Assignment_1

Quarto

Quarto enables you to weave together content and executable code into a finished document. To learn more about Quarto see https://quarto.org.

Running Code

When you click the Render button a document will be generated that includes both content and the output of embedded code. You can embed code like this:

library(tidyverse)

── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ dplyr     1.1.4     ✔ readr     2.1.5
✔ forcats   1.0.0     ✔ stringr   1.5.1
✔ ggplot2   3.5.1     ✔ tibble    3.2.1
✔ lubridate 1.9.3     ✔ tidyr     1.3.1
✔ purrr     1.0.2     
── 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

You can add options to executable code like this

df<- read.csv("https://raw.githubusercontent.com/tonyCUNY/tonyCUNY/refs/heads/main/Data_622/bank-full.csv", sep = ";", stringsAsFactors = T)

glimpse(df)

Rows: 45,211
Columns: 17
$ age       <int> 58, 44, 33, 47, 33, 35, 28, 42, 58, 43, 41, 29, 53, 58, 57, …
$ job       <fct> management, technician, entrepreneur, blue-collar, unknown, …
$ marital   <fct> married, single, married, married, single, married, single, …
$ education <fct> tertiary, secondary, secondary, unknown, unknown, tertiary, …
$ default   <fct> no, no, no, no, no, no, no, yes, no, no, no, no, no, no, no,…
$ balance   <int> 2143, 29, 2, 1506, 1, 231, 447, 2, 121, 593, 270, 390, 6, 71…
$ housing   <fct> yes, yes, yes, yes, no, yes, yes, yes, yes, yes, yes, yes, y…
$ loan      <fct> no, no, yes, no, no, no, yes, no, no, no, no, no, no, no, no…
$ contact   <fct> unknown, unknown, unknown, unknown, unknown, unknown, unknow…
$ day       <int> 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, …
$ month     <fct> may, may, may, may, may, may, may, may, may, may, may, may, …
$ duration  <int> 261, 151, 76, 92, 198, 139, 217, 380, 50, 55, 222, 137, 517,…
$ campaign  <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
$ pdays     <int> -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, …
$ previous  <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ poutcome  <fct> unknown, unknown, unknown, unknown, unknown, unknown, unknow…
$ y         <fct> no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, …