Publications by Hyreen Alice and Banabas Kariuki

Document

25.04.2023

Final Project: Predictive Factors and Model Comparison for Medicare Procedure Cost Estimation Hyreen Alice and Banabas Kariuki 2023-01-31 Loading Packages library("data.table") ## Warning: package 'data.table' was built under R version 4.2.3 library("dplyr") ## ## Attaching package: 'dplyr' ## The following objects are masked from 'package:data...

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Data Analysis and Visualization of US Accidents 2021

19.01.2023

Final Project Report Hyreen Alice 2022-12-12 # Loading the required package library(skimr) library(ggplot2) library(knitr) library(tidyverse) library(data.table) library(knitr) library(arrow) library(bench) library(haven) library(googlesheets4) library(plyr) library(scales) library(ggdist) library(patchwork) library(ggthemes) li...

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US Accidents 2021 Interactive Dashboard

19.01.2023

Interpretation and Visualization of the Accidents in Michigan, New York, and Ohio Column An Interactive Visualization Showing Accidents per Varying Weather Conditions Column Visualization of the Accidents per Month Using ‘geom_col’ Monthly Accidents in 2021 in MI, NY and OH Number of Accidents per Day in the Three States in Dec 2021...

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Scatter plot and Tables

15.10.2022

Header1 here will state the problem second level Header describe the previous problem Third level header some other text that I adore all the time We can add an hypelink as seen : Google for italic use italic text, for bold text use bold text and for code in r use rcode plys superscripts2^2 and subscripts2 R Markdown This is an R Markdown do...

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Joining Data with dpllyr

21.10.2022

Joining Data with dplyr Hyreen Alice 2022-10-20 Installing packages library(tidyverse) library(lubridate) library(knitr) library(skimr) Importing data FullmichiganFlights<-readRDS('fullMiFlights2021.rds') creating an object called michiganFlights. michiganFlights<-readRDS('fullMiFlights2021.rds') Use the View() function to explore the objec...

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Pivot_wider and Pivot longer

29.10.2022

Pivoting Tables of Data with tidyr Hyreen Alice 2022-10-28 library(tidyverse) library(skimr) library(ggthemes) First, import climate change data from GitHub into R using the code below # Observed annual average temperatures for the Lower 48 states tempState <- read_csv("https://raw.githubusercontent.com/washingtonpost/data-2C-beyond-the-lim...

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Functions

09.11.2022

Fundamentals of Functions in R Hyreen Alice Wednesday, November 09, 2022 library(tidyverse) library(stringr) # Creating a function called mySum with 2 required arguments mySum<-function(number1, number2){ return(number1+number2) } # Defaulting to order of arguments in function mySum(5,3) ## [1] 8 # Manually specifying arguments mySum(nu...

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Bootstrapping and Randomization

23.11.2022

Bootstrapping and Simulations with R Hyreen Alice 22 November, 2022 library(tidyverse) library(stringr) library(ggdist) library(broom) simulating a single die roll #Simulating single die roll sample(x = 1:6, size = 1) ## [1] 5 # Simulating two dice rolls sample(x = 1:6, size = 2, replace = TRUE) ## [1] 1 1 #Use the sample function to simul...

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