1 files changed, 6 insertions, 3 deletions

diff --git a/scraper/reports/doi_institutions_geocoded.csv b/scraper/reports/doi_institutions_geocoded.csv
index 22355d89..506628f2 100644
--- a/scraper/reports/doi_institutions_geocoded.csv
+++ b/scraper/reports/doi_institutions_geocoded.csv
@@ -2845,6 +2845,7 @@ becc891a7548fe38a15b224e2592d97dd0efe31e,A Processor Optimization Framework for
 beaac021fa41904ad8247936bccdc7ea17ee9f53,Alignment of face images based on SIFT feature,Harbin Engineering University,Harbin Engineering University,"哈尔滨工程大学, 文庙街 - Wenmiao Street, 南岗区, 哈尔滨市 / Harbin, 黑龙江省, 150000, 中国",45.77445695,126.67684917,edu,,China

 bea1958ecdcc5279672bed0f2ba8de5a84b0ce64,Towards reasoning based representations: Deep Consistence Seeking Machine,Eötvös Loránd University,"Faculty of Informatics, Eötvös Loránd University, Pázmány Péter sétány 1/C, Budapest H-1117, Hungary","Budapest, Pázmány Péter stny. 1/C., 1117 Hungary",47.47228960,19.06235910,edu,,Hungary

 be66c2638b86964cbd67d66a8a6bc8346a06fad8,Face Recognition for Intelligent Robot Safety Verification System,Jilin University,Jilin University,"吉林大学珠海校区, 丹桂路, 圣堂村, 金湾区, 珠海市, 广东省, 中国",22.05356500,113.39913285,edu,,China

+be8bfb5d53ab5bbcfe88c24c894f6d573384873d,Curating an Infinite Basement: Understanding How People Manage Collections of Sentimental Artifacts,University of Michigan,University of Michigan,"University of Michigan, 500, Hayward Street, Ann Arbor, Washtenaw County, Michigan, 48109, USA",42.29421420,-83.71003894,edu,,United States

 be627fd587b614e07c09940961ccaa42a64d0aeb,Multi-View 3D Object Retrieval With Deep Embedding Network,Beijing University of Technology,Beijing University of Technology,"北京工业大学, 银杏大道, 大郊亭村, 朝阳区 / Chaoyang, 北京市, 3208, 中国",39.87391435,116.47722285,edu,,China

 be213d0e9e7c41c0783f3efa2fddb07d0efebcb4,Improving Residual Block for Semantic Image Segmentation,Chinese Academy of Sciences,Chinese Academy of Sciences,"中国科学院心理研究所, 16, 林萃路, 朝阳区 / Chaoyang, 北京市, 100101, 中国",40.00447950,116.37023800,edu,,China

 be06e8841bc1e7205bd8d3fe77470a3369ec96b5,Efficient Kernel Sparse Coding Via First-Order Smooth Optimization,Seoul National University of Science and Technology,"Seoul National University of Science and Technology, Seoul, South Korea","232 Gongneung-ro, Gongneung-dong, Nowon-gu, Seoul, South Korea",37.63166840,127.07748130,edu,,South Korea

@@ -3239,6 +3240,7 @@ f0dce694bd71e46e5b84512f06de046f83a8096e,Learning With $\ell ^{1}$-Graph for Ima
 8fe2514fad1267276b8cff850d0c9e073ea6797b,Direction based Graphical Model for Face Sketch Synthesis,Xidian University,Xidian University,"Xidian University (New Campus), 266号, 银杏大道, 南雷村, 长安区 (Chang'an), 西安市, 陕西省, 710126, 中国",34.12358250,108.83546000,edu,,China

 8f595e03f93640d25650b34b35c39156e42c1052,What characterizes personalities of graphic designs?,City University of Hong Kong,City University of Hong Kong,"香港城市大學 City University of Hong Kong, 達康路 Tat Hong Avenue, 大窩坪 Tai Wo Ping, 深水埗區 Sham Shui Po District, 九龍 Kowloon, HK, KIL 3348, 中国",22.34000115,114.16970291,edu,,China

 8fd1910454feb9a28741992b87a271381edd1af8,Convolutional neural networks and multimodal fusion for text aided image classification,"DSO National Laboratories, Singapore","DSO National Laboratories, Singapore","12 Science Park Dr, Singapore 118225",1.28945060,103.78694600,gov,,Singapore

+8ffa008fc08595da0cadc80dcaefb60c3cf41ba9,Performance-Led Research in the Wild,University of Exeter,University of Exeter,"University of Exeter, Stocker Road, Exwick, Exeter, Devon, South West England, England, EX4 4QN, UK",50.73693020,-3.53647672,edu,,United Kingdom

 8fb2ec3bbd862f680be05ef348b595e142463524,Multi-View Active Shape Model with Robust Parameter Estimation,Tsinghua University,Tsinghua University,"清华大学, 30, 双清路, 五道口, 后八家, 海淀区, 100084, 中国",40.00229045,116.32098908,edu,,China

 8ffc2cf0403d0c760708aef41a5868c2c464cea2,Illumination invariant face recognition system,"Mevlana Universitesi, Konya, Turkey","Elektrik ve Elektronik Mühendisliği Bölümü, Mevlana Üniversitesi, Konya, Turkey","Ardıçlı Mahallesi, İsmetpaşa Cad., 42250 Selçuklu/Konya, Turkey",38.02953300,32.50605100,edu,,Turkey

 8fee7b38358815e443f8316fa18768d76dba12e3,Robust nonnegative matrix factorization using L21-norm,University of Texas at Arlington,University of Texas at Arlington,"University of Texas at Arlington, South Nedderman Drive, Arlington, Tarrant County, Texas, 76010, USA",32.72836830,-97.11201835,edu,,United States

@@ -3932,6 +3934,7 @@ dcea30602c4e0b7525a1bf4088620128d4cbb800,Rapid human action recognition in H.264
 dceb0c8093171d5d044fb23b7a9b212634babbc2,Automatic video stream indexing and retrieving based on face detection using wavelet transformation,Helwan University,"Faculty of Science, Helwan University, Cairo, Egypt","عين حلوان، Al Masaken Al Iqtisadeyah, Qism Helwan, Cairo Governorate, Egypt",29.86418770,31.31734200,edu,,Egypt

 dc128d77a641312f358071edfd12f05988306465,Pain detection from facial characteristics using supervised descent method,Technical University of Sofia,"Faculty of Telecommunications, Technical University of Sofia, Bulgaria","ulitsa ""Akademik Stefan Mladenov"" 1, 1700 Studentski Kompleks, Sofia, Bulgaria",42.65608530,23.34765230,edu,,Bulgaria

 dc5e9f75235dcb4ec39259f82574cd6ffd3611de,Analysis of Multi-planar Probability Maps for People Localization in Overlapping Camera Systems,"UPMC, France","Sorbonne Universites, UPMC, Univ Paris 06 and CNRS, UMR 7222, ISIR, F-75005, Paris, France","4 Place Jussieu, 75005 Paris, France",48.84710360,2.35749900,edu,,France

+dc2570ee8338bdb782cad19c265c970a29a2334d,Data-Driven Techniques in Disaster Information Management,Nanjing University of Posts and Telecommunications,"College of Telecommunications & Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China","9 Wenyuan Rd, Qixia Qu, Nanjing Shi, Jiangsu Sheng, China, 210046",32.10574800,118.93170100,edu,,China

 79d8551dbe25b0e979ce0034f0721b3bb5f30859,AdaBoost Multiple Feature Selection and Combination for Face Recognition,University of Zaragoza,"University of Zaragoza, Spain","Calle de Pedro Cerbuna, 12, 50009 Zaragoza, Spain",41.64206390,-0.90150650,edu,,Spain

 79dccc435d82c3e720f713030b39e013382cf057,Logo information recognition in large-scale social media data,"A*STAR, Institute for Infocomm Research, Singapore, Singapore","A*STAR, Institute for Infocomm Research, Singapore, Singapore","1 Fusionopolis Way, #21-01 Connexis, Singapore 138632",1.29889260,103.78731070,edu,,Singapore

 79a166bf02402f7ed9947b826afc72f24f65b311,When do Crowds Turn Violent? Uncovering Triggers from Media,George Mason University,George Mason University,"George Mason University, Aquia Creek Lane, Country Club View, Blue Oaks, Fairfax County, Virginia, 22030-9998, USA",38.83133325,-77.30798839,edu,,United States

@@ -3981,6 +3984,7 @@ e96c45f0809189a5fcf208f508205c6ffc3d8684,An image edge mask for face identity ve
 e9d549989926f36abfa5dc7348ae3d79a567bf30,Orientation-Guided Similarity Learning for Person Re-identification,Beihang University,Beihang University,"北京航空航天大学, 37, 学院路, 五道口, 后八家, 海淀区, 100083, 中国",39.98083330,116.34101249,edu,,China

 e9336cd4c63139c481c2ed9624b04f5b9a477d80,Dynamic objects detection and tracking for a laser scanner and camera system,Universität Hamburg,Universität Hamburg,"Informatikum, 30, Vogt-Kölln-Straße, Stellingen, Eimsbüttel, Hamburg, 22527, Deutschland",53.59948200,9.93353436,edu,,Germany

 e96cef8732f3021080c362126518455562606f2d,Binary Coding by Matrix Classifier for Efficient Subspace Retrieval,Griffith University,Griffith University,"Griffith University Nathan Campus, Johnson Path, Nathan, Nathan Heights, QLD, 4111, Australia",-27.55339750,153.05336234,edu,,Australia

+e9e9696a3e1481b2fe5d60a804ab1c9936dbb6b2,Co-designing a diversity of social media products with and for older people,University of Lincoln,University of Lincoln,"University of Lincoln, Brayford Way, Whitton Park, New Boultham, Lincoln, Lincolnshire, East Midlands, England, LN6 7TS, UK",53.22853665,-0.54873472,edu,,United Kingdom

 e9a8e80bbb4cef2167dfc0505392518a087b7e0a,Detection of pedestrians from still images,"Elektronik ve Haberleşme Mühendisliği Bölümü, Yıldız Teknik Üniversitesi, Turkey","Elektronik ve Haberleşme Mühendisliği Bölümü, Yıldız Teknik Üniversitesi, Turkey","Yıldız Mh., 34349 Beşiktaş/İstanbul, Turkey",41.05208610,29.01065530,edu,,Turkey

 e989a827fa3b00941410364cd3507e4779bffb69,Person re-identification by the asymmetric triplet and identification loss function,Xi’an Jiaotong University,"Institute of Information and System Sciences, Faculty of Mathematics and Statistics, Xi’an Jiaotong University, Xi’an, China","28 Xianning W Rd, JiaoDa ShangYe JieQu, Beilin Qu, Xian Shi, Shaanxi Sheng, China",34.25080300,108.98369300,edu,,China

 e9dd49970d259ec267d7c23a62215db37b986e49,Face recognition based on fusion of Gabor and 2DPCA features,University of Electronic Science and Technology of China,University of Electronic Science and Technology of China,"2 Jianshe North Rd 2nd Section, Jianshe Road, Chenghua Qu, Chengdu Shi, Sichuan Sheng, China, 610054",30.67272100,104.09880600,edu,,China

@@ -4184,6 +4188,7 @@ f31040b6d7e135753eccd6ca573d784e9ac9c8c6,Mixture of Gaussian based background mo
 65b9c71a4e5886e3ec8ff1f26038c3c08bd96dcb,UOM Multimodal face and ear database,University of Mauritius,"University of Mauritius, Reduit, 230, Mauritius","Moka, Mauritius",-20.23381210,57.49751770,edu,,Mauritius

 65fc8393610fceec665726fe4e48f00dc90f55fb,The effectiveness of using geometrical features for facial expression recognition,Otto-von-Guericke-University Magdeburg,"Institute for Information Technology and Communications (IIKT), Otto-von-Guericke-University Magdeburg, D-39016, P.O. Box 4210 Germany","Universitätspl. 2, 39106 Magdeburg, Germany",52.14020530,11.64419910,edu,,Germany

 6500d612b1391e5b02372cd45c7ea6143528c15c,A quality aware technique for biometric recognition,"Discipline of Computer Science & Engineering, Indian Institute of Technology Indore, Indore-452020 India","Discipline of Computer Science & Engineering, Indian Institute of Technology Indore, Indore-452020 India","Khandwa Rd, Simrol, Madhya Pradesh 453552, India",22.52035970,75.92072310,edu,,India

+6537cb1eb95421188636241999f4b18e59dfce71,Social Displays on Mobile Devices: Increasing Collocated People's Awareness of the User's Activities,Tampere University of Technology,Tampere University of Technology,"TTY, 10, Korkeakoulunkatu, Finninmäki, Hervanta, Tampere, Tampereen seutukunta, Pirkanmaa, Länsi- ja Sisä-Suomen aluehallintovirasto, Länsi-Suomi, Manner-Suomi, 33720, Suomi",61.44964205,23.85877462,edu,,Finland

 65d705bbcc10f42683503b3599327c816265d951,Articulated Motion and Deformable Objects,University of Surrey,University of Surrey,"University of Surrey, Spine Road, Guildford Park, Guildford, Surrey, South East, England, GU2 7XH, UK",51.24303255,-0.59001382,edu,,United Kingdom

 651cafb2620ab60a0e4f550c080231f20ae6d26e,4D unconstrained real-time face recognition using a commodity depth camera,Singapore Polytechnic,"Singapore Polytechnic, 500 Dover Road, Singapore 139651","500 Dover Rd, Singapore 139651",1.30987680,103.77750060,edu,,Singapore

 6555b02c569b2565de31a1685141a07b20596f1d,Fuzzy Classification of Human Skin Color in Color Images,University of São Paulo,University of São Paulo,"São Paulo - State of São Paulo, Brazil",-23.56139910,-46.73078910,edu,,Brazil

@@ -4412,6 +4417,7 @@ f6c8c453aece2506fc660c06e048e7a550bb320b,Deep Learning From Noisy Image Labels W
 f6ad7fc8ab40c2c892dbaf3922b30fe0c0311c65,How to Wear Beautifully? Clothing Pair Recommendation,China University of Petroleum (East China),"College of Information and Control Engineering, China University of Petroleum (East China), #66 Changjiang West Road, Qingdao Economic & Technological Development Zone, 266580 China","Jinan Rd, Dongying Qu, Dongying Shi, Shandong Sheng, China, 257000",37.46230770,118.50053220,edu,,China

 f6f2a212505a118933ef84110e487551b6591553,Exemplar-embed complex matrix factorization for facial expression recognition,"University of Science, Vietnam","University of Science, Vietnam","227 Đường Nguyễn Văn Cừ, Phường 4, Quận 5, Hồ Chí Minh, Vietnam",10.76291300,106.68217170,edu,,Vietnam

 f6a574f597daf1c0252db61eb6ed8cb369b6851b,Locality discriminative canonical correlation analysis for kinship verification,Wuhan University of Sciences and Technology,"Hubei Province Key Laboratory of Intelligent Information Processing and Real-time Industrial System College of Computer Science and Technology, Wuhan University of Sciences and Technology Wuhan 430065, China","Wuhan, Hubei, China",30.59284900,114.30553900,edu,,China

+f6e3638e4b3684f40b39c7316c29539b2c0d2357,RingIt: Ring-Ordering Casual Photos of a Temporal Event,Tel Aviv University,Tel Aviv University,"אוניברסיטת תל אביב, כיכר מנדל, תל אביב - יפו, אפקה, תל אביב-יפו, מחוז תל אביב, NO, ישראל",32.11198890,34.80459702,edu,,Israel

 f624e6a1f13a7a55454dd23871ab951b21d6c884,Robust 3D face recognition from low resolution images,"Information Technologies Institute, Thessaloniki, Greece","Centre for Research and Technology Hellas, Information Technologies Institute 57001, Thessaloniki, Greece","Thermi 570 01, Greece",40.56676110,22.99801470,edu,,Greece

 f685720f4843ad84fa7c2c9be60f77a0ac838fd0,A method for hand detection using internal features and active boosting-based learning,Hanoi National University of Education,"Hanoi National University of Education, Hanoi, Vietnam","Số 136 Xuân Thủy, Dịch Vọng Hậu, Cầu Giấy, Hà Nội 123106, Vietnam",21.03741430,105.78334730,edu,,Vietnam

 f657a6e8070d92659e28b32d47929d00c46c0d6a,Parts based representation for pedestrian using NMF with robustness to partial occlusion,Indian Institute of Science Bangalore,Indian Institute of Science Bangalore,"IISc, Gulmohar Marg, RMV Stage II - 1st Block, Aramane Nagara Ward, West Zone, Bengaluru, Bangalore Urban, Karnataka, 560012, India",13.02223470,77.56718325,edu,,India

@@ -4595,7 +4601,6 @@ bc7fdd91d351203f2820240b43b9aa4a66d0a8e3,Automatic Tuberculosis Screening Using
 bc13a1a4c3e94ba346a8c2125b966e4849a3ab43,A Real-Time Active Pedestrian Tracking System Inspired by the Human Visual System,University of Jinan,"University of Jinan, Shandong Provincial Key Laboratory of Network Based Intelligent Computing, Jinan, Jinan, China","Shizhong, Jinan, China, 250000",36.61652800,116.96621400,edu,,China

 bc220d15a0f079e1ba2533494b04a8c40e8eb73c,Submarine Pipeline Identification in Side Scan Sonar Image,Harbin Engineering University,Harbin Engineering University,"哈尔滨工程大学, 文庙街 - Wenmiao Street, 南岗区, 哈尔滨市 / Harbin, 黑龙江省, 150000, 中国",45.77445695,126.67684917,edu,,China

 bcb12dd13426ec7aa4d480ef829fef798f0e374d,Down to Earth: Using Semantics for Robust Hypothesis Selection for the Five-Point Algorithm,University of North Carolina at Chapel Hill,University of North Carolina at Chapel Hill,"University of North Carolina at Chapel Hill, East Cameron Avenue, Chapel Hill, Orange County, North Carolina, 27514, USA",35.91139710,-79.05045290,edu,,United States

-dd6826e9520a6e72bcd24d1bdb930e78c1083b31,HapFACS 3.0: FACS-Based Facial Expression Generator for 3D Speaking Virtual Characters,Florida International University,Florida International University,"FIU, Southwest 14th Street, Sweetwater, University Park, Miami-Dade County, Florida, 33199, USA",25.75533775,-80.37628897,edu,,United States

 dd278c1541535775d2a6687bccf49f15c0cd799b,An efficient method for video summarization using moving object information,Charles Sturt University,Charles Sturt University,"Charles Sturt University, Wagga Wagga, NSW, 2678, Australia",-35.06360710,147.35522340,edu,,Australia

 ddcb62a2398cbf499e1852ee07956d4fd58e771d,3-D Face Recognition Using eLBP-Based Facial Description and Local Feature Hybrid Matching,"Université de Lyon, CNRS, Ecole Centrale de Lyon, LIRIS UMR5205, Ecully, France","Université de Lyon, CNRS, Ecole Centrale de Lyon, LIRIS UMR5205, Ecully, France","40 Avenue Guy de Collongue, 69130 Écully, France",45.78359660,4.76789480,edu,,France

 dd355e437cce079f6aa7080462cc377c110d8849,Multi-level convolutional channel features for content-based image retrieval,"Beijing FaceAll Co., Beijing, China","Beijing FaceAll Co. Beijing, China","Beijing, China",39.90419990,116.40739630,edu,,China

@@ -4780,7 +4785,6 @@ ddc22765a8fa82d5e76cd7e1d6adf390fcc5b044,Histograms of Oriented Gradients for La
 3d2e872997a0f5f07786121807cffb357fa91152,"Large-Area, Multilayered, and High-Resolution Visual Monitoring Using a Dual-Camera System",National Kaohsiung Marine University,National Kaohsiung Marine University,"No. 142號, Haizhuan Road, Nanzi District, Kaohsiung City, Taiwan 811",22.72465590,120.31460270,edu,,Taiwan

 3db6fd6a0e9bb30f2421e84ee5e433683d17d9c1,An automatic region detection and processing approach in genetic programming for binary image classification,Victoria University of Wellington,Victoria University of Wellington,"Victoria University of Wellington, Waiteata Road, Aro Valley, Wellington, Wellington City, Wellington, 6040, New Zealand/Aotearoa",-41.29052775,174.76846919,edu,,New Zealand

 3d21d0923d9f7dc3836f2790dd8e1db98e0c2013,A graph theory-based online keywords model for image semantic extraction,University of Huddersfield,"University of Huddersfield, Huddersfield, West Yorkshire, UK","Huddersfield, UK",53.64579200,-1.78503510,edu,,United Kingdom

-3d0b133bb5a2559d8a60898e90f9780a94b6a0dc,Real-Time Certified Probabilistic Pedestrian Forecasting,University of Michigan,University of Michigan,"University of Michigan, 500, Hayward Street, Ann Arbor, Washtenaw County, Michigan, 48109, USA",42.29421420,-83.71003894,edu,,United States

 3d732ba534081326eb9de70f2e370a31940c2990,Semantic image segmentation using fully convolutional neural networks with multi-scale images and multi-scale dilated convolutions,Gachon University,"Gachon University, Gyeonggi-do, South Korea","1342 Seongnam-daero, Bokjeong-dong, Sujeong-gu, Seongnam-si, Gyeonggi-do, South Korea",37.45074520,127.12884740,edu,,South Korea

 3d0e9dbb81c4fcdfb179342f57f9815a5ca2b659,Compression for 3D face recognition applications,University of Surrey,University of Surrey,"University of Surrey, Spine Road, Guildford Park, Guildford, Surrey, South East, England, GU2 7XH, UK",51.24303255,-0.59001382,edu,,United Kingdom

 3d919e63307610258720cd0d39b37904acd5c77e,YELP: masking sound-based opportunistic attacks in zero-effort deauthentication,University of Alabama,University of Alabama,"Tuscaloosa, AL 35487, USA",33.21402330,-87.53914180,edu,,United States

@@ -5812,7 +5816,6 @@ a53ffc7a9ca049cf265dc37c818b6283f56b6dbc,Camera calibration parameters for orien
 94ead515ed260ed54b1b9df3b63d548e368be801,LBP based on multi wavelet sub-bands feature extraction used for face recognition,University of Buckingham,"University of Buckingham, Buckingham, United Kingdom","Yeomanry House, Hunter St, Buckingham MK18 1EG, UK",51.99617380,-0.99186900,edu,,United Kingdom

 feb0bd4ad219dc5005da84561b97ae53f4207440,Facial expression recognition based on ISOMAP,"Industry Centre, Shenzhen polytechnic, Shenzhen, China","Industry Centre, Shenzhen polytechnic, Shenzhen, China","China, Guangdong, Shenzhen, Nanshan, 留仙大道",22.58097300,113.94040700,edu,,China

 fe5d6c65e51386f4d36f7434fe6fcd9494fe9361,Discriminant Manifold Learning via Sparse Coding for Robust Feature Extraction,Chinese Academy of Sciences,Chinese Academy of Sciences,"中国科学院心理研究所, 16, 林萃路, 朝阳区 / Chaoyang, 北京市, 100101, 中国",40.00447950,116.37023800,edu,,China

-fed90d84dc199d7bd996caddd1cab26ded89de98,Deep learning the dynamic appearance and shape of facial action units,University of Nottingham,University of Nottingham,"University of Nottingham, Lenton Abbey, Wollaton, City of Nottingham, East Midlands, England, UK",52.93874280,-1.20029569,edu,,United Kingdom

 fe14d8177cbdb7e5b4085302e6e044f7a4c19cb2,Gradient feature matching for expression invariant face recognition using single reference image,University of Dayton,University of Dayton,"University of Dayton, Caldwell Street, South Park Historic District, Dayton, Montgomery, Ohio, 45409, USA",39.73844400,-84.17918747,edu,,United States

 fec438794c9cc3350d6dd9a16cd48d1b8d13b32a,Recurrent Face Aging with Hierarchical AutoRegressive Memory,Texas State University,"Texas State University, San Marcos, TX, USA","601 University Dr, San Marcos, TX 78666, USA",29.88841100,-97.93835100,edu,,United States

 fea8ccdb0ea1a8d20acba1f359e2345164602576,Textured 3D face recognition using biological vision-based facial representation and optimized weighted sum fusion,Beihang University,Beihang University,"北京航空航天大学, 37, 学院路, 五道口, 后八家, 海淀区, 100083, 中国",39.98083330,116.34101249,edu,,China