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node_id
stringlengths
15
15
vector_768d
listlengths
768
768
module_type
stringclasses
4 values
kinematic_dof
int64
1
18
curvature_radius
float64
1
1.42
bspline_torque
float64
-4.06
9.81
torsion_sink_depth
float64
-2.5
2.5
wks_resonance_freq
float64
440
1.32k
layer_level
int64
1
12
centroid_distance
float64
0
110
created_at
stringclasses
1 value
v8_node_0000001
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v8_18dof_spine_kinematics
1
1
9.81
0
440
1
0
2026-08-25T08:36:27.000000Z
v8_node_0000002
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v8_bspline_motion_tensors
2
1.0005
9.81
0.0125
441
2
1.4142
2026-08-25T08:36:27.000000Z
v8_node_0000003
[ 0.149438, 0.198659, 0.247354, 0.295387, 0.342624, 0.388932, 0.434183, 0.478251, 0.521016, 0.562357, 0.602163, 0.640324, 0.676737, 0.711303, 0.74393, 0.774531, 0.803026, 0.829341, 0.853409, 0.875169, 0.894569, 0.911563, 0.926112, 0.938184, 0.947757, 0.954814, 0.959...
v8_riemann_torsion_sinks
3
1.001
9.8099
0.025
442
3
2.8284
2026-08-25T08:36:27.000000Z
v8_node_0000004
[ 0.198669, 0.247392, 0.295461, 0.342744, 0.389107, 0.434422, 0.478563, 0.521407, 0.562837, 0.602737, 0.640999, 0.677519, 0.712197, 0.744941, 0.775663, 0.804282, 0.830723, 0.854919, 0.876809, 0.896338, 0.91346, 0.928136, 0.940334, 0.950029, 0.957205, 0.961852, 0.963...
v8_wks_laplace_resonance
4
1.0015
9.8098
0.0375
443
4
4.2426
2026-08-25T08:36:27.000000Z
v8_node_0000005
[ 0.247404, 0.295505, 0.342829, 0.389243, 0.434618, 0.478826, 0.521747, 0.56326, 0.603251, 0.64161, 0.678233, 0.71302, 0.745878, 0.776717, 0.805457, 0.832022, 0.856344, 0.87836, 0.898017, 0.915266, 0.930068, 0.94239, 0.952206, 0.959499, 0.96426, 0.966485, 0.966181, ...
v8_18dof_spine_kinematics
5
1.002
9.8097
0.05
444
5
5.6569
2026-08-25T08:36:27.000000Z
v8_node_0000006
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v8_bspline_motion_tensors
6
1.0025
9.8095
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445
6
7.0711
2026-08-25T08:36:27.000000Z
v8_node_0000007
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v8_riemann_torsion_sinks
7
1.003
9.8093
0.075
446
7
8.4853
2026-08-25T08:36:27.000000Z
v8_node_0000008
[ 0.389418, 0.434944, 0.47933, 0.522452, 0.564191, 0.60443, 0.643058, 0.679969, 0.715062, 0.74824, 0.779414, 0.808499, 0.83542, 0.860104, 0.882488, 0.902515, 0.920134, 0.935305, 0.947991, 0.958164, 0.965806, 0.970904, 0.973453, 0.973456, 0.970924, 0.965875, 0.958335...
v8_wks_laplace_resonance
8
1.0035
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447
8
9.8995
2026-08-25T08:36:27.000000Z
v8_node_0000009
[ 0.434966, 0.479402, 0.522583, 0.564388, 0.604702, 0.643413, 0.680412, 0.715599, 0.748878, 0.780157, 0.809352, 0.836385, 0.861185, 0.883687, 0.903833, 0.921573, 0.936864, 0.949668, 0.959959, 0.967716, 0.972925, 0.975581, 0.975686, 0.973251, 0.968293, 0.960836, 0.95...
v8_18dof_spine_kinematics
9
1.004
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448
9
11.3137
2026-08-25T08:36:27.000000Z
v8_node_0000010
[ 0.479426, 0.522661, 0.56453, 0.604914, 0.643702, 0.680787, 0.716065, 0.749441, 0.780822, 0.810123, 0.837267, 0.862181, 0.884798, 0.905062, 0.92292, 0.938329, 0.951251, 0.961658, 0.969529, 0.974848, 0.977611, 0.977819, 0.975481, 0.970614, 0.963242, 0.953396, 0.9411...
v8_bspline_motion_tensors
10
1.0045
9.8084
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449
10
12.7279
2026-08-25T08:36:27.000000Z
v8_node_0000011
[ 0.522687, 0.564614, 0.605065, 0.643928, 0.681094, 0.71646, 0.749929, 0.781409, 0.810814, 0.838065, 0.86309, 0.885821, 0.9062, 0.924174, 0.9397, 0.952738, 0.963261, 0.971244, 0.976674, 0.979544, 0.979855, 0.977614, 0.972838, 0.965551, 0.955783, 0.943573, 0.928967, ...
v8_riemann_torsion_sinks
11
1.005
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450
11
14.1421
2026-08-25T08:36:27.000000Z
v8_node_0000012
[ 0.564642, 0.605156, 0.644089, 0.681332, 0.716782, 0.750342, 0.781917, 0.811423, 0.83878, 0.863913, 0.886755, 0.907247, 0.925336, 0.940977, 0.954131, 0.964767, 0.972863, 0.978403, 0.981379, 0.981792, 0.979649, 0.974965, 0.967763, 0.958074, 0.945935, 0.931391, 0.914...
v8_wks_laplace_resonance
12
1.0055
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451
12
15.5563
2026-08-25T08:36:27.000000Z
v8_node_0000013
[ 0.605186, 0.644185, 0.681502, 0.717033, 0.750679, 0.782348, 0.811952, 0.83941, 0.864649, 0.8876, 0.908204, 0.926406, 0.94216, 0.955428, 0.966177, 0.974384, 0.980033, 0.983116, 0.983631, 0.981586, 0.976994, 0.969879, 0.960269, 0.948203, 0.933723, 0.916882, 0.897737...
v8_18dof_spine_kinematics
13
1.006
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452
1
16.9706
2026-08-25T08:36:27.000000Z
v8_node_0000014
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v8_bspline_motion_tensors
14
1.0065
9.8067
0.1624
453
2
18.3848
2026-08-25T08:36:27.000000Z
v8_node_0000015
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v8_riemann_torsion_sinks
15
1.007
9.8062
0.1749
454
3
19.799
2026-08-25T08:36:27.000000Z
v8_node_0000016
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v8_wks_laplace_resonance
16
1.0075
9.8056
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455
4
21.2132
2026-08-25T08:36:27.000000Z
v8_node_0000017
[ 0.75128, 0.783288, 0.813253, 0.841092, 0.866729, 0.890094, 0.911121, 0.929757, 0.945949, 0.959658, 0.970849, 0.979494, 0.985574, 0.989078, 0.990002, 0.988349, 0.984132, 0.97737, 0.968088, 0.956322, 0.942114, 0.925511, 0.906569, 0.885352, 0.861929, 0.836374, 0.8087...
v8_18dof_spine_kinematics
17
1.008
9.805
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456
5
22.6274
2026-08-25T08:36:27.000000Z
v8_node_0000018
[ 0.783327, 0.813375, 0.841303, 0.867033, 0.890494, 0.911623, 0.930362, 0.946661, 0.960476, 0.971774, 0.980527, 0.986713, 0.990322, 0.991347, 0.989794, 0.985671, 0.978999, 0.969802, 0.958114, 0.943976, 0.927437, 0.908551, 0.887381, 0.863995, 0.838468, 0.810882, 0.78...
v8_bspline_motion_tensors
18
1.0085
9.8043
0.2122
457
6
24.0416
2026-08-25T08:36:27.000000Z
v8_node_0000019
[ 0.813416, 0.841429, 0.86725, 0.890806, 0.912034, 0.930874, 0.947277, 0.961198, 0.972603, 0.981461, 0.987754, 0.991466, 0.992594, 0.991139, 0.987112, 0.980529, 0.971418, 0.959809, 0.945745, 0.929271, 0.910442, 0.889321, 0.865975, 0.840478, 0.812912, 0.783362, 0.751...
v8_riemann_torsion_sinks
1
1.009
9.8036
0.2247
458
7
25.4558
2026-08-25T08:36:27.000000Z
v8_node_0000020
[ 0.841471, 0.86738, 0.891029, 0.912353, 0.931294, 0.947799, 0.961824, 0.973334, 0.982298, 0.988695, 0.992512, 0.993741, 0.992385, 0.988453, 0.981962, 0.972937, 0.961409, 0.947418, 0.931011, 0.912242, 0.891172, 0.867868, 0.842404, 0.81486, 0.785323, 0.753885, 0.7206...
v8_wks_laplace_resonance
2
1.0095
9.8029
0.2371
459
8
26.8701
2026-08-25T08:36:27.000000Z
v8_node_0000021
[ 0.867423, 0.891163, 0.912581, 0.93162, 0.948226, 0.962354, 0.973968, 0.983036, 0.989538, 0.993458, 0.994789, 0.993532, 0.989696, 0.983297, 0.974359, 0.962912, 0.948997, 0.932659, 0.913951, 0.892934, 0.869674, 0.844245, 0.816727, 0.787206, 0.755772, 0.722523, 0.687...
v8_18dof_spine_kinematics
3
1.01
9.8022
0.2496
460
9
28.2843
2026-08-25T08:36:27.000000Z
v8_node_0000022
[ 0.891207, 0.912718, 0.931853, 0.948558, 0.962787, 0.974504, 0.983676, 0.990282, 0.994305, 0.995737, 0.99458, 0.99084, 0.984533, 0.975683, 0.96432, 0.950481, 0.934213, 0.915569, 0.894607, 0.871394, 0.846003, 0.818513, 0.78901, 0.757584, 0.724332, 0.689355, 0.652761...
v8_bspline_motion_tensors
4
1.0105
9.8013
0.262
461
10
29.6985
2026-08-25T08:36:27.000000Z
v8_node_0000023
[ 0.912764, 0.931992, 0.948795, 0.963125, 0.974943, 0.984218, 0.990927, 0.995052, 0.996586, 0.995528, 0.991885, 0.985671, 0.97691, 0.96563, 0.95187, 0.935674, 0.917094, 0.89619, 0.873026, 0.847675, 0.820217, 0.790734, 0.75932, 0.726068, 0.691081, 0.654465, 0.616329,...
v8_riemann_torsion_sinks
5
1.011
9.8005
0.2744
462
11
31.1127
2026-08-25T08:36:27.000000Z
v8_node_0000024
[ 0.932039, 0.948937, 0.963365, 0.975284, 0.984661, 0.991472, 0.9957, 0.997335, 0.996377, 0.99283, 0.986711, 0.978039, 0.966844, 0.953164, 0.937041, 0.918528, 0.897683, 0.874571, 0.849263, 0.821838, 0.79238, 0.76098, 0.727732, 0.692738, 0.656103, 0.617938, 0.578357,...
v8_wks_laplace_resonance
6
1.0115
9.7996
0.2869
463
12
32.5269
2026-08-25T08:36:27.000000Z
v8_node_0000025
[ 0.948985, 0.96351, 0.975528, 0.985006, 0.991919, 0.996248, 0.997985, 0.997126, 0.993677, 0.987651, 0.97907, 0.967962, 0.954362, 0.938315, 0.919871, 0.899087, 0.876028, 0.850766, 0.823378, 0.793947, 0.762564, 0.729323, 0.694325, 0.657676, 0.619485, 0.579867, 0.5389...
v8_18dof_spine_kinematics
7
1.012
9.7987
0.2993
464
1
33.9411
2026-08-25T08:36:27.000000Z
v8_node_0000026
[ 0.963558, 0.975675, 0.985253, 0.992266, 0.996697, 0.998534, 0.997775, 0.994424, 0.988493, 0.980003, 0.968982, 0.955465, 0.939495, 0.921121, 0.900401, 0.877398, 0.852184, 0.824835, 0.795434, 0.764071, 0.730841, 0.695843, 0.659183, 0.62097, 0.581319, 0.540347, 0.498...
v8_bspline_motion_tensors
8
1.0125
9.7977
0.3117
465
2
35.3553
2026-08-25T08:36:27.000000Z
End of preview. Expand in Data Studio

🌐 SALabs 10,000,000-Node 3D Virtual Spatial & Digital Twin Avatar Kinematics Dataset (v8.0)

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The SALabs Virtual Spatial & Digital Twin Dataset (v8.0) is the world's highest-density synthetic physical continuum manifold database, engineered specifically for Spatial Computing (Apple Vision Pro, Meta Quest), Real-Time Digital Twin Simulations, and 18-DoF Humanoid Avatar Dynamics.

Encompassing 10 Million verified 768-D tensor nodes across 8.0 GB of raw topological geometries, this dataset provides the foundational physical physics and wave spectral resonance needed to train ultra-realistic virtual environments.


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The 1,000-sample preview below represents a tiny 0.01% validation slice of the massive 10,000,000-node continuum:

Capability & Metrics HF Public Preview (Sample 1k) Full Enterprise Master Dataset (8.0 GB)
Total Ingested Nodes 1,000 Nodes (13.10 MB) 10,000,000 Nodes (8.0 GB across 10 Batches)
Kinematic Hierarchy Isolated Single-Joint Angles Complete 18-DoF Humanoid Spine Kinematics Tree
Motion Continuity Static Node Slices Continuous 4D B-Spline Trajectory Tensors
Spectral Deformation Basic Laplace Eigenvalues Full Laplace-Beltrami Wave Kernel Signatures (WKS)
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πŸ“Š Dataset Specifications

  • Total Ingested Nodes: 10,000,000 Verified High-Density Nodes (10 Batches)
  • Raw Volume: 8.0 GB
  • Vector Dimension: 768 Float32 Dimensions
  • Core Modules:
    1. v8_18dof_spine_kinematics: 18 Degrees of Freedom avatar spine joint angles, b-spline torques, and kinematic continuity.
    2. v8_bspline_motion_tensors: Continuous 4D trajectory motion manifolds for virtual environments.
    3. v8_riemann_torsion_sinks: Riemann curvature tensors and metric sink depth metrics for spatial warping.
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