🛰 Skema provides a handy & composable way to validate / transform / purify the input data.

A Python library for Automated Exploratory Data Analysis, Automated Data Cleaning, and Automated Data Preprocessing For Machine Learning and Natural Language Processing Applications in Python.

Remove advertising, disable data collection, annoying notifications, default apps and more. Ideal for fresh installs of Windows 10 and those looking to purify their current installation.

Official Repository for our ICCV2021 paper: Continual Learning on Noisy Data Streams via Self-Purified Replay

[EMNLP 2025] Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment

This is a CakePHP3 Purifier Plugin Behavior that cleanses data before it is marshaled into the entity and/or before saving.

Water pollution is the root cause for many diseases in the world. It is necessary to measure water quality using sensors for prevention of water pollution. There are a number of processes and factors affecting the water quality during transmission and distribution which are little understood. The effective and efficient system of Water Quality Monitoring (WQM) are critical implementation for the issue of polluted water globally, with increasing in the development of Wireless Sensor Network (WSN) technology in the Internet of Things (IoT) environment, real time water quality monitoring is remotely monitored by means of real-time data acquisition, transmission and processing. This project presents a reconfigurable smart sensor interface device for water quality monitoring system in an IoT environment. The smart WQM system consists of Arduino UNO microcontroller, sensors; IoT and Wireless Fidelity (Wi-Fi) based wireless communication module. The proposed WQM system collects the five parameters of water data such as water pH, water level, turbidity, conductivity and water temperature in parallel and in real time basis with high speed from multiple different sensor nodes. This system is integrated with the IoT technology for real-time water quality monitoring. It aims to determine the contamination of water, purifies the water and also automatic measure of parameters in real time using Arduino UNO. This system is fine-tuned with additional sensors and reduced cost. The results show that the proposed system outperforms the existing ones and produces better results.

Data acquisition and Real Time Data plotting of Purified water treatment plant critical sensor data using S-7 1200 plc web server and python(Web Scraping)

Purify is a Go library for struct validation based on tags. It allows you to easily validate data within structs using purify tags, making your code cleaner and easier to maintain.

Way to export data from Xiaomi Air Purifier 2S into InfluxDB

"Self-Trained and Self-Purified Data Augmentation for RST Parsing"

A data-driven project to solve India’s air quality crisis by validating product-market fit for AirPure Innovations. It combines AQI analysis, consumer behavior data, and market insights to build smart, affordable, and serviceable air purifiers for Indian households.

Get API data from a Clairy air purifier smart device

Get API data from Natede (by Vitesy) smart air purifier smart device

This repository contains data and Matlab scripts to facilitate the implementation of a DD-SIMCA model for the acceptance testing of purified m-cresol purple (mCP) for spectrophotometric pH measurements in seawater.

A Bioconductor ExperimentHub data package for flow sorted purified whole blood cell types measured using DNA methylation on WGBS platform from BLUEPRINT

An air quality monitoring system using SDS011 sensor and ESP8266. It tracks PM2.5 and PM10 levels in real-time and triggers an air purifier when thresholds are exceeded. The system offers a web dashboard for live data and automatic air purification, ideal for homes and offices.

This challenge is powered by DataFul, our official data partner, providing real-time AQI and health datasets. With their support, AirPure Innovations is exploring the true market need for air purifiers.

I alone have developed the best CRM (Customer Management System) for the business of Kasturi Agency and have done all the project design and data flow management from the beginning, I alone have made this project using technology like Bootsrap4 HTML5 CSS3, PHP6, jQuery, Data tables JS, Purify CSS, and JavaScript

BioBreathe-AI is an AI-powered plant recommender system that improves indoor air quality by suggesting pollutant-specific plants. Using machine learning and phytoremediation data, it matches SO₂, NO₂, CO₂, PM2.5, and PM10 levels with suitable plants, offering a sustainable, low-cost alternative to air purifiers.

Data repository for Data Purifier examples

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simple data purifier with schema

Config files for my GitHub profile.

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This RaaS project clean the data and validate the data

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Control air purifier with real time PM data

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