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Top 5 IDE's for Python

Top 5 IDE's for Python Do the Python Course IDE Best For Key Features Pros Cons Pricing PyCharm Professional/large projects Intelligent code completion & refactoring, advanced debugging & testing, framework support (Django/Flask), version control integration Full-featured for Python & web apps; Built-in tools Heavy on resources; Professional edition is paid Free (Community) / Paid (Professional)  Visual Studio Code (VS Code) All-purpose dev, beginners to pros Lightweight editor with Python extensions, debugger, Git integration, terminal, rich plugin ecosystem Free; fast; highly customizable Needs extensions for full Python IDE features Free JupyterLab / Jupyter Notebook Data science, ML, research Interactive notebook interface, visualizations, cell-by-cell execution Great for data/ML work; interactive exploration Not optimized for large app development Free   Spyder Scientific computing & data analysis MATLAB-like layout, variable explorer, IPython console...

Is Airtable A No-SQL Database?

  Is Airtable A No-SQL Database? Short answer: ·          From a user point of view, yes — Airtable behaves like a NoSQL system. ·          From a technical point of view, no — it’s not a pure NoSQL database. User / practical perspective ·          You don’t write SQL ( Do the SQL Course ) You don’t design schemas like in SQL databases You work with flexible records, links, and fields You query data via a REST API , not SQL Because of this, people often treat Airtable like a NoSQL database . Technical / internal perspective Airtable supports: Tables Relations (linked records) o     Structured fields Do the SQL Course This strongly suggests a relational (SQL-like) model under the hood , even though Airtable doesn’t expose SQL to users. So internally, it’s relational , not NoSQL. Do the SQL Cour...

How many UK companies and developers use Python?

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  Python Popularity in the UK: Do the Python course Companies using Python : UK :    TheirStack.com :  about 15,302 UK companies list Python in their tech stack UK ;   TechBehemoths :  401 UK companies provide Python services We Are Vennture :  Major UK employers (banks, consultancies, tech firms) actively hire Python talent. Worldwide :  Landbase Data :  ±151,000 companies worldwide using Python  Worldwide :  Enlyft :  about 6% of all Python-using companies globally are in the UK   Number of developers (all languages) TechRadar :   +- 460,000–470,000 software developers uktechnews.co.uk+1  /  ONS: 400,000+ to over 600,000Older or broader estimates   Do the Python course Number of developers use Python ·          CMOtech UK :    ±51% of UK professional developers reporting they use it. Do the Python course   Summary: ...

Two Ways MySQL Workbench Can Draw an ERD

  Two Ways MySQL Workbench Can Draw an ERD Do the course A. Reverse Engineer (from an existing database) Menu: Database → Reverse Engineer Workbench connects to your DB, reads all schema metadata, and draws the ERD automatically. B. Create a Model Manually (forward engineer) Menu: File → New Model You create tables visually, and Workbench generates SQL from your ERD. Do the course NB! Make sure that all primary and foreign keys are identified, because the diagram will be drawn based of primary and foreign key definitions.   Do the course

How You Generate an ERD in SSMS ?

  How You Generate an ERD in SSMS (SSMS = SQL Server Management Studio)  Do the course Expand your database in SSMS. Right-click  Database Diagrams . Select  New Database Diagram . Choose the tables you want to include. SSMS automatically draws the ERD. Do the course

What is a Data Warehouse?

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  What is a Data Warehouse? Do the course Have you ever thought about where all the information generated across industries is kept? Every day, the world produces billions of megabytes of data, and that number continues to rise. In this lesson, we’ll explore how data warehouses store this information in a centralized location and allow organizations to use it effectively. Let’s dive straight in. What is a Data Warehouse? Do the course A Data Warehouse (DWH) is a key element of a business intelligence ecosystem, designed to help users carry out analytical tasks and examine large datasets. It brings together information from a variety of sources—including transactional systems, application logs, and more. A DWH often acts as the organization’s authoritative source of data. You can think of it as a dedicated environment that supports management by holding vast amounts of historical information. By evaluating this data, a DWH enables companies to make more informed and...

What is an S-key in a data warehouse

s-Key In a data warehouse , an S-key usually refers to a Surrogate Key . Definition: Surrogate Key (S-Key) A surrogate key is an artificial, system-generated identifier used in a data warehouse dimension table. It has no business meaning —its only purpose is to uniquely identify a row. Common forms: Integer identity column (1, 2, 3…) UUID (less common) Hash key (in Data Vault) Why Surrogate Keys Are Used Surrogate keys solve several issues that arise in data warehouses: 1. Slowly Changing Dimensions (SCD) They allow tracking multiple versions of a dimension (e.g., customer address changes). Each version gets a different surrogate key, even if the business key (e.g., customer_id) is the same. 2. Stability Business keys can change (e.g., product codes, emails). Surrogate keys do not. 3. Performance Integer surrogate keys join faster than long strings or composite business keys. 4. Simplifies integration Multiple source systems may...