Publications by Philip Mensah
Document
Problem Statement The objective of this project is to develop a predictive model to anticipate employee attrition within a company. Attrition, defined as the voluntary turnover of employees, presents a significant challenge for organizations, impacting productivity, morale, and overall business performance. By leveraging machine learning algor...
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Document
if(!require(tidyverse))install.packages("tidyverse") ## Loading required package: tidyverse ## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ── ## ✔ dplyr 1.1.4 ✔ readr 2.1.5 ## ✔ forcats 1.0.0 ✔ stringr 1.5.1 ## ✔ ggplot2 3.5....
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Fourth Markdown
This project uses a crime dataset from 1991 to 2022. The most common crimes during this time are Damage, Intimidation, and Simple Assault. By using the Random Forest method, we aim to predict how often these crimes will happen in 2023. This analysis will help understand crime trends and support decisions for law enforcement and policy making. i...
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Third Markdown
The dataset relates to hate crimes and includes various columns with information incidents, agencies, locations, offenders, victims, and the nature of crimes. The goal of this project is to make some visualizations that communicate the dynamics of relationships among some of the variables and distribution of some variables. if(!require(ggplot2)...
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Document
if(!require(ggplot2))install.packages("tidyverse") ## Loading required package: ggplot2 library(tidyverse) ## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ── ## ✔ dplyr 1.1.4 ✔ readr 2.1.5 ## ✔ forcats 1.0.0 ✔ stringr 1.5.1 ## ✔...
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My F
Introduction A Biology tutor in a high school in Clark County seeks to assess the performance of its Sophomore students. He undertook a Biology quiz and collected the results of the students after grading. The dataset that contains the names, study hours and scores of the students. Loading the dataset ## Rows: 24 Columns: 3 ## ── Column sp...
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My First Markdown
R Markdown This is an R Markdown document. Markdown is a simple formatting syntax for authoring HTML, PDF, and MS Word documents. For more details on using R Markdown see http://rmarkdown.rstudio.com. When you click the Knit button a document will be generated that includes both content as well as the output of any embedded R code chunks within...
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