n",
"1 [2004/20040128803] [2002/20020101062, 2001/20010001048] \n",
"2 [2005/20050029724] [2003/20030074788] \n",
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"6 [2005/20050005691] [2003/20030051560, 2002/20020072841, 2004/2004... \n",
"7 [2004/20040123655] [2002/20020117299] \n",
"8 [2004/20040200297] [2001/20010029793, 2002/20020083780] \n",
"9 [2004/20040231466] [2001/20010000354] \n",
"10 [2004/20040103810] [2003/20030010242] \n",
"11 [2004/20040079322] [2002/20020162544, 2004/20040112307] \n",
"12 [2003/20030192533] [2003/20030216329] \n",
"13 [2004/20040131987] [2001/20010044090] \n",
"14 [2004/20040104502] [2002/20020025998, 2002/20020022686] \n",
"15 [2004/20040194951] [2001/20010013411] \n",
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"17 [2004/20040200659] [2002/20020040819] \n",
"18 [2004/20040108360] [2003/20030095250] \n",
"19 [2003/20030106877] [2002/20020011468, 2003/20030106877, 2003/2003... \n",
"20 [2003/20030006290] [2003/20030001018, 2003/20030206150] \n",
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"22 [2004/20040017037] [2004/20040061278] \n",
"23 [2003/20030062680] [2003/20030092485, 2003/20030130038, 2003/2003... \n",
"24 [2003/20030197350] [2003/20030197349] \n",
"25 [2004/20040130128] [2002/20020153713, 2002/20020180192] \n",
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"... ... ... \n",
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"810861 [2013/20130133061] [2010/20100235881, 2010/20100330961, 2006/2006... \n",
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"810888 [2010/20100175156] [2004/20040218507] \n",
"\n",
" citation_name \\\n",
"0 [NELSON WILL LEONARD, LOIS CAMPBELL ANNIE ] \n",
"1 [ITO TAMIO , ANDREVON HERVE , KIYOSHI KOJI , I... \n",
"2 [GORDON BRIAN F.] \n",
"3 [OKUBO KIYOSHI , WATANABE YASUSHI , OZEKI KEIT... \n",
"4 [FEICK WILLIAM KURT] \n",
"5 [PRATT STEVEN D., TSUGANE TAKAHIDE , PENNISI R... \n",
"6 [ONO EIICHI , ASANO KATSUHIRO , WATANABE YOSHI... \n",
"7 [HAUGLAND SAMUEL M., HAGIWARA TERUHIKO , PAULK... \n",
"8 [DUGGAN DANIEL , KENNING VANESSA M., WETHERBEE... \n",
"9 [BAILEY RONALD , NAZERIAN GREG , HOFFA JACK L.] \n",
"10 [HAUCK AXEL ] \n",
"11 [CHO GYU BAEK, ALLEN JEFFREY , JEONG DONG SOO] \n",
"12 [ROBINSON CYNTHIA B., NYCE JONATHAN W.] \n",
"13 [CASH JAMES T.] \n",
"14 [MILLER JAMES D., SAGAL E. MIKHAIL, MCCULLOUGH... \n",
"15 [SMITH ELBERT JUAN, BECK HAROLD KENT, PHILLIPS... \n",
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"17 [MIYATA DAIZOU ] \n",
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"19 [KARASAWA HITOSHI , MIYASAKA YOSHITO , NISHIYA... \n",
"20 [ROBERTS CLAYTON , HUSSEY ROBERT M., KINSON LE... \n",
"21 [SAKAI KAZUAKI , YANAGIMOTO KAZUSHI , NAKAYAMA... \n",
"22 [NAKANO HIROSHI ] \n",
"23 [SEELIG JERALD C., HENSHAW LAWRENCE M.] \n",
"24 [LAUGHLIN JAMES , DODGE DAVID J.] \n",
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"... ... \n",
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"8 [6888453-2, 6729196-2, 5253538-1, 5689966-3, 6... \n",
"9 [4037806-1, 4942789-1, 5343605-3] \n",
"10 [5775224-1] \n",
"11 [6571781-2, 5253621-2, 6571781-1] \n",
"12 [2003/20030216329-1, 5527789-1] \n",
"13 [5221522-1] \n",
"14 [6385047-1, 4090891-2, 5457167-7, 4764784-5, 5... \n",
"15 [4646828-1, 6343649-1, 6343649-2, 6359569-2, 5... \n",
"16 [5309993-1, 4601498-1, 5477925-3, 6550539-1, 6... \n",
"17 [6540284-1] \n",
"18 [6919956-4, 4684430-3, 6919956-5, 6919956-2, 6... \n",
"19 [6203927-1, 6515250-1, 6383446-1, 6515250-3, 6... \n",
"20 [5420409-1, D459728-2, D400199-3, 6899273-3, 6... \n",
"21 [6991522-4, 6991522-1, 2004/20040064947-3, 699... \n",
"22 [D252325-2] \n",
"23 [D431607-2, 5560603-2] \n",
"24 [5544909-1, 4735004-1] \n",
"25 [4606240-1, 5791683-3, 5653461-1, 6007088-1] \n",
"26 [6390575-1, 5350310-1, 6450600-3, 6367899-3] \n",
"27 [4363065-3, 5172134-1] \n",
"28 [4795120-3, 6485137-2, 5940099-1, 6485137-6, 6... \n",
"29 [4737433-1, 4076857-1, 5561510-2] \n",
"... ... \n",
"810859 [8412945-1, 8732182-1, 7912822-5, 8732182-6, 8... \n",
"810860 [7200383-1, 6512933-2, 7734792-2, 6560610-1, 6... \n",
"810861 [2008/20080070495-3, 2013/20130042295-2, 80201... \n",
"810862 [2012/20120182860-2, 7515538-2, 6292468-1, 796... \n",
"810863 [7069443-3, 6992782-2, 7516333-1, 6862583-2, 6... \n",
"810864 [6199113-3, 2007/20070073694-3, 8396467-4, 853... \n",
"810865 [8365280-1, 2009/20090119772-2, 8230060-1, 800... \n",
"810866 [2008/20080127338-2, 2008/20080127338-4, 2008/... \n",
"810867 [8266423-1, 6317742-2, 7114152-2, 8281291-4, 7... \n",
"810868 [5544322-1, 6549516-5, 7930747-2, 6009176-2, 7... \n",
"810869 [7841007-2, 8850571-2, 7564969-1, 2010/2010013... \n",
"810870 [7536456-1, 8789192-1, 7480651-2, 4965718-2, 8... \n",
"810871 [2005/20050154885-2, 2005/20050262208-2, 72372... \n",
"810872 [5961650-1, 7565447-1, 8032924-1, 7562003-2, 7... \n",
"810873 [8255399-6, 2007/20070094594-3, 2006/200600752... \n",
"810874 [7082572-4, 8793498-8, 2007/20070154190-3, 814... \n",
"810875 [6792449-4, 2009/20090183151-3, 4034522-1, 707... \n",
"810876 [7908197-4, 7171385-1, 5728753-1, 7187771-11, ... \n",
"810877 [8423058-7, 7370194-6, 8407603-3, 8346255-1, 8... \n",
"810878 [8650189-1, 7716376-1, 8209217-3, 2013/2013031... \n",
"810879 [7337201-1, 6782387-1, 7095829-1, 8151323-3, 4... \n",
"810880 [8499353-1, 7779399-2, 7395457-3, 8429633-2, 7... \n",
"810881 [7433876-1, 7024466-7, 7350231-3, 2003/2003014... \n",
"810882 [8713671-1, 8527581-1, 2009/20090100068-1, 578... \n",
"810883 [7305505-2, 6665394-2, 5815415-2, 6206036-2, 8... \n",
"810884 [6269374-1, 6691303-3, 4560985-1, 6691303-1, 7... \n",
"810885 [6336028-1, 5396340-3, 6811083-5, 7617536-3, 6... \n",
"810886 [2010/20100214894-2, 2011/20110007893-1, 2011/... \n",
"810887 [7123638-4, 6233206-1, 4554834-3, 7781263-2, 6... \n",
"810888 [4086447-2, 6080513-2, 4343993-2] \n",
"\n",
"[810889 rows x 9 columns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"patent_citation = pd.read_pickle('./patent_citation.pkl')\n",
"patent_citation"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# make some column's data to list\n",
"citation_app = patent_citation['citation_app'].values.tolist()\n",
"citation_name = patent_citation['citation_name'].values.tolist()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Import Word2vec module "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from gensim.models import Word2Vec\n",
"\n",
"# make ciataion2Vec model \n",
"citation2vec = Word2Vec(citation_app, size = 100, window = 5 , min_count = 1, workers = 4 )"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[('2012/20120250037', 0.4635414183139801),\n",
" ('2007/20070093773', 0.459497332572937),\n",
" ('2008/20080050572', 0.4529539942741394),\n",
" ('2003/20030188147', 0.4518856406211853),\n",
" ('2008/20080287204', 0.4494854509830475),\n",
" ('2004/20040130079', 0.4362342953681946),\n",
" ('2006/20060116993', 0.4350283741950989),\n",
" ('2004/20040074377', 0.4337726831436157),\n",
" ('2006/20060178184', 0.4305254817008972),\n",
" ('2005/20050040715', 0.4280329644680023)]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"citation2vec.most_similar(['2003/20030095250'])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# make name2Vec model\n",
"name2Vec = Word2Vec(citation_name, size = 100, window = 5 , min_count = 1, workers = 4 )"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[('DA COSTA ALAN ', 0.9113394021987915),\n",
" ('HUBSCH ALAIN ', 0.909959077835083),\n",
" ('DIRICKSON STEVE ', 0.9098623991012573),\n",
" ('LI PING WAI ', 0.9097135663032532),\n",
" ('MITRA SAMIR G. ', 0.909458577632904),\n",
" ('DIDION BRADLEY ', 0.9090903997421265),\n",
" ('BRATTY MICHAEL ', 0.9089801907539368),\n",
" ('KELLY JOSEPH M. ', 0.9082441329956055),\n",
" ('DANIELS ALMA U. ', 0.9075801372528076),\n",
" ('FUKUSHIMA HIROKI ', 0.9073917269706726)]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"name2Vec.most_similar(['NELSON WILL LEONARD', 'LOIS CAMPBELL ANNIE '] )"
]
}
],
"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": "3.5.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}