🧬 Research Scholar’s Toolkit

Professional grade calculators for Ph.D. fieldwork, wet lab protocols, and thesis statistics.

🦠 Biodiversity & Plankton Suite

Shannon-Wiener, Simpson’s, Evenness & Sedgwick-Rafter density — one entry, or a whole site×species sheet at once.

Diversity Indices

Shannon-Wiener (H′), Simpson’s (D) & Pielou’s Evenness (E) from one species-count list.

H′ = −Σ(Pᵢ×lnPᵢ) · D = Σnᵢ(nᵢ−1)/N(N−1) · E = H′/lnS

Sedgwick-Rafter Density

Convert a raw microscope count into organisms/L.

Density (org/L) = (N × Vs) / (Vc × Vf)

Mark-Recapture

Lincoln-Petersen Index for estimating population abundance.

N = (n1 × n2) / m2

Bulk Upload / Paste — Site × Species Table

First column = species names, first row = site/sample names, cells = counts. Upload a .csv/.xlsx or paste straight from Excel. All processing happens in your browser — no data is uploaded anywhere.

📁 Drag & drop a .csv / .xlsx file here, or click to browse
or paste table below

🔒 Your data stays in this browser tab — nothing is sent to a server.

📈 Thesis Statistics Suite

Mean ± SEM, Chi-Square, Pearson’s Correlation & One-Way ANOVA — one test at a time, or a whole dataset table at once.

Mean ± SEM

Generate Mean and Standard Error for thesis tables.

SEM = σ / √n

Chi-Square (X²)

Goodness of Fit test (Observed vs Expected).

X² = Σ (O-E)² / E

Pearson’s Correlation

Correlation coefficient (r) between two variables.

r = Σ(x-x̄)(y-ȳ) / √[Σ(x-x̄)² Σ(y-ȳ)²]

One-Way ANOVA

Compare means across 2+ groups (e.g. sites or years).

F = MSbetween / MSwithin

Bulk Upload / Paste — Grouped Data Table

First row = group/variable names, cells below = numeric values (ragged columns OK). Upload a .csv/.xlsx or paste straight from Excel. All processing happens in your browser — no data is uploaded anywhere.

📁 Drag & drop a .csv / .xlsx file here, or click to browse
or paste table below

🔒 Your data stays in this browser tab — nothing is sent to a server.

🧪 Wet Lab Prep & Measurement Suite

Molarity, Dilution (C1V1), Beer-Lambert & PCR Mastermix — the four calculations every prep session needs.

Molarity Calculator

Calculate solute mass for preparing lab solutions.

Mass = M × L × MW

Dilution (C1V1)

Calculate volume of stock needed for working solution.

V1 = (C2 × V2) / C1

Beer-Lambert Law

Convert Absorbance (OD) to Concentration.

c = A / (ε × l)

PCR Mastermix Chef

Calculate mix volumes for multiple reactions.

Vol = (1x) × N × (1 + Err%)
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