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MatrixTransform43to19

This repository contains R scripts for transforming matrices with 43 rows into matrices with 19 rows using a normalized concordance matrix. The repository includes scripts for loading, normalizing, transforming, and exporting matrices from Excel files into CSV and Excel formats for further analysis.

Features

Matrix Transformation: Transforms 43-row matrices into 19-row matrices using a 43x19 concordance matrix. Normalization: Ensures that the row sums of the concordance matrix equal 1 for accurate scaling. Input/Output Support: Supports reading matrices from Excel and outputs the transformed matrices into both CSV and Excel formats. Multiple Matrices: Processes multiple matrices across different Excel sheets. Requirements

R version 4.0 or higher Required R libraries: readxl, writexl Install the necessary packages in R:

r Copy code install.packages("readxl") install.packages("writexl") Usage

Place your matrices in an Excel file (all_matrices.xlsx), ensuring that the sheets follow the expected naming (e.g., IOT_NW, IOT_NE, IOT_Toscana, etc.). Place your concordance matrix on a sheet named Concordance. Run the provided R script to load, normalize, transform, and export the matrices. Example Script: r Copy code

Load the necessary libraries

library(readxl) library(writexl)

Define file paths and load the matrices

file_path <- "all_matrices.xlsx" concordance_matrix <- read_excel(file_path, sheet = "Concordance", col_names = FALSE)

Normalize the concordance matrix

normalize_concordance_matrix <- function(concordance) { row_sums <- rowSums(as.matrix(concordance)) sweep(as.matrix(concordance), 1, row_sums, FUN = "/") }

concordance_matrix_normalized <- normalize_concordance_matrix(concordance_matrix)

Function to transform a matrix

transform_matrix <- function(matrix_43, concordance) { concordance_transpose <- t(as.matrix(concordance)) concordance_transpose %% as.matrix(matrix_43) %% as.matrix(concordance) }

Example matrix loading and transformation

iot_nw <- read_excel(file_path, sheet = "IOT_NW", col_names = FALSE) matrix_19_nw <- transform_matrix(iot_nw, concordance_matrix_normalized)

Save the transformed matrix

write.csv(matrix_19_nw, "matrix_19_nw.csv", row.names = FALSE) Output

Transformed matrices are saved as CSV files and optionally into a single Excel file (transformed_matrices.xlsx). License

This project is licensed under the GNU General Public License v3.0.