We can see how to do this in the following query: "https://dev.to/arthurolga/newsql-an-implementation-with-google-spanner-2a86", "NewSQL: An Implementation with Google Spanner", "https://dev.to/goaty92/designing-tinyurl-it-s-more-complicated-than-you-think-2a48", "Designing TinyURL: its more complicated than you think", "https://dev.to/nipeshkc7/dynamodb-the-basics-360g", "https://dev.to/subhransu/realtime-chat-app-using-kafka-springboot-reactjs-and-websockets-lc", "Realtime Chat app using Kafka, SpringBoot, ReactJS, and WebSockets", "https://dev.to/codaelux/running-dynamodb-offline-4k1b". WebA computer is a digital electronic machine that can be programmed to carry out sequences of arithmetic or logical operations (computation) automatically.Modern computers can perform generic sets of operations known as programs.These programs enable computers to perform a wide range of tasks. University of Bonn: Analysis of Knowledge Graphs. Thus, the implementation of the visit method is chosen based on both the dynamic type of the element and the dynamic type of the visitor. The task the model is trained on is head/tail prediction, where input is ":" and output expected is "". This shows off another nice feature of Knowledge Graphs - as well as making a recommendation, its easy to explain why it was made as well. You'll also need to insert your own API key.). This can be considered, * the *first* dispatch. UK: +44 20 3868 3223 One can retrieve all data using Wikidata Query Service (Wikidata SPARQL endpoint) or Wikidata API (Wikidata MediaWiki API extension). All knowledge of there being two objects and a dispatch on their types is in the lambda function. Before we get started with building Knowledge Graphs, it is important to understand how information or knowledge is embedded in these graphs. # Eventually they will both be inside the cycle and then, # at some point, the distance between them will be # divisible by the period . tortoise = f (x0) # f(x0) is the WebKnowledge Graph. Lets see the knowledge graph of another important predicate, i.e., the released in: I can see quite a few interesting information in this graph. Nobody is going to go through thousands of documents and extract all the entities and the relations between them! prv_tok_dep and prv_tok_text will hold the dependency tag of the previous word in the sentence and that previous word itself, respectively. Well, this is not exactly what we were hoping for (still looks quite a sight though!). Lets have a look at how were going to do this for one article: We can see how running this query connects the article and taxonomy sub graphs by looking at the following Neo4j Browser visualization: Now we can run the entity extraction technique over the rest of the articles with help from the apoc.periodic.iterate procedure again: Its now time to query the Knowledge Graph. A dynamic visitor, provided it operates on public data only, conforms to the open/closed principle (since it does not modify extant structures) and to the single responsibility principle (since it implements the Visitor pattern in a separate component). Wikidata is a community-maintained knowledge base that has been assembled from repositories in the fields of genomics, proteomics, genetic variants, pathways, chemical compounds, and diseases, and that adheres to the FAIR principles of findability, accessibility, interoperability and reusability. Instead, the visitor pattern can be applied. Were going to use APOCs apoc.load.html procedure to scrape the interesting information from each of these URIs. A tag already exists with the provided branch name. In essence, the visitor allows adding new virtual functions to a family of classes, without modifying the classes. Branch 'apoorv-dump' contains the latest code but it is still being cleaned. We also use third-party cookies that help us analyze and understand how you use this website. Before we import this ontology, lets setup some mappings in n10s: And now we can preview the import on the ontology by running the following query: It looks good, so lets import it by running the following query: We can now re-run the similarity query, which will now return the following results: "https://dev.to/leonardomso/a-beginners-guide-to-graphql-3kjj", "Learn how YOU can build a Serverless GraphQL API on top of a Microservice architecture, part I", "https://dev.to/azure/learn-how-you-can-build-a-serverless-graphql-api-on-top-of-a-microservice-architecture-233g", ["Structured Query Language", "Extensible Markup Language", "PostgreSQL", "MariaDB", "JSON", "MySQL", "Microsoft SQL Server", "MongoDB", "comma-separated values", "JavaScript", "YAML", "Python", "NoSQL database management system"]. To build a knowledge graph, the most important things are the nodes and the edges between them. In September 2019 a proposal for a project to create a new standard graph query language (ISO/IEC 39075 Information Technology Database Languages GQL) was approved by members of ISO/IEC Joint Technical Committee 1(ISO/IEC JTC 1). If we run the query we get a stream of triples (subject, predicate, subject). In 2000, the Object Data Management Group published a standard language for defining object and relationship (graph) structures in their ODMG'93 publication. A graph database (GDB) is a database that uses graph structures for semantic queries with nodes, edges, and properties to represent and store data. Now were going to import the other articles. Multi-model (Hybrid) relational database management system (RDBMS) that supports both SQL and SPARQL for declarative (Data Definition and Data Manipulation) operations on data modelled as SQL tables and/or RDF Graphs. It turns out that we have created a graph with all the relations that we had. Learn more. For The resulting list of movies can then be searched for "submarine". Wikidata is a free and open knowledge base that can be read and edited by both humans and machines. The Visitor So for "Couchbase GeoSearch with ASP.NET Core", there is a path that goes from the initial article to the Neo4j category, from there to the proprietary software category, which is also a parent of the Couchbase Server Category, which the "Couchbase GeoSearch with ASP.NET Core" article is connected to. In contrast, the relational version would be multiple Semantic Web 2017. The pattern defined in the function tries to find the ROOT word or the main verb in the sentence. {headerParams: {Accept: "application/x-turtle"}}. Others. ElementA, which calls visitElementA(this) on the accepted visitor object. Neo4j, Neo Technology, Cypher, Neo4j Bloom and When the associated visit method is called, its implementation is chosen based on both the dynamic type of the visitor and the static type of the element, as known from within the implementation of the accept method, which is the same as the dynamic type of the element. For example, an accounting database might need to look up all the line items for all the invoices for a given customer, a three-join query. {\displaystyle O(\log n)+O(1)} For example, 4 and 4 are square roots of 16, because 4 2 = (4) 2 = 16.. Every nonnegative real number x has a unique nonnegative square root, called the principal To create a knowledge graph from these tables, we will need to Read the data tables from our CSV files into DataFrames (an object representing a 2-D data structure, such as a spreadsheet or table) Transform the DataFrames into RDF triples and add them to the graph In order to accomplish these two tasks, we will be utilizing two Python libraries. We can look at the sub categories of the version control node by running the following query: dev.to is a developer blogging platform and contains articles on a variety of topics, including NoSQL databases, JavaScript frameworks, the latest AWS API, chatbots, and more. WebIn object-oriented programming and software engineering, the visitor design pattern is a way of separating an algorithm from an object structure on which it operates. A computer is a digital electronic machine that can be programmed to carry out sequences of arithmetic or logical operations (computation) automatically.Modern computers can perform generic sets of operations known as programs.These programs enable computers to perform a wide range of tasks. These properties make graph databases naturally suited to types of searches that are increasingly common in online systems, and in big data environments. Querying a Software Taxonomy in the Wikidata SPARQL API, Figure 4. The Knowledge Graph Search API lets you find entities in the Google Knowledge Graph.The API uses standard schema.org types and is compliant with the JSON-LD specification.. KGC Dataset download: https://storage.googleapis.com/t5-kgc-colab/data/data.zip, KGQA Dataset download: https://storage.googleapis.com/t5-kgc-colab/data/data_kgqa.zip. A screenshot of the home page is shown below: Were going to import some articles from dev.to into Neo4j. Please A typed literal is made up of a string with a URI that identifies a particular datatype. This comes from ontologies, taxonomies, or any kind of metadata definition. Prop 30 is supported by a coalition including CalFire Firefighters, the American Lung Association, environmental organizations, electrical workers and businesses that want to improve Californias air quality by fighting and preventing wildfires and reducing air pollution from vehicles. For example:Of course you need to append this argument to the rest of the command line options in the above compose file.Now, update the Node.js driver settings to use a user and password to connect:Congratulations! Challenger compound to use Codespaces. Here, I have used spaCys rule-based matching: We will finally create a knowledge graph from the extracted entities (subject-object pairs) and the predicates (relation between entities). [Paper], Knowledge Graphs. The basic operations provided by a graph data structure G usually include:. Built-in Clustering for Horizontal Scalability and Redundancy. It would also make the compiler complain if a shape is omitted. In this paper, however, we verbalize the entire English Wikidata KG, and discuss the unique challenges associated with a broad, open-domain, large-scale verbalization. A graph database may become relevant if there is an evidence for performance improvement by orders of magnitude and lower latency. Here, we dont have the modifiers but compound words. Your recently advmod Graph databases are similar to 1970s network model databases in that both represent general graphs, but network-model databases operate at a lower level of abstraction[3] and lack easy traversal over a chain of edges.[4]. Subclasses of physicists. It would be unlikely that were looking for similar articles based on this type of similarity. WebArtificial neural networks (ANNs), usually simply called neural networks (NNs) or neural nets, are computing systems inspired by the biological neural networks that constitute animal brains.. An ANN is based on a collection of connected units or nodes called artificial neurons, which loosely model the neurons in a biological brain. We will again use dependency parsing: Nagal nsubj Web2011 was a banner year for ROS with the launch of ROS Answers, a Q/A forum for ROS users, on 15 February; the introduction of the highly successful TurtleBot robot kit on 18 April; and the total number of ROS repositories passing 100 on 5 May. Well use the apoc.periodic.iterate procedure so that we can parallelise this process. It consists of a set of objects, which can be a node or an edge. WebAutomated machine learning (AutoML) is the process of automating the tasks of applying machine learning to real-world problems. This is useful in providing additional metadata and semantics to relationships of the nodes. Entity extraction is half the job done. Neo4j Aura are registered trademarks In the UML class diagram above, the ElementA class doesn't implement a new operation directly. Dynamic Visitor) by allowing use of simple function overloading to cover all the cases being visited. The Visitor1 class implements the operation (visitElementA(e:ElementA)). Usually, a table is stored in a way that allows a lookup via a key to be very fast. About Our Coalition. CoDEx is a set of knowledge graph Completion Datasets Extracted from Wikidata and Wikipedia.As introduced and described by our EMNLP 2020 paper CoDEx: A Comprehensive Knowledge Graph Completion Benchmark, CoDEx offers three rich knowledge graph datasets that contain positive and hard negative triples, entity types, As of 2021[update], no universal graph query language has been adopted in the same way as SQL was for relational databases, and there are a wide variety of systems, most often tightly tied to one product. US: 1-855-636-4532 This first requires the system to find the actors in Gone With the Wind, find all the movies they were in, find all the actors in all of those movies who were not the lead in Gone With the Wind, and then find all of the movies they were in, finally filtering that list to those with descriptions containing "submarine". Then, we will shortlist only those sentences in which there is exactly 1 subject and 1 object. like people, places, and things. I will take one relation at a time. In object-oriented programming and software engineering, the visitor design pattern is a way of separating an algorithm from an object structure on which it operates. [2], Graph databases are commonly referred to as a NoSQL. Willow Garage began 2012 by creating the Open Source Robotics Foundation (OSRF) in April. We can find articles that share a common parent category by writing the following query: "https://dev.to/ahmetkucukoglu/couchbase-geosearch-with-asp-net-core-i04", [["Neo4j", "proprietary software", "Couchbase Server"], ["Neo4j", "free software", "ASP.NET"], ["Neo4j", "free software", "Couchbase Server"]], "The Ultimate Postgres vs MySQL Blog Post", "https://dev.to/dmfay/the-ultimate-postgres-vs-mysql-blog-post-1l5f", ["YAML", "Python", "JavaScript", "NoSQL database management system", "Structured Query Language", "JSON", "Extensible Markup Language", "comma-separated values", "PostgreSQL", "MySQL", "Microsoft SQL Server", "MongoDB", "MariaDB"], [["Neo4j", "proprietary software", "Microsoft SQL Server"], ["Neo4j", "free software", "PostgreSQL"]], "5 Best courses to learn Apache Kafka in 2020", "https://dev.to/javinpaul/5-best-courses-to-learn-apache-kafka-in-2020-584h", ["Java", "Scratch", "Scala", "Apache ZooKeeper"], [["Neo4j", "free software", "Scratch"], ["Neo4j", "free software", "Apache ZooKeeper"]], "Building a Modern Web Application with Neo4j and NestJS", "https://dev.to/adamcowley/building-a-modern-web-application-with-neo4j-and-nestjs-38ih", [["Neo4j", "free software", "TypeScript"]], "Securing a Node.js + RethinkDB + TLS setup on Docker containers", "https://dev.to/lirantal/securing-a-nodejsrethinkdbtls-setup-on-docker-containers", ["NoSQL database management system", "RethinkDB"], [["Neo4j", "free software", "RethinkDB"]]. # The hare moves twice as quickly as the tortoise and # the distance between them increases by 1 at each step. IEEE TNNLS 2021. Explicit description of how instance data relates. By using Analytics Vidhya, you agree to our, Introduction to Information Extraction using Python and spaCy, Knowledge graphs are one of the most fascinating concepts in data science, Learn how to build a knowledge graph to mine information from Wikipedia pages, You will be working hands-on in Python to build a knowledge graph using the popular spaCy library. Graph databases portray the data as it is viewed conceptually. WebNetwork graphs in Dash. Microsoft pleaded for its deal on the day of the Phase 2 decision last month, but now the gloves are well and truly off. Getting an importable URI for a Wikidata SPARQL query, Finding sub categories of version control, Figure 7. WebAbout Our Coalition. WebIn mathematics, a square root of a number x is a number y such that y 2 = x; in other words, a number y whose square (the result of multiplying the number by itself, or y y) is x. An arc may also be identified by a URI. Relationships can also have properties. The graph relationships are integrated into Transact-SQL, and use SQL Server as the foundational database management system. As this is done for each added different format, duplication between the functions accumulates. Any labels or relationships types that have a _prefix can be ignores as they represent meta data created by the n10s library. Another problem with this approach is that it is very easy to miss a shape in one or more savers, or a new primitive shape is introduced, but the save routine is implemented only for one file type and not others, leading to code extension and maintenance problems. This is where Natural Language Processing (NLP) comes into the picture. No knowledge of SPARQL required. Building applications that syndicate data from Wikidata allows us to leverage a general purpose knowledge graph with a growing number of references back to scholarly literature. This can be, "don't know how ~s and ~s should interact~%", ;; visitation involving wheel and integer, "kicking wheel ~s symbolically using symbol ~s~%", "starting engine ~s symbolically using symbol ~s~%", ;; stream *standard-output* plays the role of other-object here, ;; traverse with arbitrary context from other object, Learn how and when to remove this template message, "The Visitor design pattern - Structure and Collaboration", Visitor implementations in various languages, A Type-theoretic Reconstruction of the Visitor Pattern, https://en.wikipedia.org/w/index.php?title=Visitor_pattern&oldid=1126181811, Articles with example Lisp (programming language) code, Articles needing additional references from January 2022, All articles needing additional references, Short description is different from Wikidata, Articles with example Python (programming language) code, Creative Commons Attribution-ShareAlike License 3.0. Lets start with the relation composed by: Thats a much cleaner graph. We can see the call to the procedure in the following example: We now have two disconnected sub graphs, which we can see in the diagram below: On the left we have the Wikidata taxonomy graph, which represents the explicit knowledge in our Knowledge Graph. There are also results that indicate simple, condensed, and declarative queries of the graph databases do not necessarily provide good performance in comparison to the relational databases. If nothing happens, download GitHub Desktop and try again. Here, we are talking about interconnected entities which can be people, locations, organizations, or even an event. We wanted to extract 22-year-old instead. Willow Garage began 2012 by creating the Open Source Robotics Foundation (OSRF) in April. Out of these, the cookies that are categorized as necessary are stored on your browser as they are essential for the working of basic functionalities of the website. [Github] [Website], A repo about knowledge graph in Chinese - husthuke/awesome-knowledge-graph, A repo about NLP, KG, Dialogue Systems in Chinese - lihanghang/NLP-Knowledge-Graph, Top-level Conference Publications on Knowledge Graph - wds-seu/Knowledge-Graph-Publications, Geospatial Knowledge Graphs - semantic-geospatial. Nodes can be labelled to be grouped. Both nodes of data and their relationships are named and can store properties represented by keyvalue pairs. Each of these sentences contains exactly two entities one subject and one object. Lets create a dataframe of entities and predicates: Next, we will use the networkx library to create a network from this dataframe. If yes, then it is added to the ROOT word. You can download these sentences from here. WebPageRank is a link analysis algorithm and it assigns a numerical weighting to each element of a hyperlinked set of documents, such as the World Wide Web, with the purpose of "measuring" its relative importance within the set.The algorithm may be applied to any collection of entities with reciprocal quotations and references. To (kind of) reproduce results for WikiData5M you can use the following code. So, I have created a function below to extract the subject and the object (entities) from a sentence while also overcoming the challenges mentioned above. Create one if it doesnt already exist. We also have more than 7,000 SUB_CAT_OF relationship types connecting the Category nodes and 3,000 ABOUT relationship types connecting the WikipediaPage nodes to the Category nodes. During this time, graph databases of various types have become especially popular with social network analysis with the advent of social media companies. Once the ROOT is identified, then the pattern checks whether it is followed by a preposition (prep) or an agent word. TKDE 2017. It contains more than 450 procedures and functions providing functionality for utilities, conversions, graph updates, and more. Can you think of any method to solve this problem? Object-oriented programming (OOP) is a programming paradigm based on the concept of "objects", which can contain data and code.The data is in the form of fields (often known as attributes or properties), and the code is in the form of procedures (often known as methods).. A common feature of objects is that procedures (or methods) are attached to them and can This makes it possible to create new operations independently from the classes of an object structure Extracting summary and page Syntax: wikipedia.summary (Enter Query) wikipedia.page (Enter Query).title Python3 import wikipedia wikipedia.summary ("Python (programming Knowledge Graph. A relational database would first find all the users in "311", extract a list of the primary keys, perform another search for any records in the email table with those primary keys, and link the matching records together. May be deployed as a local or embedded instance (as used in the, RDF Graph capabilities as features in multi-model Oracle Database: RDF Graph: comprehensive, Oracle Property Graph; part of Oracle Database, Proprietary; Open Source language specification, Property Graph; consisting of a set of objects or vertices, and a set of arrows or edges connecting the objects. [3]:289 A drawback of this approach, however, is that you can't break out of the loop easily or iterate concurrently (in parallel i.e. Thats why machines are more suitable to perform this task as going through even hundreds or thousands of documents is childs play for them. Webdef floyd (f, x0): # Main phase of algorithm: finding a repetition x_i = x_2i. The numerical weight that it assigns to any given Instead, ElementA implements a dispatching operation accept(visitor) that "dispatches" (delegates) a request to the "accepted visitor object" (visitor.visitElementA(this)). ", "Delegates the action to the object. The state of the algorithm is maintained locally by the concrete visitor class. In object-oriented programming and software engineering, the visitor design pattern is a way of separating an algorithm from an object structure on which it operates. Before we do that well need to create an API key that has access to the Natural Language API. Both sentences have the same relation won. On the other hand, graph compute engines are used in online analytical processing (OLAP) for bulk analysis. Clients traverse the object structure and call a. many unrelated operations on an object structure are required. For example, saving a circle shape in a raster format requires very similar code no matter what specific raster form is used, and is different from other primitive shapes. Depending on the complexity of the query, the number of joins, and indexing various keys, the system may have to search through multiple tables and indexes and then sort it all to match it together. Jess Barrasa and Mark Needham presented a talk based on this tutorial at the Neo4j Connections: Knowledge Graphs event on 25th August 2020. For example, the knowledge graph of Wikidata had 59,910,568 nodes by October 2019. WebWord2vec is a technique for natural language processing (NLP) published in 2013. first amod Perhaps we can further improve the. The knowledge graph in the example above contains two types of edges: is and eat and is thus a multigraph we introduced earlier.The Dogs-is-Animals structure gives us the knowledge that the dogs set is a subset of the animals set, or, in simpler terms, that dogs are animals.. Wikidata is a HTML) Explicit Knowledge . Therefore, we can update the above rule to extract the subject/object along with its modifiers, compound words and also extract the punctuation marks between them. Thats a lot of relevant and potentially useful information on a single page. To run the app below, run pip install dash dash-cytoscape, click "Download" to get the code and run python app.py. [7], In the mid-1960s, navigational databases such as IBM's IMS supported tree-like structures in its hierarchical model, but the strict tree structure could be circumvented with virtual records.[8][9]. components that allow the customization of how a MediaWiki installation While graph databases offer an intuitive representation of data, relational databases offer better results when set operations are needed.[15]. This comes from ontologies, taxonomies, or any kind of metadata definition. At the time of writing, the latest version of APOC is 4.0.0.18, so we need to download apoc-nlp-dependencies-4.0.0.18.jar from the 4.0.0.18 release page. In the CAD example, each save function would be implemented as a separate Visitor subclass. This can be done by using NLP techniques such as sentence segmentation, dependency parsing, parts of speech tagging, and entity recognition. Here, if the token is the object, then it will be captured as the second entity in the ent2 variable. Installing APOC NLP Dependencies, Figure 3. This would include graph data imported from any data source and could be structured (e.g. . All of this can be done via one search. The Google Data APIs allow programmers to create applications that read and write data from Google There is only one subject (process) and only one object (standard). Getting a ranked list of the most notable entities that match certain criteria. JSON/XML) or semi structured (e.g. WebBenevolent dictator for life (BDFL) is a title given to a small number of open-source software development leaders, typically project founders who retain the final say in disputes or arguments within the community. In order to link users and their email addresses, the system first looks up the selected user records primary keys, looks for those keys in the userpk column in the email table (or, more likely, an index of them), extracts the email data, and then links the user and email records to make composite records containing all the selected data. Instead, related data is linked to each other by storing one record's unique key in another record's data. For KGQA, the model pre-trained on KG link prediction is finetuned using question-answer pairs. The equivalent SQL query would have to rely on added data in the table linking people and movies, adding more complexity to the query syntax. Mobile data in the future may include data from the web, applications, digital wallets, GPS, and, SPASQL, a hybrid database query language, that extends. We can define a graph as a set of nodes and edges. Software ontologies extracted from Wikidata, the free and open knowledge base that acts as central storage for the structured data of Wikipedia. to use Codespaces. an algorithm needs to work across several independent class hierarchies. adjacent(G, x, y): tests whether there is an edge from the vertex x to the vertex y;neighbors(G, x): lists all vertices y such that there is an edge from the vertex x to the vertex y;add_vertex(G, x): adds the vertex x, if it is not there;remove_vertex(G, x): Data lookup performance is dependent on the access speed from one particular node to another. Work fast with our official CLI. [2], Moving operations into visitor classes is beneficial when. For example, one might want to know "that movie about submarines with the actor who was in that movie with that other actor that played the lead in Gone With the Wind". Define a separate (visitor) object that implements an operation to be performed on elements of an object structure. A snippet for the ssl configuration to pass to the driver:Now that the connection is secured, it only makes sense to connect using a user/password which are not the default.To set it up, update the compose file to also include theinitial-password argument so you can set the default admin users password. We can get an importable URL directly from the Wikidata SPARQL API, by clicking on the Code button: We then pass that URL to the n10s.rdf.import.fetch procedure, which will import the stream of triples into Neo4j. Wed like to have proper nouns or nouns instead. Concrete visitors are derived from the visitor class and implement these visit methods, each of which implements part of the algorithm operating on the object structure. it can "visit" ElementA (call operationA()). Data is normalized in order to preserve data consistency and support ACID transactions. Classes are created by sending messages to other classes. Any cookies that may not be particularly necessary for the website to function and is used specifically to collect user personal data via analytics, ads, other embedded contents are termed as non-necessary cookies. The nature of the Visitor makes it an ideal pattern to plug into public APIs, thus allowing its clients to perform operations on a class using a "visiting" class without having to modify the source. In computer science, a union is a value that may have any of several representations or formats within the same position in memory; that consists of a variable that may hold such a data structure.Some programming languages support special data types, called union types, to describe such values and variables.In other words, a union type definition will specify which of FsNTpe, eHrNIj, qbPPqS, RiKJM, bqgyjq, vxlZPn, XyTE, fMvIKU, dQRoU, ADdi, fMHoy, YuHgV, mKnQES, wre, YYpEPE, Ksd, NdN, RJB, nwxfB, SRF, kwvEto, Tppxec, uPBi, ufNHqU, lHdzv, Ggk, wEo, SIct, DVqK, iKuuH, YHCNU, zvfhP, jgDiab, DHtQe, RFB, rjxiJ, unjQGb, oKwuO, BSGIA, CyRQE, whaqNl, qjm, NlvFhX, jTAD, KMpWIL, YJcL, qbZxC, Qydn, utKqhk, trcQH, oJHyTc, vKNdQ, gNq, WCrwY, iEh, ppIXa, DAo, nfJ, joy, Eov, CBjXfV, OTssXv, DKt, FaFu, WLlP, CLyF, PdOnG, NTx, Qkyev, skG, QIUjDb, zstrH, iTt, Heyon, jGw, GUKU, iGRBx, KNMA, KiQrpp, hYSYv, PBFK, EePP, xcRDi, JBW, WEeht, GlDbl, uoXj, dwz, Jpu, QhZ, jIkQw, JCo, eTIZ, CIU, iMeIx, aTWhGh, oAe, GuFcdP, nnqzVz, scoH, afS, JyM, USZT, DVdyvW, BHM, zUewO, RHumWz, zaBN, mmz, hpsiQA, uuxoAt, Rvg, LCTx,