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Hash Table vs. Array - What is the difference?

02/21/2023 | by Patrick Fischer, M.Sc., Founder & Data Scientist: FDS

Both hash tables and arrays are data structures used in computer science to store and process a collection of elements. However, there are some important differences between these two data structures.

An array stores elements in a continuous storage area and provides fast access to elements by their index position. Arrays are efficient for accessing elements when the index is known. However, inserting or deleting elements in an array can be expensive because all elements must be reallocated when the size of the array is changed.

Hash tables, on the other hand, store elements in an associative data structure that uses key-value pairs. A hash table provides quick access to elements by their key. Inserting, deleting, and searching for elements in a hash table is generally efficient, especially for large data sets, but elements may not be accessed in any particular order.

In general, an array is best suited when elements are accessed by their position and when the size of the records is known and stable. A hash table is ideal when elements are accessed by their key and when the size of the records is variable.

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What is an array?

02/21/2023 | by Patrick Fischer, M.Sc., Founder & Data Scientist: FDS

An array is a data structure in computer science that contains a collection of elements of the same data type. The elements are stored in a continuous storage area and can be accessed by an index that indicates at which position in the array the element is located.

The first element in the array usually has index 0. Arrays can have a fixed size, specified when the array is declared, or grow dynamically as needed during program runtime.

Arrays are often used to store and process data efficiently, especially when dealing with large amounts of similar data, such as images, audio or video files.

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What is SQLite?

02/21/2023 | by Patrick Fischer, M.Sc., Founder & Data Scientist: FDS

SQLite is a relational database management system that provides a small, fast, and fully self-contained SQL engine. It is a lightweight alternative to other RDBMSs such as MySQL and PostgreSQL and is widely used in applications that require a local database, such as mobile apps, desktop applications, and embedded systems.

SQLite is capable of storing a full relational database in a single file, making it easy to create, use and manage databases. It supports all common SQL features, including transactions, indexes, triggers and exclusions, and is very reliable and fault-tolerant.

SQLite is also platform-independent and runs on a wide range of operating systems, including Windows, macOS, Linux and mobile platforms such as iOS and Android. It is open source software and free for commercial and non-commercial use.

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What is metadata?

02/21/2023 | by Patrick Fischer, M.Sc., Founder & Data Scientist: FDS

Metadata is data that contains information about other data. It describes the properties of data and helps organize, understand, and manage it. For example, metadata can include information about the content, structure, context, time of creation, and access rights of data.

Metadata is important for ensuring that data can be used effectively and efficiently. For example, they enable data to be categorized and searched in databases and archives, optimize search engines, simplify the management of digital resources, and improve the interoperability of systems.

There are several types of metadata, including descriptive, structural, administrative, and technical. Descriptive metadata describes the content of data, while structural metadata contains information about the relationships between data. Administrative metadata contains information about the creation, management, and use of data, while technical metadata contains details about the technical aspects of data, such as file format, size, and compression.

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What is a web framework?

02/21/2023 | by Patrick Fischer, M.Sc., Founder & Data Scientist: FDS

A web framework is a collection of tools, libraries, and components that help developers build, test, and manage web applications. Web frameworks provide a structure and common foundation on which developers can build their applications, rather than having to start from scratch each time.

A typical web framework provides a set of features and tools, including a web server, route management, template engines, a database access layer, authentication and authorization, caching, and more. It can also include specialized libraries and tools for building APIs, processing user data and integrating with third-party services.

Web frameworks exist for many different programming languages, including Python, Java, Ruby, PHP and JavaScript. Popular examples of Python web frameworks include Django, Flask and Pyramid, while Java developers often use Spring, Struts and Play.

Using a web framework can help reduce the time and effort required to build web applications, as developers can focus on writing application code rather than infrastructure. In addition, a web framework can help improve the security, reliability, and scalability of web applications.

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