Programming Articles

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Cleaning Data with Apache Spark in Python

Pranay Arora
Pranay Arora
Updated on 02-Apr-2026 1K+ Views

Apache Spark is an open-source big data processing framework that enables parallel and distributed processing of large datasets. Data cleaning is a crucial step in data analysis, and Spark provides powerful tools for handling missing values, duplicates, outliers, and data type conversions efficiently. Installation Before working with Apache Spark in Python, install the PySpark library ? pip install pyspark Handling Missing Values Missing values are common in real-world datasets. Apache Spark provides several strategies to handle them: Dropping rows − Remove records containing missing values Filling missing values − Replace with ...

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How to Produce K evenly spaced float values in Python?

Nilesh Kumar
Nilesh Kumar
Updated on 02-Apr-2026 290 Views

This article focuses on how to produce K evenly spaced float values in Python. Evenly spaced values are commonly used in scientific computing, data visualization, and mathematical operations where uniform data distribution is essential for accurate analysis. Python provides multiple approaches to generate evenly spaced float values. We'll explore two main methods: using loops with manual calculation and using NumPy's linspace() function. Method 1: Using Manual Calculation with Loops This approach calculates the interval between values manually and uses a loop to generate the sequence ? def evenly_spaced_manual(start, end, count): result ...

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How to Print a Heart Pattern Using Python?

Nilesh Kumar
Nilesh Kumar
Updated on 02-Apr-2026 4K+ Views

Creating visual patterns with code is both educational and fun. In this article, we'll learn how to print a heart pattern using Python, which demonstrates loop control, conditional logic, and coordinate-based pattern generation. Understanding the Range Function The heart pattern uses nested loops with the range() function ? range(start, stop, step) Parameters: start − Starting position (optional, default is 0) stop − Ending position (required) step − Increment value (optional, default is 1) Heart Pattern Algorithm The heart pattern is created by dividing it into two main parts: Upper ...

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How To Add Color Bar In Bokeh

Shashank Dharasurkar
Shashank Dharasurkar
Updated on 02-Apr-2026 508 Views

In Python, Bokeh is one of the most powerful libraries for data visualization that goes beyond traditional plotting. It follows a unique "Grammar of Graphics" architecture that allows developers to build interactive visualizations by managing graphical elements together. A Bokeh plot brings your data to life with its seamless integration with Pandas, NumPy, and SciPy. What is a Color Bar? A color bar is a visualization tool where color is used to represent a continuous variable like in a heatmap. The main objective of the color bar is to allow users to understand the relationships between data values ...

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path_curve_to_quadratic_bezier() function in Python Wand

Vishal Gupta
Vishal Gupta
Updated on 02-Apr-2026 444 Views

The quadratic Bézier curve is a mathematical function used to create smooth, curved paths in 2D space. It's defined by three points: two endpoints and one control point that influences the curve's shape without the curve necessarily passing through it. A quadratic Bézier curve uses the mathematical formula B(t) = (1-t)²P₀ + 2(1-t)tP₁ + t²P₂, where P₀ is the start point, P₁ is the control point, P₂ is the end point, and t ranges from 0 to 1. Mathematical Formula The quadratic Bézier curve is calculated using this parametric equation − def quadratic_bezier(p0, p1, p2, ...

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Check if a Thread has Started in Python

Mukul Latiyan
Mukul Latiyan
Updated on 02-Apr-2026 7K+ Views

Multithreading allows Python programs to execute multiple tasks simultaneously using the threading module. When working with threads, it's crucial to monitor their status — whether they've started, are currently running, or have finished execution. Python provides several methods to check thread status. The most common approach is using the is_alive() method, which returns True if a thread is currently running and False otherwise. Using is_alive() Method The is_alive() method is the primary way to check if a thread has started and is currently active ? import threading import time def worker_function(): ...

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Save API data into CSV format using Python

Prince Yadav
Prince Yadav
Updated on 02-Apr-2026 3K+ Views

In the world of data-driven applications and analysis, APIs (Application Programming Interfaces) play a crucial role in retrieving data from various sources. When working with API data, it is often necessary to store it in a format that is easily accessible and manipulatable. One such format is CSV (Comma Separated Values), which allows tabular data to be organized and stored efficiently. This article will explore the process of saving API data into CSV format using Python. Let's assume we have an API endpoint that offers data in JSON format. Our objective is to obtain this data and store it ...

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Retweet Tweet using Selenium in Python

Prince Yadav
Prince Yadav
Updated on 02-Apr-2026 640 Views

Python has become one of the most popular programming languages, renowned for its versatility and extensive libraries. When it comes to automating web tasks, Python offers a powerful tool called Selenium. Selenium allows us to interact with web browsers programmatically, making it an excellent choice for automating tasks like retweeting tweets on platforms like Twitter. In this tutorial, we will explore how to retweet tweets using Selenium in Python. We will guide you step-by-step on how to set up your environment, authenticate with Twitter's API, find and select tweets to retweet, and handle confirmation dialogs. Setting Up the ...

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Realtime chat app using Django

Prince Yadav
Prince Yadav
Updated on 02-Apr-2026 5K+ Views

In today's fast-paced digital world, real-time communication has become integral to our lives. From instant messaging to collaborative team chats, the demand for efficient and interactive chat applications continues to grow. In this article, we will delve into the world of real-time chat apps using Django, a popular Python web framework renowned for its simplicity and scalability. Whether you are a seasoned developer or a beginner looking to enhance your skills, this guide will provide you with a comprehensive understanding of building a real-time chat app using Django. Step 1: Setting up the Django Project First, make ...

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Playing a Beep Sound in Python: winsound Module

Gaurav Leekha
Gaurav Leekha
Updated on 27-Mar-2026 4K+ Views

The Python winsound module is a simple way to play audio files and generate beep sounds on Windows machines. It provides a straightforward interface for playing sound files, generating system beeps, and working with MIDI devices using just a few lines of code. The winsound module is part of the Python standard library, so you don't need to install it separately. While it has some limitations such as only supporting a limited number of audio file formats and being Windows-specific, it can be a useful tool for simple audio tasks in Python. In this tutorial, we'll explore how ...

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