diff --git a/PATSTAT/patstat_analysis_demo.ipynb b/PATSTAT/patstat_analysis_demo.ipynb deleted file mode 100644 index befd4a2..0000000 --- a/PATSTAT/patstat_analysis_demo.ipynb +++ /dev/null @@ -1,1268 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 161, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import os\n", - "import pandas as pd\n", - "import janitor\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "from matplotlib.ticker import MaxNLocator\n", - "import math\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 162, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "C:\\Users\\radvanyi\\PycharmProjects\\ZSI_analytics\\PATSTAT\n" - ] - } - ], - "source": [ - "print(os.getcwd())" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } - }, - { - "cell_type": "code", - "execution_count": 163, - "outputs": [], - "source": [ - "outdir=\"EU_CH_scope/v2_\"\n", - "\n", - "appln = pd.read_csv(f\"{outdir}/tls_201_scope.csv\")\n", - "\n", - "appln_title = pd.read_csv(f\"{outdir}/tls_202_scope.csv\")\n", - "\n", - "pers = pd.read_csv(f\"{outdir}/tls_206_scope.csv\")\n", - "\n", - "appln_pers = pd.read_csv(f\"{outdir}/tls_207_scope.csv\")\n", - "\n", - "appln_cpc = pd.read_csv(f\"{outdir}/tls_224_scope.csv\")\n", - "\n", - "cpc_desc = pd.read_csv(r\"CPC_data/cpc_defs.csv\")\n", - "\n", - "country_defs = pd.read_csv(f\"{outdir}/table_tls801.csv\").rename(columns={\"st3_name\":\"Country\"})" - ], - "metadata": { - "collapsed": false - } - }, - { - "cell_type": "code", - "execution_count": 164, - "outputs": [], - "source": [ - "ch_codes = [\"CN\",\"HK\",\"MO\",\"TW\"]\n", - "ch_names = country_defs[country_defs[\"ctry_code\"].isin(ch_codes)][\"Country\"].unique()" - ], - "metadata": { - "collapsed": false, - "pycharm": { - "name": "#%%\n" - } - } - }, - { - "cell_type": "code", - "execution_count": 165, - "outputs": [ - { - "data": { - "text/plain": " ctry_code iso_alpha3 Country organisation_flag \n0 unknown Y \\\n1 AD AND Andorra \n2 AE ARE United Arab Emirates \n3 AF AFG Afghanistan \n4 AG ATG Antigua and Barbuda \n.. ... ... ... ... \n237 YE YEM Yemen \n238 YU YUG Yugoslavia/Serbia and Montenegro \n239 ZA ZAF South Africa \n240 ZM ZMB Zambia \n241 ZW ZWE Zimbabwe \n\n continent eu_member epo_member oecd_member discontinued \n0 NaN \n1 Europe \n2 Asia \n3 Asia \n4 North America \n.. ... ... ... ... ... \n237 Asia \n238 Europe Y \n239 Africa \n240 Africa \n241 Africa \n\n[242 rows x 9 columns]", - "text/html": "
\n | ctry_code | \niso_alpha3 | \nCountry | \norganisation_flag | \ncontinent | \neu_member | \nepo_member | \noecd_member | \ndiscontinued | \n
---|---|---|---|---|---|---|---|---|---|
0 | \n\n | \n | unknown | \nY | \nNaN | \n\n | \n | \n | \n |
1 | \nAD | \nAND | \nAndorra | \n\n | Europe | \n\n | \n | \n | \n |
2 | \nAE | \nARE | \nUnited Arab Emirates | \n\n | Asia | \n\n | \n | \n | \n |
3 | \nAF | \nAFG | \nAfghanistan | \n\n | Asia | \n\n | \n | \n | \n |
4 | \nAG | \nATG | \nAntigua and Barbuda | \n\n | North America | \n\n | \n | \n | \n |
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
237 | \nYE | \nYEM | \nYemen | \n\n | Asia | \n\n | \n | \n | \n |
238 | \nYU | \nYUG | \nYugoslavia/Serbia and Montenegro | \n\n | Europe | \n\n | \n | \n | Y | \n
239 | \nZA | \nZAF | \nSouth Africa | \n\n | Africa | \n\n | \n | \n | \n |
240 | \nZM | \nZMB | \nZambia | \n\n | Africa | \n\n | \n | \n | \n |
241 | \nZW | \nZWE | \nZimbabwe | \n\n | Africa | \n\n | \n | \n | \n |
242 rows × 9 columns
\n\n | appln_id | \nappln_auth | \nappln_nr | \nappln_kind | \nappln_filing_date | \nappln_filing_year | \nappln_nr_original | \nipr_type | \nreceiving_office | \ninternat_appln_id | \n... | \nearliest_publn_date | \nearliest_publn_year | \nearliest_pat_publn_id | \ngranted | \ndocdb_family_id | \ninpadoc_family_id | \ndocdb_family_size | \nnb_citing_docdb_fam | \nnb_applicants | \nnb_inventors | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n330225325 | \nEP | \n11150195 | \nA | \n2011-01-05 | \n2011 | \n11150195 | \nPI | \n\n | 0 | \n... | \n2011-07-13 | \n2011 | \n335277427 | \nY | \n43754737 | \n330225325 | \n4 | \n16 | \n1 | \n1 | \n
1 | \n330322632 | \nEP | \n11150485 | \nA | \n2011-01-10 | \n2011 | \n11150485 | \nPI | \n\n | 0 | \n... | \n2012-07-11 | \n2012 | \n364719889 | \nY | \n43991052 | \n330322632 | \n2 | \n5 | \n1 | \n2 | \n
2 | \n330350961 | \nEP | \n11150683 | \nA | \n2011-01-12 | \n2011 | \n11150683 | \nPI | \n\n | 0 | \n... | \n2012-07-18 | \n2012 | \n364923578 | \nN | \n43881056 | \n330350961 | \n7 | \n12 | \n2 | \n5 | \n
3 | \n330374780 | \nWO | \n2011050339 | \nW | \n2011-01-12 | \n2011 | \nEP2011/050339 | \nPI | \nEP | \n0 | \n... | \n2011-07-21 | \n2011 | \n335927718 | \nN | \n43923624 | \n330374780 | \n2 | \n8 | \n5 | \n4 | \n
4 | \n330424360 | \nWO | \n2011050199 | \nW | \n2011-01-10 | \n2011 | \nEP2011/050199 | \nPI | \nEP | \n0 | \n... | \n2012-07-19 | \n2012 | \n365345607 | \nN | \n43533009 | \n330424360 | \n4 | \n13 | \n3 | \n2 | \n
5 rows × 26 columns
\n\n | person_id | \nappln_id | \napplt_seq_nr | \ninvt_seq_nr | \nCountry | \nCountry_Type | \n
---|---|---|---|---|---|---|
0 | \n1 | \n340314532 | \n1 | \n0 | \nFinland | \nEU | \n
1 | \n1 | \n413601768 | \n1 | \n0 | \nFinland | \nEU | \n
2 | \n128 | \n332888018 | \n1 | \n0 | \nFinland | \nEU | \n
3 | \n128 | \n333546132 | \n1 | \n0 | \nFinland | \nEU | \n
4 | \n128 | \n334765473 | \n1 | \n0 | \nFinland | \nEU | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n
106442 | \n65263479 | \n504779814 | \n2 | \n0 | \nLatvia | \nEU | \n
106443 | \n65263479 | \n544264361 | \n2 | \n0 | \nLatvia | \nEU | \n
106444 | \n69866789 | \n481190056 | \n2 | \n0 | \nLatvia | \nEU | \n
106445 | \n80730412 | \n554759601 | \n2 | \n0 | \nLatvia | \nEU | \n
106446 | \n84881241 | \n569497458 | \n0 | \n1 | \nLatvia | \nEU | \n
106447 rows × 6 columns
\n\n | appln_filing_year | \ngranted | \nappln_kind | \nappln_id | \n
---|---|---|---|---|
0 | \n2011 | \nN | \nA | \n892 | \n
1 | \n2011 | \nN | \nF | \n6 | \n
2 | \n2011 | \nN | \nT | \n10 | \n
3 | \n2011 | \nN | \nU | \n1 | \n
4 | \n2011 | \nY | \nA | \n966 | \n
... | \n... | \n... | \n... | \n... | \n
70 | \n2021 | \nY | \nF | \n1 | \n
71 | \n2021 | \nY | \nU | \n30 | \n
72 | \n2022 | \nN | \nA | \n6 | \n
73 | \n2022 | \nN | \nU | \n1 | \n
74 | \n2022 | \nY | \nU | \n4 | \n
75 rows × 4 columns
\n\n | Country | \ncount | \npercent | \nweight | \n
---|---|---|---|---|
0 | \nChina | \n22137 | \n0.888073 | \n0.415765 | \n
1 | \nTaiwan Province Of China | \n2593 | \n0.104024 | \n0.048700 | \n
2 | \nHong Kong, China | \n581 | \n0.023308 | \n0.010912 | \n
3 | \nMacao SAR (China) | \n17 | \n0.000682 | \n0.000319 | \n
\n | Country | \ncount | \npercent | \nweight | \n
---|---|---|---|---|
0 | \nGermany | \n9725 | \n0.390139 | \n0.182650 | \n
1 | \nFrance | \n4381 | \n0.175753 | \n0.082282 | \n
2 | \nSweden | \n3667 | \n0.147110 | \n0.068872 | \n
3 | \nNetherlands | \n2900 | \n0.116340 | \n0.054466 | \n
4 | \nFinland | \n1644 | \n0.065953 | \n0.030877 | \n
5 | \nBelgium | \n1028 | \n0.041240 | \n0.019307 | \n
6 | \nItaly | \n1000 | \n0.040117 | \n0.018781 | \n
7 | \nDenmark | \n705 | \n0.028283 | \n0.013241 | \n
8 | \nSpain | \n678 | \n0.027199 | \n0.012734 | \n
9 | \nAustria | \n484 | \n0.019417 | \n0.009090 | \n
10 | \nIreland | \n469 | \n0.018815 | \n0.008809 | \n
11 | \nPoland | \n289 | \n0.011594 | \n0.005428 | \n
12 | \nGreece | \n234 | \n0.009387 | \n0.004395 | \n
13 | \nLuxembourg | \n146 | \n0.005857 | \n0.002742 | \n
14 | \nPortugal | \n111 | \n0.004453 | \n0.002085 | \n
15 | \nHungary | \n75 | \n0.003009 | \n0.001409 | \n
16 | \nCzechia | \n72 | \n0.002888 | \n0.001352 | \n
17 | \nBulgaria | \n69 | \n0.002768 | \n0.001296 | \n
18 | \nRomania | \n68 | \n0.002728 | \n0.001277 | \n
19 | \nSlovakia | \n43 | \n0.001725 | \n0.000808 | \n
20 | \nCyprus | \n35 | \n0.001404 | \n0.000657 | \n
21 | \nSlovenia | \n28 | \n0.001123 | \n0.000526 | \n
22 | \nCroatia | \n25 | \n0.001003 | \n0.000470 | \n
23 | \nMalta | \n15 | \n0.000602 | \n0.000282 | \n
24 | \nEstonia | \n11 | \n0.000441 | \n0.000207 | \n
25 | \nLithuania | \n8 | \n0.000321 | \n0.000150 | \n
26 | \nLatvia | \n6 | \n0.000241 | \n0.000113 | \n
\n | appln_id | \nCountry | \nappln_filing_year | \n
---|---|---|---|
0 | \n330225325 | \nGermany | \n2011 | \n
1 | \n330225325 | \nChina | \n2011 | \n
2 | \n330322632 | \nGermany | \n2011 | \n
3 | \n330322632 | \nChina | \n2011 | \n
4 | \n330350961 | \nSweden | \n2011 | \n
... | \n... | \n... | \n... | \n
53239 | \n575355937 | \nChina | \n2017 | \n
53240 | \n575399552 | \nSweden | \n2020 | \n
53241 | \n575399552 | \nChina | \n2020 | \n
53242 | \n575406608 | \nGermany | \n2014 | \n
53243 | \n575406608 | \nChina | \n2014 | \n
53244 rows × 3 columns
\n\n | appln_filing_year | \nCountry | \ncount | \nappln_id | \npercent | \n
---|---|---|---|---|---|
0 | \n2011 | \nChina | \n1719 | \n1969 | \n0.873032 | \n
5 | \n2011 | \nTaiwan Province Of China | \n195 | \n1969 | \n0.099035 | \n
9 | \n2011 | \nHong Kong, China | \n75 | \n1969 | \n0.038090 | \n
24 | \n2011 | \nMacao SAR (China) | \n3 | \n1969 | \n0.001524 | \n
27 | \n2012 | \nChina | \n2101 | \n2425 | \n0.866392 | \n
31 | \n2012 | \nTaiwan Province Of China | \n297 | \n2425 | \n0.122474 | \n
37 | \n2012 | \nHong Kong, China | \n60 | \n2425 | \n0.024742 | \n
53 | \n2013 | \nChina | \n1970 | \n2226 | \n0.884996 | \n
58 | \n2013 | \nTaiwan Province Of China | \n221 | \n2226 | \n0.099281 | \n
63 | \n2013 | \nHong Kong, China | \n47 | \n2226 | \n0.021114 | \n
73 | \n2013 | \nMacao SAR (China) | \n4 | \n2226 | \n0.001797 | \n
79 | \n2014 | \nChina | \n2172 | \n2427 | \n0.894932 | \n
84 | \n2014 | \nTaiwan Province Of China | \n236 | \n2427 | \n0.097239 | \n
91 | \n2014 | \nHong Kong, China | \n39 | \n2427 | \n0.016069 | \n
105 | \n2014 | \nMacao SAR (China) | \n1 | \n2427 | \n0.000412 | \n
106 | \n2015 | \nChina | \n2079 | \n2378 | \n0.874264 | \n
111 | \n2015 | \nTaiwan Province Of China | \n275 | \n2378 | \n0.115643 | \n
117 | \n2015 | \nHong Kong, China | \n48 | \n2378 | \n0.020185 | \n
130 | \n2015 | \nMacao SAR (China) | \n1 | \n2378 | \n0.000421 | \n
132 | \n2016 | \nChina | \n2201 | \n2477 | \n0.888575 | \n
137 | \n2016 | \nTaiwan Province Of China | \n255 | \n2477 | \n0.102947 | \n
144 | \n2016 | \nHong Kong, China | \n54 | \n2477 | \n0.021801 | \n
160 | \n2016 | \nMacao SAR (China) | \n2 | \n2477 | \n0.000807 | \n
161 | \n2017 | \nChina | \n2417 | \n2654 | \n0.910701 | \n
166 | \n2017 | \nTaiwan Province Of China | \n211 | \n2654 | \n0.079503 | \n
171 | \n2017 | \nHong Kong, China | \n55 | \n2654 | \n0.020723 | \n
188 | \n2018 | \nChina | \n2596 | \n2859 | \n0.908010 | \n
193 | \n2018 | \nTaiwan Province Of China | \n252 | \n2859 | \n0.088143 | \n
199 | \n2018 | \nHong Kong, China | \n68 | \n2859 | \n0.023785 | \n
215 | \n2019 | \nChina | \n2460 | \n2725 | \n0.902752 | \n
220 | \n2019 | \nTaiwan Province Of China | \n269 | \n2725 | \n0.098716 | \n
228 | \n2019 | \nHong Kong, China | \n61 | \n2725 | \n0.022385 | \n
238 | \n2019 | \nMacao SAR (China) | \n4 | \n2725 | \n0.001468 | \n
243 | \n2020 | \nChina | \n1718 | \n1963 | \n0.875191 | \n
248 | \n2020 | \nTaiwan Province Of China | \n249 | \n1963 | \n0.126847 | \n
254 | \n2020 | \nHong Kong, China | \n59 | \n1963 | \n0.030056 | \n
269 | \n2020 | \nMacao SAR (China) | \n2 | \n1963 | \n0.001019 | \n
271 | \n2021 | \nChina | \n694 | \n813 | \n0.853629 | \n
274 | \n2021 | \nTaiwan Province Of China | \n133 | \n813 | \n0.163592 | \n
286 | \n2021 | \nHong Kong, China | \n13 | \n813 | \n0.015990 | \n
297 | \n2022 | \nChina | \n10 | \n11 | \n0.909091 | \n
300 | \n2022 | \nHong Kong, China | \n2 | \n11 | \n0.181818 | \n
\n | appln_filing_year | \nCountry | \ncount | \nappln_id | \npercent | \n
---|---|---|---|---|---|
1 | \n2011 | \nGermany | \n745 | \n1969 | \n0.378365 | \n
2 | \n2011 | \nFrance | \n407 | \n1969 | \n0.206704 | \n
3 | \n2011 | \nNetherlands | \n220 | \n1969 | \n0.111732 | \n
4 | \n2011 | \nSweden | \n209 | \n1969 | \n0.106145 | \n
6 | \n2011 | \nFinland | \n166 | \n1969 | \n0.084307 | \n
... | \n... | \n... | \n... | \n... | \n... | \n
298 | \n2022 | \nSpain | \n4 | \n11 | \n0.363636 | \n
299 | \n2022 | \nGermany | \n3 | \n11 | \n0.272727 | \n
301 | \n2022 | \nNetherlands | \n2 | \n11 | \n0.181818 | \n
302 | \n2022 | \nItaly | \n1 | \n11 | \n0.090909 | \n
303 | \n2022 | \nDenmark | \n1 | \n11 | \n0.090909 | \n
262 rows × 5 columns
\n\n | appln_id | \nhan_id | \nhan_name | \npsn_sector | \nCountry | \n
---|---|---|---|---|---|
0 | \n340314532 | \n2125445 | \nNOKIA CORP | \nCOMPANY | \nFinland | \n
1 | \n413601768 | \n2125445 | \nNOKIA CORP | \nCOMPANY | \nFinland | \n
2 | \n332888018 | \n2125445 | \nNOKIA CORP | \nCOMPANY | \nFinland | \n
3 | \n333546132 | \n2125445 | \nNOKIA CORP | \nCOMPANY | \nFinland | \n
4 | \n334765473 | \n2125445 | \nNOKIA CORP | \nCOMPANY | \nFinland | \n
... | \n... | \n... | \n... | \n... | \n... | \n
106442 | \n504779814 | \n3652317 | \nVAVILOVS VALERIJS | \nINDIVIDUAL | \nLatvia | \n
106443 | \n544264361 | \n3652317 | \nVAVILOVS VALERIJS | \nINDIVIDUAL | \nLatvia | \n
106444 | \n481190056 | \n3652317 | \nVAVILOVS VALERIJS | \nINDIVIDUAL | \nLatvia | \n
106445 | \n554759601 | \n3652317 | \nVAVILOVS VALERIJS | \nINDIVIDUAL | \nLatvia | \n
106446 | \n569497458 | \n184881241 | \nZAVORONKOVS, ALEKSANDRS | \nUNKNOWN | \nLatvia | \n
106421 rows × 5 columns
\n\n | han_id | \ncount | \npercent | \nweight | \nhan_name | \npsn_sector | \nperson_ctry_code | \nctry_code | \niso_alpha3 | \nCountry | \norganisation_flag | \ncontinent | \neu_member | \nepo_member | \noecd_member | \ndiscontinued | \norg | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n1337324 | \n1723 | \n0.069122 | \n0.016190 | \nHUAWEI TECH CO LTD | \nCOMPANY | \nCN | \nCN | \nCHN | \nChina | \n\n | Asia | \n\n | \n | \n | \n | HUAWEI TECH CO LTD (CN) | \n
1 | \n3697072 | \n270 | \n0.010832 | \n0.002537 | \nNINGBO GEELY AUTOMOBILE R&D CO LTD | \nCOMPANY | \nCN | \nCN | \nCHN | \nChina | \n\n | Asia | \n\n | \n | \n | \n | NINGBO GEELY AUTOMOBILE R&D CO LTD (CN) | \n
2 | \n62077 | \n204 | \n0.008184 | \n0.001917 | \nTAIWAN SEMICONDUCTOR MANUFACTURING CO LTD | \nCOMPANY | \nTW | \nTW | \nTWN | \nTaiwan Province Of China | \n\n | Asia | \n\n | \n | \n | \n | TAIWAN SEMICONDUCTOR MANUFACTURING CO LTD (TW) | \n
3 | \n1912470 | \n130 | \n0.005215 | \n0.001222 | \nMEDIATEK INC | \nCOMPANY | \nTW | \nTW | \nTWN | \nTaiwan Province Of China | \n\n | Asia | \n\n | \n | \n | \n | MEDIATEK INC (TW) | \n
4 | \n2607939 | \n101 | \n0.004052 | \n0.000949 | \nSELF ELECT CO LTD | \nCOMPANY | \nCN | \nCN | \nCHN | \nChina | \n\n | Asia | \n\n | \n | \n | \n | SELF ELECT CO LTD (CN) | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
29061 | \n151900860 | \n1 | \n0.000040 | \n0.000009 | \nLI, FAHONG | \nUNKNOWN | \nCN | \nCN | \nCHN | \nChina | \n\n | Asia | \n\n | \n | \n | \n | LI, FAHONG (CN) | \n
29062 | \n151899043 | \n1 | \n0.000040 | \n0.000009 | \nZHANG, YI | \nUNKNOWN | \nCN | \nCN | \nCHN | \nChina | \n\n | Asia | \n\n | \n | \n | \n | ZHANG, YI (CN) | \n
29063 | \n151898719 | \n1 | \n0.000040 | \n0.000009 | \nXU, EASON | \nUNKNOWN | \nCN | \nCN | \nCHN | \nChina | \n\n | Asia | \n\n | \n | \n | \n | XU, EASON (CN) | \n
29064 | \n151894061 | \n1 | \n0.000040 | \n0.000009 | \nWENG, RAN | \nINDIVIDUAL | \nCN | \nCN | \nCHN | \nChina | \n\n | Asia | \n\n | \n | \n | \n | WENG, RAN (CN) | \n
29065 | \n183287157 | \n1 | \n0.000040 | \n0.000009 | \nLEFEBVRE, Marc René André Louis | \nUNKNOWN | \nMO | \nMO | \nMAC | \nMacao SAR (China) | \n\n | Asia | \n\n | \n | \n | \n | LEFEBVRE, Marc René André Louis (MO) | \n
29066 rows × 17 columns
\n\n | han_id | \ncount | \npercent | \nweight | \nhan_name | \npsn_sector | \nperson_ctry_code | \nctry_code | \niso_alpha3 | \nCountry | \norganisation_flag | \ncontinent | \neu_member | \nepo_member | \noecd_member | \ndiscontinued | \norg | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n1337324 | \n1723 | \n0.069122 | \n0.016190 | \nHUAWEI TECH CO LTD | \nCOMPANY | \nCN | \nCN | \nCHN | \nChina | \n\n | Asia | \n\n | \n | \n | \n | HUAWEI TECH CO LTD (CN) | \n
1 | \n3697072 | \n270 | \n0.010832 | \n0.002537 | \nNINGBO GEELY AUTOMOBILE R&D CO LTD | \nCOMPANY | \nCN | \nCN | \nCHN | \nChina | \n\n | Asia | \n\n | \n | \n | \n | NINGBO GEELY AUTOMOBILE R&D CO LTD (CN) | \n
2 | \n62077 | \n204 | \n0.008184 | \n0.001917 | \nTAIWAN SEMICONDUCTOR MANUFACTURING CO LTD | \nCOMPANY | \nTW | \nTW | \nTWN | \nTaiwan Province Of China | \n\n | Asia | \n\n | \n | \n | \n | TAIWAN SEMICONDUCTOR MANUFACTURING CO LTD (TW) | \n
3 | \n1912470 | \n130 | \n0.005215 | \n0.001222 | \nMEDIATEK INC | \nCOMPANY | \nTW | \nTW | \nTWN | \nTaiwan Province Of China | \n\n | Asia | \n\n | \n | \n | \n | MEDIATEK INC (TW) | \n
4 | \n2607939 | \n101 | \n0.004052 | \n0.000949 | \nSELF ELECT CO LTD | \nCOMPANY | \nCN | \nCN | \nCHN | \nChina | \n\n | Asia | \n\n | \n | \n | \n | SELF ELECT CO LTD (CN) | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
29061 | \n151900860 | \n1 | \n0.000040 | \n0.000009 | \nLI, FAHONG | \nUNKNOWN | \nCN | \nCN | \nCHN | \nChina | \n\n | Asia | \n\n | \n | \n | \n | LI, FAHONG (CN) | \n
29062 | \n151899043 | \n1 | \n0.000040 | \n0.000009 | \nZHANG, YI | \nUNKNOWN | \nCN | \nCN | \nCHN | \nChina | \n\n | Asia | \n\n | \n | \n | \n | ZHANG, YI (CN) | \n
29063 | \n151898719 | \n1 | \n0.000040 | \n0.000009 | \nXU, EASON | \nUNKNOWN | \nCN | \nCN | \nCHN | \nChina | \n\n | Asia | \n\n | \n | \n | \n | XU, EASON (CN) | \n
29064 | \n151894061 | \n1 | \n0.000040 | \n0.000009 | \nWENG, RAN | \nINDIVIDUAL | \nCN | \nCN | \nCHN | \nChina | \n\n | Asia | \n\n | \n | \n | \n | WENG, RAN (CN) | \n
29065 | \n183287157 | \n1 | \n0.000040 | \n0.000009 | \nLEFEBVRE, Marc René André Louis | \nUNKNOWN | \nMO | \nMO | \nMAC | \nMacao SAR (China) | \n\n | Asia | \n\n | \n | \n | \n | LEFEBVRE, Marc René André Louis (MO) | \n
29066 rows × 17 columns
\n\n | han_id | \ncount | \npercent | \nweight | \nhan_name | \npsn_sector | \nperson_ctry_code | \nctry_code | \niso_alpha3 | \nCountry | \norganisation_flag | \ncontinent | \neu_member | \nepo_member | \noecd_member | \ndiscontinued | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n13378 | \n1851 | \n0.074257 | \n0.017393 | \nTELEFON AB LM ERICSSON PUBL | \nCOMPANY | \nSE | \nSE | \nSWE | \nSweden | \n\n | Europe | \nY | \nY | \nY | \n\n |
1 | \n228842 | \n716 | \n0.028724 | \n0.006728 | \nBASF SE | \nCOMPANY | \nDE | \nDE | \nDEU | \nGermany | \n\n | Europe | \nY | \nY | \nY | \n\n |
2 | \n2562294 | \n693 | \n0.027801 | \n0.006512 | \nNOKIA TECH LTD | \nCOMPANY | \nFI | \nFI | \nFIN | \nFinland | \n\n | Europe | \nY | \nY | \nY | \n\n |
3 | \n68848 | \n586 | \n0.023509 | \n0.005506 | \nALCATEL LUCENT | \nCOMPANY | \nFR | \nFR | \nFRA | \nFrance | \n\n | Europe | \nY | \nY | \nY | \n\n |
4 | \n2456791 | \n524 | \n0.021021 | \n0.004924 | \nROBERT BOSCH GMBH | \nCOMPANY | \nDE | \nDE | \nDEU | \nGermany | \n\n | Europe | \nY | \nY | \nY | \n\n |
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
25665 | \n151189488 | \n1 | \n0.000040 | \n0.000009 | \nHundt, Wolfgang | \nUNKNOWN | \nDE | \nDE | \nDEU | \nGermany | \n\n | Europe | \nY | \nY | \nY | \n\n |
25666 | \n151187794 | \n1 | \n0.000040 | \n0.000009 | \nFischer, Peer | \nUNKNOWN | \nDE | \nDE | \nDEU | \nGermany | \n\n | Europe | \nY | \nY | \nY | \n\n |
25667 | \n151187133 | \n1 | \n0.000040 | \n0.000009 | \nDaryani, Neha | \nUNKNOWN | \nDE | \nDE | \nDEU | \nGermany | \n\n | Europe | \nY | \nY | \nY | \n\n |
25668 | \n151186834 | \n1 | \n0.000040 | \n0.000009 | \nHEIL, Nadine | \nUNKNOWN | \nDE | \nDE | \nDEU | \nGermany | \n\n | Europe | \nY | \nY | \nY | \n\n |
25669 | \n184881241 | \n1 | \n0.000040 | \n0.000009 | \nZAVORONKOVS, ALEKSANDRS | \nUNKNOWN | \nLV | \nLV | \nLVA | \nLatvia | \n\n | Europe | \nY | \nY | \nY | \n\n |
25670 rows × 16 columns
\n\n | han_id | \ncount | \npercent | \nweight | \nhan_name | \npsn_sector | \nperson_ctry_code | \nctry_code | \niso_alpha3 | \nCountry | \norganisation_flag | \ncontinent | \neu_member | \nepo_member | \noecd_member | \ndiscontinued | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n13378 | \n1851 | \n0.074257 | \n0.017393 | \nTELEFON AB LM ERICSSON PUBL | \nCOMPANY | \nSE | \nSE | \nSWE | \nSweden | \n\n | Europe | \nY | \nY | \nY | \n\n |
1 | \n228842 | \n716 | \n0.028724 | \n0.006728 | \nBASF SE | \nCOMPANY | \nDE | \nDE | \nDEU | \nGermany | \n\n | Europe | \nY | \nY | \nY | \n\n |
2 | \n2562294 | \n693 | \n0.027801 | \n0.006512 | \nNOKIA TECH LTD | \nCOMPANY | \nFI | \nFI | \nFIN | \nFinland | \n\n | Europe | \nY | \nY | \nY | \n\n |
3 | \n68848 | \n586 | \n0.023509 | \n0.005506 | \nALCATEL LUCENT | \nCOMPANY | \nFR | \nFR | \nFRA | \nFrance | \n\n | Europe | \nY | \nY | \nY | \n\n |
4 | \n2456791 | \n524 | \n0.021021 | \n0.004924 | \nROBERT BOSCH GMBH | \nCOMPANY | \nDE | \nDE | \nDEU | \nGermany | \n\n | Europe | \nY | \nY | \nY | \n\n |
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
25665 | \n151189488 | \n1 | \n0.000040 | \n0.000009 | \nHundt, Wolfgang | \nUNKNOWN | \nDE | \nDE | \nDEU | \nGermany | \n\n | Europe | \nY | \nY | \nY | \n\n |
25666 | \n151187794 | \n1 | \n0.000040 | \n0.000009 | \nFischer, Peer | \nUNKNOWN | \nDE | \nDE | \nDEU | \nGermany | \n\n | Europe | \nY | \nY | \nY | \n\n |
25667 | \n151187133 | \n1 | \n0.000040 | \n0.000009 | \nDaryani, Neha | \nUNKNOWN | \nDE | \nDE | \nDEU | \nGermany | \n\n | Europe | \nY | \nY | \nY | \n\n |
25668 | \n151186834 | \n1 | \n0.000040 | \n0.000009 | \nHEIL, Nadine | \nUNKNOWN | \nDE | \nDE | \nDEU | \nGermany | \n\n | Europe | \nY | \nY | \nY | \n\n |
25669 | \n184881241 | \n1 | \n0.000040 | \n0.000009 | \nZAVORONKOVS, ALEKSANDRS | \nUNKNOWN | \nLV | \nLV | \nLVA | \nLatvia | \n\n | Europe | \nY | \nY | \nY | \n\n |
25670 rows × 16 columns
\n\n | Domain_English | \nUT (Unique WOS ID) | \n
---|---|---|
0 | \nApplied Sciences | \n5379 | \n
5 | \nNatural Sciences | \n1649 | \n
3 | \nHealth Sciences | \n1106 | \n
2 | \nEconomic & Social Sciences | \n289 | \n
4 | \nMiscellaneous | \n156 | \n
1 | \nArts & Humanities | \n13 | \n
\n | Publication Year | \nDomain_English | \nUT (Unique WOS ID) | \n
---|---|---|---|
65 | \n2022 | \nNatural Sciences | \n524 | \n
64 | \n2022 | \nMiscellaneous | \n41 | \n
63 | \n2022 | \nHealth Sciences | \n368 | \n
62 | \n2022 | \nEconomic & Social Sciences | \n106 | \n
61 | \n2022 | \nArts & Humanities | \n4 | \n
... | \n... | \n... | \n... | \n
4 | \n2012 | \nMiscellaneous | \n3 | \n
3 | \n2012 | \nHealth Sciences | \n2 | \n
2 | \n2012 | \nEconomic & Social Sciences | \n0 | \n
1 | \n2012 | \nArts & Humanities | \n0 | \n
0 | \n2012 | \nApplied Sciences | \n21 | \n
66 rows × 3 columns
\n\n | Publication Year | \nDomain_English | \nField_English | \nUT (Unique WOS ID) | \n
---|---|---|---|---|
176 | \n2022 | \nNatural Sciences | \nPhysics & Astronomy | \n205 | \n
175 | \n2022 | \nNatural Sciences | \nMathematics & Statistics | \n61 | \n
174 | \n2022 | \nNatural Sciences | \nEarth & Environmental Sciences | \n134 | \n
173 | \n2022 | \nNatural Sciences | \nChemistry | \n81 | \n
172 | \n2022 | \nNatural Sciences | \nBiology | \n43 | \n
... | \n... | \n... | \n... | \n... | \n
4 | \n2012 | \nMiscellaneous | \nMiscellaneous | \n3 | \n
3 | \n2012 | \nHealth Sciences | \nClinical Medicine | \n2 | \n
2 | \n2012 | \nApplied Sciences | \nInformation & Communication Technologies | \n14 | \n
1 | \n2012 | \nApplied Sciences | \nEngineering | \n5 | \n
0 | \n2012 | \nApplied Sciences | \nAgriculture, Fisheries & Forestry | \n2 | \n
177 rows × 4 columns
\n\n | Publication Year | \nDomain_English | \nField_English | \nSubField_English | \nUT (Unique WOS ID) | \n
---|---|---|---|---|---|
774 | \n2022 | \nNatural Sciences | \nPhysics & Astronomy | \nOptics | \n56 | \n
773 | \n2022 | \nNatural Sciences | \nPhysics & Astronomy | \nNuclear & Particle Physics | \n28 | \n
772 | \n2022 | \nNatural Sciences | \nPhysics & Astronomy | \nMathematical Physics | \n2 | \n
771 | \n2022 | \nNatural Sciences | \nPhysics & Astronomy | \nGeneral Physics | \n14 | \n
770 | \n2022 | \nNatural Sciences | \nPhysics & Astronomy | \nFluids & Plasmas | \n21 | \n
... | \n... | \n... | \n... | \n... | \n... | \n
4 | \n2012 | \nApplied Sciences | \nInformation & Communication Technologies | \nArtificial Intelligence & Image Processing | \n10 | \n
3 | \n2012 | \nApplied Sciences | \nEngineering | \nMechanical Engineering & Transports | \n1 | \n
2 | \n2012 | \nApplied Sciences | \nEngineering | \nIndustrial Engineering & Automation | \n3 | \n
1 | \n2012 | \nApplied Sciences | \nEngineering | \nGeological & Geomatics Engineering | \n1 | \n
0 | \n2012 | \nApplied Sciences | \nAgriculture, Fisheries & Forestry | \nFood Science | \n2 | \n
775 rows × 5 columns
\n\n | Country | \ncount | \npercent | \nweight | \n
---|---|---|---|---|
0 | \nGermany | \n2309 | \n0.233492 | \n0.101095 | \n
1 | \nFrance | \n1632 | \n0.165032 | \n0.071454 | \n
2 | \nItaly | \n1260 | \n0.127414 | \n0.055166 | \n
3 | \nNetherlands | \n1063 | \n0.107493 | \n0.046541 | \n
4 | \nSpain | \n987 | \n0.099808 | \n0.043214 | \n
5 | \nSweden | \n832 | \n0.084134 | \n0.036427 | \n
6 | \nFinland | \n700 | \n0.070786 | \n0.030648 | \n
7 | \nDenmark | \n566 | \n0.057235 | \n0.024781 | \n
8 | \nIreland | \n552 | \n0.055820 | \n0.024168 | \n
9 | \nBelgium | \n499 | \n0.050460 | \n0.021848 | \n
10 | \nPoland | \n486 | \n0.049146 | \n0.021278 | \n
11 | \nAustria | \n373 | \n0.037719 | \n0.016331 | \n
12 | \nPortugal | \n365 | \n0.036910 | \n0.015981 | \n
13 | \nGreece | \n320 | \n0.032359 | \n0.014011 | \n
14 | \nHungary | \n181 | \n0.018303 | \n0.007925 | \n
15 | \nCzech Republic | \n144 | \n0.014562 | \n0.006305 | \n
16 | \nRomania | \n133 | \n0.013449 | \n0.005823 | \n
17 | \nSlovenia | \n111 | \n0.011225 | \n0.004860 | \n
18 | \nSlovakia | \n75 | \n0.007584 | \n0.003284 | \n
19 | \nLithuania | \n68 | \n0.006876 | \n0.002977 | \n
20 | \nEstonia | \n65 | \n0.006573 | \n0.002846 | \n
21 | \nLuxembourg | \n59 | \n0.005966 | \n0.002583 | \n
22 | \nCroatia | \n56 | \n0.005663 | \n0.002452 | \n
23 | \nBulgaria | \n48 | \n0.004854 | \n0.002102 | \n
24 | \nCyprus | \n35 | \n0.003539 | \n0.001532 | \n
25 | \nLatvia | \n20 | \n0.002022 | \n0.000876 | \n
26 | \nMalta | \n13 | \n0.001315 | \n0.000569 | \n
\n | Publication Year | \nCountry | \ncount | \nUT (Unique WOS ID) | \npercent | \n
---|---|---|---|---|---|
1 | \n2012 | \nGermany | \n15 | \n40 | \n0.375000 | \n
2 | \n2012 | \nItaly | \n9 | \n40 | \n0.225000 | \n
3 | \n2012 | \nFrance | \n9 | \n40 | \n0.225000 | \n
4 | \n2012 | \nSpain | \n6 | \n40 | \n0.150000 | \n
5 | \n2012 | \nIreland | \n5 | \n40 | \n0.125000 | \n
... | \n... | \n... | \n... | \n... | \n... | \n
263 | \n2022 | \nSlovenia | \n13 | \n2646 | \n0.004913 | \n
264 | \n2022 | \nCyprus | \n10 | \n2646 | \n0.003779 | \n
265 | \n2022 | \nLatvia | \n7 | \n2646 | \n0.002646 | \n
266 | \n2022 | \nMalta | \n6 | \n2646 | \n0.002268 | \n
267 | \n2022 | \nBulgaria | \n5 | \n2646 | \n0.001890 | \n
257 rows × 5 columns
\n\n | Affiliations | \ncount | \npercent | \nweight | \n
---|---|---|---|---|
0 | \nCHINESE ACADEMY OF SCIENCES | \n1128 | \n0.114611 | \n0.027703 | \n
1 | \nUNIVERSITY OF CHINESE ACADEMY OF SCIENCES, CAS | \n400 | \n0.040642 | \n0.009824 | \n
2 | \nTSINGHUA UNIVERSITY | \n393 | \n0.039931 | \n0.009652 | \n
3 | \nSHANGHAI JIAO TONG UNIVERSITY | \n354 | \n0.035968 | \n0.008694 | \n
4 | \nZHEJIANG UNIVERSITY | \n337 | \n0.034241 | \n0.008276 | \n
... | \n... | \n... | \n... | \n... | \n
1371 | \nBEIJING ACADEMY OF SCIENCE & TECHNOLOGY | \n1 | \n0.000102 | \n0.000025 | \n
1372 | \nINSTITUT D'ESTUDIS ESPACIALS DE CATALUNYA (IEEC) | \n1 | \n0.000102 | \n0.000025 | \n
1373 | \nHOSPITAL UNIVERSITARI VALL D'HEBRON | \n1 | \n0.000102 | \n0.000025 | \n
1374 | \nSERVIER | \n1 | \n0.000102 | \n0.000025 | \n
1375 | \nINSTITUTE OF QUALITY STANDARDS & TESTING TECHN... | \n1 | \n0.000102 | \n0.000025 | \n
1376 rows × 4 columns
\n\n | Affiliations | \ncount | \npercent | \nweight | \n
---|---|---|---|---|
0 | \nUDICE-FRENCH RESEARCH UNIVERSITIES | \n647 | \n0.065739 | \n0.015890 | \n
1 | \nCNRS | \n640 | \n0.065027 | \n0.015718 | \n
2 | \nHELMHOLTZ ASSOCIATION | \n427 | \n0.043385 | \n0.010487 | \n
3 | \nTECHNICAL UNIVERSITY OF MUNICH | \n308 | \n0.031294 | \n0.007564 | \n
4 | \nDELFT UNIVERSITY OF TECHNOLOGY | \n242 | \n0.024588 | \n0.005943 | \n
... | \n... | \n... | \n... | \n... | \n
1892 | \nGUY'S & ST THOMAS' NHS FOUNDATION TRUST | \n1 | \n0.000102 | \n0.000025 | \n
1893 | \nGUGLIELMO DA SALICETO HOSPITAL | \n1 | \n0.000102 | \n0.000025 | \n
1894 | \nGREAT ORMOND STREET HOSPITAL FOR CHILDREN NHS ... | \n1 | \n0.000102 | \n0.000025 | \n
1895 | \nGELRE HOSPITALS | \n1 | \n0.000102 | \n0.000025 | \n
1896 | \nHOSPITAL UNIVERSITARIO LA PAZ | \n1 | \n0.000102 | \n0.000025 | \n
1897 rows × 4 columns
\n\n | Affiliations | \ncount | \npercent | \nweight | \n
---|---|---|---|---|
0 | \nCHINESE ACADEMY OF SCIENCES | \n1188 | \n0.120707 | \n0.029176 | \n
1 | \nUNIVERSITY OF CHINESE ACADEMY OF SCIENCES, CAS | \n411 | \n0.041760 | \n0.010094 | \n
2 | \nTSINGHUA UNIVERSITY | \n393 | \n0.039931 | \n0.009652 | \n
3 | \nSHANGHAI JIAO TONG UNIVERSITY | \n355 | \n0.036070 | \n0.008719 | \n
4 | \nZHEJIANG UNIVERSITY | \n337 | \n0.034241 | \n0.008276 | \n
... | \n... | \n... | \n... | \n... | \n
1344 | \nFOUNDATION FOR RESEARCH & TECHNOLOGY - HELLAS ... | \n1 | \n0.000102 | \n0.000025 | \n
1345 | \nNANYANG NORMAL COLLEGE | \n1 | \n0.000102 | \n0.000025 | \n
1346 | \nUNIVERSITY OF GOTTINGEN | \n1 | \n0.000102 | \n0.000025 | \n
1347 | \nCSIC - INSTITUT DE ROBOTICA I INFORMATICA INDU... | \n1 | \n0.000102 | \n0.000025 | \n
1348 | \nINSTITUTE OF QUALITY STANDARDS & TESTING TECHN... | \n1 | \n0.000102 | \n0.000025 | \n
1349 rows × 4 columns
\n\n | Affiliations | \ncount | \npercent | \nweight | \n
---|---|---|---|---|
0 | \nUDICE-FRENCH RESEARCH UNIVERSITIES | \n647 | \n0.065739 | \n0.015890 | \n
1 | \nCNRS | \n640 | \n0.065027 | \n0.015718 | \n
2 | \nHELMHOLTZ ASSOCIATION | \n427 | \n0.043385 | \n0.010487 | \n
3 | \nTECHNICAL UNIVERSITY OF MUNICH | \n312 | \n0.031701 | \n0.007662 | \n
4 | \nUNIVERSITE PARIS SACLAY | \n254 | \n0.025808 | \n0.006238 | \n
... | \n... | \n... | \n... | \n... | \n
1870 | \nUNIVERSITY OF AGRICULTURE FAISALABAD | \n1 | \n0.000102 | \n0.000025 | \n
1871 | \nCLINICAL CENTRE OF SERBIA | \n1 | \n0.000102 | \n0.000025 | \n
1872 | \nAZIENDA OSPEDALIERA SAN CAMILLO-FORLANINI | \n1 | \n0.000102 | \n0.000025 | \n
1873 | \nIRCCS ISTITUTO DI RICERCA DIAGNOSTICA E NUCLEA... | \n1 | \n0.000102 | \n0.000025 | \n
1874 | \nHOSPITAL UNIVERSITARIO LA PAZ | \n1 | \n0.000102 | \n0.000025 | \n
1875 rows × 4 columns
\n\n | UT (Unique WOS ID) | \nAffiliations | \nCountry_Type | \n
---|---|---|---|
0 | \nWOS:000947693400001 | \nUNIVERSITAT POLITECNICA DE VALENCIA | \nEU | \n
1 | \nWOS:000947693400001 | \nSHANGHAITECH UNIVERSITY | \nChina | \n
2 | \nWOS:000947693400001 | \nSHANGHAI OCEAN UNIVERSITY | \nChina | \n
3 | \nWOS:000947693400001 | \nSHANGHAI JIAO TONG UNIVERSITY | \nChina | \n
4 | \nWOS:000947693400001 | \nHUZHOU UNIVERSITY | \nChina | \n
... | \n... | \n... | \n... | \n
63580 | \nWOS:000301090100061 | \nUNIVERSITY OF LUBECK | \nEU | \n
63584 | \nWOS:000301090100061 | \nCAPITAL MEDICAL UNIVERSITY | \nChina | \n
63586 | \nWOS:000297893800037 | \nUNIVERSIDAD POLITECNICA DE MADRID | \nEU | \n
63587 | \nWOS:000297893800037 | \nBEIJING INSTITUTE OF TECHNOLOGY | \nChina | \n
63589 | \nWOS:000209536100003 | \nBULGARIAN ACADEMY OF SCIENCES | \nEU | \n
40718 rows × 3 columns
\n\n | Publication Type | \nAuthors | \nBook Authors | \nBook Editors | \nBook Group Authors | \nAuthor Full Names | \nBook Author Full Names | \nGroup Authors | \nArticle Title | \nSource Title | \n... | \nWeb of Science Record | \nissn_var | \nissn | \nDomain_English | \nField_English | \nSubField_English | \n2.00 SEQ | \nSource_title | \nsrcid | \nissn_type | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
16979 | \nJ | \nZhang, MS; Huang, J; Cao, Y; Xiong, CH; Mohamm... | \nNaN | \nNaN | \nNaN | \nZhang, Mengshi; Huang, Jian; Cao, Yu; Xiong, C... | \nNaN | \nNaN | \nEcho State Network-Enhanced Super-Twisting Con... | \nIEEE-ASME TRANSACTIONS ON MECHATRONICS | \n... | \n0 | \nissn | \n10834435 | \nApplied Sciences | \nEngineering | \nIndustrial Engineering & Automation | \n27 | \nIEEE/ASME Transactions on Mechatronics | \n19113.0 | \nissn1 | \n
1880 | \nJ | \nZhang, MS; Huang, J; Cao, Y; Xiong, CH; Mohamm... | \nNaN | \nNaN | \nNaN | \nZhang, Mengshi; Huang, Jian; Cao, Yu; Xiong, C... | \nNaN | \nNaN | \nEcho State Network-Enhanced Super-Twisting Con... | \nIEEE-ASME TRANSACTIONS ON MECHATRONICS | \n... | \n0 | \nissn | \n10834435 | \nApplied Sciences | \nEngineering | \nIndustrial Engineering & Automation | \n27 | \nIEEE/ASME Transactions on Mechatronics | \n19113.0 | \nissn1 | \n
2 rows × 81 columns
\n\n | UT (Unique WOS ID) | \nKeywords Plus | \nAuthor Keywords | \nArticle Title | \nAbstract | \n
---|---|---|---|---|---|
0 | \nWOS:000852293800024 | \nCONVOLUTIONAL NEURAL-NETWORK; DEEP LEARNING FR... | \nImaging; Three-dimensional displays; Electroma... | \nArtificial Intelligence: New Frontiers in Real... | \nIn recent years, artificial intelligence (AI) ... | \n
9714 | \nWOS:000540750000002 | \nSTATE-SPACE RECONSTRUCTION; SURFACE AIR-TEMPER... | \nNaN | \nDetecting causality from time series in a mach... | \nDetecting causality from observational data is... | \n
9697 | \nWOS:000600708400002 | \nCOMPRESSIVE STRENGTH; MODELS; ADABOOST.RT; DUC... | \nPlastic hinge length; RC columns; Machine lear... | \nData-Driven Approach to Predict the Plastic Hi... | \nInelastic response of reinforced concrete colu... | \n
9699 | \nWOS:000511965100005 | \nSTRUCTURAL RELIABILITY; FAILURE MODES | \nsystem reliability; jacket platform; beta-unzi... | \nSystem Reliability Analysis of an Offshore Jac... | \nThis study investigates strategies for solving... | \n
9701 | \nWOS:000663142500003 | \nREFLECTED GPS SIGNALS; SOIL-MOISTURE; OCEAN; S... | \nCyclone GNSS (CYGNSS); Sea surface wind speed;... | \nAnalysis of coastal wind speed retrieval from ... | \nThis paper demonstrates the capability and per... | \n
... | \n... | \n... | \n... | \n... | \n... | \n
3066 | \nWOS:000528727500074 | \nLOCAL SEARCH; ALGORITHM; VARIANCE; MODEL | \nsea surface temperature; sea surface temperatu... | \nImproved Particle Swarm Optimization for Sea S... | \nThe Sea Surface Temperature (SST) is one of th... | \n
5097 | \nWOS:000596139400001 | \nINDUSTRY 4.0; MANAGEMENT; RISK; ANALYTICS; CHA... | \nBig data finance; Big data in financial servic... | \nCurrent landscape and influence of big data on... | \nBig data is one of the most recent business an... | \n
11369 | \nWOS:000436774300069 | \nNaN | \nplanetary gear; fault diagnosis; VMD; center f... | \nPlanetary Gear Fault Diagnosis via Feature Ima... | \nPoor working environment leads to frequent fai... | \n
11368 | \nWOS:000846290700001 | \nPARTIAL LEAST-SQUARES; INFRARED-SPECTROSCOPY; ... | \nsoil fertility class; reflectance spectroscopy... | \nHow Well Can Reflectance Spectroscopy Allocate... | \nFertilization decisions depend on the measurem... | \n
11362 | \nWOS:000480527800025 | \nMICROWAVE DIELECTRIC BEHAVIOR; GPS SIGNALS; RE... | \nglobal navigation satellite system (GNSS)-refl... | \nGNSS-R Soil Moisture Retrieval Based on a XGbo... | \nGlobal navigation satellite system (GNSS)-refl... | \n
9889 rows × 5 columns
\n\n | Article Title | \nKeywords Plus | \nAuthor Keywords | \n
---|---|---|---|
23070 | \nStochastic bias of colour-selected BAO tracers... | \nDIGITAL SKY SURVEY; BARYON ACOUSTIC-OSCILLATIO... | \ngalaxies: evolution; galaxies: haloes; galaxie... | \n
30139 | \nA novel integrative approach elucidates fine-s... | \nCHAOTIC GENETIC PATCHINESS; PELAGIC LARVAL DUR... | \nNaN | \n
4538 | \nOptimal Number of Clusters by Measuring Simila... | \nVALIDATION; ALGORITHM; TUTORIAL | \nEvent-related potentials; Optimal number of cl... | \n
34242 | \nAnalyzing the Noise Robustness of Deep Neural ... | \nVISUAL ANALYTICS | \nNeurons; Visualization; Data visualization; Fe... | \n
26727 | \nLearning to Prompt for Open-Vocabulary Object ... | \nNaN | \nNaN | \n
... | \n... | \n... | \n... | \n
3290 | \nResearch on Reverse Skyline Query Algorithm Ba... | \nMAPREDUCE | \nBig Data; Database Management; Database Query;... | \n
45159 | \nUsing Recurrent Neural Network for Intelligent... | \nNaN | \nwater resources; intelligent prediction; water... | \n
21653 | \nOutput-Bounded and RBFNN-Based Position Tracki... | \nIMPEDANCE CONTROL; ROBOT | \nSecurity tele-surgery; RBFNN; bilateral positi... | \n
43983 | \nA Novel 3D Intelligent Cluster Method for Mali... | \nNETWORK INTRUSION DETECTION; DDOS DETECTION; A... | \nAuto encoder; DDos detection; Attack classific... | \n
11880 | \nBlockHammer: Improving Flash Reliability by Ex... | \nMEMORY; PERFORMANCE; RETENTION; ENDURANCE; OPT... | \nReliability; Three-dimensional displays; Error... | \n
100 rows × 3 columns
\n\n | UT (Unique WOS ID) | \nkeyword_all | \n
---|---|---|
1 | \nWOS:000297893800037 | \nADAPTIVE DYNAMIC SURFACE CONTROL | \n
2 | \nWOS:000297893800037 | \nNEURAL COMPENSATOR | \n
3 | \nWOS:000297893800037 | \nBUCK CONVERTER | \n
4 | \nWOS:000297893800037 | \nFINITE-TIME IDENTIFIER | \n
5 | \nWOS:000301090100061 | \nTEMPORAL CONJUNCTION | \n
... | \n... | \n... | \n
99 | \nWOS:000309409400280 | \nSCIENTIFIC DATA CLOUD | \n
100 | \nWOS:000309409400280 | \nVIRTUAL DATASPACES | \n
101 | \nWOS:000309409400280 | \nSEMANTIC INTEGRATION | \n
102 | \nWOS:000309409400280 | \nONTOLOGY | \n
103 | \nWOS:000309409400280 | \nPAY-AS-YOU-GO | \n
100 rows × 2 columns
\n\n | UT (Unique WOS ID) | \nkeyword_all | \n
---|---|---|
0 | \nWOS:000208863600266 | \nANME | \n
1 | \nWOS:000208863600266 | \nPYROSEQUENCING | \n
2 | \nWOS:000208863600266 | \nAOM | \n
3 | \nWOS:000208863600266 | \nCOMMUNITY STRUCTURE | \n
4 | \nWOS:000208863600266 | \nNYEGGA | \n
... | \n... | \n... | \n
99 | \nWOS:000286328200009 | \nNORTH-EAST ASIA | \n
100 | \nWOS:000286328200009 | \nPLEISTOCENE | \n
101 | \nWOS:000286328200009 | \nSAKHALIN ISLAND | \n
102 | \nWOS:000286373200134 | \nNEURAL NETWORKS | \n
103 | \nWOS:000286373200134 | \nFUZZY LOGIC | \n
100 rows × 2 columns
\n\n | UT (Unique WOS ID) | \nkeyword_all | \n
---|---|---|
0 | \nWOS:000297893800037 | \nADAPTIVE DYNAMIC SURFACE CONTROL; NEURAL COMPE... | \n
1 | \nWOS:000301090100061 | \nTEMPORAL CONJUNCTION; CAUDATE NUCLEUS; PREFRON... | \n
2 | \nWOS:000301155300013 | \nAUTOMATIC INCIDENT DETECTION; DATA CLEANSING; ... | \n
3 | \nWOS:000301973200015 | \nTRACHEO-BRONCHIAL; LUNG; INNERVATION; ESOPHAGE... | \n
4 | \nWOS:000302289400006 | \nLINGUISTIC ANNOTATION; ANNOTATION TOOLS; INTER... | \n
\n | UT (Unique WOS ID) | \nkeyword_all | \n
---|---|---|
0 | \nWOS:000208863600266 | \nANME; PYROSEQUENCING; AOM; COMMUNITY STRUCTURE... | \n
1 | \nWOS:000209236900010 | \nACTIVE PERCEPTION; SPARSE CODING; REINFORCEMEN... | \n
2 | \nWOS:000209331600009 | \nSLEEP PATTERN; ELDER-CARE; PRESSURE SENSOR; NA... | \n
3 | \nWOS:000209571700012 | \nPERSONALIZED MEDICINE; COMPLEX NETWORK; CLINIC... | \n
4 | \nWOS:000209810700046 | \nCORROSION CHARACTERIZATION; FEATURE EXTRACTION... | \n
\n | UT (Unique WOS ID) | \nTNSE-X | \nTNSE-Y | \n
---|---|---|---|
0 | \nWOS:000852293800024 | \n42.244614 | \n8.952363 | \n
1 | \nWOS:000540750000002 | \n17.704300 | \n-22.741098 | \n
2 | \nWOS:000600708400002 | \n-23.244829 | \n17.004990 | \n
3 | \nWOS:000511965100005 | \n-17.139648 | \n14.667156 | \n
4 | \nWOS:000663142500003 | \n68.567207 | \n3.378003 | \n
\n | UT (Unique WOS ID) | \nAddress | \nCountry | \nCity | \nCountry_Type | \nInstitution | \n
---|---|---|---|---|---|---|
1 | \nWOS:000208863600266 | \nUniv Bergen, Ctr Geobiol, Dept Biol, N-5020 B... | \nNorway | \nBergen | \nNon-EU associate | \nUniv Bergen | \n
2 | \nWOS:000208863600266 | \nChinese Acad Sci, Guangzhou Inst Geochem, Gua... | \nChina | \nGuangzhou | \nChina | \nChinese Acad Sci | \n
3 | \nWOS:000208863600266 | \nUniv Bergen, Dept Earth Sci, N-5020 Bergen, N... | \nNorway | \nBergen | \nNon-EU associate | \nUniv Bergen | \n
5 | \nWOS:000209236900010 | \nGoethe Univ Frankfurt, Frankfurt Inst Adv Stu... | \nGermany | \nFrankfurt (Oder) | \nEU | \nGoethe Univ Frankfurt | \n
6 | \nWOS:000209236900010 | \nEcole Normale Super Cachan Bretagne, Bruz, Fr... | \nFrance | \nCachan | \nEU | \nEcole Normale Super Cachan Bretagne | \n
\n | UT (Unique WOS ID) | \nCountry | \nCountry_Type | \nauthor_str_id | \n
---|---|---|---|---|
0 | \nWOS:000208863600266 | \nChina | \nChina | \n5dfb4f0408a2cc8b7f36f5516938b62c | \n
1 | \nWOS:000208863600266 | \nNorway | \nNon-EU associate | \nd603b89121a1f279bf03b6f65d1389fa | \n
2 | \nWOS:000208863600266 | \nNorway | \nNon-EU associate | \n2fcb84e544f1558ead61dcf846027b7d | \n
3 | \nWOS:000208863600266 | \nNorway | \nNon-EU associate | \n6550a1d5fbd1b643f4732d40f2ed4d78 | \n
4 | \nWOS:000208863600266 | \nNorway | \nNon-EU associate | \n56485e2bd170d199887af88f3d0a9777 | \n
\n | Publication Type | \nAuthors | \nBook Authors | \nBook Editors | \nBook Group Authors | \nAuthor Full Names | \nBook Author Full Names | \nGroup Authors | \nArticle Title | \nSource Title | \n... | \nX_x | \nY_x | \nX_y | \nY_y | \nkeyword_all | \nDocument | \nvector | \nvector_norm | \nTNSE-X | \nTNSE-Y | \n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \nJ | \nSalucci, M; Arrebola, M; Shan, T; Li, MK | \nNaN | \nNaN | \nNaN | \nSalucci, Marco; Arrebola, Manuel; Shan, Tao; L... | \nNaN | \nNaN | \nArtificial Intelligence: New Frontiers in Real... | \nIEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION | \n... | \n42.244614 | \n8.952363 | \n42.244614 | \n8.952363 | \nIMAGING; THREE-DIMENSIONAL DISPLAYS; ELECTROMA... | \nArtificial Intelligence: New Frontiers in Real... | \n[-1.8670139, -1.6925758, 0.48349068, -0.063790... | \n26.425585 | \n35.139622 | \n-19.611807 | \n
1 | \nJ | \nHuang, Y; Fu, ZT; Franzke, CLE | \nNaN | \nNaN | \nNaN | \nHuang, Yu; Fu, Zuntao; Franzke, Christian L. E. | \nNaN | \nNaN | \nDetecting causality from time series in a mach... | \nCHAOS | \n... | \n17.704300 | \n-22.741098 | \n17.704300 | \n-22.741098 | \nSTATE-SPACE RECONSTRUCTION; SURFACE AIR-TEMPER... | \nDetecting causality from time series in a mach... | \n[-1.7312453, -0.4499114, -0.54250187, 0.690360... | \n28.921623 | \n8.226096 | \n-14.699897 | \n
2 | \nJ | \nFeng, DC; Cetiner, B; Kakavand, MRA; Taciroglu, E | \nNaN | \nNaN | \nNaN | \nFeng, De-Cheng; Cetiner, Barbaros; Kakavand, M... | \nNaN | \nNaN | \nData-Driven Approach to Predict the Plastic Hi... | \nJOURNAL OF STRUCTURAL ENGINEERING | \n... | \n-23.244829 | \n17.004990 | \n-23.244829 | \n17.004990 | \nPLASTIC HINGE LENGTH; RC COLUMNS; MACHINE LEAR... | \nData-Driven Approach to Predict the Plastic Hi... | \n[-2.3378334, -0.424522, -0.82274777, 1.622667,... | \n30.141471 | \n-25.253866 | \n18.617361 | \n
3 | \nJ | \nZhao, YL; Dong, S; Jiang, FY; Soares, CG | \nNaN | \nNaN | \nNaN | \nZhao, Yuliang; Dong, Sheng; Jiang, Fengyuan; G... | \nNaN | \nNaN | \nSystem Reliability Analysis of an Offshore Jac... | \nJOURNAL OF OCEAN UNIVERSITY OF CHINA | \n... | \n-17.139648 | \n14.667156 | \n-17.139648 | \n14.667156 | \nSYSTEM RELIABILITY; JACKET PLATFORM; BETA-UNZI... | \nSystem Reliability Analysis of an Offshore Jac... | \n[-2.4689128, -0.5432684, -0.429855, 0.6932005,... | \n30.455641 | \n-18.432035 | \n17.831568 | \n
4 | \nJ | \nLi, XH; Yang, DK; Yang, JS; Zheng, G; Han, GQ;... | \nNaN | \nNaN | \nNaN | \nLi, Xiaohui; Yang, Dongkai; Yang, Jingsong; Zh... | \nNaN | \nNaN | \nAnalysis of coastal wind speed retrieval from ... | \nREMOTE SENSING OF ENVIRONMENT | \n... | \n68.567207 | \n3.378003 | \n68.567207 | \n3.378003 | \nCYCLONE GNSS ; SEA SURFACE WIND SPEED; COASTAL... | \nAnalysis of coastal wind speed retrieval from ... | \n[-2.2039628, -0.79613304, -0.021788992, 0.7467... | \n26.722992 | \n63.945808 | \n-21.907467 | \n
5 rows × 91 columns
\n\n | UT (Unique WOS ID) | \nCountry | \nCountry_Type | \nauthor_str_id | \n
---|---|---|---|---|
0 | \nWOS:000208863600266 | \nChina | \nChina | \n5dfb4f0408a2cc8b7f36f5516938b62c | \n
6 | \nWOS:000209236900010 | \nChina | \nChina | \nb406b8485c286091a46aca4999f294d3 | \n
7 | \nWOS:000209236900010 | \nChina | \nChina | \nabf37b879540b7c2eeb86787a467de29 | \n
8 | \nWOS:000209236900010 | \nFrance | \nEU | \n2c559a54c654ab6dbc23d20ae82a0501 | \n
10 | \nWOS:000209236900010 | \nGermany | \nEU | \n2c559a54c654ab6dbc23d20ae82a0501 | \n
... | \n... | \n... | \n... | \n... | \n
321236 | \nWOS:000953367000001 | \nChina | \nChina | \n99ef5c82ba66e07f9aa2d3f9fc7c45f7 | \n
321237 | \nWOS:000953367000001 | \nChina | \nChina | \nd013bf53d094540f90db9224b3eb9922 | \n
321238 | \nWOS:000953367000001 | \nChina | \nChina | \n702962f6fe47bac08520ae556a8e0e02 | \n
321239 | \nWOS:000953367000001 | \nChina | \nChina | \n99ef5c82ba66e07f9aa2d3f9fc7c45f7 | \n
321241 | \nWOS:000953367000001 | \nUnited Kingdom | \nNon-EU associate | \n9cc42be570a5464bca0ea4b6b39d0271 | \n
277884 rows × 4 columns
\n\n | UT (Unique WOS ID) | \nCountry | \nCountry_Type | \nauthor_str_id | \n
---|---|---|---|---|
0 | \nWOS:000208863600266 | \nChina | \nChina | \n5dfb4f0408a2cc8b7f36f5516938b62c | \n
299168 | \nWOS:000840488600001 | \nChina | \nChina | \n3462304c908993a828cdd0ff91ea4aaa | \n
299169 | \nWOS:000840488600001 | \nChina | \nChina | \n68ab59c442eb882af13a8273439cf840 | \n
101376 | \nWOS:000434663200012 | \nChina | \nChina | \n304c36b8b677f41a489894dc66a8461c | \n
101374 | \nWOS:000434663200012 | \nChina | \nChina | \nc04795fe195dcadb58bed5c81125ea35 | \n
\n | UT (Unique WOS ID) | \nAddress | \nCountry | \nCity | \nCountry_Type | \nInstitution | \n
---|---|---|---|---|---|---|
1 | \nWOS:000209536100003 | \nBGI HK Ltd, GigaSci, Tai Po, Hong Kong, Peopl... | \nChina | \nHong Kong | \nChina | \nBGI HK Ltd | \n
2 | \nWOS:000209536100003 | \nNat Hist Museum, London SW7 5BD, England; | \nUnited Kingdom | \nLondon | \nOther | \nNat Hist Museum | \n
3 | \nWOS:000209536100003 | \nPensoft Publishers, Sofia, Bulgaria; | \nBulgaria | \nSofia | \nEU | \nPensoft Publishers | \n
4 | \nWOS:000209536100003 | \nNat Hist Museum, Natl Museum, Sofia, Bulgaria; | \nBulgaria | \nSofia | \nEU | \nNat Hist Museum | \n
5 | \nWOS:000209536100003 | \nBulgarian Acad Sci, Inst Biodivers & Ecosyst ... | \nBulgaria | \nRees | \nEU | \nBulgarian Acad Sci | \n
\n | UT (Unique WOS ID) | \nCountry | \nCountry_Type | \nAuthor_name | \nauthor_str_id | \n
---|---|---|---|---|---|
0 | \nWOS:000209536100003 | \nBulgaria | \nEU | \nStoev, Pavel | \nstoevpavel | \n
1 | \nWOS:000209536100003 | \nBulgaria | \nEU | \nPenev, Lyubomir | \npenevlyubomir | \n
2 | \nWOS:000209536100003 | \nBulgaria | \nEU | \nStoev, Pavel | \nstoevpavel | \n
3 | \nWOS:000209536100003 | \nBulgaria | \nEU | \nPenev, Lyubomir | \npenevlyubomir | \n
4 | \nWOS:000209536100003 | \nChina | \nChina | \nEdmunds, Scott C. | \nedmundsscottc | \n
... | \n... | \n... | \n... | \n... | \n... | \n
173441 | \nWOS:000947693400001 | \nChina | \nChina | \nPeng, Sihua | \npengsihua | \n
173442 | \nWOS:000947693400001 | \nChina | \nChina | \nShen, Zhehan | \nshenzhehan | \n
173443 | \nWOS:000947693400001 | \nChina | \nChina | \nShen, Zhehan | \nshenzhehan | \n
173444 | \nWOS:000947693400001 | \nChina | \nChina | \nLiu, Taigang | \nliutaigang | \n
173445 | \nWOS:000947693400001 | \nSpain | \nEU | \nJiang, Linhua | \njianglinhua | \n
173446 rows × 5 columns
\n\n | UT (Unique WOS ID) | \nAffiliations | \nAffiliations_merged | \n
---|
\n | UT (Unique WOS ID) | \nAffiliations | \nAffiliations_merged | \nAddress | \nCountry | \nCity | \nCountry_Type | \nInstitution | \nlevehnstein | \n
---|---|---|---|---|---|---|---|---|---|
0 | \nWOS:000209536100003 | \nNATURAL HISTORY MUSEUM LONDON | \nNATURAL HISTORY MUSEUM LONDON | \nBGI HK Ltd, GigaSci, Tai Po, Hong Kong, Peopl... | \nChina | \nHong Kong | \nChina | \nBGI HK LTD | \n24 | \n
1 | \nWOS:000209536100003 | \nNATURAL HISTORY MUSEUM LONDON | \nNATURAL HISTORY MUSEUM LONDON | \nNat Hist Museum, London SW7 5BD, England; | \nUnited Kingdom | \nLondon | \nOther | \nNAT HIST MUSEUM | \n14 | \n
2 | \nWOS:000209536100003 | \nNATURAL HISTORY MUSEUM LONDON | \nNATURAL HISTORY MUSEUM LONDON | \nPensoft Publishers, Sofia, Bulgaria; | \nBulgaria | \nSofia | \nEU | \nPENSOFT PUBLISHERS | \n25 | \n
3 | \nWOS:000209536100003 | \nNATURAL HISTORY MUSEUM LONDON | \nNATURAL HISTORY MUSEUM LONDON | \nNat Hist Museum, Natl Museum, Sofia, Bulgaria; | \nBulgaria | \nSofia | \nEU | \nNAT HIST MUSEUM | \n14 | \n
4 | \nWOS:000209536100003 | \nNATURAL HISTORY MUSEUM LONDON | \nNATURAL HISTORY MUSEUM LONDON | \nBulgarian Acad Sci, Inst Biodivers & Ecosyst ... | \nBulgaria | \nRees | \nEU | \nBULGARIAN ACAD SCI | \n25 | \n
\n | UT (Unique WOS ID) | \nAffiliations | \nAffiliations_merged | \nAddress | \nCountry | \nCity | \nCountry_Type | \nInstitution | \nlevehnstein | \ntoken_overlap | \n
---|---|---|---|---|---|---|---|---|---|---|
0 | \nWOS:000209536100003 | \nNATURAL HISTORY MUSEUM LONDON | \nNATURAL HISTORY MUSEUM LONDON | \nBGI HK Ltd, GigaSci, Tai Po, Hong Kong, Peopl... | \nChina | \nHong Kong | \nChina | \nBGI HK LTD | \n24 | \n16 | \n
1 | \nWOS:000209536100003 | \nNATURAL HISTORY MUSEUM LONDON | \nNATURAL HISTORY MUSEUM LONDON | \nNat Hist Museum, London SW7 5BD, England; | \nUnited Kingdom | \nLondon | \nOther | \nNAT HIST MUSEUM | \n14 | \n7 | \n
2 | \nWOS:000209536100003 | \nNATURAL HISTORY MUSEUM LONDON | \nNATURAL HISTORY MUSEUM LONDON | \nPensoft Publishers, Sofia, Bulgaria; | \nBulgaria | \nSofia | \nEU | \nPENSOFT PUBLISHERS | \n25 | \n12 | \n
3 | \nWOS:000209536100003 | \nNATURAL HISTORY MUSEUM LONDON | \nNATURAL HISTORY MUSEUM LONDON | \nNat Hist Museum, Natl Museum, Sofia, Bulgaria; | \nBulgaria | \nSofia | \nEU | \nNAT HIST MUSEUM | \n14 | \n7 | \n
4 | \nWOS:000209536100003 | \nNATURAL HISTORY MUSEUM LONDON | \nNATURAL HISTORY MUSEUM LONDON | \nBulgarian Acad Sci, Inst Biodivers & Ecosyst ... | \nBulgaria | \nRees | \nEU | \nBULGARIAN ACAD SCI | \n25 | \n17 | \n
\n | UT (Unique WOS ID) | \nAffiliations | \nAffiliations_merged | \nAddress | \nCountry | \nCity | \nCountry_Type | \nInstitution | \nlevehnstein | \ntoken_overlap | \n
---|---|---|---|---|---|---|---|---|---|---|
2430154 | \nWOS:000947693400001 | \nUNIVERSITAT POLITECNICA DE VALENCIA | \nUNIVERSITAT POLITECNICA DE VALENCIA | \nUniv Politecn Valencia, European Inst Innovat... | \nSpain | \nValencia | \nEU | \nUNIV POLITECN VALENCIA | \n13 | \n7 | \n
2430132 | \nWOS:000947693400001 | \nSHANGHAITECH UNIVERSITY | \nSHANGHAITECH UNIVERSITY | \nShanghaiTech Univ, Shanghai Inst Adv Immunoch... | \nChina | \nShanghai | \nChina | \nSHANGHAITECH UNIV | \n6 | \n6 | \n
2430139 | \nWOS:000947693400001 | \nSHANGHAI OCEAN UNIVERSITY | \nSHANGHAI UNIVERSITY | \nShanghai Ocean Univ, Coll Fisheries & Life Sc... | \nChina | \nShanghai | \nChina | \nSHANGHAI OCEAN UNIV | \n6 | \n5 | \n
2430146 | \nWOS:000947693400001 | \nSHANGHAI JIAO TONG UNIVERSITY | \nSHANGHAI UNIVERSITY | \nShanghai Jiao Tong Univ, Ruijin Hosp, Sch Med... | \nChina | \nMeda | \nChina | \nSHANGHAI JIAO TONG UNIV | \n6 | \n4 | \n
2430125 | \nWOS:000947693400001 | \nHUZHOU UNIVERSITY | \nHUZHOU UNIVERSITY | \nHuzhou Univ, Sch Informat Engn, Huzhou 313000... | \nChina | \nHuzhou | \nChina | \nHUZHOU UNIV | \n6 | \n5 | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
43 | \nWOS:000301090100061 | \nBIRKBECK UNIVERSITY LONDON | \nBIRKBECK UNIVERSITY LONDON | \nBirkbeck Coll London, Sch Psychol, London, En... | \nUnited Kingdom | \nLondon | \nOther | \nBIRKBECK COLL LONDON | \n10 | \n5 | \n
13 | \nWOS:000297893800037 | \nUNIVERSIDAD POLITECNICA DE MADRID | \nUNIVERSIDAD POLITECNICA DE MADRID | \nUPM, Ctr Elect Ind, Madrid 28006, Spain | \nSpain | \nMadrid | \nEU | \nUPM | \n30 | \n3 | \n
11 | \nWOS:000297893800037 | \nBEIJING INSTITUTE OF TECHNOLOGY | \nBEIJING INSTITUTE OF TECHNOLOGY | \nUPM, Ctr Elect Ind, Madrid 28006, Spain | \nSpain | \nMadrid | \nEU | \nUPM | \n30 | \n3 | \n
1 | \nWOS:000209536100003 | \nNATURAL HISTORY MUSEUM LONDON | \nNATURAL HISTORY MUSEUM LONDON | \nNat Hist Museum, London SW7 5BD, England; | \nUnited Kingdom | \nLondon | \nOther | \nNAT HIST MUSEUM | \n14 | \n7 | \n
9 | \nWOS:000209536100003 | \nBULGARIAN ACADEMY OF SCIENCES | \nBULGARIAN ACADEMY OF SCIENCES | \nBulgarian Acad Sci, Inst Biodivers & Ecosyst ... | \nBulgaria | \nRees | \nEU | \nBULGARIAN ACAD SCI | \n11 | \n6 | \n
63590 rows × 10 columns
\n\n | Affiliations | \nInstitution (short name from address) | \nCountry_candidate | \nCity_candidate | \nCountry_type_candidate | \n
---|---|---|---|---|---|
0 | \n(ADVENTHEALTH) CENTRAL FLORIDA DIVISION | \nCHARITE | \nCanada | \nBerlin | \nEU | \n
1 | \n1 DECEMBRIE 1918 UNIVERSITY ALBA IULIA | \n1 DECEMBRIE 1918 UNIV ALBA IULIA | \nRomania | \nAlba Iulia | \nEU | \n
2 | \nA*STAR - BIOINFORMATICS INSTITUTE (BII) | \nASTAR | \nChina | \nJinan | \nChina | \n
3 | \nA*STAR - GENOME INSTITUTE OF SINGAPORE (GIS) | \nAGCY SCI TECHNOL & RES | \nDenmark | \nCopenhagen | \nEU | \n
4 | \nA*STAR - INSTITUTE FOR INFOCOMM RESEARCH (I2R) | \nASTAR | \nSingapore | \nRees | \nOther | \n
... | \n... | \n... | \n... | \n... | \n... | \n
4795 | \nZTE | \nZTE CORP | \nChina | \nShenzhen | \nChina | \n
4796 | \nZUNYI MEDICAL UNIVERSITY | \nJINAN UNIV | \nChina | \nBethesda | \nChina | \n
4797 | \nZURICH CENTER INTEGRATIVE HUMAN PHYSIOLOGY (ZIHP) | \nNATL CTR EXCELLENCE YOUTH MENTAL HLTH | \nSwitzerland | \nZürich | \nOther | \n
4798 | \nZURICH UNIVERSITY OF APPLIED SCIENCES | \nIRD | \nFrance | \nCary | \nOther | \n
4799 | \nZUSE INSTITUTE BERLIN | \nZUSE INST BERLIN | \nGermany | \nBerlin | \nEU | \n
4800 rows × 5 columns
\n\n | Affiliations | \nInstitution | \nlevehnstein | \n
---|---|---|---|
1873185 | \n(ADVENTHEALTH) CENTRAL FLORIDA DIVISION | \nST JOSEPHS HLTH CARE LONDON | \n28 | \n
1873299 | \n(ADVENTHEALTH) CENTRAL FLORIDA DIVISION | \nATHENS NAVAL & VET HOSP | \n28 | \n
1873346 | \n(ADVENTHEALTH) CENTRAL FLORIDA DIVISION | \nASST VALCAMONICA OSPED ESINE | \n28 | \n
1873394 | \n(ADVENTHEALTH) CENTRAL FLORIDA DIVISION | \nASST VALTELLINA & ALTO LARIO | \n28 | \n
1873170 | \n(ADVENTHEALTH) CENTRAL FLORIDA DIVISION | \nFUNDACAO CTR MED CAMPINAS | \n29 | \n
... | \n... | \n... | \n... | \n
715405 | \nZUSE INSTITUTE BERLIN | \nCARL VON OSSIETZKY UNIV OLDENBURG | \n25 | \n
1548143 | \nZUSE INSTITUTE BERLIN | \nCHONGQING UNIV POSTS & TELECOMMUN | \n26 | \n
715403 | \nZUSE INSTITUTE BERLIN | \nGERMAN CTR NEURODEGENRAT DIS DZNE | \n27 | \n
1548154 | \nZUSE INSTITUTE BERLIN | \nUNIV KLINIKUM SCHLESWIG HOLSTEIN KIEL | \n30 | \n
715409 | \nZUSE INSTITUTE BERLIN | \nINESC TEC INST ENGN SISTEMAS & COMP TECNOL & CIEN | \n35 | \n
773544 rows × 3 columns
\n\n | Affiliations | \nInstitution | \nlevehnstein | \n
---|---|---|---|
1873185 | \n(ADVENTHEALTH) CENTRAL FLORIDA DIVISION | \nST JOSEPHS HLTH CARE LONDON | \n28 | \n
1939932 | \n1 DECEMBRIE 1918 UNIVERSITY ALBA IULIA | \n1 DECEMBRIE 1918 UNIV ALBA IULIA | \n6 | \n
933680 | \nA*STAR - BIOINFORMATICS INSTITUTE (BII) | \nSHANDONG NORMAL UNIV | \n29 | \n
2257766 | \nA*STAR - GENOME INSTITUTE OF SINGAPORE (GIS) | \nAGCY SCI TECHNOL & RES | \n34 | \n
2364292 | \nA*STAR - INSTITUTE FOR INFOCOMM RESEARCH (I2R) | \nINST INFOCOMM RES I2R | \n25 | \n
... | \n... | \n... | \n... | \n
1523750 | \nZTE | \nZTE CORP | \n5 | \n
2032613 | \nZUNYI MEDICAL UNIVERSITY | \nZUNYI MED UNIV | \n10 | \n
476604 | \nZURICH CENTER INTEGRATIVE HUMAN PHYSIOLOGY (ZIHP) | \nSWISS FED INST TECHNOL ZURICH | \n36 | \n
975211 | \nZURICH UNIVERSITY OF APPLIED SCIENCES | \nZURICH UNIV APPL SCI ZHAW | \n17 | \n
715406 | \nZUSE INSTITUTE BERLIN | \nZUSE INST BERLIN | \n5 | \n
4884 rows × 3 columns
\n\n | UT (Unique WOS ID) | \nAffiliations | \nAffiliations_merged | \nAddress | \nCountry | \nCity | \nCountry_Type | \nInstitution | \nlevehnstein | \n
---|---|---|---|---|---|---|---|---|---|
136998 | \nWOS:000321029900001 | \nAGENCY FOR SCIENCE TECHNOLOGY & RESEARCH (A*STAR) | \nAGENCY FOR SCIENCE TECHNOLOGY & RESEARCH A*STAR | \nUniv Oulu, Ctr Machine Vis Res, SF-90100 Oulu... | \nFinland | \nOulu | \nEU | \nUNIV OULU | \n45 | \n
136999 | \nWOS:000321029900001 | \nAGENCY FOR SCIENCE TECHNOLOGY & RESEARCH (A*STAR) | \nAGENCY FOR SCIENCE TECHNOLOGY & RESEARCH A*STAR | \nUniv Calif Santa Barbara, Dept Comp Sci, Sant... | \nUnited States | \nSanta Barbara | \nOther | \nUNIV CALIF SANTA BARBARA | \n37 | \n
137000 | \nWOS:000321029900001 | \nAGENCY FOR SCIENCE TECHNOLOGY & RESEARCH (A*STAR) | \nAGENCY FOR SCIENCE TECHNOLOGY & RESEARCH A*STAR | \nChinese Acad Sci, NLPR, Inst Automat, Beijing... | \nChina | \nBeijing | \nChina | \nCHINESE ACAD SCI | \n40 | \n
137001 | \nWOS:000321029900001 | \nAGENCY FOR SCIENCE TECHNOLOGY & RESEARCH (A*STAR) | \nAGENCY FOR SCIENCE TECHNOLOGY & RESEARCH A*STAR | \nNatl Univ Singapore, Bioinformat Inst, A STAR... | \nSingapore | \nSingapore | \nOther | \nNATL UNIV SINGAPORE | \n41 | \n
137002 | \nWOS:000321029900001 | \nA*STAR - BIOINFORMATICS INSTITUTE (BII) | \nA*STAR - BIOINFORMATICS INSTITUTE BII | \nUniv Oulu, Ctr Machine Vis Res, SF-90100 Oulu... | \nFinland | \nOulu | \nEU | \nUNIV OULU | \n35 | \n
... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n... | \n
2426115 | \nWOS:000934156000001 | \nA*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI... | \nA*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI... | \nChinese Acad Sci, Ningbo Inst Mat Technol & E... | \nChina | \nBeijing | \nChina | \nCHINESE ACAD SCI | \n47 | \n
2426116 | \nWOS:000934156000001 | \nA*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI... | \nA*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI... | \nUniv N Carolina, Dept Radiol, Chapel Hill, NC... | \nUnited States | \nCarolina | \nOther | \nUNIV N CAROLINA | \n47 | \n
2426117 | \nWOS:000934156000001 | \nA*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI... | \nA*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI... | \nUniv Cambridge, DAMTP, Cambridge CB2 1TN, Eng... | \nUnited Kingdom | \nCambridge | \nOther | \nUNIV CAMBRIDGE | \n48 | \n
2426118 | \nWOS:000934156000001 | \nA*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI... | \nA*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI... | \nUniv Leeds, Computat Med & Royal Acad, Leeds ... | \nUnited Kingdom | \nLeeds | \nOther | \nUNIV LEEDS | \n50 | \n
2426119 | \nWOS:000934156000001 | \nA*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI... | \nA*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI... | \nKatholieke Univ Leuven, B-3000 Leuven, Belgium | \nBelgium | \nLeuven | \nEU | \nKATHOLIEKE UNIV LEUVEN | \n45 | \n
711 rows × 9 columns
\n\n", - " | UT (Unique WOS ID) | \n", - "Affiliations | \n", - "Affiliations_merged | \n", - "Address | \n", - "Country | \n", - "City | \n", - "Country_Type | \n", - "Institution | \n", - "levehnstein | \n", - "
---|---|---|---|---|---|---|---|---|---|
2430154 | \n", - "WOS:000947693400001 | \n", - "UNIVERSITAT POLITECNICA DE VALENCIA | \n", - "UNIVERSITAT POLITECNICA DE VALENCIA | \n", - "Univ Politecn Valencia, European Inst Innovat... | \n", - "Spain | \n", - "Valencia | \n", - "EU | \n", - "UNIV POLITECN VALENCIA | \n", - "13 | \n", - "
2430132 | \n", - "WOS:000947693400001 | \n", - "SHANGHAITECH UNIVERSITY | \n", - "SHANGHAITECH UNIVERSITY | \n", - "ShanghaiTech Univ, Shanghai Inst Adv Immunoch... | \n", - "China | \n", - "Shanghai | \n", - "China | \n", - "SHANGHAITECH UNIV | \n", - "6 | \n", - "
2430139 | \n", - "WOS:000947693400001 | \n", - "SHANGHAI OCEAN UNIVERSITY | \n", - "SHANGHAI UNIVERSITY | \n", - "Shanghai Ocean Univ, Coll Fisheries & Life Sc... | \n", - "China | \n", - "Shanghai | \n", - "China | \n", - "SHANGHAI OCEAN UNIV | \n", - "6 | \n", - "
2430146 | \n", - "WOS:000947693400001 | \n", - "SHANGHAI JIAO TONG UNIVERSITY | \n", - "SHANGHAI UNIVERSITY | \n", - "Shanghai Jiao Tong Univ, Ruijin Hosp, Sch Med... | \n", - "China | \n", - "Meda | \n", - "China | \n", - "SHANGHAI JIAO TONG UNIV | \n", - "6 | \n", - "
2430125 | \n", - "WOS:000947693400001 | \n", - "HUZHOU UNIVERSITY | \n", - "HUZHOU UNIVERSITY | \n", - "Huzhou Univ, Sch Informat Engn, Huzhou 313000... | \n", - "China | \n", - "Huzhou | \n", - "China | \n", - "HUZHOU UNIV | \n", - "6 | \n", - "
2430113 | \n", - "WOS:000946746700001 | \n", - "SUZHOU UNIVERSITY OF SCIENCE & TECHNOLOGY | \n", - "SUZHOU UNIVERSITY OF SCIENCE & TECHNOLOGY | \n", - "Suzhou Univ Sci & Technol, Sch Elect & Inform... | \n", - "China | \n", - "Suzhou | \n", - "China | \n", - "SUZHOU UNIV SCI & TECHNOL | \n", - "16 | \n", - "
2430118 | \n", - "WOS:000946746700001 | \n", - "POLYTECHNIC UNIVERSITY OF MILAN | \n", - "UNIVERSITY OF MILAN | \n", - "Politecn Milan, Dept Mech Engn, Milan, Italy; | \n", - "Italy | \n", - "Milano | \n", - "EU | \n", - "POLITECN MILAN | \n", - "18 | \n", - "
2430123 | \n", - "WOS:000946746700001 | \n", - "HONG KONG POLYTECHNIC UNIVERSITY | \n", - "HONG KONG POLYTECHNIC UNIVERSITY | \n", - "Hong Kong Polytech Univ, Dept Comp, Hong Kong... | \n", - "China | \n", - "Hong Kong | \n", - "China | \n", - "HONG KONG POLYTECH UNIV | \n", - "9 | \n", - "
2430111 | \n", - "WOS:000945297300001 | \n", - "UNIVERSITY OF PANNONIA | \n", - "UNIVERSITY OF PANNONIA | \n", - "Univ Pannonia, Dept Elect Engn & Informat Sys... | \n", - "Hungary | \n", - "Veszprém | \n", - "EU | \n", - "UNIV PANNONIA | \n", - "9 | \n", - "
2430107 | \n", - "WOS:000945297300001 | \n", - "SHENYANG UNIVERSITY OF TECHNOLOGY | \n", - "SHENYANG UNIVERSITY | \n", - "Shenyang Univ Technol, Sch Elect Engn, Dept B... | \n", - "China | \n", - "Shenyang | \n", - "China | \n", - "SHENYANG UNIV TECHNOL | \n", - "12 | \n", - "
\n", - " | Publication Type | \n", - "Authors | \n", - "Book Authors | \n", - "Book Editors | \n", - "Book Group Authors | \n", - "Author Full Names | \n", - "Book Author Full Names | \n", - "Group Authors | \n", - "Article Title | \n", - "Source Title | \n", - "... | \n", - "Web of Science Record | \n", - "issn_var | \n", - "issn | \n", - "Domain_English | \n", - "Field_English | \n", - "SubField_English | \n", - "2.00 SEQ | \n", - "Source_title | \n", - "srcid | \n", - "issn_type | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", - "J | \n", - "Salucci, M; Arrebola, M; Shan, T; Li, MK | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Salucci, Marco; Arrebola, Manuel; Shan, Tao; L... | \n", - "NaN | \n", - "NaN | \n", - "Artificial Intelligence: New Frontiers in Real... | \n", - "IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION | \n", - "... | \n", - "0 | \n", - "issn | \n", - "0018926x | \n", - "Applied Sciences | \n", - "Information & Communication Technologies | \n", - "Networking & Telecommunications | \n", - "37 | \n", - "IEEE Transactions on Antennas and Propagation | \n", - "1.733700e+04 | \n", - "issn1 | \n", - "
9714 | \n", - "J | \n", - "Huang, Y; Fu, ZT; Franzke, CLE | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Huang, Yu; Fu, Zuntao; Franzke, Christian L. E. | \n", - "NaN | \n", - "NaN | \n", - "Detecting causality from time series in a mach... | \n", - "CHAOS | \n", - "... | \n", - "0 | \n", - "issn | \n", - "10541500 | \n", - "Natural Sciences | \n", - "Physics & Astronomy | \n", - "Fluids & Plasmas | \n", - "170 | \n", - "Chaos | \n", - "2.743000e+04 | \n", - "issn2 | \n", - "
9697 | \n", - "J | \n", - "Feng, DC; Cetiner, B; Kakavand, MRA; Taciroglu, E | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Feng, De-Cheng; Cetiner, Barbaros; Kakavand, M... | \n", - "NaN | \n", - "NaN | \n", - "Data-Driven Approach to Predict the Plastic Hi... | \n", - "JOURNAL OF STRUCTURAL ENGINEERING | \n", - "... | \n", - "0 | \n", - "issn | \n", - "07339445 | \n", - "Applied Sciences | \n", - "Engineering | \n", - "Civil Engineering | \n", - "23 | \n", - "Journal of Structural Engineering (United States) | \n", - "1.630500e+04 | \n", - "issn1 | \n", - "
9699 | \n", - "J | \n", - "Zhao, YL; Dong, S; Jiang, FY; Soares, CG | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Zhao, Yuliang; Dong, Sheng; Jiang, Fengyuan; G... | \n", - "NaN | \n", - "NaN | \n", - "System Reliability Analysis of an Offshore Jac... | \n", - "JOURNAL OF OCEAN UNIVERSITY OF CHINA | \n", - "... | \n", - "0 | \n", - "issn | \n", - "16725182 | \n", - "Applied Sciences | \n", - "Agriculture, Fisheries & Forestry | \n", - "Fisheries | \n", - "3 | \n", - "Journal of Ocean University of China | \n", - "6.100153e+09 | \n", - "issn2 | \n", - "
9701 | \n", - "J | \n", - "Li, XH; Yang, DK; Yang, JS; Zheng, G; Han, GQ;... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Li, Xiaohui; Yang, Dongkai; Yang, Jingsong; Zh... | \n", - "NaN | \n", - "NaN | \n", - "Analysis of coastal wind speed retrieval from ... | \n", - "REMOTE SENSING OF ENVIRONMENT | \n", - "... | \n", - "0 | \n", - "issn | \n", - "00344257 | \n", - "Applied Sciences | \n", - "Engineering | \n", - "Geological & Geomatics Engineering | \n", - "26 | \n", - "Remote Sensing of Environment | \n", - "1.250300e+04 | \n", - "issn1 | \n", - "
... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
3066 | \n", - "J | \n", - "He, Q; Zha, C; Song, W; Hao, ZZ; Du, YL; Liott... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "He, Qi; Zha, Cheng; Song, Wei; Hao, Zengzhou; ... | \n", - "NaN | \n", - "NaN | \n", - "Improved Particle Swarm Optimization for Sea S... | \n", - "ENERGIES | \n", - "... | \n", - "0 | \n", - "eissn | \n", - "19961073 | \n", - "Applied Sciences | \n", - "Enabling & Strategic Technologies | \n", - "Energy | \n", - "14 | \n", - "Energies | \n", - "6.293200e+04 | \n", - "issn1 | \n", - "
5097 | \n", - "J | \n", - "Hasan, MM; Popp, J; Olah, J | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Hasan, Md Morshadul; Popp, Jozsef; Olah, Judit | \n", - "NaN | \n", - "NaN | \n", - "Current landscape and influence of big data on... | \n", - "JOURNAL OF BIG DATA | \n", - "... | \n", - "0 | \n", - "eissn | \n", - "21961115 | \n", - "Applied Sciences | \n", - "Information & Communication Technologies | \n", - "Artificial Intelligence & Image Processing | \n", - "31 | \n", - "Journal of Big Data | \n", - "2.110079e+10 | \n", - "issn1 | \n", - "
11369 | \n", - "J | \n", - "Li, Y; Cheng, G; Pang, YS; Kuai, M | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Li, Yong; Cheng, Gang; Pang, Yusong; Kuai, Moshen | \n", - "NaN | \n", - "NaN | \n", - "Planetary Gear Fault Diagnosis via Feature Ima... | \n", - "SENSORS | \n", - "... | \n", - "0 | \n", - "eissn | \n", - "14248220 | \n", - "Natural Sciences | \n", - "Chemistry | \n", - "Analytical Chemistry | \n", - "149 | \n", - "Sensors (Switzerland) | \n", - "1.301240e+05 | \n", - "issn1 | \n", - "
11368 | \n", - "J | \n", - "Zeng, R; Rossiter, DG; Zhang, JP; Cai, K; Gao,... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Zeng, Rong; Rossiter, David G.; Zhang, Jiapeng... | \n", - "NaN | \n", - "NaN | \n", - "How Well Can Reflectance Spectroscopy Allocate... | \n", - "AGRONOMY-BASEL | \n", - "... | \n", - "0 | \n", - "eissn | \n", - "20734395 | \n", - "Natural Sciences | \n", - "Biology | \n", - "Plant Biology & Botany | \n", - "147 | \n", - "Agronomy | \n", - "2.110045e+10 | \n", - "issn1 | \n", - "
11362 | \n", - "J | \n", - "Jia, Y; Jin, SG; Savi, P; Gao, Y; Tang, J; Che... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Jia, Yan; Jin, Shuanggen; Savi, Patrizia; Gao,... | \n", - "NaN | \n", - "NaN | \n", - "GNSS-R Soil Moisture Retrieval Based on a XGbo... | \n", - "REMOTE SENSING | \n", - "... | \n", - "0 | \n", - "eissn | \n", - "20724292 | \n", - "Applied Sciences | \n", - "Engineering | \n", - "Geological & Geomatics Engineering | \n", - "26 | \n", - "Remote Sensing | \n", - "8.643000e+04 | \n", - "issn1 | \n", - "
8592 rows × 81 columns
\n", - "\n", - " | Domain_English | \n", - "UT (Unique WOS ID) | \n", - "
---|---|---|
0 | \n", - "Applied Sciences | \n", - "5379 | \n", - "
5 | \n", - "Natural Sciences | \n", - "1649 | \n", - "
3 | \n", - "Health Sciences | \n", - "1106 | \n", - "
2 | \n", - "Economic & Social Sciences | \n", - "289 | \n", - "
4 | \n", - "Miscellaneous | \n", - "156 | \n", - "
1 | \n", - "Arts & Humanities | \n", - "13 | \n", - "