Skip to content
Randomly.

Library Numbers

Bell Curve

The normal distribution by Box–Muller, plotted as you draw it.

numbers.gaussian · v1 · renderer chart

Result

-1.591, 0.770, 0.168, -0.059, 0.670, 0.956, -0.571, 0.014, -1.509, 1.321, -1.678, -0.021, -2.637, 0.492, -2.024, -1.761, -0.739, -1.229, 1.833, 1.119, 0.341, -0.496, -0.607, 0.371, -0.819, -0.161, -0.680, 2.033, 1.235, -1.403, -1.199, 0.891, 1.422, 0.778, 0.849, -1.984, 1.312, -0.146, -1.119, 0.961, -1.273, 0.015, 1.479, 0.603, -0.185, 0.465, 0.062, 2.100, 1.796, 1.447, 1.862, -0.623, 0.228, 0.339, 1.818, -0.051, 0.822, 0.227, 0.177, -1.173, -1.428, 1.427, 0.584, 1.129, -1.241, 0.707, -0.267, -0.471, -1.204, -0.430, 0.160, -0.829, 0.540, -1.474, 0.354, -1.372, 0.021, 0.139, 0.194, 0.090, 0.670, -0.578, -0.006, -0.049, 1.421, -2.169, -0.106, 0.755, -1.022, 0.341, 1.438, 0.448, 0.099, -0.648, 0.294, 0.252, -0.800, 0.092, 0.217, -0.985, 1.037, -1.765, 0.223, -1.190, -0.625, 1.415, -0.589, 1.776, 0.828, -0.724, -0.185, -1.771, -0.559, 0.056, -0.259, 0.377, 1.796, -0.571, 0.325, -0.540, -0.211, -1.136, 1.004, 1.416, -0.235, 0.430, -0.950, -0.630, 0.241, 1.546, 1.024, -1.776, 0.442, 1.956, 0.174, -2.138, 0.324, 0.774, -0.111, -0.417, -0.156, -0.610, 0.063, -0.782, -0.204, 0.945, -1.794, -0.852, -0.509, 0.781, 0.034, 0.150, 0.623, 1.786, -0.498, -0.516, 0.898, -0.272, -0.162, -0.795, 0.602, -0.597, -0.762, 0.041, -0.351, -0.120, 0.249, -1.252, -1.171, 0.079, 0.100, 1.551, 1.418, -0.510, -1.356, 1.538, -1.426, -0.715, -1.460, -1.697, -1.206, -1.880, -0.596, -1.251, -0.156, 0.321, -1.411, 1.555, 0.459, 0.296, -0.671, -1.506, 1.172, -0.416, 0.249, 0.422, -0.239, -1.791, 1.917, -0.686, -0.169, -0.032, 2.248, -0.035, 0.318, -0.381, 0.749, 0.358, -0.604, -1.051, -2.159, 0.152, -1.548, -0.397, -0.337, 1.015, 1.698, -0.043, -1.236, 0.482, -1.679, 1.203, -0.215, 0.989, -0.109, 0.718, 0.159, 0.537, -1.591, 0.266, -0.765, -0.717, 0.936, 0.046, -0.018, 0.285, -0.266, 0.156, 1.379, 1.424, -0.069, -0.193, -0.315, 2.610, -1.005, 0.131, -1.055, -0.544, -0.769, 1.596, -0.814, -1.087, 0.723, 0.162, -1.848, 3.553, -0.045, -0.183, -0.605, -1.714, -1.079, -0.476, -0.733, -0.149, -0.474, 0.387, 1.384, 0.421, 1.295, -0.660, 0.606, -1.206, 0.066, 1.162, -0.474, -0.957, 1.896, 0.486, -0.750, -1.156, -0.816, -1.048, 0.450, -0.735, 0.403, 1.399, -0.889, 0.203, -0.471, -0.263, 0.182, -0.103, 1.432, 0.555, 0.982, -0.879, 0.599, 1.586, 0.574, -1.018, -2.457, -1.687, 0.164, 0.832, 0.283, -0.192, 0.159, 0.085, -0.618, 0.555, 0.222, 0.435, -1.029, 1.929, 0.071, -0.577, 1.315, 0.391, 2.090, 0.637, 1.175, -1.466, 1.115, 0.329, 1.261, -0.081, 0.939, -0.074, 0.088, -1.073, 0.139, -0.059, -0.890, 0.600, -0.188, -0.112, -1.484, 1.392, -0.432, -0.261, 1.087, -0.897, 0.480, -0.837, 0.740, 1.042, -1.808, -1.318, -0.057, 0.211, -0.825, -1.069, 2.515, -0.482, 0.252, -1.214, 1.945, -1.199, -0.174, -0.221, 0.681, -0.408, -0.653, 0.893, 1.403, 0.236, -0.486, -0.439, 0.054, -0.655, -0.082, 0.250, 1.248, 0.970, 0.131, -0.336, -0.378, -0.831, -0.999, 0.813, 1.336, 0.960, -1.736, -0.201, 0.426, 0.298, 0.972, -0.525, 0.358, -0.671, 0.670, -1.758, -0.807, -0.904, 0.515, 1.280, 1.305, -0.611, 0.167, 0.041, 0.883, -0.513, 0.439, -0.079, -0.818, 0.249, -0.023, 0.058, -0.473, -0.799, -1.133, 0.842, 1.688, 0.379, -0.873, 0.686, -1.462, 0.710, 0.169, -0.243, 0.067, -0.119, -0.185, -0.780, -2.013, -0.716, 0.391, 0.211, 0.308, -1.650, 1.778, -0.952, -0.325, -0.183, 0.468, -0.591, -0.328, 1.344, 0.959, 1.349, -2.294, 0.420, -0.016, 1.094, 1.205, -0.304, -0.101, -0.368, -1.057, -0.259, 0.800, 0.614, -0.976, 0.461, 0.842, 1.465, 0.586, 0.561, 0.315, -0.360, 0.299, -0.531, -0.967, -1.615, -1.473, -0.155, 0.577, 0.105, 0.668, 1.410, -0.658, -0.040, -0.228, 0.767, -1.221, 1.604, -0.457, 1.671, -1.700, 1.060, -1.670, -0.067, -1.767, -0.953, 1.769, 0.497, -1.992, -0.774, 1.749, 0.085, -0.123, -0.295, -1.390, -0.181, 0.554, 2.163, -1.143, -0.933, 0.233, 0.905

Measurements

Seed receipt

Class B · Public beacon cached

NIST Beacon pulse #1,941,315 — chained to every pulse before it, and signed.

Published openly — anyone can look this value up after the fact.

source
NIST Randomness Beacon
observed
2026-09-14T17:21:00+00:00
latency
0ms
mixed with
csprng — always

https://beacon.nist.gov/beacon/2.0/chain/2/pulse/1941315 ↗

Permalink

The token is the seed, so this link recomputes the result rather than looking it up. No database, and it works for as long as v1 does.

This page and /api/v1/g/numbers.gaussian run the same code. There is no private endpoint.