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Back to Problems

770. Basic Calculator IV

Hard54.9% Acceptance
Hash TableMathString
Asked by:
A
Adobe
ProblemHints (1)SolutionsVideosCompanies (2)Notes

Problem Statement

Given an expression such as expression = "e + 8 - a + 5" and an evaluation map such as {"e": 1} (given in terms of evalvars = ["e"] and evalints = [1]), return a list of tokens representing the simplified expression, such as ["-1*a","14"]

  • An expression alternates chunks and symbols, with a space separating each chunk and symbol.
  • A chunk is either an expression in parentheses, a variable, or a non-negative integer.
  • A variable is a string of lowercase letters (not including digits.) Note that variables can be multiple letters, and note that variables never have a leading coefficient or unary operator like "2x" or "-x".

Expressions are evaluated in the usual order: brackets first, then multiplication, then addition and subtraction.

  • For example, expression = "1 + 2 * 3" has an answer of ["7"].

The format of the output is as follows:

  • For each term of free variables with a non-zero coefficient, we write the free variables within a term in sorted order lexicographically.
    • For example, we would never write a term like "b*a*c", only "a*b*c".
  • Terms have degrees equal to the number of free variables being multiplied, counting multiplicity. We write the largest degree terms of our answer first, breaking ties by lexicographic order ignoring the leading coefficient of the term.
    • For example, "a*a*b*c" has degree 4.
  • The leading coefficient of the term is placed directly to the left with an asterisk separating it from the variables (if they exist.) A leading coefficient of 1 is still printed.
  • An example of a well-formatted answer is ["-2*a*a*a", "3*a*a*b", "3*b*b", "4*a", "5*c", "-6"].
  • Terms (including constant terms) with coefficient 0 are not included.
    • For example, an expression of "0" has an output of [].

Note: You may assume that the given expression is always valid. All intermediate results will be in the range of [-231, 231 - 1].

Example 1:

Input: expression = "e + 8 - a + 5", evalvars = ["e"], evalints = [1]
Output: ["-1*a","14"]

Example 2:

Input: expression = "e - 8 + temperature - pressure", evalvars = ["e", "temperature"], evalints = [1, 12]
Output: ["-1*pressure","5"]

Example 3:

Input: expression = "(e + 8) * (e - 8)", evalvars = [], evalints = []
Output: ["1*e*e","-64"]

Constraints:

  • 1 <= expression.length <= 250
  • expression consists of lowercase English letters, digits, '+', '-', '*', '(', ')', ' '.
  • expression does not contain any leading or trailing spaces.
  • All the tokens in expression are separated by a single space.
  • 0 <= evalvars.length <= 100
  • 1 <= evalvars[i].length <= 20
  • evalvars[i] consists of lowercase English letters.
  • evalints.length == evalvars.length
  • -100 <= evalints[i] <= 100
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I
Intuit

Approach

Basic Calculator IV requires parsing and evaluating an algebraic expression that may contain variables, integers, addition, subtraction, multiplication, and parentheses. Instead of computing a single numeric result, the expression must be simplified into a canonical polynomial form.

A common approach is to treat each term as a polynomial represented by a HashMap where keys represent variable combinations (e.g., a*b) and values store coefficients. While parsing the string, use a stack-based expression evaluator or recursive descent parsing to handle parentheses and operator precedence. Addition and subtraction merge polynomial maps, while multiplication combines terms by concatenating variables and multiplying coefficients.

Variable substitutions can be handled using another map before or during evaluation. Finally, normalize the output by sorting terms first by degree and then lexicographically. This structured polynomial manipulation approach ensures correctness when simplifying complex expressions.

The overall time complexity depends on the number of generated terms during polynomial operations.

Complexity

ApproachTime ComplexitySpace Complexity
Stack/Recursive Polynomial Parsing with Hash MapsO(T log T)O(T)

Video Solution Available

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Problem Hints

Use these hints if you're stuck. Try solving on your own first.

1
Hint 1

One way is with a Polynomial class. For example, * `Poly:add(this, that)` returns the result of `this + that`. * `Poly:sub(this, that)` returns the result of `this - that`. * `Poly:mul(this, that)` returns the result of `this * that`. * `Poly:evaluate(this, evalmap)` returns the polynomial after replacing all free variables with constants as specified by `evalmap`. * `Poly:toList(this)` returns the polynomial in the correct output format. * `Solution::combine(left, right, symbol)` returns the result of applying the binary operator represented by `symbol` to `left` and `right`. * `Solution::make(expr)` makes a new `Poly` represented by either the constant or free variable specified by `expr`. * `Solution::parse(expr)` parses an expression into a new `Poly`.

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Asked By Companies

2 companies
A
Adobe
I
Intuit

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Related Topics

Hash TableMathStringStackRecursion

Problem Stats

Acceptance Rate54.9%
DifficultyHard
Companies2

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Frequently Asked Questions

Is Basic Calculator IV asked in FAANG interviews?

Yes, problems involving expression parsing, symbolic computation, and stack-based evaluation are common in FAANG-style interviews. Basic Calculator IV tests strong skills in recursion, hash maps, and expression handling.

What data structure is best for Basic Calculator IV?

Hash maps are commonly used to store polynomial terms where keys represent variable combinations and values represent coefficients. Stacks or recursive parsing structures help evaluate expressions and manage parentheses.

What is the optimal approach for Basic Calculator IV?

The optimal approach is to represent expressions as polynomials using hash maps. During parsing, operations like addition, subtraction, and multiplication merge or combine polynomial terms while respecting operator precedence and parentheses.

Why is Basic Calculator IV considered a hard problem?

The problem involves parsing algebraic expressions, handling operator precedence, and manipulating symbolic polynomials rather than simple numbers. Managing term combinations and maintaining sorted output adds additional complexity.