2025Search UI & Web App

DockRank — Information Retrieval Search UI

Document search interface built with Next.js and React that visualizes TF-IDF term weighting, cosine similarity scoring, and document relevance rankings.

Role & Responsibilities

Frontend Developer

Release Date

2025

Discipline Category

Search UI & Web App

Verification Status
Production deployed & verified
Search UIInteractive Ranking View
VisualizationTF-IDF Matrix Breakdown
FrontendNext.js & React State
Context & Requirements

System Specifications & Context

Information retrieval algorithms such as TF-IDF and Vector Space Models often operate as opaque calculations, making it difficult to inspect how individual query terms contribute to document rankings.

Engineering Decisions

Architecture & Implementation

Built an interactive React and Next.js interface that decomposes text tokenization, term frequency (TF), inverse document frequency (IDF), and relevance scoring into inspectable data tables with keyword highlighting.

Technology Stack & Toolchain

Next.jsReactTypeScriptTailwind CSSSearch UIData Visualization

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