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Math & statistics — Page 3

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Math & statistics

Circular sector area

Circular sector area: Sector area = π × radius² × central angle / 360 for angles from zero through 360 degrees.

Math & statistics

Circular arc length

Circular arc length: Arc length = radius × angle in radians = radius × angle in degrees × π/180.

Math & statistics

Ellipse area

Ellipse area: Ellipse area = π × semi-major axis × semi-minor axis.

Math & statistics

Ellipsoid volume

Ellipsoid volume: Ellipsoid volume = (4/3) × π × a × b × c, where a, b and c are the three semi-axes.

Math & statistics

Circular frustum volume

Circular frustum volume: A circular cone frustum has volume πh(R² + Rr + r²)/3.

Math & statistics

Torus volume

Torus volume: For a ring torus, volume = 2π² × major radius × tube radius².

Math & statistics

Distance from a point to a line

Distance from a point to a line: For line ax + by + c = 0, perpendicular distance is |ax₀ + by₀ + c| / √(a² + b²).

Math & statistics

Angle between two 2D vectors

Angle between two 2D vectors: Angle = arccos[(A·B)/(|A||B|)], returned in degrees from 0 to 180.

Math & statistics

Harmonic mean

Harmonic mean: Harmonic mean = count / Σ(1/value).

Math & statistics

Geometric mean

Geometric mean: Compute exp(mean(ln(value))) for positive observations.

Math & statistics

Coefficient of variation

Coefficient of variation: Sample coefficient of variation = sample standard deviation / arithmetic mean × 100.

Math & statistics

Mean absolute deviation about the mean

Mean absolute deviation about the mean: Find the arithmetic mean, then average the absolute distances of observations from that mean.

Math & statistics

Cohen’s d for independent samples

Cohen’s d for independent samples: Cohen’s d = difference of means divided by pooled sample SD; pooled variance weights each sample variance by n−1.

Math & statistics

Probability of at least one success

Probability of at least one success: For independent equal-probability trials, P(at least one success) = 1−(1−p)^n.

Math & statistics

Modular exponentiation

Modular exponentiation: Compute base^exponent mod modulus using exponentiation by squaring with exact BigInt integer arithmetic.

Math & statistics

Round to significant figures

Round decimals or scientific notation to 1–30 significant figures, preserve meaningful trailing zeros and see the rounding convention.

Math & statistics

Conversion-rate sample size

Conversion-rate sample size: Approximate sample per variant = 2 × p̄(1−p̄) × (zα + zβ)² ÷ absolute difference².

Math & statistics

Proportion margin of error

Proportion margin of error: Margin of error in percentage points = z × √(p(1−p)/n) × 100.

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