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Evolution in Social Networks: A Survey [chapter]

Myra Spiliopoulou
<span title="">2011</span> <i title="Springer US"> Social Network Data Analytics </i> &nbsp;
There is much research on social network analysis but only recently did scholars turn their attention to the volatility of social networks. An abundance of questions emerged.  ...  How does a social network evolve -can we nd laws and derive models that explain its evolution? How do communities emerge in a social network and how do they expand or shrink?  ...  This has side-effects on the data representation used for the evolving social network.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-1-4419-8462-3_6">doi:10.1007/978-1-4419-8462-3_6</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/eorguarigndvnjdy3uosmxnige">fatcat:eorguarigndvnjdy3uosmxnige</a> </span>
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Data Mining in Social Media [chapter]

Geoffrey Barbier, Huan Liu
<span title="">2011</span> <i title="Springer US"> Social Network Data Analytics </i> &nbsp;
The rise of online social media is providing a wealth of social network data.  ...  This chapter introduces the basics of data mining, reviews social media, discusses how to mine social media data, and highlights some illustrative examples with an emphasis on social networking sites and  ...  their thinking about data mining in social media.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-1-4419-8462-3_12">doi:10.1007/978-1-4419-8462-3_12</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/hbngavq4frhl7fenghg6rlomn4">fatcat:hbngavq4frhl7fenghg6rlomn4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190228103153/http://pdfs.semanticscholar.org/8a60/b082aa758c317e9677beed7e7776acde5e4c.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/8a/60/8a60b082aa758c317e9677beed7e7776acde5e4c.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-1-4419-8462-3_12"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Privacy in Social Networks: A Survey [chapter]

Elena Zheleva, Lise Getoor
<span title="">2011</span> <i title="Springer US"> Social Network Data Analytics </i> &nbsp;
In this chapter, we survey the literature on privacy in social networks. We focus both on online social networks and online af liation networks.  ...  techniques for publishing social network data.  ...  of large online social network data [15] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-1-4419-8462-3_10">doi:10.1007/978-1-4419-8462-3_10</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/gzcane63x5ajjc7jt3xtxv3h7u">fatcat:gzcane63x5ajjc7jt3xtxv3h7u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20140630205531/http://www.cise.ufl.edu:80/~mythai/courses/2012/cis6930/Notes/privacy_survey_chapter.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/53/07/5307c330b1b9d0eec8d9538530154cb2669e93f4.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-1-4419-8462-3_10"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Statistical Properties of Social Networks [chapter]

Mary McGlohon, Leman Akoglu, Christos Faloutsos
<span title="">2011</span> <i title="Springer US"> Social Network Data Analytics </i> &nbsp;
In this chapter we describe patterns that occur in the structure of social networks, represented as graphs.  ...  graphs, where weights may represent multi-edges (e.g. multiple phone calls from one person to another), or edge weights (e.g. monetary amounts between a donor and a recipient in a political donation network  ...  Data description We will illustrate some properties described in this chapter on different realworld social networks. These are described in detail in Table 2 .2.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-1-4419-8462-3_2">doi:10.1007/978-1-4419-8462-3_2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/huvb2zqnnvhmznpghn4s56hl34">fatcat:huvb2zqnnvhmznpghn4s56hl34</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190218170009/http://pdfs.semanticscholar.org/0e5c/a1b56d037484341c65787371a52f22e03c74.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/0e/5c/0e5ca1b56d037484341c65787371a52f22e03c74.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-1-4419-8462-3_2"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Node Classification in Social Networks [chapter]

Smriti Bhagat, Graham Cormode, S. Muthukrishnan
<span title="">2011</span> <i title="Springer US"> Social Network Data Analytics </i> &nbsp;
When dealing with large graphs, such as those that arise in the context of online social networks, a subset of nodes may be labeled.  ...  social network data.  ...  Of course, these are just a few examples of the many different ways social network data is of interest to businesses, researchers, and operators of social networks.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-1-4419-8462-3_5">doi:10.1007/978-1-4419-8462-3_5</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/rpu5xv2rlbcvbis2sckzzji5fu">fatcat:rpu5xv2rlbcvbis2sckzzji5fu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170829034652/http://dimacs.rutgers.edu/~graham/pubs/papers/graphlabelchapter.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/30/37/30375943cd31ae38931408dcdcef4cf615edb9db.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-1-4419-8462-3_5"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Big Data Spatial Analytics in Social Networks using Hadoop

Sultan Alenezi, Saleh Mesbah
<span title="2015-10-15">2015</span> <i title="Foundation of Computer Science"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/b637noqf3vhmhjevdfk3h5pdsu" style="color: black;">International Journal of Computer Applications</a> </i> &nbsp;
This paper aims to analyze social media big data to identify the widespread of certain keywords. A Java-Hadoop application is developed to analyze data obtained from Twitter social network.  ...  These kinds of applications needs special systems of data analytics in order to collect, store and process these big data files, like Hadoop framework.  ...  Social network analytics is a designate shared to relate to the collection, storage, analysis, furthermore reporting of these new data.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5120/ijca2015906745">doi:10.5120/ijca2015906745</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4srvihemzzeexhb2njvc6ccxxa">fatcat:4srvihemzzeexhb2njvc6ccxxa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180603080944/https://www.ijcaonline.org/research/volume128/number14/alenezi-2015-ijca-906745.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/95/65/95653ff0e96cd87101704d36af3c48eaf070e1cf.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5120/ijca2015906745"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Random Walks in Social Networks and their Applications: A Survey [chapter]

Purnamrita Sarkar, Andrew W. Moore
<span title="">2011</span> <i title="Springer US"> Social Network Data Analytics </i> &nbsp;
A wide variety of interesting real world applications, e.g. friend suggestion in social networks, keyword search in databases, web-spam detection etc. can be framed as ranking entities in a graph.  ...  These include online social networks like LiveJournal, email communication datasets, citation and co-authorship networks, web-graphs, peer to peer datasets, blog data, the Epinions dataset etc.  ...  Different versions of the dataset was used in [9, 68]. 5 A variety of social networks are available at http://snap.stanford. edu/data/. Collected and maintained by Dr. Jure Leskovec.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-1-4419-8462-3_3">doi:10.1007/978-1-4419-8462-3_3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3n7j344dxjf5jb3k3atqawy6wa">fatcat:3n7j344dxjf5jb3k3atqawy6wa</a> </span>
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Community Discovery in Social Networks: Applications, Methods and Emerging Trends [chapter]

S. Parthasarathy, Y. Ruan, V. Satuluri
<span title="">2011</span> <i title="Springer US"> Social Network Data Analytics </i> &nbsp;
This is particularly true in the social context, especially given recent advances in Internet technologies and Web 2.0 applications leading to a diverse range of evolving social networks.  ...  Data sets originating from many different real world domains can be represented in the form of interaction networks in a very natural, concise and meaningful fashion.  ...  Twitter), and community discovery that combines content and network information in a natural manner (e.g. topic driven community discovery, social media analytics etc.).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-1-4419-8462-3_4">doi:10.1007/978-1-4419-8462-3_4</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lsvhj6terjbjzpkjoobdobp4gq">fatcat:lsvhj6terjbjzpkjoobdobp4gq</a> </span>
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Location Aware Social Networks User Profiling Using Big Data Analytics

Venu Mukkamula, Lavanya Nangunuri
<span title="2017-12-31">2017</span> <i title="The Intelligent Networks and Systems Society"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/hxhhpqr6nrfs5eblsflinrd2wa" style="color: black;">International Journal of Intelligent Engineering and Systems</a> </i> &nbsp;
Social Network Analytics (SNA), on the other hand, provides insights of many perspectives of the society through the sample users participated in social network.  ...  The exponential growth of the social network and correspondingly its data leads to the demand for big data computational environments.  ...  Social network analytics is used to model a social network dynamics and its growth. This in turn helps to monitor business activity.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.22266/ijies2017.1231.26">doi:10.22266/ijies2017.1231.26</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2qsu5vy32zbfnelb3hb3nexske">fatcat:2qsu5vy32zbfnelb3hb3nexske</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180603074757/http://www.inass.org/2017/2017123126.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/9e/ac/9eacf1e90a29761e0051d8bb3dbef5928f59dfbd.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.22266/ijies2017.1231.26"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Data Analytic for Student Behaviour Classification in Social Learning Network

Andi Besse Firdausiah Mansur, Norazah Yusof, Nada Omar Bajnaid
<span title="2018-10-30">2018</span> <i title="Zenodo"> Zenodo </i> &nbsp;
Social Learning network has grown tremendously over past year. This trend has stimulated E-learning system to evolve as social learning network.  ...  This means data analytic using hierarchical clustering and minimum spanning tree can be used to identify student performance or behaviour during study.  ...  The other researcher has come with different solution by using Business System Plan(BSP) to classify the social learning network data.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.2550521">doi:10.5281/zenodo.2550521</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3jeusny7ybcf5bng4ekjbm6tjy">fatcat:3jeusny7ybcf5bng4ekjbm6tjy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200227071557/https://zenodo.org/record/2550521/files/Data%20Analytic%20for%20Student%20Behaviour%20Classification%20in%20Social%20Learning%20Network.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/c1/cd/c1cd508c4ac5d56b7fe8575efbe42e42c135b80e.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.2550521"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

Data Analytics of Social Networking sites using Game Theory Model

<span title="2019-11-22">2019</span> <i title="Blue Eyes Intelligence Engineering and Sciences Engineering and Sciences Publication - BEIESP"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/h673cvfolnhl3mnbjxkhtxdtg4" style="color: black;">International Journal of Engineering and Advanced Technology</a> </i> &nbsp;
The application under this research work is based on two giants of the social networking sites viz Facebook and Instagram.  ...  A heterogeneous group of frequent users of these two social networking sites is selected using simple random sampling.  ...  CONCLUSION Thus the proper flow and proper use of data analytical tools are sufficient to provide a beneficial and feasible solution.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.35940/ijeat.f1332.0986s319">doi:10.35940/ijeat.f1332.0986s319</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/tosqirnhrrgclksxgovpdivbi4">fatcat:tosqirnhrrgclksxgovpdivbi4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191206120030/https://www.ijeat.org/wp-content/uploads/papers/v8i6S3/F13320986S319.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/2f/9a/2f9ae63291e9f246c8d59b314bc91bc0376f5031.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.35940/ijeat.f1332.0986s319"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Regulatory Analytics and Data Architecture (RADAR)

Kingsley Jones
<span title="">2015</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/tol7woxlqjeg5bmzadeg6qrg3e" style="color: black;">Social Science Research Network</a> </i> &nbsp;
Rapid developments in cloud computing and data science have significantly reduced the cost and expanded the scope of possible analytics in the practise of financial regulation.  ...  In this paper, we develop a framework to consider how the technology forces of: faster computing; networked data portals; and growth in organizational models for parallelism might facilitate a new Regulatory  ...  This research was supported by the Centre for International Finance and Regulation Project Number T-019: Regulatory Data Architecture and Analytics, which is a Centre of Excellence for research and education  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.2139/ssrn.2628939">doi:10.2139/ssrn.2628939</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/picudx6dnnd2niaamjqmftgwaq">fatcat:picudx6dnnd2niaamjqmftgwaq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170921235728/http://apo.org.au/system/files/66661/apo-nid66661-80876.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/11/ae/11ae8beb0dfeac32d59885c547d1a5ae2d712b1b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.2139/ssrn.2628939"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ssrn.com </button> </a>

An Overview of Social Tagging and Applications [chapter]

Manish Gupta, Rui Li, Zhijun Yin, Jiawei Han
<span title="">2011</span> <i title="Springer US"> Social Network Data Analytics </i> &nbsp;
Social tagging on online portals has become a trend now. It has emerged as one of the best ways of associating metadata with web objects.  ...  This popularity has led to a vast literature on social tagging. In this survey paper, we would like to summarize different techniques employed to study various aspects of tagging.  ...  Figure 1 . 8 . 18 Social network model Enhanced Similarity Measure.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-1-4419-8462-3_16">doi:10.1007/978-1-4419-8462-3_16</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/czs2um2xvrd6vnfpefzae2ftwq">fatcat:czs2um2xvrd6vnfpefzae2ftwq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20150921173538/http://research.microsoft.com/pubs/217094/gupta11_snda.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/af/ab/afab80153cf0f9e81f4540941ff897f895c6278f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-1-4419-8462-3_16"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

A Survey of Models and Algorithms for Social Influence Analysis [chapter]

Jimeng Sun, Jie Tang
<span title="">2011</span> <i title="Springer US"> Social Network Data Analytics </i> &nbsp;
Social influence has been a widely accepted phenomenon in social networks for decades.  ...  Social influence refers to the behavioral change of individuals affected by others in a network. Social influence is an intuitive and well-accepted phenomenon in social networks [22] .  ...  Finally, the authors show that the quasi-social network extracted from the data corresponds well with a real social network.  ... 
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Big data analytics on social networks for real-time depression detection

Jitimon Angskun, Suda Tipprasert, Thara Angskun
<span title="2022-05-20">2022</span> <i title="Springer Science and Business Media LLC"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/pkhnkszyprhb3orbf6g7tqmgiu" style="color: black;">Journal of Big Data</a> </i> &nbsp;
Several depression sufferers disclose their actual feeling via social media. Thus, big data analytics on social networks for real-time depression detection is proposed.  ...  networks using big data analytics.  ...  ., [10] [11] [12] [13] [14] ) aims to analyze feelings from social network data.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1186/s40537-022-00622-2">doi:10.1186/s40537-022-00622-2</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/35610999">pmid:35610999</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC9121859/">pmcid:PMC9121859</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/rgni3hnvgjaxranxii2nurvhyq">fatcat:rgni3hnvgjaxranxii2nurvhyq</a> </span>
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