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2 values
human_to_starforged
E.2_stature
any_within_1F_99M_span
scale_remap_prosthetic + ANNY-SOMA_fit
E.8_species + E.13_body_shape_identity
1x scale for humanoid; scale-remap needed for chibi/tall/plant/animal targets
Silhouette IoU >= 0.92 across Hammersley N=512 views
human_to_starforged
E.2_head_circumference
any_within_1F_99M_span
direct_anchor
E.13_identity_face + species_remap_prosthetic
Kemonomimi ears / horns / compound eyes anchor on real head; IPD 51-74.5 mm envelope drives VR headset fit
human_to_starforged
E.2_hand_length
any_within_1F_99M_span
direct_anchor
E.13_pose_grasp + E.7_strength_inherited
Grip 220 N floor, pinch 30 N floor carry into character
human_to_starforged
E.2_shoulder_and_hip_breadth
any_within_1F_99M_span
silhouette_remap_prosthetic
E.13_body_shape_identity
Overlay to nudge to target silhouette; corrective L1 <= 0.15
human_to_starforged
E.3_unsuited_ROM
8_joint_span
direct_passthrough
E.3_starforged_inherits_from_human
Humanoid/semi-humanoid characters inherit; non-humanoid uses procedural pose
human_to_starforged
E.5_body_mass
44_to_113_kg
narrative_only
E.5_starforged_not_applicable
In-fiction mass is narrative; substrate mass drives accessory ergonomics only
human_to_starforged
E.7_grip_dominant_hand
220_N_min
direct_passthrough
E.13_pose_grasp
Prosthetics do not exceed substrate grip floor
human_to_starforged
E.9_sex_male
physical_male
sex_remap_prosthetic
E.9_sex_presentation
70% feminine, 20% masculine, 11% other per Nem x Mila Q2-3 cross-tab
human_to_starforged
E.9_sex_female
physical_female
sex_remap_prosthetic
E.9_sex_presentation
74% feminine, 12% masculine, 14% other per Nem x Mila Q2-3 cross-tab
human_to_starforged
E.9_sex_intersex
physical_intersex
sex_remap_prosthetic
E.9_sex_presentation
Free choice; substrate-agnostic route required per E.17.4 consent_conflict rule
human_to_starforged
E.10_age_adult_25_44
chronological_25_44
age_remap_prosthetic
E.10_age_presentation
Nem x Mila reports no clear correlation; distribution 58/17/12/12/1 all valid
human_to_starforged
E.10_age_youth_15_24
chronological_15_24
age_remap_prosthetic
E.10_age_presentation
Same as above; youth substrate does not force youth presentation
human_to_starforged
E.10_age_juvenile_5_14
chronological_8_to_14
age_remap_prosthetic
E.10_age_presentation
Play-age floor 8+; juvenile-presentation content stays inside session-zero limits
human_to_starforged
E.10_age_middle_or_senior
chronological_45_plus
age_remap_prosthetic
E.10_age_presentation
Middle/senior substrate common; youth-presentation modal per Q2-8 cross-tab
human_to_starforged
E.11_region_any
any_earth_region
narrative_adaptation
starforged_setting_sector
No 1:1 Earth-to-sector map; language coverage tracks E.11 floor for materials
human_to_starforged
E.12_handedness_right
right
preserved_or_handedness_remap
E.12_starforged_free_choice
Preserved default; swap on player request
human_to_starforged
E.12_handedness_left
left
preserved_or_handedness_remap
E.12_starforged_free_choice
Preserved default; swap on player request
human_to_starforged
E.13_voice_substrate
player_speaker_embedding
voice_identity_fit_stage_(#160)
E.13_voice_timbre_identity
ECAPA-TDNN argmin over 9 CustomVoice slots + prosody-correction bias
starforged_to_human
E.8_species_humanoid
humanoid
baseline
E.2_anthropometry
No prosthetic beyond scale/silhouette; baseline substrate fits
starforged_to_human
E.8_species_semi_humanoid
semi_humanoid
species_remap_prosthetic
E.2_anthropometry + skull_back_tail_anchor
Ears/tail/subtle chimera; anchor on real skull/back/tail-base
starforged_to_human
E.8_species_cyborg
cyborg_synthetic
species_remap_prosthetic + silhouette_remap
E.2_anthropometry + chest_limb_plate_anchor
Plates on chest/limbs; brand marks live on pose overlay only
starforged_to_human
E.8_species_animal
uplifted_animal
species_remap + locomotive_remap_prosthetic
E.2_anthropometry + hips_spine_base_anchor
Quadrupedal gait driven procedurally; substrate legs mapped to intent
starforged_to_human
E.8_species_plant
plant_vaskind
species_remap + locomotive_remap + prehensile_remap
E.2_anthropometry + torso_limbs_frond_anchor
Static or slow-locomotion targets; frond extensions procedural
starforged_to_human
E.8_species_exotic
exotic_monster_object
per_case_fit_adjudicated
E.2_anthropometry_with_group_signoff
Fit rejected by default per E.17.4 unless adjudicated case-by-case
starforged_to_human
E.9_sex_presentation_feminine
feminine
sex_remap_prosthetic
any_E.9_substrate
Substrate-agnostic; voice-formant + silhouette overlay
starforged_to_human
E.9_sex_presentation_masculine
masculine
sex_remap_prosthetic
any_E.9_substrate
Substrate-agnostic; voice-formant + silhouette overlay
starforged_to_human
E.9_sex_presentation_other
other_ambiguous
sex_remap_prosthetic
any_E.9_substrate
Substrate-agnostic; ambiguous silhouette + voice
starforged_to_human
E.10_age_presentation_youth
youth_15_24
age_remap_prosthetic
any_play_age_8_plus_substrate
Any substrate; voice-pitch + face overlay
starforged_to_human
E.10_age_presentation_juvenile
juvenile_5_14
age_remap_prosthetic
any_play_age_8_plus_substrate_plus_session_zero_limits
Presentation ok at any player age; content stays inside session-zero limits
starforged_to_human
E.10_age_presentation_adult
adult_25_44
age_remap_prosthetic
any_play_age_8_plus_substrate
Any substrate; face + stature overlay
starforged_to_human
E.10_age_presentation_no_age
no_specific_age
age_remap_prosthetic
any_play_age_8_plus_substrate
Non-human species commonly no-age (Q2-8 note: cannot be determined for animals)
starforged_to_human
E.10_age_presentation_infancy
infancy_0_4
age_remap_prosthetic
any_play_age_8_plus_substrate_plus_session_zero_limits
Rare (1% cell, wide CI); strict session-zero limits apply
starforged_to_human
E.13_body_identity_target
any_species_slot
ANNY-SOMA_fit_stage_(#158)
E.2_anthropometry
Fit outputs (skeleton, blendshapes, twist) fed by substrate anthropometry
starforged_to_human
E.13_voice_identity_target
any_of_9_customvoice_slots
voice_identity_fit_stage_(#160)
E.13_voice_substrate
ECAPA-TDNN argmin + prosody-correction bias; fallback Base zero-shot for arbitrary target
starforged_to_human
E.13_motion_identity_target
any_of_15_mbstyle_primitives
motion_identity_fit_stage_(#161)
E.3_unsuited_ROM_envelope
Style-nearest + rig-corrective bias; pose stays within human ROM
starforged_to_human
E.3_ROM_humanoid_or_semi
inherited
direct_passthrough
E.3_unsuited_ROM_1988_projected
Non-humanoid species use procedural pose beyond human ROM
starforged_to_human
E.7_strength_narrative
in_fiction_stat
narrative_only
E.7_substrate_operational_loads
Fictional strength not gated by substrate; substrate gates accessory ergonomics only

starforged-std-3001-appendix-e

Population, demographic and anthropometric data sets for Starforged players and characters, modeled after NASA-STD-3001 Vol 2 Appendix E.

What it is for

The data sets describe the physical accommodation span for Starforged systems. They follow the structure of NASA-STD-3001 Vol 2 Appendix E, widened from a U.S. Army population to the worldwide civilian population, because Starforged is played worldwide. The human config holds the rows for real Earth players. The starforged config holds the rows for the fictional setting population. The conversion config maps between the two in both directions. Every row has the same columns. universe tells the two populations apart, and section, category, metric, value, percentile, sex, population, source and notes carry each value with its citation. The Markdown sources are APPENDIX-E.md for the human universe and APPENDIX-E-STARFORGED.md for the setting. GUIDELINES.md is the translation guide from a real player to a Starforged character. QA.lean encodes the distributions in Lean 4 and proves invariants over them, such as distribution sums, percentile monotonicity and cross-universe section coverage.

Provenance

  • Modeled after NASA-STD-3001 Vol 2 Appendix E.
  • Sex, age and regional composition: UN World Population Prospects 2024 Revision and UN DESA 2024.
  • Anthropometric anchor: ISO 7250-1:2017 methodology with DINED (TU Delft) aggregation. ANSUR is replaced here.
  • Range of motion and strength: AAOS civilian orthopedic reference (Norkin and White), Bohannon 2019, NIOSH RWL and Mathiowetz 1985.
  • Handedness: Papadatou-Pastou et al. 2020.
  • Intersex estimate: Sax 2002.
  • Setting population: the Nem and Mila Social VR Lifestyle Survey 2024 (Bredikhina and Nem).
  • Full citation metadata is in CITATION.cff.

Use

from datasets import load_dataset
human = load_dataset("chibifire/starforged-std-3001-appendix-e", "human")
starforged = load_dataset("chibifire/starforged-std-3001-appendix-e", "starforged")
conversion = load_dataset("chibifire/starforged-std-3001-appendix-e", "conversion")

Check the proofs with lean QA.lean. It needs only Lean 4 core, not Mathlib.

Licence

CC-BY-4.0. See the Creative Commons Attribution 4.0 International License. Cited data sets keep their own licences. UN WPP and UN DESA data is public. ANSUR I is a U.S. government work in the public domain. Papadatou-Pastou et al. 2020 is CC-BY-4.0.

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