Context

Textile weaving dataset for machine learning to predict rejection and production of a weaving factory

Abstract

Weaving is one of the most popular fabric manufacturing techniques. The weaving process consists of 3 major stages: warping, sizing, and weaving. The weaving factory henceforth involves a lot of data. But unfortunately, there is no attempt to utilize machine learning or data science in weaving production. Although a variety of scopes are there to implement statistical analysis, data science, and machine learning. The dataset was prepared by using the daily production report for 9 months. The final dataset contains 121,148 data with 18 parameters. Whereas the raw data contains the same number of entries with 22 columns. The raw data needs substantial work to combine the daily production report, treat the missing values, rename columns, and feature engineering to derive EPI, PPI, warp, weft count values, etc. The complete dataset is stored at https://data.mendeley.com/datasets/nxb4shgs9h/1. It is further processed to get the rejection dataset which is stored at https://data.mendeley.com/datasets/6mwgj7tms3/2. The future implementation of the dataset is to predict the weaving waste, investigate the statistical relations among various parameters, production prediction, etc.

Info

• Repository name: Mendeley Data
• Direct URL: https://data.mendeley.com/datasets/nxb4shgs9h/1
• Data identification number (DOI):10.17632/nxb4shgs9h.1
• Dataset name: Weaving rejection dataset
• Repository name: Mendeley Data
• Direct URL to rejection data: https://data.mendeley.com/datasets/6mwgj7tms3/2
• Data identification number (DOI):10.17632/6mwgj7tms3.2
• Dataset name: Reference dataset and preprocessing code
• Repository name : Zenodo
• Direct URL: https://zenodo.org/record/7498062
• Data Identification Number (DOI):10.5281/zenodo.7498062

Download

kaggle API Command

!kaggle datasets download -d azminetoushikwasi/textile-weaving-dataset-to-predict-rejection

Disclaimer

The data collected is all publicly available, and it's intended for educational purposes only.