Application architecture for WPB Sample Clauses

Application architecture for WPB. The next figure represents the application architecture of statistical estimates based on the online job vacancies as the result of the WPB work. The figure is divided into three horizontal parts, respectively for business processes or functions, external application services and application components. Every business function triggers the next one and is served by the application services. The gray application services are those from the BREAL representation that are not used to describe the WP B work. The first thing to notice concerns two crosscutting components: workflow manager and metadata management service. The first one is designed to ensure a correct triggering between the different steps of the process. The second one offers the capability of sharing metadata all along the process. To realize the first business function (acquisition and recording), the process will guarantee that we can collect the data via structured and unstructured data retrieval and subsequently store the data through the data storing component. The first task is achieved through a "Scraping and crawling component" that will either offer a specific or a generic scraping and also a website retrieval; The first use case relates to a website with a known structure: where is the information? How is the data displayed? The second use case deals with the other hand: you do not know how the information is structured along the website. Using only a URL, this use case will scrape the information during the site crawling. The last type of access to information on a website is made through an "API Querying" module. As his name explains, this is the way to access information about OJV on websites providing an API access. To complete the Acquisition and recording step, two components are used: one to create URL inventory and the second one to store the scraped data. The URL inventory grows during specific and generic scraping. For example, using a generic scraping or a website retrieval component from only a company domain name, the component needs to store the URL that was analyzed and some characteristics (visit date, information…). Once data is collected, it can be wrangled. This is achieved in WP B using a "Web data preparation" module first. "TD matrix", "Word and sentence embedding" and "Pretrained NLP models" are then used, before the "Compute aggregates" component. The "Web data preparation" module intends to realize the first step of preparing the raw data collected. That includ...
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