Machine Learning Model Performance Comparison
Goodness of fit (R² Score) & Test Error across trained models
Category Focus & Report Distribution
Proportion of published analytical domains
Macro Trends Overlay: Annual Inflation vs Delhi Rainfall (2018–2025)
Comparing annual CPI YoY growth (%) against annual cumulative rainfall (mm)
Judicial & Social Dynamics
Public crime data reveals a 49.6% cumulative expansion in IPC crimes alongside an 85.1% trial backlog in courts, emphasizing systemic delays in justice delivery.
Seasonality & Economic Synchronization
Food inflation spikes in the CPI report closely track monsoon fluctuations, while spatial crime concentration highlights regional enforcement priorities.
Sports Performance & Franchise Risk
IPL analysis reveals severe franchise vulnerability when single-player run dependence exceeds 28% (e.g. RR 2019 at 31.9% and RCB 2023 at 31.4%), while trajectory modeling quantifies meteor arcs vs volume accumulators.
Predictive Maintenance & Sensor Degradation
NASA C-MAPSS turbofan analysis shows sensor_11 as the strongest RUL predictor (|Pearson|=0.696). XGBoost with 282 temporal features achieves test MAE of 10.37 cycles and NASA PHM score of 309.72, outperforming the Random Forest baseline by 12.1% on asymmetric scoring.
National Power Grid & Clean Transition
India grid analytics across 34 states/UTs highlights an all-time peak demand of 249.6 GW (+90.4% since 2013). Ridge ARDL time-series regression achieves 0.8412 Test R² (1.83% MAPE) with a minimal 0.133 generalization gap, while solar generation grew 222% (149.2 TWh in 2025) lifting clean power share to 28.5%.
E-Commerce Pricing & Spec Elasticity
Flipkart mobile analytics reveals RAM and Apple brand equity as primary price anchors (+₹4,100 per normalized unit). 5G penetration reaches 68.4% (+₹7,650 premium), while battery capacity shows an inverse price correlation (r = -0.233) as budget phones pack 6,000–10,001 mAh cells to compete.