{ "cells": [ { "cell_type": "code", "execution_count": 38, "id": "5826c803", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "pd.set_option('display.max_rows', 500)\n", "pd.set_option('display.max_columns', None)\n", "pd.set_option('display.max_colwidth', None)\n", "from bs4 import BeautifulSoup\n", "import re" ] }, { "cell_type": "markdown", "id": "c0392f05", "metadata": {}, "source": [ "## Data collection and processing\n", "\n", "For the statistics of DOI collection, refere to the notebook of `03-inspection-of-dois-of-vispubdata-only-j-and-c.ipynb`." ] }, { "cell_type": "markdown", "id": "62e9b349", "metadata": {}, "source": [ "### IEEEXplore portion of the merged author dataset\n", "\n", "To see how many authors missed affiliation information in the IEEEXplore portion of the merged author dataset (after merging with DBLP), see Line 43 in `09-check-whether-i-have-manually-filled-in-missing-info.ipynb`." ] }, { "cell_type": "markdown", "id": "40cacd70", "metadata": {}, "source": [ "### Where I filled in the missing info with OpenAlex data. " ] }, { "cell_type": "markdown", "id": "6f22e3bb", "metadata": {}, "source": [ "I said in the paper that after manually adding information, 66 authors still missed affiliation info where I got the info from OpenAlex. That is correct. What I actually did was that I tried to manually add information for the 181 authors who miss aff info. After I thought I've had done enough, I checked and found 86 authors still missed aff. I found that 66 of them had complete info from OpenAlex. After validating and correcting OpenAlex data, I filled the missing info with OpenAlex data. After this procedure, 20 authors still missed affiliation info. I had to manually fill it. \n", "\n", "That is to say, I am correct to say that \"after manually adding information, 66 authors still missed affiliation info where I got the info from OpenAlex\"." ] }, { "cell_type": "code", "execution_count": 18, "id": "5745f7e2", "metadata": {}, "outputs": [], "source": [ "df_ieee = pd.read_csv('../data/interim/ieee_author_df.csv')" ] }, { "cell_type": "code", "execution_count": 19, "id": "4c86b529", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(12423, 9)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# total number of authors in ieee before any manipulation/merging\n", "df_ieee.shape" ] }, { "cell_type": "markdown", "id": "e88c1226", "metadata": {}, "source": [ "## IEEE Authors with more than one affiliation" ] }, { "cell_type": "code", "execution_count": 20, "id": "ab798d26", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(167, 9)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# without one affiliation info\n", "df_ieee[df_ieee['One Affiliation'].isnull()].shape" ] }, { "cell_type": "code", "execution_count": 21, "id": "301ffb4d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(337, 9)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# had more than one aff\n", "df_ieee[(df_ieee['One Affiliation'].notnull()) & (df_ieee['One Affiliation'] != True)].shape" ] }, { "cell_type": "code", "execution_count": 22, "id": "1a287994", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.02712710295419786" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_ieee[(df_ieee['One Affiliation'].notnull()) & (df_ieee['One Affiliation'] != True)].shape[0] / df_ieee.shape[0]" ] }, { "cell_type": "markdown", "id": "7077c86a", "metadata": {}, "source": [ "## Ieee authors missing affiliations info" ] }, { "cell_type": "code", "execution_count": 23, "id": "87b75207", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(167, 9)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_ieee[df_ieee['Author Affiliation'].isnull()].shape" ] }, { "cell_type": "code", "execution_count": 24, "id": "2a3c7fba", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9865571923045963" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_ieee[df_ieee['Author Affiliation'].notnull()].shape[0]/df_ieee.shape[0]" ] }, { "cell_type": "markdown", "id": "aac27a8d", "metadata": {}, "source": [ "## Merged author" ] }, { "cell_type": "code", "execution_count": 25, "id": "45eb1ac4", "metadata": {}, "outputs": [], "source": [ "merged = pd.read_csv('../data/processed/merged_author_df.csv')" ] }, { "cell_type": "code", "execution_count": 26, "id": "2446fae3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(12428, 27)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "merged.shape" ] }, { "cell_type": "code", "execution_count": 27, "id": "fccce8c2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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YearDOITitleIEEE Number of AuthorsIEEE Author PositionIEEE Author NameIEEE Author IDIEEE Author Affiliation UpdatedIEEE One AffiliationNumber of AuthorsAuthor NameAuthor PositionAuthor Position TypeOpenAlex Author IDAuthor ORCIDNumber of AffiliationsFirst Institution Name UpdatedRaw Affiliation String UpdatedFirst Institution IDFirst Institution RORFirst Institution TypeFirst Institution Country CodeFirst Institution Country Code By HandFirst Institution Type By HandBinary Institution TypeBinary Institution Type By HandIEEE Author Affiliation Filled
0201110.1109/TVCG.2011.185D³ Data-Driven Documents3.01.0Michael Bostockhttps://ieeexplore.ieee.org/author/37591067400Computer Science Department, Stanford University, Stanford, CA, USATrue3.0Michael Bostock1.0firsthttps://openalex.org/A2048345123NaN1.0Stanford UniversityComputer Science Department, Stanford University, Stanford, CA, USA#TAB#https://openalex.org/I97018004https://ror.org/00f54p054educationUSNaNNaNeducationNaNComputer Science Department, Stanford University, Stanford, CA, USA
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" ], "text/plain": [ " Year DOI Title \\\n", "0 2011 10.1109/TVCG.2011.185 D³ Data-Driven Documents \n", "\n", " IEEE Number of Authors IEEE Author Position IEEE Author Name \\\n", "0 3.0 1.0 Michael Bostock \n", "\n", " IEEE Author ID \\\n", "0 https://ieeexplore.ieee.org/author/37591067400 \n", "\n", " IEEE Author Affiliation Updated \\\n", "0 Computer Science Department, Stanford University, Stanford, CA, USA \n", "\n", " IEEE One Affiliation Number of Authors Author Name Author Position \\\n", "0 True 3.0 Michael Bostock 1.0 \n", "\n", " Author Position Type OpenAlex Author ID Author ORCID \\\n", "0 first https://openalex.org/A2048345123 NaN \n", "\n", " Number of Affiliations First Institution Name Updated \\\n", "0 1.0 Stanford University \n", "\n", " Raw Affiliation String Updated \\\n", "0 Computer Science Department, Stanford University, Stanford, CA, USA#TAB# \n", "\n", " First Institution ID First Institution ROR \\\n", "0 https://openalex.org/I97018004 https://ror.org/00f54p054 \n", "\n", " First Institution Type First Institution Country Code \\\n", "0 education US \n", "\n", " First Institution Country Code By Hand First Institution Type By Hand \\\n", "0 NaN NaN \n", "\n", " Binary Institution Type Binary Institution Type By Hand \\\n", "0 education NaN \n", "\n", " IEEE Author Affiliation Filled \n", "0 Computer Science Department, Stanford University, Stanford, CA, USA " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "merged.head(1)" ] }, { "cell_type": "code", "execution_count": 28, "id": "49f674fb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2498" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lack_type = merged[merged['First Institution Type'].isnull()].shape[0]\n", "lack_type" ] }, { "cell_type": "code", "execution_count": 29, "id": "cc2df9e0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2328" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lack_cntry = merged[merged['First Institution Country Code'].isnull()].shape[0]\n", "lack_cntry" ] }, { "cell_type": "code", "execution_count": 30, "id": "eaeafaf3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.2009977470228516, 0.1873189571934342)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lack_type/merged.shape[0], lack_cntry/merged.shape[0]" ] }, { "cell_type": "markdown", "id": "1d352835", "metadata": {}, "source": [ "## Manually checking OpenAlex Author mapping accuracy" ] }, { "cell_type": "code", "execution_count": 31, "id": "a821fb6d", "metadata": {}, "outputs": [], "source": [ "alex = pd.read_csv('../data/interim/openalex_author_df.csv')" ] }, { "cell_type": "code", "execution_count": 32, "id": "5ed27fb8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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YearDOITitleNumber of AuthorsAuthor NameAuthor PositionAuthor Position TypeOpenAlex Author IDAuthor ORCIDNumber of AffiliationsFirst Institution NameRaw Affiliation StringFirst Institution IDFirst Institution RORFirst Institution TypeFirst Institution Country Code
0201110.1109/TVCG.2011.185D³ Data-Driven Documents3Michael Bostock1firsthttps://openalex.org/A2048345123NaN1.0Stanford UniversityComputer Science Department, Stanford University, Stanford, CA, USA#TAB#https://openalex.org/I97018004https://ror.org/00f54p054educationUS
1201110.1109/TVCG.2011.185D³ Data-Driven Documents3Vadim Ogievetsky2middlehttps://openalex.org/A2668634103NaN1.0Stanford UniversityComputer Science Department, Stanford University, Stanford, CA, USA#TAB#https://openalex.org/I97018004https://ror.org/00f54p054educationUS
2201110.1109/TVCG.2011.185D³ Data-Driven Documents3Jeffrey Heer3lasthttps://openalex.org/A2112690490https://orcid.org/0000-0002-6175-16551.0Stanford UniversityComputer Science Department, Stanford University, Stanford, CA, USA#TAB#https://openalex.org/I97018004https://ror.org/00f54p054educationUS
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" ], "text/plain": [ " Year DOI Title Number of Authors \\\n", "0 2011 10.1109/TVCG.2011.185 D³ Data-Driven Documents 3 \n", "1 2011 10.1109/TVCG.2011.185 D³ Data-Driven Documents 3 \n", "2 2011 10.1109/TVCG.2011.185 D³ Data-Driven Documents 3 \n", "\n", " Author Name Author Position Author Position Type \\\n", "0 Michael Bostock 1 first \n", "1 Vadim Ogievetsky 2 middle \n", "2 Jeffrey Heer 3 last \n", "\n", " OpenAlex Author ID Author ORCID \\\n", "0 https://openalex.org/A2048345123 NaN \n", "1 https://openalex.org/A2668634103 NaN \n", "2 https://openalex.org/A2112690490 https://orcid.org/0000-0002-6175-1655 \n", "\n", " Number of Affiliations First Institution Name \\\n", "0 1.0 Stanford University \n", "1 1.0 Stanford University \n", "2 1.0 Stanford University \n", "\n", " Raw Affiliation String \\\n", "0 Computer Science Department, Stanford University, Stanford, CA, USA#TAB# \n", "1 Computer Science Department, Stanford University, Stanford, CA, USA#TAB# \n", "2 Computer Science Department, Stanford University, Stanford, CA, USA#TAB# \n", "\n", " First Institution ID First Institution ROR \\\n", "0 https://openalex.org/I97018004 https://ror.org/00f54p054 \n", "1 https://openalex.org/I97018004 https://ror.org/00f54p054 \n", "2 https://openalex.org/I97018004 https://ror.org/00f54p054 \n", "\n", " First Institution Type First Institution Country Code \n", "0 education US \n", "1 education US \n", "2 education US " ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "alex.head(3)" ] }, { "cell_type": "code", "execution_count": 33, "id": "6f4dec72", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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YearDOITitleNumber of AuthorsAuthor NameAuthor PositionAuthor Position TypeOpenAlex Author IDAuthor ORCIDNumber of AffiliationsFirst Institution NameRaw Affiliation StringFirst Institution IDFirst Institution RORFirst Institution TypeFirst Institution Country Code
4960201010.1109/TVCG.2010.172Interactive Visualization of Hyperspectral Images of Historical Documents5Michael S. Brown5lasthttps://openalex.org/A2594426199NaN1.0National University of SingaporeNational University of singapore, singapore, Singaporehttps://openalex.org/I165932596https://ror.org/01tgyzw49educationSG
3058201110.1109/VAST.2011.6102439Interactive visual comparison of multiple trees6Kay Hamacherk6lasthttps://openalex.org/A2327757246NaN1.0TU DarmstadtComputational Biology, TU Darmstadt, Germanyhttps://openalex.org/I31512782https://ror.org/05n911h24educationDE
626201610.1109/TVCG.2016.2598831Towards Better Analysis of Deep Convolutional Neural Networks6Jun Zhu5middlehttps://openalex.org/A3166362477https://orcid.org/0000-0002-6254-23881.0Tsinghua UniversitySchool of Software and TNListTsinghua Universityhttps://openalex.org/I99065089https://ror.org/03cve4549educationCN
50199810.1109/VISUAL.1998.745312Simplifying surfaces with color and texture using quadric error metrics2Paul S. Heckbert2lasthttps://openalex.org/A350629882NaN1.0Carnegie Mellon UniversityCarnegie Mellon University, Pittsburgh, PA.https://openalex.org/I74973139https://ror.org/05x2bcf33educationUS
3270200710.1109/TVCG.2007.70617Visualization of Heterogeneous Data7Xin Dong2middlehttps://openalex.org/A3181240397NaN1.0University of WashingtonUniversity of Washington , USA .https://openalex.org/I201448701https://ror.org/00cvxb145educationUS
12316202110.1109/TVCG.2021.3114769Differentiable Direct Volume Rendering2Rüdiger Westermann2lasthttps://openalex.org/A2030039896https://orcid.org/0000-0002-3394-07311.0Technical University of Munich[Technical University of Munich (e-mail: westermann@tum.de)]https://openalex.org/I62916508https://ror.org/02kkvpp62educationDE
7901201610.1109/TVCG.2016.2598826PelVis: Atlas-based Surgical Planning for Oncological Pelvic Surgery8Elmar Eisemann7middlehttps://openalex.org/A1986027970https://orcid.org/0000-0003-4153-065X1.0Delft University of Technology(Delft University of Technology)https://openalex.org/I98358874https://ror.org/02e2c7k09educationNL
5219200910.1109/TVCG.2009.202Visualizing the Intellectual Structure with Paper-Reference Matrices3Chaomei Chen2middlehttps://openalex.org/A2147514866https://orcid.org/0000-0001-8584-10411.0Drexel UniversityDrexel University, Philadelphia PA, USA#TAB#https://openalex.org/I72816309https://ror.org/04bdffz58educationUS
10034201810.1109/TVCG.2018.2864847Culling for Extreme-Scale Segmentation Volumes: A Hybrid Deterministic and Probabilistic Approach6Marco Agus3middlehttps://openalex.org/A2150816462https://orcid.org/0000-0003-2752-35251.0King Abdullah University of Science and TechnologyKing Abdullah University of Science and Technology (KAUST) , Saudi Arabia .https://openalex.org/I71920554https://ror.org/01q3tbs38educationSA
620201010.1109/TVCG.2010.183OpinionSeer: Interactive Visualization of Hotel Customer Feedback7Hong Zhou6middlehttps://openalex.org/A2423342565NaN1.0Shenzhen UniversityShenzhen University, Shenzhen, Chinahttps://openalex.org/I180726961https://ror.org/01vy4gh70educationCN
10479201910.1109/VAST47406.2019.8986940FDive: Learning Relevance Models Using Pattern-based Similarity Measures6Tobias Schreck4middlehttps://openalex.org/A3179703536NaN1.0Graz University of TechnologyGraz University of Technology, , , Austriahttps://openalex.org/I4092182https://ror.org/00d7xrm67educationAT
3376201110.1109/TVCG.2011.173Automatic Transfer Functions Based on Informational Divergence6Mateu Sbert6lasthttps://openalex.org/A2114517036https://orcid.org/0000-0003-2164-68581.0University of GironaUniversity of Girona;https://openalex.org/I251424209https://ror.org/01xdxns91educationES
9661199310.1109/VISUAL.1993.398911The quantum Coulomb three-body problem - Visualization of simulation results and numerical methods6D. I. Abramov1firsthttps://openalex.org/A1927790092NaN1.0St Petersburg UniversityDept. of Theoretical Phys., St. Petersburg State Univ., Russiahttps://openalex.org/I172901346https://ror.org/023znxa73educationRU
9803201810.1109/TVCG.2018.2864816Interactive Visualization of 3D Histopathology in Native Resolution4Martin Falk1firsthttps://openalex.org/A2111947941https://orcid.org/0000-0003-0518-65131.0Linköping UniversityDept. of Science and Technology, Linköping University, Swedenhttps://openalex.org/I102134673https://ror.org/05ynxx418educationSE
4158201610.1109/TVCG.2016.2598664ViDX: Visual Diagnostics of Assembly Line Performance in Smart Factories4Panpan Xu1firsthttps://openalex.org/A2126531132NaN1.0Robert BoschBosch Research North Americahttps://openalex.org/I889804353https://ror.org/01fe0jt45companyDE
4362199510.1109/VISUAL.1995.480799Automated generation of visual simulation databases using remote sensing and GIS2Martin Suter1firsthttps://openalex.org/A2251318337NaN1.0University of ZurichRemote Sensing Laboratories Department of Geography University of Zurich Winterthurerstrasse 190 CH-8057 Zurich Switzerlandhttps://openalex.org/I202697423https://ror.org/02crff812educationCH
6765201410.1109/VAST.2014.7042490BoundarySeer: Visual Analysis of 2D Boundary Changes6Yixian Zheng2middlehttps://openalex.org/A2243075159NaN1.0Hong Kong University of Science and Technology, Hong Kong University of Science and Technologyhttps://openalex.org/I200769079https://ror.org/00q4vv597educationCN
1751200910.1109/TVCG.2009.109A Comparison of User-Generated and Automatic Graph Layouts7Tim Dwyer1firsthttps://openalex.org/A3182625963https://orcid.org/0000-0002-9076-95711.0MicrosoftMicrosoft Research#TAB#https://openalex.org/I1290206253https://ror.org/00d0nc645companyUS
3911200410.1109/VISUAL.2004.55Interactive terascale particle visualization3Bryan Green2middlehttps://openalex.org/A2197615712NaN1.0Ames Research CenterNASA Ames Res. Center, Moffett Field, CA, USA#TAB#https://openalex.org/I1280536761https://ror.org/02acart68facilityUS
10123201910.1109/TVCG.2019.2934799Data Sampling in Multi-view and Multi-class Scatterplots via Set Cover Optimization5Sha Tingkai2middlehttps://openalex.org/A2969816058NaN1.0Shenzhen University[Shenzhen University, Visual Computing Research Center, China]https://openalex.org/I180726961https://ror.org/01vy4gh70educationCN
4935200510.1109/VISUAL.2005.1532805High performance volume splatting for visualization of neurovascular data4Rudolf Fahlbusch3middlehttps://openalex.org/A2508808007NaN1.0University of Erlangen-NurembergDept. of Neurosurg. & Comput. Graphics Group, Univ. of Erlangen, Germanyhttps://openalex.org/I181369854https://ror.org/00f7hpc57educationDE
11350202010.1109/TVCG.2020.3030449HypoML: Visual Analysis for Hypothesis-based Evaluation of Machine Learning Models5Qianwen Wang1firsthttps://openalex.org/A2963100914https://orcid.org/0000-0003-1728-41021.0Hong Kong University of Science and TechnologyHong Kong Univ of Science & Technology (China)https://openalex.org/I200769079https://ror.org/00q4vv597educationCN
4153201510.1109/TVCG.2015.2467553Temporal MDS Plots for Analysis of Multivariate Data4Daniel A. Keim4lasthttps://openalex.org/A2147343253https://orcid.org/0000-0001-7966-97401.0University of KonstanzUniversity of Konstanz Germanyhttps://openalex.org/I189712700https://ror.org/0546hnb39educationDE
3994199410.1109/VISUAL.1994.346341A distributed, parallel, interactive volume rendering package4G. Edward Lent2middlehttps://openalex.org/A2616443002NaN1.0Argonne National LaboratoryArgonne National Laboratory, Argonne, ILhttps://openalex.org/I1282105669https://ror.org/05gvnxz63facilityUS
11092202010.1109/TVCG.2020.3028892A Visualization Framework for Multi-scale Coherent Structures in Taylor-Couette Turbulence3Duong B. Nguyen1firsthttps://openalex.org/A2738909281https://orcid.org/0000-0002-2323-96421.0University of HoustonUniversity of Houstonhttps://openalex.org/I44461941https://ror.org/048sx0r50educationUS
141200710.1109/TVCG.2007.70535A Taxonomy of Clutter Reduction for Information Visualisation2Alan Dix2lasthttps://openalex.org/A2304140017https://orcid.org/0000-0002-5242-76931.0Lancaster UniversityLancaster Univ, Lancasterhttps://openalex.org/I67415387https://ror.org/04f2nsd36educationGB
10037201810.1109/TVCG.2018.2864847Culling for Extreme-Scale Segmentation Volumes: A Hybrid Deterministic and Probabilistic Approach6Markus Hadwiger6lasthttps://openalex.org/A2057155413https://orcid.org/0000-0003-1239-48711.0King Abdullah University of Science and TechnologyKing Abdullah University of Science and Technology (KAUST) , Saudi Arabia .https://openalex.org/I71920554https://ror.org/01q3tbs38educationSA
9282201410.1109/TVCG.2014.2346457Volume-Preserving Mapping and Registration for Collective Data Visualization3Jing Hua3lasthttps://openalex.org/A1979157086https://orcid.org/0000-0002-3981-29331.0Wayne State UniversityDept of Computer Science, Wayne State University, Detroit, MI#TAB#https://openalex.org/I185443292https://ror.org/01070mq45educationUS
4675200210.1109/VISUAL.2002.1183805Kinetic visualization: a technique for illustrating 3D shape and structure3Kwan-Liu Ma3lasthttps://openalex.org/A2122423217https://orcid.org/0000-0001-8086-03661.0University of California, DavisDept. of Comput. Sci., California Univ., Davis, CA, USAhttps://openalex.org/I84218800https://ror.org/05rrcem69educationUS
6986201310.1109/TVCG.2013.128Adaptive Refinement of the Flow Map Using Sparse Samples2Samer S. Barakat1firsthttps://openalex.org/A2154574517NaN1.0Purdue University West LafayetteComput. Sci. Dept., Purdue Univ., West Lafayette, IN, USAhttps://openalex.org/I219193219https://ror.org/02dqehb95educationUS
3742200410.1109/VISUAL.2004.32Flow field clustering via algebraic multigrid5Marc Alexander Schweitzer4middlehttps://openalex.org/A2130444583NaN1.0University of BonnUniversity of Bonn > > > >https://openalex.org/I135140700https://ror.org/041nas322educationDE
5190200210.1109/VISUAL.2002.1183809Volume warping for adaptive isosurface extraction4Laurent Balmelli1firsthttps://openalex.org/A2348086014NaN1.0IBMIBM Thomas J. Watson Res. Center, Hawthorne, NY, USA#TAB#https://openalex.org/I1341412227https://ror.org/05hh8d621companyUS
7913201610.1109/TVCG.2016.2598479A Visual Analytics Approach for Categorical Joint Distribution Reconstruction from Marginal Projections3Cong Xie1firsthttps://openalex.org/A2513681081NaN1.0Stony Brook University[Computer Science Department, Stony Brook University]https://openalex.org/I59553526https://ror.org/05qghxh33educationUS
4319201110.1109/VAST.2011.6102437Perception-based visual quality measures3Marcus Magnor3lasthttps://openalex.org/A2613073306https://orcid.org/0000-0003-0579-480X1.0Technische Universität BraunschweigTU Braunschweig,,Germanyhttps://openalex.org/I94509681https://ror.org/010nsgg66educationDE
3601201710.1109/TVCG.2017.2745941The Hologram in My Hand: How Effective is Interactive Exploration of 3D Visualizations in Immersive Tangible Augmented Reality?5Ronell Sicat2middlehttps://openalex.org/A2065057896NaN1.0Harvard UniversityHarvard University ,https://openalex.org/I136199984https://ror.org/03vek6s52educationUS
6237201610.1109/TVCG.2016.2598867Evaluation of Graph Sampling: A Visualization Perspective6Yanhong Wu1firsthttps://openalex.org/A2484103292NaN1.0Hong Kong University of Science and Technology, Hong Kong University of Science and Technologyhttps://openalex.org/I200769079https://ror.org/00q4vv597educationCN
46199110.1109/VISUAL.1991.175782The asymptotic decider: resolving the ambiguity in marching cubes2Bernd Hamann2lasthttps://openalex.org/A2122502592https://orcid.org/0000-0002-3579-50051.0Arizona State University[Dept. of Comput. Sci., Arizona State Univ., Tempe, AZ, USA]https://openalex.org/I55732556https://ror.org/03efmqc40educationUS
5956200510.1109/VISUAL.2005.1532837Eyegaze analysis of displays with combined 2D and 3D views5Marios Nicolaou4middlehttps://openalex.org/A2106252463NaN1.0Imperial College LondonImperial Collegehttps://openalex.org/I47508984https://ror.org/041kmwe10educationGB
7490201710.1109/TVCG.2017.2744318CyteGuide: Visual Guidance for Hierarchical Single-Cell Analysis6Nicola Pezzotti2middlehttps://openalex.org/A2510292255https://orcid.org/0000-0001-7346-91821.0Delft University of TechnologyComputer Graphics and Visualization Group, Delft University of Technology, The Netherlandshttps://openalex.org/I98358874https://ror.org/02e2c7k09educationNL
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2660200010.1109/VISUAL.2000.885714Topology preserving compression of 2D vector fields3Jose C. Renteria2middlehttps://openalex.org/A2143838016NaN1.0University of California, Santa CruzDept of Computer Science, University of California, Santa Cruz, CAhttps://openalex.org/I185103710https://ror.org/03s65by71educationUS
5368201110.1109/TVCG.2011.237Synthetic Generation of High-Dimensional Datasets3Georgia Albuquerque1firsthttps://openalex.org/A2167472142NaN1.0Technische Universität BraunschweigComputer Graphics Lab TU Braunschweig Germanyhttps://openalex.org/I94509681https://ror.org/010nsgg66educationDE
8651201710.1109/TVCG.2017.2743980TopoAngler: Interactive Topology-Based Extraction of Fishes4Adam P. Summers3middlehttps://openalex.org/A2120068123https://orcid.org/0000-0003-1930-97481.0University of WashingtonUniversity of Washington ;https://openalex.org/I201448701https://ror.org/00cvxb145educationUS
11931202110.1109/tvcg.2021.3114878A Visualization Approach for Monitoring Order Processing in E-Commerce Warehouse8Junxiu Tang1firsthttps://openalex.org/A2895397997NaN1.0Zhejiang University[State Key Lab of CAD&CG, Zhejiang University, Hangzhou, China (e-mail: tangjunxiu@zju.edu.cn)]https://openalex.org/I76130692https://ror.org/00a2xv884educationCN
10923202010.1109/TVCG.2020.3030367Lyra 2: Designing Interactive Visualizations by Demonstration4Arvind Satyanarayan4lasthttps://openalex.org/A2022576506https://orcid.org/0000-0001-5564-635X1.0Massachusetts Institute of TechnologyMassachusetts Institute Of Technology#TAB#https://openalex.org/I63966007https://ror.org/042nb2s44educationUS
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4013200610.1109/VAST.2006.261426NetLens: Iterative Exploration of Content-Actor Network Data4Hyunmo Kang1firsthttps://openalex.org/A2107760759NaN1.0University of Maryland, College ParkHuman-Computer Interaction Laboratory, University of Maryland, Institute for Advanced Computer Studies, College Park, MD#TAB#https://openalex.org/I66946132https://ror.org/047s2c258educationUS
11143202010.1109/TVCG.2020.3030384Interactive Visual Study of Multiple Attributes Learning Model of X-Ray Scattering Images7Boyu Wang4middlehttps://openalex.org/A2552898485https://orcid.org/0000-0003-2075-37311.0Stony Brook UniversityStony Brook Universityhttps://openalex.org/I59553526https://ror.org/05qghxh33educationUS
3392201510.1109/TVCG.2015.2467194TelCoVis: Visual Exploration of Co-occurrence in Urban Human Mobility Based on Telco Data8Yixian Zheng4middlehttps://openalex.org/A2243075159NaN1.0Hong Kong University of Science and Technology, Hong Kong University of Science and Technologyhttps://openalex.org/I200769079https://ror.org/00q4vv597educationCN
4995199110.1109/VISUAL.1991.175778Achieving direct volume visualization with interactive semantic region selection7Henry Fuchs3middlehttps://openalex.org/A2196043388NaN1.0University of North Carolina at Chapel Hill[North Carolina Univ., Chapel Hill, NC, USA]https://openalex.org/I114027177https://ror.org/0130frc33educationUS
10571201910.1109/TVCG.2019.2934654Semantic Concept Spaces: Guided Topic Model Refinement using Word-Embedding Projections5Daniel A. Keim4middlehttps://openalex.org/A2787518297https://orcid.org/0000-0001-7966-97401.0University of KonstanzUniversity of Konstanz Germanyhttps://openalex.org/I189712700https://ror.org/0546hnb39educationDE
1355200110.1109/VISUAL.2001.964520Texture Hardware Assisted Rendering of Time-Varying Volume Data3Kwan-Liu Ma2middlehttps://openalex.org/A2122423217https://orcid.org/0000-0001-8086-03661.0University of California, DavisDept. of Comput. Sci., California Univ., Davis, CA, USAhttps://openalex.org/I84218800https://ror.org/05rrcem69educationUS
1378201710.1109/TVCG.2017.2744878Visualizing Dataflow Graphs of Deep Learning Models in TensorFlow9Fernanda B. Viégas8middlehttps://openalex.org/A2113308670NaN1.0GoogleGoogle Research,https://openalex.org/I1291425158https://ror.org/00njsd438companyUS
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3188200410.1109/INFVIS.2004.71Value and Relation Display for Interactive Exploration of High Dimensional Datasets6Matthew O. Ward5middlehttps://openalex.org/A2102429099NaN1.0Worcester Polytechnic InstituteDept. of Comput. Sci., Worcester Polytech. Inst., MAhttps://openalex.org/I107077323https://ror.org/05ejpqr48educationUS
4947200810.1109/VAST.2008.4677354Understanding syndromic hotspots - a visual analytics approach10Stephen Rudolph2middlehttps://openalex.org/A2125348590NaN1.0Purdue University West LafayettePURDUE UNIVERSITY.https://openalex.org/I219193219https://ror.org/02dqehb95educationUS
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3377201110.1109/TVCG.2011.224Multi-Touch Table System for Medical Visualization: Application to Orthopedic Surgery Planning5Claes Lundström1firsthttps://openalex.org/A2166579514https://orcid.org/0000-0002-9368-01771.0Linköping UniversityCenter for Med. Image Sci. & Visualization, Linkoping Univ., Linkoping, Swedenhttps://openalex.org/I102134673https://ror.org/05ynxx418educationSE
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2436199210.1109/VISUAL.1992.235210Visualizing wind velocities by advecting cloud textures3Nelson Max1firsthttps://openalex.org/A2189376613https://orcid.org/0000-0003-0346-839X1.0Lawrence Livermore National LaboratoryLawrence Livermore National Laboratory, Livermore, California.https://openalex.org/I1282311441https://ror.org/041nk4h53facilityUS
7275201610.1109/TVCG.2016.2598498Investigating the Use of a Dynamic Physical Bar Chart for Data Exploration and Presentation6Kasper Hornbæk5middlehttps://openalex.org/A162880119NaN1.0University of CopenhagenUniversity of Copenhagenhttps://openalex.org/I124055696https://ror.org/035b05819educationDK
8103201610.1109/TVCG.2016.2598824Molecular Surface Maps8Thomas Ertl8lasthttps://openalex.org/A2083449707https://orcid.org/0000-0003-4019-25051.0University of StuttgartVisualization Research Center (VISUS); University of Stuttgart; Germanyhttps://openalex.org/I100066346https://ror.org/04vnq7t77educationDE
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7899201610.1109/TVCG.2016.2598826PelVis: Atlas-based Surgical Planning for Oncological Pelvic Surgery8Hessam Sokooti5middlehttps://openalex.org/A2420326052https://orcid.org/0000-0002-6282-79731.0Leiden University Medical CenterLEIDEN UNIVERSITY (MEDICAL CENTER)https://openalex.org/I2800006345https://ror.org/05xvt9f17healthcareNL
4098200310.1109/VISUAL.2003.1250383Visually accurate multi-field weather visualization4Jason J. Levit4lasthttps://openalex.org/A3034717111NaN1.0University of OklahomaUniversity of Oklahoma,https://openalex.org/I8692664https://ror.org/02aqsxs83educationUS
10599201910.1109/TVCG.2019.2934264The Validity, Generalizability and Feasibility of Summative Evaluation Methods in Visual Analytics4Arif Ghafoor4lasthttps://openalex.org/A2117267428https://orcid.org/0000-0002-3707-81731.0Purdue University West LafayettePURDUE UNIVERSITY.https://openalex.org/I219193219https://ror.org/02dqehb95educationUS
1923199910.1109/VISUAL.1999.809884Exploring geo-scientific data in virtual environments5Stephen Barrass2middlehttps://openalex.org/A3180659629NaN1.0Center for Information TechnologyGMD German National Research Center for Information Technology#TAB#https://openalex.org/I29955533https://ror.org/03jh5a977facilityUS
2974200610.1109/TVCG.2006.151Hybrid Visualization for White Matter Tracts using Triangle Strips and Point Sprites6G. Greiner6lasthttps://openalex.org/A2289787251NaN1.0University of Erlangen-NurembergComputer Graphics Group, University of Erlangen, Germanyhttps://openalex.org/I181369854https://ror.org/00f7hpc57educationDE
5347200810.1109/TVCG.2008.144Interactive Visual Analysis of Set-Typed Data3Helwig Hauser3lasthttps://openalex.org/A2138458960NaN1.0University of BergenUniversity of Bergen, Norwayhttps://openalex.org/I4432739https://ror.org/03zga2b32educationNO
8945201710.1109/TVCG.2017.2743958Globe Browsing: Contextualized Spatio-Temporal Planetary Surface Visualization7Anders Ynnerman7lasthttps://openalex.org/A1429185800https://orcid.org/0000-0002-9466-98261.0Linköping UniversityLinköping Universityhttps://openalex.org/I102134673https://ror.org/05ynxx418educationSE
3932201010.1109/TVCG.2010.191Rethinking Map Legends with Visualization3Jason Dykes1firsthttps://openalex.org/A2144192189https://orcid.org/0000-0002-8096-57631.0City, University of LondonDepartment of Information Science, City University London, London, UK,https://openalex.org/I180825142https://ror.org/04489at23educationGB
9792201810.1109/TVCG.2018.2864806Interactive 3D Visual Analysis of Atmospheric Fronts5Tim Hewson2middlehttps://openalex.org/A1970229373https://orcid.org/0000-0002-3266-88281.0European Centre for Medium-Range Weather ForecastsEuropean Centre for Medium-Range Weather Forecasts, Reading, UKhttps://openalex.org/I154986956https://ror.org/014w0fd65otherGB
9567201810.1109/TVCG.2018.2865146A Heuristic Approach to Value-Driven Evaluation of Visualizations7John Stasko7lasthttps://openalex.org/A2087252583https://orcid.org/0000-0003-4129-76591.0Georgia Institute of TechnologyGeorgia Institute of Technology, Atlanta, GA (USA)https://openalex.org/I130701444https://ror.org/01zkghx44educationUS
4435201110.1109/TVCG.2011.232Sequence Surveyor: Leveraging Overview for Scalable Genomic Alignment Visualization3Danielle Albers1firsthttps://openalex.org/A1927780734NaN1.0University of Wisconsin–MadisonUniversity of Wisconsin-Madison, MADISON, WI, USAhttps://openalex.org/I135310074https://ror.org/01y2jtd41educationUS
10322201910.1109/TVCG.2019.2934546Cohort-based T-SSIM Visual Computing for Radiation Therapy Prediction and Exploration9Baher Elgohari4middlehttps://openalex.org/A2793760881https://orcid.org/0000-0001-7694-64661.0The University of Texas MD Anderson Cancer CenterMD Anderson Cancer CenterUniversity of Texashttps://openalex.org/I1343551460https://ror.org/04twxam07healthcareUS
12322202110.1109/TVCG.2021.3067200Interactive Visual Exploration of Longitudinal Historical Career Mobility Data10Zikun Deng6middlehttps://openalex.org/A2891201477NaN1.0Zhejiang University[State Key Lab of CAD&CG, Zhejiang University, 12377 Hangzhou, Zhejiang, China, (e-mail: zikun_rain@zju.edu.cn)]https://openalex.org/I76130692https://ror.org/00a2xv884educationCN
7820201110.1109/VAST.2011.6102462Analysis of large digital collections with interactive visualization4Maria Esteva2middlehttps://openalex.org/A2250897821NaN1.0The University of Texas at AustinThe University of Texas at Austin,,USAhttps://openalex.org/I86519309https://ror.org/00hj54h04educationUS
10593201910.1109/TVCG.2019.2934630Tac-Simur: Tactic-based Simulative Visual Analytics of Table Tennis8Zheng Zhou6middlehttps://openalex.org/A2751001748NaN1.0Zhejiang UniversityDepartment of Sport ScienceZhejiang Universityhttps://openalex.org/I76130692https://ror.org/00a2xv884educationCN
2093201210.1109/VAST.2012.6400488Subspace search and visualization to make sense of alternative clusterings in high-dimensional data7Enrico Bertini4middlehttps://openalex.org/A2155423936https://orcid.org/0000-0001-9276-45901.0University of KonstanzUniversity of Konstanz Germanyhttps://openalex.org/I189712700https://ror.org/0546hnb39educationDE
1394200410.1109/INFVIS.2004.18Dynamic Drawing of Clustered Graphs2Y. Frishman1firsthttps://openalex.org/A2048331574NaN1.0Technion – Israel Institute of Technology[Dept. of Comput. Sci., Technion - Israel Inst. of Technol., Haifa]https://openalex.org/I174306211https://ror.org/03qryx823educationIL
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6039201410.1109/TVCG.2014.2346319Interactive Progressive Visualization with Space-Time Error Control4Filip Sadlo2middlehttps://openalex.org/A1993881951https://orcid.org/0000-0002-8949-84521.0University of StuttgartUniv. of Stuttgart#TAB#https://openalex.org/I100066346https://ror.org/04vnq7t77educationDE
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8386201510.1109/VAST.2015.7347628Four considerations for supporting visual analysis in display ecologies4Sarang Joshi3middlehttps://openalex.org/A2496452181NaN1.0Virginia TechVirginia Tech. USAhttps://openalex.org/I859038795https://ror.org/02smfhw86educationUS
5542201210.1109/TVCG.2012.202Automatic Detection and Visualization of Qualitative Hemodynamic Characteristics in Cerebral Aneurysms8Gábor Janiga4middlehttps://openalex.org/A76030111https://orcid.org/0000-0002-4560-96401.0Otto-von-Guericke University MagdeburgInstitute of Fluid Dynamics and Thermodynamics, University of Magdeburg, Magdeburg, Germanyhttps://openalex.org/I95793202https://ror.org/00ggpsq73educationDE
2701201110.1109/TVCG.2011.195Exploratory Analysis of Time-Series with ChronoLenses4Ravin Balakrishnan4lasthttps://openalex.org/A2130130894NaN1.0University of TorontoDGP, Univ. of Toronto, Toronto, ON, Canadahttps://openalex.org/I185261750https://ror.org/03dbr7087educationCA
10119201910.1109/TVCG.2019.2934538Data Changes Everything: Challenges and Opportunities in Data Visualization Design Handoff7Søren Knudsen5middlehttps://openalex.org/A2225346003NaN1.0University of CalgaryUniversity of Calgary, Calgary, Canada#TAB#https://openalex.org/I168635309https://ror.org/03yjb2x39educationCA
6942200610.1109/VAST.2006.261422User Interfaces for the Exploration of Hierarchical Multi-dimensional Data1Mark Sifer1firsthttps://openalex.org/A2043105879NaN1.0University of WollongongSch. of Econ. & Inf. Syst., Wollongong Univ., NSWhttps://openalex.org/I204824540https://ror.org/00jtmb277educationAU
6513199910.1109/INFVIS.1999.801856Domain analysis: a technique to design a user-centered visualization framework3James H. Garrett3lasthttps://openalex.org/A2126584646https://orcid.org/0000-0001-7814-85211.0Carnegie Mellon UniversityCarnegie Mellon Universityhttps://openalex.org/I74973139https://ror.org/05x2bcf33educationUS
752199810.1109/VISUAL.1998.745283Efficient implementation of multi-triangulations3L. De Floriani1firsthttps://openalex.org/A2309628929NaN1.0University of GenoaGenoa Univ., Italyhttps://openalex.org/I83816512https://ror.org/0107c5v14educationIT
3498201410.1109/TVCG.2014.2346926Proactive Spatiotemporal Resource Allocation and Predictive Visual Analytics for Community Policing and Law Enforcement5Ross Maciejewski2middlehttps://openalex.org/A2142123371https://orcid.org/0000-0001-8803-63551.0Arizona State UniversityArizona State University**https://openalex.org/I55732556https://ror.org/03efmqc40educationUS
5869201210.1109/VAST.2012.6400489iLAMP: Exploring high-dimensional spacing through backward multidimensional projection6Paulo Joia4middlehttps://openalex.org/A2057213353NaN1.0Universidade de São PauloUniversity of São Paulohttps://openalex.org/I17974374https://ror.org/036rp1748educationBR
6726201210.1109/TVCG.2012.258Scatter/Gather Clustering: Flexibly Incorporating User Feedback to Steer Clustering Results6Layne T. Watson5middlehttps://openalex.org/A2147592994NaN1.0Washington University in St. LouisDepartment of Computer Science and Engineering, Washington University, St. Louis, MO, USAhttps://openalex.org/I204465549https://ror.org/01yc7t268educationUS
3472201210.1109/TVCG.2012.245Memorability of Visual Features in Network Diagrams4Kim Marriott1firsthttps://openalex.org/A2139022045https://orcid.org/0000-0002-9813-03771.0Monash UniversityMonash University Melbourne Vic. Australiahttps://openalex.org/I56590836https://ror.org/02bfwt286educationAU
9663199310.1109/VISUAL.1993.398911The quantum Coulomb three-body problem - Visualization of simulation results and numerical methods6S. V. Klimenko3middlehttps://openalex.org/A3177262971NaN1.0Institute for High Energy PhysicsInstitute for High Energy Physics, Protvino, Moscow Regionhttps://openalex.org/I3129407955https://ror.org/03kn4xv14facilityRU
333200710.1109/TVCG.2007.70589Scented Widgets: Improving Navigation Cues with Embedded Visualizations3Wesley Willett1firsthttps://openalex.org/A2085234058NaN1.0University of California, BerkeleyUniversity of California–Berkeley.https://openalex.org/I95457486https://ror.org/01an7q238educationUS
8279200310.1109/VISUAL.2003.1250405A framework for sample-based rendering with O-buffers4Arie E. Kaufman2middlehttps://openalex.org/A2132849971https://orcid.org/0000-0002-0796-61961.0Stony Brook UniversityDepartment of Computer Science, Stony Brook University, NY, USA#TAB#https://openalex.org/I59553526https://ror.org/05qghxh33educationUS
2329201210.1109/TVCG.2012.263SnapShot: Visualization to Propel Ice Hockey Analytics4John Stasko4lasthttps://openalex.org/A2087252583https://orcid.org/0000-0003-4129-76591.0Georgia Institute of Technology#N#‡#N#Georgia Institute of Technology#N#https://openalex.org/I130701444https://ror.org/01zkghx44educationUS
9457200410.1109/VISUAL.2004.94Rough interface reconstruction using the level set method3Yootai Kim1firsthttps://openalex.org/A2150347246NaN1.0The Ohio State UniversityOhio State Univ., Columbus, OH USAhttps://openalex.org/I52357470https://ror.org/00rs6vg23educationUS
\n", "
" ], "text/plain": [ " Year DOI \\\n", "4960 2010 10.1109/TVCG.2010.172 \n", "3058 2011 10.1109/VAST.2011.6102439 \n", "626 2016 10.1109/TVCG.2016.2598831 \n", "50 1998 10.1109/VISUAL.1998.745312 \n", "3270 2007 10.1109/TVCG.2007.70617 \n", "12316 2021 10.1109/TVCG.2021.3114769 \n", "7901 2016 10.1109/TVCG.2016.2598826 \n", "5219 2009 10.1109/TVCG.2009.202 \n", "10034 2018 10.1109/TVCG.2018.2864847 \n", "620 2010 10.1109/TVCG.2010.183 \n", "10479 2019 10.1109/VAST47406.2019.8986940 \n", "3376 2011 10.1109/TVCG.2011.173 \n", "9661 1993 10.1109/VISUAL.1993.398911 \n", "9803 2018 10.1109/TVCG.2018.2864816 \n", "4158 2016 10.1109/TVCG.2016.2598664 \n", "4362 1995 10.1109/VISUAL.1995.480799 \n", "6765 2014 10.1109/VAST.2014.7042490 \n", "1751 2009 10.1109/TVCG.2009.109 \n", "3911 2004 10.1109/VISUAL.2004.55 \n", "10123 2019 10.1109/TVCG.2019.2934799 \n", "4935 2005 10.1109/VISUAL.2005.1532805 \n", "11350 2020 10.1109/TVCG.2020.3030449 \n", "4153 2015 10.1109/TVCG.2015.2467553 \n", "3994 1994 10.1109/VISUAL.1994.346341 \n", "11092 2020 10.1109/TVCG.2020.3028892 \n", "141 2007 10.1109/TVCG.2007.70535 \n", "10037 2018 10.1109/TVCG.2018.2864847 \n", "9282 2014 10.1109/TVCG.2014.2346457 \n", "4675 2002 10.1109/VISUAL.2002.1183805 \n", "6986 2013 10.1109/TVCG.2013.128 \n", "3742 2004 10.1109/VISUAL.2004.32 \n", "5190 2002 10.1109/VISUAL.2002.1183809 \n", "7913 2016 10.1109/TVCG.2016.2598479 \n", "4319 2011 10.1109/VAST.2011.6102437 \n", "3601 2017 10.1109/TVCG.2017.2745941 \n", "6237 2016 10.1109/TVCG.2016.2598867 \n", "46 1991 10.1109/VISUAL.1991.175782 \n", "5956 2005 10.1109/VISUAL.2005.1532837 \n", "7490 2017 10.1109/TVCG.2017.2744318 \n", "8581 2014 10.1109/TVCG.2014.2346754 \n", "2660 2000 10.1109/VISUAL.2000.885714 \n", "5368 2011 10.1109/TVCG.2011.237 \n", "8651 2017 10.1109/TVCG.2017.2743980 \n", "11931 2021 10.1109/tvcg.2021.3114878 \n", "10923 2020 10.1109/TVCG.2020.3030367 \n", "2732 2001 10.1109/INFVIS.2001.963288 \n", "4013 2006 10.1109/VAST.2006.261426 \n", "11143 2020 10.1109/TVCG.2020.3030384 \n", "3392 2015 10.1109/TVCG.2015.2467194 \n", "4995 1991 10.1109/VISUAL.1991.175778 \n", "10571 2019 10.1109/TVCG.2019.2934654 \n", "1355 2001 10.1109/VISUAL.2001.964520 \n", "1378 2017 10.1109/TVCG.2017.2744878 \n", "11744 2021 10.1109/tvcg.2020.3025090 \n", "3188 2004 10.1109/INFVIS.2004.71 \n", "4947 2008 10.1109/VAST.2008.4677354 \n", "11105 2020 10.1109/TVCG.2020.3030438 \n", "3377 2011 10.1109/TVCG.2011.224 \n", "794 2009 10.1109/TVCG.2009.179 \n", "683 2005 10.1109/VISUAL.2005.1532834 \n", "2436 1992 10.1109/VISUAL.1992.235210 \n", "7275 2016 10.1109/TVCG.2016.2598498 \n", "8103 2016 10.1109/TVCG.2016.2598824 \n", "11078 2020 10.1109/TVCG.2020.3030399 \n", "7899 2016 10.1109/TVCG.2016.2598826 \n", "4098 2003 10.1109/VISUAL.2003.1250383 \n", "10599 2019 10.1109/TVCG.2019.2934264 \n", "1923 1999 10.1109/VISUAL.1999.809884 \n", "2974 2006 10.1109/TVCG.2006.151 \n", "5347 2008 10.1109/TVCG.2008.144 \n", "8945 2017 10.1109/TVCG.2017.2743958 \n", "3932 2010 10.1109/TVCG.2010.191 \n", "9792 2018 10.1109/TVCG.2018.2864806 \n", "9567 2018 10.1109/TVCG.2018.2865146 \n", "4435 2011 10.1109/TVCG.2011.232 \n", "10322 2019 10.1109/TVCG.2019.2934546 \n", "12322 2021 10.1109/TVCG.2021.3067200 \n", "7820 2011 10.1109/VAST.2011.6102462 \n", "10593 2019 10.1109/TVCG.2019.2934630 \n", "2093 2012 10.1109/VAST.2012.6400488 \n", "1394 2004 10.1109/INFVIS.2004.18 \n", "9600 2018 10.1109/TVCG.2018.2864846 \n", "6039 2014 10.1109/TVCG.2014.2346319 \n", "9561 2018 10.1109/TVCG.2018.2865146 \n", "8386 2015 10.1109/VAST.2015.7347628 \n", "5542 2012 10.1109/TVCG.2012.202 \n", "2701 2011 10.1109/TVCG.2011.195 \n", "10119 2019 10.1109/TVCG.2019.2934538 \n", "6942 2006 10.1109/VAST.2006.261422 \n", "6513 1999 10.1109/INFVIS.1999.801856 \n", "752 1998 10.1109/VISUAL.1998.745283 \n", "3498 2014 10.1109/TVCG.2014.2346926 \n", "5869 2012 10.1109/VAST.2012.6400489 \n", "6726 2012 10.1109/TVCG.2012.258 \n", "3472 2012 10.1109/TVCG.2012.245 \n", "9663 1993 10.1109/VISUAL.1993.398911 \n", "333 2007 10.1109/TVCG.2007.70589 \n", "8279 2003 10.1109/VISUAL.2003.1250405 \n", "2329 2012 10.1109/TVCG.2012.263 \n", "9457 2004 10.1109/VISUAL.2004.94 \n", "\n", " Title \\\n", "4960 Interactive Visualization of Hyperspectral Images of Historical Documents \n", "3058 Interactive visual comparison of multiple trees \n", "626 Towards Better Analysis of Deep Convolutional Neural Networks \n", "50 Simplifying surfaces with color and texture using quadric error metrics \n", "3270 Visualization of Heterogeneous Data \n", "12316 Differentiable Direct Volume Rendering \n", "7901 PelVis: Atlas-based Surgical Planning for Oncological Pelvic Surgery \n", "5219 Visualizing the Intellectual Structure with Paper-Reference Matrices \n", "10034 Culling for Extreme-Scale Segmentation Volumes: A Hybrid Deterministic and Probabilistic Approach \n", "620 OpinionSeer: Interactive Visualization of Hotel Customer Feedback \n", "10479 FDive: Learning Relevance Models Using Pattern-based Similarity Measures \n", "3376 Automatic Transfer Functions Based on Informational Divergence \n", "9661 The quantum Coulomb three-body problem - Visualization of simulation results and numerical methods \n", "9803 Interactive Visualization of 3D Histopathology in Native Resolution \n", "4158 ViDX: Visual Diagnostics of Assembly Line Performance in Smart Factories \n", "4362 Automated generation of visual simulation databases using remote sensing and GIS \n", "6765 BoundarySeer: Visual Analysis of 2D Boundary Changes \n", "1751 A Comparison of User-Generated and Automatic Graph Layouts \n", "3911 Interactive terascale particle visualization \n", "10123 Data Sampling in Multi-view and Multi-class Scatterplots via Set Cover Optimization \n", "4935 High performance volume splatting for visualization of neurovascular data \n", "11350 HypoML: Visual Analysis for Hypothesis-based Evaluation of Machine Learning Models \n", "4153 Temporal MDS Plots for Analysis of Multivariate Data \n", "3994 A distributed, parallel, interactive volume rendering package \n", "11092 A Visualization Framework for Multi-scale Coherent Structures in Taylor-Couette Turbulence \n", "141 A Taxonomy of Clutter Reduction for Information Visualisation \n", "10037 Culling for Extreme-Scale Segmentation Volumes: A Hybrid Deterministic and Probabilistic Approach \n", "9282 Volume-Preserving Mapping and Registration for Collective Data Visualization \n", "4675 Kinetic visualization: a technique for illustrating 3D shape and structure \n", "6986 Adaptive Refinement of the Flow Map Using Sparse Samples \n", "3742 Flow field clustering via algebraic multigrid \n", "5190 Volume warping for adaptive isosurface extraction \n", "7913 A Visual Analytics Approach for Categorical Joint Distribution Reconstruction from Marginal Projections \n", "4319 Perception-based visual quality measures \n", "3601 The Hologram in My Hand: How Effective is Interactive Exploration of 3D Visualizations in Immersive Tangible Augmented Reality? \n", "6237 Evaluation of Graph Sampling: A Visualization Perspective \n", "46 The asymptotic decider: resolving the ambiguity in marching cubes \n", "5956 Eyegaze analysis of displays with combined 2D and 3D views \n", "7490 CyteGuide: Visual Guidance for Hierarchical Single-Cell Analysis \n", "8581 The Spinel Explorer - Interactive Visual Analysis of Spinel Group Minerals \n", "2660 Topology preserving compression of 2D vector fields \n", "5368 Synthetic Generation of High-Dimensional Datasets \n", "8651 TopoAngler: Interactive Topology-Based Extraction of Fishes \n", "11931 A Visualization Approach for Monitoring Order Processing in E-Commerce Warehouse \n", "10923 Lyra 2: Designing Interactive Visualizations by Demonstration \n", "2732 Pixel bar charts: a new technique for visualizing large multi-attribute data sets without aggregation \n", "4013 NetLens: Iterative Exploration of Content-Actor Network Data \n", "11143 Interactive Visual Study of Multiple Attributes Learning Model of X-Ray Scattering Images \n", "3392 TelCoVis: Visual Exploration of Co-occurrence in Urban Human Mobility Based on Telco Data \n", "4995 Achieving direct volume visualization with interactive semantic region selection \n", "10571 Semantic Concept Spaces: Guided Topic Model Refinement using Word-Embedding Projections \n", "1355 Texture Hardware Assisted Rendering of Time-Varying Volume Data \n", "1378 Visualizing Dataflow Graphs of Deep Learning Models in TensorFlow \n", "11744 TimeTubesX: A Query-Driven Visual Exploration of Observable, Photometric, and Polarimetric Behaviors of Blazars \n", "3188 Value and Relation Display for Interactive Exploration of High Dimensional Datasets \n", "4947 Understanding syndromic hotspots - a visual analytics approach \n", "11105 ChemVA: Interactive Visual Analysis of Chemical Compound Similarity in Virtual Screening \n", "3377 Multi-Touch Table System for Medical Visualization: Application to Orthopedic Surgery Planning \n", "794 Scattering Points in Parallel Coordinates \n", "683 A feature-driven approach to locating optimal viewpoints for volume visualization \n", "2436 Visualizing wind velocities by advecting cloud textures \n", "7275 Investigating the Use of a Dynamic Physical Bar Chart for Data Exploration and Presentation \n", "8103 Molecular Surface Maps \n", "11078 Zoomless Maps: External Labeling Methods for the Interactive Exploration of Dense Point Sets at a Fixed Map Scale \n", "7899 PelVis: Atlas-based Surgical Planning for Oncological Pelvic Surgery \n", "4098 Visually accurate multi-field weather visualization \n", "10599 The Validity, Generalizability and Feasibility of Summative Evaluation Methods in Visual Analytics \n", "1923 Exploring geo-scientific data in virtual environments \n", "2974 Hybrid Visualization for White Matter Tracts using Triangle Strips and Point Sprites \n", "5347 Interactive Visual Analysis of Set-Typed Data \n", "8945 Globe Browsing: Contextualized Spatio-Temporal Planetary Surface Visualization \n", "3932 Rethinking Map Legends with Visualization \n", "9792 Interactive 3D Visual Analysis of Atmospheric Fronts \n", "9567 A Heuristic Approach to Value-Driven Evaluation of Visualizations \n", "4435 Sequence Surveyor: Leveraging Overview for Scalable Genomic Alignment Visualization \n", "10322 Cohort-based T-SSIM Visual Computing for Radiation Therapy Prediction and Exploration \n", "12322 Interactive Visual Exploration of Longitudinal Historical Career Mobility Data \n", "7820 Analysis of large digital collections with interactive visualization \n", "10593 Tac-Simur: Tactic-based Simulative Visual Analytics of Table Tennis \n", "2093 Subspace search and visualization to make sense of alternative clusterings in high-dimensional data \n", "1394 Dynamic Drawing of Clustered Graphs \n", "9600 Tensor Field Visualization using Fiber Surfaces of Invariant Space \n", "6039 Interactive Progressive Visualization with Space-Time Error Control \n", "9561 A Heuristic Approach to Value-Driven Evaluation of Visualizations \n", "8386 Four considerations for supporting visual analysis in display ecologies \n", "5542 Automatic Detection and Visualization of Qualitative Hemodynamic Characteristics in Cerebral Aneurysms \n", "2701 Exploratory Analysis of Time-Series with ChronoLenses \n", "10119 Data Changes Everything: Challenges and Opportunities in Data Visualization Design Handoff \n", "6942 User Interfaces for the Exploration of Hierarchical Multi-dimensional Data \n", "6513 Domain analysis: a technique to design a user-centered visualization framework \n", "752 Efficient implementation of multi-triangulations \n", "3498 Proactive Spatiotemporal Resource Allocation and Predictive Visual Analytics for Community Policing and Law Enforcement \n", "5869 iLAMP: Exploring high-dimensional spacing through backward multidimensional projection \n", "6726 Scatter/Gather Clustering: Flexibly Incorporating User Feedback to Steer Clustering Results \n", "3472 Memorability of Visual Features in Network Diagrams \n", "9663 The quantum Coulomb three-body problem - Visualization of simulation results and numerical methods \n", "333 Scented Widgets: Improving Navigation Cues with Embedded Visualizations \n", "8279 A framework for sample-based rendering with O-buffers \n", "2329 SnapShot: Visualization to Propel Ice Hockey Analytics \n", "9457 Rough interface reconstruction using the level set method \n", "\n", " Number of Authors Author Name Author Position \\\n", "4960 5 Michael S. Brown 5 \n", "3058 6 Kay Hamacherk 6 \n", "626 6 Jun Zhu 5 \n", "50 2 Paul S. Heckbert 2 \n", "3270 7 Xin Dong 2 \n", "12316 2 Rüdiger Westermann 2 \n", "7901 8 Elmar Eisemann 7 \n", "5219 3 Chaomei Chen 2 \n", "10034 6 Marco Agus 3 \n", "620 7 Hong Zhou 6 \n", "10479 6 Tobias Schreck 4 \n", "3376 6 Mateu Sbert 6 \n", "9661 6 D. I. Abramov 1 \n", "9803 4 Martin Falk 1 \n", "4158 4 Panpan Xu 1 \n", "4362 2 Martin Suter 1 \n", "6765 6 Yixian Zheng 2 \n", "1751 7 Tim Dwyer 1 \n", "3911 3 Bryan Green 2 \n", "10123 5 Sha Tingkai 2 \n", "4935 4 Rudolf Fahlbusch 3 \n", "11350 5 Qianwen Wang 1 \n", "4153 4 Daniel A. Keim 4 \n", "3994 4 G. Edward Lent 2 \n", "11092 3 Duong B. Nguyen 1 \n", "141 2 Alan Dix 2 \n", "10037 6 Markus Hadwiger 6 \n", "9282 3 Jing Hua 3 \n", "4675 3 Kwan-Liu Ma 3 \n", "6986 2 Samer S. Barakat 1 \n", "3742 5 Marc Alexander Schweitzer 4 \n", "5190 4 Laurent Balmelli 1 \n", "7913 3 Cong Xie 1 \n", "4319 3 Marcus Magnor 3 \n", "3601 5 Ronell Sicat 2 \n", "6237 6 Yanhong Wu 1 \n", "46 2 Bernd Hamann 2 \n", "5956 5 Marios Nicolaou 4 \n", "7490 6 Nicola Pezzotti 2 \n", "8581 7 Ernesto Bjerg 5 \n", "2660 3 Jose C. Renteria 2 \n", "5368 3 Georgia Albuquerque 1 \n", "8651 4 Adam P. Summers 3 \n", "11931 8 Junxiu Tang 1 \n", "10923 4 Arvind Satyanarayan 4 \n", "2732 5 Umeshwar Dayal 5 \n", "4013 4 Hyunmo Kang 1 \n", "11143 7 Boyu Wang 4 \n", "3392 8 Yixian Zheng 4 \n", "4995 7 Henry Fuchs 3 \n", "10571 5 Daniel A. Keim 4 \n", "1355 3 Kwan-Liu Ma 2 \n", "1378 9 Fernanda B. Viégas 8 \n", "11744 5 Naoko Sawada 1 \n", "3188 6 Matthew O. Ward 5 \n", "4947 10 Stephen Rudolph 2 \n", "11105 9 Barbora Kozlíková 9 \n", "3377 5 Claes Lundström 1 \n", "794 5 Xiaoru Yuan 1 \n", "683 4 Issei Fujishiro 2 \n", "2436 3 Nelson Max 1 \n", "7275 6 Kasper Hornbæk 5 \n", "8103 8 Thomas Ertl 8 \n", "11078 4 Sven Gedicke 1 \n", "7899 8 Hessam Sokooti 5 \n", "4098 4 Jason J. Levit 4 \n", "10599 4 Arif Ghafoor 4 \n", "1923 5 Stephen Barrass 2 \n", "2974 6 G. Greiner 6 \n", "5347 3 Helwig Hauser 3 \n", "8945 7 Anders Ynnerman 7 \n", "3932 3 Jason Dykes 1 \n", "9792 5 Tim Hewson 2 \n", "9567 7 John Stasko 7 \n", "4435 3 Danielle Albers 1 \n", "10322 9 Baher Elgohari 4 \n", "12322 10 Zikun Deng 6 \n", "7820 4 Maria Esteva 2 \n", "10593 8 Zheng Zhou 6 \n", "2093 7 Enrico Bertini 4 \n", "1394 2 Y. Frishman 1 \n", "9600 8 Fabian Günther 6 \n", "6039 4 Filip Sadlo 2 \n", "9561 7 Emily Wall 1 \n", "8386 4 Sarang Joshi 3 \n", "5542 8 Gábor Janiga 4 \n", "2701 4 Ravin Balakrishnan 4 \n", "10119 7 Søren Knudsen 5 \n", "6942 1 Mark Sifer 1 \n", "6513 3 James H. Garrett 3 \n", "752 3 L. De Floriani 1 \n", "3498 5 Ross Maciejewski 2 \n", "5869 6 Paulo Joia 4 \n", "6726 6 Layne T. Watson 5 \n", "3472 4 Kim Marriott 1 \n", "9663 6 S. V. Klimenko 3 \n", "333 3 Wesley Willett 1 \n", "8279 4 Arie E. Kaufman 2 \n", "2329 4 John Stasko 4 \n", "9457 3 Yootai Kim 1 \n", "\n", " Author Position Type OpenAlex Author ID \\\n", "4960 last https://openalex.org/A2594426199 \n", "3058 last https://openalex.org/A2327757246 \n", "626 middle https://openalex.org/A3166362477 \n", "50 last https://openalex.org/A350629882 \n", "3270 middle https://openalex.org/A3181240397 \n", "12316 last https://openalex.org/A2030039896 \n", "7901 middle https://openalex.org/A1986027970 \n", "5219 middle https://openalex.org/A2147514866 \n", "10034 middle https://openalex.org/A2150816462 \n", "620 middle https://openalex.org/A2423342565 \n", "10479 middle https://openalex.org/A3179703536 \n", "3376 last https://openalex.org/A2114517036 \n", "9661 first https://openalex.org/A1927790092 \n", "9803 first https://openalex.org/A2111947941 \n", "4158 first https://openalex.org/A2126531132 \n", "4362 first https://openalex.org/A2251318337 \n", "6765 middle https://openalex.org/A2243075159 \n", "1751 first https://openalex.org/A3182625963 \n", "3911 middle https://openalex.org/A2197615712 \n", "10123 middle https://openalex.org/A2969816058 \n", "4935 middle https://openalex.org/A2508808007 \n", "11350 first https://openalex.org/A2963100914 \n", "4153 last https://openalex.org/A2147343253 \n", "3994 middle https://openalex.org/A2616443002 \n", "11092 first https://openalex.org/A2738909281 \n", "141 last https://openalex.org/A2304140017 \n", "10037 last https://openalex.org/A2057155413 \n", "9282 last https://openalex.org/A1979157086 \n", "4675 last https://openalex.org/A2122423217 \n", "6986 first https://openalex.org/A2154574517 \n", "3742 middle https://openalex.org/A2130444583 \n", "5190 first https://openalex.org/A2348086014 \n", "7913 first https://openalex.org/A2513681081 \n", "4319 last https://openalex.org/A2613073306 \n", "3601 middle https://openalex.org/A2065057896 \n", "6237 first https://openalex.org/A2484103292 \n", "46 last https://openalex.org/A2122502592 \n", "5956 middle https://openalex.org/A2106252463 \n", "7490 middle https://openalex.org/A2510292255 \n", "8581 middle https://openalex.org/A2180083084 \n", "2660 middle https://openalex.org/A2143838016 \n", "5368 first https://openalex.org/A2167472142 \n", "8651 middle https://openalex.org/A2120068123 \n", "11931 first https://openalex.org/A2895397997 \n", "10923 last https://openalex.org/A2022576506 \n", "2732 last https://openalex.org/A689294964 \n", "4013 first https://openalex.org/A2107760759 \n", "11143 middle https://openalex.org/A2552898485 \n", "3392 middle https://openalex.org/A2243075159 \n", "4995 middle https://openalex.org/A2196043388 \n", "10571 middle https://openalex.org/A2787518297 \n", "1355 middle https://openalex.org/A2122423217 \n", "1378 middle https://openalex.org/A2113308670 \n", "11744 first https://openalex.org/A2694046687 \n", "3188 middle https://openalex.org/A2102429099 \n", "4947 middle https://openalex.org/A2125348590 \n", "11105 last https://openalex.org/A1775603343 \n", "3377 first https://openalex.org/A2166579514 \n", "794 first https://openalex.org/A2147723296 \n", "683 middle https://openalex.org/A2777710565 \n", "2436 first https://openalex.org/A2189376613 \n", "7275 middle https://openalex.org/A162880119 \n", "8103 last https://openalex.org/A2083449707 \n", "11078 first https://openalex.org/A2983518781 \n", "7899 middle https://openalex.org/A2420326052 \n", "4098 last https://openalex.org/A3034717111 \n", "10599 last https://openalex.org/A2117267428 \n", "1923 middle https://openalex.org/A3180659629 \n", "2974 last https://openalex.org/A2289787251 \n", "5347 last https://openalex.org/A2138458960 \n", "8945 last https://openalex.org/A1429185800 \n", "3932 first https://openalex.org/A2144192189 \n", "9792 middle https://openalex.org/A1970229373 \n", "9567 last https://openalex.org/A2087252583 \n", "4435 first https://openalex.org/A1927780734 \n", "10322 middle https://openalex.org/A2793760881 \n", "12322 middle https://openalex.org/A2891201477 \n", "7820 middle https://openalex.org/A2250897821 \n", "10593 middle https://openalex.org/A2751001748 \n", "2093 middle https://openalex.org/A2155423936 \n", "1394 first https://openalex.org/A2048331574 \n", "9600 middle https://openalex.org/A2796227956 \n", "6039 middle https://openalex.org/A1993881951 \n", "9561 first https://openalex.org/A2564318004 \n", "8386 middle https://openalex.org/A2496452181 \n", "5542 middle https://openalex.org/A76030111 \n", "2701 last https://openalex.org/A2130130894 \n", "10119 middle https://openalex.org/A2225346003 \n", "6942 first https://openalex.org/A2043105879 \n", "6513 last https://openalex.org/A2126584646 \n", "752 first https://openalex.org/A2309628929 \n", "3498 middle https://openalex.org/A2142123371 \n", "5869 middle https://openalex.org/A2057213353 \n", "6726 middle https://openalex.org/A2147592994 \n", "3472 first https://openalex.org/A2139022045 \n", "9663 middle https://openalex.org/A3177262971 \n", "333 first https://openalex.org/A2085234058 \n", "8279 middle https://openalex.org/A2132849971 \n", "2329 last https://openalex.org/A2087252583 \n", "9457 first https://openalex.org/A2150347246 \n", "\n", " Author ORCID Number of Affiliations \\\n", "4960 NaN 1.0 \n", "3058 NaN 1.0 \n", "626 https://orcid.org/0000-0002-6254-2388 1.0 \n", "50 NaN 1.0 \n", "3270 NaN 1.0 \n", "12316 https://orcid.org/0000-0002-3394-0731 1.0 \n", "7901 https://orcid.org/0000-0003-4153-065X 1.0 \n", "5219 https://orcid.org/0000-0001-8584-1041 1.0 \n", "10034 https://orcid.org/0000-0003-2752-3525 1.0 \n", "620 NaN 1.0 \n", "10479 NaN 1.0 \n", "3376 https://orcid.org/0000-0003-2164-6858 1.0 \n", "9661 NaN 1.0 \n", "9803 https://orcid.org/0000-0003-0518-6513 1.0 \n", "4158 NaN 1.0 \n", "4362 NaN 1.0 \n", "6765 NaN 1.0 \n", "1751 https://orcid.org/0000-0002-9076-9571 1.0 \n", "3911 NaN 1.0 \n", "10123 NaN 1.0 \n", "4935 NaN 1.0 \n", "11350 https://orcid.org/0000-0003-1728-4102 1.0 \n", "4153 https://orcid.org/0000-0001-7966-9740 1.0 \n", "3994 NaN 1.0 \n", "11092 https://orcid.org/0000-0002-2323-9642 1.0 \n", "141 https://orcid.org/0000-0002-5242-7693 1.0 \n", "10037 https://orcid.org/0000-0003-1239-4871 1.0 \n", "9282 https://orcid.org/0000-0002-3981-2933 1.0 \n", "4675 https://orcid.org/0000-0001-8086-0366 1.0 \n", "6986 NaN 1.0 \n", "3742 NaN 1.0 \n", "5190 NaN 1.0 \n", "7913 NaN 1.0 \n", "4319 https://orcid.org/0000-0003-0579-480X 1.0 \n", "3601 NaN 1.0 \n", "6237 NaN 1.0 \n", "46 https://orcid.org/0000-0002-3579-5005 1.0 \n", "5956 NaN 1.0 \n", "7490 https://orcid.org/0000-0001-7346-9182 1.0 \n", "8581 https://orcid.org/0000-0002-0039-2476 1.0 \n", "2660 NaN 1.0 \n", "5368 NaN 1.0 \n", "8651 https://orcid.org/0000-0003-1930-9748 1.0 \n", "11931 NaN 1.0 \n", "10923 https://orcid.org/0000-0001-5564-635X 1.0 \n", "2732 NaN 1.0 \n", "4013 NaN 1.0 \n", "11143 https://orcid.org/0000-0003-2075-3731 1.0 \n", "3392 NaN 1.0 \n", "4995 NaN 1.0 \n", "10571 https://orcid.org/0000-0001-7966-9740 1.0 \n", "1355 https://orcid.org/0000-0001-8086-0366 1.0 \n", "1378 NaN 1.0 \n", "11744 NaN 1.0 \n", "3188 NaN 1.0 \n", "4947 NaN 1.0 \n", "11105 https://orcid.org/0000-0001-6358-9420 1.0 \n", "3377 https://orcid.org/0000-0002-9368-0177 1.0 \n", "794 NaN 1.0 \n", "683 https://orcid.org/0000-0002-8898-730X 1.0 \n", "2436 https://orcid.org/0000-0003-0346-839X 1.0 \n", "7275 NaN 1.0 \n", "8103 https://orcid.org/0000-0003-4019-2505 1.0 \n", "11078 https://orcid.org/0000-0002-5416-3564 1.0 \n", "7899 https://orcid.org/0000-0002-6282-7973 1.0 \n", "4098 NaN 1.0 \n", "10599 https://orcid.org/0000-0002-3707-8173 1.0 \n", "1923 NaN 1.0 \n", "2974 NaN 1.0 \n", "5347 NaN 1.0 \n", "8945 https://orcid.org/0000-0002-9466-9826 1.0 \n", "3932 https://orcid.org/0000-0002-8096-5763 1.0 \n", "9792 https://orcid.org/0000-0002-3266-8828 1.0 \n", "9567 https://orcid.org/0000-0003-4129-7659 1.0 \n", "4435 NaN 1.0 \n", "10322 https://orcid.org/0000-0001-7694-6466 1.0 \n", "12322 NaN 1.0 \n", "7820 NaN 1.0 \n", "10593 NaN 1.0 \n", "2093 https://orcid.org/0000-0001-9276-4590 1.0 \n", "1394 NaN 1.0 \n", "9600 https://orcid.org/0000-0002-8999-2733 1.0 \n", "6039 https://orcid.org/0000-0002-8949-8452 1.0 \n", "9561 NaN 1.0 \n", "8386 NaN 1.0 \n", "5542 https://orcid.org/0000-0002-4560-9640 1.0 \n", "2701 NaN 1.0 \n", "10119 NaN 1.0 \n", "6942 NaN 1.0 \n", "6513 https://orcid.org/0000-0001-7814-8521 1.0 \n", "752 NaN 1.0 \n", "3498 https://orcid.org/0000-0001-8803-6355 1.0 \n", "5869 NaN 1.0 \n", "6726 NaN 1.0 \n", "3472 https://orcid.org/0000-0002-9813-0377 1.0 \n", "9663 NaN 1.0 \n", "333 NaN 1.0 \n", "8279 https://orcid.org/0000-0002-0796-6196 1.0 \n", "2329 https://orcid.org/0000-0003-4129-7659 1.0 \n", "9457 NaN 1.0 \n", "\n", " First Institution Name \\\n", "4960 National University of Singapore \n", "3058 TU Darmstadt \n", "626 Tsinghua University \n", "50 Carnegie Mellon University \n", "3270 University of Washington \n", "12316 Technical University of Munich \n", "7901 Delft University of Technology \n", "5219 Drexel University \n", "10034 King Abdullah University of Science and Technology \n", "620 Shenzhen University \n", "10479 Graz University of Technology \n", "3376 University of Girona \n", "9661 St Petersburg University \n", "9803 Linköping University \n", "4158 Robert Bosch \n", "4362 University of Zurich \n", "6765 Hong Kong University of Science and Technology \n", "1751 Microsoft \n", "3911 Ames Research Center \n", "10123 Shenzhen University \n", "4935 University of Erlangen-Nuremberg \n", "11350 Hong Kong University of Science and Technology \n", "4153 University of Konstanz \n", "3994 Argonne National Laboratory \n", "11092 University of Houston \n", "141 Lancaster University \n", "10037 King Abdullah University of Science and Technology \n", "9282 Wayne State University \n", "4675 University of California, Davis \n", "6986 Purdue University West Lafayette \n", "3742 University of Bonn \n", "5190 IBM \n", "7913 Stony Brook University \n", "4319 Technische Universität Braunschweig \n", "3601 Harvard University \n", "6237 Hong Kong University of Science and Technology \n", "46 Arizona State University \n", "5956 Imperial College London \n", "7490 Delft University of Technology \n", "8581 Universidad Nacional del Sur \n", "2660 University of California, Santa Cruz \n", "5368 Technische Universität Braunschweig \n", "8651 University of Washington \n", "11931 Zhejiang University \n", "10923 Massachusetts Institute of Technology \n", "2732 Hewlett-Packard \n", "4013 University of Maryland, College Park \n", "11143 Stony Brook University \n", "3392 Hong Kong University of Science and Technology \n", "4995 University of North Carolina at Chapel Hill \n", "10571 University of Konstanz \n", "1355 University of California, Davis \n", "1378 Google \n", "11744 Keio University \n", "3188 Worcester Polytechnic Institute \n", "4947 Purdue University West Lafayette \n", "11105 Masaryk University \n", "3377 Linköping University \n", "794 Peking University \n", "683 Tohoku University \n", "2436 Lawrence Livermore National Laboratory \n", "7275 University of Copenhagen \n", "8103 University of Stuttgart \n", "11078 University of Bonn \n", "7899 Leiden University Medical Center \n", "4098 University of Oklahoma \n", "10599 Purdue University West Lafayette \n", "1923 Center for Information Technology \n", "2974 University of Erlangen-Nuremberg \n", "5347 University of Bergen \n", "8945 Linköping University \n", "3932 City, University of London \n", "9792 European Centre for Medium-Range Weather Forecasts \n", "9567 Georgia Institute of Technology \n", "4435 University of Wisconsin–Madison \n", "10322 The University of Texas MD Anderson Cancer Center \n", "12322 Zhejiang University \n", "7820 The University of Texas at Austin \n", "10593 Zhejiang University \n", "2093 University of Konstanz \n", "1394 Technion – Israel Institute of Technology \n", "9600 TU Dortmund University \n", "6039 University of Stuttgart \n", "9561 Georgia Institute of Technology \n", "8386 Virginia Tech \n", "5542 Otto-von-Guericke University Magdeburg \n", "2701 University of Toronto \n", "10119 University of Calgary \n", "6942 University of Wollongong \n", "6513 Carnegie Mellon University \n", "752 University of Genoa \n", "3498 Arizona State University \n", "5869 Universidade de São Paulo \n", "6726 Washington University in St. Louis \n", "3472 Monash University \n", "9663 Institute for High Energy Physics \n", "333 University of California, Berkeley \n", "8279 Stony Brook University \n", "2329 Georgia Institute of Technology \n", "9457 The Ohio State University \n", "\n", " Raw Affiliation String \\\n", "4960 National University of singapore, singapore, Singapore \n", "3058 Computational Biology, TU Darmstadt, Germany \n", "626 School of Software and TNListTsinghua University \n", "50 Carnegie Mellon University, Pittsburgh, PA. \n", "3270 University of Washington , USA . \n", "12316 [Technical University of Munich (e-mail: westermann@tum.de)] \n", "7901 (Delft University of Technology) \n", "5219 Drexel University, Philadelphia PA, USA#TAB# \n", "10034 King Abdullah University of Science and Technology (KAUST) , Saudi Arabia . \n", "620 Shenzhen University, Shenzhen, China \n", "10479 Graz University of Technology, , , Austria \n", "3376 University of Girona; \n", "9661 Dept. of Theoretical Phys., St. Petersburg State Univ., Russia \n", "9803 Dept. of Science and Technology, Linköping University, Sweden \n", "4158 Bosch Research North America \n", "4362 Remote Sensing Laboratories Department of Geography University of Zurich Winterthurerstrasse 190 CH-8057 Zurich Switzerland \n", "6765 , Hong Kong University of Science and Technology \n", "1751 Microsoft Research#TAB# \n", "3911 NASA Ames Res. Center, Moffett Field, CA, USA#TAB# \n", "10123 [Shenzhen University, Visual Computing Research Center, China] \n", "4935 Dept. of Neurosurg. & Comput. Graphics Group, Univ. of Erlangen, Germany \n", "11350 Hong Kong Univ of Science & Technology (China) \n", "4153 University of Konstanz Germany \n", "3994 Argonne National Laboratory, Argonne, IL \n", "11092 University of Houston \n", "141 Lancaster Univ, Lancaster \n", "10037 King Abdullah University of Science and Technology (KAUST) , Saudi Arabia . \n", "9282 Dept of Computer Science, Wayne State University, Detroit, MI#TAB# \n", "4675 Dept. of Comput. Sci., California Univ., Davis, CA, USA \n", "6986 Comput. Sci. Dept., Purdue Univ., West Lafayette, IN, USA \n", "3742 University of Bonn > > > > \n", "5190 IBM Thomas J. Watson Res. Center, Hawthorne, NY, USA#TAB# \n", "7913 [Computer Science Department, Stony Brook University] \n", "4319 TU Braunschweig,,Germany \n", "3601 Harvard University , \n", "6237 , Hong Kong University of Science and Technology \n", "46 [Dept. of Comput. Sci., Arizona State Univ., Tempe, AZ, USA] \n", "5956 Imperial College \n", "7490 Computer Graphics and Visualization Group, Delft University of Technology, The Netherlands \n", "8581 Departamento de GeologíaINGEOSUR CCT CONICET, Universidad Nacional del Sur, Bahía Blanca, Argentina \n", "2660 Dept of Computer Science, University of California, Santa Cruz, CA \n", "5368 Computer Graphics Lab TU Braunschweig Germany \n", "8651 University of Washington ; \n", "11931 [State Key Lab of CAD&CG, Zhejiang University, Hangzhou, China (e-mail: tangjunxiu@zju.edu.cn)] \n", "10923 Massachusetts Institute Of Technology#TAB# \n", "2732 Hewlett-Packard Research Labs#TAB# \n", "4013 Human-Computer Interaction Laboratory, University of Maryland, Institute for Advanced Computer Studies, College Park, MD#TAB# \n", "11143 Stony Brook University \n", "3392 , Hong Kong University of Science and Technology \n", "4995 [North Carolina Univ., Chapel Hill, NC, USA] \n", "10571 University of Konstanz Germany \n", "1355 Dept. of Comput. Sci., California Univ., Davis, CA, USA \n", "1378 Google Research, \n", "11744 [Graduate School of Science and Technology, Keio University Faculty of Science and Technology Graduate School of Science and Technology, 74013 Yokohama, Kanagawa Japan 223-8542 (e-mail: naoko.sawada@fj.ics.keio.ac.jp)] \n", "3188 Dept. of Comput. Sci., Worcester Polytech. Inst., MA \n", "4947 PURDUE UNIVERSITY. \n", "11105 Faculty of informatics, Masaryk University, Brno, Czech Republic \n", "3377 Center for Med. Image Sci. & Visualization, Linkoping Univ., Linkoping, Sweden \n", "794 Key Lab. of Machine Perception (Minist. of Educ.), Peking Univ., Beijing, China \n", "683 Tohoku University (), \n", "2436 Lawrence Livermore National Laboratory, Livermore, California. \n", "7275 University of Copenhagen \n", "8103 Visualization Research Center (VISUS); University of Stuttgart; Germany \n", "11078 Geoinformation GroupInstitute of Geodesy and Geoinformation, University of Bonn \n", "7899 LEIDEN UNIVERSITY (MEDICAL CENTER) \n", "4098 University of Oklahoma, \n", "10599 PURDUE UNIVERSITY. \n", "1923 GMD German National Research Center for Information Technology#TAB# \n", "2974 Computer Graphics Group, University of Erlangen, Germany \n", "5347 University of Bergen, Norway \n", "8945 Linköping University \n", "3932 Department of Information Science, City University London, London, UK, \n", "9792 European Centre for Medium-Range Weather Forecasts, Reading, UK \n", "9567 Georgia Institute of Technology, Atlanta, GA (USA) \n", "4435 University of Wisconsin-Madison, MADISON, WI, USA \n", "10322 MD Anderson Cancer CenterUniversity of Texas \n", "12322 [State Key Lab of CAD&CG, Zhejiang University, 12377 Hangzhou, Zhejiang, China, (e-mail: zikun_rain@zju.edu.cn)] \n", "7820 The University of Texas at Austin,,USA \n", "10593 Department of Sport ScienceZhejiang University \n", "2093 University of Konstanz Germany \n", "1394 [Dept. of Comput. Sci., Technion - Israel Inst. of Technol., Haifa] \n", "9600 [Faculty for Mechanical Engineering, TU Dortmund University, Dortmund] \n", "6039 Univ. of Stuttgart#TAB# \n", "9561 Georgia Institute of Technology, Atlanta, GA (USA) \n", "8386 Virginia Tech. USA \n", "5542 Institute of Fluid Dynamics and Thermodynamics, University of Magdeburg, Magdeburg, Germany \n", "2701 DGP, Univ. of Toronto, Toronto, ON, Canada \n", "10119 University of Calgary, Calgary, Canada#TAB# \n", "6942 Sch. of Econ. & Inf. Syst., Wollongong Univ., NSW \n", "6513 Carnegie Mellon University \n", "752 Genoa Univ., Italy \n", "3498 Arizona State University** \n", "5869 University of São Paulo \n", "6726 Department of Computer Science and Engineering, Washington University, St. Louis, MO, USA \n", "3472 Monash University Melbourne Vic. Australia \n", "9663 Institute for High Energy Physics, Protvino, Moscow Region \n", "333 University of California–Berkeley. \n", "8279 Department of Computer Science, Stony Brook University, NY, USA#TAB# \n", "2329 #N#‡#N#Georgia Institute of Technology#N# \n", "9457 Ohio State Univ., Columbus, OH USA \n", "\n", " First Institution ID First Institution ROR \\\n", "4960 https://openalex.org/I165932596 https://ror.org/01tgyzw49 \n", "3058 https://openalex.org/I31512782 https://ror.org/05n911h24 \n", "626 https://openalex.org/I99065089 https://ror.org/03cve4549 \n", "50 https://openalex.org/I74973139 https://ror.org/05x2bcf33 \n", "3270 https://openalex.org/I201448701 https://ror.org/00cvxb145 \n", "12316 https://openalex.org/I62916508 https://ror.org/02kkvpp62 \n", "7901 https://openalex.org/I98358874 https://ror.org/02e2c7k09 \n", "5219 https://openalex.org/I72816309 https://ror.org/04bdffz58 \n", "10034 https://openalex.org/I71920554 https://ror.org/01q3tbs38 \n", "620 https://openalex.org/I180726961 https://ror.org/01vy4gh70 \n", "10479 https://openalex.org/I4092182 https://ror.org/00d7xrm67 \n", "3376 https://openalex.org/I251424209 https://ror.org/01xdxns91 \n", "9661 https://openalex.org/I172901346 https://ror.org/023znxa73 \n", "9803 https://openalex.org/I102134673 https://ror.org/05ynxx418 \n", "4158 https://openalex.org/I889804353 https://ror.org/01fe0jt45 \n", "4362 https://openalex.org/I202697423 https://ror.org/02crff812 \n", "6765 https://openalex.org/I200769079 https://ror.org/00q4vv597 \n", "1751 https://openalex.org/I1290206253 https://ror.org/00d0nc645 \n", "3911 https://openalex.org/I1280536761 https://ror.org/02acart68 \n", "10123 https://openalex.org/I180726961 https://ror.org/01vy4gh70 \n", "4935 https://openalex.org/I181369854 https://ror.org/00f7hpc57 \n", "11350 https://openalex.org/I200769079 https://ror.org/00q4vv597 \n", "4153 https://openalex.org/I189712700 https://ror.org/0546hnb39 \n", "3994 https://openalex.org/I1282105669 https://ror.org/05gvnxz63 \n", "11092 https://openalex.org/I44461941 https://ror.org/048sx0r50 \n", "141 https://openalex.org/I67415387 https://ror.org/04f2nsd36 \n", "10037 https://openalex.org/I71920554 https://ror.org/01q3tbs38 \n", "9282 https://openalex.org/I185443292 https://ror.org/01070mq45 \n", "4675 https://openalex.org/I84218800 https://ror.org/05rrcem69 \n", "6986 https://openalex.org/I219193219 https://ror.org/02dqehb95 \n", "3742 https://openalex.org/I135140700 https://ror.org/041nas322 \n", "5190 https://openalex.org/I1341412227 https://ror.org/05hh8d621 \n", "7913 https://openalex.org/I59553526 https://ror.org/05qghxh33 \n", "4319 https://openalex.org/I94509681 https://ror.org/010nsgg66 \n", "3601 https://openalex.org/I136199984 https://ror.org/03vek6s52 \n", "6237 https://openalex.org/I200769079 https://ror.org/00q4vv597 \n", "46 https://openalex.org/I55732556 https://ror.org/03efmqc40 \n", "5956 https://openalex.org/I47508984 https://ror.org/041kmwe10 \n", "7490 https://openalex.org/I98358874 https://ror.org/02e2c7k09 \n", "8581 https://openalex.org/I56858762 https://ror.org/028crwz56 \n", "2660 https://openalex.org/I185103710 https://ror.org/03s65by71 \n", "5368 https://openalex.org/I94509681 https://ror.org/010nsgg66 \n", "8651 https://openalex.org/I201448701 https://ror.org/00cvxb145 \n", "11931 https://openalex.org/I76130692 https://ror.org/00a2xv884 \n", "10923 https://openalex.org/I63966007 https://ror.org/042nb2s44 \n", "2732 https://openalex.org/I1324840837 https://ror.org/059rn9488 \n", "4013 https://openalex.org/I66946132 https://ror.org/047s2c258 \n", "11143 https://openalex.org/I59553526 https://ror.org/05qghxh33 \n", "3392 https://openalex.org/I200769079 https://ror.org/00q4vv597 \n", "4995 https://openalex.org/I114027177 https://ror.org/0130frc33 \n", "10571 https://openalex.org/I189712700 https://ror.org/0546hnb39 \n", "1355 https://openalex.org/I84218800 https://ror.org/05rrcem69 \n", "1378 https://openalex.org/I1291425158 https://ror.org/00njsd438 \n", "11744 https://openalex.org/I203951103 https://ror.org/02kn6nx58 \n", "3188 https://openalex.org/I107077323 https://ror.org/05ejpqr48 \n", "4947 https://openalex.org/I219193219 https://ror.org/02dqehb95 \n", "11105 https://openalex.org/I21449261 https://ror.org/02j46qs45 \n", "3377 https://openalex.org/I102134673 https://ror.org/05ynxx418 \n", "794 https://openalex.org/I20231570 https://ror.org/02v51f717 \n", "683 https://openalex.org/I201537933 https://ror.org/01dq60k83 \n", "2436 https://openalex.org/I1282311441 https://ror.org/041nk4h53 \n", "7275 https://openalex.org/I124055696 https://ror.org/035b05819 \n", "8103 https://openalex.org/I100066346 https://ror.org/04vnq7t77 \n", "11078 https://openalex.org/I135140700 https://ror.org/041nas322 \n", "7899 https://openalex.org/I2800006345 https://ror.org/05xvt9f17 \n", "4098 https://openalex.org/I8692664 https://ror.org/02aqsxs83 \n", "10599 https://openalex.org/I219193219 https://ror.org/02dqehb95 \n", "1923 https://openalex.org/I29955533 https://ror.org/03jh5a977 \n", "2974 https://openalex.org/I181369854 https://ror.org/00f7hpc57 \n", "5347 https://openalex.org/I4432739 https://ror.org/03zga2b32 \n", "8945 https://openalex.org/I102134673 https://ror.org/05ynxx418 \n", "3932 https://openalex.org/I180825142 https://ror.org/04489at23 \n", "9792 https://openalex.org/I154986956 https://ror.org/014w0fd65 \n", "9567 https://openalex.org/I130701444 https://ror.org/01zkghx44 \n", "4435 https://openalex.org/I135310074 https://ror.org/01y2jtd41 \n", "10322 https://openalex.org/I1343551460 https://ror.org/04twxam07 \n", "12322 https://openalex.org/I76130692 https://ror.org/00a2xv884 \n", "7820 https://openalex.org/I86519309 https://ror.org/00hj54h04 \n", "10593 https://openalex.org/I76130692 https://ror.org/00a2xv884 \n", "2093 https://openalex.org/I189712700 https://ror.org/0546hnb39 \n", "1394 https://openalex.org/I174306211 https://ror.org/03qryx823 \n", "9600 https://openalex.org/I200332995 https://ror.org/01k97gp34 \n", "6039 https://openalex.org/I100066346 https://ror.org/04vnq7t77 \n", "9561 https://openalex.org/I130701444 https://ror.org/01zkghx44 \n", "8386 https://openalex.org/I859038795 https://ror.org/02smfhw86 \n", "5542 https://openalex.org/I95793202 https://ror.org/00ggpsq73 \n", "2701 https://openalex.org/I185261750 https://ror.org/03dbr7087 \n", "10119 https://openalex.org/I168635309 https://ror.org/03yjb2x39 \n", "6942 https://openalex.org/I204824540 https://ror.org/00jtmb277 \n", "6513 https://openalex.org/I74973139 https://ror.org/05x2bcf33 \n", "752 https://openalex.org/I83816512 https://ror.org/0107c5v14 \n", "3498 https://openalex.org/I55732556 https://ror.org/03efmqc40 \n", "5869 https://openalex.org/I17974374 https://ror.org/036rp1748 \n", "6726 https://openalex.org/I204465549 https://ror.org/01yc7t268 \n", "3472 https://openalex.org/I56590836 https://ror.org/02bfwt286 \n", "9663 https://openalex.org/I3129407955 https://ror.org/03kn4xv14 \n", "333 https://openalex.org/I95457486 https://ror.org/01an7q238 \n", "8279 https://openalex.org/I59553526 https://ror.org/05qghxh33 \n", "2329 https://openalex.org/I130701444 https://ror.org/01zkghx44 \n", "9457 https://openalex.org/I52357470 https://ror.org/00rs6vg23 \n", "\n", " First Institution Type First Institution Country Code \n", "4960 education SG \n", "3058 education DE \n", "626 education CN \n", "50 education US \n", "3270 education US \n", "12316 education DE \n", "7901 education NL \n", "5219 education US \n", "10034 education SA \n", "620 education CN \n", "10479 education AT \n", "3376 education ES \n", "9661 education RU \n", "9803 education SE \n", "4158 company DE \n", "4362 education CH \n", "6765 education CN \n", "1751 company US \n", "3911 facility US \n", "10123 education CN \n", "4935 education DE \n", "11350 education CN \n", "4153 education DE \n", "3994 facility US \n", "11092 education US \n", "141 education GB \n", "10037 education SA \n", "9282 education US \n", "4675 education US \n", "6986 education US \n", "3742 education DE \n", "5190 company US \n", "7913 education US \n", "4319 education DE \n", "3601 education US \n", "6237 education CN \n", "46 education US \n", "5956 education GB \n", "7490 education NL \n", "8581 education AR \n", "2660 education US \n", "5368 education DE \n", "8651 education US \n", "11931 education CN \n", "10923 education US \n", "2732 company US \n", "4013 education US \n", "11143 education US \n", "3392 education CN \n", "4995 education US \n", "10571 education DE \n", "1355 education US \n", "1378 company US \n", "11744 education JP \n", "3188 education US \n", "4947 education US \n", "11105 education CZ \n", "3377 education SE \n", "794 education CN \n", "683 education JP \n", "2436 facility US \n", "7275 education DK \n", "8103 education DE \n", "11078 education DE \n", "7899 healthcare NL \n", "4098 education US \n", "10599 education US \n", "1923 facility US \n", "2974 education DE \n", "5347 education NO \n", "8945 education SE \n", "3932 education GB \n", "9792 other GB \n", "9567 education US \n", "4435 education US \n", "10322 healthcare US \n", "12322 education CN \n", "7820 education US \n", "10593 education CN \n", "2093 education DE \n", "1394 education IL \n", "9600 education DE \n", "6039 education DE \n", "9561 education US \n", "8386 education US \n", "5542 education DE \n", "2701 education CA \n", "10119 education CA \n", "6942 education AU \n", "6513 education US \n", "752 education IT \n", "3498 education US \n", "5869 education BR \n", "6726 education US \n", "3472 education AU \n", "9663 facility RU \n", "333 education US \n", "8279 education US \n", "2329 education US \n", "9457 education US " ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "alex[(alex['Raw Affiliation String'].notnull()) & (\n", " alex['First Institution Type'].notnull()) & (\n", " alex['First Institution Country Code'].notnull())].sample(n = 100, random_state = 42)" ] }, { "cell_type": "markdown", "id": "91f54a4d", "metadata": {}, "source": [ "### Country:\n", "\n", "- Bosch Research North America, should be 'US' but was labeled as 'DE'\n", "- GMD German National Research Center for Information Technology, should be 'DE', but was labeled as 'US'\n", "\n", "### Type\n", "- European Centre for Medium-Range Weather Forecasts, Reading, UK, should be a nonprofit. Correct as binary\n", "- GMD German National Research Center for Information Technology, is labeled as facility, but might be non-profit \n", "- Institute for High Energy Physics, Protvino, Moscow Region, is labeled as facility, but might be nonprofit" ] }, { "cell_type": "markdown", "id": "945df4df", "metadata": {}, "source": [ "## Prediction accuracy" ] }, { "cell_type": "code", "execution_count": 49, "id": "efa62f25", "metadata": {}, "outputs": [], "source": [ "author = pd.read_csv('../data/ht_class/ht_cleaned_author_df.csv')" ] }, { "cell_type": "code", "execution_count": 50, "id": "4ce06ea4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YearDOITitleNumber of AuthorsAuthor PositionAuthor NameOpenAlex Author IDAffiliation NameAffiliation Country CodeAffiliation TypeBinary TypeCross-type CollaborationInternational Collaboration
\n", "
" ], "text/plain": [ "Empty DataFrame\n", "Columns: [Year, DOI, Title, Number of Authors, Author Position, Author Name, OpenAlex Author ID, Affiliation Name, Affiliation Country Code, Affiliation Type, Binary Type, Cross-type Collaboration, International Collaboration]\n", "Index: []" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# correct. nothing is incomplete\n", "author[(\n", " author['Affiliation Name'].isnull()) | (\n", " author['Affiliation Country Code'].isnull()) | (\n", " author['Affiliation Type'].isnull())]" ] }, { "cell_type": "code", "execution_count": 51, "id": "f2aad9e4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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YearDOITitleNumber of AuthorsAuthor PositionAuthor NameOpenAlex Author IDAffiliation NameAffiliation Country CodeAffiliation TypeBinary TypeCross-type CollaborationInternational Collaboration
12277202110.1109/tvcg.2021.3114817An Efficient Dual-Hierarchy tSNE Minimization3.02.0Markus Billeterhttps://openalex.org/A3203466205University of Leeds, EnglandGBeducationeducationFalseTrue
9621201810.1109/TVCG.2018.2864887InkPlanner: Supporting Prewriting via Intelligent Visual Diagramming6.01.0Zhicong Luhttps://openalex.org/A2611511841University of Toronto, Toronto, ON, CACAeducationeducationTrueTrue
11160202010.1109/TVCG.2020.3030333Interactive Visualization of Atmospheric Effects for Celestial Bodies6.03.0Carter Emmarthttps://openalex.org/A2177988531American Museum of Natural HistoryUSarchivenon-educationTrueTrue
12384202110.1109/TVCG.2021.3114840ThreadStates: State-based Visual Analysis of Disease Progression5.02.0Tali Mazorhttps://openalex.org/A4263959575Dana-Farber Cancer Institute, USAUSfacilitynon-educationTrueTrue
12032202110.1109/tvcg.2021.3057483Net2Vis - A Visual Grammar for Automatically Generating Publication-Tailored CNN Architecture Visualizations3.03.0Timo Ropinskihttps://openalex.org/A292280582Visual Computing Group at Ulm University, Ulm, GermanyDEeducationeducationFalseFalse
2439201510.1109/TVCG.2015.2467619Interactive Visual Discovering of Movement Patterns from Sparsely Sampled Geo-tagged Social Media Data8.03.0Zhenhuang Wanghttps://openalex.org/A2345859439Key Laboratory of Machine Perception (Ministry of Education), School of EECS, Peking UniversityCNeducationeducationFalseTrue
5928199210.1109/VISUAL.1992.235191Optimizing triangulations by curvature equalization2.01.0L.L. Scarlatoshttps://openalex.org/A16974148Grumman Data Systems, Woodbury, NY, USAUScompanynon-educationTrueFalse
1114201110.1109/TVCG.2011.181Composite Density Maps for Multivariate Trajectories6.06.0Jarke J. van Wijkhttps://openalex.org/A2317229737Eindhoven University of Technology, NetherlandsNLeducationeducationTrueTrue
12178202110.1109/tvcg.2021.3114823Visual Arrangements of Bar Charts Influence Comparisons in Viewer Takeaways6.06.0Steven Franconerihttps://openalex.org/A102385966Northwestern University, United StatesUSeducationeducationTrueTrue
8736199610.1109/VISUAL.1996.568140Data level comparative visualization in aircraft design2.01.0J. Trapphttps://openalex.org/A2149325771German AeroSpace Research Establishment, DLR, Guttingen, GermanyDEfacilitynon-educationFalseFalse
360200610.1109/TVCG.2006.122Balancing Systematic and Flexible Exploration of Social Networks2.02.0Ben Shneidermanhttps://openalex.org/A668764113Department of Computer Science, University of Maryland, College Park, MD, USAUSeducationeducationFalseFalse
7454201410.1109/VAST.2014.7042484Analyzing High-dimensional Multivariate Network Links with Integrated Anomaly Detection, Highlighting and Exploration9.09.0David Eberthttps://openalex.org/A2136127216Purdue UniversityUSeducationeducationFalseTrue
8972201810.1109/TVCG.2018.2865241A Framework for Creative Visualization-Opportunities Workshops5.01.0Ethan Kerznerhttps://openalex.org/A2248051317University of Utah, Salt Lake City, UT, USUSeducationeducationFalseTrue
5155201610.1109/TVCG.2016.2598827Visualization as Seen through its Research Paper Keywords5.01.0Petra Isenberghttps://openalex.org/A2111668110Inria, FranceFRgovernmentnon-educationTrueTrue
2655199510.1109/VISUAL.1995.485146Unsteady flow volumes3.02.0D.A. Lanehttps://openalex.org/A2571350287NASA Ames Research Center, Computer Science Corporation, CA, USAUSfacilitynon-educationFalseFalse
6128199510.1109/VISUAL.1995.480811Authenticity analysis of wavelet approximations in visualization2.01.0Pak Chung Wonghttps://openalex.org/A2163374114Department of Computer Science, University of New Hampshire, Durham, NH, USAUSeducationeducationFalseFalse
10119201910.1109/TVCG.2019.2934804Construct-A-Vis: Exploring the Free-Form Visualization Processes of Children6.04.0Gemma Sandersonhttps://openalex.org/A2968577734Fife Council, UKGBgovernmentnon-educationTrueTrue
7633201010.1109/TVCG.2010.189Projector Placement Planning for High Quality Visualizations on Real-World Colored Objects3.01.0Alvin J. Lawhttps://openalex.org/A2764734685Department of Computer Science, Purdue University, USAUSeducationeducationFalseFalse
8370201410.1109/TVCG.2014.2346416FLDA: Latent Dirichlet Allocation Based Unsteady Flow Analysis6.06.0Sikun Lihttps://openalex.org/A2666786231School of Computer Science, National University of Defense Technology, Changsha, ChinaCNeducationeducationFalseFalse
10967202010.1109/TVCG.2020.3030460Personal Augmented Reality for Information Visualization on Large Interactive Displays3.02.0Tamara Flemischhttps://openalex.org/A2225207829Interactive Media Lab, Technische Universitat Dresden, GermanyDEeducationeducationFalseFalse
4829200710.1109/TVCG.2007.70614Visual Verification and Analysis of Cluster Detection for Molecular Dynamics4.02.0Guido Reinahttps://openalex.org/A2149697424Institute for Visualization and Interactive Systems, Universität Stuttgart, GermanyDEeducationeducationFalseFalse
7113199510.1109/VISUAL.1995.480791Interactive realism for visualization using ray tracing1.01.0R.A. Crosshttps://openalex.org/A2675679753Naval Research Laboratory, Inc., Washington D.C., DC, USAUSfacilitynon-educationFalseFalse
12070202110.1109/tvcg.2021.3114762DDLVis: Real-time Visual Query of Spatiotemporal Data Distribution via Density Dictionary Learning5.05.0Changbo Wanghttps://openalex.org/A2249874454School of Computer Science and Technology, East China Normal University, ChinaCNeducationeducationFalseFalse
624201010.1109/TVCG.2010.183OpinionSeer: Interactive Visualization of Hotel Customer Feedback7.07.0Huamin Quhttps://openalex.org/A2103237498Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Hong Kong, ChinaCNeducationeducationTrueTrue
11773202110.1109/tvcg.2021.3051632Tracking Internal Frames of Reference for Consistent Molecular Distribution Functions5.05.0Ingrid Hotzhttps://openalex.org/A2028355016Department of Science and Technology, Linkopings universitet, 4566 Norrkping, --, Sweden, 60174 (e-mail: ingrid.hotz@liu.se)SEeducationeducationFalseFalse
12215202110.1109/tvcg.2021.3073466Can Visualization Alleviate Dichotomous Thinking? Effects of Visual Representations on the Cliff Effect5.01.0Jouni Helskehttps://openalex.org/A1968309340Department of Mathematics and Statistics, University of Jyväskylä, Jyväskylä, FinlandFIeducationeducationFalseTrue
4754201410.1109/TVCG.2014.2346426The Influence of Contour on Similarity Perception of Star Glyphs5.01.0Johannes Fuchshttps://openalex.org/A2115313929University of KonstanzDEeducationeducationTrueTrue
4110200410.1109/INFVIS.2004.52Paint Inspired Color Mixing and Compositing for Visualization2.02.0Baoquan Chenhttps://openalex.org/A2164878939University of Minnesota, Twin city, FranceUSeducationeducationFalseFalse
10750199910.1109/VISUAL.1999.809913Digital design of a surgical simulator for interventional MR imaging2.02.0P. Rheinganshttps://openalex.org/A3185572047Department of Computer Science and Electrical Engineering, University of Maryland, Baltimore, USAUSeducationeducationTrueFalse
2447199210.1109/VISUAL.1992.235210Visualizing wind velocities by advecting cloud textures3.03.0D. Williamshttps://openalex.org/A2160408552Lawrence Livemore National Laboratory, Livermore, CA, USAUSfacilitynon-educationFalseFalse
9065200310.1109/VISUAL.2003.1250352Psychophysical scaling of a cardiovascular information display8.05.0F. Drewshttps://openalex.org/A1124954845Department of Psychology, University of Utah, USAUSeducationeducationTrueFalse
4919200010.1109/VISUAL.2000.885682On-the-fly rendering of losslessly compressed irregular volume data3.01.0Chuan-Kai Yanghttps://openalex.org/A2111417585Department of Computer Science, State University of New York, Stony Brook, Stony Brook, NY, USAUSeducationeducationFalseFalse
2952200110.1109/VISUAL.2001.964506A tetrahedra-based stream surface algorithm7.07.0W. Kollmannhttps://openalex.org/A1917627685Department of mechanaical and Aeronanutical Engineering, University of California, Davis, CAUSeducationeducationFalseTrue
2239200910.1109/VAST.2009.5333020Capturing and supporting the analysis process8.07.0Christopher Shawhttps://openalex.org/A2570261396School of Interactive Arts and Technology, Simon Fraser University, CanadaCAeducationeducationFalseFalse
3821201510.1109/TVCG.2015.2467871VA2: A Visual Analytics Approach for Evaluating Visual Analytics Applications5.05.0Thomas Ertlhttps://openalex.org/A2083449707Institute for Visualization and Interactive Systems (VIS), University of Stuttgart, GermanyDEeducationeducationFalseFalse
5828200510.1109/VISUAL.2005.1532852Particle and texture based spatiotemporal visualization of time-dependent vector fields4.02.0F. Schrammhttps://openalex.org/A2253965573Institute of Visualization and Interactive Systems, University of Stuttgart, GermanyDEeducationeducationFalseTrue
10058201810.1109/VAST.2018.8802486SMARTexplore: Simplifying High-Dimensional Data Analysis through a Table-Based Visual Analytics Approach9.03.0Stefanie Schmidhttps://openalex.org/A2896360742University of Konstanz, GermanyDEeducationeducationFalseTrue
10128201910.1109/TVCG.2019.2934538Data Changes Everything: Challenges and Opportunities in Data Visualization Design Handoff7.04.0Doris Kosminskyhttps://openalex.org/A2307172514University of Calgary, Calgary, CanadaCAeducationeducationFalseFalse
11136202010.1109/TVCG.2020.3030402Extraction and Visualization of Poincare Map Topology for Spacecraft Trajectory Design3.02.0Wayne Schleihttps://openalex.org/A2015353642Mission Design Engineer, JHU Applied Physics LabUSfacilitynon-educationTrueFalse
10110201910.1109/TVCG.2019.2934288Common Fate for Animated Transitions in Visualization7.02.0Jacob Ritchiehttps://openalex.org/A2940767781University of Toronto in Toronto, CanadaCAeducationeducationTrueTrue
1399200410.1109/INFVIS.2004.18Dynamic Drawing of Clustered Graphs2.01.0Y. Frishmanhttps://openalex.org/A2048331574Department of Computer Science, Technion-Israel Institute of Technology, IsraelILeducationeducationFalseFalse
4700200710.1109/TVCG.2007.70559Grid With a View: Optimal Texturing for Perception of Layered Surface Shape2.01.0Alethea Bairhttps://openalex.org/A2013741916Texas A and M University, USAUSeducationeducationFalseFalse
8159201710.1109/TVCG.2017.2745298TACO: Visualizing Changes in Tables Over Time6.06.0Marc Streithttps://openalex.org/A2138221895Johannes Kepler University, Linz, AustriaATeducationeducationFalseFalse
8520200010.1109/VISUAL.2000.885741Visualizing volume data using physical models2.02.0M.J. Baileyhttps://openalex.org/A2184531552San Diego Supercomputer Center, University of California, San Diego, USAUSeducationeducationFalseFalse
1964201510.1109/TVCG.2015.2467771TrajGraph: A Graph-Based Visual Analytics Approach to Studying Urban Network Centralities Using Taxi Trajectory Data6.04.0Jing Yanghttps://openalex.org/A2118406245Department of Computer Science, University of North Carolina at CharlotteUSeducationeducationFalseFalse
4457201210.1109/TVCG.2012.193Algorithms for Labeling Focus Regions5.05.0Alexander Wolffhttps://openalex.org/A2213200723Lehrstuhl I, Institut für Informatik, Universität WÜrzburg, GermanyDEeducationeducationFalseFalse
10537201910.1109/TVCG.2019.2934657OD Morphing: Balancing Simplicity with Faithfulness for OD Bundling7.04.0Arpan Mangalhttps://openalex.org/A2969403716Indian Institute of Technology, DelhiINeducationeducationFalseTrue
9970199210.1109/VISUAL.1992.235175Visualization requirements in the atmospheric and environmental sciences (five case study reports)12.04.0L. Pettersonhttps://openalex.org/A2171241776U.S. Environmental Protection Agency, United StatesUSgovernmentnon-educationTrueFalse
12238202110.1109/tvcg.2021.3114850FairRankVis: A Visual Analytics Framework for Exploring Algorithmic Fairness in Graph Mining Models5.01.0Tiankai Xiehttps://openalex.org/A2957570967Arizona State University, United StatesUSeducationeducationFalseTrue
6001201010.1109/TVCG.2010.145Direct Interval Volume Visualization3.01.0Marco Amenthttps://openalex.org/A2129140383VISUS Visualization Research Center, Universität Stuttgart, Stuttgart, GermanyDEeducationeducationFalseTrue
12199202110.1109/tvcg.2021.3114761F2-Bubbles: Faithful Bubble Set Construction and Flexible Editing7.05.0Liang Zhouhttps://openalex.org/A2280436663National Institute of Health Data Science, Peking University, ChinaCNeducationeducationTrueTrue
1586200710.1109/VAST.2007.4389010Us vs. Them: Understanding Social Dynamics in Wikipedia with Revert Graph Visualizations4.04.0Aniket Kitturhttps://openalex.org/A2015015692Palo Alto Research Center, Inc.orporated, USAUSfacilitynon-educationFalseFalse
6577201010.1109/TVCG.2010.174Laws of Attraction: From Perceptual Forces to Conceptual Similarity2.01.0Caroline Ziemkiewiczhttps://openalex.org/A2054348169UNC-Charlotte, USAUSeducationeducationFalseFalse
3991201410.1109/TVCG.2014.2346320Four Experiments on the Perception of Bar Charts3.03.0Anushka Anandhttps://openalex.org/A2088213256Tableau ResearchUScompanynon-educationFalseFalse
6682200010.1109/INFVIS.2000.885103Interactive problem solving via algorithm visualization2.02.0D. Lalannehttps://openalex.org/A1991052005Database Lab, Computer Science Department, Swiss Federal Institute of Technology, Lausanne, SwitzerlandCHfacilitynon-educationTrueTrue
8284200210.1109/VISUAL.2002.1183823A case study on multiresolution visualization of local rainfall from weather radar measurements5.01.0T. Gerstnerhttps://openalex.org/A2073689794Department for Applied Mathematics, University of Bonn, Bonn, GermanyDEeducationeducationFalseFalse
11346202010.1109/TVCG.2020.3030432Evaluation of Sampling Methods for Scatterplots5.04.0Lingyun Yuhttps://openalex.org/A2156161846Xi'an Jiaotong-Liverpool UniversityCNeducationeducationFalseFalse
218200810.1109/TVCG.2008.172The Word Tree, an Interactive Visual Concordance2.01.0Martin Wattenberghttps://openalex.org/A2139539936IBM ResearchUScompanynon-educationFalseFalse
8538200310.1109/VISUAL.2003.1250417Interactive 3D visualization of rigid body systems3.02.0K. Matkovichttps://openalex.org/A1167787926VRVis Research Center, AustriaATcompanynon-educationFalseFalse
1512200510.1109/VISUAL.2005.1532807Statistically quantitative volume visualization6.04.0G.-S. Lihttps://openalex.org/A2170160417University of Utah, USAUSeducationeducationTrueFalse
7953199510.1109/VISUAL.1995.480818Interactive visualization of mixed scalar and vector fields3.01.0Lichan Honghttps://openalex.org/A2114438626Department of Computer Science, State University of New York, Stony Brook, Stony Brook, NY, USAUSeducationeducationFalseTrue
3685201210.1109/TVCG.2012.272The DeepTree Exhibit: Visualizing the Tree of Life to Facilitate Informal Learning6.05.0E. Margaret Evanshttps://openalex.org/A2227655913University of Michigan, USAUSeducationeducationFalseFalse
2688200310.1109/VISUAL.2003.1250374Volume tracking using higher dimensional isosurfacing3.03.0R. Wengerhttps://openalex.org/A2097733186Department of Computer and Information Science, Ohio State Uinversity, USAUSeducationeducationFalseFalse
9408201810.1109/VAST.2018.8802454EmbeddingVis: A Visual Analytics Approach to Comparative Network Embedding Inspection6.03.0Hammad Haleemhttps://openalex.org/A2095688336Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong KongCNeducationeducationTrueFalse
5224200710.1109/VAST.2007.4389005NewsLab: Exploratory Broadcast News Video Analysis4.03.0Jing Yanghttps://openalex.org/A2118406245UNC-Charlotte, USAUSeducationeducationFalseFalse
4429200910.1109/TVCG.2009.127Comparing Dot and Landscape Spatializations for Visual Memory Differences3.01.0Melanie Toryhttps://openalex.org/A2039389676University of Victoria, CanadaCAeducationeducationFalseFalse
12089202110.1109/tvcg.2021.3114880Pyramid-based Scatterplots Sampling for Progressive and Streaming Data Visualization5.04.0Jean-Daniel Feketehttps://openalex.org/A2780724759University Paris-Saclay, CNRS, Inria, LISN, FranceFReducationeducationTrueTrue
2848201110.1109/TVCG.2011.243The FLOWLENS: A Focus-and-Context Visualization Approach for Exploration of Blood Flow in Cerebral Aneurysms4.04.0Bernhard Preimhttps://openalex.org/A332475898Department of Simulation and Graphics, University of Magdeburg, GermanyDEeducationeducationTrueFalse
5049200610.1109/TVCG.2006.125Comparative Visualization for Wave-based and Geometric Acoustics7.01.0Eduard Deineshttps://openalex.org/A1593645081IRTG Kaiserslautern, GermanyDEeducationeducationTrueTrue
11420202010.1109/TVCG.2020.3030453P6: A Declarative Language for Integrating Machine Learning in Visual Analytics2.01.0Jianping Kelvin Lihttps://openalex.org/A3023674906University of California, DavisUSeducationeducationFalseFalse
9962199110.1109/VISUAL.1991.175816How shall we connect our software tools?1.01.0E. Grossehttps://openalex.org/A4259927242AT and T Bell Laboratories, Inc., Murray Hill, NJ, USAUScompanynon-educationFalseFalse
1457200210.1109/VISUAL.2002.1183810Interactive view-dependent rendering of large isosurfaces5.02.0M. Duchaineauhttps://openalex.org/A224847398Center for Applied Scientific Computing, Lawrence Livemore National Laboratory, USAUSfacilitynon-educationTrueFalse
4342201310.1109/TVCG.2013.151Edge Compression Techniques for Visualization of Dense Directed Graphs4.03.0Kim Marriotthttps://openalex.org/A2139022045Monash University, AustraliaAUeducationeducationTrueTrue
11194202010.1109/TVCG.2020.3030407Polyphorm: Structural Analysis of Cosmological Datasets via Interactive Physarum Polycephalum Visualization4.02.0Joseph N. Burchetthttps://openalex.org/A2021941707University of California, Santa CruzUSeducationeducationFalseFalse
1935200110.1109/INFVIS.2001.963274Change blindness in information visualization: a case study3.01.0L. Nowellhttps://openalex.org/A2573493279Pacific Northwest National Laboratory, Richland, WA, USAUSfacilitynon-educationFalseFalse
8303200510.1109/VISUAL.2005.1532845Visualization in the Einstein Year 2005: a case study on explanatory and illustrative visualization of relativity and astrophysics17.06.0R. Frankhttps://openalex.org/A1987665024Astronomy and Astrophysics, University of Tübingen, GermanyDEeducationeducationTrueTrue
9332201810.1109/TVCG.2018.2865075Embedded Merge & Split: Visual Adjustment of Data Grouping4.04.0Nadir Weibelhttps://openalex.org/A2150297868University of California San Diego, La Jolla, CA, USUSeducationeducationFalseFalse
1414199910.1109/VISUAL.1999.809909Splatting without the blur3.01.0K. Muellerhttps://openalex.org/A2162237831Department of Computer and Information Science, Ohio State Uinversity, Columbus, OH, USAUSeducationeducationFalseFalse
4630201210.1109/TVCG.2012.249On the Interpolation of Data with Normally Distributed Uncertainty for Visualization3.03.0Gerik Scheuermannhttps://openalex.org/A2044057687University of Leipzig, GermanyDEeducationeducationTrueFalse
12061202110.1109/tvcg.2021.3114875Compass: Towards Better Causal Analysis of Urban Time Series8.04.0Jie Baohttps://openalex.org/A2278944252JD Intelligent Cities Research, JD Tech, Beijing, ChinaGBcompanyeducationFalseTrue
1236200510.1109/VISUAL.2005.1532832Farthest point seeding for efficient placement of streamlines3.02.0P. Alliezhttps://openalex.org/A266618461I.N.R.I.A. Sophia Antipolis, FranceFRcompanynon-educationFalseFalse
2507201610.1109/TVCG.2016.2598828Squares: Supporting Interactive Performance Analysis for Multiclass Classifiers5.02.0Saleema Amershihttps://openalex.org/A2073051687Microsoft ResearchUScompanynon-educationTrueFalse
8217201810.1109/TVCG.2018.2865158Charticulator: Interactive Construction of Bespoke Chart Layouts3.02.0Bongshin Leehttps://openalex.org/A2140022242Microsoft ResearchUScompanynon-educationTrueFalse
8701199110.1109/VISUAL.1991.175776Two widely-different architectural approaches to computer image generation6.05.0Y. Kimhttps://openalex.org/A2610642734Image Computing Systems Laboratory, Department of Electrical Engineering, FT-10, University of Washington, Seattle, WA, USAUSeducationeducationTrueTrue
9431199310.1109/VISUAL.1993.398896Visualizing results of transient flow simulations2.01.0H.F. Mayerhttps://openalex.org/A3176395357Institute for Information Systems, Joanneum Research Forschungsgesellschaft GmbH, Graz, AustriaATfacilitynon-educationFalseFalse
9068200310.1109/VISUAL.2003.1250352Psychophysical scaling of a cardiovascular information display8.08.0D. Westenskowhttps://openalex.org/A2428891180Department of Anesthesiology, University of Utah, USAUSeducationeducationTrueFalse
6498199310.1109/VISUAL.1993.3989033D simulation of delivery2.01.0J.-D. Boissonnathttps://openalex.org/A2974372483INRIA, Sophia-Antipolis, FranceFRgovernmentnon-educationFalseFalse
811199810.1109/VISUAL.1998.745296A higher-order method for finding vortex core lines2.01.0M. Rothhttps://openalex.org/A2557972171ETH Zurich, Swiss Center for Scientific Computing, SwitzerlandCHfacilitynon-educationFalseFalse
7019201510.1109/TVCG.2015.2467251High-Quality Ultra-Compact Grid Layout of Grouped Networks6.01.0Vahan Yoghourdjianhttps://openalex.org/A2229043355Monash UniversityAUeducationeducationFalseFalse
1530199910.1109/VISUAL.1999.809934Accelerating 3D convolution using graphics hardware2.01.0M. Hopfhttps://openalex.org/A2027849683Visualization and Interactive Systems Group, IfI, University of Stuttgart, GermanyDEeducationeducationFalseFalse
3614199010.1109/VISUAL.1990.146381Methods for surface interrogation3.01.0H. Hagenhttps://openalex.org/A2237445521FB-Informatik, Universität KaiserslauternDEeducationeducationTrueTrue
1282199410.1109/VISUAL.1994.346311UFAT-a particle tracer for time-dependent flow fields1.01.0D.A. Lanehttps://openalex.org/A2571350287Computer Sciences Corporation, NASA Ames Research Center, Moffett Field, CA, USAUSfacilitynon-educationFalseFalse
10991202010.1109/TVCG.2020.3030371Responsive Matrix Cells: A Focus+Context Approach for Exploring and Editing Multivariate Graphs5.04.0Raimund Dachselthttps://openalex.org/A123419233Interactive Media Lab, Technische Universitat DresdenDEeducationeducationFalseFalse
2319200810.1109/TVCG.2008.138HiPP: A Novel Hierarchical Point Placement Strategy and its Application to the Exploration of Document Collections2.02.0Rosane Minghimhttps://openalex.org/A2296898667ICMC, Instituto de Ciências Matemáticas e de Computaçãao, University of São Paulo, Sao Paulo, BrazilBReducationeducationFalseFalse
2310200410.1109/VISUAL.2004.37Haptic display of interaction between textured models4.04.0M.C. Linhttps://openalex.org/A2143233993Department of Computer Science, University of North Carolina, Chapel Hill, USAUSeducationeducationFalseFalse
3852200510.1109/VISUAL.2005.1532780The application of GPU particle tracing to diffusion tensor field visualization3.02.0J. Krugerhttps://openalex.org/A2110385964Computer Graphics and Visualization Group, Technische Universität München, GermanyDEeducationeducationFalseFalse
8301200510.1109/VISUAL.2005.1532845Visualization in the Einstein Year 2005: a case study on explanatory and illustrative visualization of relativity and astrophysics17.04.0M. Falkhttps://openalex.org/A2111947941Visualization and Interactive Systems, University of Stuttgart, GermanyDEeducationeducationTrueTrue
3540200210.1109/VISUAL.2002.1183786Computing singularities of 3D vector fields with geometric algebra2.02.0A. Rockwoodhttps://openalex.org/A2666788946Department of Math and Computer Science, Colorado Schml of Mines, Golden, CO, USAUSeducationeducationFalseTrue
4233200910.1109/TVCG.2009.150Hue-Preserving Color Blending3.01.0Johnson Chuanghttps://openalex.org/A2973982059GrUVi (Graphics, Usability and Viswalization Lab), Simon Fraser University, Burnaby, CanadaCAeducationeducationFalseTrue
2582201710.1109/TVCG.2017.2744358DeepEyes: Progressive Visual Analytics for Designing Deep Neural Networks6.01.0Nicola Pezzottihttps://openalex.org/A2510292255Intelligent Systems department, Delft University of Technology, Delft, The NetherlandsNLeducationeducationTrueFalse
\n", "
" ], "text/plain": [ " Year DOI \\\n", "12277 2021 10.1109/tvcg.2021.3114817 \n", "9621 2018 10.1109/TVCG.2018.2864887 \n", "11160 2020 10.1109/TVCG.2020.3030333 \n", "12384 2021 10.1109/TVCG.2021.3114840 \n", "12032 2021 10.1109/tvcg.2021.3057483 \n", "2439 2015 10.1109/TVCG.2015.2467619 \n", "5928 1992 10.1109/VISUAL.1992.235191 \n", "1114 2011 10.1109/TVCG.2011.181 \n", "12178 2021 10.1109/tvcg.2021.3114823 \n", "8736 1996 10.1109/VISUAL.1996.568140 \n", "360 2006 10.1109/TVCG.2006.122 \n", "7454 2014 10.1109/VAST.2014.7042484 \n", "8972 2018 10.1109/TVCG.2018.2865241 \n", "5155 2016 10.1109/TVCG.2016.2598827 \n", "2655 1995 10.1109/VISUAL.1995.485146 \n", "6128 1995 10.1109/VISUAL.1995.480811 \n", "10119 2019 10.1109/TVCG.2019.2934804 \n", "7633 2010 10.1109/TVCG.2010.189 \n", "8370 2014 10.1109/TVCG.2014.2346416 \n", "10967 2020 10.1109/TVCG.2020.3030460 \n", "4829 2007 10.1109/TVCG.2007.70614 \n", "7113 1995 10.1109/VISUAL.1995.480791 \n", "12070 2021 10.1109/tvcg.2021.3114762 \n", "624 2010 10.1109/TVCG.2010.183 \n", "11773 2021 10.1109/tvcg.2021.3051632 \n", "12215 2021 10.1109/tvcg.2021.3073466 \n", "4754 2014 10.1109/TVCG.2014.2346426 \n", "4110 2004 10.1109/INFVIS.2004.52 \n", "10750 1999 10.1109/VISUAL.1999.809913 \n", "2447 1992 10.1109/VISUAL.1992.235210 \n", "9065 2003 10.1109/VISUAL.2003.1250352 \n", "4919 2000 10.1109/VISUAL.2000.885682 \n", "2952 2001 10.1109/VISUAL.2001.964506 \n", "2239 2009 10.1109/VAST.2009.5333020 \n", "3821 2015 10.1109/TVCG.2015.2467871 \n", "5828 2005 10.1109/VISUAL.2005.1532852 \n", "10058 2018 10.1109/VAST.2018.8802486 \n", "10128 2019 10.1109/TVCG.2019.2934538 \n", "11136 2020 10.1109/TVCG.2020.3030402 \n", "10110 2019 10.1109/TVCG.2019.2934288 \n", "1399 2004 10.1109/INFVIS.2004.18 \n", "4700 2007 10.1109/TVCG.2007.70559 \n", "8159 2017 10.1109/TVCG.2017.2745298 \n", "8520 2000 10.1109/VISUAL.2000.885741 \n", "1964 2015 10.1109/TVCG.2015.2467771 \n", "4457 2012 10.1109/TVCG.2012.193 \n", "10537 2019 10.1109/TVCG.2019.2934657 \n", "9970 1992 10.1109/VISUAL.1992.235175 \n", "12238 2021 10.1109/tvcg.2021.3114850 \n", "6001 2010 10.1109/TVCG.2010.145 \n", "12199 2021 10.1109/tvcg.2021.3114761 \n", "1586 2007 10.1109/VAST.2007.4389010 \n", "6577 2010 10.1109/TVCG.2010.174 \n", "3991 2014 10.1109/TVCG.2014.2346320 \n", "6682 2000 10.1109/INFVIS.2000.885103 \n", "8284 2002 10.1109/VISUAL.2002.1183823 \n", "11346 2020 10.1109/TVCG.2020.3030432 \n", "218 2008 10.1109/TVCG.2008.172 \n", "8538 2003 10.1109/VISUAL.2003.1250417 \n", "1512 2005 10.1109/VISUAL.2005.1532807 \n", "7953 1995 10.1109/VISUAL.1995.480818 \n", "3685 2012 10.1109/TVCG.2012.272 \n", "2688 2003 10.1109/VISUAL.2003.1250374 \n", "9408 2018 10.1109/VAST.2018.8802454 \n", "5224 2007 10.1109/VAST.2007.4389005 \n", "4429 2009 10.1109/TVCG.2009.127 \n", "12089 2021 10.1109/tvcg.2021.3114880 \n", "2848 2011 10.1109/TVCG.2011.243 \n", "5049 2006 10.1109/TVCG.2006.125 \n", "11420 2020 10.1109/TVCG.2020.3030453 \n", "9962 1991 10.1109/VISUAL.1991.175816 \n", "1457 2002 10.1109/VISUAL.2002.1183810 \n", "4342 2013 10.1109/TVCG.2013.151 \n", "11194 2020 10.1109/TVCG.2020.3030407 \n", "1935 2001 10.1109/INFVIS.2001.963274 \n", "8303 2005 10.1109/VISUAL.2005.1532845 \n", "9332 2018 10.1109/TVCG.2018.2865075 \n", "1414 1999 10.1109/VISUAL.1999.809909 \n", "4630 2012 10.1109/TVCG.2012.249 \n", "12061 2021 10.1109/tvcg.2021.3114875 \n", "1236 2005 10.1109/VISUAL.2005.1532832 \n", "2507 2016 10.1109/TVCG.2016.2598828 \n", "8217 2018 10.1109/TVCG.2018.2865158 \n", "8701 1991 10.1109/VISUAL.1991.175776 \n", "9431 1993 10.1109/VISUAL.1993.398896 \n", "9068 2003 10.1109/VISUAL.2003.1250352 \n", "6498 1993 10.1109/VISUAL.1993.398903 \n", "811 1998 10.1109/VISUAL.1998.745296 \n", "7019 2015 10.1109/TVCG.2015.2467251 \n", "1530 1999 10.1109/VISUAL.1999.809934 \n", "3614 1990 10.1109/VISUAL.1990.146381 \n", "1282 1994 10.1109/VISUAL.1994.346311 \n", "10991 2020 10.1109/TVCG.2020.3030371 \n", "2319 2008 10.1109/TVCG.2008.138 \n", "2310 2004 10.1109/VISUAL.2004.37 \n", "3852 2005 10.1109/VISUAL.2005.1532780 \n", "8301 2005 10.1109/VISUAL.2005.1532845 \n", "3540 2002 10.1109/VISUAL.2002.1183786 \n", "4233 2009 10.1109/TVCG.2009.150 \n", "2582 2017 10.1109/TVCG.2017.2744358 \n", "\n", " Title \\\n", "12277 An Efficient Dual-Hierarchy tSNE Minimization \n", "9621 InkPlanner: Supporting Prewriting via Intelligent Visual Diagramming \n", "11160 Interactive Visualization of Atmospheric Effects for Celestial Bodies \n", "12384 ThreadStates: State-based Visual Analysis of Disease Progression \n", "12032 Net2Vis - A Visual Grammar for Automatically Generating Publication-Tailored CNN Architecture Visualizations \n", "2439 Interactive Visual Discovering of Movement Patterns from Sparsely Sampled Geo-tagged Social Media Data \n", "5928 Optimizing triangulations by curvature equalization \n", "1114 Composite Density Maps for Multivariate Trajectories \n", "12178 Visual Arrangements of Bar Charts Influence Comparisons in Viewer Takeaways \n", "8736 Data level comparative visualization in aircraft design \n", "360 Balancing Systematic and Flexible Exploration of Social Networks \n", "7454 Analyzing High-dimensional Multivariate Network Links with Integrated Anomaly Detection, Highlighting and Exploration \n", "8972 A Framework for Creative Visualization-Opportunities Workshops \n", "5155 Visualization as Seen through its Research Paper Keywords \n", "2655 Unsteady flow volumes \n", "6128 Authenticity analysis of wavelet approximations in visualization \n", "10119 Construct-A-Vis: Exploring the Free-Form Visualization Processes of Children \n", "7633 Projector Placement Planning for High Quality Visualizations on Real-World Colored Objects \n", "8370 FLDA: Latent Dirichlet Allocation Based Unsteady Flow Analysis \n", "10967 Personal Augmented Reality for Information Visualization on Large Interactive Displays \n", "4829 Visual Verification and Analysis of Cluster Detection for Molecular Dynamics \n", "7113 Interactive realism for visualization using ray tracing \n", "12070 DDLVis: Real-time Visual Query of Spatiotemporal Data Distribution via Density Dictionary Learning \n", "624 OpinionSeer: Interactive Visualization of Hotel Customer Feedback \n", "11773 Tracking Internal Frames of Reference for Consistent Molecular Distribution Functions \n", "12215 Can Visualization Alleviate Dichotomous Thinking? Effects of Visual Representations on the Cliff Effect \n", "4754 The Influence of Contour on Similarity Perception of Star Glyphs \n", "4110 Paint Inspired Color Mixing and Compositing for Visualization \n", "10750 Digital design of a surgical simulator for interventional MR imaging \n", "2447 Visualizing wind velocities by advecting cloud textures \n", "9065 Psychophysical scaling of a cardiovascular information display \n", "4919 On-the-fly rendering of losslessly compressed irregular volume data \n", "2952 A tetrahedra-based stream surface algorithm \n", "2239 Capturing and supporting the analysis process \n", "3821 VA2: A Visual Analytics Approach for Evaluating Visual Analytics Applications \n", "5828 Particle and texture based spatiotemporal visualization of time-dependent vector fields \n", "10058 SMARTexplore: Simplifying High-Dimensional Data Analysis through a Table-Based Visual Analytics Approach \n", "10128 Data Changes Everything: Challenges and Opportunities in Data Visualization Design Handoff \n", "11136 Extraction and Visualization of Poincare Map Topology for Spacecraft Trajectory Design \n", "10110 Common Fate for Animated Transitions in Visualization \n", "1399 Dynamic Drawing of Clustered Graphs \n", "4700 Grid With a View: Optimal Texturing for Perception of Layered Surface Shape \n", "8159 TACO: Visualizing Changes in Tables Over Time \n", "8520 Visualizing volume data using physical models \n", "1964 TrajGraph: A Graph-Based Visual Analytics Approach to Studying Urban Network Centralities Using Taxi Trajectory Data \n", "4457 Algorithms for Labeling Focus Regions \n", "10537 OD Morphing: Balancing Simplicity with Faithfulness for OD Bundling \n", "9970 Visualization requirements in the atmospheric and environmental sciences (five case study reports) \n", "12238 FairRankVis: A Visual Analytics Framework for Exploring Algorithmic Fairness in Graph Mining Models \n", "6001 Direct Interval Volume Visualization \n", "12199 F2-Bubbles: Faithful Bubble Set Construction and Flexible Editing \n", "1586 Us vs. Them: Understanding Social Dynamics in Wikipedia with Revert Graph Visualizations \n", "6577 Laws of Attraction: From Perceptual Forces to Conceptual Similarity \n", "3991 Four Experiments on the Perception of Bar Charts \n", "6682 Interactive problem solving via algorithm visualization \n", "8284 A case study on multiresolution visualization of local rainfall from weather radar measurements \n", "11346 Evaluation of Sampling Methods for Scatterplots \n", "218 The Word Tree, an Interactive Visual Concordance \n", "8538 Interactive 3D visualization of rigid body systems \n", "1512 Statistically quantitative volume visualization \n", "7953 Interactive visualization of mixed scalar and vector fields \n", "3685 The DeepTree Exhibit: Visualizing the Tree of Life to Facilitate Informal Learning \n", "2688 Volume tracking using higher dimensional isosurfacing \n", "9408 EmbeddingVis: A Visual Analytics Approach to Comparative Network Embedding Inspection \n", "5224 NewsLab: Exploratory Broadcast News Video Analysis \n", "4429 Comparing Dot and Landscape Spatializations for Visual Memory Differences \n", "12089 Pyramid-based Scatterplots Sampling for Progressive and Streaming Data Visualization \n", "2848 The FLOWLENS: A Focus-and-Context Visualization Approach for Exploration of Blood Flow in Cerebral Aneurysms \n", "5049 Comparative Visualization for Wave-based and Geometric Acoustics \n", "11420 P6: A Declarative Language for Integrating Machine Learning in Visual Analytics \n", "9962 How shall we connect our software tools? \n", "1457 Interactive view-dependent rendering of large isosurfaces \n", "4342 Edge Compression Techniques for Visualization of Dense Directed Graphs \n", "11194 Polyphorm: Structural Analysis of Cosmological Datasets via Interactive Physarum Polycephalum Visualization \n", "1935 Change blindness in information visualization: a case study \n", "8303 Visualization in the Einstein Year 2005: a case study on explanatory and illustrative visualization of relativity and astrophysics \n", "9332 Embedded Merge & Split: Visual Adjustment of Data Grouping \n", "1414 Splatting without the blur \n", "4630 On the Interpolation of Data with Normally Distributed Uncertainty for Visualization \n", "12061 Compass: Towards Better Causal Analysis of Urban Time Series \n", "1236 Farthest point seeding for efficient placement of streamlines \n", "2507 Squares: Supporting Interactive Performance Analysis for Multiclass Classifiers \n", "8217 Charticulator: Interactive Construction of Bespoke Chart Layouts \n", "8701 Two widely-different architectural approaches to computer image generation \n", "9431 Visualizing results of transient flow simulations \n", "9068 Psychophysical scaling of a cardiovascular information display \n", "6498 3D simulation of delivery \n", "811 A higher-order method for finding vortex core lines \n", "7019 High-Quality Ultra-Compact Grid Layout of Grouped Networks \n", "1530 Accelerating 3D convolution using graphics hardware \n", "3614 Methods for surface interrogation \n", "1282 UFAT-a particle tracer for time-dependent flow fields \n", "10991 Responsive Matrix Cells: A Focus+Context Approach for Exploring and Editing Multivariate Graphs \n", "2319 HiPP: A Novel Hierarchical Point Placement Strategy and its Application to the Exploration of Document Collections \n", "2310 Haptic display of interaction between textured models \n", "3852 The application of GPU particle tracing to diffusion tensor field visualization \n", "8301 Visualization in the Einstein Year 2005: a case study on explanatory and illustrative visualization of relativity and astrophysics \n", "3540 Computing singularities of 3D vector fields with geometric algebra \n", "4233 Hue-Preserving Color Blending \n", "2582 DeepEyes: Progressive Visual Analytics for Designing Deep Neural Networks \n", "\n", " Number of Authors Author Position Author Name \\\n", "12277 3.0 2.0 Markus Billeter \n", "9621 6.0 1.0 Zhicong Lu \n", "11160 6.0 3.0 Carter Emmart \n", "12384 5.0 2.0 Tali Mazor \n", "12032 3.0 3.0 Timo Ropinski \n", "2439 8.0 3.0 Zhenhuang Wang \n", "5928 2.0 1.0 L.L. Scarlatos \n", "1114 6.0 6.0 Jarke J. van Wijk \n", "12178 6.0 6.0 Steven Franconeri \n", "8736 2.0 1.0 J. Trapp \n", "360 2.0 2.0 Ben Shneiderman \n", "7454 9.0 9.0 David Ebert \n", "8972 5.0 1.0 Ethan Kerzner \n", "5155 5.0 1.0 Petra Isenberg \n", "2655 3.0 2.0 D.A. Lane \n", "6128 2.0 1.0 Pak Chung Wong \n", "10119 6.0 4.0 Gemma Sanderson \n", "7633 3.0 1.0 Alvin J. Law \n", "8370 6.0 6.0 Sikun Li \n", "10967 3.0 2.0 Tamara Flemisch \n", "4829 4.0 2.0 Guido Reina \n", "7113 1.0 1.0 R.A. Cross \n", "12070 5.0 5.0 Changbo Wang \n", "624 7.0 7.0 Huamin Qu \n", "11773 5.0 5.0 Ingrid Hotz \n", "12215 5.0 1.0 Jouni Helske \n", "4754 5.0 1.0 Johannes Fuchs \n", "4110 2.0 2.0 Baoquan Chen \n", "10750 2.0 2.0 P. Rheingans \n", "2447 3.0 3.0 D. Williams \n", "9065 8.0 5.0 F. Drews \n", "4919 3.0 1.0 Chuan-Kai Yang \n", "2952 7.0 7.0 W. Kollmann \n", "2239 8.0 7.0 Christopher Shaw \n", "3821 5.0 5.0 Thomas Ertl \n", "5828 4.0 2.0 F. Schramm \n", "10058 9.0 3.0 Stefanie Schmid \n", "10128 7.0 4.0 Doris Kosminsky \n", "11136 3.0 2.0 Wayne Schlei \n", "10110 7.0 2.0 Jacob Ritchie \n", "1399 2.0 1.0 Y. Frishman \n", "4700 2.0 1.0 Alethea Bair \n", "8159 6.0 6.0 Marc Streit \n", "8520 2.0 2.0 M.J. Bailey \n", "1964 6.0 4.0 Jing Yang \n", "4457 5.0 5.0 Alexander Wolff \n", "10537 7.0 4.0 Arpan Mangal \n", "9970 12.0 4.0 L. Petterson \n", "12238 5.0 1.0 Tiankai Xie \n", "6001 3.0 1.0 Marco Ament \n", "12199 7.0 5.0 Liang Zhou \n", "1586 4.0 4.0 Aniket Kittur \n", "6577 2.0 1.0 Caroline Ziemkiewicz \n", "3991 3.0 3.0 Anushka Anand \n", "6682 2.0 2.0 D. Lalanne \n", "8284 5.0 1.0 T. Gerstner \n", "11346 5.0 4.0 Lingyun Yu \n", "218 2.0 1.0 Martin Wattenberg \n", "8538 3.0 2.0 K. Matkovic \n", "1512 6.0 4.0 G.-S. Li \n", "7953 3.0 1.0 Lichan Hong \n", "3685 6.0 5.0 E. Margaret Evans \n", "2688 3.0 3.0 R. Wenger \n", "9408 6.0 3.0 Hammad Haleem \n", "5224 4.0 3.0 Jing Yang \n", "4429 3.0 1.0 Melanie Tory \n", "12089 5.0 4.0 Jean-Daniel Fekete \n", "2848 4.0 4.0 Bernhard Preim \n", "5049 7.0 1.0 Eduard Deines \n", "11420 2.0 1.0 Jianping Kelvin Li \n", "9962 1.0 1.0 E. Grosse \n", "1457 5.0 2.0 M. Duchaineau \n", "4342 4.0 3.0 Kim Marriott \n", "11194 4.0 2.0 Joseph N. Burchett \n", "1935 3.0 1.0 L. Nowell \n", "8303 17.0 6.0 R. Frank \n", "9332 4.0 4.0 Nadir Weibel \n", "1414 3.0 1.0 K. Mueller \n", "4630 3.0 3.0 Gerik Scheuermann \n", "12061 8.0 4.0 Jie Bao \n", "1236 3.0 2.0 P. Alliez \n", "2507 5.0 2.0 Saleema Amershi \n", "8217 3.0 2.0 Bongshin Lee \n", "8701 6.0 5.0 Y. Kim \n", "9431 2.0 1.0 H.F. Mayer \n", "9068 8.0 8.0 D. Westenskow \n", "6498 2.0 1.0 J.-D. Boissonnat \n", "811 2.0 1.0 M. Roth \n", "7019 6.0 1.0 Vahan Yoghourdjian \n", "1530 2.0 1.0 M. Hopf \n", "3614 3.0 1.0 H. Hagen \n", "1282 1.0 1.0 D.A. Lane \n", "10991 5.0 4.0 Raimund Dachselt \n", "2319 2.0 2.0 Rosane Minghim \n", "2310 4.0 4.0 M.C. Lin \n", "3852 3.0 2.0 J. Kruger \n", "8301 17.0 4.0 M. Falk \n", "3540 2.0 2.0 A. Rockwood \n", "4233 3.0 1.0 Johnson Chuang \n", "2582 6.0 1.0 Nicola Pezzotti \n", "\n", " OpenAlex Author ID \\\n", "12277 https://openalex.org/A3203466205 \n", "9621 https://openalex.org/A2611511841 \n", "11160 https://openalex.org/A2177988531 \n", "12384 https://openalex.org/A4263959575 \n", "12032 https://openalex.org/A292280582 \n", "2439 https://openalex.org/A2345859439 \n", "5928 https://openalex.org/A16974148 \n", "1114 https://openalex.org/A2317229737 \n", "12178 https://openalex.org/A102385966 \n", "8736 https://openalex.org/A2149325771 \n", "360 https://openalex.org/A668764113 \n", "7454 https://openalex.org/A2136127216 \n", "8972 https://openalex.org/A2248051317 \n", "5155 https://openalex.org/A2111668110 \n", "2655 https://openalex.org/A2571350287 \n", "6128 https://openalex.org/A2163374114 \n", "10119 https://openalex.org/A2968577734 \n", "7633 https://openalex.org/A2764734685 \n", "8370 https://openalex.org/A2666786231 \n", "10967 https://openalex.org/A2225207829 \n", 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https://openalex.org/A2118406245 \n", "4429 https://openalex.org/A2039389676 \n", "12089 https://openalex.org/A2780724759 \n", "2848 https://openalex.org/A332475898 \n", "5049 https://openalex.org/A1593645081 \n", "11420 https://openalex.org/A3023674906 \n", "9962 https://openalex.org/A4259927242 \n", "1457 https://openalex.org/A224847398 \n", "4342 https://openalex.org/A2139022045 \n", "11194 https://openalex.org/A2021941707 \n", "1935 https://openalex.org/A2573493279 \n", "8303 https://openalex.org/A1987665024 \n", "9332 https://openalex.org/A2150297868 \n", "1414 https://openalex.org/A2162237831 \n", "4630 https://openalex.org/A2044057687 \n", "12061 https://openalex.org/A2278944252 \n", "1236 https://openalex.org/A266618461 \n", "2507 https://openalex.org/A2073051687 \n", "8217 https://openalex.org/A2140022242 \n", "8701 https://openalex.org/A2610642734 \n", "9431 https://openalex.org/A3176395357 \n", "9068 https://openalex.org/A2428891180 \n", "6498 https://openalex.org/A2974372483 \n", "811 https://openalex.org/A2557972171 \n", "7019 https://openalex.org/A2229043355 \n", "1530 https://openalex.org/A2027849683 \n", "3614 https://openalex.org/A2237445521 \n", "1282 https://openalex.org/A2571350287 \n", "10991 https://openalex.org/A123419233 \n", "2319 https://openalex.org/A2296898667 \n", "2310 https://openalex.org/A2143233993 \n", "3852 https://openalex.org/A2110385964 \n", "8301 https://openalex.org/A2111947941 \n", "3540 https://openalex.org/A2666788946 \n", "4233 https://openalex.org/A2973982059 \n", "2582 https://openalex.org/A2510292255 \n", "\n", " Affiliation Name \\\n", "12277 University of Leeds, England \n", "9621 University of Toronto, Toronto, ON, CA \n", "11160 American Museum of Natural History \n", "12384 Dana-Farber Cancer Institute, USA \n", "12032 Visual Computing Group at Ulm University, Ulm, Germany \n", "2439 Key Laboratory of Machine Perception (Ministry of Education), School of EECS, Peking University \n", "5928 Grumman Data Systems, Woodbury, NY, USA \n", "1114 Eindhoven University of Technology, Netherlands \n", "12178 Northwestern University, United States \n", "8736 German AeroSpace Research Establishment, DLR, Guttingen, Germany \n", "360 Department of Computer Science, University of Maryland, College Park, MD, USA \n", "7454 Purdue University \n", "8972 University of Utah, Salt Lake City, UT, US \n", "5155 Inria, France \n", "2655 NASA Ames Research Center, Computer Science Corporation, CA, USA \n", "6128 Department of Computer Science, University of New Hampshire, Durham, NH, USA \n", "10119 Fife Council, UK \n", "7633 Department of Computer Science, Purdue University, USA \n", "8370 School of Computer Science, National University of Defense Technology, Changsha, China \n", "10967 Interactive Media Lab, Technische Universitat Dresden, Germany \n", "4829 Institute for Visualization and Interactive Systems, Universität Stuttgart, Germany \n", "7113 Naval Research Laboratory, Inc., Washington D.C., DC, USA \n", "12070 School of Computer Science and Technology, East China Normal University, China \n", "624 Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Hong Kong, China \n", "11773 Department of Science and Technology, Linkopings universitet, 4566 Norrkping, --, Sweden, 60174 (e-mail: ingrid.hotz@liu.se) \n", "12215 Department of Mathematics and Statistics, University of Jyväskylä, Jyväskylä, Finland \n", "4754 University of Konstanz \n", "4110 University of Minnesota, Twin city, France \n", "10750 Department of Computer Science and Electrical Engineering, University of Maryland, Baltimore, USA \n", "2447 Lawrence Livemore National Laboratory, Livermore, CA, USA \n", "9065 Department of Psychology, University of Utah, USA \n", "4919 Department of Computer Science, State University of New York, Stony Brook, Stony Brook, NY, USA \n", "2952 Department of mechanaical and Aeronanutical Engineering, University of California, Davis, CA \n", "2239 School of Interactive Arts and Technology, Simon Fraser University, Canada \n", "3821 Institute for Visualization and Interactive Systems (VIS), University of Stuttgart, Germany \n", "5828 Institute of Visualization and Interactive Systems, University of Stuttgart, Germany \n", "10058 University of Konstanz, Germany \n", "10128 University of Calgary, Calgary, Canada \n", "11136 Mission Design Engineer, JHU Applied Physics Lab \n", "10110 University of Toronto in Toronto, Canada \n", "1399 Department of Computer Science, Technion-Israel Institute of Technology, Israel \n", "4700 Texas A and M University, USA \n", "8159 Johannes Kepler University, Linz, Austria \n", "8520 San Diego Supercomputer Center, University of California, San Diego, USA \n", "1964 Department of Computer Science, University of North Carolina at Charlotte \n", "4457 Lehrstuhl I, Institut für Informatik, Universität WÜrzburg, Germany \n", "10537 Indian Institute of Technology, Delhi \n", "9970 U.S. Environmental Protection Agency, United States \n", "12238 Arizona State University, United States \n", "6001 VISUS Visualization Research Center, Universität Stuttgart, Stuttgart, Germany \n", "12199 National Institute of Health Data Science, Peking University, China \n", "1586 Palo Alto Research Center, Inc.orporated, USA \n", "6577 UNC-Charlotte, USA \n", "3991 Tableau Research \n", "6682 Database Lab, Computer Science Department, Swiss Federal Institute of Technology, Lausanne, Switzerland \n", "8284 Department for Applied Mathematics, University of Bonn, Bonn, Germany \n", "11346 Xi'an Jiaotong-Liverpool University \n", "218 IBM Research \n", "8538 VRVis Research Center, Austria \n", "1512 University of Utah, USA \n", "7953 Department of Computer Science, State University of New York, Stony Brook, Stony Brook, NY, USA \n", "3685 University of Michigan, USA \n", "2688 Department of Computer and Information Science, Ohio State Uinversity, USA \n", "9408 Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong Kong \n", "5224 UNC-Charlotte, USA \n", "4429 University of Victoria, Canada \n", "12089 University Paris-Saclay, CNRS, Inria, LISN, France \n", "2848 Department of Simulation and Graphics, University of Magdeburg, Germany \n", "5049 IRTG Kaiserslautern, Germany \n", "11420 University of California, Davis \n", "9962 AT and T Bell Laboratories, Inc., Murray Hill, NJ, USA \n", "1457 Center for Applied Scientific Computing, Lawrence Livemore National Laboratory, USA \n", "4342 Monash University, Australia \n", "11194 University of California, Santa Cruz \n", "1935 Pacific Northwest National Laboratory, Richland, WA, USA \n", "8303 Astronomy and Astrophysics, University of Tübingen, Germany \n", "9332 University of California San Diego, La Jolla, CA, US \n", "1414 Department of Computer and Information Science, Ohio State Uinversity, Columbus, OH, USA \n", "4630 University of Leipzig, Germany \n", "12061 JD Intelligent Cities Research, JD Tech, Beijing, China \n", "1236 I.N.R.I.A. Sophia Antipolis, France \n", "2507 Microsoft Research \n", "8217 Microsoft Research \n", "8701 Image Computing Systems Laboratory, Department of Electrical Engineering, FT-10, University of Washington, Seattle, WA, USA \n", "9431 Institute for Information Systems, Joanneum Research Forschungsgesellschaft GmbH, Graz, Austria \n", "9068 Department of Anesthesiology, University of Utah, USA \n", "6498 INRIA, Sophia-Antipolis, France \n", "811 ETH Zurich, Swiss Center for Scientific Computing, Switzerland \n", "7019 Monash University \n", "1530 Visualization and Interactive Systems Group, IfI, University of Stuttgart, Germany \n", "3614 FB-Informatik, Universität Kaiserslautern \n", "1282 Computer Sciences Corporation, NASA Ames Research Center, Moffett Field, CA, USA \n", "10991 Interactive Media Lab, Technische Universitat Dresden \n", "2319 ICMC, Instituto de Ciências Matemáticas e de Computaçãao, University of São Paulo, Sao Paulo, Brazil \n", "2310 Department of Computer Science, University of North Carolina, Chapel Hill, USA \n", "3852 Computer Graphics and Visualization Group, Technische Universität München, Germany \n", "8301 Visualization and Interactive Systems, University of Stuttgart, Germany \n", "3540 Department of Math and Computer Science, Colorado Schml of Mines, Golden, CO, USA \n", "4233 GrUVi (Graphics, Usability and Viswalization Lab), Simon Fraser University, Burnaby, Canada \n", "2582 Intelligent Systems department, Delft University of Technology, Delft, The Netherlands \n", "\n", " Affiliation Country Code Affiliation Type Binary Type \\\n", "12277 GB education education \n", "9621 CA education education \n", "11160 US archive non-education \n", "12384 US facility non-education \n", "12032 DE education education \n", "2439 CN education education \n", "5928 US company non-education \n", "1114 NL education education \n", "12178 US education education \n", "8736 DE facility non-education \n", "360 US education education \n", "7454 US education education \n", "8972 US education education \n", "5155 FR government non-education \n", "2655 US facility non-education \n", "6128 US education education \n", "10119 GB government non-education \n", "7633 US education education \n", "8370 CN education education \n", "10967 DE education education \n", "4829 DE education education \n", "7113 US facility non-education \n", "12070 CN education education \n", "624 CN education education \n", "11773 SE education education \n", "12215 FI education education \n", "4754 DE education education \n", "4110 US education education \n", "10750 US education education \n", "2447 US facility non-education \n", "9065 US education education \n", "4919 US education education \n", "2952 US education education \n", "2239 CA education education \n", "3821 DE education education \n", "5828 DE education education \n", "10058 DE education education \n", "10128 CA education education \n", "11136 US facility non-education \n", "10110 CA education education \n", "1399 IL education education \n", "4700 US education education \n", "8159 AT education education \n", "8520 US education education \n", "1964 US education education \n", "4457 DE education education \n", "10537 IN education education \n", "9970 US government non-education \n", "12238 US education education \n", "6001 DE education education \n", "12199 CN education education \n", "1586 US facility non-education \n", "6577 US education education \n", "3991 US company non-education \n", "6682 CH facility non-education \n", "8284 DE education education \n", "11346 CN education education \n", "218 US company non-education \n", "8538 AT company non-education \n", "1512 US education education \n", "7953 US education education \n", "3685 US education education \n", "2688 US education education \n", "9408 CN education education \n", "5224 US education education \n", "4429 CA education education \n", "12089 FR education education \n", "2848 DE education education \n", "5049 DE education education \n", "11420 US education education \n", "9962 US company non-education \n", "1457 US facility non-education \n", "4342 AU education education \n", "11194 US education education \n", "1935 US facility non-education \n", "8303 DE education education \n", "9332 US education education \n", "1414 US education education \n", "4630 DE education education \n", "12061 GB company education \n", "1236 FR company non-education \n", "2507 US company non-education \n", "8217 US company non-education \n", "8701 US education education \n", "9431 AT facility non-education \n", "9068 US education education \n", "6498 FR government non-education \n", "811 CH facility non-education \n", "7019 AU education education \n", "1530 DE education education \n", "3614 DE education education \n", "1282 US facility non-education \n", "10991 DE education education \n", "2319 BR education education \n", "2310 US education education \n", "3852 DE education education \n", "8301 DE education education \n", "3540 US education education \n", "4233 CA education education \n", "2582 NL education education \n", "\n", " Cross-type Collaboration International Collaboration \n", "12277 False True \n", "9621 True True \n", "11160 True True \n", "12384 True True \n", "12032 False False \n", "2439 False True \n", "5928 True False \n", "1114 True True \n", "12178 True True \n", "8736 False False \n", "360 False False \n", "7454 False True \n", "8972 False True \n", "5155 True True \n", "2655 False False \n", "6128 False False \n", "10119 True True \n", "7633 False False \n", "8370 False False \n", "10967 False False \n", "4829 False False \n", "7113 False False \n", "12070 False False \n", "624 True True \n", "11773 False False \n", "12215 False True \n", "4754 True True \n", "4110 False False \n", "10750 True False \n", "2447 False False \n", "9065 True False \n", "4919 False False \n", "2952 False True \n", "2239 False False \n", "3821 False False \n", "5828 False True \n", "10058 False True \n", "10128 False False \n", "11136 True False \n", "10110 True True \n", "1399 False False \n", "4700 False False \n", "8159 False False \n", "8520 False False \n", "1964 False False \n", "4457 False False \n", "10537 False True \n", "9970 True False \n", "12238 False True \n", "6001 False True \n", "12199 True True \n", "1586 False False \n", "6577 False False \n", "3991 False False \n", "6682 True True \n", "8284 False False \n", "11346 False False \n", "218 False False \n", "8538 False False \n", "1512 True False \n", "7953 False True \n", "3685 False False \n", "2688 False False \n", "9408 True False \n", "5224 False False \n", "4429 False False \n", "12089 True True \n", "2848 True False \n", "5049 True True \n", "11420 False False \n", "9962 False False \n", "1457 True False \n", "4342 True True \n", "11194 False False \n", "1935 False False \n", "8303 True True \n", "9332 False False \n", "1414 False False \n", "4630 True False \n", "12061 False True \n", "1236 False False \n", "2507 True False \n", "8217 True False \n", "8701 True True \n", "9431 False False \n", "9068 True False \n", "6498 False False \n", "811 False False \n", "7019 False False \n", "1530 False False \n", "3614 True True \n", "1282 False False \n", "10991 False False \n", "2319 False False \n", "2310 False False \n", "3852 False False \n", "8301 True True \n", "3540 False True \n", "4233 False True \n", "2582 True False " ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "author.sample(100, random_state = 42)" ] }, { "cell_type": "markdown", "id": "a358327e", "metadata": {}, "source": [ "### Type\n", "\n", "- JHU Applied Physics Lab, facility? Yes. At least I think it is not edu\n", "- INRIA, gov -> facility\n", "- Palo Alto research center, inc. facility -> com\n", "- Databaselab, epfl, facility -> edu\n", "- I.N.R.I.A. Sophia Antipolis, com -> facility\n", "- I.N.R.I.A. Sophia Antipolis, gov -> facility\n", "\n", "\n", "### Country\n", "\n", "- JD Intelligent Cities Research, JD Tech, Beijing, China, should be CN but was labeled as GB\n" ] }, { "cell_type": "markdown", "id": "c4b72e97", "metadata": {}, "source": [ "## Lowest concept scores" ] }, { "cell_type": "code", "execution_count": 52, "id": "7cdfdac6", "metadata": {}, "outputs": [], "source": [ "OPENALEX_CONCEPT_DF = pd.read_csv('../data/processed/openalex_concept_df.csv')" ] }, { "cell_type": "code", "execution_count": 54, "id": "4730d9e0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.3200384" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "min(OPENALEX_CONCEPT_DF.Score)" ] }, { "cell_type": "code", "execution_count": null, "id": "0bfa851b", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.12" } }, "nbformat": 4, "nbformat_minor": 5 }