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Operations

RAID Capacity, Mixed-Workload IOPS and Annual Failure Probability

Compare RAID capacity and derive host IOPS from backend operation costs. Explore a one-year drive-failure probability under an explicit constant-hazard model.

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Distributed Storage & Reliability Engineering

RAID-5 MTTDL & Erasure-Coding Overhead Formula

Calculate Patterson-Gibson-Katz RAID-5 Mean Time To Data Loss MTTDL = (MTBF^2) / (N*(N - 1)*MTTR) and compare Reed-Solomon (k + m) erasure-coding storage overhead against 3-way replication.

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Industrial Logistics, Rail Freight Operations & Fleet Capacity Sizing

Railcar Fleet Sizing, Turnaround Cycle & Dwell Cost Formula

Calculate Industrial Railcar Round-Trip Turnaround Cycle Time (Days), Active Operating Cars Required via Little’s Law, Total Leased Fleet Including Bad-Order Maintenance Spares, and Annual Lease Cost Impact of Terminal Dwell.

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Railway & Locomotive Traction Engineering, AREMA Train Resistance, Ruling Grade & Power

Railroad Train Resistance, Ruling Grade & Drawbar Power

Calculate Specific Rolling + Aerodynamic Resistance (N/t), Ruling Grade + Curve Resistance (N/t), Total Coupler Drawbar Tractive Effort (kN), and Rail Drawbar Power (kW).

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Railway Civil Engineering, High-Speed Track Alignment & EN 13803

Railway Equilibrium Cant, Cant Deficiency & Curve Speed Formula

Calculate Standard-Gauge Railway Equilibrium Cant (11.8 * V_kmh^2) / R_m, Uncompensated Cant Deficiency I (mm), Passenger Lateral Acceleration (I / 1500)*9.81, and Maximum Permitted Curve Speed.

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Financial Modeling

Ralph Vince Optimal f Position Sizing: Terminal Wealth Relative & Geometric HPR

Convert empirical trade P&Ls with unequal win/loss magnitudes into Holding Period Returns HPR_i = 1 + f * (-Trade_i / Worst_Loss), Terminal Wealth Relative (TWR), and Geometric Mean HPR G(f).

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Engineering & Science

Raman Shift Wavenumber (cm^-1) & Anti-Stokes / Stokes Boltzmann Ratio Formula

Convert laser excitation and scattered wavelengths (nm) into Raman vibrational shift Delta_nu = (10^7 / lambda_0) - (10^7 / lambda_s) in cm^-1 and compute the vibrational Boltzmann population ratio EXP((-1.4387769 * |Delta_nu|) / T).

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Aerospace Structural Mechanics & Plasticity

Ramberg-Osgood Elastic-Plastic Strain & Secant Formula

Calculate Metallic Elastic Strain sigma / E, MMPDS 0.2%-Offset Ramberg-Osgood Plastic Strain 0.002 * (sigma / sigma_02)^n, Total Nonlinear Strain, and Effective Secant Modulus E_sec.

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Financial & Accounting

Ramsey Rule & Keynes-Ramsey Euler Equation: Social Discount Rate & Consumption Growth

Calculate the social discount rate r = rho + eta * g for climate/infrastructure cost-benefit analysis and optimal per-capita consumption growth g_c = (r - rho) / eta using Frank P. Ramsey’s 1928 intertemporal optimization rule.

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Climate Economics & Benefit-Cost Policy

Ramsey Social Cost of Carbon (SCC) Discounting Formula

Calculate the closed-form Social Cost of Carbon SCC = D_0 / (rho + (eta - 1)*g + phi) and quantify why Nordhaus (rho = 1.5%) vs Stern (rho = 0.1%) discounting shifts carbon prices 2.5x!

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Regulatory Economics & Infrastructure Pricing

Ramsey-Boiteux Regulated Utility Inverse-Elasticity Pricing Formula

Set welfare-maximizing break-even tariffs P_i = MC_i / (1 - R_ramsey / |e_i|) across multi-segment rail, power, or water utilities using the Ramsey-Boiteux rule.

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Math

RANDBETWEEN and RAND: generate bounded integer and decimal test samples

Create synthetic QA datasets with inclusive integer RANDBETWEEN(bottom, top) and continuous [0, 1) RAND() scaling.

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Engineering & Science

Randles-Sevcik Equation: Cyclic Voltammetry Peak Current (ip) & Reversible Peak Split

Calculate Nernstian cyclic voltammetry peak current ip = 2.686e5 * n^1.5 * A * SQRT(D) * C0 * SQRT(v) at 25 °C in microamps and reversible peak-to-peak separation Delta_Ep = 59.2 / n mV.

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Lookup & Reference

Randomly Assign Rows to Equal-Sized Balanced Groups (RANK + MOD + INDEX)

Eliminate lopsided RANDBETWEEN group sizes by ranking pre-drawn random decimals with RANK(B2, $B$2:$B$7) and cycling evenly through group labels via INDEX($E$2:$E$4, MOD(Rank - 1, K) + 1).

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Logical & Lookup Formulas

Range Dimensions & Relative Row/Column Position (ROW, COLUMN, ROWS, COLUMNS)

Compute dynamic 1-based relative column/row offsets COLUMN(D4) - COLUMN($B$4) + 1 for VLOOKUP col_index_num and audit total matrix capacity ROWS(rng) * COLUMNS(rng) immune to inserted rows or columns.

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Lookup & Reference

Rank & Score Leaderboard with Deterministic Tie-Breaking (RANK + INDEX/MATCH)

Build a live 1-through-N ranked leaderboard that resolves tied scores deterministically via RANK + COUNTIF running offsets so INDEX and MATCH never repeat the same contender.

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Statistical

RANK IF formula: rank values conditionally within groups or months (COUNTIFS)

Build a native RANKIF equivalent using COUNTIFS($A$2:$A$7, A2, $B$2:$B$7, ">" & B2) + 1 to rank reps within regions, products within categories, or sales within months.

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Statistical

RANK IF formula: rank values within groups or categories using COUNTIFS

Build a conditional RANKIFS formula with COUNTIFS to rank employees inside their own department and optionally break ties.

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Statistical

Rank race results and sum stopwatch lap splits (hundredths of a second)

Total lap splits to 0.01-second precision, rank finish times ascending with RANK(..., 1) so fastest wins 1st place, and compute gap behind leader.

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Statistical

Rank Without Ties formula: Unique Sequential Ranks (RANK.EQ + COUNTIF)

Assign unique sequential positions to five numeric scores, resolving equal scores by their source-row order.

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Healthcare & Clinical Calculations

Ranson Criteria for Acute Pancreatitis Severity & Mortality (0–11)

Calculate John Ranson’s classic 5 Admission Criteria (Age > 55, WBC > 16k, Glucose > 200, LDH > 350, AST > 250) plus 6 48-Hour Criteria (0–11 total) to stratify mild (< 3) vs. severe necrotizing acute pancreatitis.

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Engineering & Science

Ranz-Marshall Evaporating Droplet Nusselt & Sherwood Correlation

Calculate spray-drying and fuel-droplet heat and mass transfer via Ranz & Marshall’s 1952 correlation Nu = 2 + 0.6 * Re_d^0.5 * Pr^(1/3) and Sh = 2 + 0.6 * Re_d^0.5 * Sc^(1/3).

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Statistical & Clinical Analysis

Rao Quadratic Entropy Q Formula: Functional & Phylogenetic Trait Diversity Index

Incorporate pairwise species trait or genetic dissimilarity d_ij into biodiversity measurement using C. R. Rao’s (1982) Quadratic Entropy Q = SUM_i SUM_j d_ij * p_i * p_j and Jost’s Effective Functional Species 1 / (1 - Q).

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Credit Risk & Corporate Banking

RAROC Risk-Adjusted Return on Capital Formula

Price commercial credit facilities via Risk-Adjusted Return on Capital RAROC = (Net_Interest_And_Fees - OpEx - EAD*PD*LGD + r_f*EC) / EC by separating Expected Loss (pricing reserve) from Unexpected Loss (Economic Capital).

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Statistical & Clinical Analysis

Rasch Model (1PL IRT) Formula: Correct-Response Probability & Fisher Item Information

Evaluate Computerized Adaptive Testing (CAT — NCLEX, GMAT, GRE) item response probability P = 1 / (1 + EXP(-(theta - b))) and Fisher Item Information I(theta) = P * (1 - P) using Georg Rasch’s 1960 1-Parameter Logistic model.

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Healthcare & Clinical

RASS Sedation Depth & CAM-ICU Delirium Screening Logic Formula

Pair the Richmond Agitation-Sedation Scale (RASS -5 to +4) arousal gate (RASS >= -3) with Wes Ely’s validated 4-feature Confusion Assessment Method for the ICU (CAM-ICU: Feature 1 AND Feature 2 AND [Feature 3 OR Feature 4]).

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Engineering

Rational Method Peak Stormwater Runoff (Q = C*i*A) & Composite C

Calculate an area-weighted runoff coefficient and Rational Method peak flow. Compare the customary Q≈CiA shortcut with the explicit acre-inch/hour conversion and validate the worksheet inputs.

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Science

Rayleigh Diffraction Limit Angular Resolution & Airy Disk Diameter

Calculate circular-aperture Rayleigh angular resolution theta = 1.22 * lambda / D (in radians and arcseconds) and focal-plane Airy disk spot diameter d_Airy = 2.44 * lambda * N (in micrometers).

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Fiber-Optic Telecom, Photonics & Link Power Budgeting

Rayleigh Fiber Scattering Loss & Optical Link Budget Formula

Calculate Silica Fiber Intrinsic Rayleigh Scattering Attenuation alpha_R = A / lambda_um^4 (dB/km), Total Unamplified Span Loss (alpha_R*L_km + Connector_Splice_dB), Unallocated Optical Power Margin, and Link Feasibility.

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Engineering & Science

Rayleigh Flow Thermal Choking: P/P*, T/T* & Stagnation Temperature Ratio (T0/T0*)

Calculate static pressure ratio P/P*, static temperature ratio T/T*, and stagnation temperature ratio T0/T0* for compressible frictionless duct flow with heat addition (jet afterburners and ramjet combustors).

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Engineering

RC Time Constant (tau), capacitor charging voltage & -3 dB cutoff frequency

Calculate tau = R * C, exponential charging curve Vc(t) = Vs * (1 - EXP(-t / tau)), and passive RC filter corner frequency fc = 1 / (2*PI*R*C).

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Commercial Real Estate & Private Equity

Real Estate JV Pari-Passu & Sponsor Promote Formula

Calculate LP and GP Sponsor Joint-Venture Equity Payouts and Effective MoICs under Pari-Passu Return of Capital & Preferred Hurdle followed by a Disproportionate Sponsor Promote Split.

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Commercial Real Estate & Structured Finance

Real Estate Mezzanine Debt & Blended Cost Formula

Calculate Combined Senior-plus-Mezzanine Loan-to-Value (CLTV), Blended Debt Coupon Rate, Combined Interest-Only DSCR, and Levered Cash-on-Cash Equity Yield.

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Financial

Real estate underwriting formulas: NOI, Cap Rate, and DSCR

Underwrite rental and commercial properties by calculating Net Operating Income (NOI), Capitalization Rate, Annual Debt Service, and lender DSCR covenants.

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Lookup & Reference

Rearrange and select table columns dynamically by header name (CHOOSECOLS + XMATCH)

Reshape messy CSV exports into your exact target column order—while dropping unwanted columns—by matching header names with XMATCH inside CHOOSECOLS.

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Econometrics & Distributional Analysis

Recentered Influence Function (RIF) Unconditional Quantile Formula

Transform outcomes into Firpo-Fortin-Lemieux Recentered Influence Functions RIF(y; q_tau) = q_tau + (tau - I(y <= q_tau)) / f_Y(q_tau) to estimate unconditional quantile treatment effects via OLS.

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Engineering

Rectangular & V-Notch Weir Flow Rate Discharge formulas (H^1.5 & H^2.5)

Explore the H^(3/2) and H^(5/2) dependence of idealized sharp-crested weir discharge with separate assumed coefficients, SI units and explicit input checks.

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RF & Radar Microwave Engineering, WR-90 Rectangular Waveguides & TE10 Dispersion

Rectangular Waveguide TE10 Cutoff & Wavelength Formula

Calculate Dominant TE10 Cutoff Frequency fc (GHz), Free-Space Wavelength lambda0 (mm), Stretched Guide Wavelength lambda_g (mm), and TE10 Wave Impedance Z_TE (ohms).

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Power Generation Thermodynamics, Microturbines & Recuperated Brayton Cycles

Recuperated Brayton Gas Turbine Effectiveness & Efficiency

Calculate Recuperated Gas Turbine / Microturbine Preheated Combustor-Inlet Temperature Tx (K), Combustor Fuel Heat Input Saved %, Simple Unrecuperated Brayton Efficiency, and Recuperated Thermal Efficiency.

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Engineering & Science

Reddy-Doraiswamy Liquid Diffusivity Correlation (Two-Regime V_B / V_A)

Estimate liquid molecular diffusivity D_AB = K * SQRT(M_B) * T / (μ_B * (V_A * V_B)^(1/3)) (× 10^-5 cm^2/s) with automatic K = 0.010 vs. 0.0085 volume-ratio switching!

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Engineering & Science

Redlich-Kwong Real-Gas Equation of State (Pressure & Deviation From Ideal)

Calculate real-gas cylinder & pipeline pressure P = (R*T)/(V_m - b) - a/(SQRT(T)*V_m*(V_m + b)) in MPa using Otto Redlich and Joseph Kwong’s temperature-dependent attractive term.

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Regional Economics & Public Policy Analytics

Regional Shift-Share Growth Decomposition Formula

Decompose local employment change Delta_E_i = NS_i + IM_i + RS_i into National Growth Effect, Industry Mix Effect, and Regional Competitive Shift with zero residual.

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Retail Site Selection & Spatial Economics

Reilly Retail Breaking-Point & Huff Gravity Formula

Delimit city trade-area boundaries via Converse-Reilly Breaking Point D_B = D_AB / (1 + SQRT(Pop_A / Pop_B)) and compute Huff (1964) probabilistic store patronage shares.

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Dates & Time

Reject Invalid Dates & Impossible Leap Days (Round-Trip DATE Year/Month/Day Audit)

Catch impossible imported date strings like "2026-02-29" or "2026-13-05" that DATE(y, m, d) would otherwise roll silently into the next month.

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Clinical Medicine & Physiology

Relative Fat Mass (RFM) Calculator: Woolcott & Bergman Height-to-Waist DXA Formula

Estimate whole-body fat percentage without a weight scale using Orison O. Woolcott and Richard N. Bergman’s (2018) NHANES DXA-validated Relative Fat Mass equation RFM = 64 - 20 * (Height / Waist) + 12 * Sex_Female(0/1).

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International Finance & FX Valuation

Relative PPP & Real Exchange Rate Misalignment Formula

Calculate Gustav Cassel’s Relative Purchasing Power Parity benchmark rate S_PPP = S_0 * (P_dom,t / P_dom,0) / (P_for,t / P_for,0), Real Exchange Rate index q_t, and bilateral FX misalignment.

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Statistical

Relative Risk (RR), Odds Ratio (OR), ARR & Number Needed to Treat (NNT)

Compare fictional adverse-event counts over the same follow-up period using risk ratio, odds ratio, absolute risk reduction and a benefit-only NNT estimate.

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Lookup & Reference

Relative Row & Column Numbers, First & Last Row in Range (ROW / ROWS)

Convert absolute worksheet coordinates into 1-based relative table positions ROW(B5) - ROW($B$3) + 1 and calculate first/last row and column boundaries of any range.

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Date & Time

Remaining Working Days Left in Current Month and Calendar Year (NETWORKDAYS & EOMONTH)

Calculate how many business days remain in the active month or calendar year—either including or excluding today—while deducting company holidays with NETWORKDAYS and EOMONTH.

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Dynamic Arrays

Remove blank rows from a range dynamically with FILTER (all-blank vs key-blank)

Compact messy CSV exports by stripping completely empty spacer rows while keeping partially filled records intact.

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