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Articles by Priya Mishra
138 articles
Analyzing Decision Tree and K-means Clustering using Iris dataset
Decision trees and K-means clustering are fundamental machine learning algorithms for pattern discovery and classification. This article demonstrates how to apply both techniques to the famous Iris dataset, comparing their performance and visualizing the results. Iris Dataset Overview The Iris dataset, introduced by Ronald Fisher in 1936, contains 150 samples of iris flowers from three species: Iris setosa, Iris versicolor, and Iris virginica. Each sample has four features measured in centimeters ? Sepal Length Sepal Width Petal Length Petal Width This dataset is ideal for testing classification and clustering algorithms due to its ...
Read MoreHow to Alter an SQLite Table using Python?
Altering an SQLite table is a common task when working with databases and can be easily done using Python. SQLite is a lightweight, file-based database that doesn't require a separate server, making it perfect for small to medium applications. In this article, we'll explore how to alter an SQLite table using Python's built-in sqlite3 module. We'll cover adding columns, modifying existing tables, and provide complete working examples. What is SQLite? SQLite is an open-source, serverless database engine that stores data in local files. Python's sqlite3 module comes pre-installed and provides a simple interface for working with SQLite ...
Read MoreHow to Adjust the Position of a Matplotlib Colorbar?
Adjusting the position of a Matplotlib colorbar is essential for creating clear and professional visualizations. A colorbar serves as a legend that maps colors to data values, but it can sometimes overlap with plot elements or appear in inconvenient locations. This article demonstrates three effective methods for repositioning colorbars using different parameters and approaches. What is a Colorbar? A colorbar is a visual scale that displays the mapping between colors and data values in a plot. It appears as a rectangular bar alongside your visualization, helping viewers interpret the meaning of different colors. Matplotlib's colorbar() function provides extensive ...
Read MoreHow to Adjust the Position of Axis Labels in Matplotlib?
When creating data visualizations with Matplotlib, properly positioning axis labels is crucial to prevent overlapping with other plot elements and ensure clear readability. This article explores three methods for adjusting axis label positions in Matplotlib subplots. Understanding Matplotlib Subplots Subplots allow multiple plots within a single figure, enabling easy comparison of datasets. Each subplot occupies a specific position in a grid defined by rows and columns. Syntax fig, ax = plt.subplots(nrows, ncolumns) Parameters: nrows − Number of subplot rows in the grid ncolumns − Number of subplot columns in the grid ...
Read MoreHow to add timestamp to excel file in Python?
If you're working with data in Python and need to track changes or monitor updates, adding a timestamp to your Excel files can be a game-changer. When we are working with large quantities of data, Excel can be used to analyze when specific modifications or events occurred. This can be accomplished by including a timestamp in the Excel file which will tell when a particular modification has been done to a cell. The modules required for adding timestamps to Excel files are openpyxl and datetime. In this article, we will see how to add timestamps and the modules used ...
Read MoreHow to add text in a heatmap cell annotations using seaborn in Python?
Heatmaps are powerful data visualization tools that display the magnitude of phenomena using color intensity in a two-dimensional format. Seaborn provides excellent functionality for creating heatmaps and customizing cell annotations with text labels or numerical values to enhance data understanding. Understanding Heatmaps A heatmap visualizes data through colors in a matrix format, where different color intensities represent varying data values. The visual representation makes it easy to identify patterns, correlations, and outliers in datasets. Basic Heatmap Syntax The sns.heatmap() function provides comprehensive options for customization − sns.heatmap(data, *, annot=None, fmt='.2g', annot_kws=None, ...
Read MoreHow to add Regression Line Per Group with Seaborn in Python?
One of the most useful tools provided by Seaborn is the ability to add regression lines to scatterplots. Regression lines help analyze relationships between two variables and identify trends in data, especially when comparing different groups within your dataset. In this article, we will learn how to add regression lines per group with Seaborn in Python using lmplot() and regplot() functions. These methods allow you to visualize relationships separately for different categories in your data. What is a Regression Line? A regression line shows the best-fit trend through a set of data points. It represents the linear ...
Read MoreHow to Add Outline or Edge Color to Histogram in Seaborn?
While Seaborn makes it easy to create histograms with a variety of styles and options, by default, histograms do not have an outline or edge color. Adding an outline or edge color can help make the plot more visually appealing and easier to interpret. In this article, we will explore how to add an outline or edge color to a histogram in Seaborn using histplot() and the deprecated distplot() method. What is a Histogram? Histograms are graphical tools that show how a set of continuous data is distributed. Seaborn helps us plot both the histogram bars and a ...
Read MoreHow to add one row in an existing Pandas DataFrame?
While working with data using Pandas in Python, adding a new row to an existing DataFrame is a common task that can be performed using various methods. Pandas is a popular data manipulation library that provides multiple functionalities for data analysis. In this article, we will discuss how to add one row in an existing Pandas DataFrame using different methods. Sample DataFrame Before we add a new row to the Pandas DataFrame, let's first create a sample DataFrame that we will use throughout the article. We will create a DataFrame with three columns: "Name", "Gender", and "Age". ...
Read MoreHow to add Music Playlist in Pygame?
Pygame can handle audio, making it a great choice for creating and adding music playlists to our applications. Pygame is a Python library widely used for creating games and multimedia applications like music players. In this article, we will discuss steps to add a music playlist in Pygame and create a simple program that allows users to play and navigate through songs. Pygame relies on the SDL library (Simple DirectMedia Layer) for audio processing. Therefore, to use pygame's audio features, we must have SDL installed on our systems. We can download the SDL library from the official website ...
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