Prerequisites To run this code, you need the pandas, zstandard (zstd), and json libraries. If not already installed, you can install pandas and zstandard using pip: 1 pip install pandas zstandard json is part of Python’s standard library, so no additional installation is needed for it. Note: The above below assumes the data inside the .zst file is the newline-delimited JSON (NDJSON) format. If your data is in another format (e.

The sample data and analysis code used in this article are from Kaggle. However, because the actual running results are different from original author, there are slight differences in the analysis part. The specific analysis process includes: Data Preparation Data Cleaning Data Visualization Data Processing Cluster Analysis Customer Profiling and Segmentation 1. Data Preparation Use the KMeans clustering algorithm to divide the data into K clusters: 1 2 3 4 5 6 7 8 9 10 11 import numpy as np import pandas as pd import seaborn as sns import matplotlib.

The capacity to efficiently organize ideas, thoughts, and tasks is more important than ever in today’s fast-paced and increasingly complicated work contexts. With its visual and user-friendly approach to brainstorming, planning, and collaboration, mind mapping applications have become indispensable tools for professionals in a wide range of industries. There is a mind mapping tool designed specifically for your needs and workflows, whether you operate as a project manager managing complex initiatives, a software developer designing fresh solutions, an educator molding young minds, or a creative professional realizing creative ideas.

The sheer amount of worthwhile and fascinating stuff available can be debilitating. It feels like there is never enough time to stay on top of everything, from important research papers and compelling podcasts to thought-provoking essays and must-read newsletters. This is where apps that let you read anything later come in handy, providing a lifesaver for people who are overwhelmed by information. These apps, which are made to store content for later use, not only assist in managing your digital to-do list but also improve your reading experience by including features catered to different requirements and tastes.

Healthy habits are more important than ever for achieving both personal and professional progress in today’s fast-paced world. Selecting the best habit tracker app might be overwhelming due to the large number of options available. There is an app for every type of user, be it a data enthusiast who wants to examine every aspect of your progress, a gamer who wants to add a playful element to work, or someone who wants to make routine creation simple.

In the quest for peak productivity, text expansion tools are the unsung heroes for professionals across the board. By turning shortcuts into fully formed text, these tools save time and reduce tedium, no matter your field. This article dives into the top text expansion tools, customized for various roles, to help you work smarter, not harder. The best text expansion tools for 2024 at a glance Free trial time Pricing Supported platform Integration AI feature TextExpander 30 days Start from $3.

Time management and organization are more important than ever in the fast-paced world we live in today. Choosing the correct calendar sharing tool may greatly simplify your scheduling demands, whether you’re a busy professional arranging meetings, a student juggling classes and assignments, a project manager managing teams, or a mom organizing family events. This post seeks to assist you in choosing the ideal app that fits your lifestyle and increases productivity out of the plethora of possibilities accessible, each meeting distinct functions and needs.

Having a dependable note-taking app on hand is not just convenient, but essential in today’s fast-paced environment when ideas come and go in an instant. The correct note-taking app can make all the difference, whether you’re a professional balancing projects and meetings, a student carefully planning their study materials, or just someone attempting to keep their everyday thoughts and duties organized. Selecting the ideal app may seem intimidating given the abundance of options available, each with distinct features and catered to different purposes.

The workplace and productivity environment kept changing quickly in 2023, with a sizable percentage of workers adopting remote or hybrid work arrangements. According to a Pew Research Center research, 59% of American workers who believe they can perform the majority of their work from home also work from home all or most of the time. A methodical approach to addressing the day’s work is provided by timeboxing, which is the practice of assigning a predetermined amount of time to a particular task or activity before beginning.

What is offline conversion tracking Offline conversion tracking is a method used by marketers to measure and attribute customer actions that occur outside of the digital space, directly to their online advertising efforts. These actions could include activities such as purchases made in a physical store, phone calls to a business, or in-person transactions. The process generally begins with a unique identifier, like a Google Click ID (GCLID) or a Facebook Pixel, being assigned to each visitor who clicks on an online ad.

Google Analytics is an incredibly powerful tool for tracking and analyzing website or app traffic. With its vast array of features and metrics, it can provide invaluable insights into your website or app’s performance and user behavior. However, for beginners, it can be a daunting and overwhelming experience to navigate through the various dimensions and metrics available in Google Analytics. In this complete guide to dimensions and metrics in Google Analytics, we will provide you with a comprehensive understanding of the fundamental concepts you need to know to effectively use Google Analytics.

A Google Ads Specialist is a professional who specializes in creating, managing, and optimizing digital advertising campaigns on the Google Ads platform. Specialists are responsible for creating effective campaigns that meet the specific needs of their clients. They must develop strategies to drive traffic to websites, increase brand awareness, and generate leads and sales. Background After graduation, I entered an Internet company responsible for overseas promotion, and after a year, I switched to be an overseas advertising specialist, and since then, I have started my road of Google advertising.