Dmenu shortcut(key-binding) is not working

Summary A user reported that dmenu launches correctly from the terminal but fails to execute when bound to a key combination in the XFCE desktop environment. This is a classic environment variable mismatch. The terminal session inherits the full user environment (including $PATH), while the global XFCE keyboard shortcuts context does not inherit the same … Read more

Excel repeat formats doing weekly

Summary The task involves repetitive formatting and data manipulation in Excel files on a weekly basis. Key steps include setting page layout, merging cells, applying VLOOKUP formulas, and deleting empty rows. The goal is to automate or streamline this process to reduce time consumption. Root Cause The root cause of the time-consuming process is the … Read more

how to make visual font size consitent across devices

Summary The issue at hand is inconsistent visual font size across different devices in a React Native app. Despite using the same fontSize style, text appears larger on some devices, such as the Samsung S25 Ultra, compared to others like the iPhone 12. The goal is to achieve visually consistent font sizes across devices, regardless … Read more

Burnikel Ziegler Division

Summary The Burnikel-Ziegler division algorithm is a complex method for performing division on large integers. Key challenges arise when implementing this algorithm, particularly when dealing with specific limb amounts. This article will explore the root cause of these challenges and provide guidance on how to overcome them. Root Cause The root cause of the challenges … Read more

Stepwise Random Forest Classifier – Hack or Bodge

Summary The author describes a stepwise hierarchical classification strategy to handle a highly imbalanced multiclass problem with 81 species. The approach involves training sequential Random Forest models, where each model predicts one species (or genus) versus “the rest,” and feeds its predictions and probabilities as new features into subsequent models. From a production ML engineering … Read more

Family graph using d3.js

Summary A d3.js family tree visualization failed to properly position family members when rendering multiple generations. The implementation attempted to left-align sons and right-align daughters sequentially but incorrectly estimated subtree heights, causing overlapping families and misaligned connections. This occurred due to a recursive layout with fixed Y-axis increments. Root Cause Fixed vertical spacing ignored dynamic … Read more

Difference between include and require in PHP

Summary In PHP applications, particularly in WordPress environments, the distinction between include and require centers on how they handle missing files. require is fatal on failure, terminating execution immediately, while include issues a warning and continues execution. This difference dictates architectural safety, particularly when loading optional components or handling conditional file paths. Root Cause The … Read more

Unwanted cell selection in DataGridView when closing ContexMenuStrip

Summary An issue occurred in a WinForms application where the DataGridView (Dgv_Trovati) would unexpectedly select cells under the mouse cursor after a ContextMenuStrip was dismissed without selecting an item. The root cause was the interaction between the ContextMenuStrip closing event, the Control.MouseCapture property, and the DataGridView‘s internal mouse handling. The user provided a workaround using … Read more