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Description

DataPortia represents a sophisticated on-premises solution for industrial data acquisition and reporting, equipped with integrated AI analytics capabilities. It seamlessly interfaces with various automation systems through the OPC UA protocol, compatible with brands such as Siemens, ABB, Valmet, Beckhoff, Schneider, Honeywell, and Rockwell, allowing it to gather over 2000 measurement points each second while archiving time-series data in PostgreSQL or TimescaleDB. Notable attributes include: - Dynamic real-time dashboards featuring gauges, charts, bar graphs, and tables for comprehensive data visualization. - Interactive trend analysis utilizing ECharts for visualization, enhanced with a drag-to-zoom function for user convenience. - Detailed reporting capabilities, with options for exporting data in CSV and PDF formats. - The ability to schedule automated reports on a daily, weekly, monthly, or custom basis to streamline operations. - AI-driven data analytics, powered by a local Ollama LLM, enabling insights into anomalies, forecasts, cost optimization, and tailored reports, all without reliance on cloud services. - Management of OPC UA alarms and conditions, accompanied by analytical tools and options for data export. - Facilitation of reading OPC UA history directly from the server's historian for efficient data retrieval. - Support for calculation circuits, including both cumulative and non-cumulative formulas to meet diverse analytical needs. - Features for transferring, copying, and merging tags between connections, enhancing flexibility in data management. - A robust TimescaleDB time-series database for optimized data storage and retrieval, ensuring efficient handling of extensive datasets. This comprehensive suite of features positions DataPort

Description

Robyn is a cutting-edge, open-source Marketing Mix Modeling (MMM) tool created by Meta’s Marketing Science team for experimental purposes. It aims to assist advertisers and analysts in constructing thorough, data-driven models that assess how various marketing channels affect business results, such as sales and conversions, while ensuring privacy through aggregated data. Instead of depending on tracking individual users, Robyn delves into historical time-series data by integrating marketing expenditure or reach information—encompassing ads, promotions, and organic initiatives—with performance indicators to evaluate incremental impacts, saturation effects, and carry-over dynamics. The package utilizes a combination of classical statistical techniques and contemporary machine learning methods; it employs ridge regression to mitigate multicollinearity in complex models, performs time-series decomposition to differentiate between trends and seasonal patterns, and incorporates a multi-objective evolutionary algorithm for optimization. This innovative approach allows businesses to gain deeper insights into their marketing effectiveness and make more informed decisions based on robust analysis.