library(tidyverse)
## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.5
## ✔ forcats 1.0.1 ✔ stringr 1.5.2
## ✔ ggplot2 4.0.0 ✔ tibble 3.3.0
## ✔ lubridate 1.9.4 ✔ tidyr 1.3.1
## ✔ purrr 1.1.0
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
library(readxl)
library(corrplot)
## corrplot 0.95 loaded
library(ggplot2)
library(knitr)
library(car)
## Warning: package 'car' was built under R version 4.5.2
## Loading required package: carData
## Warning: package 'carData' was built under R version 4.5.2
##
## Attaching package: 'car'
##
## The following object is masked from 'package:dplyr':
##
## recode
##
## The following object is masked from 'package:purrr':
##
## some
library(lubridate)
library(knitr)
setwd("C:/Users/nika/Downloads/R/Other/csv")
All_Players <- read_excel("Top Players.xlsx")
Part 1: Top Players
Top_Players <- All_Players|>
mutate(date = make_date(as.numeric(`Session Date - Year`), match(`Session Date - Month`, month.name), as.numeric(`Session Date - Day`)))|>
mutate(`Session Start Time` = format(`Session Start Time`, "%H:%M")) |>
mutate(`Session End Time` = format(`Session End Time`, "%H:%M")) |>
filter(!`Full Name` %in% c("Guest Hold Coach SOF"))|>
add_count(`Full Name`, name = "Frequency")|>
distinct(`Full Name`, .keep_all = TRUE)|>
arrange(desc(Frequency))|>
select(`Full Name`, "Gender", `Age Range`, `Skill Level`, `Frequency`)
print(head(Top_Players, 300)) |>
kable()
## # A tibble: 300 × 5
## `Full Name` Gender `Age Range` `Skill Level` Frequency
## <chr> <chr> <chr> <chr> <int>
## 1 Val Aleksenko* Male 50-59 Advanced 102
## 2 Sophia Akbar Female 10-19 Advanced 91
## 3 Ranji Eapen* Male 60-69 Beginner 74
## 4 Kaiyu Xi Male 20-29 Advanced 70
## 5 Heba El Torky Female 30-39 Advanced 68
## 6 Raoul Engman Male 10-19 Beginner 68
## 7 Andrew Glover* Male 40-49 Intermediate 59
## 8 Juan Carlos Climent* Male 50-59 Advanced 56
## 9 Daisy Hurowitz Female 10-19 Beginner 54
## 10 Emily Scheck* Female 30-39 Beginner 51
## # ℹ 290 more rows
| Val Aleksenko* |
Male |
50-59 |
Advanced |
102 |
| Sophia Akbar |
Female |
10-19 |
Advanced |
91 |
| Ranji Eapen* |
Male |
60-69 |
Beginner |
74 |
| Kaiyu Xi |
Male |
20-29 |
Advanced |
70 |
| Heba El Torky |
Female |
30-39 |
Advanced |
68 |
| Raoul Engman |
Male |
10-19 |
Beginner |
68 |
| Andrew Glover* |
Male |
40-49 |
Intermediate |
59 |
| Juan Carlos Climent* |
Male |
50-59 |
Advanced |
56 |
| Daisy Hurowitz |
Female |
10-19 |
Beginner |
54 |
| Emily Scheck* |
Female |
30-39 |
Beginner |
51 |
| Islam Hussein |
Male |
40-49 |
Intermediate |
51 |
| Andre Nussenzweig* |
Male |
60-69 |
Intermediate |
50 |
| Jack Forrester |
Male |
10-19 |
Beginner |
50 |
| Barry Fisher* |
Male |
60-69 |
Advanced |
49 |
| Inigo Jordan |
Male |
10-19 |
Advanced |
49 |
| Ben Peoples |
Male |
40-49 |
Intermediate |
48 |
| Peter Wechsler* |
Male |
60-69 |
Advanced |
48 |
| Sachin Serrano |
Male |
20-29 |
Beginner |
48 |
| Joseph Loftus |
Male |
40-49 |
Intermediate |
47 |
| Carter Wilson |
Male |
10-19 |
Beginner |
44 |
| Dayton Campos |
Male |
30-39 |
Beginner |
44 |
| Ronny Vlassaks |
Male |
60-69 |
Advanced |
43 |
| Willa Haberl |
Female |
10-19 |
Advanced |
43 |
| Maximo Blazquez Alameddine* |
Male |
10-19 |
Beginner |
42 |
| Oskar Brown* |
Male |
10-19 |
Beginner |
41 |
| Amir Tabdili |
Male |
50-59 |
Intermediate |
40 |
| Bruce Simons Morton* |
Male |
80-89 |
Advanced |
40 |
| Carolina Valdiviezo |
Female |
50-59 |
Beginner |
40 |
| Contact SOF (Front Desk Use) |
Male |
20-29 |
Beginner |
39 |
| Haydee Jeronimides* |
Male |
10-19 |
Beginner |
38 |
| Stuart Barr |
Male |
50-59 |
Intermediate |
38 |
| Yasha Traylor |
Male |
10-19 |
Beginner |
38 |
| Cory Capps* |
Male |
50-59 |
Advanced |
37 |
| Glenn Hurowitz* |
Male |
40-49 |
Advanced |
36 |
| Paul Browne* |
Male |
60-69 |
Beginner |
36 |
| Oscar Palacios |
Male |
30-39 |
Beginner |
35 |
| Slava Z. |
Male |
40-49 |
Intermediate |
35 |
| Carlos Pabon-Agudelo* |
Male |
60-69 |
Intermediate |
34 |
| Markham Erickson |
Male |
60-69 |
Beginner |
34 |
| Hanlon Smith-Dorsey |
Male |
40-49 |
Advanced |
33 |
| Hans Paris |
Male |
60-69 |
Intermediate |
33 |
| Jackie Zink |
Female |
10-19 |
Beginner |
32 |
| Joseph Buccina |
Male |
40-49 |
Intermediate |
32 |
| Julius Gwyer |
Male |
50-59 |
Intermediate |
32 |
| Jeff Johnson |
Male |
50-59 |
Advanced |
31 |
| Katherine Nix |
Female |
40-49 |
Beginner |
31 |
| Pedro Pizano |
Male |
40-49 |
Intermediate |
31 |
| Dacian Reece-Stremtan* |
Male |
40-49 |
Advanced |
30 |
| Dietrich Jacobs |
Male |
20-29 |
Advanced |
30 |
| Julien Vilquin |
Male |
40-49 |
Intermediate |
30 |
| Sarah Davidson* |
Female |
50-59 |
Advanced |
30 |
| Clare Hurowitz |
Female |
0-9 |
Beginner |
29 |
| Pano Doxakis |
Male |
10-19 |
Beginner |
29 |
| philipp shishkin |
Male |
40-49 |
Intermediate |
29 |
| William Egan |
Male |
20-29 |
Advanced |
29 |
| David Sneed |
Male |
30-39 |
Advanced |
28 |
| Elizabeth Dupree |
Female |
50-59 |
Advanced |
28 |
| Jeffrey Nestler* |
Male |
40-49 |
Beginner |
28 |
| Itai Grinberg |
Male |
50-59 |
Intermediate |
27 |
| Alex Rankin* |
Male |
20-29 |
Advanced |
26 |
| Bharet Malhotra |
Male |
50-59 |
Advanced |
26 |
| Cam Tudhope |
Male |
40-49 |
Intermediate |
26 |
| Rachel Capps* |
Female |
50-59 |
Beginner |
26 |
| Sarah Cryder* |
Female |
40-49 |
Beginner |
26 |
| Jack Snell |
Male |
0-9 |
Beginner |
25 |
| Prathap Daniel |
Male |
40-49 |
Intermediate |
25 |
| Siddhant Gokhale |
Male |
30-39 |
Intermediate |
25 |
| Andrew Stephen Leonard |
Male |
30-39 |
Intermediate |
24 |
| Ellie Aukamp |
Female |
10-19 |
Beginner |
24 |
| Logan Iwai |
Male |
0-9 |
Beginner |
24 |
| Ronny Vlassaks* |
Male |
60-69 |
Advanced |
24 |
| Thomas Green |
Male |
70-79 |
Beginner |
24 |
| Charlie Davant |
Male |
10-19 |
Beginner |
23 |
| john peterson |
Male |
30-39 |
Advanced |
23 |
| Joshua Rocco |
Male |
30-39 |
Intermediate |
23 |
| Luke Meisner* |
Male |
40-49 |
Intermediate |
23 |
| Matt Maurer |
Male |
50-59 |
Beginner |
23 |
| Abid Mansur |
Male |
30-39 |
Advanced |
22 |
| Cedar Grinberg |
Male |
10-19 |
Beginner |
22 |
| Claire Lake |
Female |
20-29 |
Beginner |
22 |
| Darcy Nauman |
Female |
40-49 |
Beginner |
22 |
| Giacomo Salvadore |
Male |
50-59 |
Beginner |
22 |
| Josephine Doussau de Bazignan |
Female |
10-19 |
Beginner |
22 |
| Seth Perlow* |
Male |
40-49 |
Beginner |
22 |
| Thomas De Jesus |
Male |
10-19 |
Beginner |
22 |
| Dima Danchanka |
Male |
30-39 |
Intermediate |
21 |
| Isaac Kardon |
Male |
40-49 |
Advanced |
21 |
| Jane Moffat |
Female |
40-49 |
Beginner |
21 |
| Nick Stoll* |
Male |
30-39 |
Advanced |
21 |
| Nico Gori |
Male |
20-29 |
Beginner |
21 |
| Nikhil Bhagwat |
Male |
30-39 |
Beginner |
21 |
| Abir Ray* |
Male |
40-49 |
Advanced |
20 |
| Arinze Haffner |
Male |
10-19 |
Intermediate |
20 |
| Charlie Wilson |
Male |
50-59 |
Intermediate |
20 |
| Christopher Delaney |
Male |
20-29 |
Beginner |
20 |
| Dan Klodowski* |
Male |
40-49 |
Advanced |
20 |
| Dhaval Patel |
Female |
40-49 |
Beginner |
20 |
| Emmett Zamore |
Male |
20-29 |
Beginner |
20 |
| Doug Randall |
Male |
40-49 |
Intermediate |
19 |
| Madhu Jalan* |
Female |
50-59 |
Intermediate |
19 |
| PAUL GRAYSON |
Male |
40-49 |
Beginner |
19 |
| Sally Pei* |
Female |
30-39 |
Advanced |
19 |
| Shaun Agarwal* |
Male |
50-59 |
Advanced |
19 |
| Sudhir Sainani |
Male |
40-49 |
Beginner |
19 |
| Addison Phan |
Female |
10-19 |
Beginner |
18 |
| Amy Raskin |
Female |
50-59 |
Beginner |
18 |
| Christine Tezak* |
Female |
50-59 |
Intermediate |
18 |
| Conner Ward |
Male |
30-39 |
Advanced |
18 |
| James Fitzgerald |
Male |
50-59 |
Intermediate |
18 |
| Jason Everett* |
Male |
30-39 |
Intermediate |
18 |
| Paul Hughes* |
Male |
50-59 |
Beginner |
18 |
| Peter Dagher* |
Male |
30-39 |
Advanced |
18 |
| Peter Holland |
Male |
50-59 |
Intermediate |
18 |
| Silas Morsink |
Male |
20-29 |
Beginner |
18 |
| stephane carnot* |
Male |
50-59 |
Advanced |
18 |
| Tim Garon |
Male |
40-49 |
Intermediate |
18 |
| William Tobias |
Male |
30-39 |
Advanced |
18 |
| Xavier Urtubey* |
Male |
50-59 |
Intermediate |
18 |
| Zach Walter |
Male |
0-9 |
Intermediate |
18 |
| Andrew Solender |
Male |
20-29 |
Intermediate |
17 |
| Ashley Baber |
Female |
40-49 |
Beginner |
17 |
| Delara Bakhtyari |
Female |
10-19 |
Beginner |
17 |
| Jean Moret |
Male |
40-49 |
Intermediate |
17 |
| Lindsay Guthrie |
Female |
40-49 |
Intermediate |
17 |
| Michael Hart-Slattery* |
Male |
40-49 |
Intermediate |
17 |
| Milo Hirsch |
Male |
10-19 |
Beginner |
17 |
| Nolan Iwai* |
Male |
10-19 |
Beginner |
17 |
| Rosey Snell |
Female |
0-9 |
Beginner |
17 |
| Sam Mohr |
Male |
20-29 |
Intermediate |
17 |
| Sarah Birmingham |
Female |
30-39 |
Beginner |
17 |
| Simon Yates |
Male |
0-9 |
Beginner |
17 |
| AJ Copeland |
Female |
60-69 |
Intermediate |
16 |
| Benjamin Dower* |
Male |
40-49 |
Advanced |
16 |
| Blaine Helleloid |
Female |
20-29 |
Beginner |
16 |
| Gerry Holmes* |
Male |
60-69 |
Intermediate |
16 |
| Jake O’Keeffe |
Male |
20-29 |
Beginner |
16 |
| Matthew Jaeger |
Male |
10-19 |
Intermediate |
16 |
| Rogan Zangari |
Male |
20-29 |
Intermediate |
16 |
| Sarah Loucks |
Female |
30-39 |
Intermediate |
16 |
| Suncana Pavlic |
Female |
20-29 |
Beginner |
16 |
| Adam Brooks* |
Male |
30-39 |
Advanced |
15 |
| Bill Stewart |
Male |
30-39 |
Intermediate |
15 |
| Brian Liu |
Male |
20-29 |
Advanced |
15 |
| Inge Pakulski* |
Female |
60-69 |
Beginner |
15 |
| Jake Gober |
Male |
30-39 |
Advanced |
15 |
| Louis Alpert |
Male |
20-29 |
Advanced |
15 |
| Lucas Brillembourg |
Male |
10-19 |
Beginner |
15 |
| Matthew1 Schwartz* |
Male |
30-39 |
Advanced |
15 |
| Nick Jacobs |
Male |
50-59 |
Beginner |
15 |
| Patricia Rivera |
Female |
30-39 |
Beginner |
15 |
| Whit Pierce-Dorsey |
Male |
10-19 |
Beginner |
15 |
| Ahmed Elehwany |
Male |
20-29 |
Intermediate |
14 |
| Alex Berndt |
Male |
10-19 |
Beginner |
14 |
| Anthony de Jesus |
Male |
0-9 |
Beginner |
14 |
| Avnish Singh |
Male |
30-39 |
Beginner |
14 |
| Danny Kazin |
Male |
30-39 |
Beginner |
14 |
| Gillian Athey |
Female |
40-49 |
Beginner |
14 |
| Jim Gordon |
Male |
30-39 |
Intermediate |
14 |
| Laith Hajj |
Male |
10-19 |
Beginner |
14 |
| Lakmal Ekanayake |
Male |
30-39 |
Advanced |
14 |
| Martin Dertz |
Male |
40-49 |
Beginner |
14 |
| Paul Stephens |
Male |
40-49 |
Beginner |
14 |
| Sandy Perkins |
Male |
30-39 |
Beginner |
14 |
| Shengting Pan |
Male |
50-59 |
Beginner |
14 |
| Timothy Gerson |
Female |
40-49 |
Beginner |
14 |
| Zachary Steinberg |
Male |
20-29 |
Beginner |
14 |
| Aarudh Balaji |
Male |
10-19 |
Beginner |
13 |
| Andy Swiatek |
Male |
10-19 |
Beginner |
13 |
| Derrick Moore* |
Male |
40-49 |
Advanced |
13 |
| Emile Toscano* |
Male |
30-39 |
Advanced |
13 |
| Eva Aleksenko |
Female |
10-19 |
Beginner |
13 |
| Fabian Wright |
Male |
30-39 |
Beginner |
13 |
| Faith Broderick |
Female |
30-39 |
Beginner |
13 |
| Fitz Hudson |
Male |
10-19 |
Beginner |
13 |
| Jeffrey Yapchanyk |
Male |
20-29 |
Beginner |
13 |
| Jorge Klinnert |
Male |
20-29 |
Intermediate |
13 |
| Julian Winkler |
Male |
30-39 |
Intermediate |
13 |
| Marietta Valerio |
Female |
40-49 |
Beginner |
13 |
| Matthew Heine |
Male |
10-19 |
Beginner |
13 |
| Sophie Ritt |
Female |
20-29 |
Beginner |
13 |
| Soumil Agarwal |
Male |
20-29 |
Intermediate |
13 |
| Tefft Smith* |
Male |
80-89 |
Advanced |
13 |
| Blair Curzi |
Female |
30-39 |
Intermediate |
12 |
| Brett Forman |
Male |
20-29 |
Beginner |
12 |
| Ceci Gomez-Jacome |
Female |
0-9 |
Beginner |
12 |
| Daniel Wu |
Male |
20-29 |
Advanced |
12 |
| Emma Lavoie |
Female |
50-59 |
Beginner |
12 |
| Emma Zhou |
Female |
0-9 |
Beginner |
12 |
| Hibbard Brown |
Male |
10-19 |
Beginner |
12 |
| Jorge Navarro |
Male |
40-49 |
Beginner |
12 |
| Kevin Carski* |
Male |
40-49 |
Beginner |
12 |
| Kimberly Stephens |
Female |
40-49 |
Beginner |
12 |
| Marjorie Betubiza |
Female |
30-39 |
Beginner |
12 |
| Max Bloom |
Male |
30-39 |
Beginner |
12 |
| Naomi Kihn |
Female |
10-19 |
Beginner |
12 |
| Oumar D. |
Male |
40-49 |
Beginner |
12 |
| Sartaz Ahmed* |
Female |
50-59 |
Intermediate |
12 |
| Sonali Krishna |
Female |
50-59 |
Beginner |
12 |
| Susan Charnaux |
Female |
50-59 |
Beginner |
12 |
| Theo Saborowski |
Male |
0-9 |
Beginner |
12 |
| William Smith |
Male |
20-29 |
Intermediate |
12 |
| Zach Newman |
Male |
20-29 |
Beginner |
12 |
| Aaron Tessler |
Male |
30-39 |
Beginner |
11 |
| Abid Shah* |
Male |
40-49 |
Intermediate |
11 |
| Alan Perry* |
Male |
30-39 |
Intermediate |
11 |
| Amelia Schoenbeck |
Female |
30-39 |
Beginner |
11 |
| Annie Patrick |
Female |
40-49 |
Beginner |
11 |
| Arturo Brillembourg |
Male |
40-49 |
Intermediate |
11 |
| Brian Clifford* |
Male |
30-39 |
Beginner |
11 |
| Charles Lancaster |
Male |
50-59 |
Beginner |
11 |
| Charlotte Reid |
Female |
10-19 |
Beginner |
11 |
| Claire Dennis |
Female |
30-39 |
Beginner |
11 |
| Dan Pawson* |
Male |
40-49 |
Intermediate |
11 |
| Daniel Ahn |
Male |
10-19 |
Beginner |
11 |
| Ed White |
Male |
60-69 |
Beginner |
11 |
| Harmony Oliver |
Female |
30-39 |
Intermediate |
11 |
| Jed Nussdorf |
Male |
40-49 |
Advanced |
11 |
| Kary Romero Shapiro |
Female |
30-39 |
Beginner |
11 |
| Marcelo DAgostino* |
Male |
60-69 |
Intermediate |
11 |
| Oscar Valdes* |
Male |
40-49 |
Intermediate |
11 |
| Parhum Moshki |
Male |
30-39 |
Advanced |
11 |
| Peer Schulze |
Male |
30-39 |
Intermediate |
11 |
| Rob Marshall |
Male |
30-39 |
Beginner |
11 |
| Steiner Hudson |
Male |
40-49 |
Beginner |
11 |
| Taylor Stockton |
Male |
30-39 |
Intermediate |
11 |
| Alan Critchley |
Male |
30-39 |
Intermediate |
10 |
| Alejandro Cristiani |
Male |
50-59 |
Advanced |
10 |
| Alex Kisling |
Male |
40-49 |
Beginner |
10 |
| Anubhav Sinha |
Male |
20-29 |
Beginner |
10 |
| Ashan Kiridena |
Male |
20-29 |
Beginner |
10 |
| Ben Glauber |
Male |
30-39 |
Beginner |
10 |
| Ben Johns* |
Male |
70-79 |
Beginner |
10 |
| Chotoo Amn |
Male |
20-29 |
Advanced |
10 |
| Cole Myers |
Male |
0-9 |
Beginner |
10 |
| Daniel Ramirez |
Male |
30-39 |
Intermediate |
10 |
| David Phan |
Male |
40-49 |
Beginner |
10 |
| Deborah Phippard* |
Female |
60-69 |
Advanced |
10 |
| Jakob Rusinek |
Male |
40-49 |
Beginner |
10 |
| Jeff Naft* |
Male |
30-39 |
Intermediate |
10 |
| John Tuten |
Male |
40-49 |
Beginner |
10 |
| Kelsey Caldwell |
Female |
20-29 |
Intermediate |
10 |
| Leon Ghoreishi |
Male |
10-19 |
Beginner |
10 |
| Mark Shepardson |
Male |
60-69 |
Intermediate |
10 |
| mehdi tabdiliazar |
Male |
40-49 |
Intermediate |
10 |
| Mimi Swiatek |
Female |
0-9 |
Beginner |
10 |
| Moulika Balaji |
Female |
10-19 |
Beginner |
10 |
| Olivia Napper* |
Female |
30-39 |
Beginner |
10 |
| Petra Lanier |
Female |
0-9 |
Beginner |
10 |
| Rahini Sharma |
Female |
10-19 |
Beginner |
10 |
| Teddy Thomas |
Female |
40-49 |
Intermediate |
10 |
| tom Oberdorfer |
Male |
70-79 |
Intermediate |
10 |
| VERENA RADULOVIC |
Female |
40-49 |
Beginner |
10 |
| Violet Grayson |
Female |
0-9 |
Beginner |
10 |
| Adam Voiland |
Male |
40-49 |
Beginner |
9 |
| Alex Burness |
Male |
30-39 |
Intermediate |
9 |
| Alex Hart |
Male |
30-39 |
Beginner |
9 |
| Alfonso Guzman |
Male |
60-69 |
Intermediate |
9 |
| Charlie Barnosky |
Male |
10-19 |
Beginner |
9 |
| Chris Dopita |
Male |
40-49 |
Intermediate |
9 |
| Dallan McManus* |
Male |
50-59 |
Intermediate |
9 |
| Edward Malley* |
Male |
20-29 |
Advanced |
9 |
| Ernesto Acevedo |
Male |
50-59 |
Intermediate |
9 |
| Fran Remorino |
Male |
40-49 |
Beginner |
9 |
| Gardiner Nardini |
Male |
30-39 |
Intermediate |
9 |
| Harry Conaway* |
Male |
70-79 |
Intermediate |
9 |
| Ishani Khanna |
Female |
20-29 |
Advanced |
9 |
| Jack Giraudo* |
Male |
70-79 |
Beginner |
9 |
| Jackson Ellis |
Male |
30-39 |
Beginner |
9 |
| Jacqueline Corrigan-Curay |
Female |
60-69 |
Intermediate |
9 |
| James Walker |
Male |
20-29 |
Beginner |
9 |
| Jeremy Sturchio |
Male |
40-49 |
Intermediate |
9 |
| Josette Ramirez |
Female |
50-59 |
Beginner |
9 |
| Jung Kim |
Female |
20-29 |
Beginner |
9 |
| Manuel Vasconcelos |
Male |
40-49 |
Beginner |
9 |
| Meng Kessel |
Female |
30-39 |
Beginner |
9 |
| Merrall Echezarreta |
Male |
30-39 |
Beginner |
9 |
| Neve Tudhope |
Female |
0-9 |
Beginner |
9 |
| Patricia Schroeder |
Female |
50-59 |
Intermediate |
9 |
| Paul Ellis |
Male |
80+ |
Intermediate |
9 |
| Peter Schechter |
Male |
60-69 |
Intermediate |
9 |
| Philip Santiago |
Male |
40-49 |
Intermediate |
9 |
| Philipp Richter |
Male |
20-29 |
Advanced |
9 |
| Rob Rasmussen |
Male |
30-39 |
Advanced |
9 |
| Stan Berenshtein |
Male |
30-39 |
Advanced |
9 |
| Teddy Voorhees |
Male |
40-49 |
Beginner |
9 |
| Valerii Fedoruk |
Male |
40-49 |
Advanced |
9 |
| William Zoretic |
Male |
0-9 |
Beginner |
9 |
| Andrew Yochem |
Male |
30-39 |
Beginner |
8 |
| Anmol Vanamali |
Male |
40-49 |
Intermediate |
8 |
| Antonio Espirito Santo |
Male |
20-29 |
Beginner |
8 |
| Brian Hoyt |
Male |
50-59 |
Beginner |
8 |
| Charlie Martel |
Male |
20-29 |
Beginner |
8 |
| Chris Lamond* |
Male |
50-59 |
Intermediate |
8 |
| Cindy Vojtech* |
Female |
40-49 |
Intermediate |
8 |
| Dan George |
Male |
40-49 |
Beginner |
8 |
| Daniel Arrázola |
Male |
30-39 |
Intermediate |
8 |
| Elizabeth Jochum |
Female |
40-49 |
Beginner |
8 |
| Francois Bertone |
Male |
20-29 |
Beginner |
8 |
| Ibrahim Masoud |
Male |
10-19 |
Advanced |
8 |
| Joao Morgado |
Male |
30-39 |
Intermediate |
8 |
Part 2: Women
Top_Women <- All_Players|>
mutate(date = make_date(as.numeric(`Session Date - Year`), match(`Session Date - Month`, month.name), as.numeric(`Session Date - Day`)))|>
mutate(`Session Start Time` = format(`Session Start Time`, "%H:%M")) |>
mutate(`Session End Time` = format(`Session End Time`, "%H:%M")) |>
filter(!`Gender` %in% c("Male", "N/A", "No Info"))|>
add_count(`Full Name`, name = "Frequency")|>
distinct(`Full Name`, .keep_all = TRUE)|>
arrange(desc(Frequency))|>
select(`Full Name`, "Gender", `Age Range`, `Skill Level`, `Frequency`)
print(head(Top_Women, 100))|>
kable()
## # A tibble: 100 × 5
## `Full Name` Gender `Age Range` `Skill Level` Frequency
## <chr> <chr> <chr> <chr> <int>
## 1 Sophia Akbar Female 10-19 Advanced 91
## 2 Heba El Torky Female 30-39 Advanced 68
## 3 Daisy Hurowitz Female 10-19 Beginner 54
## 4 Emily Scheck* Female 30-39 Beginner 51
## 5 Willa Haberl Female 10-19 Advanced 43
## 6 Carolina Valdiviezo Female 50-59 Beginner 40
## 7 Jackie Zink Female 10-19 Beginner 32
## 8 Katherine Nix Female 40-49 Beginner 31
## 9 Sarah Davidson* Female 50-59 Advanced 30
## 10 Clare Hurowitz Female 0-9 Beginner 29
## # ℹ 90 more rows
| Sophia Akbar |
Female |
10-19 |
Advanced |
91 |
| Heba El Torky |
Female |
30-39 |
Advanced |
68 |
| Daisy Hurowitz |
Female |
10-19 |
Beginner |
54 |
| Emily Scheck* |
Female |
30-39 |
Beginner |
51 |
| Willa Haberl |
Female |
10-19 |
Advanced |
43 |
| Carolina Valdiviezo |
Female |
50-59 |
Beginner |
40 |
| Jackie Zink |
Female |
10-19 |
Beginner |
32 |
| Katherine Nix |
Female |
40-49 |
Beginner |
31 |
| Sarah Davidson* |
Female |
50-59 |
Advanced |
30 |
| Clare Hurowitz |
Female |
0-9 |
Beginner |
29 |
| Elizabeth Dupree |
Female |
50-59 |
Advanced |
28 |
| Rachel Capps* |
Female |
50-59 |
Beginner |
26 |
| Sarah Cryder* |
Female |
40-49 |
Beginner |
26 |
| Ellie Aukamp |
Female |
10-19 |
Beginner |
24 |
| Claire Lake |
Female |
20-29 |
Beginner |
22 |
| Darcy Nauman |
Female |
40-49 |
Beginner |
22 |
| Josephine Doussau de Bazignan |
Female |
10-19 |
Beginner |
22 |
| Jane Moffat |
Female |
40-49 |
Beginner |
21 |
| Dhaval Patel |
Female |
40-49 |
Beginner |
20 |
| Madhu Jalan* |
Female |
50-59 |
Intermediate |
19 |
| Sally Pei* |
Female |
30-39 |
Advanced |
19 |
| Addison Phan |
Female |
10-19 |
Beginner |
18 |
| Amy Raskin |
Female |
50-59 |
Beginner |
18 |
| Christine Tezak* |
Female |
50-59 |
Intermediate |
18 |
| Ashley Baber |
Female |
40-49 |
Beginner |
17 |
| Delara Bakhtyari |
Female |
10-19 |
Beginner |
17 |
| Lindsay Guthrie |
Female |
40-49 |
Intermediate |
17 |
| Rosey Snell |
Female |
0-9 |
Beginner |
17 |
| Sarah Birmingham |
Female |
30-39 |
Beginner |
17 |
| AJ Copeland |
Female |
60-69 |
Intermediate |
16 |
| Blaine Helleloid |
Female |
20-29 |
Beginner |
16 |
| Sarah Loucks |
Female |
30-39 |
Intermediate |
16 |
| Suncana Pavlic |
Female |
20-29 |
Beginner |
16 |
| Inge Pakulski* |
Female |
60-69 |
Beginner |
15 |
| Patricia Rivera |
Female |
30-39 |
Beginner |
15 |
| Gillian Athey |
Female |
40-49 |
Beginner |
14 |
| Timothy Gerson |
Female |
40-49 |
Beginner |
14 |
| Eva Aleksenko |
Female |
10-19 |
Beginner |
13 |
| Faith Broderick |
Female |
30-39 |
Beginner |
13 |
| Marietta Valerio |
Female |
40-49 |
Beginner |
13 |
| Sophie Ritt |
Female |
20-29 |
Beginner |
13 |
| Blair Curzi |
Female |
30-39 |
Intermediate |
12 |
| Ceci Gomez-Jacome |
Female |
0-9 |
Beginner |
12 |
| Emma Lavoie |
Female |
50-59 |
Beginner |
12 |
| Emma Zhou |
Female |
0-9 |
Beginner |
12 |
| Kimberly Stephens |
Female |
40-49 |
Beginner |
12 |
| Marjorie Betubiza |
Female |
30-39 |
Beginner |
12 |
| Naomi Kihn |
Female |
10-19 |
Beginner |
12 |
| Sartaz Ahmed* |
Female |
50-59 |
Intermediate |
12 |
| Sonali Krishna |
Female |
50-59 |
Beginner |
12 |
| Susan Charnaux |
Female |
50-59 |
Beginner |
12 |
| Amelia Schoenbeck |
Female |
30-39 |
Beginner |
11 |
| Annie Patrick |
Female |
40-49 |
Beginner |
11 |
| Charlotte Reid |
Female |
10-19 |
Beginner |
11 |
| Claire Dennis |
Female |
30-39 |
Beginner |
11 |
| Harmony Oliver |
Female |
30-39 |
Intermediate |
11 |
| Kary Romero Shapiro |
Female |
30-39 |
Beginner |
11 |
| Deborah Phippard* |
Female |
60-69 |
Advanced |
10 |
| Kelsey Caldwell |
Female |
20-29 |
Intermediate |
10 |
| Mimi Swiatek |
Female |
0-9 |
Beginner |
10 |
| Moulika Balaji |
Female |
10-19 |
Beginner |
10 |
| Olivia Napper* |
Female |
30-39 |
Beginner |
10 |
| Petra Lanier |
Female |
0-9 |
Beginner |
10 |
| Rahini Sharma |
Female |
10-19 |
Beginner |
10 |
| Teddy Thomas |
Female |
40-49 |
Intermediate |
10 |
| VERENA RADULOVIC |
Female |
40-49 |
Beginner |
10 |
| Violet Grayson |
Female |
0-9 |
Beginner |
10 |
| Ishani Khanna |
Female |
20-29 |
Advanced |
9 |
| Jacqueline Corrigan-Curay |
Female |
60-69 |
Intermediate |
9 |
| Josette Ramirez |
Female |
50-59 |
Beginner |
9 |
| Jung Kim |
Female |
20-29 |
Beginner |
9 |
| Meng Kessel |
Female |
30-39 |
Beginner |
9 |
| Neve Tudhope |
Female |
0-9 |
Beginner |
9 |
| Patricia Schroeder |
Female |
50-59 |
Intermediate |
9 |
| Cindy Vojtech* |
Female |
40-49 |
Intermediate |
8 |
| Elizabeth Jochum |
Female |
40-49 |
Beginner |
8 |
| Leyi Wen |
Female |
30-39 |
Beginner |
8 |
| Maya Berengaut |
Female |
10-19 |
Beginner |
8 |
| Mila Ranno |
Female |
10-19 |
Intermediate |
8 |
| Praditi Singh |
Female |
30-39 |
Beginner |
8 |
| Tate Garon |
Female |
10-19 |
Beginner |
8 |
| Zhi Jiao Danielle Goh |
Female |
20-29 |
Beginner |
8 |
| Zoe Aleksenko |
Female |
30-39 |
Beginner |
8 |
| zoe persina |
Female |
40-49 |
Beginner |
8 |
| Alexis Kuppersmith |
Female |
20-29 |
Beginner |
7 |
| Emily Xouris |
Female |
30-39 |
Beginner |
7 |
| Genevieve “Gigi” Friend |
Female |
0-9 |
Beginner |
7 |
| Jenelle Eli |
Female |
40-49 |
Beginner |
7 |
| Kalina Bay |
Female |
40-49 |
Beginner |
7 |
| Lesley Rabbitt |
Female |
40-49 |
Beginner |
7 |
| Marie Han |
Female |
30-39 |
Beginner |
7 |
| May Hassan |
Female |
10-19 |
Beginner |
7 |
| Rachna Bhatt |
Female |
40-49 |
Beginner |
7 |
| Sanchi Halper |
Female |
10-19 |
Intermediate |
7 |
| Tina George |
Female |
50-59 |
Beginner |
7 |
| Abby Moser |
Female |
60-69 |
Advanced |
6 |
| Brittany Day |
Female |
20-29 |
Intermediate |
6 |
| Carla Noel-Mendez |
Female |
50-59 |
Intermediate |
6 |
| Carter Clements |
Female |
40-49 |
Beginner |
6 |
| Claire Brainard |
Female |
30-39 |
Beginner |
6 |
Part 3: Beginners
Top_Beginners <- All_Players|>
mutate(date = make_date(as.numeric(`Session Date - Year`), match(`Session Date - Month`, month.name), as.numeric(`Session Date - Day`)))|>
mutate(`Session Start Time` = format(`Session Start Time`, "%H:%M")) |>
mutate(`Session End Time` = format(`Session End Time`, "%H:%M")) |>
filter(!`Skill Level` %in% c("Advanced", "Intermediate"))|>
add_count(`Full Name`, name = "Frequency")|>
distinct(`Full Name`, .keep_all = TRUE)|>
arrange(desc(Frequency))|>
select(`Full Name`, "Gender", `Age Range`, `Skill Level`, `Frequency`)
print(head(Top_Beginners, 100))|>
kable()
## # A tibble: 100 × 5
## `Full Name` Gender `Age Range` `Skill Level` Frequency
## <chr> <chr> <chr> <chr> <int>
## 1 Ranji Eapen* Male 60-69 Beginner 74
## 2 Raoul Engman Male 10-19 Beginner 68
## 3 Daisy Hurowitz Female 10-19 Beginner 54
## 4 Emily Scheck* Female 30-39 Beginner 51
## 5 Jack Forrester Male 10-19 Beginner 50
## 6 Sachin Serrano Male 20-29 Beginner 48
## 7 Carter Wilson Male 10-19 Beginner 44
## 8 Dayton Campos Male 30-39 Beginner 44
## 9 Maximo Blazquez Alameddine* Male 10-19 Beginner 42
## 10 Oskar Brown* Male 10-19 Beginner 41
## # ℹ 90 more rows
| Ranji Eapen* |
Male |
60-69 |
Beginner |
74 |
| Raoul Engman |
Male |
10-19 |
Beginner |
68 |
| Daisy Hurowitz |
Female |
10-19 |
Beginner |
54 |
| Emily Scheck* |
Female |
30-39 |
Beginner |
51 |
| Jack Forrester |
Male |
10-19 |
Beginner |
50 |
| Sachin Serrano |
Male |
20-29 |
Beginner |
48 |
| Carter Wilson |
Male |
10-19 |
Beginner |
44 |
| Dayton Campos |
Male |
30-39 |
Beginner |
44 |
| Maximo Blazquez Alameddine* |
Male |
10-19 |
Beginner |
42 |
| Oskar Brown* |
Male |
10-19 |
Beginner |
41 |
| Carolina Valdiviezo |
Female |
50-59 |
Beginner |
40 |
| Contact SOF (Front Desk Use) |
Male |
20-29 |
Beginner |
39 |
| Haydee Jeronimides* |
Male |
10-19 |
Beginner |
38 |
| Yasha Traylor |
Male |
10-19 |
Beginner |
38 |
| Paul Browne* |
Male |
60-69 |
Beginner |
36 |
| Oscar Palacios |
Male |
30-39 |
Beginner |
35 |
| Markham Erickson |
Male |
60-69 |
Beginner |
34 |
| Jackie Zink |
Female |
10-19 |
Beginner |
32 |
| Katherine Nix |
Female |
40-49 |
Beginner |
31 |
| Clare Hurowitz |
Female |
0-9 |
Beginner |
29 |
| Pano Doxakis |
Male |
10-19 |
Beginner |
29 |
| Jeffrey Nestler* |
Male |
40-49 |
Beginner |
28 |
| Rachel Capps* |
Female |
50-59 |
Beginner |
26 |
| Sarah Cryder* |
Female |
40-49 |
Beginner |
26 |
| Jack Snell |
Male |
0-9 |
Beginner |
25 |
| Ellie Aukamp |
Female |
10-19 |
Beginner |
24 |
| Logan Iwai |
Male |
0-9 |
Beginner |
24 |
| Thomas Green |
Male |
70-79 |
Beginner |
24 |
| Charlie Davant |
Male |
10-19 |
Beginner |
23 |
| Matt Maurer |
Male |
50-59 |
Beginner |
23 |
| Cedar Grinberg |
Male |
10-19 |
Beginner |
22 |
| Claire Lake |
Female |
20-29 |
Beginner |
22 |
| Darcy Nauman |
Female |
40-49 |
Beginner |
22 |
| Giacomo Salvadore |
Male |
50-59 |
Beginner |
22 |
| Josephine Doussau de Bazignan |
Female |
10-19 |
Beginner |
22 |
| Seth Perlow* |
Male |
40-49 |
Beginner |
22 |
| Thomas De Jesus |
Male |
10-19 |
Beginner |
22 |
| Jane Moffat |
Female |
40-49 |
Beginner |
21 |
| Nico Gori |
Male |
20-29 |
Beginner |
21 |
| Nikhil Bhagwat |
Male |
30-39 |
Beginner |
21 |
| Christopher Delaney |
Male |
20-29 |
Beginner |
20 |
| Dhaval Patel |
Female |
40-49 |
Beginner |
20 |
| Emmett Zamore |
Male |
20-29 |
Beginner |
20 |
| PAUL GRAYSON |
Male |
40-49 |
Beginner |
19 |
| Sudhir Sainani |
Male |
40-49 |
Beginner |
19 |
| Addison Phan |
Female |
10-19 |
Beginner |
18 |
| Amy Raskin |
Female |
50-59 |
Beginner |
18 |
| Paul Hughes* |
Male |
50-59 |
Beginner |
18 |
| Silas Morsink |
Male |
20-29 |
Beginner |
18 |
| Ashley Baber |
Female |
40-49 |
Beginner |
17 |
| Delara Bakhtyari |
Female |
10-19 |
Beginner |
17 |
| Milo Hirsch |
Male |
10-19 |
Beginner |
17 |
| Nolan Iwai* |
Male |
10-19 |
Beginner |
17 |
| Rosey Snell |
Female |
0-9 |
Beginner |
17 |
| Sarah Birmingham |
Female |
30-39 |
Beginner |
17 |
| Simon Yates |
Male |
0-9 |
Beginner |
17 |
| Blaine Helleloid |
Female |
20-29 |
Beginner |
16 |
| Jake O’Keeffe |
Male |
20-29 |
Beginner |
16 |
| Suncana Pavlic |
Female |
20-29 |
Beginner |
16 |
| Inge Pakulski* |
Female |
60-69 |
Beginner |
15 |
| Lucas Brillembourg |
Male |
10-19 |
Beginner |
15 |
| Nick Jacobs |
Male |
50-59 |
Beginner |
15 |
| Patricia Rivera |
Female |
30-39 |
Beginner |
15 |
| Whit Pierce-Dorsey |
Male |
10-19 |
Beginner |
15 |
| Alex Berndt |
Male |
10-19 |
Beginner |
14 |
| Anthony de Jesus |
Male |
0-9 |
Beginner |
14 |
| Avnish Singh |
Male |
30-39 |
Beginner |
14 |
| Danny Kazin |
Male |
30-39 |
Beginner |
14 |
| Gillian Athey |
Female |
40-49 |
Beginner |
14 |
| Laith Hajj |
Male |
10-19 |
Beginner |
14 |
| Martin Dertz |
Male |
40-49 |
Beginner |
14 |
| Paul Stephens |
Male |
40-49 |
Beginner |
14 |
| Sandy Perkins |
Male |
30-39 |
Beginner |
14 |
| Shengting Pan |
Male |
50-59 |
Beginner |
14 |
| Timothy Gerson |
Female |
40-49 |
Beginner |
14 |
| Zachary Steinberg |
Male |
20-29 |
Beginner |
14 |
| Aarudh Balaji |
Male |
10-19 |
Beginner |
13 |
| Andy Swiatek |
Male |
10-19 |
Beginner |
13 |
| Eva Aleksenko |
Female |
10-19 |
Beginner |
13 |
| Fabian Wright |
Male |
30-39 |
Beginner |
13 |
| Faith Broderick |
Female |
30-39 |
Beginner |
13 |
| Fitz Hudson |
Male |
10-19 |
Beginner |
13 |
| Jeffrey Yapchanyk |
Male |
20-29 |
Beginner |
13 |
| Marietta Valerio |
Female |
40-49 |
Beginner |
13 |
| Matthew Heine |
Male |
10-19 |
Beginner |
13 |
| Sophie Ritt |
Female |
20-29 |
Beginner |
13 |
| Brett Forman |
Male |
20-29 |
Beginner |
12 |
| Ceci Gomez-Jacome |
Female |
0-9 |
Beginner |
12 |
| Emma Lavoie |
Female |
50-59 |
Beginner |
12 |
| Emma Zhou |
Female |
0-9 |
Beginner |
12 |
| Hibbard Brown |
Male |
10-19 |
Beginner |
12 |
| Jorge Navarro |
Male |
40-49 |
Beginner |
12 |
| Kevin Carski* |
Male |
40-49 |
Beginner |
12 |
| Kimberly Stephens |
Female |
40-49 |
Beginner |
12 |
| Marjorie Betubiza |
Female |
30-39 |
Beginner |
12 |
| Max Bloom |
Male |
30-39 |
Beginner |
12 |
| Naomi Kihn |
Female |
10-19 |
Beginner |
12 |
| Oumar D. |
Male |
40-49 |
Beginner |
12 |
| Sonali Krishna |
Female |
50-59 |
Beginner |
12 |
| Susan Charnaux |
Female |
50-59 |
Beginner |
12 |
Part 4: Off Peak Hours
Off_Peak <- All_Players|>
mutate(date = make_date(as.numeric(`Session Date - Year`), match(`Session Date - Month`, month.name), as.numeric(`Session Date - Day`)))|>
mutate(`Session Start Time` = hour(`Session Start Time`) + minute(`Session Start Time`) / 60) |>
mutate(`Session End Time` = hour(`Session End Time`) + minute(`Session End Time`) / 60) |>
mutate(`Time Period` = paste(`Session Start Time`, "-", `Session End Time`))|>
mutate(`Day of Week` = wday(date, label = TRUE), is_weekend = wday(date) %in% c(1, 7), `Day Type` = if_else(is_weekend, "Weekend", "Weekday"))|>
mutate(`Peak Category` = case_when(
`Day Type` == "Weekday" & `Session Start Time` >= 17.50 & `Session End Time` <= 19.50 ~ "Peak",
`Day Type` == "Weekend" & `Session Start Time` >= 9.00 & `Session End Time` <= 11.50 ~ "Peak",
`Day Type` == "Weekday" & `Session Start Time` >= 11.00 & `Session End Time` <= 14.00 ~ "Off Peak",
`Day Type` == "Weekday" & `Session Start Time` >= 19.50 & `Session End Time` <= 22.00 ~ "Off Peak",
`Day Type` == "Weekend" & `Session Start Time` >= 11.50 & `Session End Time` <= 14.00 ~ "Off Peak",
`Day Type` == "Weekday" & `Session Start Time` >= 6.00 & `Session End Time` <= 7.00 ~ "Super Saver",
`Day Type` == "Weekday" & `Session Start Time` >= 9.00 & `Session End Time` <= 11.00 ~ "Super Saver",
`Day Type` == "Weekday" & `Session Start Time` >= 14.00 & `Session End Time` <= 14.50 ~ "Super Saver",
`Day Type` == "Weekend" & `Session Start Time` >= 18.00 & `Session End Time` <= 20.00 ~ "Super Saver",
TRUE ~ NA_character_))|>
filter(!is.na(`Peak Category`))|>
filter(!`Peak Category` %in% c("Peak", "Super Saver"))|>
add_count(`Full Name`, name = "Frequency")|>
distinct(`Full Name`, .keep_all = TRUE)|>
arrange(desc(Frequency))|>
select(`Full Name`, "Gender", `Age Range`, `Skill Level`, `Frequency`, `Peak Category`)
print(head(Off_Peak, 50))|>
kable()
## # A tibble: 50 × 6
## `Full Name` Gender `Age Range` `Skill Level` Frequency `Peak Category`
## <chr> <chr> <chr> <chr> <int> <chr>
## 1 Val Aleksenko* Male 50-59 Advanced 58 Off Peak
## 2 Andrew Glover* Male 40-49 Intermediate 46 Off Peak
## 3 Joseph Loftus Male 40-49 Intermediate 39 Off Peak
## 4 Dietrich Jacobs Male 20-29 Advanced 30 Off Peak
## 5 Guest Hold Coach … Male 30-39 Advanced 27 Off Peak
## 6 Islam Hussein Male 40-49 Intermediate 24 Off Peak
## 7 William Egan Male 20-29 Advanced 21 Off Peak
## 8 Carlos Pabon-Agud… Male 60-69 Intermediate 20 Off Peak
## 9 Dan Klodowski* Male 40-49 Advanced 18 Off Peak
## 10 Dayton Campos Male 30-39 Beginner 18 Off Peak
## # ℹ 40 more rows
| Val Aleksenko* |
Male |
50-59 |
Advanced |
58 |
Off Peak |
| Andrew Glover* |
Male |
40-49 |
Intermediate |
46 |
Off Peak |
| Joseph Loftus |
Male |
40-49 |
Intermediate |
39 |
Off Peak |
| Dietrich Jacobs |
Male |
20-29 |
Advanced |
30 |
Off Peak |
| Guest Hold Coach SOF |
Male |
30-39 |
Advanced |
27 |
Off Peak |
| Islam Hussein |
Male |
40-49 |
Intermediate |
24 |
Off Peak |
| William Egan |
Male |
20-29 |
Advanced |
21 |
Off Peak |
| Carlos Pabon-Agudelo* |
Male |
60-69 |
Intermediate |
20 |
Off Peak |
| Dan Klodowski* |
Male |
40-49 |
Advanced |
18 |
Off Peak |
| Dayton Campos |
Male |
30-39 |
Beginner |
18 |
Off Peak |
| Julien Vilquin |
Male |
40-49 |
Intermediate |
18 |
Off Peak |
| Julius Gwyer |
Male |
50-59 |
Intermediate |
17 |
Off Peak |
| Joseph Buccina |
Male |
40-49 |
Intermediate |
16 |
Off Peak |
| stephane carnot* |
Male |
50-59 |
Advanced |
16 |
Off Peak |
| Doug Randall |
Male |
40-49 |
Intermediate |
15 |
Off Peak |
| Inge Pakulski* |
Female |
60-69 |
Beginner |
15 |
Off Peak |
| Rachel Capps* |
Female |
50-59 |
Beginner |
15 |
Off Peak |
| Slava Z. |
Male |
40-49 |
Intermediate |
15 |
Off Peak |
| Danny Kazin |
Male |
30-39 |
Beginner |
14 |
Off Peak |
| Shengting Pan |
Male |
50-59 |
Beginner |
14 |
Off Peak |
| Zach Walter |
Male |
0-9 |
Intermediate |
14 |
Off Peak |
| Amir Tabdili |
Male |
50-59 |
Intermediate |
13 |
Off Peak |
| Avnish Singh |
Male |
30-39 |
Beginner |
13 |
Off Peak |
| Cory Capps* |
Male |
50-59 |
Advanced |
13 |
Off Peak |
| Emmett Zamore |
Male |
20-29 |
Beginner |
13 |
Off Peak |
| Eva Aleksenko |
Female |
10-19 |
Beginner |
13 |
Off Peak |
| Jean Moret |
Male |
40-49 |
Intermediate |
13 |
Off Peak |
| Nick Jacobs |
Male |
50-59 |
Beginner |
13 |
Off Peak |
| Sarah Cryder* |
Female |
40-49 |
Beginner |
13 |
Off Peak |
| Andrew Solender |
Male |
20-29 |
Intermediate |
12 |
Off Peak |
| Brett Forman |
Male |
20-29 |
Beginner |
12 |
Off Peak |
| Jeff Johnson |
Male |
50-59 |
Advanced |
12 |
Off Peak |
| Prathap Daniel |
Male |
40-49 |
Intermediate |
12 |
Off Peak |
| Abir Ray* |
Male |
40-49 |
Advanced |
11 |
Off Peak |
| Emily Scheck* |
Female |
30-39 |
Beginner |
11 |
Off Peak |
| Nikhil Bhagwat |
Male |
30-39 |
Beginner |
11 |
Off Peak |
| Pedro Pizano |
Male |
40-49 |
Intermediate |
11 |
Off Peak |
| Ronny Vlassaks |
Male |
60-69 |
Advanced |
11 |
Off Peak |
| Seth Perlow* |
Male |
40-49 |
Beginner |
11 |
Off Peak |
| Yasha Traylor |
Male |
10-19 |
Beginner |
11 |
Off Peak |
| Claire Lake |
Female |
20-29 |
Beginner |
10 |
Off Peak |
| David Sneed |
Male |
30-39 |
Advanced |
10 |
Off Peak |
| Martin Dertz |
Male |
40-49 |
Beginner |
10 |
Off Peak |
| mehdi tabdiliazar |
Male |
40-49 |
Intermediate |
10 |
Off Peak |
| Michael Hart-Slattery* |
Male |
40-49 |
Intermediate |
10 |
Off Peak |
| Ronny Vlassaks* |
Male |
60-69 |
Advanced |
10 |
Off Peak |
| Siddhant Gokhale |
Male |
30-39 |
Intermediate |
10 |
Off Peak |
| Sudhir Sainani |
Male |
40-49 |
Beginner |
10 |
Off Peak |
| Suncana Pavlic |
Female |
20-29 |
Beginner |
10 |
Off Peak |
| Bill Stewart |
Male |
30-39 |
Intermediate |
9 |
Off Peak |
Part 5: Absent last month
Nov_Dec_names <- All_Players|>
mutate(date = make_date(as.numeric(`Session Date - Year`), match(`Session Date - Month`, month.name), as.numeric(`Session Date - Day`)))|>
filter(month(date) %in% c(11,12))|>
pull(`Full Name`)|>
unique()
Jan_Feb_names <- All_Players|>
mutate(date = make_date(as.numeric(`Session Date - Year`), match(`Session Date - Month`, month.name), as.numeric(`Session Date - Day`)))|>
filter(month(date) %in% c(1,2))|>
pull(`Full Name`)|>
unique()
Absent_Players <- setdiff(Nov_Dec_names, Jan_Feb_names)
print(Absent_Players)|>
kable()
## [1] "A.J. Frey*" "Aadi Mehta"
## [3] "Aaditya Dar" "Adam Schindler"
## [5] "Adam Voiland" "Adam Wenchel*"
## [7] "Aidan Taplin-Patterson" "Ajay Sabherwal"
## [9] "Ajit Vaidya" "Alaan Javed"
## [11] "Alan Field" "Alejandra Duarte"
## [13] "Alex Berengaut" "Alex H"
## [15] "Alex Hart" "Alex Kaplan"
## [17] "Alex Matta" "Alex Palmer"
## [19] "Alex Snider*" "Alex Watson"
## [21] "Alexander Gross*" "Alexander Lawson"
## [23] "Alexandra Mooney" "Ali Cumber"
## [25] "Ali Jafri" "Alice Schoonejans"
## [27] "Alvaro Reyes" "Alyssa Heminger"
## [29] "Amanda Makara" "Amelia \"Hammer\" Keng*"
## [31] "Amit Sevak" "Amit Shashidharan"
## [33] "Amrish Goyal" "Ana Quintero"
## [35] "Andres Caceres" "Andrew Han"
## [37] "Andrew Paulmeno" "Andrew Welz"
## [39] "Andy Han*" "Anna Kirkorian"
## [41] "Anna So Youn Lee" "Anne Castillo"
## [43] "Anthea Monmarche" "Anthony Chammah"
## [45] "Antonio Marquez" "Antonio Piraino"
## [47] "Arden Yang" "Areo Nazari"
## [49] "Arnold Lau" "Arpit Patel"
## [51] "Art Moran" "Ashraf Kadri"
## [53] "Austin Read" "Avaneen Pinninti"
## [55] "Avery Marti" "Aysha House*"
## [57] "Barbara Medrado" "Barton Holmes"
## [59] "Bava Wadhwa" "Becky Ling"
## [61] "Ben Gusse" "Benjamin Kuhn*"
## [63] "Benjamin Sacks*" "Benjamin Selden"
## [65] "Bennett Mears" "Blair Corbin"
## [67] "Blake Smith" "Boris Shkuta"
## [69] "Boris Zemtzov" "Bradley Harris"
## [71] "Brandon Royal" "Brant Duber"
## [73] "Brendan McCarthy*" "Brewster Lee"
## [75] "Brian Cunningham" "brian oconnell*"
## [77] "Brian Piatelli" "Brian Sull"
## [79] "Bridget Voglmayr" "Brittiany Broadwater"
## [81] "Camille Toner" "Camille Wilson"
## [83] "Carlos Lopez" "carole grunberg*"
## [85] "Caroline D'Angelo" "Carolyn Blanckmeister"
## [87] "Carter Hult" "Casey Lipson*"
## [89] "Catherine Walsh" "Charlee Johnson"
## [91] "Charles Carpenter*" "Charles Lancaster*"
## [93] "Charlie Bourne" "Charlie Hoffman*"
## [95] "chase hogle" "Chase Williams*"
## [97] "chen cao" "Chris Conrad"
## [99] "Christian Mehnert" "Christian Potter"
## [101] "christian Worrell" "Christine Burke"
## [103] "Christopher Adusei-Poku" "Christopher Lydon"
## [105] "Christopher Mahler*" "Christopher Sweet"
## [107] "Claire Huschle*" "Colin Gilliland"
## [109] "Connor Williams" "Courtney Vojdani"
## [111] "Curt Bliamptis" "Curtis Stone"
## [113] "Cynthia Morton" "Cyril Morat"
## [115] "Damian Saccocio" "Damjan Manchevski"
## [117] "Dan George" "Dan Heffernan"
## [119] "Dan Nadratowski" "Dan Todd"
## [121] "Danial Mcghie" "Daniel Batlle*"
## [123] "Daniel Buck" "Daniel Cutchin"
## [125] "Daniel Ganz" "Daniel Gespass"
## [127] "Daniel Kim" "Daniel Schramm*"
## [129] "Daniel Spector" "Daniel Weaver"
## [131] "David Alden" "David Bantleon"
## [133] "David Bligh" "David Dwyer"
## [135] "Deven Sweeney*" "Diego Rojas"
## [137] "Divyam Garg" "Dorothy Dougherty"
## [139] "Douglas Garcia" "Dylan Kolhoff"
## [141] "Eben Carle" "Edith Nagy"
## [143] "Eduardo Corona" "Edward Herrington"
## [145] "Eila Priestap" "Elizabeth Jochum"
## [147] "Elliot Sadoff" "Emily Jones"
## [149] "Emily Watts" "Emre Yener"
## [151] "Eric Gastfriend" "Eric Kessler"
## [153] "Eric Russell" "Erin Cleary*"
## [155] "Ernesto Acevedo" "Ethan Arnheim"
## [157] "Eun Sook Kim" "Eunwhan Lee"
## [159] "Eva Ross" "Evan Williams*"
## [161] "Fabian Lopez" "Fabian Schneider"
## [163] "Fabrice Aissah" "Felix Fisher"
## [165] "Ferdinando Cinotto" "Fino Essiam"
## [167] "Flavia Rizzini" "Fran Remorino"
## [169] "Francisco Martin-Rayo" "Francois Ferraro"
## [171] "Frank Webb" "Frederic Reveiz"
## [173] "Friedrich Harris" "Genevieve \"Gigi\" Friend"
## [175] "Genevieve Taft-Vazquez" "George MacLeod"
## [177] "George Wohlgemuth" "Gerald Andriole*"
## [179] "Gillian Gaeta" "Gordon Duncan"
## [181] "Grace Doyle" "Greg Wells"
## [183] "Gregory Watterson" "Guillaume Deleplace"
## [185] "Gwenaelle Urtubey" "Halie Craig"
## [187] "Hallie Lancaster" "Hamza Kiyani"
## [189] "Hanna Lee" "Hannah Davis"
## [191] "Hannah King" "Hannah Labotka"
## [193] "Harith Khawaja" "Harlen Valenzuela"
## [195] "Harper Jones" "Harrison S Wallman"
## [197] "Harry Hoffman" "Harvey Howarth"
## [199] "hayden E" "Hayden Smith"
## [201] "Hisham Jalil" "Ian Simmons"
## [203] "Iris Zhou" "Isaac Belfer*"
## [205] "Isaac Xie" "Isabel Harrington"
## [207] "Ishani Khanna" "Isidoro Garcia Urquieta"
## [209] "J. Page Lansdale" "Jack Carle"
## [211] "Jack Donahue" "Jack Giraudo*"
## [213] "jack hidary" "Jackson Bierfeldt"
## [215] "Jacob Felicetty" "Jacob Ney"
## [217] "Jaden Queen" "Jaime Duván Reyes"
## [219] "Jake Gross*" "Jake Spark"
## [221] "James Batchik" "James Collins"
## [223] "James Garland" "james kolakowski"
## [225] "James Wolf" "Jared Kronitz"
## [227] "Jasmine Lee" "Jason McIntyre"
## [229] "Jay Cormier" "Jay Korman"
## [231] "Jeffrey Bank" "Jenelle Eli"
## [233] "Jennifer Feldman-Brillembourg" "Jennifer Yim*"
## [235] "Jeremy Cohen" "Jerry Dziecichowicz"
## [237] "Jesse Klempner" "Jessica Falkowitz"
## [239] "Joanna Bose" "Joe Buccina"
## [241] "Joe Condie" "Joe Farrell"
## [243] "Joe Wornom" "Joel Vengrin*"
## [245] "John Linden" "John McCarthy"
## [247] "John Rockefeller" "John Schreder"
## [249] "John Williams" "John Willingham"
## [251] "Jon Meadows" "Jonathan Black"
## [253] "Jonathan Hale" "Jordan Cohen"
## [255] "Jose Molina" "Jose Pereyo"
## [257] "Joseph Landau" "Joseph Wood*"
## [259] "Josette Ramirez" "Josh Goodman"
## [261] "Josh Tu" "Josh Waterman"
## [263] "JOSHUA DELONG" "Joshua Esquivel"
## [265] "Joshua Green" "Joshua Hardman"
## [267] "Juan Blazquez*" "Juan Sierra"
## [269] "Juan Fernando Ibagon Hernandez" "Juan Vivas"
## [271] "Julia Lancaster" "Julia Murphy"
## [273] "Justin Berlin" "Kaiwen Jiang"
## [275] "Karen McKinstry" "Kate Bradley"
## [277] "Katherine Correia" "Katherine Goldstuck"
## [279] "Kathleen Donatiello*" "Kathy Ales"
## [281] "Katie Kuhn" "Kavish Narang"
## [283] "Kaya Isik*" "Kelley Schiffman"
## [285] "Kelly King" "Kelsey Reese*"
## [287] "Kert Putsepp" "Kevin Eye"
## [289] "Kevin Holmes" "Khaled Khalil"
## [291] "Khalil Ezzine" "Kim Lassen"
## [293] "Kimberley Perez" "Kimberly Stietz"
## [295] "Kris Pusok*" "Kurt Johnson"
## [297] "Kyle McGregor" "Lauren Mariano"
## [299] "Leanne Van Allen" "Lennox Dutta-Wilder"
## [301] "Leonardo Valenzuela" "Leonardo Vittori"
## [303] "Lillian Galun" "Lincoln Leahy*"
## [305] "Lissy Dean" "Lucero Vargas"
## [307] "Luis Paredes" "Madhu Jalan*"
## [309] "Mahmoud Elsaman" "Marco O"
## [311] "Marcos Crichigno" "Marcus Goodwin"
## [313] "Marietta Valerio" "Marilouise Avery"
## [315] "Mario Contreras*" "Marissa Davila"
## [317] "Marko Durovic" "Marlena Broeker"
## [319] "Marlorie Stinfil" "Martha Kumar*"
## [321] "Martin Jaramillo" "Martin Manville"
## [323] "Martin Walsh" "mary napier"
## [325] "Maseh Zarif" "Matt Tanner"
## [327] "Matthew Axtell" "Matthew Keegan"
## [329] "Matthias Ellenrieder" "Max Kluger"
## [331] "Max Nardini" "Max Novick"
## [333] "Max Peyra Grau" "Maxime Vilquin"
## [335] "Maximilian Peters" "May Goar"
## [337] "Maya Ng-Yu" "Maya Saad"
## [339] "McKaye Darling" "Medhavi Bhatia"
## [341] "Meg Ritcheson" "Mel Yang"
## [343] "Merrall MacNeille" "Meyers Li"
## [345] "Michael Caspani" "Michael Friddle"
## [347] "Michael Galperin" "Michael Janson"
## [349] "Michael Jerakis" "Michael Jiang*"
## [351] "Michael Tierney" "Michelle Hajdenberg"
## [353] "Michelle Infanzon" "Migena Satyal"
## [355] "Mike Flynn" "Mike Keegan*"
## [357] "Mila Zayats" "Miles Cooper"
## [359] "Mohab F. Murrar" "Molly Pitegoff"
## [361] "Monnie Laughinghouse" "Muskaan Kasliwal"
## [363] "Nancy Herman" "Nathan Peereboom"
## [365] "NEAL L PRESANT" "Nick Bird"
## [367] "Nick Chu" "Nicole Fondots"
## [369] "Nicole Kruger" "Nicole Shekhovtsova"
## [371] "Nidhi Patel" "Obi Lockwood Johnson"
## [373] "Oliver Thomas" "Oliver Wilson"
## [375] "Olivia Field" "Omer Imtiazuddin"
## [377] "Omid Rajaei" "ORJADA Y"
## [379] "Pamela Venzke" "Parker Cole"
## [381] "Patrick Barry" "Patrick Cleary"
## [383] "Patrick Shooltz" "Paul Strauch"
## [385] "Perot Bissell" "Peter Fitzgerald"
## [387] "Peter Prince" "Peter Zern"
## [389] "Philip Chadwell" "Philip Sopher"
## [391] "Pino Martin" "Pratik Chougule"
## [393] "Rachel Sandhu" "Raffaella Buccina"
## [395] "Rahul Das" "Raj Iyengar"
## [397] "Ramsey Fahed" "Ranji's Guest"
## [399] "Reda Aboutajdine*" "Reed Widdoes*"
## [401] "Rees B" "Remy GERBAY"
## [403] "Resham Chandra" "Rheya Lakhmani"
## [405] "richard levine" "Richard Taylor"
## [407] "Riya Saran" "Robert Anolik"
## [409] "Robert Conner" "Robert Day"
## [411] "Robert Gyenes*" "Robin DEAN"
## [413] "Rose Naughton" "Ruyan Zhang"
## [415] "Sabrina Siddiqui" "Sai B"
## [417] "Sam Ricciardi" "samer shehata"
## [419] "Samer Mina" "Samm Fulton"
## [421] "Sartaz Ahmed*" "Scott Phan"
## [423] "Scott Conkright" "Scott Spector"
## [425] "Sean Sullivan" "Shameer Zahid*"
## [427] "Shawn Traylor*" "Shiv Sethi"
## [429] "Shuowen Chen" "Simon C"
## [431] "Sina Prem" "Sophie White"
## [433] "Stan Berenshtein" "Stefan Kershow*"
## [435] "Stephan Schindler*" "Stephanie Miceli"
## [437] "Stephen Saddler" "Stewart Atkins"
## [439] "Suvia Yuan" "syed shah"
## [441] "Tahseen Rabbani" "Tara Barnett"
## [443] "Tarek Anandan" "Tarik Lamech"
## [445] "Tate Valerio" "Taylor Kulp-McDowall"
## [447] "Ted Sheehy" "Teddy Parker*"
## [449] "Theo Schindler" "Thomas Price"
## [451] "Tichakunda Mangono" "Tobias Abelmann"
## [453] "Toby Salisbury*" "Tom Cymer*"
## [455] "Tom Haigh" "Tony Jeffs"
## [457] "Tracy Mann" "Travis Triplett"
## [459] "Trenor Gould" "Tricia Jefferson"
## [461] "Tristan Brown" "Upamanyu Lahiri"
## [463] "Utkarsh Kumar" "Valentin Follet"
## [465] "Vandana (for Sohan) Kilaru" "Varun Talwar"
## [467] "Vigo Plahin" "Vinayak Lala"
## [469] "Wesley Brown de Colstoun" "Will Mitchell"
## [471] "Will Newell" "Will Pulsifer"
## [473] "Will Ruggiero" "William Brown"
## [475] "William Feeney" "Win Huffman"
## [477] "Xavier Brillembourg" "Ximena Rodriguez Medina"
## [479] "Yash Shivani" "Yasmine Ben Hamed"
## [481] "YU Fu" "Zach Goodwin*"
## [483] "Zachary Carroll" "Zeineddine Zuberi"
## [485] "Zhaohui Yang" "Zoe Beede"
## [487] "Zoe Gutierrez-McDonald"
| A.J. Frey* |
| Aadi Mehta |
| Aaditya Dar |
| Adam Schindler |
| Adam Voiland |
| Adam Wenchel* |
| Aidan Taplin-Patterson |
| Ajay Sabherwal |
| Ajit Vaidya |
| Alaan Javed |
| Alan Field |
| Alejandra Duarte |
| Alex Berengaut |
| Alex H |
| Alex Hart |
| Alex Kaplan |
| Alex Matta |
| Alex Palmer |
| Alex Snider* |
| Alex Watson |
| Alexander Gross* |
| Alexander Lawson |
| Alexandra Mooney |
| Ali Cumber |
| Ali Jafri |
| Alice Schoonejans |
| Alvaro Reyes |
| Alyssa Heminger |
| Amanda Makara |
| Amelia “Hammer” Keng* |
| Amit Sevak |
| Amit Shashidharan |
| Amrish Goyal |
| Ana Quintero |
| Andres Caceres |
| Andrew Han |
| Andrew Paulmeno |
| Andrew Welz |
| Andy Han* |
| Anna Kirkorian |
| Anna So Youn Lee |
| Anne Castillo |
| Anthea Monmarche |
| Anthony Chammah |
| Antonio Marquez |
| Antonio Piraino |
| Arden Yang |
| Areo Nazari |
| Arnold Lau |
| Arpit Patel |
| Art Moran |
| Ashraf Kadri |
| Austin Read |
| Avaneen Pinninti |
| Avery Marti |
| Aysha House* |
| Barbara Medrado |
| Barton Holmes |
| Bava Wadhwa |
| Becky Ling |
| Ben Gusse |
| Benjamin Kuhn* |
| Benjamin Sacks* |
| Benjamin Selden |
| Bennett Mears |
| Blair Corbin |
| Blake Smith |
| Boris Shkuta |
| Boris Zemtzov |
| Bradley Harris |
| Brandon Royal |
| Brant Duber |
| Brendan McCarthy* |
| Brewster Lee |
| Brian Cunningham |
| brian oconnell* |
| Brian Piatelli |
| Brian Sull |
| Bridget Voglmayr |
| Brittiany Broadwater |
| Camille Toner |
| Camille Wilson |
| Carlos Lopez |
| carole grunberg* |
| Caroline D’Angelo |
| Carolyn Blanckmeister |
| Carter Hult |
| Casey Lipson* |
| Catherine Walsh |
| Charlee Johnson |
| Charles Carpenter* |
| Charles Lancaster* |
| Charlie Bourne |
| Charlie Hoffman* |
| chase hogle |
| Chase Williams* |
| chen cao |
| Chris Conrad |
| Christian Mehnert |
| Christian Potter |
| christian Worrell |
| Christine Burke |
| Christopher Adusei-Poku |
| Christopher Lydon |
| Christopher Mahler* |
| Christopher Sweet |
| Claire Huschle* |
| Colin Gilliland |
| Connor Williams |
| Courtney Vojdani |
| Curt Bliamptis |
| Curtis Stone |
| Cynthia Morton |
| Cyril Morat |
| Damian Saccocio |
| Damjan Manchevski |
| Dan George |
| Dan Heffernan |
| Dan Nadratowski |
| Dan Todd |
| Danial Mcghie |
| Daniel Batlle* |
| Daniel Buck |
| Daniel Cutchin |
| Daniel Ganz |
| Daniel Gespass |
| Daniel Kim |
| Daniel Schramm* |
| Daniel Spector |
| Daniel Weaver |
| David Alden |
| David Bantleon |
| David Bligh |
| David Dwyer |
| Deven Sweeney* |
| Diego Rojas |
| Divyam Garg |
| Dorothy Dougherty |
| Douglas Garcia |
| Dylan Kolhoff |
| Eben Carle |
| Edith Nagy |
| Eduardo Corona |
| Edward Herrington |
| Eila Priestap |
| Elizabeth Jochum |
| Elliot Sadoff |
| Emily Jones |
| Emily Watts |
| Emre Yener |
| Eric Gastfriend |
| Eric Kessler |
| Eric Russell |
| Erin Cleary* |
| Ernesto Acevedo |
| Ethan Arnheim |
| Eun Sook Kim |
| Eunwhan Lee |
| Eva Ross |
| Evan Williams* |
| Fabian Lopez |
| Fabian Schneider |
| Fabrice Aissah |
| Felix Fisher |
| Ferdinando Cinotto |
| Fino Essiam |
| Flavia Rizzini |
| Fran Remorino |
| Francisco Martin-Rayo |
| Francois Ferraro |
| Frank Webb |
| Frederic Reveiz |
| Friedrich Harris |
| Genevieve “Gigi” Friend |
| Genevieve Taft-Vazquez |
| George MacLeod |
| George Wohlgemuth |
| Gerald Andriole* |
| Gillian Gaeta |
| Gordon Duncan |
| Grace Doyle |
| Greg Wells |
| Gregory Watterson |
| Guillaume Deleplace |
| Gwenaelle Urtubey |
| Halie Craig |
| Hallie Lancaster |
| Hamza Kiyani |
| Hanna Lee |
| Hannah Davis |
| Hannah King |
| Hannah Labotka |
| Harith Khawaja |
| Harlen Valenzuela |
| Harper Jones |
| Harrison S Wallman |
| Harry Hoffman |
| Harvey Howarth |
| hayden E |
| Hayden Smith |
| Hisham Jalil |
| Ian Simmons |
| Iris Zhou |
| Isaac Belfer* |
| Isaac Xie |
| Isabel Harrington |
| Ishani Khanna |
| Isidoro Garcia Urquieta |
| J. Page Lansdale |
| Jack Carle |
| Jack Donahue |
| Jack Giraudo* |
| jack hidary |
| Jackson Bierfeldt |
| Jacob Felicetty |
| Jacob Ney |
| Jaden Queen |
| Jaime Duván Reyes |
| Jake Gross* |
| Jake Spark |
| James Batchik |
| James Collins |
| James Garland |
| james kolakowski |
| James Wolf |
| Jared Kronitz |
| Jasmine Lee |
| Jason McIntyre |
| Jay Cormier |
| Jay Korman |
| Jeffrey Bank |
| Jenelle Eli |
| Jennifer Feldman-Brillembourg |
| Jennifer Yim* |
| Jeremy Cohen |
| Jerry Dziecichowicz |
| Jesse Klempner |
| Jessica Falkowitz |
| Joanna Bose |
| Joe Buccina |
| Joe Condie |
| Joe Farrell |
| Joe Wornom |
| Joel Vengrin* |
| John Linden |
| John McCarthy |
| John Rockefeller |
| John Schreder |
| John Williams |
| John Willingham |
| Jon Meadows |
| Jonathan Black |
| Jonathan Hale |
| Jordan Cohen |
| Jose Molina |
| Jose Pereyo |
| Joseph Landau |
| Joseph Wood* |
| Josette Ramirez |
| Josh Goodman |
| Josh Tu |
| Josh Waterman |
| JOSHUA DELONG |
| Joshua Esquivel |
| Joshua Green |
| Joshua Hardman |
| Juan Blazquez* |
| Juan Sierra |
| Juan Fernando Ibagon Hernandez |
| Juan Vivas |
| Julia Lancaster |
| Julia Murphy |
| Justin Berlin |
| Kaiwen Jiang |
| Karen McKinstry |
| Kate Bradley |
| Katherine Correia |
| Katherine Goldstuck |
| Kathleen Donatiello* |
| Kathy Ales |
| Katie Kuhn |
| Kavish Narang |
| Kaya Isik* |
| Kelley Schiffman |
| Kelly King |
| Kelsey Reese* |
| Kert Putsepp |
| Kevin Eye |
| Kevin Holmes |
| Khaled Khalil |
| Khalil Ezzine |
| Kim Lassen |
| Kimberley Perez |
| Kimberly Stietz |
| Kris Pusok* |
| Kurt Johnson |
| Kyle McGregor |
| Lauren Mariano |
| Leanne Van Allen |
| Lennox Dutta-Wilder |
| Leonardo Valenzuela |
| Leonardo Vittori |
| Lillian Galun |
| Lincoln Leahy* |
| Lissy Dean |
| Lucero Vargas |
| Luis Paredes |
| Madhu Jalan* |
| Mahmoud Elsaman |
| Marco O |
| Marcos Crichigno |
| Marcus Goodwin |
| Marietta Valerio |
| Marilouise Avery |
| Mario Contreras* |
| Marissa Davila |
| Marko Durovic |
| Marlena Broeker |
| Marlorie Stinfil |
| Martha Kumar* |
| Martin Jaramillo |
| Martin Manville |
| Martin Walsh |
| mary napier |
| Maseh Zarif |
| Matt Tanner |
| Matthew Axtell |
| Matthew Keegan |
| Matthias Ellenrieder |
| Max Kluger |
| Max Nardini |
| Max Novick |
| Max Peyra Grau |
| Maxime Vilquin |
| Maximilian Peters |
| May Goar |
| Maya Ng-Yu |
| Maya Saad |
| McKaye Darling |
| Medhavi Bhatia |
| Meg Ritcheson |
| Mel Yang |
| Merrall MacNeille |
| Meyers Li |
| Michael Caspani |
| Michael Friddle |
| Michael Galperin |
| Michael Janson |
| Michael Jerakis |
| Michael Jiang* |
| Michael Tierney |
| Michelle Hajdenberg |
| Michelle Infanzon |
| Migena Satyal |
| Mike Flynn |
| Mike Keegan* |
| Mila Zayats |
| Miles Cooper |
| Mohab F. Murrar |
| Molly Pitegoff |
| Monnie Laughinghouse |
| Muskaan Kasliwal |
| Nancy Herman |
| Nathan Peereboom |
| NEAL L PRESANT |
| Nick Bird |
| Nick Chu |
| Nicole Fondots |
| Nicole Kruger |
| Nicole Shekhovtsova |
| Nidhi Patel |
| Obi Lockwood Johnson |
| Oliver Thomas |
| Oliver Wilson |
| Olivia Field |
| Omer Imtiazuddin |
| Omid Rajaei |
| ORJADA Y |
| Pamela Venzke |
| Parker Cole |
| Patrick Barry |
| Patrick Cleary |
| Patrick Shooltz |
| Paul Strauch |
| Perot Bissell |
| Peter Fitzgerald |
| Peter Prince |
| Peter Zern |
| Philip Chadwell |
| Philip Sopher |
| Pino Martin |
| Pratik Chougule |
| Rachel Sandhu |
| Raffaella Buccina |
| Rahul Das |
| Raj Iyengar |
| Ramsey Fahed |
| Ranji’s Guest |
| Reda Aboutajdine* |
| Reed Widdoes* |
| Rees B |
| Remy GERBAY |
| Resham Chandra |
| Rheya Lakhmani |
| richard levine |
| Richard Taylor |
| Riya Saran |
| Robert Anolik |
| Robert Conner |
| Robert Day |
| Robert Gyenes* |
| Robin DEAN |
| Rose Naughton |
| Ruyan Zhang |
| Sabrina Siddiqui |
| Sai B |
| Sam Ricciardi |
| samer shehata |
| Samer Mina |
| Samm Fulton |
| Sartaz Ahmed* |
| Scott Phan |
| Scott Conkright |
| Scott Spector |
| Sean Sullivan |
| Shameer Zahid* |
| Shawn Traylor* |
| Shiv Sethi |
| Shuowen Chen |
| Simon C |
| Sina Prem |
| Sophie White |
| Stan Berenshtein |
| Stefan Kershow* |
| Stephan Schindler* |
| Stephanie Miceli |
| Stephen Saddler |
| Stewart Atkins |
| Suvia Yuan |
| syed shah |
| Tahseen Rabbani |
| Tara Barnett |
| Tarek Anandan |
| Tarik Lamech |
| Tate Valerio |
| Taylor Kulp-McDowall |
| Ted Sheehy |
| Teddy Parker* |
| Theo Schindler |
| Thomas Price |
| Tichakunda Mangono |
| Tobias Abelmann |
| Toby Salisbury* |
| Tom Cymer* |
| Tom Haigh |
| Tony Jeffs |
| Tracy Mann |
| Travis Triplett |
| Trenor Gould |
| Tricia Jefferson |
| Tristan Brown |
| Upamanyu Lahiri |
| Utkarsh Kumar |
| Valentin Follet |
| Vandana (for Sohan) Kilaru |
| Varun Talwar |
| Vigo Plahin |
| Vinayak Lala |
| Wesley Brown de Colstoun |
| Will Mitchell |
| Will Newell |
| Will Pulsifer |
| Will Ruggiero |
| William Brown |
| William Feeney |
| Win Huffman |
| Xavier Brillembourg |
| Ximena Rodriguez Medina |
| Yash Shivani |
| Yasmine Ben Hamed |
| YU Fu |
| Zach Goodwin* |
| Zachary Carroll |
| Zeineddine Zuberi |
| Zhaohui Yang |
| Zoe Beede |
| Zoe Gutierrez-McDonald |