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Summary Data Science 144 Practical Summaries

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Summaries of all concepts needed in data science 144 practicals, namely RStudios. Practicals 1-5 are covered.

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  • September 2, 2022
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Notes on tutorial I

I
scripts
A text file that holds R code







extent ion / R

:
- r .




projects
Places where you can keep all the files associated with a
project :
input data, scripts ,
results, graphs
>
.
Rproj
> command : Open Project


Lessons from swirl 1)




① Basic building blocks



store results in a variable 5+7 →
y
:




data that contains data ) numbers

vector : a structure ( object containing a small collection of

> create with the cc ) function

> e. g. C C 1.1
,
9 3.14 )
,

function name

function ?c

more info on a
particular : <
no
parenthesis

vectors can be used in mathematical expressions
' '
Y
'

arithmetic operators :
' ' '

'
+ -
n
, , ,






square root :
sqrtc )

absolute value : dbsc )


with vectors of the same length ,
r
simply performs the arithmetic operation element -




by -

element

if vectors of different lengths the shorter until length
'
is the
'

are R recycles vector it same as
,




the longer Vector
; e.
g. 2 * 2 + 100 =
2 * c ( 2,2 , 2) + C C 100
,
100
,
100 )


( 1 2 3)
C , ,




CCI , 2,3 4) C (0 10 )
e.
g. ,
+
,



→ C C 1 2 3, 4) + C CO 10 0 10 )
, , , , ,




object length is not multiple of shorter object length !
"
= I 12 3 14
warning ! longer a

,② workspace and files

R provides a common API ( set of commands ) for interacting with files



determine current
working directory :
getwd C)


list all objects local ISC )
in workspace

:






workspace : what is loaded or created in R 's
memory that can be accessed in this session

variable then Isis throw
"
if you
"
e.
g. assigned 9 to a ×
,
will x



list all the files in your working directory using list .fi/esc ) or dirt )

use
argsl ) to see what arguments a function can take
"


directory in the working directory dir
"

create a current :
.
create c)

• set
your working directory to another directory :
setwdlf.name "





create a file in
your working directory : file create 1)
.




check if file file exists C)

a exists in the working directory : .






access information about the file : file info 1) .




items $ file .info / ) $
" "


grab specific :
operator my test R
project




; e.g .
.





rename files : file . rename / from
,
to )

delete a file : file remove c)
variables
.




see all
make of the file file 1
" "
)
a
copy :
copy Isc )





workspace :
.




in


provide the relative path to the file : file path .
c)
clear your workspace :
• make a platform-independent pathname : file .


path Cm
,
m )

( list Isu )
directories dir create rm =

to create paths / : .






to create nested directories ,
'
recursive '
must be set to true
'
( testdir ' '
)
'

> e.
g. dir create ( file . .
path testdirz recursive = TRUE )
, ,




③ Sequences of numbers





operator > : creates a sequence of
integers
e.
g.
1 : 4 throws I 23 4


e.
g. pi : 10 creates a
sequence of real numbers :
3,14 . . .



4,14 . . .
5
,
14



4 : I 4 3 2 I
e.
g. >



control
more over a
sequence seqc )
• :




increment by x :

seqcl ,
10
, by = > c)

random of numbers c 5 length 30 )
sequence y seq 10

: =
,
,



check length of a
sequence :
length c) between sand to

, of length of another sequence :
create a
sequence





> 1 :
length 1)
with
seq c along my sequence )
> =
. _




seq along
( my
seq)
>
_ _




number : 40)
replicate a repcx times

=
,



10 )
replicate a vector
rep Coco times

:
, 1,23 , =







replicate each number a certain amount of times :
repccco 1,23 ,
,
each =D




④ Vectors


atomic vectors : one data type ,
e.
g. numeric
, logical ,
character , integer and complex
lists :
multiple data types


Logical vectors


• values : TRUE , FALSE NA
,




e.
g. num -
Vec < 1 tells us if values are smaller than 1 or not

& !
>
Logical operators !
!
= = = = =
:
, , , , , ,

,
and ,
not




character vectors



double
quotes to distinguish character objects
between chars
space
is )
" "

(
" " "


My
"

C name
e.
g. , , ↓
"


)
"



join characters of the char vector into single string ( my char collapse
a
paste
◦ =
:
_


,

"

)
"


concatenate :c ( my _
Char ,
m




)
" " "



join char ( world !
"


paste
"
vectors Hello
"
:
Sep
• =

, ,




⑤ Missing values


placeholder for unavailable
> NA : not available ( an
quantity )

create a vector
containing 1000 draws from a standard normal distribution : rnorm ( 10007


choose a random sample of 100 elements
combining 2 vectors : sample ( cc y 27,100) ,





check if elements are NA : is .naC ]


TRUE I



FALSE 0


i. SUM of TRUE and FALSE gives us the number of TRUES !


> NaN : not a number e.g .
010
,




> Inf :
infinity

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