ncrb

Exploratory data analysis of NCRB Crime in India 2020 dataset using Python, Pandas, Seaborn, and Matplotlib. Covers data cleaning, visualization, and statistical insights.

Data intelligence dashboard on Indian crime trends using NCRB data — built with React, Recharts, Chart.js & MongoDB Atlas.

Ward-level safety map for 43 Indian cities across 28 states + 6 UTs, in 13 languages. Real city-aggregate crime totals from NCRB and state-police annual reports, with a per-area heatmap, night-time multiplier, and women's-safety filter.

Interactive crime analytics dashboard built with Python, Streamlit & Plotly — visualizes NCRB data (2021–2023) with state rankings, choropleth maps, YoY trends, and ML-based forecasts.

Indicator Frameworks for Sustainability - Localising and Adapting SDG frameworks Using National Public Datasets - Peace, Justice and Strong Institutions

Source-cited, daily-updated India crime data: NCRB statistics (incl. removed documents via the Wayback Machine), government sites and classified news. Tidy parquet on Kaggle.

Verified NCRB dataset on rape incidence, justice outcomes, victim profiles, and state trends in India, supporting Women's Safety AI research.

Unified NyayaLens: AI-driven multilingual crime behaviour and digital-forensic evidence analysis (NCRB, PIB, BNS/IPC, BSA §63, NLP + Grok)

NyayaLens — AI-driven multilingual crime behaviour and digital-forensic evidence analysis platform (NCRB tables, Indian agencies, NLP + Grok)

Offline-first dashboard of India's state-wise crimes-against-women statistics (NCRB 2015-2024), with a world comparison and helpline directory. Personal portfolio project.

ML-powered Women Safety Analytics — predicts district-level risk across India using NCRB crime data (2017–2023). Interactive heatmap, Random Forest risk prediction (88.6% F1), crime trends, and SOS alerts. Built with FastAPI + Streamlit.

PRAMANA — secure, blockchain-anchored document and evidence platform for the criminal justice system. SIH 2026, Problem Statement 26190 (MHA / NCRB Women Safety Division).

EDA and predictive modeling on India crime and missing persons dataset — pattern recognition and analytical insights

NyayaDarpan — merged successor: AI-driven multilingual crime behaviour and digital-forensic evidence analysis (NCRB, Indic NLP, BSA §63, Grok)

Reproducible analysis of India's NCRB juvenile-crime data (2001-2010): data integration, clustering, honest predictive modelling, and a justice-funnel study, with an executable notebook pipeline.