My Favorite Laptop Just Hit Its Lowest Price for Amazon’s Big Spring Sale


After reviewing hundreds of laptops over the years for CNET, the MacBook Air is still my favorite overall laptop. Specifically, the 15-inch model, because it nails the balance between a big, multitask-friendly display and the kind of thin, lightweight build that you can toss in a bag every day without having to worry about it. This MacBook lets you get a big display without shelling out the extra hundreds to thousands of dollars for a MacBook Pro.

Apple launched the M5 MacBook Air earlier this month, but last year’s M4 models are still around — and currently available at deep discounts for Amazon’s Big Spring Sale. The better deal is for my preferred MacBook Air, the 15-incher.

The 15-inch M4 MacBook Air is selling for just $949, which is $250 less than its full price and the lowest price I’ve seen for it. That’s also $300 less than what the new M5 MacBook Air is currently selling for at Amazon with a $50 discount. 

For a more apples-to-apples comparison between the M4 and M5 MacBook Air models, you have to consider the storage capacity. Apple raised the minimum storage from 256GB SSD on the M4 model to 512GB on the M5 Air. Thankfully, the 15-inch M4 MacBook Air with the 512GB SSD upgrade is also selling at its lowest price ever. You can get it for $1,099 at Amazon, which is $300 less than its original price and still $150 less than the baseline M5 MacBook Air costs at Amazon.

With the same design and similar performance and battery life as the M5 Air, the M4 MacBook Air remains a great option in 2026 for laptop shoppers.

LAPTOP DEALS OF THE WEEK

Deals are selected by the CNET Group commerce team, and may be unrelated to this article.

13-inch M4 MacBook Air

The 13-inch M4 MacBook Air is also on sale for $899 for the Amazon Big Spring Sale, which is $100 less than its original price but nowhere near its lowest price of $749. And if you want it with the 512GB SSD upgrade, it costs $999 at Amazon, which is about $200 less than what Apple previously charged for it — but only $100 less than what the current baseline 13-inch M5 MacBook Air with a 512GB SSD is selling for on Amazon. I’m not sure that’s enough of a price break to forgo the newer model.

If you want a 13-inch MacBook for less, then you should consider the new MacBook Neo. It costs just $599 and is an incredible value. It’s $500 less than the M5 MacBook Air, and I’m willing to live without most of the features it lacks because of its low price. The Neo is near-perfect for students and others who want a cheap MacBook that still offers enough performance and battery life for everyday use.

MacBook Air M4 vs. M5 performance

CNET has tested both sizes of last year’s M4 MacBook Air and the 13-inch model of M5 MacBook Air that Apple just released.

The MacBook M5 Air offers evolutionary performance gains you might expect from one generation to the next rather than revolutionary leaps over last year’s model. It was roughly 9% to 13% faster on our Geekbench 6 tests and 12% to 18% faster on our Cinebench 2024 tests than the M4 Air. 

Battery life, too, remains roughly the same. The 13-inch M5 Air lasted about an hour longer than the 13-inch M4 Air in battery testing, but both can run a long time on a single charge. The 13-inch M5 Air ran for just over 17 hours, and the 13-inch M4 Air lasted nearly 16 hours on the same test. Meanwhile, the 15-inch M4 Air fell in between the two 13-inch models, lasting roughly 16.5 hours on the test.

Top deals available today, according to CNET’s shopping experts

Curated discounts worth shopping while they last.

Other differences between this year’s and last year’s MacBook Airs

The starting memory remains at 16GB, but the M5 chip supports faster unified memory — 153Gbps of bandwidth compared to 120Gbps on the M4. Storage also got faster. Apple says the SSDs on the M5 models offer twice the read and write speeds of the previous M4 model.

The M5 Air also offers improved networking. It incorporates Apple’s N1 wireless chip for Wi-Fi 7 and Bluetooth 6.

For more, check out my comparison of the M5 MacBook Air versus the earlier M4, M3, M2 and M1 models and for more deep discounts, check out our roundup of deals under $25.





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Recent Reviews


Now let me brief about the SAS tool:

SAS is also known as “Statistical analytical software” – popular data analytical software. The main purpose of this SAS software is to alter, manage, retrieve, and mine from multiple data sources. The basic functionalities of SAS included are managing the data, statistical analysis purpose, developing the applications, and data warehousing. The SAS technology consists of a point and click user interface mainly for non-programmers and also used to perform more advanced options through SAS programming language. In the SAS tool, data will be extracted from multiple sources to analyze and identify the data patterns.

Let’s start with SAS programming concepts.

Fundamental concepts of SAS programming:

The following are the important windows used in SAS programming:

SAS windows:

These SAS windows are mainly used by large business enterprises and training institutes. The main aim to use this SAS window is that due it includes a lot of essential utilities that reduce the time required to write the SAS codes.

The following diagram explains the overview of SAS windows;

SAS Window

1. Log window:

This is a type of execution window. With the help of this window type, you can check the condition of your program execution. You can view errors, notifications, and warnings related to program execution in this windows type.

2. Code window:

This type of window is also called an editor window. You should use them as a blank paper, and notepad, where you can write your SAS programming code.

3. Output window:

As the name tells, this type of window is used to display the output of the given program or program code. In this window, you should write your code in the editor.

4. Result window:

This window is a type of index that consists of output lists of programs that help to run them in one session. It also holds the particular session results, if you once close the software, then you have to restart it. The resulting window in SAS window type will be empty.

5. Explore Window:

This window type consists of lists of all the libraries and packages in the system. With the help of this window type, you need to browse the system that includes supported file types.

One more important point to be remembered, a few business enterprises use the LINUX operating system. This type of OS will not support the graphical user interface to write your SAS program code and it’s very inconvenient to use.

SAS data sets:

SAS data sets are also known as data files. However, data files consist of rows and columns, where rows include observations and columns include variable names.

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SAS variables:

SAS consists of two types of variables:

1. Numeric variables:

This is the default type of variable. These variables are mainly used in mathematical expressions.

2. Character variables:

Character variables hold values that are not used in mathematical expressions. They are used as text or strings. A character variable can be expressed by using the symbol “$” at the end of the variable name.

SAS libraries:

SAS library is a list of SAS files that can be stored in the same folder or any directory on your computer devices.

There are two types of SAS libraries available such as;

1. Temporary library: In this type of library, the data sets will be deleted when your SAS session ends.

2. Permanent library: In this type of library, data sets will be saved permanently; henceforth they are available across the SAS sessions.

With the help of this library, the user can also define or generate a new library type called a user-defined library by using the keyword “LIBNAME”.

SAS programming and SAS code structure:

When you begin SAS programming, you should know two building blocks;

They are;

1. DATA step: This DATA step creates the SAS program data sets and then transmits them into the PROC step.

2. PROC step: This type of SAS step processes the data sets.

Important rules to be followed when you begin with the SAS program;

a. Every code in the SAS program should begin with either DATA or PROC step.

b. Every line of the SAS program code should end with a semicolon.

c. A SAS programming code should end with these keywords “RUN” or “QUIT”.

d. SAS programming codes are not always case sensitive.

e. You can write the codes across multiple lines or multiple statements in a single line.

Program example:

DATA Employee_Info;

Input Emp_ID  Emp_Name$ Emp_Vertical$;

datalines;

201 Mark SQL

202 John SAS

203 Adam JAVA

;

RUN;

Informats and Formats in SAS:

As I said earlier SAS uses two types of variables;

They are;

1. Numeric

2. Character

When your SAS program consists of non-standard variables, then SAS will throw the errors or you will not get the desired output. To overcome this type of hustle SAS makes use of Formats and Informats.

Informat:

The main purpose of using these Informats is to read or read the input data types available from external files or flat files (you can also know them as a text file or sequential file). This type of SAS informat informs SAS software on how to read/ write the data into SAS variables. SAS program consists of three types of informats:  character, date or time, and numeric. The following are the syntax structure of informats:

a. Character informat: “$INFORMATw”.

b. Numeric informat: “INFORMATw.d”.

c. Date or time informat: “INFORMATw”.

Here the “$” defines the character format and “w” indicates the variable width. And the “d” used to indicate the numeric data.

Formats:

Informats in SAS are used as an instruction to read the data, whereas the formats are also a type of instruction to display the output data. Here formats are used into three classes informats (for example character, numeric, and date/time formats) and also hold dot values.

The syntax used to format the statement is as follows;

FORMAT variable-name FORMAT-NAME;

SAS Loops:

While working with SAS programming, in some cases, you may get a situation where we need to execute the block of statements several times. You will get an error when you execute the same statements again and again. In SAS programming, the DO statements are used to implement the loops. This is also known as the “Do loop”. The image shows the loop statements execution;

There are three types of Do loops used in SAS programming;

1. Index: in this case of do, the loop will begin from the start value until the stop value of the condition given index variable at the end of the program.

2. While: the loop conditional statement continues until the while condition becomes false, then the loop will be terminated.

3. Until: the loop continues till the Until condition becomes true and the program will be executed successfully.

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Basic statistical procedures used in SAS:

The following are vital statistical procedures used in SAS;

1. PROC MEANS:

This type of basic statistical procedure is mainly used to calculate any arithmetic mean and standard deviation while working with SAS operators. It may be difficult for those who are new to statistical analytics. So before you start coding, you should make use of this basic procedure.

2. Arithmetic mean:

This is nothing but the sum of the value of any numeric variables, which are divided by the number of variables that give you the Arithmetic mean. It is also called mean and also measures the central tendency. A measure of central tendency is nothing but a single value that defines the set of data to identify the central position of the data sets.

3. Mean of a Data sets:

If you want to supply only data sets without using any variables, first you should calculate the mean of all the given variables at the data set.

4. Mean of selected variables:

Here you need to supply the names to the variables by using the Var option, and then you will get the mean of the selected variables.

5. Mean by class:

With the help of this, you need to find the mean of the numeric variables by grouping them. Here the grouping can be done by using some parameters. For example, parameters like “make” and “type” can be used to group them.

6. Standard deviation:

Standard deviation is a measure used to verify the given data set. For example, if the value of standard deviation is “0”, it means that data points are very close to the mean of the data set.

The below are the two methods used to calculate the standard deviation value;

1. PROC MEANS

2. SURVEYMEANS

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Conclusion:

In this SAS programming blog, you will be learning what are all the various approaches used to execute the SAS codes. SAS software includes various advanced level customized components to help while working with business enterprise applications. We have tried to explain basic to advanced level concepts to become a good SAS programmer. One more advantage of the SAS tool is that even non-programmer with basic SQL knowledge can also access this software tool.

 Related Article:

SAS Vs Python



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