Here is the code to solve the problem: import pandas as pd import numpy as np def f(df, b): d = df.set_axis(df.columns.str.split('_', expand=True), axis=1, inplace=False) parts = np.exp(d.stack().mul(b).sum(1).unstack()) preds = pd.concat({'P': parts.div(parts.sum(1), axis=0)}, axis=1).round(3) d = d.join(preds) d.columns = list(map('_'.join, d.columns)) return d df = pd.DataFrame({ 'X1_123': [6.75, 7.46, 2.05], 'X1_456': [4.69, 4.94, 7.30], 'X1_789': [9.59, 3.01, 4.08], 'X2_123': [5.52, 1.78, 7.02], 'X2_456': [9.69, 1.38, 8.24], 'X2_789': [7.40, 4.68, 8.49], }) b = pd.

Understanding In-App Purchases on iOS In-app purchases are a popular feature used in mobile apps to offer additional content or functionality for purchase by users. This feature is particularly useful for developers who want to monetize their app without disrupting the user experience. In this article, we will explore how to implement in-app purchases on iOS using the iPhone’s keychain storage. What are In-App Purchases? In-app purchases allow users to buy and download additional content or features within an app.

Understanding T-SQL DateTime Conversion Behavior When working with dates and times in Microsoft SQL Server, it’s essential to understand the behavior of date and time data types, including datetime, decimal, and float. In this article, we’ll delve into a specific issue related to converting decimals and floats back to datetime values. What’s Happening? The problem arises when converting a datetime value to decimal or float format using the CAST() function, and then attempting to convert that decimal or float value back to datetime using SELECT CAST(.

Removing Subviews from a UIScrollView In this article, we’ll delve into the world of UIKit and explore how to remove all subviews from a UIScrollView. This is a common requirement when working with scroll views, but it can be challenging due to the dynamic nature of these views. Introduction A UIScrollView is a fundamental component in iOS development, allowing users to scroll through content that doesn’t fit on the screen. However, as we’ll see in this article, managing the subviews within a UIScrollView can be tricky.

MySQL Delete Duplicate Data Using Subquery: A Deep Dive Introduction As a database administrator or developer, you have encountered the task of deleting duplicate records from a table. While this might seem like a straightforward operation, the process can be more complex than expected, especially when using subqueries. In this article, we will explore two methods for deleting duplicate data: one using an inner join and another using a subquery. We will delve into the technical aspects of each method, discussing the underlying database concepts and limitations.

Introduction to Hexadecimal and Binary Comparison in R As a data analyst or programmer, working with hexadecimal (hex) codes is common, especially when dealing with colors or binary representations. In this response, we will explore how to compare hex codes to binary ranges in R. Background: Understanding Hexadecimal and Binary Codes Hexadecimal codes are used to represent numbers using base 16. Each digit in a hexadecimal code can have one of six values: 0, 1, 2, 3, 4, 5, or A-F (where A-F represent the digits 10-15).

Understanding Update Joins in SQL A Step-by-Step Guide to Updating Values Based on Related Rows When working with relational databases, it’s common to encounter scenarios where you need to update a value based on the value of another related row. In this article, we’ll explore one such scenario using an update join, also known as a self join. What is a Self Join? A self join is a type of join operation in SQL that involves joining a table with itself, typically where each instance of the table represents a unique record or row.

Understanding Google Blogger’s Protocol API In today’s digital landscape, blogging has become an essential tool for individuals and businesses alike to share their thoughts, experiences, and ideas with a wider audience. One of the most popular platforms for blogging is Google Blogger, which offers a simple and user-friendly way to create and manage blogs. However, integrating Google Blogger into an iPhone application can be a challenging task, especially when it comes to finding suitable frameworks or APIs.

Rolling the Sum of Counts for Weekends into Monday’s Count As a technical blogger, I’ve encountered numerous queries that require advanced date and time calculations. In this article, we’ll delve into the specifics of rolling weekend counts into Monday’s count using SQL. Introduction to Date and Time Functions To tackle this problem, it’s essential to understand the available date and time functions in our database management system (DBMS). These functions provide various ways to manipulate dates, including determining day of the week, finding the next or previous occurrence of a specific date, and calculating intervals between dates.

Understanding RStudio User Settings Data Format In this article, we will delve into the details of RStudio user settings data format. We will explore its structure, how it can be represented in R, and provide examples on how to read and write such data. Introduction RStudio is a popular integrated development environment (IDE) for R programming language users. One of the features that makes RStudio stand out from other IDEs is its ability to store user settings in a text format.