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| International Conferences /Seminars |
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 Munify Municipal Database
The Munify Municipal Database is a national database built with the budget and accounts data of the municipal corporations of India, capable of handling queries. The Municipal Analysis module also has economic, projects, property tax and service sub-modules to add context to the financial data. The analysis is crystallised in the credit score and rankings. The platform includes powerful tools for querying, comparing, and analysing data across cities, along with contextual modules on economic indicators, taxation, service levels, and municipal bonds. Munify empowers policymakers, researchers, investors, and citizens by making local government finance transparent, accessible, and actionable...
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Internet Resources
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OpenRefine is a powerful, free, open-source tool designed for working with messy data. It helps users clean, transform, and structure data efficiently converting it from one format to another and enriching it using web services and external sources. OpenRefine is widely used by data professionals, researchers, and journalists for data wrangling tasks such as removing duplicates, correcting inconsistencies, and standardising entries. It provides a spreadsheet-like interface with powerful transformation and filtering functions, making complex data operations accessible to non-programmers. The project is driven by the mission to make data engagement meaningful and inclusive, fostering a global, diverse, and supportive user community around open data practices....
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Quarto is an open-source scientific and technical publishing system that enables authors to create dynamic, high-quality, and reproducible content using plain text markdown or Jupyter notebooks. Supporting languages like Python, R, Julia, and Observable, Quarto empowers users to produce articles, dashboards, presentations, blogs, books, and websites. It offers flexible output formats including HTML, PDF, MS Word, and ePub, and integrates seamlessly with publishing platforms such as Posit Connect and Confluence for organization-wide sharing. With support for Pandoc markdown, users can incorporate equations, citations, cross-references, figure panels, and advanced layouts to ensure clarity and professionalism in their documents. Quarto is designed to bridge coding and communication, making it an ideal tool for researchers, analysts, educators, and data-driven professionals...
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Why Do HFTs Use the Futures Market by Anirban Banerjee and Ashok Banerjee
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Journal of Futures Market, June 2025
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This study attempts to investigate the economic motivation of high-frequency traders (HFTs) to use single-stock futures (SSFs) contracts. Using a novel intraday data set from the largest exchange of SSFs, with identifiers for algorithmic traders, we attempt to disentangle the hedging and information-based trading motivations...
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