# Read in and clean up all student shared data, all in one zipfile
setwd("/cloud/project/STRAT 490R - Winter")
filelist <- list.files(path =getwd(), pattern = "*.csv")
data_list <- lapply(filelist, read.csv)
#Helpers to quickly visually inspect input file names
lapply(data_list, names)
## [[1]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "connection" "self"
## [9] "random" "weight"
##
## [[2]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[3]]
## [1] "CONNECTION_NAME" "CLASSMATE_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[4]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[5]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[6]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[7]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[8]]
## [1] "CLASSMATE_NAME" "CONNECTION" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[9]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[10]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[11]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[12]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[13]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[14]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[15]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[16]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[17]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[18]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[19]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[20]]
## [1] "X" "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT"
## [5] "COMPANY_NAME" "DATE_CONNECTED"
##
## [[21]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[22]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[23]]
## [1] "CLASS_MATE" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[24]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[25]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[26]]
## [1] "X" "CLASSMATE_NAME" "CONNECTION" "WEIGHT"
## [5] "COMPANY_NAME" "DATE_CONNECTED"
##
## [[27]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[28]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[29]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "connection" "self"
## [9] "random" "weight"
##
## [[30]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[31]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[32]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME"
## [5] "DATE_CONNECTED"
##
## [[33]]
## [1] "Connection.Name" "Company.Name" "Date" "Weight"
## [5] "My.Name"
str((lapply(data_list, names)))
## List of 33
## $ : chr [1:10] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CONNECTION_NAME" "CLASSMATE_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:6] "X" "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASS_MATE" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:6] "X" "CLASSMATE_NAME" "CONNECTION" "WEIGHT" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:10] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "Connection.Name" "Company.Name" "Date" "Weight" ...
#Remove files that are not in the correct format
data_list <- data_list[-c(1, 3, 8, 20, 23, 26, 29, 33)]
str((lapply(data_list, names)))
## List of 25
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "WEIGHT" "COMPANY_NAME" ...
#Combine all files into 1
all_data <- do.call(rbind, data_list)
all_data <- na.omit(all_data)
#read all data into a csv
library(dplyr)
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
all_data <- all_data |> arrange(CONNECTION_NAME)
#Put all in proper case
library(stringr)
all_data$CONNECTION_NAME <-
str_to_title(str_trim(str_replace_all(all_data$CONNECTION_NAME,"[^[:alnum:]]", " ")))
all_data$CLASSMATE_NAME <- str_to_title(str_replace_all(all_data$CLASSMATE_NAME, "[^[:alnum:]]", " "))
#Create a unique list of all vertices
vertex_list1 <- all_data |> distinct(CLASSMATE_NAME) |> rename(NAME = CLASSMATE_NAME)
vertex_list1$COMPANY_NAME <- "BYU STRAT 490R"
vertex_list2 <- all_data |>
distinct(CONNECTION_NAME, .keep_all = TRUE) |>
rename(NAME = CONNECTION_NAME) |>
select(NAME, COMPANY_NAME)
vertex_list <- rbind(vertex_list1, vertex_list2)
str(vertex_list)
## 'data.frame': 1115 obs. of 2 variables:
## $ NAME : chr "Amy Zhang" "Bryson Barney" "Caden Karras" "Tanner Poulton" ...
## $ COMPANY_NAME: chr "BYU STRAT 490R" "BYU STRAT 490R" "BYU STRAT 490R" "BYU STRAT 490R" ...
## - attr(*, "na.action")= 'omit' Named int [1:3276] 801 802 803 804 805 806 807 808 809 810 ...
## ..- attr(*, "names")= chr [1:3276] "801" "802" "803" "804" ...
#Create ID's for all the nodes
library(tidyverse)
## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ forcats 1.0.0 ✔ readr 2.1.4
## ✔ ggplot2 3.4.1 ✔ tibble 3.2.0
## ✔ lubridate 1.9.2 ✔ tidyr 1.3.0
## ✔ purrr 1.0.1
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the ]8;;http://conflicted.r-lib.org/conflicted package]8;; to force all conflicts to become errors
vertex_list$ID <- rowid_to_column(vertex_list, "ID")$ID
vertex_list$ID <- as.numeric(vertex_list$ID)
vertex_list <- vertex_list |>
distinct(NAME, .keep_all = TRUE)
#Puts df in alphabetical order, and defines what the edges will be
LI_edges <- all_data |> arrange(CONNECTION_NAME) |> select(CLASSMATE_NAME, CONNECTION_NAME, WEIGHT, DATE_CONNECTED)
#create the graph
LI_graph <- igraph::graph_from_data_frame(
LI_edges,
vertices = vertex_list,
directed = FALSE
)
#Display graph for inspection
LI_graph
## IGRAPH 1ee8934 UN-- 1110 1204 --
## + attr: name (v/c), COMPANY_NAME (v/c), ID (v/n), WEIGHT (e/n),
## | DATE_CONNECTED (e/c)
## + edges from 1ee8934 (vertex names):
## [1] Tanner Poulton --Aaron Daines
## [2] Emily Evett --Aaron Evett
## [3] Logan Hardy --Aaron Friesen
## [4] Ali Smith --Aaron Love
## [5] Nate Chandler --Abbie Luper
## [6] Taylor Anderson--Abby Dautel
## [7] John Linford --Abraham Onyemari
## + ... omitted several edges
#inspect vertices
#V(LI_graph)
#V(LI_graph)$ID
#inspect edges
#E(LI_graph)
library(igraph)
##
## Attaching package: 'igraph'
## The following objects are masked from 'package:lubridate':
##
## %--%, union
## The following objects are masked from 'package:purrr':
##
## compose, simplify
## The following object is masked from 'package:tidyr':
##
## crossing
## The following object is masked from 'package:tibble':
##
## as_data_frame
## The following objects are masked from 'package:dplyr':
##
## as_data_frame, groups, union
## The following objects are masked from 'package:stats':
##
## decompose, spectrum
## The following object is masked from 'package:base':
##
## union
#add degree as vertex attribute
vertex_list$Degree <- igraph::degree(LI_graph)
#create grouping variable for nodes
vertex_list$Group <- ifelse(vertex_list$NAME %in% vertex_list1$NAME,1,0)
#assigning degrees to my nodes
deg <- as.data.frame(degree(LI_graph, mode="all")) |> rename(DEGREE = `degree(LI_graph, mode = "all")`) |> rownames_to_column("NAME")
library(networkD3)
#Prep data for network3 plot
links <- left_join(LI_edges, vertex_list, by = c("CLASSMATE_NAME" = "NAME")) |>
select(CLASSMATE_NAME, CONNECTION_NAME, WEIGHT, ID) |>
rename(CLASSMATE_NAME_ID = ID) |>
mutate(CLASSMATE_NAME_ID = CLASSMATE_NAME_ID -1)
links <- left_join(links, vertex_list, by = c("CONNECTION_NAME" = "NAME")) |>
select(CLASSMATE_NAME, CONNECTION_NAME, CLASSMATE_NAME_ID, ID, WEIGHT) |>
rename(CONNECTION_NAME_ID = ID) |>
mutate(CONNECTION_NAME_ID = CONNECTION_NAME_ID -1)
str(links)
## 'data.frame': 1204 obs. of 5 variables:
## $ CLASSMATE_NAME : chr "Tanner Poulton" "Emily Evett" "Logan Hardy" "Ali Smith" ...
## $ CONNECTION_NAME : chr "Aaron Daines" "Aaron Evett" "Aaron Friesen" "Aaron Love" ...
## $ CLASSMATE_NAME_ID : num 3 4 5 6 7 8 9 10 8 11 ...
## $ CONNECTION_NAME_ID: num 26 27 28 29 12 31 32 33 34 35 ...
## $ WEIGHT : int 3 1 3 3 2 1 3 3 3 2 ...
## - attr(*, "na.action")= 'omit' Named int [1:3276] 801 802 803 804 805 806 807 808 809 810 ...
## ..- attr(*, "names")= chr [1:3276] "801" "802" "803" "804" ...
#define colors for the nodes
#node_colors <- c("1" = "blue", "0" = "red")
library(networkD3)
networkD3::forceNetwork(Links = links,
Nodes = vertex_list,
Source = "CLASSMATE_NAME_ID",
Target = "CONNECTION_NAME_ID",
NodeID = "NAME",
Group = "Group",
Value = "WEIGHT",
Nodesize = "Degree",
linkDistance = JS("function(d){return 1/d.value *100"),
opacity = 1, height = 1000, width = 1000, charge = -7,
zoom = TRUE
)
#PART 2 -- questions with all student data
#Read in and clean up all student shared
setwd("/cloud/project/STRAT 490R - COMPLETE LI NETWORKS")
filelist <- list.files(path = getwd(), pattern = "*.csv")
data_list_full <- lapply(filelist, function(x) {
#read in the file
df <- read.csv(x)
#Add a new column with the source file name
df$SOURCE_FILE <- x
#return modified datafram
return(df)
})
#help inspect input file names
lapply(data_list_full, names)
## [[1]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "SOURCE_FILE"
##
## [[2]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "SOURCE_FILE"
##
## [[3]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "SOURCE_FILE"
##
## [[4]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "SOURCE_FILE"
##
## [[5]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "SOURCE_FILE"
##
## [[6]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "SOURCE_FILE"
##
## [[7]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "SOURCE_FILE"
##
## [[8]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "SOURCE_FILE"
##
## [[9]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "SOURCE_FILE"
##
## [[10]]
## [1] "CLASSMATE_NAME" "CONNECTION_NAME" "COMPANY_NAME" "DATE_CONNECTED"
## [5] "SOURCE_FILE"
##
## [[11]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "SOURCE_FILE"
##
## [[12]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "SOURCE_FILE"
##
## [[13]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "SOURCE_FILE"
##
## [[14]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "SOURCE_FILE"
##
## [[15]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "SOURCE_FILE"
##
## [[16]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "SOURCE_FILE"
##
## [[17]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "SOURCE_FILE"
##
## [[18]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "SOURCE_FILE"
##
## [[19]]
## [1] "First.Name" "Last.Name" "Email.Address" "Company"
## [5] "Position" "Connected.On" "SOURCE_FILE"
str(lapply(data_list_full, names))
## List of 19
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "COMPANY_NAME" "DATE_CONNECTED" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
#Clean the data
data_list_full <- data_list_full[-c(1, 3, 8, 20, 23, 26, 29, 33)]
str(lapply(data_list_full, names))
## List of 16
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:5] "CLASSMATE_NAME" "CONNECTION_NAME" "COMPANY_NAME" "DATE_CONNECTED" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
## $ : chr [1:7] "First.Name" "Last.Name" "Email.Address" "Company" ...
# Combine all files into 1
all_data_full <- do.call(rbind, data_list)
#graph metrics
str(distances(LI_graph, weights = E(LI_graph)$WEIGHT))
## num [1:1110, 1:1110] 0 8 6 6 8 6 5 5 9 11 ...
## - attr(*, "dimnames")=List of 2
## ..$ : chr [1:1110] "Amy Zhang" "Bryson Barney" "Caden Karras" "Tanner Poulton" ...
## ..$ : chr [1:1110] "Amy Zhang" "Bryson Barney" "Caden Karras" "Tanner Poulton" ...
#Number of nodes
vcount(LI_graph)
## [1] 1110
#NUmber of edges
ecount(LI_graph)
## [1] 1204
#Who has the highest degree centrality?
##Robert Rex with 1911 connections
max_connections <-max(vertex_list$Degree)
max_index<- which.max(vertex_list$Degree)
max_name <- vertex_list[max_index, "NAME"]
max_name
## [1] "Harrison James"
second_max_connections <- max(vertex_list$Degree[vertex_list$Degree < max_connections])
second_max_connections
## [1] 54
second_max_name <-vertex_list[vertex_list$Degree ==second_max_connections, "NAME"]
second_max_name
## [1] "Robert Rex"
#What is the size of the largest clique in the class? Who are all the members of the click?
clique_num(LI_graph)
## [1] 3
##3 is largest clique
#How many components exist in the graph? Are there any islands? If there are 1 or more islands, which of your classmates are part of them?
components(LI_graph)
## $membership
## Amy Zhang Bryson Barney
## 1 1
## Caden Karras Tanner Poulton
## 1 1
## Emily Evett Logan Hardy
## 1 1
## Ali Smith Nate Chandler
## 1 1
## Taylor Anderson John Linford
## 1 1
## Madison Bean Landon Ebbert
## 1 1
## Abbie Luper Anne Simonsen
## 1 1
## Harrison James Brandon Wegrowski
## 1 1
## Colton Crocco Clara Cullen
## 1 1
## Robert Rex Ethan Hollis
## 2 3
## Marissa Gerber Pinnock Dustin Nielsen
## 1 1
## Gabrielle Gordon Ying Wang
## 1 1
## Jesse Carlson Al Amin
## 1 1
## Aaron Daines Aaron Evett
## 1 1
## Aaron Friesen Aaron Love
## 1 1
## Abby Dautel Abraham Onyemari
## 1 1
## Abraham De La Cruz Hernandez Ada Daugs
## 1 1
## Adam Bates Adam Benton
## 1 1
## Adam Murray Adam Neumiller
## 1 1
## Adam Nissen Adam Pack
## 1 1
## Adam Power Adam Surette
## 1 1
## Adam Thompson Adam Wright
## 1 1
## Adam Wright Cissp Addison Morris
## 1 1
## Adi Gullia Adia H
## 1 1
## Adylin Wei Aisling Leogue
## 1 1
## Akshaj Jain Alan Rencher
## 2 1
## Alder Nielson Alex Dewey
## 1 1
## Alex Ditto Alex Hansen
## 2 1
## Alex Hanson Alex Johnson
## 1 1
## Alex Kessinger Alex Silva
## 1 1
## Alexandra Chambers Alexis Norden
## 1 1
## Alia Cardwell Alicia Lane
## 1 1
## Allessandra Baker Allison Cook Jones
## 1 1
## Alonso Castaneda Amanda Ray
## 1 1
## Ambrose Bechtel Amelia Watterson
## 1 1
## Ammon Hasson Ammon Lockwood
## 1 3
## Amy Cope Andrea De Santiago
## 1 1
## Andrea Gettys Andrew Broekhuijsen
## 1 1
## Andrew Campbell Ðÿ Andrew Chandler
## 1 1
## Andrew Lund Andrew Rich
## 1 1
## Anika Pal Anjana Patel
## 1 1
## Annmarie Sandridge Anna Beal Cvetko
## 1 1
## Anna Hu Annabella Folino
## 1 1
## Annabelle Peterson Annie Gold
## 1 1
## Anthony Coombs Ariel Christie
## 1 1
## Arthur Moore Ashlan Gruwell
## 3 1
## Ashlee Chatterton Taylor Ashlee Ericson
## 1 1
## Ashleigh Wilson Ashley Avery
## 1 1
## Ashley Best Ashley Burt Warner
## 1 1
## Ashley Pun Eveson Ashley Tousley
## 1 1
## Ashley Vongphakdy Aubrey Warren
## 1 1
## Audrey Booher Austen George
## 1 1
## Austin Bailey Austin Berg
## 1 1
## Austin Kattenhorn Avery Dustin
## 1 3
## Avery Vogelzang Baerett Nelson
## 1 1
## Bailey Doman Barbara Tuckett
## 1 1
## Baxter Oliphant Becca Bettinger
## 1 1
## Ben Craythorne Ben Doyle
## 1 3
## Ben Fankhauser Ben Heckler
## 1 1
## Ben Hirschi Ben Iverson
## 1 1
## Ben Sokhansanj Benjamin Broce
## 1 1
## Benjamin Kloepfer Benjamin Mullen
## 1 1
## Benjamin Orr Benjamin Sierra
## 1 1
## Benjamin Vabner Benjamin Williams
## 2 1
## Bennett Brinton Bethany Bahr
## 1 1
## Bethany Poore Bette Benson
## 1 1
## Bianca Favela Blake Lawson
## 1 1
## Blake Tingey Brad Westover
## 1 1
## Braden Hougaard Braden Kartchner
## 1 1
## Braden Meyers Braden Ritchie
## 1 1
## Braden Whitaker Bradley Hunt
## 1 1
## Brady Cole Brady Davis
## 3 1
## Brady Patterson Brady Ulloa
## 1 1
## Brandon Erik Jacobsen Brandon Hunt
## 1 1
## Brandon Somsen Brandon Vinh Lê
## 1 1
## Brant S Johnson Breanna Johnson
## 1 1
## Breanna Newman Brec Jorgensen
## 2 1
## Brenna Doyle Brent Dorff Eit
## 1 1
## Brent Stastny Brett Peterson
## 1 1
## Brett R Scorse Brian Busco
## 1 1
## Brian Davis Brian Thorpe
## 1 1
## Brianna Aguilera Bridgette Weng
## 1 1
## Brinley Miller Briton Demars
## 1 1
## Brittney Carlson Brittney Conger Anderson
## 1 1
## Brock Stuart Brookston Jeppson
## 2 1
## Bruce Hall Bruce Hansen
## 1 1
## Bryant Yang Bryce Ericson
## 1 1
## Bryce Spere Mba Bryson Choque
## 1 1
## Bryson Henderson Buster Mendenhall
## 1 1
## Cade Biegel Cade Telford
## 1 1
## Cade Wilson Caden Daniels
## 1 1
## Caden Preece Cailey Lloyd Hohman
## 1 1
## Cairo Murphy Cairo Murphy Ðÿ ª
## 1 1
## Caitlyn Costley Mba Caleb Booth
## 1 3
## Caleb Hanssen Caleb Hefner
## 1 1
## Caleb Horton Caleb Smith
## 1 1
## Caleb Workinger Cam Hogan
## 1 1
## Camden Carter Cameron Archibald
## 1 1
## Cameron Breinholt Cameron Pike
## 1 1
## Cameron Schwab Cameron Tippetts
## 1 1
## Cameron Walker Cameron Youngblood
## 1 2
## Camille Hill Campbell Allen
## 1 1
## Canyon Atwood Carlie Miner Jackson
## 1 1
## Carlos Lahrssen Carolee Marie Cutler Peck
## 3 1
## Caroline Crane Carolyn Allen
## 1 3
## Carson Dover Carson Snell
## 1 1
## Carson Walker Carter Ferguson
## 1 1
## Carter Fritz Carter Norton
## 1 1
## Carter Ottley Cassandra Brown
## 1 1
## Cassidy Hullinger Cayla Findlay
## 1 3
## Celina Oliver Chad Nelson
## 1 1
## Chad Williams Charlie Coddington
## 3 1
## Charlie Miller Charlize Melendez
## 1 1
## Chase Haltom Chase J Fowers
## 1 1
## Chase Simonsen Chery Yang
## 1 2
## Chino Ubah Chris Beckman
## 2 1
## Chris Hronek Chris Snyder Mba Phd
## 3 1
## Christian Clegg Christian Hair
## 3 1
## Christian Rasmussen Christina Rozsa
## 1 1
## Christopher Han Christopher Kearl
## 1 1
## Christopher Keneipp Christopher Loumeau Mha
## 1 1
## Christopher Monson Christopher Pierce
## 3 1
## Ciara Galbraith Cindy Sidwell
## 1 1
## Clara Cowart Clare Francis
## 1 1
## Clark Stringfellow Claudia Soto Saavedra
## 1 1
## Clayton Varvel Clorisa Gagnon Griffiths
## 3 1
## Coby Christenson Cody Larimer
## 1 1
## Cody Lee Cody Roskelley Mba
## 1 1
## Colby Warner Cole Farnsworth
## 1 1
## Cole Shirley Colette Grogan
## 1 1
## Colin Hughes Collin Jacobsen
## 1 1
## Coltin Romney Colton Anderson
## 1 1
## Conner Campbell Conner Monson
## 1 1
## Conner Peterson Connor Grant
## 1 1
## Connor Sexton Cory Anderson
## 1 1
## Cory Anderson Ðÿœ Cory Leonard
## 1 1
## Courtney Oleson Cragun Liston
## 1 1
## Cristian Pesci Curtis Laclaire
## 1 1
## Curtis Venn Dallen Thomas
## 1 1
## Dallin Bleak Dallin Burningham
## 1 1
## Dallin Funk Dallin Johansen
## 1 1
## Dallin Squires Dallin Stagg
## 1 1
## Dalyn L Baldwin Dan Oakes
## 1 1
## Dan Ockey Daniel Allred
## 1 1
## Daniel Bell Daniel Brilliant
## 1 3
## Daniel Harper Daniel Lacey
## 1 1
## Daniel Rangel Danny Damron
## 1 1
## Danny Dudley Darryl Hughes
## 1 1
## Dave Smiles Smiley Dave Crenshaw
## 1 1
## Dave Laxman David Clove
## 1 1
## David Durnell David Kolle
## 3 1
## David Pinnock David Voci
## 1 1
## Dawson Grow Dax Waterfall
## 1 1
## Debbie Bryce Denise Han Jimenez
## 1 1
## Derek Beus Derrick Hibbard
## 3 1
## Desmond Jeffery Devyn Brackett
## 1 3
## Dhruv Soni Dildora Farhatova
## 1 1
## Dillon Ostlund Dillon Selee
## 1 1
## Dimakatso Mazibuko Aga Sa Acma Cgma Diovannie Rostkowski
## 1 1
## Dipesh Ghimire Don Mcdougal
## 1 1
## Donghyun Kim Donovan Blankley
## 1 1
## Donovan Chin Doug Sharp
## 1 3
## Dr Javnyuy Joybert Drew Barber
## 2 1
## Dwight Sproul Dylan B Allen
## 1 1
## Dylan Jack E Blake Boberg
## 1 1
## Emily Jensen Easton Roberts
## 1 1
## Easton Young Edgar Columna
## 1 1
## Egypt Byrd Akuoko Elaina Lundquist
## 2 1
## Elaina Yeager Elayne Abarca
## 1 1
## Eleanor Snow Eli Brown
## 1 1
## Elias G Malone Elijah Allen
## 1 1
## Elijah Growcock Eliot Jacobsen
## 1 1
## Eliza Clarke Johnson Elizabeth Clive
## 1 1
## Elizabeth Giese Elizabeth Haws
## 1 1
## Elizabeth Nguyen Elizabeth Ostler
## 1 2
## Ella Nanto Ella Wright
## 1 1
## Ellie Ward Emicris Crispin Ortiz
## 1 2
## Emily Callens Emily Clinger
## 1 1
## Emily Gottfredson Emily Reyes
## 1 1
## Emilynn Jarvis Bleazard Emma Carpenter
## 1 1
## Emma Cummings Emma Hood
## 1 1
## Emma N Antonucci Emma Proudfit
## 1 1
## Emma Swenson Campbell Enzo Petelo
## 1 1
## Eric Alsop Eric Conover
## 1 1
## Eric Danielson Eric Eide
## 1 1
## Eric Riddoch Erik Hobson
## 1 1
## Erika Mahterian Ethan Chan
## 1 1
## Ethan Evarts Ethan Meldrum
## 1 1
## Ethan Strong Ethan Thach
## 1 1
## Ethan West Evan Hancock
## 1 1
## Evan Marshman Evan White
## 3 1
## Evie Larson Ezekiel Peters
## 1 1
## Fatemeh Firouzi Fernanda Sayavedra
## 1 1
## Fernando Aron Frank Bonnin Msom
## 1 1
## Franz Ari Froehlich Fred Vallejos
## 1 1
## Fritz Carl Morlant G Chase Streuling
## 1 1
## Gabriel San Martin Gabrielle Benamu
## 1 2
## Gare Goldney Garrett Sackley
## 1 1
## Gary Hansen Gavin Ellsworth
## 1 1
## Gavin Thornburg George Fleet
## 1 1
## George Kurtyka Ghasak Dabbach
## 3 1
## Gillian Bramley Gina Maret
## 1 1
## Ginnette Wood Gloria Sanchez
## 1 1
## Graham Lutz Grant Baldwin
## 1 1
## Grant Madsen Greg Anderson
## 1 1
## Greyson Quigley Gustavo Ferreira
## 1 1
## Hailey Politano Haley Staten
## 1 1
## Haley Yamane Melhart Hannah Adamson
## 1 1
## Hannah Anderson Hannah Harris
## 2 1
## Hannah Koford Adams Hannah Southwick
## 2 1
## Hannah Tavenner Hannah Watkins
## 1 1
## Hans Harrison Harold Saavedra
## 1 1
## Harrison Dahl Harshada Pol
## 1 2
## Hawkin Saeger Hayden Call
## 1 1
## Hayden Packard Hayley Wightman
## 1 1
## Heath Hartley Heather Hill
## 1 1
## Heidi Zeschmann Henry Cho
## 1 1
## Holden Ward Hollyann Ovard
## 1 1
## Humberto Alba Hunter King
## 1 2
## Hunter Shriber Ian Briggs
## 1 1
## Ian Oldroyd Igor Paul
## 1 1
## Ihemadu Ngozi Anita Isaac Arnott
## 1 1
## Isaac Corcoran Isaac Pendleton
## 1 1
## Isaac Smith Isabella Wright
## 1 1
## Ivy Hansen J H Caldwell
## 1 1
## J Samuel Lucas J J Litster
## 1 1
## Jp Lefgren Jt Gardner
## 2 1
## Jace Johnny Jace Kandare
## 1 1
## Jackson Lewis Jackson Tobler
## 1 1
## Jackson Washburn Jacob Wright
## 1 1
## Jacob Allen Jacob Atkinson
## 1 1
## Jacob Bennett Jacob Donaldson
## 3 1
## Jacob Gao Jacob Goetz
## 1 1
## Jacob Hadley Jacob Lee
## 1 3
## Jacob Marx Jacob Montiel Bravo
## 1 1
## Jacob Olsen Jacob Poor
## 1 1
## Jacob V English Üôå Üèω Jacob Vandergriff
## 1 1
## Jacob White Jacqueline Kanyuck
## 1 1
## Jaden Forde Jadyn Blair
## 1 1
## Jai Naik Jake Anderson
## 1 1
## Jake Benson Jake Epperson
## 1 1
## Jake Hollingsworth Jake Jones
## 1 1
## Jake Scorse Jake Taylor
## 1 1
## Jake Wagner James Graf
## 1 1
## James Pyeatt James Russell
## 1 3
## James Wang Jane Robinson
## 1 1
## Janessa Henry Janica Horner
## 1 1
## Jared Bare Jared Dyer
## 1 1
## Jared Foote Jared Langford
## 1 1
## Jared Pace Jared Paxton
## 1 1
## Jared Rohatinsky Jaron Hoani King
## 1 1
## Jason Burningham Jason Mcdonald
## 1 1
## Jason Watson Jason Whiteley
## 1 1
## Jaxson Myers Jay Cotto
## 1 1
## Jeff Bean Jeff Handy
## 1 1
## Jen Almond Jenna Eagleson
## 1 1
## Jenna Habel Jenna Palacios
## 1 1
## Jennifer Hooper Jennifer Miller Wolf
## 1 3
## Jeremy Remer Jeremy Whitaker
## 1 1
## Jesse Mitchell Jessica Church
## 1 1
## Jessica Matheson Jessica Maughan
## 1 1
## Jessica Molinaro Jesus Mata
## 2 1
## Jialing Lu Jill Knapp
## 1 1
## Jim Nordquist P E Jinhee Nelson
## 1 1
## Joanna Huang Jocelyn Turley
## 1 1
## Jodie Chapman Joe Frederickson
## 1 1
## Joe Price Joel Jones
## 1 1
## John Hansen John Strasser
## 1 1
## John Venetos Johnny Paulsen
## 1 1
## Jonathan Barlow Jonathan D Holbrook
## 1 1
## Jonathan Rollins Jonathan Staheli
## 1 1
## Jordan Buxton Jordan Holzer
## 1 1
## Jordan Riches Jordan Stuart
## 1 1
## Jordan Wheeler Jorge Zamudio Bermejo
## 1 1
## Jose Perez R Joseph A Endoso
## 2 3
## Joseph Baldwin Joseph Dicke
## 1 1
## Joseph Martin Joseph Mccammon
## 1 1
## Joseph Paris Joseph Ratliff
## 1 1
## Joseph S Hsu Joseph Wood
## 1 1
## Josh Buss Josh Potter
## 2 1
## Josh Sanders Joshua Ebbert
## 1 1
## Joshua Housley 侯宏希 Joshua Lee
## 1 1
## Joshua Llewellyn Joshua Nordfelt
## 1 1
## Joshua Palmer Joshua Peters
## 1 1
## Joshua Spackman Joshua Sudekum
## 1 1
## Joslyn Orgill Jung Chen
## 3 1
## Junior Baker Justin Crandall
## 1 1
## Justin Witt Mba Justin Wright
## 1 1
## Justis Brown Kc Tyler
## 1 1
## Kabir Rajput Kacy Faulconer
## 1 1
## Kaden Sego Kadian Bogle
## 1 2
## Kadie Zhang Kaitlin Pehrson
## 1 1
## Kaitlin Talbot Kaitlyn Hill
## 1 1
## Kaley Carver Kami Dixon
## 1 1
## Kamryn Passey Kanae Lee
## 1 2
## Kanui Peck Kara Albrecht
## 1 1
## Karani Namunyu Karl Mcmullin
## 1 1
## Karthik Vempati Kate Opager
## 1 1
## Katelyn Aldridge Katelyn Cranney
## 1 1
## Katelyn Nelson Katerina Gasset
## 1 1
## Katherine Miller Kathryn Hatfield
## 1 1
## Kathy Keeter Kathy Varol
## 1 1
## Katie George Katie King
## 1 1
## Katie Rigby Katrina Nieveen Cpa
## 1 1
## Kaye Peterson Keanna Nabrotzky
## 1 1
## Keith Allred Keller Atwood
## 1 1
## Kelly Nielsen Kelsey Eyre
## 1 1
## Kenny Nhan Kent Clay
## 1 1
## Kent Koster Kenzie Jorgensen
## 1 1
## Kevin Gutierrez Kevin Rusell Tröll
## 1 1
## Kevin Tr Ll Kim Mcreynolds
## 1 1
## Kimberly Kiepek Kohlton Bingham
## 1 1
## Konnor Kah Kristi Twedt Bfaâ
## 1 1
## Kurt Barton Cfa Kyle Brockbank
## 2 1
## Kyle Campbell Kyle Christensen
## 1 1
## Kyle Ham Kyle Longhurst
## 3 1
## Kyle Waters Kyle Webster
## 1 1
## Kyle Welch Kylie Clark
## 1 1
## Kylie Seymour Kyra Eccles
## 1 1
## Lacy Bollinger Brown Pmp Lambert Guo Cpa Mba
## 1 2
## Lance Bunch Landen Birch
## 1 1
## Landon Maxfield Landon Wray
## 1 1
## Lars Lefgren Lauren Allen Warner
## 2 1
## Lauren Ollinger Lauren Roberts
## 1 1
## Layne Larson Lee Youngblood
## 1 3
## Leighton Bayola Lena Arustamyan
## 1 1
## Leo Liang Leonard Cox
## 2 1
## Lexis Pearson Liberty Mcconkie
## 1 1
## Liessa Rothwell Liliana Stephenson
## 1 2
## Lillie Heath Lincoln Teichert
## 1 1
## Lindsay Bennion Lindsey Bliss
## 1 1
## Linnea Scott Linnea Waite
## 3 1
## Liv Johansen Liz Mcguire
## 1 1
## Logan Cherrington Logan Gibbons
## 2 1
## Logan Jones Logan Kochevar
## 3 1
## Logan Mackay Logan Roche
## 1 1
## Logan Sackley Logan Shaw
## 1 1
## Lucia Turner Lucy Deweese
## 1 3
## Luke Collett Luke Jowers
## 1 2
## Luke Myer Luke Wilson
## 1 1
## Luone Ingram Luz Lara
## 1 1
## Lynden Whitaker Lynelle Klein
## 1 1
## Lynsey Mella Macie Edwards
## 1 1
## Macie Stratton Mack Damavandi
## 1 3
## Mackinzie Hamilton Macy Dial
## 1 1
## Macy Gomez Madeline Black
## 1 2
## Madeline Butler Madeline Giar
## 1 1
## Madeline Walton Buchanan Madelyn Jacobsen
## 1 1
## Madison Edwards Madison Rasmussen
## 1 1
## Madison Stanley Majerle Morgan
## 1 1
## Makenzie Shaw Malerie Campbell
## 1 1
## Marcus Labar Maren Ferris
## 1 1
## Margaret Bannon Marisa Davila
## 1 1
## Mark Ball Mark Chamberlain
## 1 1
## Mark Guttropf Mark Hansen
## 3 1
## Mark Keith Mark Packer
## 1 1
## Mark Smith Mark Thomas Watson
## 1 3
## Mark Vogt Martin Mumford
## 1 1
## Mary Ebbert Mary Muhlestein
## 1 1
## Mason Dahl Mason Hull
## 1 1
## Mathew Ahlstrom Matt Benson
## 1 1
## Matt Busi Matt Drohan
## 1 1
## Matt Gee Matt Goulding
## 1 1
## Matt Gray Matt Killingsworth
## 1 1
## Matt Olsen Matt Peery
## 3 1
## Matthew Forsyth Matthew Gauldin
## 1 1
## Matthew Godfrey Matthew Hunter
## 2 1
## Matthew Mazankowski Matthew O Leavitt Jr
## 1 2
## Matthew Walker Maurik Dippel
## 2 1
## Max Blumberg Max Larsen
## 1 1
## Maximillian Tollestrup Mckay Bryson
## 1 2
## Mckay Kelly Mckay Moulton
## 2 1
## Mckay Shumway Mckell Jorgensen Wells
## 2 3
## Mckell Mcintyre Mckenna Davis
## 1 1
## Mckinley Ball Meg Roberts
## 1 1
## Megan Baird Megan Cann
## 1 1
## Megan Escandor Megan Hall
## 1 1
## Megan Roper Westover Mba Meghan Burns Wilcox
## 1 1
## Merrick Ryman Micah Harps
## 1 1
## Micah Morefield Michael Piscione
## 1 1
## Michael Arena Michael Ashton
## 1 1
## Michael Flores Michael Gibbs
## 1 1
## Michael Jenkins Michael Niemann
## 1 1
## Michael Ramirez Michael Shin
## 1 1
## Michael Young Michael Zickella
## 1 1
## Michaela Udlock Michelle Renee Hoppe
## 1 1
## Michelle S Davis Michelle Yi
## 3 1
## Mikaela Haggan Mikaela Seale
## 1 2
## Mike Latimer Mike Mella
## 1 1
## Miles Hayden Millie Bryan
## 1 1
## Minhoru Cotache Leon Miranda Williams Ma
## 1 1
## Mitch Bellon Mitch Horne
## 1 1
## Mitchell Blanc Mollie Mabry
## 1 1
## Molly Lynch Molly Rawlins
## 1 1
## Mont Toronto Morgan Clark
## 1 1
## Morgan Lanham Morgan Rushforth
## 1 1
## Moses Lotulelei Mrinalini Garg
## 1 1
## Nabila Kabir Nassim Qo
## 3 1
## Natalie Andrus Natalie Brown
## 1 2
## Natalie Kearl Natasha D Hulst
## 1 1
## Nate Akers Nathan Victor
## 1 1
## Nathan Anderson Nathan Baker
## 1 1
## Nathan Harker Nathan Jones
## 3 1
## Nathan Read Nathaniel Neubert
## 1 3
## Nathaniel Poppe Nathaniel Silva
## 1 1
## Nd Ngoka Necia Ching
## 1 3
## Nels Holmgren Nelson Spolmann
## 1 1
## Nicholas Burrup Nicholas C Burns
## 1 1
## Nicholas Clearwater Nicholas Harrison
## 1 1
## Nicholas Jernigan Nicholas Reis
## 1 1
## Nicholas Vaillancourt Nick Linares
## 3 1
## Nick Siddoway Nickolay Gonzalez
## 1 3
## Nicole Earnshaw Nicole Jackson
## 1 1
## Noah Johnson Noah Pack
## 1 1
## Noelia Root Nolan Karras
## 1 1
## Nompumelelo Ngenzeni Ntshangase Oakley Miller
## 1 1
## Olivia Clark Olivia Morgan
## 1 1
## Olivia Pesci Olivia Wallgren
## 1 1
## Omkar Nawlakhe Owen Hansen
## 1 3
## Owen Laurie Owen Spencer Lunt
## 1 1
## Pahoran Bejar Pam Wilcox
## 1 3
## Paola Bayly Paola Garcia
## 2 1
## Parker Judd Parker Robbins
## 1 1
## Parvathy R Pascal Zacherl
## 1 1
## Patrick Myaz Patti Cook Mpc
## 1 2
## Paul Hardcastle Paul Jay Niedfeldt Cpa Cma
## 1 1
## Paul Miller Paul Underwood
## 1 1
## Perrin Gerber Perry Giles
## 1 1
## Peter Gardiner Peter Giles
## 1 1
## Porter Thomas Preston Mitchell
## 1 1
## Promise Joemy Punitha Maria Leela Z
## 1 1
## Pushpa Veni Manti Quintin Barnes
## 1 3
## Rachel Hall Rachel Akana
## 1 2
## Rachel Le Rachel Ma
## 1 1
## Rachel Perry Rachel Schumacher
## 1 1
## Rachel Wasden Rachel Yaworsky
## 1 1
## Randall Cardinal Raul Federico Camé
## 1 1
## Reagan Siggard Rebecca Blazzard Reese
## 1 1
## Rebecca Cardon Rebecca Leifer
## 1 1
## Rebecca Whetten Rebecca Winkel
## 1 1
## Rebekah Heath Rebekah Reno Winters
## 1 1
## Rebekkah Good Reid Grawe
## 1 1
## Rhett Ray Rhianna Baggs
## 1 1
## Rich Uhl Richard Fawcett
## 1 1
## Richard Schlect Rick Patterson
## 1 1
## Rick Walker Riley Court
## 1 1
## Riley Freese Roane Noel
## 1 1
## Rob Storey Robert Stevens
## 1 1
## Ross Lee Roya Ayati
## 1 1
## Rushton Hiltbrand Russell Andrews
## 1 1
## Ryan Anderson Ryan Call
## 1 1
## Ryan Frisch Ryan Hawkins
## 1 1
## Ryan Kane Ryan Larsen
## 1 1
## Ryan Marvel Ryan Mortensen
## 1 3
## Ryan Parco Ryan Steggell
## 1 1
## Ryan Tucker Ryan Woodfield
## 1 1
## Ryker Brian Sai Maddali
## 1 2
## Saige Smith Salim Kumati Ma Mba
## 1 2
## Sam Baxley Sam Gustafson
## 1 1
## Sam Lawrence Sam Roberts
## 1 1
## Sam Weaver Samantha B
## 1 1
## Samantha Diaz Samantha Prettyman
## 1 1
## Samantha Sargent Andersen Samuel Sorensen
## 1 2
## Sandro Morales Sara Marium
## 1 1
## Sarah Hirschi Pearce Sarah Bowen
## 1 1
## Sarah Chandler Sarah Lyman
## 1 1
## Sarah Rumpsa Sarah Zou
## 1 1
## Savana Lee Savannah Johnston
## 1 1
## Savannah Olsen Scarlett Hoffmann Cpa Cfe
## 1 1
## Scott Anderson Scott Bush
## 1 1
## Scott Murff Scott Nielsen
## 1 1
## Scott Webb Sean Crow
## 1 1
## Sean Grimm Sean Kang Mba
## 1 1
## Sean Robinson Sean T Allred
## 1 1
## Sejal K Parmar Sera Ruben
## 2 1
## Seth Bailey Seth Doyle
## 1 1
## Seth Waite Seungyeol Baek
## 1 1
## Shaan Patel Shane James
## 2 1
## Shannon Babb Shannon Murray
## 1 1
## Shauna Zollinger Shawn Richards
## 1 1
## Shawna Gygi Shayna Oh
## 1 1
## Shivam Dhakate Shreya Patel
## 1 1
## Shruti Choubey Shuki Cooper Harris
## 1 1
## Siddartth Muthuswamy Kumar Silvano Romero
## 1 1
## Skyler Johnson Skyler S Woolf
## 1 1
## Sofia Gerra Solomon A Berry
## 1 1
## Spencer Andersen Spencer Brasher
## 1 1
## Spencer Cheng Spencer Erickson
## 1 1
## Spencer Ford Spencer Fund
## 1 1
## Spencer Harrison Spencer Hilton
## 1 1
## Spencer Ligon Spencer Millett
## 1 1
## Spencer Thompson Spencer Walgren
## 1 3
## Stacey Walker Staci Smith
## 1 1
## Stacy Cheney Stan Gordon
## 1 1
## Statler Smith Stefanie Burton
## 1 1
## Stephanie Johnson Stephanie Nay
## 1 1
## Stephen Browne Stephen Lenker
## 1 1
## Stephen Sorensen Steve Starks
## 1 1
## Steven Alexander Steven Brown
## 1 1
## Steven Cook Steven Fletcher
## 1 1
## Stockton Williams Suraj Kumar
## 1 2
## Suryaveer Singh Ranawat Sydney Sexton
## 1 1
## Sydney Southwick Sydney Zenger Broadbent
## 1 1
## Sylvia Grow Sylvia Wei
## 1 1
## Taeyang Kim Tailer Justin Nguyen
## 1 1
## Tait Newbold Talon Watson
## 1 1
## Tamara K Anderson Tanner Sexton
## 1 1
## Tanner Child Tanner Faragher
## 1 1
## Tanner Glazier Tanner Hill
## 1 1
## Tanner Mouritsen Tanner Park
## 1 1
## Tanner Pomeroy Tansy Hale
## 1 1
## Tanya Hill Tara Spalding
## 1 1
## Tayler Wilson Taylor Bell
## 1 1
## Taylor Issertell Cpa Taylor Nordquist P E
## 1 1
## Taylor Petersen Carr Taylor Roby
## 1 1
## Taylor Sabin Taylor Wells
## 1 1
## Ted Gilbert Teralyn Whipple
## 1 1
## Terrance Smith Terry Worley
## 1 1
## Thomas Blackwelder Thomas Crofts
## 1 1
## Thomas Goodwin Thomas Moreno
## 1 1
## Thomas Stevenson Tim Palmer
## 1 1
## Timothy Loveridge Toby Tilford
## 1 1
## Todd Coley Todd Miller
## 1 1
## Tom Atkinson Tom Grundy
## 1 1
## Tom Meservy Tom Meyerer
## 1 1
## Tom Wheeler Tony Ahlstrom
## 3 1
## Tracy Smith Van Pelt Travis Bruyere
## 1 1
## Travis Geddes Travis Nay
## 1 1
## Trentan Pecorelli Trevor Lloyd
## 1 1
## Trevor Shumway Trixie Judd
## 1 1
## Ty Empey Ty R Brady
## 2 1
## Tyler Harris Tyler Hayward
## 1 2
## Tyler Kellis Tyler Perkins
## 1 1
## Tyler Sheffield Tyler Staten
## 1 1
## Tyler Waltman Tyler Ward
## 1 1
## Tyreen Taylor Tyson Lindquist
## 1 1
## Van To Vanessa Aparicio
## 1 2
## Varden Hadfield Verginia Duran Msc Pmp
## 1 1
## Vicky Susana Pernia Cardona Victor Bryson
## 1 1
## Victoria Lopez Vijay Hirudayanathan
## 2 1
## Vivian Vo Wes Brooks
## 1 1
## Whitney Soonae Johnson Will Hainsworth
## 1 2
## William Jenkins William Taylor
## 1 1
## William Thomas Woodson Parker
## 1 1
## Wyatt Johnson Wyatt Thacker
## 1 1
## Xander Haack Xiao Ling
## 1 1
## Yugandhar Jangale Yuta Nagano
## 1 1
## Yuze Dong Zac Anderson
## 1 1
## Zac Smith Mba Zach Melson
## 2 1
## Zachary Barton Zachary Bassett
## 1 1
## Zachary Higley Zachary Holland
## 1 1
## Zachary Sterling Zack Jolie
## 1 1
## Zain Parekh Pmp Zane Openshaw
## 1 1
## Zelle Harris Cook Zoey Wardrobe
## 1 1
## Olivia Lampros Scott Jaffa
## 1 1
##
## $csize
## [1] 1004 55 51
##
## $no
## [1] 3
##1004 components? not sure how to read this
#What is the edge density of the graph? Is this a dense or a sparse graph?
edge_density(LI_graph)
## [1] 0.001956149
## Edge density is 0.001956149 -- very sparse graph
#What 5 students in the class have the highest Closeness centrality?
#
library(tidyverse)
LI_tidy <- igraph::simplify(LI_graph) |>
tidygraph::as_tbl_graph()
install.packages("kableExtra")
## Installing package into '/cloud/lib/x86_64-pc-linux-gnu-library/4.2'
## (as 'lib' is unspecified)
library(kableExtra)
##
## Attaching package: 'kableExtra'
## The following object is masked from 'package:dplyr':
##
## group_rows
c_vals <-
LI_tidy |>
dplyr::rename(NODE = name) |>
dplyr:: mutate(
DEGREE_CENT = tidygraph::centrality_degree(),
BTWN_CENT = tidygraph::centrality_betweenness(),
CLOSE_CENT = tidygraph::centrality_closeness()
) |>
kbl() |>
kable_minimal()
## Warning: There was 1 warning in `mutate()`.
## ℹ In argument: `BTWN_CENT = tidygraph::centrality_betweenness()`.
## Caused by warning in `betweenness()`:
## ! 'nobigint' is deprecated since igraph 1.3 and will be removed in igraph 1.4
c_vals
|
NODE
|
COMPANY_NAME
|
ID
|
DEGREE_CENT
|
BTWN_CENT
|
CLOSE_CENT
|
|
Amy Zhang
|
BYU STRAT 490R
|
1
|
50
|
44619.230
|
0.0002052
|
|
Bryson Barney
|
BYU STRAT 490R
|
2
|
50
|
51523.231
|
0.0002290
|
|
Caden Karras
|
BYU STRAT 490R
|
3
|
50
|
45466.260
|
0.0002306
|
|
Tanner Poulton
|
BYU STRAT 490R
|
4
|
51
|
79939.099
|
0.0002157
|
|
Emily Evett
|
BYU STRAT 490R
|
5
|
50
|
43415.409
|
0.0002354
|
|
Logan Hardy
|
BYU STRAT 490R
|
6
|
51
|
61649.185
|
0.0002440
|
|
Ali Smith
|
BYU STRAT 490R
|
7
|
50
|
136053.640
|
0.0002491
|
|
Nate Chandler
|
BYU STRAT 490R
|
8
|
50
|
81689.043
|
0.0002583
|
|
Taylor Anderson
|
BYU STRAT 490R
|
9
|
50
|
47445.000
|
0.0001747
|
|
John Linford
|
BYU STRAT 490R
|
10
|
50
|
47445.000
|
0.0001747
|
|
Madison Bean
|
BYU STRAT 490R
|
11
|
50
|
47922.000
|
0.0001881
|
|
Landon Ebbert
|
BYU STRAT 490R
|
12
|
50
|
46481.833
|
0.0002126
|
|
Abbie Luper
|
BYU STRAT 490R
|
13
|
51
|
54498.048
|
0.0002434
|
|
Anne Simonsen
|
BYU STRAT 490R
|
14
|
50
|
52081.778
|
0.0001751
|
|
Harrison James
|
BYU STRAT 490R
|
15
|
51
|
160386.372
|
0.0002849
|
|
Brandon Wegrowski
|
BYU STRAT 490R
|
16
|
50
|
53152.217
|
0.0002072
|
|
Colton Crocco
|
BYU STRAT 490R
|
17
|
50
|
76762.446
|
0.0002503
|
|
Clara Cullen
|
BYU STRAT 490R
|
18
|
50
|
47922.000
|
0.0001838
|
|
Robert Rex
|
BYU STRAT 490R
|
19
|
54
|
1431.000
|
0.0185185
|
|
Ethan Hollis
|
BYU STRAT 490R
|
20
|
50
|
1225.000
|
0.0200000
|
|
Marissa Gerber Pinnock
|
BYU STRAT 490R
|
21
|
51
|
111783.116
|
0.0002204
|
|
Dustin Nielsen
|
BYU STRAT 490R
|
22
|
50
|
99092.428
|
0.0002654
|
|
Gabrielle Gordon
|
BYU STRAT 490R
|
23
|
50
|
60235.795
|
0.0002513
|
|
Ying Wang
|
|
24
|
1
|
0.000
|
0.0001702
|
|
Jesse Carlson
|
Harris
|
25
|
1
|
0.000
|
0.0001863
|
|
Al Amin
|
Tangail Residential Cadet Academy
|
26
|
1
|
0.000
|
0.0001873
|
|
Aaron Daines
|
Corient Capital Partners
|
27
|
1
|
0.000
|
0.0001773
|
|
Aaron Evett
|
Divvy
|
28
|
1
|
0.000
|
0.0001905
|
|
Aaron Friesen
|
Garmin
|
29
|
1
|
0.000
|
0.0001961
|
|
Aaron Love
|
CircusTrix
|
30
|
1
|
0.000
|
0.0001993
|
|
Abby Dautel
|
VPTax, Inc.
|
32
|
1
|
0.000
|
0.0001487
|
|
Abraham Onyemari
|
EduPower Skills Academy
|
33
|
1
|
0.000
|
0.0001487
|
|
Abraham De La Cruz Hernandez
|
SHPE
|
34
|
1
|
0.000
|
0.0001583
|
|
Ada Daugs
|
Cold Stone Creamery
|
35
|
1
|
0.000
|
0.0001487
|
|
Adam Bates
|
Brigham Young University
|
36
|
1
|
0.000
|
0.0001753
|
|
Adam Benton
|
Stellar Senior Living
|
37
|
1
|
0.000
|
0.0001873
|
|
Adam Murray
|
Brigham Young University
|
38
|
1
|
0.000
|
0.0001702
|
|
Adam Neumiller
|
Amazon Web Services (AWS)
|
39
|
2
|
2741.093
|
0.0002157
|
|
Adam Nissen
|
SolutionStream
|
40
|
1
|
0.000
|
0.0001490
|
|
Adam Pack
|
Little Giant Ladder Systems
|
41
|
1
|
0.000
|
0.0001487
|
|
Adam Power
|
|
42
|
1
|
0.000
|
0.0001753
|
|
Adam Surette
|
Marwood International Inc.
|
43
|
1
|
0.000
|
0.0002216
|
|
Adam Thompson
|
Reddit, Inc.
|
44
|
1
|
0.000
|
0.0002052
|
|
Adam Wright
|
Wright Esthetics
|
45
|
2
|
35704.911
|
0.0002345
|
|
Adam Wright Cissp
|
EY
|
46
|
1
|
0.000
|
0.0001702
|
|
Addison Morris
|
Brigham Young University
|
47
|
1
|
0.000
|
0.0001753
|
|
Adi Gullia
|
Grace & Stella Inc.
|
48
|
1
|
0.000
|
0.0002001
|
|
Adia H
|
Wasatch Behavioral Health
|
49
|
1
|
0.000
|
0.0001552
|
|
Adylin Wei
|
Deloitte
|
50
|
1
|
0.000
|
0.0002001
|
|
Aisling Leogue
|
Ivy Creek School - Piedmont Regional Education Program
|
51
|
1
|
0.000
|
0.0002216
|
|
Akshaj Jain
|
Stealth
|
52
|
1
|
0.000
|
0.0093458
|
|
Alan Rencher
|
Henry Schein One
|
53
|
1
|
0.000
|
0.0001905
|
|
Alder Nielson
|
Aptive Environmental
|
54
|
1
|
0.000
|
0.0001487
|
|
Alex Dewey
|
Morgan Stanley
|
55
|
1
|
0.000
|
0.0002216
|
|
Alex Ditto
|
PROFi - The Professional Financial Company
|
56
|
1
|
0.000
|
0.0093458
|
|
Alex Hansen
|
Brigham Young University
|
57
|
1
|
0.000
|
0.0001957
|
|
Alex Hanson
|
HUB International Northwest, LLC
|
58
|
1
|
0.000
|
0.0001993
|
|
Alex Johnson
|
Dell Technologies
|
59
|
1
|
0.000
|
0.0001716
|
|
Alex Kessinger
|
Smarty
|
60
|
1
|
0.000
|
0.0002052
|
|
Alex Silva
|
S&W Electrical Contractors, Inc.
|
61
|
1
|
0.000
|
0.0001773
|
|
Alexandra Chambers
|
Reece Homes LLC
|
62
|
1
|
0.000
|
0.0001702
|
|
Alexis Norden
|
Workday
|
63
|
1
|
0.000
|
0.0001490
|
|
Alia Cardwell
|
Barker Leavitt, PLLC
|
64
|
1
|
0.000
|
0.0002216
|
|
Alicia Lane
|
Eide Bailly LLP
|
65
|
1
|
0.000
|
0.0001873
|
|
Allessandra Baker
|
Brigham Young University Marriott School of Business
|
66
|
2
|
2854.248
|
0.0002113
|
|
Allison Cook Jones
|
Biolexis Therapeutics, Inc.
|
67
|
1
|
0.000
|
0.0001552
|
|
Alonso Castaneda
|
MF9
|
68
|
1
|
0.000
|
0.0002001
|
|
Amanda Ray
|
Third South Dental
|
69
|
1
|
0.000
|
0.0001753
|
|
Ambrose Bechtel
|
University of Lille-
|
70
|
1
|
0.000
|
0.0001753
|
|
Amelia Watterson
|
Brigham Young University
|
71
|
1
|
0.000
|
0.0001552
|
|
Ammon Hasson
|
Utah Army National Guard
|
72
|
1
|
0.000
|
0.0001487
|
|
Ammon Lockwood
|
Nav Technologies, Inc.
|
73
|
1
|
0.000
|
0.0101010
|
|
Amy Cope
|
IsoTalent
|
74
|
3
|
48626.923
|
0.0002539
|
|
Andrea De Santiago
|
Brigham Young University
|
75
|
1
|
0.000
|
0.0001961
|
|
Andrea Gettys
|
Brigham Young University Marriott School of Business
|
76
|
1
|
0.000
|
0.0001863
|
|
Andrew Broekhuijsen
|
Blue Raven Solar
|
77
|
1
|
0.000
|
0.0001583
|
|
Andrew Campbell Ðÿ
|
Blip
|
78
|
1
|
0.000
|
0.0001490
|
|
Andrew Chandler
|
The Utah-Moldova Business Partnership
|
79
|
1
|
0.000
|
0.0001863
|
|
Andrew Lund
|
AtoB
|
80
|
1
|
0.000
|
0.0001487
|
|
Andrew Rich
|
Goldman Sachs
|
81
|
1
|
0.000
|
0.0001773
|
|
Anika Pal
|
Austin Vet Hospital
|
82
|
1
|
0.000
|
0.0001702
|
|
Anjana Patel
|
Boston University AdLab
|
83
|
1
|
0.000
|
0.0001702
|
|
Annmarie Sandridge
|
Brigham Young University
|
84
|
1
|
0.000
|
0.0001905
|
|
Anna Beal Cvetko
|
Thumbtack
|
85
|
1
|
0.000
|
0.0001805
|
|
Anna Hu
|
LinkedIn
|
86
|
1
|
0.000
|
0.0001773
|
|
Annabella Folino
|
Brigham Young University Athletic Department
|
87
|
1
|
0.000
|
0.0002216
|
|
Annabelle Peterson
|
Mission Support and Test Services, LLC
|
88
|
1
|
0.000
|
0.0001490
|
|
Annie Gold
|
Bain & Company
|
89
|
1
|
0.000
|
0.0001490
|
|
Anthony Coombs
|
U.S. House of Representatives
|
90
|
1
|
0.000
|
0.0001873
|
|
Ariel Christie
|
Garmin
|
91
|
1
|
0.000
|
0.0001961
|
|
Arthur Moore
|
Nav Technologies, Inc.
|
92
|
1
|
0.000
|
0.0101010
|
|
Ashlan Gruwell
|
Brigham Young University
|
93
|
1
|
0.000
|
0.0001552
|
|
Ashlee Chatterton Taylor
|
The Refuge Utah
|
94
|
1
|
0.000
|
0.0001805
|
|
Ashlee Ericson
|
CenCore, LLC
|
95
|
1
|
0.000
|
0.0001490
|
|
Ashleigh Wilson
|
BYU Law School
|
96
|
1
|
0.000
|
0.0001552
|
|
Ashley Avery
|
Chart Industries, Inc.
|
97
|
1
|
0.000
|
0.0001753
|
|
Ashley Best
|
Brigham Young University
|
98
|
1
|
0.000
|
0.0001552
|
|
Ashley Burt Warner
|
Kainbridge
|
99
|
2
|
4143.860
|
0.0002115
|
|
Ashley Pun Eveson
|
Brigham Young University
|
100
|
1
|
0.000
|
0.0001702
|
|
Ashley Tousley
|
|
101
|
1
|
0.000
|
0.0001863
|
|
Ashley Vongphakdy
|
Elemerce
|
102
|
1
|
0.000
|
0.0002216
|
|
Aubrey Warren
|
Salient Systems
|
103
|
2
|
44723.000
|
0.0002034
|
|
Audrey Booher
|
ARTHRITIS CLINIC OF CENTRAL UTAH
|
104
|
1
|
0.000
|
0.0001552
|
|
Austen George
|
BYU Athletics
|
105
|
1
|
0.000
|
0.0001716
|
|
Austin Bailey
|
Neighbor
|
106
|
1
|
0.000
|
0.0001863
|
|
Austin Berg
|
Brigham Young University
|
107
|
2
|
10854.514
|
0.0002139
|
|
Austin Kattenhorn
|
BYU Silver Fund
|
108
|
1
|
0.000
|
0.0001905
|
|
Avery Dustin
|
Alteryx
|
109
|
1
|
0.000
|
0.0101010
|
|
Avery Vogelzang
|
iMediaSalesTeam > iMediaAudiences > ReptideMedia
|
110
|
1
|
0.000
|
0.0002216
|
|
Baerett Nelson
|
Sumsion Business Law
|
111
|
1
|
0.000
|
0.0002001
|
|
Bailey Doman
|
Lucid
|
112
|
1
|
0.000
|
0.0001905
|
|
Barbara Tuckett
|
Suite Dreams Travel
|
113
|
1
|
0.000
|
0.0001487
|
|
Baxter Oliphant
|
Pew Research Center
|
114
|
1
|
0.000
|
0.0001552
|
|
Becca Bettinger
|
Evaluation and Assessment Solutions for Education (EASE)
|
115
|
2
|
29398.668
|
0.0001890
|
|
Ben Craythorne
|
GPS Capital Markets, LLC
|
116
|
1
|
0.000
|
0.0002052
|
|
Ben Doyle
|
Apple
|
117
|
1
|
0.000
|
0.0101010
|
|
Ben Fankhauser
|
SOLVD.cloud
|
118
|
1
|
0.000
|
0.0001961
|
|
Ben Heckler
|
Howmet Aerospace
|
119
|
1
|
0.000
|
0.0001773
|
|
Ben Hirschi
|
Brigham Young University
|
120
|
2
|
5452.020
|
0.0002033
|
|
Ben Iverson
|
Brigham Young University
|
121
|
1
|
0.000
|
0.0001716
|
|
Ben Sokhansanj
|
Vivint Smart Home
|
122
|
1
|
0.000
|
0.0001487
|
|
Benjamin Broce
|
BYU Ira A. Fulton College of Engineering
|
123
|
1
|
0.000
|
0.0002096
|
|
Benjamin Kloepfer
|
The Church of Jesus Christ of Latter-day Saints
|
124
|
1
|
0.000
|
0.0001961
|
|
Benjamin Mullen
|
JW Marriott New Orleans
|
125
|
1
|
0.000
|
0.0002007
|
|
Benjamin Orr
|
Lion Energy
|
126
|
1
|
0.000
|
0.0002096
|
|
Benjamin Sierra
|
Crystal Ballers
|
127
|
1
|
0.000
|
0.0001961
|
|
Benjamin Vabner
|
Minds of Light
|
128
|
1
|
0.000
|
0.0093458
|
|
Benjamin Williams
|
Sundt Construction
|
129
|
1
|
0.000
|
0.0001716
|
|
Bennett Brinton
|
Contravent
|
130
|
1
|
0.000
|
0.0001805
|
|
Bethany Bahr
|
Redstone Residential
|
131
|
1
|
0.000
|
0.0001863
|
|
Bethany Poore
|
Coalition, Inc.
|
132
|
1
|
0.000
|
0.0001993
|
|
Bette Benson
|
Melaleuca:The Wellness Company
|
133
|
1
|
0.000
|
0.0001716
|
|
Bianca Favela
|
Moss Adams
|
134
|
1
|
0.000
|
0.0001702
|
|
Blake Lawson
|
Wasatch Acquisitions & Capital
|
135
|
1
|
0.000
|
0.0001487
|
|
Blake Tingey
|
Monovo
|
136
|
1
|
0.000
|
0.0002007
|
|
Brad Westover
|
Avanti Way Realty
|
137
|
1
|
0.000
|
0.0002007
|
|
Braden Hougaard
|
Vivint
|
138
|
1
|
0.000
|
0.0001487
|
|
Braden Kartchner
|
Brigham Young University
|
139
|
1
|
0.000
|
0.0001753
|
|
Braden Meyers
|
Brigham Young University
|
140
|
1
|
0.000
|
0.0002096
|
|
Braden Ritchie
|
BYU Store
|
141
|
1
|
0.000
|
0.0002096
|
|
Braden Whitaker
|
Murdock Hyundai of Lindon
|
142
|
1
|
0.000
|
0.0001583
|
|
Bradley Hunt
|
Brigham Young University
|
143
|
1
|
0.000
|
0.0001487
|
|
Brady Cole
|
Nav Technologies, Inc.
|
144
|
1
|
0.000
|
0.0101010
|
|
Brady Davis
|
Goldman Sachs
|
145
|
1
|
0.000
|
0.0002007
|
|
Brady Patterson
|
Lyra Growth Partners
|
146
|
1
|
0.000
|
0.0002001
|
|
Brady Ulloa
|
Real Salt Lake
|
147
|
1
|
0.000
|
0.0001773
|
|
Brandon Erik Jacobsen
|
DishPlease
|
148
|
1
|
0.000
|
0.0001961
|
|
Brandon Hunt
|
Steer Protocol
|
149
|
1
|
0.000
|
0.0001993
|
|
Brandon Somsen
|
Brigham Young University - Idaho
|
150
|
1
|
0.000
|
0.0001773
|
|
Brandon Vinh Lê
|
OpenText
|
151
|
1
|
0.000
|
0.0001905
|
|
Brant S Johnson
|
Willow
|
152
|
1
|
0.000
|
0.0002001
|
|
Breanna Johnson
|
Thrivent Advisor Network
|
153
|
1
|
0.000
|
0.0001583
|
|
Breanna Newman
|
The Church of Jesus Christ of Latter-day Saints
|
154
|
1
|
0.000
|
0.0093458
|
|
Brec Jorgensen
|
Polynesian Cultural Center
|
155
|
1
|
0.000
|
0.0002096
|
|
Brenna Doyle
|
FHSS Computing Services
|
156
|
1
|
0.000
|
0.0001863
|
|
Brent Dorff Eit
|
INEOS
|
157
|
1
|
0.000
|
0.0001773
|
|
Brent Stastny
|
Whirlpool Corporation
|
158
|
1
|
0.000
|
0.0001773
|
|
Brett Peterson
|
Peterson IP
|
159
|
1
|
0.000
|
0.0001487
|
|
Brett R Scorse
|
St. Jude Children’s Research Hospital
|
160
|
1
|
0.000
|
0.0001957
|
|
Brian Busco
|
Arctic Wolf
|
161
|
1
|
0.000
|
0.0001905
|
|
Brian Davis
|
Rogers Corporation
|
162
|
1
|
0.000
|
0.0001487
|
|
Brian Thorpe
|
Eddy
|
163
|
3
|
72280.587
|
0.0002366
|
|
Brianna Aguilera
|
Intermountain Health
|
164
|
1
|
0.000
|
0.0002216
|
|
Bridgette Weng
|
Prime Neurocare
|
165
|
1
|
0.000
|
0.0001702
|
|
Brinley Miller
|
Brevium
|
166
|
1
|
0.000
|
0.0001957
|
|
Briton Demars
|
Nerd United
|
167
|
1
|
0.000
|
0.0001961
|
|
Brittney Carlson
|
The Aller Group - DBA Sprinkles
|
168
|
1
|
0.000
|
0.0002001
|
|
Brittney Conger Anderson
|
Brigham Young University
|
169
|
1
|
0.000
|
0.0001552
|
|
Brock Stuart
|
Clozd
|
170
|
1
|
0.000
|
0.0093458
|
|
Brookston Jeppson
|
Math Help at Home
|
171
|
1
|
0.000
|
0.0001716
|
|
Bruce Hall
|
Creative Stream Inc.
|
172
|
1
|
0.000
|
0.0001773
|
|
Bruce Hansen
|
Campfire
|
173
|
1
|
0.000
|
0.0001490
|
|
Bryant Yang
|
North Carolina State University
|
174
|
1
|
0.000
|
0.0001805
|
|
Bryce Ericson
|
Blue Fire Leads
|
175
|
1
|
0.000
|
0.0001583
|
|
Bryce Spere Mba
|
Vacation Resorts International - Marriott Vacations Worldwide
|
176
|
1
|
0.000
|
0.0001487
|
|
Bryson Choque
|
Next Step Warehouse
|
177
|
1
|
0.000
|
0.0002007
|
|
Bryson Henderson
|
Vasion
|
178
|
1
|
0.000
|
0.0001487
|
|
Buster Mendenhall
|
Westfield Properties Inc.
|
179
|
1
|
0.000
|
0.0002216
|
|
Cade Biegel
|
Peak Community
|
180
|
1
|
0.000
|
0.0001873
|
|
Cade Telford
|
Arizona Diamondbacks
|
181
|
1
|
0.000
|
0.0001863
|
|
Cade Wilson
|
Digital Remedy
|
182
|
1
|
0.000
|
0.0001487
|
|
Caden Daniels
|
Lowes Xtreme Airsports
|
183
|
1
|
0.000
|
0.0001702
|
|
Caden Preece
|
Red Points
|
184
|
1
|
0.000
|
0.0001487
|
|
Cailey Lloyd Hohman
|
Huntsman Cancer Institute
|
185
|
1
|
0.000
|
0.0001487
|
|
Cairo Murphy
|
Stealth Startup
|
186
|
3
|
8909.917
|
0.0002279
|
|
Cairo Murphy Ðÿ ª
|
Stealth Startup
|
187
|
1
|
0.000
|
0.0001961
|
|
Caitlyn Costley Mba
|
Dell Technologies
|
188
|
1
|
0.000
|
0.0001583
|
|
Caleb Booth
|
Nav Technologies, Inc.
|
189
|
1
|
0.000
|
0.0101010
|
|
Caleb Hanssen
|
POINTE | Marketing
|
190
|
1
|
0.000
|
0.0002052
|
|
Caleb Hefner
|
|
191
|
1
|
0.000
|
0.0002096
|
|
Caleb Horton
|
Indy Clover
|
192
|
1
|
0.000
|
0.0002096
|
|
Caleb Smith
|
Cricut
|
193
|
1
|
0.000
|
0.0001773
|
|
Caleb Workinger
|
CRAIG WORKINGER CPAS INC
|
194
|
1
|
0.000
|
0.0002001
|
|
Cam Hogan
|
Parsha Works
|
195
|
1
|
0.000
|
0.0001957
|
|
Camden Carter
|
Divvy | Inc.
|
196
|
1
|
0.000
|
0.0002001
|
|
Cameron Archibald
|
Teton Strategy Group
|
197
|
1
|
0.000
|
0.0001490
|
|
Cameron Breinholt
|
Cougar Consulting Group
|
198
|
1
|
0.000
|
0.0002001
|
|
Cameron Pike
|
Brigham Young University
|
199
|
1
|
0.000
|
0.0002096
|
|
Cameron Schwab
|
Select Medical
|
200
|
1
|
0.000
|
0.0002001
|
|
Cameron Tippetts
|
Gies College of Business - University of Illinois Urbana-Champaign
|
201
|
1
|
0.000
|
0.0002001
|
|
Cameron Walker
|
Clozd
|
202
|
1
|
0.000
|
0.0001957
|
|
Cameron Youngblood
|
Vivint
|
203
|
1
|
0.000
|
0.0093458
|
|
Camille Hill
|
Federal Reserve Board
|
204
|
1
|
0.000
|
0.0001961
|
|
Campbell Allen
|
America First Credit Union
|
205
|
1
|
0.000
|
0.0001873
|
|
Canyon Atwood
|
Fuel-AI
|
206
|
1
|
0.000
|
0.0001993
|
|
Carlie Miner Jackson
|
BambooHR
|
207
|
1
|
0.000
|
0.0001583
|
|
Carlos Lahrssen
|
Nav Inc.
|
208
|
1
|
0.000
|
0.0101010
|
|
Carolee Marie Cutler Peck
|
CCMP Oculofacial Plastic Surgery and Laser Medicine
|
209
|
1
|
0.000
|
0.0001753
|
|
Caroline Crane
|
Brigham Young University
|
210
|
1
|
0.000
|
0.0001961
|
|
Carolyn Allen
|
Talus Bio
|
211
|
1
|
0.000
|
0.0101010
|
|
Carson Dover
|
Heritage Residential Treatment Center
|
212
|
1
|
0.000
|
0.0001805
|
|
Carson Snell
|
LoanPro
|
213
|
1
|
0.000
|
0.0002216
|
|
Carson Walker
|
Virginia Commonwealth University
|
214
|
1
|
0.000
|
0.0002052
|
|
Carter Ferguson
|
Deloitte
|
215
|
1
|
0.000
|
0.0001805
|
|
Carter Fritz
|
Lucid
|
216
|
1
|
0.000
|
0.0001716
|
|
Carter Norton
|
Inherent Biosciences, Inc.
|
217
|
1
|
0.000
|
0.0001552
|
|
Carter Ottley
|
The Utah Statesman
|
218
|
1
|
0.000
|
0.0001487
|
|
Cassandra Brown
|
Comfort Keepers
|
219
|
1
|
0.000
|
0.0001773
|
|
Cassidy Hullinger
|
Destination Homes
|
220
|
1
|
0.000
|
0.0002052
|
|
Cayla Findlay
|
Nav Technologies, Inc.
|
221
|
1
|
0.000
|
0.0101010
|
|
Celina Oliver
|
Write Label
|
222
|
1
|
0.000
|
0.0001583
|
|
Chad Nelson
|
Brigham Young University
|
223
|
1
|
0.000
|
0.0002052
|
|
Chad Williams
|
Nav Technologies, Inc.
|
224
|
1
|
0.000
|
0.0101010
|
|
Charlie Coddington
|
Menlo Park Academy
|
225
|
1
|
0.000
|
0.0002007
|
|
Charlie Miller
|
Goldman Sachs
|
226
|
1
|
0.000
|
0.0001863
|
|
Charlize Melendez
|
Deloitte
|
227
|
1
|
0.000
|
0.0001805
|
|
Chase Haltom
|
Coalition, Inc.
|
228
|
1
|
0.000
|
0.0001993
|
|
Chase J Fowers
|
Proofpoint
|
229
|
1
|
0.000
|
0.0001773
|
|
Chase Simonsen
|
Sandlot Partners
|
230
|
1
|
0.000
|
0.0001490
|
|
Chery Yang
|
WILSON SONSINI GOODRICH & ROSATI LLP
|
231
|
1
|
0.000
|
0.0093458
|
|
Chino Ubah
|
Zheelok Associates, Inc.
|
232
|
1
|
0.000
|
0.0093458
|
|
Chris Beckman
|
Applied Geotech
|
233
|
1
|
0.000
|
0.0001487
|
|
Chris Hronek
|
Astronomer
|
234
|
1
|
0.000
|
0.0101010
|
|
Chris Snyder Mba Phd
|
Dreyfoos School of the Arts Foundation
|
235
|
1
|
0.000
|
0.0002007
|
|
Christian Clegg
|
Brigham Young University
|
236
|
1
|
0.000
|
0.0101010
|
|
Christian Hair
|
Deloitte
|
237
|
1
|
0.000
|
0.0002001
|
|
Christian Rasmussen
|
Curatus
|
238
|
1
|
0.000
|
0.0001863
|
|
Christina Rozsa
|
KPMG US
|
239
|
1
|
0.000
|
0.0001873
|
|
Christopher Han
|
Coalition, Inc.
|
240
|
1
|
0.000
|
0.0001993
|
|
Christopher Kearl
|
Brigham Young University
|
241
|
1
|
0.000
|
0.0001702
|
|
Christopher Keneipp
|
Qualtrics
|
242
|
1
|
0.000
|
0.0001716
|
|
Christopher Loumeau Mha
|
The Chartis Group
|
243
|
1
|
0.000
|
0.0002216
|
|
Christopher Monson
|
Nav Technologies, Inc.
|
244
|
1
|
0.000
|
0.0101010
|
|
Christopher Pierce
|
United Airlines
|
245
|
1
|
0.000
|
0.0002007
|
|
Ciara Galbraith
|
Brigham Young University
|
246
|
1
|
0.000
|
0.0001753
|
|
Cindy Sidwell
|
Airbnb
|
247
|
1
|
0.000
|
0.0001487
|
|
Clara Cowart
|
ELITE FUELING
|
248
|
1
|
0.000
|
0.0001487
|
|
Clare Francis
|
Whirlpool Corporation
|
249
|
1
|
0.000
|
0.0001773
|
|
Clark Stringfellow
|
Davis School District
|
250
|
1
|
0.000
|
0.0001487
|
|
Claudia Soto Saavedra
|
Pluralsight
|
251
|
1
|
0.000
|
0.0001805
|
|
Clayton Varvel
|
BYU Law School
|
252
|
1
|
0.000
|
0.0101010
|
|
Clorisa Gagnon Griffiths
|
Deloitte
|
253
|
1
|
0.000
|
0.0001716
|
|
Coby Christenson
|
Vivint Smart Home
|
254
|
1
|
0.000
|
0.0001905
|
|
Cody Larimer
|
BrainStorm Inc.
|
255
|
1
|
0.000
|
0.0001957
|
|
Cody Lee
|
BENlabs
|
256
|
1
|
0.000
|
0.0001490
|
|
Cody Roskelley Mba
|
The Michaels Organization
|
257
|
1
|
0.000
|
0.0001702
|
|
Colby Warner
|
Angora
|
258
|
1
|
0.000
|
0.0001863
|
|
Cole Farnsworth
|
Brigham Young University
|
259
|
2
|
27249.044
|
0.0001873
|
|
Cole Shirley
|
FlexSim Software Products, Inc.
|
260
|
1
|
0.000
|
0.0001773
|
|
Colette Grogan
|
Self Employed
|
261
|
1
|
0.000
|
0.0001487
|
|
Colin Hughes
|
McKinsey & Company
|
262
|
1
|
0.000
|
0.0002001
|
|
Collin Jacobsen
|
Brigham Young University
|
263
|
1
|
0.000
|
0.0001753
|
|
Coltin Romney
|
PwC
|
264
|
1
|
0.000
|
0.0001716
|
|
Colton Anderson
|
Vivint
|
265
|
1
|
0.000
|
0.0001753
|
|
Conner Campbell
|
BYU AdLab
|
266
|
1
|
0.000
|
0.0002052
|
|
Conner Monson
|
Brigham Young University
|
267
|
1
|
0.000
|
0.0001863
|
|
Conner Peterson
|
Divvy
|
268
|
1
|
0.000
|
0.0001863
|
|
Connor Grant
|
The Data Crunch Corporation
|
269
|
1
|
0.000
|
0.0002052
|
|
Connor Sexton
|
External Relations BYU
|
270
|
1
|
0.000
|
0.0001753
|
|
Cory Anderson
|
Stealth Startup
|
271
|
2
|
3460.973
|
0.0002135
|
|
Cory Anderson Ðÿœ
|
Stealth Startup
|
272
|
1
|
0.000
|
0.0001490
|
|
Cory Leonard
|
BYU Kennedy Center for International Studies
|
273
|
1
|
0.000
|
0.0001805
|
|
Courtney Oleson
|
Route
|
274
|
1
|
0.000
|
0.0001905
|
|
Cragun Liston
|
Bain & Company
|
275
|
1
|
0.000
|
0.0001773
|
|
Cristian Pesci
|
Skoshe
|
276
|
1
|
0.000
|
0.0001753
|
|
Curtis Laclaire
|
Careers Launch Talent Group
|
277
|
1
|
0.000
|
0.0002001
|
|
Curtis Venn
|
BlueVine
|
278
|
1
|
0.000
|
0.0001487
|
|
Dallen Thomas
|
WorkBoard Inc.
|
279
|
1
|
0.000
|
0.0001863
|
|
Dallin Bleak
|
Clozd
|
280
|
1
|
0.000
|
0.0002216
|
|
Dallin Burningham
|
SponsorCX
|
281
|
1
|
0.000
|
0.0001863
|
|
Dallin Funk
|
Brigham Young University
|
282
|
1
|
0.000
|
0.0002001
|
|
Dallin Johansen
|
Missionary Training Center
|
283
|
1
|
0.000
|
0.0002001
|
|
Dallin Squires
|
Brigham Young University Marriott School of Business
|
284
|
1
|
0.000
|
0.0001716
|
|
Dallin Stagg
|
PwC
|
285
|
1
|
0.000
|
0.0002001
|
|
Dalyn L Baldwin
|
Humana
|
286
|
2
|
44723.000
|
0.0002034
|
|
Dan Oakes
|
Axinn, Veltrop & Harkrider LLP
|
287
|
1
|
0.000
|
0.0002216
|
|
Dan Ockey
|
Centsei
|
288
|
1
|
0.000
|
0.0002001
|
|
Daniel Allred
|
ZAGG, Inc.
|
289
|
1
|
0.000
|
0.0001716
|
|
Daniel Bell
|
Lumea
|
290
|
1
|
0.000
|
0.0002096
|
|
Daniel Brilliant
|
Nav Inc.
|
291
|
1
|
0.000
|
0.0101010
|
|
Daniel Harper
|
BYU MBA
|
292
|
1
|
0.000
|
0.0001773
|
|
Daniel Lacey
|
Pura
|
293
|
1
|
0.000
|
0.0001753
|
|
Daniel Rangel
|
Brigham Young University Marriott School of Business
|
294
|
1
|
0.000
|
0.0001583
|
|
Danny Damron
|
Brigham Young University
|
295
|
1
|
0.000
|
0.0001552
|
|
Danny Dudley
|
BYU Law School
|
296
|
1
|
0.000
|
0.0002216
|
|
Darryl Hughes
|
Darryl Writes for You
|
297
|
1
|
0.000
|
0.0001487
|
|
Dave Smiles Smiley
|
Particl
|
298
|
2
|
11443.721
|
0.0002232
|
|
Dave Crenshaw
|
Invaluable, Inc.
|
299
|
3
|
15829.242
|
0.0002276
|
|
Dave Laxman
|
The Church of Jesus Christ of Latter-day Saints
|
300
|
1
|
0.000
|
0.0001993
|
|
David Clove
|
Milliman Torch Insight
|
301
|
1
|
0.000
|
0.0001552
|
|
David Durnell
|
Rollick
|
302
|
1
|
0.000
|
0.0101010
|
|
David Kolle
|
Hawx Smart Pest Control
|
303
|
1
|
0.000
|
0.0001863
|
|
David Pinnock
|
Fidelity Investments
|
304
|
1
|
0.000
|
0.0001805
|
|
David Voci
|
BambooHR
|
305
|
2
|
6904.464
|
0.0002116
|
|
Dawson Grow
|
Coalition, Inc.
|
306
|
1
|
0.000
|
0.0001993
|
|
Dax Waterfall
|
Utah State University
|
307
|
1
|
0.000
|
0.0001487
|
|
Debbie Bryce
|
Knox County Schools
|
308
|
1
|
0.000
|
0.0001753
|
|
Denise Han Jimenez
|
Harvard University
|
309
|
1
|
0.000
|
0.0001702
|
|
Derek Beus
|
BookDrop
|
310
|
1
|
0.000
|
0.0101010
|
|
Derrick Hibbard
|
Locke Lord LLP
|
311
|
1
|
0.000
|
0.0002007
|
|
Desmond Jeffery
|
Finicity, a Mastercard Company
|
312
|
1
|
0.000
|
0.0001487
|
|
Devyn Brackett
|
DraftKings Inc.
|
313
|
1
|
0.000
|
0.0101010
|
|
Dhruv Soni
|
Tesla
|
314
|
1
|
0.000
|
0.0001702
|
|
Dildora Farhatova
|
Dana-Farber Cancer Institute
|
315
|
1
|
0.000
|
0.0001753
|
|
Dillon Ostlund
|
Wilson Sonsini Goodrich & Rosati
|
316
|
1
|
0.000
|
0.0001773
|
|
Dillon Selee
|
Savage Global Consulting
|
317
|
1
|
0.000
|
0.0001716
|
|
Dimakatso Mazibuko Aga Sa Acma Cgma
|
Brigham Young University Marriott School of Business
|
318
|
1
|
0.000
|
0.0001583
|
|
Diovannie Rostkowski
|
Marketing Tech
|
319
|
1
|
0.000
|
0.0001863
|
|
Dipesh Ghimire
|
BYU Silver Fund
|
320
|
1
|
0.000
|
0.0001863
|
|
Don Mcdougal
|
INTECROWD LLC
|
321
|
1
|
0.000
|
0.0002007
|
|
Donghyun Kim
|
Brigham Young University
|
322
|
1
|
0.000
|
0.0001957
|
|
Donovan Blankley
|
Philosophie VC
|
323
|
1
|
0.000
|
0.0001753
|
|
Donovan Chin
|
Shoe4Africa
|
324
|
1
|
0.000
|
0.0002096
|
|
Doug Sharp
|
Nav Inc.
|
325
|
1
|
0.000
|
0.0101010
|
|
Dr Javnyuy Joybert
|
COSDEF Group LTD
|
326
|
1
|
0.000
|
0.0093458
|
|
Drew Barber
|
Microsoft
|
327
|
1
|
0.000
|
0.0001716
|
|
Dwight Sproul
|
Blue Raven Solar
|
328
|
1
|
0.000
|
0.0001583
|
|
Dylan B Allen
|
ANTE
|
329
|
1
|
0.000
|
0.0002096
|
|
Dylan Jack
|
BYU Career Services
|
330
|
1
|
0.000
|
0.0001993
|
|
E Blake Boberg
|
United States Military Academy Preparatory School
|
331
|
1
|
0.000
|
0.0001905
|
|
Emily Jensen
|
SOLVD.cloud
|
332
|
1
|
0.000
|
0.0001905
|
|
Easton Roberts
|
Utah State University
|
333
|
1
|
0.000
|
0.0001753
|
|
Easton Young
|
JourneyTEAM
|
334
|
1
|
0.000
|
0.0001993
|
|
Edgar Columna
|
LinkedIn
|
335
|
1
|
0.000
|
0.0001552
|
|
Egypt Byrd Akuoko
|
Brigham Young University
|
336
|
1
|
0.000
|
0.0093458
|
|
Elaina Lundquist
|
Maverik, Inc.
|
337
|
1
|
0.000
|
0.0001805
|
|
Elaina Yeager
|
Brigham Young University
|
338
|
1
|
0.000
|
0.0001805
|
|
Elayne Abarca
|
Atomic
|
339
|
1
|
0.000
|
0.0001961
|
|
Eleanor Snow
|
Clarke Capital Partners
|
340
|
1
|
0.000
|
0.0001552
|
|
Eli Brown
|
Clozd
|
341
|
1
|
0.000
|
0.0001753
|
|
Elias G Malone
|
Cottonwood Title Insurance Agency Inc.
|
342
|
2
|
1113.721
|
0.0002034
|
|
Elijah Allen
|
Meta
|
343
|
1
|
0.000
|
0.0001905
|
|
Elijah Growcock
|
Intermountain Health
|
344
|
1
|
0.000
|
0.0001905
|
|
Eliot Jacobsen
|
Brigham Young University Marriott School of Business
|
345
|
1
|
0.000
|
0.0002216
|
|
Eliza Clarke Johnson
|
Modio Health
|
346
|
1
|
0.000
|
0.0001805
|
|
Elizabeth Clive
|
Qualtrics
|
347
|
1
|
0.000
|
0.0001487
|
|
Elizabeth Giese
|
Nebraska Medicine
|
348
|
1
|
0.000
|
0.0001583
|
|
Elizabeth Haws
|
Gabb Wireless
|
349
|
1
|
0.000
|
0.0001993
|
|
Elizabeth Nguyen
|
|
350
|
1
|
0.000
|
0.0001702
|
|
Elizabeth Ostler
|
Google
|
351
|
1
|
0.000
|
0.0093458
|
|
Ella Nanto
|
COMMONWEALTH NEUROLOGY & SLEEP CENTER
|
352
|
1
|
0.000
|
0.0002052
|
|
Ella Wright
|
81cents (acquired by Rora)
|
353
|
1
|
0.000
|
0.0001490
|
|
Ellie Ward
|
Brigham Young University
|
354
|
1
|
0.000
|
0.0001957
|
|
Emicris Crispin Ortiz
|
LC & RO All Sale Company
|
355
|
1
|
0.000
|
0.0093458
|
|
Emily Callens
|
INTEGRIS Health
|
356
|
1
|
0.000
|
0.0001905
|
|
Emily Clinger
|
RevRoad
|
357
|
1
|
0.000
|
0.0001490
|
|
Emily Gottfredson
|
Campus Founders Fund
|
358
|
1
|
0.000
|
0.0001957
|
|
Emily Reyes
|
David M. Kennedy Center for International Studies
|
359
|
3
|
15369.692
|
0.0002180
|
|
Emilynn Jarvis Bleazard
|
Brigham Young University
|
360
|
1
|
0.000
|
0.0001583
|
|
Emma Carpenter
|
Law Firm Sites
|
361
|
1
|
0.000
|
0.0001805
|
|
Emma Cummings
|
Social Venture Academy — The Ballard Center for Economic Self-Reliance
|
362
|
2
|
7468.338
|
0.0002214
|
|
Emma Hood
|
Coalition, Inc.
|
363
|
1
|
0.000
|
0.0001993
|
|
Emma N Antonucci
|
Verisk
|
364
|
1
|
0.000
|
0.0001702
|
|
Emma Proudfit
|
The Church of Jesus Christ of Latter-day Saints
|
365
|
1
|
0.000
|
0.0001863
|
|
Emma Swenson Campbell
|
BYU Research and Writing Center
|
366
|
1
|
0.000
|
0.0001552
|
|
Enzo Petelo
|
Walmart
|
367
|
1
|
0.000
|
0.0002216
|
|
Eric Alsop
|
Constellation Labs LLC
|
368
|
1
|
0.000
|
0.0001773
|
|
Eric Conover
|
The Arbinger Institute
|
369
|
1
|
0.000
|
0.0001773
|
|
Eric Danielson
|
The Church of Jesus Christ of Latter-day Saints
|
370
|
1
|
0.000
|
0.0001993
|
|
Eric Eide
|
Brigham Young University
|
371
|
1
|
0.000
|
0.0001490
|
|
Eric Riddoch
|
BEN
|
372
|
1
|
0.000
|
0.0001905
|
|
Erik Hobson
|
Huntsman Corporation
|
373
|
1
|
0.000
|
0.0002096
|
|
Erika Mahterian
|
Leland
|
374
|
2
|
18058.252
|
0.0002157
|
|
Ethan Chan
|
Boncom
|
375
|
1
|
0.000
|
0.0002216
|
|
Ethan Evarts
|
Krazy Kars Garage
|
376
|
1
|
0.000
|
0.0001487
|
|
Ethan Meldrum
|
Y2 Analytics
|
377
|
1
|
0.000
|
0.0001552
|
|
Ethan Strong
|
American Institute of Implant Dentistry Faculty Practice
|
378
|
1
|
0.000
|
0.0001487
|
|
Ethan Thach
|
DigiCert, Inc.
|
379
|
1
|
0.000
|
0.0001702
|
|
Ethan West
|
FamilySearch
|
380
|
1
|
0.000
|
0.0001773
|
|
Evan Hancock
|
Byram Healthcare
|
381
|
1
|
0.000
|
0.0001957
|
|
Evan Marshman
|
Biolexis Therapeutics, Inc.
|
382
|
1
|
0.000
|
0.0101010
|
|
Evan White
|
Brigham Young University
|
383
|
1
|
0.000
|
0.0001490
|
|
Evie Larson
|
Dave Watson and Associates LLC
|
384
|
1
|
0.000
|
0.0001702
|
|
Ezekiel Peters
|
Township and Range
|
385
|
1
|
0.000
|
0.0001805
|
|
Fatemeh Firouzi
|
Allegiant
|
386
|
1
|
0.000
|
0.0001805
|
|
Fernanda Sayavedra
|
By Women, For Women
|
387
|
1
|
0.000
|
0.0001716
|
|
Fernando Aron
|
GPS Capital Markets, LLC
|
388
|
1
|
0.000
|
0.0001863
|
|
Frank Bonnin Msom
|
Wasatch ActionCOACH
|
389
|
1
|
0.000
|
0.0001863
|
|
Franz Ari Froehlich
|
KPMG US
|
390
|
1
|
0.000
|
0.0001873
|
|
Fred Vallejos
|
Clozd
|
391
|
1
|
0.000
|
0.0002001
|
|
Fritz Carl Morlant
|
Foyer Coin Des Cieux
|
392
|
1
|
0.000
|
0.0001863
|
|
G Chase Streuling
|
Goldenwest Credit Union
|
393
|
1
|
0.000
|
0.0001873
|
|
Gabriel San Martin
|
Procter & Gamble
|
394
|
1
|
0.000
|
0.0001716
|
|
Gabrielle Benamu
|
Z&G Traductores, C.A.
|
395
|
1
|
0.000
|
0.0093458
|
|
Gare Goldney
|
Dithu
|
396
|
1
|
0.000
|
0.0001905
|
|
Garrett Sackley
|
Fluid
|
397
|
2
|
3460.973
|
0.0002135
|
|
Gary Hansen
|
Whitman Randolph
|
398
|
1
|
0.000
|
0.0002216
|
|
Gavin Ellsworth
|
Southern Utah University
|
399
|
1
|
0.000
|
0.0001873
|
|
Gavin Thornburg
|
Deloitte
|
400
|
1
|
0.000
|
0.0001805
|
|
George Fleet
|
CyberForce Global
|
401
|
1
|
0.000
|
0.0001993
|
|
George Kurtyka
|
Glow
|
402
|
1
|
0.000
|
0.0101010
|
|
Ghasak Dabbach
|
Manly Bands
|
403
|
2
|
6004.696
|
0.0002093
|
|
Gillian Bramley
|
STONEHENGE OF SOUTH JORDAN LLC
|
404
|
1
|
0.000
|
0.0001552
|
|
Gina Maret
|
Lightsource bp
|
405
|
1
|
0.000
|
0.0001490
|
|
Ginnette Wood
|
Davis School District
|
406
|
2
|
2450.000
|
0.0001509
|
|
Gloria Sanchez
|
Neurodiverse community
|
407
|
1
|
0.000
|
0.0001487
|
|
Graham Lutz
|
Restore Gwinnett
|
408
|
1
|
0.000
|
0.0001487
|
|
Grant Baldwin
|
Brigham Young University
|
409
|
1
|
0.000
|
0.0001490
|
|
Grant Madsen
|
Brigham Young University
|
410
|
1
|
0.000
|
0.0001552
|
|
Greg Anderson
|
Brigham Young University
|
411
|
1
|
0.000
|
0.0001957
|
|
Greyson Quigley
|
Clozd
|
412
|
1
|
0.000
|
0.0002007
|
|
Gustavo Ferreira
|
Brigham Young University
|
413
|
1
|
0.000
|
0.0002007
|
|
Hailey Politano
|
Deloitte
|
414
|
1
|
0.000
|
0.0001805
|
|
Haley Staten
|
Provo City School District
|
415
|
1
|
0.000
|
0.0001773
|
|
Haley Yamane Melhart
|
The Mom Project
|
416
|
1
|
0.000
|
0.0001583
|
|
Hannah Adamson
|
Health Catalyst
|
417
|
1
|
0.000
|
0.0001773
|
|
Hannah Anderson
|
Leadership Connect
|
418
|
1
|
0.000
|
0.0093458
|
|
Hannah Harris
|
Marketing Lab at BYU Marriott
|
419
|
1
|
0.000
|
0.0001583
|
|
Hannah Koford Adams
|
Utah Department of Health and Human Services
|
420
|
1
|
0.000
|
0.0093458
|
|
Hannah Southwick
|
Brigham Young University Marriott School of Business
|
421
|
2
|
3134.296
|
0.0002182
|
|
Hannah Tavenner
|
Qualtrics
|
422
|
1
|
0.000
|
0.0001552
|
|
Hannah Watkins
|
Anglepoint
|
423
|
1
|
0.000
|
0.0001873
|
|
Hans Harrison
|
Cougar Consulting Group
|
424
|
1
|
0.000
|
0.0002216
|
|
Harold Saavedra
|
Talkdesk
|
425
|
1
|
0.000
|
0.0001583
|
|
Harrison Dahl
|
|
426
|
1
|
0.000
|
0.0001487
|
|
Harshada Pol
|
University of North Texas
|
428
|
1
|
0.000
|
0.0093458
|
|
Hawkin Saeger
|
Lucid Software
|
429
|
1
|
0.000
|
0.0001702
|
|
Hayden Call
|
Blue Raven Solar
|
430
|
1
|
0.000
|
0.0001583
|
|
Hayden Packard
|
Utah Life Real Estate Group
|
431
|
1
|
0.000
|
0.0001873
|
|
Hayley Wightman
|
Goldman Sachs
|
432
|
1
|
0.000
|
0.0001805
|
|
Heath Hartley
|
Brigham Young University
|
433
|
1
|
0.000
|
0.0002096
|
|
Heather Hill
|
IsoTalent
|
434
|
1
|
0.000
|
0.0002096
|
|
Heidi Zeschmann
|
Department of Pharmacy, Ludwig maximillian’s university, Munich, Germany
|
435
|
1
|
0.000
|
0.0001490
|
|
Henry Cho
|
Yatta Outsourced Processing Solutions Inc.
|
436
|
1
|
0.000
|
0.0002052
|
|
Holden Ward
|
VillageMD
|
437
|
1
|
0.000
|
0.0002001
|
|
Hollyann Ovard
|
Sapphire DanceSport
|
438
|
1
|
0.000
|
0.0001487
|
|
Humberto Alba
|
Humberto Alba Management Consulting
|
439
|
1
|
0.000
|
0.0002001
|
|
Hunter King
|
ES Solar
|
440
|
1
|
0.000
|
0.0093458
|
|
Hunter Shriber
|
Lendio
|
441
|
1
|
0.000
|
0.0002007
|
|
Ian Briggs
|
BD
|
442
|
1
|
0.000
|
0.0002096
|
|
Ian Oldroyd
|
Re:do
|
443
|
1
|
0.000
|
0.0002052
|
|
Igor Paul
|
Supermercados BH
|
444
|
1
|
0.000
|
0.0001753
|
|
Ihemadu Ngozi Anita
|
|
445
|
1
|
0.000
|
0.0001487
|
|
Isaac Arnott
|
Cougar Talent Solutions
|
446
|
1
|
0.000
|
0.0001716
|
|
Isaac Corcoran
|
Sandbox
|
447
|
1
|
0.000
|
0.0001961
|
|
Isaac Pendleton
|
LGCY Power
|
448
|
1
|
0.000
|
0.0002052
|
|
Isaac Smith
|
Brigham Young University Marriott School of Business
|
449
|
1
|
0.000
|
0.0002216
|
|
Isabella Wright
|
Brigham Young University
|
450
|
1
|
0.000
|
0.0002007
|
|
Ivy Hansen
|
St. Mark’s Hospital
|
451
|
1
|
0.000
|
0.0001487
|
|
J H Caldwell
|
Deloitte
|
452
|
1
|
0.000
|
0.0001805
|
|
J Samuel Lucas
|
AMP Smart.
|
453
|
1
|
0.000
|
0.0002216
|
|
J J Litster
|
Grifols
|
454
|
1
|
0.000
|
0.0001490
|
|
Jp Lefgren
|
Compass Lexecon
|
455
|
1
|
0.000
|
0.0093458
|
|
Jt Gardner
|
Brigham Young University
|
456
|
1
|
0.000
|
0.0002052
|
|
Jace Johnny
|
University of Utah College of Nursing
|
457
|
1
|
0.000
|
0.0001863
|
|
Jace Kandare
|
Amazon
|
458
|
1
|
0.000
|
0.0002007
|
|
Jackson Lewis
|
Mayflower Luxury Homes
|
459
|
1
|
0.000
|
0.0002052
|
|
Jackson Tobler
|
|
460
|
1
|
0.000
|
0.0002096
|
|
Jackson Washburn
|
BYU Administrative Solutions
|
461
|
2
|
2335.246
|
0.0002228
|
|
Jacob Wright
|
Podium
|
462
|
1
|
0.000
|
0.0001863
|
|
Jacob Allen
|
Florence Lane Asset Management
|
463
|
1
|
0.000
|
0.0001552
|
|
Jacob Atkinson
|
Umpqua Bank
|
464
|
1
|
0.000
|
0.0002052
|
|
Jacob Bennett
|
Medium
|
465
|
1
|
0.000
|
0.0101010
|
|
Jacob Donaldson
|
Bit by Bit Technologies Ltd
|
466
|
1
|
0.000
|
0.0001957
|
|
Jacob Gao
|
BYU MBA
|
467
|
1
|
0.000
|
0.0001716
|
|
Jacob Goetz
|
Brigham Young University
|
468
|
1
|
0.000
|
0.0001552
|
|
Jacob Hadley
|
Reading Horizons
|
469
|
1
|
0.000
|
0.0001873
|
|
Jacob Lee
|
Freelance
|
470
|
1
|
0.000
|
0.0101010
|
|
Jacob Marx
|
LGCY Power
|
471
|
1
|
0.000
|
0.0002052
|
|
Jacob Montiel Bravo
|
Method Communications
|
472
|
1
|
0.000
|
0.0001487
|
|
Jacob Olsen
|
Brigham Young University Marriott School of Business
|
473
|
2
|
8420.681
|
0.0002227
|
|
Jacob Poor
|
TaxHawk, Inc.
|
474
|
1
|
0.000
|
0.0001957
|
|
Jacob V English Üôå Üèω
|
Monocle Social
|
475
|
1
|
0.000
|
0.0001863
|
|
Jacob Vandergriff
|
Disciplytics
|
476
|
1
|
0.000
|
0.0001773
|
|
Jacob White
|
Northrop Grumman
|
477
|
1
|
0.000
|
0.0001490
|
|
Jacqueline Kanyuck
|
FamilySearch
|
478
|
1
|
0.000
|
0.0001487
|
|
Jaden Forde
|
Iowa State University Department of Electrical and Computer Engineering
|
479
|
1
|
0.000
|
0.0001961
|
|
Jadyn Blair
|
NOW CFO
|
480
|
2
|
9647.130
|
0.0002292
|
|
Jai Naik
|
JCPenney
|
481
|
1
|
0.000
|
0.0001702
|
|
Jake Anderson
|
MACA SUPPLY COMPANY
|
482
|
1
|
0.000
|
0.0001863
|
|
Jake Benson
|
Boeing
|
483
|
1
|
0.000
|
0.0001993
|
|
Jake Epperson
|
Hruska’s Kolaches
|
484
|
1
|
0.000
|
0.0001702
|
|
Jake Hollingsworth
|
Okland Construction
|
485
|
1
|
0.000
|
0.0001873
|
|
Jake Jones
|
CHG Healthcare
|
486
|
1
|
0.000
|
0.0002001
|
|
Jake Scorse
|
One Claim Solution
|
487
|
1
|
0.000
|
0.0001863
|
|
Jake Taylor
|
Bain & Company
|
488
|
1
|
0.000
|
0.0002001
|
|
Jake Wagner
|
Garmin
|
489
|
1
|
0.000
|
0.0001961
|
|
James Graf
|
Logan Growth Advisors
|
490
|
1
|
0.000
|
0.0001863
|
|
James Pyeatt
|
iDrive Logistics
|
491
|
1
|
0.000
|
0.0002007
|
|
James Russell
|
Amazon
|
492
|
1
|
0.000
|
0.0101010
|
|
James Wang
|
Amazon
|
493
|
1
|
0.000
|
0.0001702
|
|
Jane Robinson
|
Brigham Young University
|
494
|
1
|
0.000
|
0.0001552
|
|
Janessa Henry
|
American Express
|
495
|
1
|
0.000
|
0.0001873
|
|
Janica Horner
|
River Bottoms Ranch
|
496
|
1
|
0.000
|
0.0001873
|
|
Jared Bare
|
Brigham Young University
|
497
|
1
|
0.000
|
0.0001702
|
|
Jared Dyer
|
Brigham Young University Marriott School of Business
|
498
|
1
|
0.000
|
0.0001716
|
|
Jared Foote
|
Utah Valley University
|
499
|
2
|
3382.441
|
0.0002093
|
|
Jared Langford
|
Jewelry Television
|
500
|
1
|
0.000
|
0.0001753
|
|
Jared Pace
|
SignValue
|
501
|
1
|
0.000
|
0.0001863
|
|
Jared Paxton
|
Rakuten Advertising
|
502
|
1
|
0.000
|
0.0002052
|
|
Jared Rohatinsky
|
RevRoad
|
503
|
1
|
0.000
|
0.0001487
|
|
Jaron Hoani King
|
S.C. Department of Health & Environmental Control
|
504
|
1
|
0.000
|
0.0001905
|
|
Jason Burningham
|
Toyota Financial Services Corporation
|
505
|
1
|
0.000
|
0.0001773
|
|
Jason Mcdonald
|
Baylor Scott & White Health
|
506
|
1
|
0.000
|
0.0002052
|
|
Jason Watson
|
Garmin International
|
507
|
1
|
0.000
|
0.0001961
|
|
Jason Whiteley
|
Method Legal
|
508
|
1
|
0.000
|
0.0001805
|
|
Jaxson Myers
|
Leavitt Equity Partners
|
509
|
1
|
0.000
|
0.0001490
|
|
Jay Cotto
|
J P Express Inc
|
510
|
1
|
0.000
|
0.0001487
|
|
Jeff Bean
|
Pension Plan Specialists
|
511
|
1
|
0.000
|
0.0001583
|
|
Jeff Handy
|
Qualiti
|
512
|
2
|
0.000
|
0.0002094
|
|
Jen Almond
|
Brigham Young University Marriott School of Business
|
513
|
1
|
0.000
|
0.0001905
|
|
Jenna Eagleson
|
Evolent Health
|
514
|
1
|
0.000
|
0.0001716
|
|
Jenna Habel
|
SOLVD.cloud
|
515
|
1
|
0.000
|
0.0001873
|
|
Jenna Palacios
|
Self-employed
|
516
|
1
|
0.000
|
0.0001805
|
|
Jennifer Hooper
|
The Church of Jesus Christ of Latter-day Saints
|
517
|
1
|
0.000
|
0.0001487
|
|
Jennifer Miller Wolf
|
Nav Inc.
|
518
|
1
|
0.000
|
0.0101010
|
|
Jeremy Remer
|
The Church of Jesus Christ of Latter-day Saints
|
519
|
1
|
0.000
|
0.0001905
|
|
Jeremy Whitaker
|
Nordstrom Rack
|
520
|
1
|
0.000
|
0.0001873
|
|
Jesse Mitchell
|
Crewe Capital
|
521
|
1
|
0.000
|
0.0002216
|
|
Jessica Church
|
Slope School
|
522
|
1
|
0.000
|
0.0001490
|
|
Jessica Matheson
|
BYU Office of Information Technology
|
523
|
1
|
0.000
|
0.0001753
|
|
Jessica Maughan
|
Nursa
|
524
|
1
|
0.000
|
0.0001583
|
|
Jessica Molinaro
|
Bain & Company
|
525
|
1
|
0.000
|
0.0093458
|
|
Jesus Mata
|
BYU MBA
|
526
|
1
|
0.000
|
0.0001583
|
|
Jialing Lu
|
Nu Skin
|
527
|
2
|
9264.976
|
0.0002279
|
|
Jill Knapp
|
Trips and Ships Luxury Travel
|
528
|
1
|
0.000
|
0.0001805
|
|
Jim Nordquist P E
|
Applied Geotech
|
529
|
1
|
0.000
|
0.0001487
|
|
Jinhee Nelson
|
Brigham Young University
|
530
|
1
|
0.000
|
0.0001552
|
|
Joanna Huang
|
University of Illinois Urbana-Champaign
|
531
|
1
|
0.000
|
0.0001961
|
|
Jocelyn Turley
|
Alpine Spinal Rehab
|
532
|
1
|
0.000
|
0.0002096
|
|
Jodie Chapman
|
Anitox
|
533
|
1
|
0.000
|
0.0001487
|
|
Joe Frederickson
|
Astronomer
|
534
|
1
|
0.000
|
0.0001961
|
|
Joe Price
|
Brigham Young University
|
535
|
1
|
0.000
|
0.0001805
|
|
Joel Jones
|
Belong
|
536
|
2
|
47650.000
|
0.0002267
|
|
John Hansen
|
Jefferies
|
537
|
1
|
0.000
|
0.0002052
|
|
John Strasser
|
L3Harris Technologies
|
538
|
1
|
0.000
|
0.0001873
|
|
John Venetos
|
Whirlpool Corporation
|
539
|
1
|
0.000
|
0.0001773
|
|
Johnny Paulsen
|
Lecticon Learning and Development
|
540
|
1
|
0.000
|
0.0001957
|
|
Jonathan Barlow
|
Clozd
|
541
|
1
|
0.000
|
0.0002001
|
|
Jonathan D Holbrook
|
Private Consultancy
|
542
|
1
|
0.000
|
0.0002007
|
|
Jonathan Rollins
|
Uplife Studios
|
543
|
1
|
0.000
|
0.0001552
|
|
Jonathan Staheli
|
Global HELP Organization
|
544
|
1
|
0.000
|
0.0001490
|
|
Jordan Buxton
|
General Atomics Aeronautical Systems
|
545
|
1
|
0.000
|
0.0002096
|
|
Jordan Holzer
|
MX
|
546
|
1
|
0.000
|
0.0001863
|
|
Jordan Riches
|
Brex
|
547
|
1
|
0.000
|
0.0002001
|
|
Jordan Stuart
|
Freeus, LLC
|
548
|
1
|
0.000
|
0.0001873
|
|
Jordan Wheeler
|
Visa
|
549
|
1
|
0.000
|
0.0001773
|
|
Jorge Zamudio Bermejo
|
Western Governors University
|
550
|
3
|
92526.380
|
0.0002544
|
|
Jose Perez R
|
Atos
|
551
|
1
|
0.000
|
0.0093458
|
|
Joseph A Endoso
|
Linqto
|
552
|
1
|
0.000
|
0.0101010
|
|
Joseph Baldwin
|
Cirque Corporation
|
553
|
1
|
0.000
|
0.0001773
|
|
Joseph Dicke
|
Garmin
|
554
|
1
|
0.000
|
0.0001961
|
|
Joseph Martin
|
Social Venture Academy — The Ballard Center for Economic Self-Reliance
|
555
|
1
|
0.000
|
0.0002001
|
|
Joseph Mccammon
|
Johnson & Johnson
|
556
|
1
|
0.000
|
0.0001716
|
|
Joseph Paris
|
Lion Energy
|
557
|
1
|
0.000
|
0.0002216
|
|
Joseph Ratliff
|
AllSides
|
558
|
1
|
0.000
|
0.0001805
|
|
Joseph S Hsu
|
Brigham Young University Marriott School of Business
|
559
|
1
|
0.000
|
0.0001702
|
|
Joseph Wood
|
BYU Professional Sales Society
|
560
|
1
|
0.000
|
0.0002001
|
|
Josh Buss
|
5 For The Fight
|
561
|
1
|
0.000
|
0.0093458
|
|
Josh Potter
|
Mango Voice
|
562
|
1
|
0.000
|
0.0001487
|
|
Josh Sanders
|
Luminous
|
563
|
1
|
0.000
|
0.0001873
|
|
Joshua Ebbert
|
Vantage Solar Power
|
564
|
1
|
0.000
|
0.0001753
|
|
Joshua Housley 侯宏希
|
Half Price Dental
|
565
|
1
|
0.000
|
0.0001905
|
|
Joshua Lee
|
Capital One
|
566
|
1
|
0.000
|
0.0001753
|
|
Joshua Llewellyn
|
Northrop Grumman
|
567
|
1
|
0.000
|
0.0002216
|
|
Joshua Nordfelt
|
Wells Fargo Advisors
|
568
|
1
|
0.000
|
0.0001487
|
|
Joshua Palmer
|
RTB Athletics LLC
|
569
|
1
|
0.000
|
0.0001552
|
|
Joshua Peters
|
Utah Valley University
|
570
|
1
|
0.000
|
0.0001873
|
|
Joshua Spackman
|
Creekside Mortgage
|
571
|
1
|
0.000
|
0.0001716
|
|
Joshua Sudekum
|
Clozd
|
572
|
1
|
0.000
|
0.0002001
|
|
Joslyn Orgill
|
Google
|
573
|
1
|
0.000
|
0.0101010
|
|
Jung Chen
|
Brigham Young University
|
574
|
1
|
0.000
|
0.0002001
|
|
Junior Baker
|
CompanyA
|
575
|
1
|
0.000
|
0.0001873
|
|
Justin Crandall
|
Brigham Young University Marriott School of Business
|
576
|
1
|
0.000
|
0.0001716
|
|
Justin Witt Mba
|
Filevine
|
577
|
1
|
0.000
|
0.0001583
|
|
Justin Wright
|
Intech
|
578
|
1
|
0.000
|
0.0002007
|
|
Justis Brown
|
Brigham Young University
|
579
|
1
|
0.000
|
0.0002096
|
|
Kc Tyler
|
Sorenson Communications
|
580
|
1
|
0.000
|
0.0002096
|
|
Kabir Rajput
|
BYU Silver Fund
|
581
|
1
|
0.000
|
0.0001583
|
|
Kacy Faulconer
|
BYU Marriott School of Management
|
582
|
1
|
0.000
|
0.0002001
|
|
Kaden Sego
|
BBS
|
583
|
1
|
0.000
|
0.0001905
|
|
Kadian Bogle
|
ATTRACTION MARKETING, INC.
|
584
|
1
|
0.000
|
0.0093458
|
|
Kadie Zhang
|
Whirlpool Corporation
|
585
|
1
|
0.000
|
0.0001773
|
|
Kaitlin Pehrson
|
Riverside Country Club Provo
|
586
|
1
|
0.000
|
0.0002007
|
|
Kaitlin Talbot
|
Wasatch Product Development, LLC
|
587
|
1
|
0.000
|
0.0001702
|
|
Kaitlyn Hill
|
SC Johnson
|
588
|
1
|
0.000
|
0.0001773
|
|
Kaley Carver
|
DecisionWise
|
589
|
1
|
0.000
|
0.0001552
|
|
Kami Dixon
|
Dataminr
|
590
|
1
|
0.000
|
0.0001805
|
|
Kamryn Passey
|
|
591
|
1
|
0.000
|
0.0001805
|
|
Kanae Lee
|
Nestlé
|
592
|
1
|
0.000
|
0.0093458
|
|
Kanui Peck
|
Revere Health
|
593
|
1
|
0.000
|
0.0001905
|
|
Kara Albrecht
|
Disneyland Resort
|
594
|
1
|
0.000
|
0.0001961
|
|
Karani Namunyu
|
Brigham Young University
|
595
|
1
|
0.000
|
0.0001583
|
|
Karl Mcmullin
|
Dixie Pediatrics
|
596
|
1
|
0.000
|
0.0001961
|
|
Karthik Vempati
|
Garmin
|
597
|
1
|
0.000
|
0.0001961
|
|
Kate Opager
|
The Maids
|
598
|
1
|
0.000
|
0.0001702
|
|
Katelyn Aldridge
|
|
599
|
1
|
0.000
|
0.0001487
|
|
Katelyn Cranney
|
Harvard Business School
|
600
|
1
|
0.000
|
0.0001805
|
|
Katelyn Nelson
|
|
601
|
1
|
0.000
|
0.0001753
|
|
Katerina Gasset
|
Get It Done For Me Virtual Services
|
602
|
1
|
0.000
|
0.0002007
|
|
Katherine Miller
|
Blue Raven Solar
|
603
|
1
|
0.000
|
0.0001583
|
|
Kathryn Hatfield
|
Brigham Young University Online
|
604
|
1
|
0.000
|
0.0001552
|
|
Kathy Keeter
|
Amazon
|
605
|
1
|
0.000
|
0.0001716
|
|
Kathy Varol
|
Kathy Varol Consulting
|
606
|
1
|
0.000
|
0.0001716
|
|
Katie George
|
Colorado Rockies
|
607
|
1
|
0.000
|
0.0001490
|
|
Katie King
|
Brigham Young University
|
608
|
2
|
2854.248
|
0.0002113
|
|
Katie Rigby
|
Banzai Inc.
|
609
|
1
|
0.000
|
0.0001873
|
|
Katrina Nieveen Cpa
|
Deloitte
|
610
|
1
|
0.000
|
0.0001805
|
|
Kaye Peterson
|
kiln.
|
611
|
1
|
0.000
|
0.0001552
|
|
Keanna Nabrotzky
|
Brigham Young University Marriott School of Business
|
612
|
1
|
0.000
|
0.0001905
|
|
Keith Allred
|
National Institute for Civil Discourse
|
613
|
1
|
0.000
|
0.0001552
|
|
Keller Atwood
|
Ivory Commercial
|
614
|
1
|
0.000
|
0.0001487
|
|
Kelly Nielsen
|
Vir Biotechnology, Inc.
|
615
|
1
|
0.000
|
0.0002052
|
|
Kelsey Eyre
|
American Enterprise Institute
|
616
|
1
|
0.000
|
0.0001552
|
|
Kenny Nhan
|
General Atomics Aeronautical Systems
|
617
|
1
|
0.000
|
0.0002096
|
|
Kent Clay
|
Deloitte Tax
|
618
|
1
|
0.000
|
0.0001805
|
|
Kent Koster
|
General Atomics
|
619
|
1
|
0.000
|
0.0002096
|
|
Kenzie Jorgensen
|
Awardco
|
620
|
1
|
0.000
|
0.0001773
|
|
Kevin Gutierrez
|
Qualtrics
|
621
|
1
|
0.000
|
0.0002096
|
|
Kevin Rusell Tröll
|
The Church of Jesus Christ of Latter-day Saints
|
622
|
1
|
0.000
|
0.0001905
|
|
Kevin Tr Ll
|
The Church of Jesus Christ of Latter-day Saints
|
623
|
1
|
0.000
|
0.0001957
|
|
Kim Mcreynolds
|
Retired CPA
|
624
|
1
|
0.000
|
0.0001487
|
|
Kimberly Kiepek
|
Deloitte
|
625
|
1
|
0.000
|
0.0001805
|
|
Kohlton Bingham
|
Brigham Young University
|
626
|
2
|
0.000
|
0.0002094
|
|
Konnor Kah
|
Credera
|
627
|
1
|
0.000
|
0.0001753
|
|
Kristi Twedt Bfaâ
|
Ameriprise Financial Services, LLC
|
628
|
1
|
0.000
|
0.0001583
|
|
Kurt Barton Cfa
|
Ensign Peak Advisors
|
629
|
1
|
0.000
|
0.0093458
|
|
Kyle Brockbank
|
Berrett Pest Control Dallas
|
630
|
1
|
0.000
|
0.0001490
|
|
Kyle Campbell
|
Brigham Young University Marriott School of Business
|
631
|
1
|
0.000
|
0.0001905
|
|
Kyle Christensen
|
Camelback Strategy Group
|
632
|
1
|
0.000
|
0.0001863
|
|
Kyle Ham
|
Challenger School Foundation
|
633
|
1
|
0.000
|
0.0101010
|
|
Kyle Longhurst
|
Pariveda
|
634
|
1
|
0.000
|
0.0001957
|
|
Kyle Waters
|
Shake Shack
|
635
|
1
|
0.000
|
0.0001957
|
|
Kyle Webster
|
StackUp Products
|
636
|
1
|
0.000
|
0.0001716
|
|
Kyle Welch
|
George Washington University
|
637
|
1
|
0.000
|
0.0002216
|
|
Kylie Clark
|
Trident Maritime Systems
|
638
|
1
|
0.000
|
0.0002216
|
|
Kylie Seymour
|
ABS Kids
|
639
|
1
|
0.000
|
0.0001773
|
|
Kyra Eccles
|
Nu Skin
|
640
|
1
|
0.000
|
0.0001805
|
|
Lacy Bollinger Brown Pmp
|
Vivint
|
641
|
1
|
0.000
|
0.0002007
|
|
Lambert Guo Cpa Mba
|
TPS THAYER CPA Firm
|
642
|
1
|
0.000
|
0.0093458
|
|
Lance Bunch
|
AvantGuard Monitoring Centers
|
643
|
1
|
0.000
|
0.0001490
|
|
Landen Birch
|
Fluent Solar
|
644
|
1
|
0.000
|
0.0001583
|
|
Landon Maxfield
|
Brigham Young University
|
645
|
1
|
0.000
|
0.0001905
|
|
Landon Wray
|
FirstPurpose Wealth
|
646
|
1
|
0.000
|
0.0001773
|
|
Lars Lefgren
|
Brigham Young University
|
647
|
1
|
0.000
|
0.0093458
|
|
Lauren Allen Warner
|
BYU Law School
|
648
|
1
|
0.000
|
0.0001490
|
|
Lauren Ollinger
|
Georgia Institute of Technology
|
649
|
1
|
0.000
|
0.0001490
|
|
Lauren Roberts
|
Quadrint, Inc.
|
650
|
1
|
0.000
|
0.0001753
|
|
Layne Larson
|
E*TRADE from Morgan Stanley
|
651
|
1
|
0.000
|
0.0002001
|
|
Lee Youngblood
|
Nav Inc.
|
652
|
1
|
0.000
|
0.0101010
|
|
Leighton Bayola
|
Transend Real Estate
|
653
|
1
|
0.000
|
0.0001863
|
|
Lena Arustamyan
|
Apollo LLC
|
654
|
1
|
0.000
|
0.0001753
|
|
Leo Liang
|
Thrive Market
|
655
|
1
|
0.000
|
0.0093458
|
|
Leonard Cox
|
Merit Medical Systems, Inc.
|
656
|
1
|
0.000
|
0.0001487
|
|
Lexis Pearson
|
Carketa
|
657
|
1
|
0.000
|
0.0001716
|
|
Liberty Mcconkie
|
Last Call Media
|
658
|
1
|
0.000
|
0.0001552
|
|
Liessa Rothwell
|
Entrata
|
659
|
1
|
0.000
|
0.0001753
|
|
Liliana Stephenson
|
Bat For America
|
660
|
1
|
0.000
|
0.0093458
|
|
Lillie Heath
|
Relay
|
661
|
1
|
0.000
|
0.0001702
|
|
Lincoln Teichert
|
Teichert Angus
|
662
|
1
|
0.000
|
0.0001993
|
|
Lindsay Bennion
|
Utah State University
|
663
|
1
|
0.000
|
0.0001487
|
|
Lindsey Bliss
|
Multiple Companies
|
664
|
1
|
0.000
|
0.0002216
|
|
Linnea Scott
|
Nav Technologies, Inc.
|
665
|
1
|
0.000
|
0.0101010
|
|
Linnea Waite
|
Jamba
|
666
|
1
|
0.000
|
0.0001702
|
|
Liv Johansen
|
Particl
|
667
|
1
|
0.000
|
0.0001863
|
|
Liz Mcguire
|
Brigham Young University
|
668
|
1
|
0.000
|
0.0001552
|
|
Logan Cherrington
|
Purple
|
669
|
1
|
0.000
|
0.0093458
|
|
Logan Gibbons
|
Cozy Earth
|
670
|
2
|
9760.561
|
0.0002444
|
|
Logan Jones
|
Nav Technologies, Inc.
|
672
|
1
|
0.000
|
0.0101010
|
|
Logan Kochevar
|
Intermountain Healthcare
|
673
|
1
|
0.000
|
0.0001490
|
|
Logan Mackay
|
Starfish
|
674
|
1
|
0.000
|
0.0001873
|
|
Logan Roche
|
Woodbury Corporation
|
675
|
1
|
0.000
|
0.0001873
|
|
Logan Sackley
|
Amazon Web Services (AWS)
|
676
|
1
|
0.000
|
0.0001957
|
|
Logan Shaw
|
Golden Goose
|
677
|
1
|
0.000
|
0.0002001
|
|
Lucia Turner
|
IndustryPro
|
678
|
1
|
0.000
|
0.0001905
|
|
Lucy Deweese
|
Nav Inc.
|
679
|
1
|
0.000
|
0.0101010
|
|
Luke Collett
|
Resideo
|
680
|
1
|
0.000
|
0.0001487
|
|
Luke Jowers
|
Peregrine
|
681
|
1
|
0.000
|
0.0093458
|
|
Luke Myer
|
Restaurant365
|
682
|
1
|
0.000
|
0.0001957
|
|
Luke Wilson
|
Fluidra North America
|
683
|
1
|
0.000
|
0.0001487
|
|
Luone Ingram
|
Blue Raven Solar
|
684
|
1
|
0.000
|
0.0001583
|
|
Luz Lara
|
Mastercard
|
685
|
1
|
0.000
|
0.0001487
|
|
Lynden Whitaker
|
EasyPost
|
686
|
1
|
0.000
|
0.0001487
|
|
Lynelle Klein
|
Colin Baenziger & Associates
|
687
|
1
|
0.000
|
0.0002007
|
|
Lynsey Mella
|
Campfire
|
688
|
1
|
0.000
|
0.0001490
|
|
Macie Edwards
|
REI
|
689
|
1
|
0.000
|
0.0001753
|
|
Macie Stratton
|
Epsilon Life Sciences
|
690
|
1
|
0.000
|
0.0002007
|
|
Mack Damavandi
|
Nav Inc.
|
691
|
1
|
0.000
|
0.0101010
|
|
Mackinzie Hamilton
|
Campfire
|
692
|
1
|
0.000
|
0.0001490
|
|
Macy Dial
|
Encircle
|
693
|
1
|
0.000
|
0.0001702
|
|
Macy Gomez
|
Northern Colorado Rehabilitation Hospital
|
694
|
1
|
0.000
|
0.0001490
|
|
Madeline Black
|
Amazon
|
695
|
1
|
0.000
|
0.0093458
|
|
Madeline Butler
|
Saratoga Springs, Utah
|
696
|
1
|
0.000
|
0.0001487
|
|
Madeline Giar
|
World View Space
|
697
|
1
|
0.000
|
0.0001863
|
|
Madeline Walton Buchanan
|
Slalom
|
698
|
1
|
0.000
|
0.0001805
|
|
Madelyn Jacobsen
|
MPWR
|
699
|
1
|
0.000
|
0.0001753
|
|
Madison Edwards
|
Domo, Inc.
|
700
|
1
|
0.000
|
0.0001957
|
|
Madison Rasmussen
|
Polynesian Cultural Center
|
701
|
1
|
0.000
|
0.0001552
|
|
Madison Stanley
|
Legato Security
|
702
|
1
|
0.000
|
0.0001993
|
|
Majerle Morgan
|
Strider Technologies
|
703
|
1
|
0.000
|
0.0001993
|
|
Makenzie Shaw
|
Real Salt Lake
|
704
|
1
|
0.000
|
0.0001957
|
|
Malerie Campbell
|
Brigham Young University
|
705
|
1
|
0.000
|
0.0002096
|
|
Marcus Labar
|
Brigham Young University Marriott School of Business
|
706
|
1
|
0.000
|
0.0001702
|
|
Maren Ferris
|
PepsiCo
|
707
|
1
|
0.000
|
0.0001957
|
|
Margaret Bannon
|
Whirlpool Corporation
|
708
|
1
|
0.000
|
0.0001773
|
|
Marisa Davila
|
Colegio Leon Tolstoi
|
709
|
1
|
0.000
|
0.0001583
|
|
Mark Ball
|
DivcoWest
|
711
|
1
|
0.000
|
0.0001490
|
|
Mark Chamberlain
|
Sifted
|
712
|
1
|
0.000
|
0.0001487
|
|
Mark Guttropf
|
Nav Inc.
|
713
|
1
|
0.000
|
0.0101010
|
|
Mark Hansen
|
Brigham Young University
|
714
|
1
|
0.000
|
0.0002216
|
|
Mark Keith
|
Brigham Young University
|
715
|
2
|
6719.790
|
0.0002231
|
|
Mark Packer
|
Call Climate Services
|
716
|
1
|
0.000
|
0.0001873
|
|
Mark Smith
|
Feltl and Company
|
717
|
1
|
0.000
|
0.0001583
|
|
Mark Thomas Watson
|
Toyota North America
|
718
|
1
|
0.000
|
0.0101010
|
|
Mark Vogt
|
SOLVD.cloud
|
719
|
2
|
3134.296
|
0.0002182
|
|
Martin Mumford
|
Color
|
720
|
1
|
0.000
|
0.0002052
|
|
Mary Ebbert
|
Nu Skin
|
721
|
1
|
0.000
|
0.0001702
|
|
Mary Muhlestein
|
McKinsey & Company
|
722
|
1
|
0.000
|
0.0001957
|
|
Mason Dahl
|
Brigham Young University
|
723
|
1
|
0.000
|
0.0002007
|
|
Mason Hull
|
Deloitte
|
724
|
1
|
0.000
|
0.0001805
|
|
Mathew Ahlstrom
|
Hall Construction
|
725
|
1
|
0.000
|
0.0001863
|
|
Matt Benson
|
Melaleuca:The Wellness Company
|
726
|
1
|
0.000
|
0.0001716
|
|
Matt Busi
|
Zendesk
|
727
|
1
|
0.000
|
0.0001961
|
|
Matt Drohan
|
Amazon
|
728
|
1
|
0.000
|
0.0001716
|
|
Matt Gee
|
Zions Bancorporation
|
729
|
1
|
0.000
|
0.0002216
|
|
Matt Goulding
|
Brigham Young University Marriott School of Business
|
730
|
1
|
0.000
|
0.0001961
|
|
Matt Gray
|
Agility
|
731
|
1
|
0.000
|
0.0001873
|
|
Matt Killingsworth
|
Harvard University
|
732
|
1
|
0.000
|
0.0001716
|
|
Matt Olsen
|
Nav Inc.
|
733
|
1
|
0.000
|
0.0101010
|
|
Matt Peery
|
Erne Pickleball
|
734
|
1
|
0.000
|
0.0001487
|
|
Matthew Forsyth
|
Kaha Apparel LLC
|
735
|
1
|
0.000
|
0.0002001
|
|
Matthew Gauldin
|
Ion Solar
|
736
|
1
|
0.000
|
0.0001753
|
|
Matthew Godfrey
|
Datafy
|
737
|
1
|
0.000
|
0.0093458
|
|
Matthew Hunter
|
GPS Capital Markets, LLC
|
738
|
2
|
13773.410
|
0.0002338
|
|
Matthew Mazankowski
|
Table Needs
|
739
|
1
|
0.000
|
0.0002052
|
|
Matthew O Leavitt Jr
|
PATHNET, INC.
|
740
|
1
|
0.000
|
0.0093458
|
|
Matthew Walker
|
DreamWorks Animation
|
741
|
1
|
0.000
|
0.0093458
|
|
Maurik Dippel
|
CircleLytics Dialogue
|
742
|
1
|
0.000
|
0.0001716
|
|
Max Blumberg
|
Blumberg Partnership Ltd
|
743
|
1
|
0.000
|
0.0001716
|
|
Max Larsen
|
Kairos Real Estate
|
744
|
1
|
0.000
|
0.0001993
|
|
Maximillian Tollestrup
|
Lakanto
|
745
|
1
|
0.000
|
0.0002001
|
|
Mckay Bryson
|
Keller Williams Realty, Inc.
|
746
|
1
|
0.000
|
0.0093458
|
|
Mckay Kelly
|
DecisionWise
|
747
|
1
|
0.000
|
0.0093458
|
|
Mckay Moulton
|
Brigham Young University Marriott School of Business
|
748
|
1
|
0.000
|
0.0001961
|
|
Mckay Shumway
|
Brigham Young University
|
749
|
1
|
0.000
|
0.0093458
|
|
Mckell Jorgensen Wells
|
The Church of Jesus Christ of Latter-day Saints
|
750
|
1
|
0.000
|
0.0101010
|
|
Mckell Mcintyre
|
BYU Law School
|
751
|
1
|
0.000
|
0.0001552
|
|
Mckenna Davis
|
CFP Board
|
752
|
1
|
0.000
|
0.0001552
|
|
Mckinley Ball
|
Savi Solutions
|
753
|
1
|
0.000
|
0.0001487
|
|
Meg Roberts
|
BYU Public Health Department
|
754
|
1
|
0.000
|
0.0001490
|
|
Megan Baird
|
Brigham Young University
|
755
|
1
|
0.000
|
0.0001552
|
|
Megan Cann
|
Smart Vision Works Inc.
|
756
|
1
|
0.000
|
0.0001805
|
|
Megan Escandor
|
Portraiture Visuals
|
757
|
1
|
0.000
|
0.0001753
|
|
Megan Hall
|
Blue Raven Solar
|
758
|
1
|
0.000
|
0.0001905
|
|
Megan Roper Westover Mba
|
TRAC Talent
|
759
|
1
|
0.000
|
0.0002052
|
|
Meghan Burns Wilcox
|
Fortive
|
760
|
1
|
0.000
|
0.0001583
|
|
Merrick Ryman
|
Garmin
|
761
|
1
|
0.000
|
0.0001961
|
|
Micah Harps
|
Brigham Young University
|
762
|
1
|
0.000
|
0.0001552
|
|
Micah Morefield
|
Ixana
|
763
|
1
|
0.000
|
0.0001961
|
|
Michael Piscione
|
Pennant Services
|
764
|
1
|
0.000
|
0.0001905
|
|
Michael Arena
|
University of Pennsylvania
|
765
|
1
|
0.000
|
0.0001716
|
|
Michael Ashton
|
Brigham Young University
|
766
|
1
|
0.000
|
0.0001957
|
|
Michael Flores
|
Autónomo
|
767
|
1
|
0.000
|
0.0001957
|
|
Michael Gibbs
|
Lucid
|
768
|
1
|
0.000
|
0.0002007
|
|
Michael Jenkins
|
Ludis Analytics
|
769
|
1
|
0.000
|
0.0002001
|
|
Michael Niemann
|
LearnUpon
|
770
|
1
|
0.000
|
0.0001490
|
|
Michael Ramirez
|
CP&Y, Inc.
|
771
|
1
|
0.000
|
0.0001702
|
|
Michael Shin
|
General Atomics Aeronautical Systems
|
772
|
1
|
0.000
|
0.0002096
|
|
Michael Young
|
Brigham Young University Marriott School of Business
|
773
|
1
|
0.000
|
0.0002007
|
|
Michael Zickella
|
Brigham Young University
|
774
|
1
|
0.000
|
0.0001753
|
|
Michaela Udlock
|
Your Local Family Solicitor
|
775
|
1
|
0.000
|
0.0001490
|
|
Michelle Renee Hoppe
|
Shelli’s Art Studio
|
776
|
1
|
0.000
|
0.0001905
|
|
Michelle S Davis
|
Nav Technologies, Inc.
|
777
|
1
|
0.000
|
0.0101010
|
|
Michelle Yi
|
Brigham Young University
|
778
|
1
|
0.000
|
0.0001702
|
|
Mikaela Haggan
|
Family Heritage Life Insurance Company of America
|
779
|
1
|
0.000
|
0.0001773
|
|
Mikaela Seale
|
Brigham Young University Marriott School of Business
|
780
|
1
|
0.000
|
0.0093458
|
|
Mike Latimer
|
SUSE
|
781
|
1
|
0.000
|
0.0002052
|
|
Mike Mella
|
Leland
|
782
|
3
|
8909.917
|
0.0002279
|
|
Miles Hayden
|
Amazon Web Services (AWS)
|
783
|
1
|
0.000
|
0.0001957
|
|
Millie Bryan
|
Blue Raven Solar
|
784
|
1
|
0.000
|
0.0001583
|
|
Minhoru Cotache Leon
|
Brigham Young University
|
785
|
1
|
0.000
|
0.0002096
|
|
Miranda Williams Ma
|
Sunrise Technologies
|
786
|
1
|
0.000
|
0.0001993
|
|
Mitch Bellon
|
Pattern®
|
787
|
2
|
6384.777
|
0.0002161
|
|
Mitch Horne
|
ThomasARTS
|
788
|
1
|
0.000
|
0.0001773
|
|
Mitchell Blanc
|
Brigham Young University Marriott School of Business
|
789
|
1
|
0.000
|
0.0001583
|
|
Mollie Mabry
|
Reflections of Christ
|
790
|
1
|
0.000
|
0.0001957
|
|
Molly Lynch
|
AEW
|
791
|
1
|
0.000
|
0.0002007
|
|
Molly Rawlins
|
Coalition, Inc.
|
792
|
1
|
0.000
|
0.0001993
|
|
Mont Toronto
|
Turn 11 Media
|
793
|
1
|
0.000
|
0.0001716
|
|
Morgan Clark
|
BYU Broadcasting
|
794
|
1
|
0.000
|
0.0001805
|
|
Morgan Lanham
|
Self-employed
|
795
|
1
|
0.000
|
0.0001753
|
|
Morgan Rushforth
|
Goldman Sachs
|
796
|
1
|
0.000
|
0.0001552
|
|
Moses Lotulelei
|
Mutual
|
797
|
1
|
0.000
|
0.0001583
|
|
Mrinalini Garg
|
Deloitte
|
798
|
1
|
0.000
|
0.0001805
|
|
Nabila Kabir
|
Nav Technologies, Inc.
|
799
|
1
|
0.000
|
0.0101010
|
|
Nassim Qo
|
Perspective ᵐ
|
800
|
1
|
0.000
|
0.0001487
|
|
Natalie Andrus
|
Brigham Young University
|
801
|
1
|
0.000
|
0.0001863
|
|
Natalie Brown
|
Missionary Training Center
|
802
|
1
|
0.000
|
0.0093458
|
|
Natalie Kearl
|
Atomic
|
803
|
2
|
7489.299
|
0.0002160
|
|
Natasha D Hulst
|
FIT MY FEET ORTHOTIC LAB AND SHOES
|
804
|
1
|
0.000
|
0.0001487
|
|
Nate Akers
|
White Oak Global Advisors
|
805
|
1
|
0.000
|
0.0001490
|
|
Nathan Victor
|
Saint Louis University
|
806
|
1
|
0.000
|
0.0002216
|
|
Nathan Anderson
|
Nimbl
|
807
|
1
|
0.000
|
0.0001753
|
|
Nathan Baker
|
Lendio
|
808
|
3
|
25321.928
|
0.0002505
|
|
Nathan Harker
|
Brigham Young University
|
809
|
1
|
0.000
|
0.0101010
|
|
Nathan Jones
|
Verizon
|
810
|
1
|
0.000
|
0.0001583
|
|
Nathan Read
|
Spanish Fork City
|
811
|
1
|
0.000
|
0.0001552
|
|
Nathaniel Neubert
|
Deep Health
|
812
|
1
|
0.000
|
0.0101010
|
|
Nathaniel Poppe
|
SolarVault USA
|
813
|
1
|
0.000
|
0.0002052
|
|
Nathaniel Silva
|
iDrive Logistics
|
814
|
1
|
0.000
|
0.0002007
|
|
Nd Ngoka
|
Amazon Web Services (AWS)
|
815
|
1
|
0.000
|
0.0001957
|
|
Necia Ching
|
Nav Inc.
|
816
|
1
|
0.000
|
0.0101010
|
|
Nels Holmgren
|
State of Utah Department of Human Services
|
817
|
1
|
0.000
|
0.0001487
|
|
Nelson Spolmann
|
The Kraft Heinz Company
|
818
|
1
|
0.000
|
0.0002007
|
|
Nicholas Burrup
|
Platinum Dental Services
|
819
|
1
|
0.000
|
0.0002001
|
|
Nicholas C Burns
|
Brigham Young University Marriott School of Business
|
820
|
1
|
0.000
|
0.0002001
|
|
Nicholas Clearwater
|
Accel-KKR
|
821
|
1
|
0.000
|
0.0002007
|
|
Nicholas Harrison
|
Palmberries
|
822
|
1
|
0.000
|
0.0001863
|
|
Nicholas Jernigan
|
Blip
|
823
|
1
|
0.000
|
0.0001552
|
|
Nicholas Reis
|
Home Care Pulse
|
824
|
1
|
0.000
|
0.0001805
|
|
Nicholas Vaillancourt
|
Nav Inc.
|
825
|
1
|
0.000
|
0.0101010
|
|
Nick Linares
|
Clozd
|
826
|
1
|
0.000
|
0.0002001
|
|
Nick Siddoway
|
Primary Intelligence
|
827
|
1
|
0.000
|
0.0001487
|
|
Nickolay Gonzalez
|
Nav Technologies, Inc.
|
828
|
1
|
0.000
|
0.0101010
|
|
Nicole Earnshaw
|
World Trade Center Utah (WTC Utah)
|
829
|
1
|
0.000
|
0.0001490
|
|
Nicole Jackson
|
Dell Technologies
|
830
|
1
|
0.000
|
0.0001716
|
|
Noah Johnson
|
Brigham Young University
|
831
|
1
|
0.000
|
0.0001961
|
|
Noah Pack
|
SecurityMetrics
|
832
|
1
|
0.000
|
0.0001905
|
|
Noelia Root
|
Brigham Young University
|
833
|
1
|
0.000
|
0.0001957
|
|
Nolan Karras
|
The Karras Company, Inc
|
834
|
1
|
0.000
|
0.0001873
|
|
Nompumelelo Ngenzeni Ntshangase
|
Wilde Spear Spur
|
835
|
1
|
0.000
|
0.0001905
|
|
Oakley Miller
|
Safe Haven Financial LLC
|
836
|
2
|
6265.918
|
0.0002067
|
|
Olivia Clark
|
Kairos Real Estate
|
837
|
1
|
0.000
|
0.0001993
|
|
Olivia Morgan
|
Intermountain Healthcare
|
838
|
1
|
0.000
|
0.0001993
|
|
Olivia Pesci
|
The Breast Cancer Research Foundation
|
839
|
1
|
0.000
|
0.0001753
|
|
Olivia Wallgren
|
Lifeback Legal
|
840
|
1
|
0.000
|
0.0001552
|
|
Omkar Nawlakhe
|
Nordex Group
|
841
|
1
|
0.000
|
0.0001490
|
|
Owen Hansen
|
Entrata
|
842
|
1
|
0.000
|
0.0101010
|
|
Owen Laurie
|
Brigham Young University Marriott School of Business
|
843
|
1
|
0.000
|
0.0001961
|
|
Owen Spencer Lunt
|
Brigham Young University
|
844
|
1
|
0.000
|
0.0002096
|
|
Pahoran Bejar
|
Personal Projects
|
845
|
1
|
0.000
|
0.0002216
|
|
Pam Wilcox
|
Nav.com
|
846
|
1
|
0.000
|
0.0101010
|
|
Paola Bayly
|
Google
|
847
|
1
|
0.000
|
0.0093458
|
|
Paola Garcia
|
Brigham Young University
|
848
|
1
|
0.000
|
0.0001753
|
|
Parker Judd
|
Sunrun
|
849
|
1
|
0.000
|
0.0001773
|
|
Parker Robbins
|
BYU Cougar Capital
|
850
|
1
|
0.000
|
0.0001490
|
|
Parvathy R
|
AIChE ICT-IOCB Student Chapter
|
851
|
1
|
0.000
|
0.0001753
|
|
Pascal Zacherl
|
Whirlpool Corporation
|
852
|
1
|
0.000
|
0.0001773
|
|
Patrick Myaz
|
Pipeline Partners Consulting
|
853
|
1
|
0.000
|
0.0001753
|
|
Patti Cook Mpc
|
Women’s Leadership Institute
|
854
|
1
|
0.000
|
0.0093458
|
|
Paul Hardcastle
|
Seagate Technology
|
855
|
1
|
0.000
|
0.0001716
|
|
Paul Jay Niedfeldt Cpa Cma
|
Boston Consulting Group (BCG)
|
856
|
1
|
0.000
|
0.0001702
|
|
Paul Miller
|
Wisdom for Parents
|
857
|
1
|
0.000
|
0.0001487
|
|
Paul Underwood
|
CREST
|
858
|
1
|
0.000
|
0.0001487
|
|
Perrin Gerber
|
Sensapure
|
859
|
1
|
0.000
|
0.0001805
|
|
Perry Giles
|
Intecrowd LLC
|
860
|
1
|
0.000
|
0.0002007
|
|
Peter Gardiner
|
Chicago Venture Partners
|
861
|
1
|
0.000
|
0.0001957
|
|
Peter Giles
|
Solen Software Group
|
862
|
1
|
0.000
|
0.0002007
|
|
Porter Thomas
|
|
863
|
1
|
0.000
|
0.0001702
|
|
Preston Mitchell
|
Freeplay
|
864
|
1
|
0.000
|
0.0001805
|
|
Promise Joemy
|
CompanyB
|
865
|
1
|
0.000
|
0.0001873
|
|
Punitha Maria Leela Z
|
HCL Technologies
|
866
|
1
|
0.000
|
0.0001487
|
|
Pushpa Veni Manti
|
Arrowfish Consulting
|
867
|
1
|
0.000
|
0.0001716
|
|
Quintin Barnes
|
Nav Technologies, Inc.
|
868
|
1
|
0.000
|
0.0101010
|
|
Rachel Hall
|
Divvy
|
869
|
1
|
0.000
|
0.0001905
|
|
Rachel Akana
|
Brigham Young University–Hawaii
|
870
|
1
|
0.000
|
0.0093458
|
|
Rachel Le
|
New U Life
|
871
|
1
|
0.000
|
0.0002052
|
|
Rachel Ma
|
PwC
|
872
|
1
|
0.000
|
0.0001702
|
|
Rachel Perry
|
Vertex42 LLC
|
873
|
1
|
0.000
|
0.0001905
|
|
Rachel Schumacher
|
Eide Bailly LLP
|
874
|
1
|
0.000
|
0.0001957
|
|
Rachel Wasden
|
Engagex
|
875
|
1
|
0.000
|
0.0002096
|
|
Rachel Yaworsky
|
nCino, Inc.
|
876
|
1
|
0.000
|
0.0002096
|
|
Randall Cardinal
|
Oracle
|
877
|
1
|
0.000
|
0.0001905
|
|
Raul Federico Camé
|
Brandless
|
878
|
1
|
0.000
|
0.0002001
|
|
Reagan Siggard
|
Utah State University - Jon M. Huntsman School of Business
|
879
|
1
|
0.000
|
0.0001487
|
|
Rebecca Blazzard Reese
|
Amazon Web Services (AWS)
|
880
|
1
|
0.000
|
0.0001905
|
|
Rebecca Cardon
|
Brigham Young University
|
881
|
2
|
5912.732
|
0.0001898
|
|
Rebecca Leifer
|
Brigham Young University
|
882
|
1
|
0.000
|
0.0002052
|
|
Rebecca Whetten
|
University of Nevada-Las Vegas, William S. Boyd School of Law
|
883
|
1
|
0.000
|
0.0001905
|
|
Rebecca Winkel
|
API - American Petroleum Institute
|
884
|
1
|
0.000
|
0.0001805
|
|
Rebekah Heath
|
Harriet Buhai Center for Family Law
|
885
|
2
|
0.000
|
0.0002113
|
|
Rebekah Reno Winters
|
DevMountain Student Developers
|
886
|
1
|
0.000
|
0.0001552
|
|
Rebekkah Good
|
Soltis Investment Advisors
|
887
|
1
|
0.000
|
0.0001702
|
|
Reid Grawe
|
BYU Marriott School
|
888
|
1
|
0.000
|
0.0001905
|
|
Rhett Ray
|
Lifetime Products
|
889
|
1
|
0.000
|
0.0001863
|
|
Rhianna Baggs
|
Eight9 Designs, LLC
|
890
|
1
|
0.000
|
0.0001961
|
|
Rich Uhl
|
Dev-Island
|
891
|
1
|
0.000
|
0.0001993
|
|
Richard Fawcett
|
United States Department of Defense
|
892
|
1
|
0.000
|
0.0001873
|
|
Richard Schlect
|
AstraZeneca
|
893
|
1
|
0.000
|
0.0002052
|
|
Rick Patterson
|
Brigham Young University
|
894
|
1
|
0.000
|
0.0001716
|
|
Rick Walker
|
BYU Cougar Capital
|
895
|
1
|
0.000
|
0.0001490
|
|
Riley Court
|
Utah Valley University
|
896
|
1
|
0.000
|
0.0001873
|
|
Riley Freese
|
Ropes & Gray LLP
|
897
|
1
|
0.000
|
0.0002007
|
|
Roane Noel
|
USPTO
|
898
|
1
|
0.000
|
0.0001487
|
|
Rob Storey
|
Cimitra Software
|
899
|
1
|
0.000
|
0.0001873
|
|
Robert Stevens
|
invent.me
|
900
|
1
|
0.000
|
0.0001863
|
|
Ross Lee
|
Los Alamos National Laboratory
|
901
|
1
|
0.000
|
0.0001753
|
|
Roya Ayati
|
LGC Biosearch Technologies
|
902
|
1
|
0.000
|
0.0001753
|
|
Rushton Hiltbrand
|
BYU Cougar Capital
|
903
|
1
|
0.000
|
0.0002007
|
|
Russell Andrews
|
Amazon
|
904
|
1
|
0.000
|
0.0001716
|
|
Ryan Anderson
|
ASPIRE USU
|
905
|
1
|
0.000
|
0.0002096
|
|
Ryan Call
|
Blue Raven Solar
|
906
|
1
|
0.000
|
0.0001583
|
|
Ryan Frisch
|
Sandbox
|
907
|
1
|
0.000
|
0.0001583
|
|
Ryan Hawkins
|
Coalition, Inc.
|
908
|
1
|
0.000
|
0.0001993
|
|
Ryan Kane
|
|
909
|
1
|
0.000
|
0.0002007
|
|
Ryan Larsen
|
Walmart
|
910
|
1
|
0.000
|
0.0001961
|
|
Ryan Marvel
|
Access Development
|
911
|
1
|
0.000
|
0.0001487
|
|
Ryan Mortensen
|
Azalea Health
|
912
|
1
|
0.000
|
0.0101010
|
|
Ryan Parco
|
Home Partners of America
|
913
|
1
|
0.000
|
0.0001490
|
|
Ryan Steggell
|
Pattern®
|
914
|
1
|
0.000
|
0.0002052
|
|
Ryan Tucker
|
BYU Careers & Experiential Learning
|
915
|
1
|
0.000
|
0.0001805
|
|
Ryan Woodfield
|
Weave
|
916
|
1
|
0.000
|
0.0001805
|
|
Ryker Brian
|
The Center for Growth and Opportunity at Utah State University
|
917
|
1
|
0.000
|
0.0001873
|
|
Sai Maddali
|
Vivint
|
918
|
1
|
0.000
|
0.0093458
|
|
Saige Smith
|
Messner Reeves LLP
|
919
|
1
|
0.000
|
0.0001490
|
|
Salim Kumati Ma Mba
|
Yaqeen bank
|
920
|
1
|
0.000
|
0.0093458
|
|
Sam Baxley
|
Deloitte
|
921
|
1
|
0.000
|
0.0001805
|
|
Sam Gustafson
|
In-House Interpreting
|
922
|
1
|
0.000
|
0.0002216
|
|
Sam Lawrence
|
Saela Pest Control
|
923
|
1
|
0.000
|
0.0001487
|
|
Sam Roberts
|
Knucklehead Partners
|
924
|
1
|
0.000
|
0.0001993
|
|
Sam Weaver
|
Coalition, Inc.
|
925
|
1
|
0.000
|
0.0001993
|
|
Samantha B
|
Revature
|
926
|
1
|
0.000
|
0.0002007
|
|
Samantha Diaz
|
MX
|
927
|
1
|
0.000
|
0.0001863
|
|
Samantha Prettyman
|
PwC
|
928
|
1
|
0.000
|
0.0001961
|
|
Samantha Sargent Andersen
|
Deloitte
|
929
|
1
|
0.000
|
0.0002052
|
|
Samuel Sorensen
|
LinkedIn
|
930
|
1
|
0.000
|
0.0093458
|
|
Sandro Morales
|
Brigham Young University Marriott School of Business
|
931
|
1
|
0.000
|
0.0001716
|
|
Sara Marium
|
|
932
|
1
|
0.000
|
0.0001487
|
|
Sarah Hirschi Pearce
|
Christopherson Business Travel
|
933
|
1
|
0.000
|
0.0001873
|
|
Sarah Bowen
|
Capital One
|
934
|
1
|
0.000
|
0.0001490
|
|
Sarah Chandler
|
Daikin Comfort
|
935
|
1
|
0.000
|
0.0001773
|
|
Sarah Lyman
|
Brigham Young University
|
936
|
1
|
0.000
|
0.0001716
|
|
Sarah Rumpsa
|
Adobe
|
937
|
1
|
0.000
|
0.0001487
|
|
Sarah Zou
|
Facebook
|
938
|
1
|
0.000
|
0.0001702
|
|
Savana Lee
|
BYU Independent Study
|
939
|
1
|
0.000
|
0.0001552
|
|
Savannah Johnston
|
Transcend Translation
|
940
|
1
|
0.000
|
0.0002096
|
|
Savannah Olsen
|
BYU Laundry
|
941
|
1
|
0.000
|
0.0001957
|
|
Scarlett Hoffmann Cpa Cfe
|
Abbott
|
942
|
1
|
0.000
|
0.0001773
|
|
Scott Anderson
|
AGEC
|
943
|
1
|
0.000
|
0.0001487
|
|
Scott Bush
|
KPMG
|
944
|
1
|
0.000
|
0.0002001
|
|
Scott Murff
|
Murff Turf Farm
|
945
|
1
|
0.000
|
0.0002216
|
|
Scott Nielsen
|
Raytheon Missiles & Defense
|
946
|
1
|
0.000
|
0.0001961
|
|
Scott Webb
|
Brigham Young University
|
947
|
1
|
0.000
|
0.0001773
|
|
Sean Crow
|
Brigham Young University Marriott School of Business
|
948
|
1
|
0.000
|
0.0001716
|
|
Sean Grimm
|
Ascend Physical Therapy & Wellness
|
949
|
1
|
0.000
|
0.0002216
|
|
Sean Kang Mba
|
Brigham Young University
|
950
|
1
|
0.000
|
0.0001583
|
|
Sean Robinson
|
Carrus
|
951
|
1
|
0.000
|
0.0001487
|
|
Sean T Allred
|
Claravine
|
952
|
1
|
0.000
|
0.0002001
|
|
Sejal K Parmar
|
Robinhood
|
953
|
1
|
0.000
|
0.0093458
|
|
Sera Ruben
|
BYU Broadcasting
|
954
|
1
|
0.000
|
0.0001863
|
|
Seth Bailey
|
allucent
|
955
|
1
|
0.000
|
0.0001961
|
|
Seth Doyle
|
Lazard
|
956
|
1
|
0.000
|
0.0001490
|
|
Seth Waite
|
Stealth Startup
|
957
|
1
|
0.000
|
0.0001905
|
|
Seungyeol Baek
|
Brigham Young University
|
958
|
1
|
0.000
|
0.0001993
|
|
Shaan Patel
|
Deloitte
|
959
|
1
|
0.000
|
0.0093458
|
|
Shane James
|
Deloitte
|
960
|
1
|
0.000
|
0.0001716
|
|
Shannon Babb
|
Central Utah Water Conservancy District
|
961
|
1
|
0.000
|
0.0001487
|
|
Shannon Murray
|
Brigham Young University
|
962
|
1
|
0.000
|
0.0001957
|
|
Shauna Zollinger
|
|
963
|
1
|
0.000
|
0.0001702
|
|
Shawn Richards
|
Blue Sky Business Consulting
|
964
|
1
|
0.000
|
0.0001487
|
|
Shawna Gygi
|
BYU/Marriott School
|
965
|
1
|
0.000
|
0.0001716
|
|
Shayna Oh
|
Brigham Young University
|
966
|
2
|
2335.246
|
0.0002228
|
|
Shivam Dhakate
|
EY Technology Solutions
|
967
|
1
|
0.000
|
0.0001873
|
|
Shreya Patel
|
Deloitte
|
968
|
1
|
0.000
|
0.0001805
|
|
Shruti Choubey
|
Positive Planet
|
969
|
1
|
0.000
|
0.0001716
|
|
Shuki Cooper Harris
|
McKinsey & Company
|
970
|
1
|
0.000
|
0.0002007
|
|
Siddartth Muthuswamy Kumar
|
Zipline
|
971
|
1
|
0.000
|
0.0001773
|
|
Silvano Romero
|
Microsoft
|
972
|
1
|
0.000
|
0.0001805
|
|
Skyler Johnson
|
Dynamic City Capital
|
973
|
1
|
0.000
|
0.0001552
|
|
Skyler S Woolf
|
Brigham Young University Marriott School of Business
|
974
|
1
|
0.000
|
0.0002216
|
|
Sofia Gerra
|
Control Risks
|
975
|
1
|
0.000
|
0.0001702
|
|
Solomon A Berry
|
Brigham Young University
|
976
|
1
|
0.000
|
0.0001961
|
|
Spencer Andersen
|
Vivint
|
977
|
1
|
0.000
|
0.0001487
|
|
Spencer Brasher
|
Melaleuca:The Wellness Company
|
978
|
1
|
0.000
|
0.0001583
|
|
Spencer Cheng
|
Talentcare
|
979
|
1
|
0.000
|
0.0001702
|
|
Spencer Erickson
|
Amazon
|
980
|
1
|
0.000
|
0.0001716
|
|
Spencer Ford
|
Fidelity Investments
|
981
|
1
|
0.000
|
0.0002001
|
|
Spencer Fund
|
Brigham Young University
|
982
|
1
|
0.000
|
0.0001753
|
|
Spencer Harrison
|
Campfire Industries, Inventor of The Wolf’em Stick
|
983
|
1
|
0.000
|
0.0002096
|
|
Spencer Hilton
|
Brigham Young University
|
984
|
1
|
0.000
|
0.0001961
|
|
Spencer Ligon
|
Whirlpool Corporation
|
985
|
1
|
0.000
|
0.0001773
|
|
Spencer Millett
|
Amazon Web Services (AWS)
|
986
|
1
|
0.000
|
0.0001961
|
|
Spencer Thompson
|
Myriad Genetics
|
987
|
1
|
0.000
|
0.0002052
|
|
Spencer Walgren
|
United States Marine Corps
|
988
|
1
|
0.000
|
0.0101010
|
|
Stacey Walker
|
Fortive
|
989
|
1
|
0.000
|
0.0001583
|
|
Staci Smith
|
Fulbright Slovenia
|
990
|
1
|
0.000
|
0.0001753
|
|
Stacy Cheney
|
US Department of Commerce, National Telecommunications and Information
Administration
|
991
|
1
|
0.000
|
0.0002216
|
|
Stan Gordon
|
Westbrook Partners
|
992
|
1
|
0.000
|
0.0002007
|
|
Statler Smith
|
Deloitte
|
993
|
1
|
0.000
|
0.0001961
|
|
Stefanie Burton
|
Blue Raven Solar
|
994
|
1
|
0.000
|
0.0001583
|
|
Stephanie Johnson
|
Royal Alliance Associates
|
995
|
1
|
0.000
|
0.0001583
|
|
Stephanie Nay
|
Intermountain Healthcare
|
996
|
1
|
0.000
|
0.0001487
|
|
Stephen Browne
|
PwC
|
997
|
1
|
0.000
|
0.0002001
|
|
Stephen Lenker
|
Brigham Young University
|
998
|
1
|
0.000
|
0.0002096
|
|
Stephen Sorensen
|
Brigham Young University Marriott School of Business
|
999
|
4
|
62740.351
|
0.0002593
|
|
Steve Starks
|
The Larry H. Miller Company
|
1000
|
1
|
0.000
|
0.0001873
|
|
Steven Alexander
|
ActZero.ai
|
1001
|
1
|
0.000
|
0.0002001
|
|
Steven Brown
|
BYU Dining Services
|
1002
|
1
|
0.000
|
0.0001961
|
|
Steven Cook
|
Dell Technologies
|
1003
|
1
|
0.000
|
0.0001583
|
|
Steven Fletcher
|
doTERRA International LLC
|
1004
|
1
|
0.000
|
0.0002096
|
|
Stockton Williams
|
Northwestern Mutual
|
1005
|
1
|
0.000
|
0.0001583
|
|
Suraj Kumar
|
Tata Elxsi
|
1006
|
1
|
0.000
|
0.0093458
|
|
Suryaveer Singh Ranawat
|
|
1007
|
1
|
0.000
|
0.0001863
|
|
Sydney Sexton
|
Brigham Young University Graduate Studies
|
1008
|
1
|
0.000
|
0.0001753
|
|
Sydney Southwick
|
Alpine School District
|
1009
|
1
|
0.000
|
0.0001487
|
|
Sydney Zenger Broadbent
|
Aptive Environmental
|
1010
|
1
|
0.000
|
0.0002052
|
|
Sylvia Grow
|
Coalition, Inc.
|
1011
|
1
|
0.000
|
0.0001993
|
|
Sylvia Wei
|
KPMG US
|
1012
|
1
|
0.000
|
0.0001873
|
|
Taeyang Kim
|
BYU DRAGN Labs
|
1013
|
1
|
0.000
|
0.0002096
|
|
Tailer Justin Nguyen
|
Microsoft
|
1014
|
1
|
0.000
|
0.0001702
|
|
Tait Newbold
|
Deseret First Credit Union
|
1015
|
1
|
0.000
|
0.0001487
|
|
Talon Watson
|
Heritage Distribution
|
1016
|
1
|
0.000
|
0.0001957
|
|
Tamara K Anderson
|
Daily Hope Publishing
|
1017
|
1
|
0.000
|
0.0001873
|
|
Tanner Sexton
|
Rexburg Rehabilitation
|
1018
|
1
|
0.000
|
0.0001753
|
|
Tanner Child
|
BYU Law School
|
1019
|
1
|
0.000
|
0.0002096
|
|
Tanner Faragher
|
Red Pepper Software
|
1020
|
1
|
0.000
|
0.0002096
|
|
Tanner Glazier
|
Brigham Young University
|
1021
|
1
|
0.000
|
0.0001957
|
|
Tanner Hill
|
Rimrock Construction
|
1022
|
1
|
0.000
|
0.0001490
|
|
Tanner Mouritsen
|
NorthPoint Development
|
1023
|
1
|
0.000
|
0.0001583
|
|
Tanner Park
|
Northrop Grumman
|
1024
|
1
|
0.000
|
0.0001905
|
|
Tanner Pomeroy
|
Office of Legislative Research and General Counsel
|
1025
|
1
|
0.000
|
0.0001863
|
|
Tansy Hale
|
Spot AI
|
1027
|
1
|
0.000
|
0.0001490
|
|
Tanya Hill
|
Robert Half Management Resources
|
1028
|
1
|
0.000
|
0.0001993
|
|
Tara Spalding
|
VentureCapital.Org
|
1029
|
1
|
0.000
|
0.0001487
|
|
Tayler Wilson
|
ETHIK
|
1030
|
1
|
0.000
|
0.0001863
|
|
Taylor Bell
|
Particl
|
1031
|
1
|
0.000
|
0.0002216
|
|
Taylor Issertell Cpa
|
Nu Skin
|
1032
|
1
|
0.000
|
0.0001873
|
|
Taylor Nordquist P E
|
Applied Geotech
|
1033
|
1
|
0.000
|
0.0001487
|
|
Taylor Petersen Carr
|
SMASH Dance Academy
|
1034
|
2
|
6214.667
|
0.0002130
|
|
Taylor Roby
|
Brivic Media Group
|
1035
|
1
|
0.000
|
0.0001702
|
|
Taylor Sabin
|
Qualtrics
|
1036
|
1
|
0.000
|
0.0002052
|
|
Taylor Wells
|
Brigham Young University
|
1037
|
1
|
0.000
|
0.0001873
|
|
Ted Gilbert
|
Karl G. Maeser Prep Academy
|
1038
|
1
|
0.000
|
0.0001487
|
|
Teralyn Whipple
|
Broadband Breakfast Media
|
1039
|
1
|
0.000
|
0.0001552
|
|
Terrance Smith
|
Kalypso: A Rockwell Automation Business
|
1040
|
1
|
0.000
|
0.0001773
|
|
Terry Worley
|
Disney Parks, Experiences and Products
|
1041
|
1
|
0.000
|
0.0001487
|
|
Thomas Blackwelder
|
BYU Egypt Excavations
|
1042
|
2
|
9264.976
|
0.0002279
|
|
Thomas Crofts
|
Raytheon Company
|
1043
|
1
|
0.000
|
0.0001961
|
|
Thomas Goodwin
|
Qualtrics
|
1044
|
1
|
0.000
|
0.0001583
|
|
Thomas Moreno
|
BYU Careers & Experiential Learning
|
1045
|
1
|
0.000
|
0.0001753
|
|
Thomas Stevenson
|
Campus Reform
|
1046
|
1
|
0.000
|
0.0002007
|
|
Tim Palmer
|
Stealth Health Tech startup
|
1047
|
1
|
0.000
|
0.0001552
|
|
Timothy Loveridge
|
Brigham Young University
|
1048
|
1
|
0.000
|
0.0001905
|
|
Toby Tilford
|
Links Healthcare Group
|
1049
|
1
|
0.000
|
0.0002216
|
|
Todd Coley
|
Körber Supply Chain
|
1050
|
1
|
0.000
|
0.0002007
|
|
Todd Miller
|
Allstate Palm Beach Gardens Insurance
|
1051
|
1
|
0.000
|
0.0002007
|
|
Tom Atkinson
|
Applied Geotech
|
1052
|
1
|
0.000
|
0.0001487
|
|
Tom Grundy
|
Following Fulfilment
|
1053
|
1
|
0.000
|
0.0001487
|
|
Tom Meservy
|
Brigham Young University
|
1054
|
1
|
0.000
|
0.0001993
|
|
Tom Meyerer
|
Capital One
|
1055
|
1
|
0.000
|
0.0002007
|
|
Tom Wheeler
|
Nav Technologies, Inc.
|
1056
|
1
|
0.000
|
0.0101010
|
|
Tony Ahlstrom
|
Utah State University
|
1057
|
1
|
0.000
|
0.0001487
|
|
Tracy Smith Van Pelt
|
Panda Solutions
|
1058
|
1
|
0.000
|
0.0001716
|
|
Travis Bruyere
|
Vensure Employer Services
|
1059
|
1
|
0.000
|
0.0002216
|
|
Travis Geddes
|
AdvancedMD
|
1060
|
1
|
0.000
|
0.0001487
|
|
Travis Nay
|
Intermountain Healthcare
|
1061
|
1
|
0.000
|
0.0001487
|
|
Trentan Pecorelli
|
Intermountain Healthcare
|
1062
|
1
|
0.000
|
0.0002052
|
|
Trevor Lloyd
|
Recursion
|
1063
|
1
|
0.000
|
0.0001487
|
|
Trevor Shumway
|
SOLVD.cloud
|
1064
|
1
|
0.000
|
0.0001702
|
|
Trixie Judd
|
Nursa™
|
1065
|
1
|
0.000
|
0.0002007
|
|
Ty Empey
|
Western Governors University
|
1066
|
1
|
0.000
|
0.0093458
|
|
Ty R Brady
|
Brady Insurance Marketing
|
1067
|
1
|
0.000
|
0.0001993
|
|
Tyler Harris
|
Qualtrics
|
1068
|
1
|
0.000
|
0.0001957
|
|
Tyler Hayward
|
C.R. England
|
1069
|
1
|
0.000
|
0.0093458
|
|
Tyler Kellis
|
University of Utah School of Medicine
|
1070
|
1
|
0.000
|
0.0001773
|
|
Tyler Perkins
|
Missionary Training Center
|
1071
|
1
|
0.000
|
0.0001805
|
|
Tyler Sheffield
|
Blue Raven Solar
|
1072
|
1
|
0.000
|
0.0001957
|
|
Tyler Staten
|
Kneaders Bakery and Cafe
|
1073
|
1
|
0.000
|
0.0001773
|
|
Tyler Waltman
|
Qualtrics
|
1074
|
1
|
0.000
|
0.0001957
|
|
Tyler Ward
|
Brigham Young University
|
1075
|
1
|
0.000
|
0.0001552
|
|
Tyreen Taylor
|
Wise Walk Virtual Solutions
|
1076
|
1
|
0.000
|
0.0001487
|
|
Tyson Lindquist
|
Lindquist Digital
|
1077
|
1
|
0.000
|
0.0001905
|
|
Van To
|
Amazon
|
1078
|
1
|
0.000
|
0.0001716
|
|
Vanessa Aparicio
|
Theo Darling
|
1079
|
1
|
0.000
|
0.0093458
|
|
Varden Hadfield
|
Mountainland Technical College
|
1080
|
1
|
0.000
|
0.0001487
|
|
Verginia Duran Msc Pmp
|
Comgás
|
1081
|
1
|
0.000
|
0.0002216
|
|
Vicky Susana Pernia Cardona
|
Dollon S.A.
|
1082
|
1
|
0.000
|
0.0002216
|
|
Victor Bryson
|
Kaman Distribution
|
1083
|
1
|
0.000
|
0.0001961
|
|
Victoria Lopez
|
Bain & Company
|
1084
|
1
|
0.000
|
0.0093458
|
|
Vijay Hirudayanathan
|
LDS church
|
1085
|
1
|
0.000
|
0.0001993
|
|
Vivian Vo
|
Texas A&M University
|
1086
|
1
|
0.000
|
0.0001961
|
|
Wes Brooks
|
Cicero Group
|
1087
|
3
|
43791.744
|
0.0002504
|
|
Whitney Soonae Johnson
|
Bonneville International
|
1088
|
1
|
0.000
|
0.0001583
|
|
Will Hainsworth
|
Arivo Acceptance
|
1089
|
1
|
0.000
|
0.0093458
|
|
William Jenkins
|
CSG USA
|
1090
|
1
|
0.000
|
0.0002216
|
|
William Taylor
|
North Cascade LLC
|
1091
|
1
|
0.000
|
0.0001583
|
|
William Thomas
|
Five Star Franchising
|
1092
|
1
|
0.000
|
0.0001873
|
|
Woodson Parker
|
Brigham Young University
|
1093
|
1
|
0.000
|
0.0001552
|
|
Wyatt Johnson
|
Northrop Grumman
|
1094
|
1
|
0.000
|
0.0002007
|
|
Wyatt Thacker
|
Local Chow
|
1095
|
1
|
0.000
|
0.0002052
|
|
Xander Haack
|
Iowa State University
|
1096
|
1
|
0.000
|
0.0001961
|
|
Xiao Ling
|
Texas A&M University
|
1097
|
1
|
0.000
|
0.0001702
|
|
Yugandhar Jangale
|
Whirlpool Corporation
|
1098
|
1
|
0.000
|
0.0001773
|
|
Yuta Nagano
|
Brigham Young University Marriott School of Business
|
1099
|
1
|
0.000
|
0.0001583
|
|
Yuze Dong
|
Qualtrics
|
1100
|
1
|
0.000
|
0.0001957
|
|
Zac Anderson
|
Mountain West Advisors
|
1101
|
1
|
0.000
|
0.0001487
|
|
Zac Smith Mba
|
PostNet West Valley City
|
1102
|
1
|
0.000
|
0.0093458
|
|
Zach Melson
|
Vivint
|
1103
|
1
|
0.000
|
0.0001487
|
|
Zachary Barton
|
Right Angle Engineering
|
1104
|
1
|
0.000
|
0.0001993
|
|
Zachary Bassett
|
Ride-Off
|
1105
|
1
|
0.000
|
0.0002001
|
|
Zachary Higley
|
Freelance
|
1106
|
1
|
0.000
|
0.0001773
|
|
Zachary Holland
|
Optum
|
1107
|
1
|
0.000
|
0.0001957
|
|
Zachary Sterling
|
Brigham Young University Marriott School of Business
|
1108
|
1
|
0.000
|
0.0001961
|
|
Zack Jolie
|
Goldman Sachs
|
1109
|
1
|
0.000
|
0.0001957
|
|
Zain Parekh Pmp
|
KPMG US
|
1110
|
1
|
0.000
|
0.0001873
|
|
Zane Openshaw
|
The Haskell Company
|
1111
|
1
|
0.000
|
0.0001552
|
|
Zelle Harris Cook
|
The Church of Jesus Christ of Latter-day Saints
|
1112
|
1
|
0.000
|
0.0001583
|
|
Zoey Wardrobe
|
UNIRAC, Inc.
|
1113
|
1
|
0.000
|
0.0001490
|
|
Olivia Lampros
|
Banzai Inc.
|
1114
|
1
|
0.000
|
0.0001863
|
|
Scott Jaffa
|
jaffa group
|
1115
|
1
|
0.000
|
0.0001487
|
#What 5 students in the class have the highest Betweenness centrality?
#Use the Louvain algorithm to identify any hidden communities. How many nodes are in the largest community and which classmates are in this community? Can you discern anything this community has in common that may be leading to them being classified this way?
communities <- cluster_louvain(LI_graph)
V(LI_graph)$community <- membership(communities)
sizes(communities)
## Community sizes
## 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
## 48 48 47 50 46 47 42 44 50 50 50 49 45 50 51 49 48 50 55 51 49 44 47
##there are 1778 nodes in the largest community??
library(ggraph)
set.seed(123)
ggraph(LI_graph, layout ="fr") +
geom_edge_link(color = "grey") +
geom_node_point(aes(color = as.factor(community)),
show.legend = FALSE) +
theme_void()
## Warning: Using the `size` aesthetic in this geom was deprecated in ggplot2 3.4.0.
## ℹ Please use `linewidth` in the `default_aes` field and elsewhere instead.
