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Matrix Transpose Calculator – Rows to Columns

Quick answer

Flip rows and columns instantly: the transpose of [[1,2,3],[4,5,6]] is [[1,4],[2,5],[3,6]].

  • Identities (AB)ᵀ=BᵀAᵀ and (Aᵀ)ᵀ=A verified.

Figures are estimates from this calculator’s standard formula — adjust the inputs in the tool below for your exact number.

How the Matrix Transpose Calculator Works

(Aᵀ)ᵢⱼ = Aⱼᵢ | (Aᵀ)ᵀ = A | (AB)ᵀ = BᵀAᵀ

Transposing reflects a matrix across its main diagonal: entry (i, j) moves to (j, i). The 2×3 matrix [[1,2,3],[4,5,6]] becomes the 3×2 matrix [[1,4],[2,5],[3,6]] — row one turns into column one. The calculator transposes any m×n input up to 8×8, shows the entry-by-entry mapping, and verifies the algebra identities: applying transpose twice restores the original, (Aᵀ)ᵀ = A; sums transpose termwise; and products reverse order, (AB)ᵀ = BᵀAᵀ — demonstrated numerically on your own matrices. Special shapes have names: a matrix equal to its transpose is symmetric ([[2,1],[1,3]]); one satisfying A = −Aᵀ is skew-symmetric with zero diagonal. The dot product hides here too: u·v = uᵀv, which is why statistics and regression lean on transposes constantly.

  1. 1

    Enter your matrix

    Any dimensions up to 8×8

  2. 2

    Reflect across the diagonal

    Each (i, j) entry is mapped to (j, i)

  3. 3

    Read the transposed matrix

    Rows have become columns and vice versa

  4. 4

    Check the identities

    (Aᵀ)ᵀ and reversed products are computed as proof

Use Cases

Linear Algebra Homework

Verify transpose identities on concrete matrices

Data Wrangling

Orient wide tables into long format and back

Regression Setup

Normal equations XᵀXβ = Xᵀy start from a transpose

Tips

  • 1

    Transpose of m×n is n×m — dimensions always swap

  • 2

    (AB)ᵀ = BᵀAᵀ — order flips

  • 3

    Symmetric ⇔ A = Aᵀ

Common Mistakes

  • Transposing only the outer rows rather than reflecting the whole diagonal

  • Writing (AB)ᵀ = AᵀBᵀ — the order must reverse

  • Assuming every square matrix commutes with its transpose

  • Forgetting vectors transpose between row and column shapes

FAQs

What is the transpose of [[1,2,3],[4,5,6]]?

[[1,4],[2,5],[3,6]] — a 2×3 becomes 3×2.

Does transposing twice return the original?

Yes: (Aᵀ)ᵀ = A, verified entrywise on all 6 entries.

How do products transpose?

(AB)ᵀ = BᵀAᵀ — reverse the order, then transpose each.

What is a symmetric matrix?

One with A = Aᵀ, like [[2,1],[1,3]] — entries mirror across the diagonal.

How does the dot product relate?

u·v = uᵀv — the transpose turns geometric inner products into matrix multiplication.