Employee performance dataset example. employees-> employee).

Employee performance dataset example They are also connected to the department the specific employee belongs. Aug 25, 2024 · Utilizing the "IBM HR Analytics Employee Attrition and Performance" dataset, which includes variables such as employee age, department, education level, job satisfaction, gender, job role, marital Jun 21, 2023 · The Human Resources built-in sample contains a dashboard, report, and semantic model for a human resources department. Employee performance evaluation intends to measure the commitment of everyone in the company. com Find the maximum Performance Score for employees in each Location. AdventureWorks simulates a fictional company that manufactures and sells bicycles and related products globally. Feb 7, 2024 · Dataset Background. pyplot as plt # Load the dataset (replace 'employee_data. An employee struggling to meet performance expectations in a sales role. Whether you’re celebrating achievements or addressing areas for improvement, these phrases will make your reviews more effective, leading to a more engaged and high-performing team. dataset_small (~6 MB). A performance review summary is a powerful tool that can help you identify your team’s strengths and weaknesses, and pave the way for growth and The dataset includes 50 curated tasks that displays key data manipulation techniques using Pandas. This app is a tool that allows you to monitor and evaluate the performance of your employees based on a comprehensive dataset. In the realm of predictive performance modeling, various AI techniques are employed to analyze historical data and forecast future employee performance. The IBM HR Analytics Employee Attrition & Performance dataset has become one of the most well recognized datasets for those interested in people analytics. Employee performance enhances the productivity and output of Mr Brain, CEO of the INX Future Inc data analytics and automation solutions provider wants us to create an interactive dashboard to analyse the employee performance indexes and track the core underlying causes of their performance issues (clear indicators of non-performing employees). Jul 1, 2024 · This sample dataset contains the team names, number of Gold, Silver, Bronze, and total medals, and ranking of teams (based on gold medal and total medal count) in the Tokyo Olympics. May 31, 2020 · Chapter 1: Looking at the recruiting data Real HR datasets are tough to find because of privacy and ethical concerns about sharing sensitive employee data. It can be used for various HR analytics tasks, such as analyzing salary trends, studying the impact of leaves on productivity, or predicting employee turnover. Comprehensive Employee Dataset: Analyze Performance, Salaries, and Trends Easily Employee Performance and Salary Dataset | Kaggle Kaggle uses cookies from Google to deliver and enhance the quality of its services and to analyze traffic. This dynamic tool transforms raw data into actionable insights, providing a real-time snapshot of each team member's journey towards excellence. Terminations: Gain insights into employee attrition and the reasons behind it. Tableau was utilized for data visualization and extract insights. The study is accomplished by hypothesizing the impact of HRMP on EP Oct 12, 2023 · Headcount: Keep track of the total number of employees in your organization. You signed out in another tab or window. Other examples include variables that share a lot with other features and therefore could lead to multicollinearity issues (e. employees-> employee). Employee data for classification task. read_csv() function. Jan 1, 2024 · Employee performance management is a crucial process for any HR operation, as it helps align individual and organizational goals, motivate and develop employees, and provide feedback and recognition. Resources Apr 19, 2023 · The IBM HR Analytics Employee Attrition & Performance offers data on the IBM employees as well as a number of tools for analysing the elements that affect employee attrition. Learn more Sep 18, 2023 · Bill Gates was once quoted as saying, "You take away our top 20 employees and we [Microsoft] become a mediocre company". 507. The dataset you’ll be using throughout this course is a synthetic one produced by IBM, and modified for learning purposes. Providing thoughtful performance review comments can show your employees you are invested in their growth and development. Hires: Monitor new hires and the factors influencing your recruitment efforts. These metrics can help HR professionals identify areas for improvement and develop strategies for enhancing employee engagement and productivity. We create employee performance reports for humans – specifically, managers who may not be technically trained to understand raw data. Buy & download Employee Data datasets instantly. Table of Contents. Salaries: Understand salary distribution and trends. Aug 13, 2023 · Employee well-being, the psychological contract, job satisfaction, and work engagement were all negatively impacted by workplace incivility . Oct 8, 2024 · Download Free Employee Performance Tracking Templates. Browse the list below for a variety of examples. A balanced review should include performance review summary examples that showcase both employee strengths and areas for improvement at work. csv' with Jan 25, 2024 · In fact, companies with highly engaged employees are 23% more profitable than those with low engagement. Enter the Performance Improvement Plan (PIP) — a formal framework designed to help employees address performance gaps in a constructive Jun 1, 2010 · The dataset was constructed by merging information from a survey of firms and a longitudinal employer–employee dataset on firms’ characteristics, performance and employees. Find the right Employee Datasets: Explore 100s of datasets and databases. 8. Find the department with the highest average Performance Score. Due to different factors, it refers to the automatic improvement among the employees in an organization. 0. IBM SPSS Statistics for Windows, Version 20. This spreadsheet contains employee data with 27 columns and 3000 rows, providing information on employee details such as ID, name, start and exit dates, job title, supervisor, email, department, performance, and more, which can be used for analysis and decision-making in areas like HR management, workforce planning, and diversity and inclusion Apr 12, 2024 · This dataset, which includes information on age, gender, job roles, satisfaction levels, and performance indicators, provides significant insights into the factors that influence employee attrition, contentment, and performance. This work will present multiple methods and comparisons between them Something went wrong and this page crashed! If the issue persists, it's likely a problem on our side. The dataset includes various attributes like salary, performance scores, job satisfaction, and department details. Preview data samples for free. This paper presented employee performance prediction in a company using machine learning. This repository contains a Python-based analysis of employee data using pandas and matplotlib. g. The CEO Mr. Oct 30, 2024 · In this guide, we’ve compiled 120 Performance Review Example Phrases & Comments for 2024 to help you provide meaningful feedback. Predicting employee performance is essential for company’s success. To summarize, employee performance metrics are critical for: Identifying high performers and areas needing improvement; Supporting data-driven decisions in promotions, training, or disciplinary actions; Enhancing transparency and accountability within teams; Aligning individual performance with organizational success. NET Core MVC application facilitating streamlined employee record management, comprehensive performance evaluations, and insightful reporting for enhanced HR decision-making. Sample Summary: Strengths: “Your efforts to build meaningful connections with clients showcase your strong interpersonal skills. This is the same as the original one. This highlights the importance of having a clear strategy to support and uplift struggling employees. He also expects a clear indicators of non-performing employees, so that any penalization of non-performing employee, if required, may not significantly affect other employee morals. Related: How To Conduct an Employee Evaluation Examples of performance evaluation comments Here are the graphs with different hyperparameter affect the performance of logistic regression and k nearest neighbors. State, local, and federal governments rely on data to guide key decisions and formulate effective policy for their constituents. K fold cross validation is the method we use to check the performance of the model on different dataset, so basically we split our dataset into trainig set and testing set, and we split training set into same different portions, and we apply each portion to our model and get Kaggle is the world’s largest data science community with powerful tools and resources to help you achieve your data science goals. Employee performance Jun 10, 2024 · Using the ctrrate dataset, we demonstrated various visualizations to analyze and present employee performance data. In addition to these metrics, the dashboard provides insights into employee performance, including metrics related to training and development, performance appraisals, and career progression. The dataset is used as a benchmark dataset in Dusseldorp, Conversano, and Van Os (2010). Mar 14, 2024 · Types of Employee Data & Examples Let’s dive into the 13 types of employee data and their significance. , a fictional company. The dashboard will provide stakeholders with valuable What to remember when creating employee performance reports. In this sample, the human resources department has the same reporting model across different companies, even when they differ by industry or size. Number of employees; Download Organizations Sample CSV files. Each data set is available to download for free and comes in . Mar 1, 2024 · Employee performance ratings for this dataset are given on a scale of 1–3, with 1 representing poor performance, 2 denoting average performance, and 3 denoting excellent performance. Continuous monitoring and analysis of attendance data will ensure ongoing relevance and accuracy, contributing to the success and growth of the organization. Communicates complex subjects to the rest of the team in a transparent and understandable manner; 4. Each data table includes 1,000 rows of data that you can use to build Pivot Tables, Dashboards, Power Query automations, or practice your Excel formula skills. Employee performance enhances the productivity and output of organizations, i. Oct 10, 2022 · An organization’s success depends on its employees, and an employee’s performance decides whether the organization is successful. Effective performance reviews are level-headed and honest. These dashboards and analyses are based on HR KPIs (Key Performance Indicators). This sample looks at new hires, active employees, and employees who have left. Calculate the total Salary paid to employees who joined in each year. Reload to refresh your session. Thoughts on the Dataset & Project. Brain, decided to initiate a data science project, which analyzes the current employee data and find the core underlying causes of the performance issues. You’ll use scikit-learn to split your dataset into a training and a 9 Box Employee Ratings by Decisive Data. If you use this dataset, refer to IBM Corp. Predict attrition of your valuable employees IBM HR Analytics Employee Attrition & Performance | Kaggle Kaggle uses cookies from Google to deliver and enhance the quality of its services and to analyze traffic. Positive Performance Review Summary Examples Part 4; Development Goals Examples Part 5; Performance reviews are an opportunity to unlock the full potential of your organization and employees. What is an employee dataset? An employee dataset is a collection of structured data that contains comprehensive information about individuals employed by an organization. Learn more The Employee Productivity Details Dataset is a comprehensive collection of data that captures essential insights into workforce efficiency. Free employee performance tracking templates are available online and can be a great starting point for those looking to centralize performance data without investing in complex systems. This becomes even more important as it can sustain the growth of the company, as well as the competitiveness. May 24, 2024 · This dataset contains information on various employee demographics, job roles, satisfaction levels, performance ratings, and a target variable indicating whether an employee left the company (Yes The table provides information on employee performance for HR analytics, including details such as employee ID, department, education, gender, recruitment channel, training, age, rating, length of service, KPI achievement, awards, and training scores. The dataset analyzed for this project was found on Kaggle, and was developed as a study resource by IBM data engineers. Jun 24, 2023 · The goal of this project is to develop an interactive employee analytics dashboard using Power BI for Splendor Inc. Sep 22, 2023 · I started a fascinating journey to use SQL to evaluate an employee dataset. b. The dataset used is a "IBM HR Analytics Employee Attrition & Performance" dataset, which contains information about employees' characteristics and attrition status. They make time to offer constructive criticism, praise what the team member is doing well, and provide suggested areas for improvement. An employee performance review is a structured assessment managers and HR use to evaluate an employee’s work performance over a specific period. 15 performance review examples HR should know about. Examples of Human Resources (HR) data include employee demographics, performance evaluations, training records, salary information, and attendance records. a. The features present in the data are 28 Aug 4, 2023 · Student Scores Sample Data (CSV, JSON, XLSX, XML) Salaries – Sample CSV Dataset for Practice ; Customers Sample Data (CSV, JSON, XML, and XLSX) Marketing Campaigns Sample Data (CSV, JSON, XLSX, XML) Sample Products – Mock REST API for Practice ; Sample Photos – Free Fake REST API for Practice ; Sample Blog Posts – Public REST API for Aug 31, 2022 · I’ve built extensive spreadsheet sample data on a variety of real-world topics. Dataset used for learning data visualization and basic regression Human Resources Data Set | Kaggle Kaggle uses cookies from Google to deliver and enhance the quality of its services and to analyze traffic. These features and functions are available from Excel 2007. Although the dataset is a fictional, it includes various HR metrics commonly collected in various organizations today. Download Table | A sample Employee dataset from publication: Variable Length Reduct Vs. Key variables include job details, work habits, education, performance, and satisfaction levels. Leveraging data dashboard best practices, Decisive Data used appropriate visual hierarchies and layered dashboards for detail giving the HR executives the ability to drill down by rating and department and see all relevant employee metrics and details. Enhance decision-making with data-driven strategies. Detailed Insights: Jan 16, 2025 · This improves the performance of the individual, the team, and the company. This statement by Bill Gates took our attention to one of the major problems of employee attrition at workplaces. 9833 The Employee Performance Dashboard is the backstage pass to organizational success. The analysis of the HR dataset reveals important insights regarding employee attrition and job satisfaction within the organization. Apr 25, 2021 · On Kaggle there is a data set published named "IBM HR Analytics Employee Attrition & Performance" to predict attrition of your valuable employees. Employee attrition (turnover) causes a significant cost to any organization which may later on effect its overal… Apr 27, 2023 · The Employee Satisfaction Dataset is a collection of responses gathered through employee satisfaction surveys conducted in various companies and industries. Update schema visualizer to make it more readable and include views. It contains features related to each employee, such as employee's department, gender, salary, and hiring date. You signed in with another tab or window. In the survey, each firm was asked about its work organisation, compensation systems, recruitment This repository includes code for predicting employee attrition and optimising model performance using hyperparameter tuning. Support Vector Machine (SVM) Support Vector Kaggle’s IBM HR Analytics Employee Attrition and Performance dataset which is composed of 1470 employee information was used as Apr 4, 2022 · You’ve loaded in the dataset and converted the salary and department columns into a format the keras deep learning model can accept. Built an - Load the Dataset: The IBM HR Analytics Attrition Dataset is loaded using the pd. The project summary is well documented, from A trained model which can predict the employee performance based on factors as inputs. Jul 18, 2021 · For example, employee-ID won’t explain any meaningful variation in employee turnover, therefore it should be deleted for now among some other variables. Sep 6, 2023 · The code calculates and prints the MSE and R2 scores for each of these models, providing a comprehensive evaluation of their performance on the complete dataset. The HR Analytics Dataset table contains information on various employee attributes such as age, attrition, job satisfaction, and years of experience, which can be used to analyze factors affecting employee performance, identify trends, and make data-driven decisions for improving employee engagement and retention strategies. For each dataset, several CSV sizes are available, from 100 to 2 million records. Learn more See full list on aihr. This will be used to hire employees Recommendations to improve the employee performance based on insights from analysis The given Employee dataset consist of 1200 rows. 2 times more likely to surpass their competitors. Sep 27, 2023 · # Example code for creating a box plot using Python #Import libraries import pandas as pd import seaborn as sns import matplotlib. Employee Dataset ===== The employee dataset contains annual salary information for employees of an american County. The project demonstrates key data manipulation techniques and performance Kaggle is the world’s largest data science community with powerful tools and resources to help you achieve your data science goals. Nov 24, 2024 · The dashboard highlights key metrics, identifies areas for improvement, and helps in implementing strategies to enhance overall employee engagement and performance. One of the easiest ways to begin tracking employee performance is to use a ready-made template. xlsx and . The dataset contains These datasets consist of information such as employee profiles, performance metrics, salary data, training records, and more. Key examples include: Employee Demographics: Information such as age, gender, and location. dataset_full (~170 MB). Jun 14, 2022 · However, combining several key performance indicators for employees can give you a real insight. For example, managers can glance This project explores an extensive dataset with 8,000 rows that encompass various aspects of employee performance, productivity, and demographics in a corporate environment. It includes information on employee performance, task completion times, project output, absenteeism rates, and more. With advances in machine learning and data science, it’s possible to predict the employee attrition, and we will predict using Random Forest Classifier algorithm. (2011), see references. . , hourly rate and monthly income). For example, if you are curious about a customer support employee’s statistics, you’ll have to rely on specific KPIs. (2011). Decisive Data worked alongside the HR reporting team to redesign the classic 9 Box Ratings report. This is a very popular dataset and has usability index of 8. Hence, analyzing employee performance and giving performance ratings to employees is essential for This is an example dataset from the statistical software program SPSS, Version 20. According to research, companies that give employees performance reviews are 4. The individuals surveyed represent numerous industries and roles to Salary Prediction Dataset: Modeling Employee Earnings This table contains salary prediction data with 375 rows and 7 columns, including information on age, gender, education level, job title, years of experience, and salary. Employee performance measurement demonstrates a Sep 11, 2024 · What are some examples of good performance reviews for employees? Examples of good performance reviews for employees are: Oversees the team's operations and delegates tasks to team members appropriately. Leveraging human resources datasets allows businesses to streamline recruitment processes, optimize workforce management, improve employee engagement, and make data-driven decisions for organizational growth. Exploring Employee Satisfaction Factors in a Multi-Dimensional Workplace Dataset Kaggle uses cookies from Google to deliver and enhance the quality of its services and to analyze traffic. The problems are beginner-friendly and you will need to know the following features and functions: how to join two cell values, the Data Validation list, the VLOOKUP, and the IF functions. Jan 2, 2025 · Regarding performance management, Gartner found that when individual goals are aligned with organizational priorities and help employees meet changing needs, coordinate with peers, and hold themselves accountable, employee performance increases by up to 22%. Mar 20, 2024 · The need to increase employee performance and productivity has become vital in most companies nowadays, considering the number of changes that processes and people have faced during recent years in many organizations. A simple report is easily-understandable. It includes details such as employee names, job titles, departments, contact information, and sometimes additional attributes like salary, performance metrics, and tenure. Each type serves a unique purpose, from informing diversity initiatives to enhancing employee engagement and improving your recruiting processes. Practice applying your data analysis and visualization skills to real-world data, from flight delays and movie ratings to shark attacks and UFO sightings. The data they generate is often in the form of open data sets that are accessible for citizens and groups to download for their own analyses. Resources The Buisness case of project: Based on given features of dataset we need to predict the performance rating of employee python data-science machine-learning statistics data-analysis performance-testing employee employee-performance-analysis employee performance for HR analytics📊📈 Kaggle uses cookies from Google to deliver and enhance the quality of its services and to analyze traffic. This is a fictional data set created by IBM data May 23, 2024 · Organizations face huge costs resulting from employee turnover. organizations-100 The objective of the project is to create an engaging dashboard designed to visualize meaningful insights derived from HR data. csv formats. Minimum Length Reduct-A Comparative study | Generation of huge volume of data from various projects and Jul 5, 2023 · For example, executives may require high-level summaries and key performance indicators (KPIs), while managers may need more detailed information on individual employee performance. Jan 5, 2024 · The dataset is unique in its use of hybrid methods combining both qualitative and quantitative data, offering a comprehensive view of the factors influencing SOE employee commitment, civic behaviors, and their subsequent effects on organizational performance, which are essential for informed policymaking, effective management, and enhancing the Aug 1, 2022 · these examples. We can learn a ton from the dataset on employee productivity, pay, demographics, behavior, trends, and other subjects. Jul 3, 2024 · In this example, you will get a sample Excel file with employee data for practice. This process is crucial for organizations aiming to identify high-potential employees and optimize resource allocation effectively. This dashboard encompasses comprehensive employee information, including job status, performance metrics, reasons for resignation, and more. Explore and download sample datasets hand-picked by Maven instructors. The dataset This data analysis project involves employee performance and project management using Python, Pandas, and NumPy. Tasks include data cleaning, handling missing values, merging datasets, and analyzing project outcomes. References. - Knowing the Dataset: Basic Information about the dataset is generated; numerical and categorical attributes are enlisted. Nov 26, 2024 · Example 3: Addressing Underperformance with Empathy. The purpose of the project is to analyze and gain insights into business operations using the AdventureWorks dataset, which is a sample database provided by Microsoft. IBM Corp. In the next step, you will split the dataset into a training and testing set. Jul 12, 2023 · Revenue per employee is an effective metric to understand the revenue generated per employee, and helps organizations understand the productivity and contribution of employees to the organization's financial performance. The metrics you will be using depend on your industry. By understanding the specific requirements of each user group, you can tailor the dashboard to provide the most relevant and actionable insights. By tracking revenue per employee, organizations can assess efficiency, identify areas for improvement, and optimize resource Jan 1, 2021 · This study aims to investigate the impact of Human Resource Management Practices (HRMP) on improving Employee Performance (EP). Dataset: The dataset that is published by the Human Resource department of IBM is made available at Kaggle. Here is a preview of the sample dataset: Download the Sample Workbook This dataset contains detailed information on employees across various departments and countries, capturing key aspects of their employment and performance metrics. e. The dataset is intended to help researchers better understand workplace incivility and its relationship with front-line employees’ emotional exhaustion and job performance in Malaysian contexts. Use singular form instead of plural form to name the table (e. The dataset contains various features related to employees, such as their job role, education level, years of experience, and job satisfaction, among Oct 27, 2022 · The use of performance measurement attempts to identify the strengths and weaknesses of employees and to motivate them to improve their performance. HR data is used for various purposes such as workforce planning, talent management, performance analysis, and compliance with labor laws. 6 days ago · Employee performance survey featuring 53 sample questions will give you insights on your employees' performance, growth and satisfaction levels. Comprehensive employee data for performance, productivity, and HR analysis. , the performance of an employee paves the way for the organization’s success. An absence of goals is often an indication that employees are working in silos, performance efforts are not furthering the mission/vision, and teams are not aligned or working toward the same desired end. Building Trust and Communication. Step 2 — Separating Your Training and Testing Datasets. The head() and info() methods are used to display the first few rows and get information about the dataset, respectively. The researcher follows Cross-industry standard process for data mining (CRIPS-DM). Apr 15, 2022 · Employee promotion is an important aspect of the human resource management process. ” Employee Performance Review Dashboard. Performance reviews are done through communication between managers and their leaders. Job Titles and Roles: Data on employee positions and responsibilities. Hence, I strongly suggest keeping the reports simple and actionable. For example, in the case of the Predict Employee Attrition. 1 Preface and Legal Notices 2 Introduction 3 Installation 4 Validating the Employee Data 5 Employees Structure Employee Performance Management System: An ASP. For a deeper understanding, you can read my Medium articles about the most important HR KPIs, available in two parts with formulas and examples: Top 20 HR KPIs - Part 1 Top 20 HR KPIs - Part 2 Oct 10, 2022 · An organization’s success depends on its employees, and an employee’s performance decides whether the organization is successful. Armonk, NY: IBM Corp. The data is build on both personal employe information and information about the position that employee held for nearly 1500 individuals. Jun 2, 2023 · AMPds – The Almanac of Minutely Power dataset: Energy: BLUEd – Building-Level fully labelled Electricity Disaggregation dataset: Energy: COMBED: Energy: DBFC – Direct Borohydride Fuel Cell (DBFC) Dataset: Energy: DEL – Domestic Electrical Load study datasets for South Africa (1994 – 2014) Energy: ECO: Energy: EIA: Energy: Electricity Dec 24, 2024 · Employees Sample Database. Feb 10, 2024 · Workforce performance prediction plays an instrumental role in human resource management since it facilitates pinpointing and nurturing high-performing staff, fortifying employee planning, and 📊 DA-Employee_Dataset Explore employee data with this Data Analysis project! Leveraging Excel and Power BI, this repository contains insightful visualizations and analyses of employee-related metrics. Those 28 features that affect employee performance were weighted including gender, education background, employee job involvement, age, overtime , physical Apr 8, 2024 · As a manager, you can use these comments to offer clear examples of the successes and challenges of an employee. Uncover trends, patterns, and key insights for workforce optimization. These visualizations, including histograms, boxplots, line charts, correlation matrices, and bar charts, provide valuable insights into performance distribution, departmental performance, trends over time, relationships between This project aims to perform exploratory data analysis (EDA) on the IBM HR Analytics dataset to gain insights into employee attrition and performance. This section focuses on what’s going well and where there’s room for growth. - NicoleAki/Employee-Performance-and-Salary-Dataset Aug 2, 2024 · Performance Review Summary Examples on Employee Strengths and Weaknesses. Interestingly, 37% of survey respondents from Betterworks said that greater visibility and employee goals would spur their performance. The survey was administered by Statistics Denmark in May–June 1999. What Are Examples of Employee Data? Examples of employee data include datasets offering insights into workforce composition and trends. 🔥 Recently Launched : AON, SHRM and Vantage Circle Partnered Annual Rewards and Recognition Report 2024-25 employee_id first_name last_name email phone_number hire_date job_id salary commission_pct manager_id department_id; 198: donald: oconnell: doconnel: 650. Kaggle uses cookies from Google to deliver and enhance the quality of its services and to analyze traffic. 53 performance review examples. This is a fictional data set to uncover the factors that lead to employee attrition created by IBM data scientists from Watson analytics blog – IBM that has been prepared for analysis using Splitter. From sales figures that dance to the rhythm of success to project completion rates that hit the high notes. Employee Dataset ( Training, Survey, Performance, Recruitment, Attendance) Kaggle uses cookies from Google to deliver and enhance the quality of its services and to analyze traffic. ~3% of the dataset_full (10000 employees vs 300024 employees). Download here. A high attrition rate was observed among employees aged 25-34, indicating a potential need for enhanced career development opportunities, better compensation packages, and improved work-life balance initiatives. Below are 15 performance review examples, along with tips for managers on effectively handling each review: Employee performance review examples. You switched accounts on another tab or window. Jun 8, 2022 · Luckily, I stumbled upon a GitHub article, written by Akshay Dusad, where the author uses an example dataset to model employee performance analysis. They aren’t excuses to scold an employee for a mistake or poor performance. dxu mzrx rjbn zfovhzet idvtiig aphmjhnq sguvlfgk efuol zsm rrzcl dlkwow ytkf wdio rxea yvsl