pytrends is a Python library that serves as a programmatic wrapper for Google Trends. It provides an interface to retrieve search volumes, discover related keywords, and track historical and real-time market interest. The library enables the automation of keyword research and market analysis. It allows for the retrieval of suggested keywords, related queries, and broad related topics, as well as the monitoring of real-time trending searches and historical top charts. The tool supports regional interest analysis by filtering data by city, country, or metro area. It also provides historical in
This project is a community-curated directory of open-source software designed for deployment in private server environments and home labs. It serves as a comprehensive resource for discovering independent, self-hosted alternatives to mainstream cloud services, enabling users to maintain full data ownership and control over their digital infrastructure. The directory is structured through a hierarchical taxonomy that organizes a vast collection of applications into logical categories, ranging from media management and data analytics to private communication and team productivity tools. It dis
Grav is a flat-file content management system that eliminates the need for a traditional database by storing site content and configuration in human-readable Markdown and YAML files. Built as a modular PHP web framework, it uses a hierarchical page routing system where the physical directory structure directly determines the site's URL paths. The platform is distinguished by its event-driven plugin architecture and a command-line interface that prioritizes system administration, deployment, and maintenance tasks. It utilizes a blueprint-driven system to generate administrative forms from stru
OpenAddresses is an open-source geospatial data aggregator and directory that collects public domain and open-license address, parcel, and building datasets from governments and organizations worldwide. It functions as a global index and data warehouse for locating and distributing free geospatial records. The project operates a normalization pipeline that cleans and standardizes diverse source formats into a consistent global coordinate and attribute schema. This process includes a crowdsourced curation pipeline and programmatic quality validation to verify the spatial accuracy and formattin
This project is an open-source search data index and a collection of historical search trend data provided as a public trends archive. It serves as an open dataset for analyzing global patterns and events through downloadable files.
The main features of googletrends/data are: Global Search Trend Analysis, Consumer Interest Analysis, Trend Analysis Archives, Global Trend Analysis Tools, Historical Data Downloads, Search and Indexing, Search Trend Datasets, Anonymized Data Aggregations.
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