Abstract: Techniques are disclosure for a data enrichment system that enables declarative external data source importation and exportation. A user can specify via a user interface input for identifying different data sources from which to obtain input data. The data enrichment system is configured to import and export various types of sources storing resources such as URL-based resources and HDFS-based resources for high-speed bi-directional metadata and data interchange. Connection metadata (e.g., credentials, access paths, etc.) can be managed by the data enrichment system in a declarative format for managing and visualizing the connection metadata.

Abstract: An aspect includes aggregating a plurality of disparate datasets into a document store with semi-structured attributes, with each document in the document store specifying a geospatial location and a value of an environmental parameter at the geospatial location. The document store includes a plurality of documents specifying a plurality of different geo spatial locations and different environmental parameters, and the environmental parameters include a climatological parameter. Niche model layers are generated for the different environmental parameters at the geospatial locations. The niche models include a model layer for each of the different environmental parameters. A future geospatial location of a species is predicted based on environmental attributes of the species and contents of the niche model layers. The predicted future geospatial location of the species overlaid on a geographic map is output to a requestor.

Abstract: A search interface is displayed in a table format that includes one or more columns, each column including data items of an event attribute, the data items being of a set of events, and a plurality of rows forming cells with the one or more columns, each cell displaying a textual representation of at least one of the data items of the event attribute of a corresponding column. Based on a user selecting a portion of the textual representation in a corresponding cell, a list of options is displayed that corresponds to the selected portion of the textual representation. Furthermore, one or more commands are added to a search query that corresponds to the set of events, the one or more commands being based on at least an option that is selected from the list of options and the selected portion of the textual representation in the corresponding cell.

Abstract: A non-transitory computer-readable storage medium storing a program that causes a computer to execute a process, the process including searching data based on search conditions in response to receiving a search condition which designates an output data type, wherein the data is stored in a database, counting, for each of the searched data, a number of times each of the output data type is designated, storing type-converted data of at least one data in a storage device in association with the at least one data, generating, upon receiving, from a terminal device, a search condition which designates the specified output data type and by which the at least one data is searched, a search result by using the type-converted data stored in the storage device, and transmitting the search result to the terminal device.

Abstract: According to one aspect of the present disclosure, a method and technique for verifying data structure consistency across computing environments includes computing a first signature for a data structure of an application subject to checkpointing corresponding to a first computing environment residing on a server computer. A second signature for the data structure of the application corresponding to a second computing environment residing on a client computer is computed. The first and second signatures are compared to determine whether a change to the data structure exists. Responsive to a lack of change to the data structure based on the comparison, a mobility operation is enabled for the application between the server computer and the client computer.

Abstract: Methods, systems, and apparatus include computer programs encoded on a computer-readable storage medium, including a method for providing content. Search results responsive to a query are identified including a first search result in a top set of search results, the first search result associated with a first entity. A first eligible content item is identified for presentation along with the search results, the first eligible content item associated with the first entity. A combined content item is identified that is a combination of the first search result and first eligible content item and is to be presented as a search result responsive to the query. The combined content item is augmented including: identifying entities related to the first entity, identifying content items that are associated with the related entities, selecting at least one identified content item, and using content from the selected content items to augment the combined content item.

Abstract: According to some embodiments, system and methods for building a model are provided, comprising a display; a memory storing processor-executable process steps; and a processor to execute the processor-executable process steps to cause the system to: present a user interface on a display, the user interface including one or more user-entry fields to build a model, user-entry fields is associated with a selection of big data or small data for use with the model; receive at least one data source in a user-entry field associated with the model; determine if data in the data source includes big data or small data; and in response to the determination of big data or small data in the data source, execute the model with data from the data source in a big data or small data execution environment. Numerous other aspects are provided.

Abstract: The present disclosure describes techniques for entity classification and data enrichment of data sets. A data enrichment system is disclosed that can extract, repair, and enrich datasets, resulting in more precise entity resolution and classification for purposes of subsequent indexing and clustering. Disclosed techniques may include performing entity recognition to identify segments of interest that relate to an entity. Related data may be analyzed for classification, which can be used to transform the data for enrichment to its users.

Abstract: Methods, systems, and computer-readable media for taxonomy generation with automated analysis and auditing are disclosed. A primary classification is determined for a hierarchical taxonomy of items in a marketplace. The primary classification is selected from a plurality of terms describing items in the marketplace, and the primary classification is selected based at least in part on automated analysis of the terms. A plurality of secondary classifications are determined for the hierarchical taxonomy. The secondary classifications are selected from the terms describing the items in the marketplace, and the secondary classifications are selected based at least in part on automated analysis of the terms. The hierarchical taxonomy is modified based at least in part on feedback from a plurality of users. The feedback comprises one or more terms entered by one or more of the users to filter a set of items.

Abstract: There is disclosed a computer device for providing recommendations to a user device associated with a user, the computer device including a processor configured to: determine a set of recommendations for the user based on a current user con text; transmit a recommendation message to the user device based on the determined set of recommendations; monitor the information from which the set of recommendations are derived; wherein at least one recommendation is associated with a perishable asset, the processor being configured to determine the set of recommendations additionally based on the state of the perishable asset.

Abstract: A role-based social network follow request that identifies a specified user role to follow within a social network is received from a social network user. A social network role-based query, derived from the specified user role identified within the role-based social network follow request, is executed. In response to executing the social network role-based query, role-based information of social network users within the social network is retrieved. Another social network user that matches the specified user role is identified based upon the retrieved role-based information of the social network users. Role-based social network following of the matching other social network user is configured for the requesting social network user.

Abstract: A dependency is created between a first search query and a second search query. The first search query defines a first data processing pipeline and the second search query defines a second data processing pipeline that extends the first data processing pipeline. A modification is detected to the first data processing pipeline defined by the first search query. Based on the modification to the first data processing pipeline being detected, the dependency is enforced such that the second data processing pipeline is modified to extend the modified first data processing pipeline. The modification to the first data processing pipeline can include a first set of pipelined commands corresponding to the first search query being modified, and the dependency can be enforced by causing a second set of pipelined commands corresponding to the second search query to be modified to include the modified first set of pipelined commands.

Abstract: The present disclosure relates generally to a data enrichment service that extracts, repairs, and enriches datasets, resulting in more precise entity resolution and correlation for purposes of subsequent indexing and clustering. As the data enrichment service can include a visual recommendation engine and language for performing large-scale data preparation, repair, and enrichment of heterogeneous datasets. This enables the user to select and see how the recommended enrichments (e.g., transformations and repairs) will affect the user's data and make adjustments as needed. The data enrichment service can receive feedback from users through a user interface and can filter recommendations based on the user feedback.

Abstract: A system and method for assigning concepts to sets of values. A dataset is selected, wherein the dataset includes a plurality of records, each record including a plurality of named fields, wherein each record includes each of the named fields. Each named field is assigned to a category and a concept is selected by identifying one or more named fields that, when combined, provide a unique value for each record. In some embodiments, the data is organized as a table, wherein the records are rows and the named fields are columns.

Abstract: System and methods are described for management of distributed data. In one implementation, a data resolution system receives a data resolution request from a data consumer. The system then identifies data sources based on a schema registry, and queries each of the data sources for data corresponding to the expressions. The system then generates a hydrated data object comprising the received data, and transmits the hydrated data object to the data consumer.

Abstract: A system and method for hijacking inodes based on replication operations received in an arbitrary order is used to assist a data replication operation from a source storage system to a destination storage system. The source storage system generates a set of replication operations as part of a replication process and transmits the replication operations in an arbitrary order. After receiving a replication operation, the system determines whether the operation is inconsistent with a corresponding destination inode. If an inconsistency exists, the system hijacks the destination inode by replacing the destination inode's metadata with data determined based on the replication operation. The system may also delete metadata from the inode and/or initialize metadata to default values if the metadata was not replaced based on the replication operation. The system then waits for a second replication operation that contains the remaining metadata and replaces the metadata based on the second replication operation.

Abstract: First one or more values are extracted from a plurality of events using a first extraction rule. The extracted first one or more values are assigned to a first field of the plurality of events as a first set of field-data item pairs and a field label is assigned to the first field. Second one or more values and a field label corresponding to the second one or more values are extracted from the plurality of the events using a second extraction rule, where the extracted field label corresponds to the assigned field label of the first field. The extracted second one or more values are assigned to a second field of the plurality of events as a second set of field-data item pairs, thereby distinguishing the extracted second one or more values from the extracted first one or more values.

Abstract: Systems, methods, and non-transitory computer-readable media can present a service directory landing page comprising a plurality of selectable service category options associated with a plurality of pre-defined service categories. A search results page is presented, including one or more search results based on search criteria. Each of the one or more search results is associated with an entity page of a social networking system. The service directory landing page and the search results page are accessible without logging into the social networking system. Each entity page on the social networking system is accessible only when logged into the social networking system.

Abstract: The co-browsing system described enables participants to share controlled content during a co-browsing session. A first participant's input on a web page may be collected and transferred to a second participant's computing device. The browser in the second participant's computing device, which is displaying the same web page, may receive the first participant's input and be manipulated by the first participant's input. Consequently, the participants may share a web-browsing experience while they jointly navigate web-related content at the same time, including the content and their activities on web pages, as if they are interacting with the web page on the same screen. Such controlled content co-browsing occurs in a system which has a repository of controlled content items and customer relationship management (CRM) information.

Abstract: A computer implemented method for classifying molecular structures is provided. The method includes representing the elements and atoms in a molecular structure as nodes and the bonds as relations as a first graphical representation. The method also includes mapping said first graphical representation into a second graphical representation wherein the mapping comprises using an attention mechanism, said attention mechanism establishes the importance of specific feature vectors dependent on their neighbourhood and the relations between the feature vectors, said mapping transforming the feature vectors of the first graphical representation to transformed feature vectors in the second graphical representation. The method also includes combining the transformed feature vectors to obtain a third combined representation. The method also includes mapping said third combined representation to a feature vector indicating properties of the molecular structure.