Datasets update 7/23

CLAUDE.md

@@ -43,7 +43,7 @@ The composite plots in `assets/` were regenerated and **do** reflect the current
 - **`notes` is a free-text per-row field** for exceptions that don't fit elsewhere in the schema (e.g. "printed vertically" for FormLabs, or the xlsx-only sourcing caveat for Batch H flex). Empty string when there's nothing to flag.
 - **One JSONL file per specimen.** Outputs land under `data/{standard}/{sample_id}.jsonl` (or `data/D638/{material_class}_TSR{n}.jsonl` for non-SLS controls without a sample_id). HF configs glob these via `path: data/D638/*.jsonl`. This keeps git diffs scoped to a single specimen when a row is regenerated and makes it easy to delete or replace individual rows.
 - **Domain dependencies, not stdlib-only.** Unlike `Agentic-SLS-Database` (stdlib only), the ETL here needs `h5py`, `openpyxl`, `matplotlib`, and `numpy` (the latter two for `scripts/plots/`). They're declared in `pyproject.toml`. Python 3.13.
-- **`scripts/plots/` follows the same shared-lib pattern as `scripts/specimens/`.** `_lib.py` holds `BATCH_COLORS`, `load_specimen`/`load_standard`, and styling helpers shared by `01_composite.py` (raw overlaid curves) and `02_batch_averages.py` (per-batch mean ± 1 SD, SLS-only — see its docstring for the interpolation/truncation method and why degenerate curves get dropped per-batch).
+- **`scripts/plots/` follows the same shared-lib pattern as `scripts/specimens/`.** `_lib.py` holds `BATCH_COLORS`, `load_specimen`/`load_standard`, and styling helpers shared by `01_composite.py` (raw overlaid curves) and `02_batch_averages.py` (per-batch mean ± 1 SD, SLS-only — see its docstring for the interpolation/truncation method and why degenerate curves get dropped per-batch). `02_batch_averages.py`'s banding logic is factored into a reusable `render_bands()`/`grouped_specs()` pair so the same mean ± 1 SD method can target a single group — used for the FormLabs Nylon 12 White control's own figure (`{standard}_nylon12white_average.png`, per user instruction, excluded from the main batch-averages figure for the same reason as `NYLON_CONTROLS` is excluded from the main composite).
 
 ## Directory layout
 
@@ -85,13 +85,24 @@ scripts/specimens/
   19_2026_07_06_flex_j.py               # Batch J flex (not media blasted)
   20_2026_07_08_tensile_j_mb.py         # Batch J_MB tensile (media blasted, same print as J)
   21_2026_07_08_flex_j_mb.py            # Batch J_MB flex (media blasted, same print as J)
+  22_2026_07_15_tensile_k.py            # Batch K tensile — xlsx_only, no h5 handed off
+  23_2026_07_15_tensile_l.py            # Batch L tensile — xlsx_only
+  24_2026_07_15_flex_k.py               # Batch K flex — xlsx_only
+  25_2026_07_15_flex_l.py               # Batch L flex — xlsx_only
+  26_2026_07_21_tensile_m.py            # Batch M tensile, Type I (M1-M5) — xlsx_only
+  27_2026_07_21_tensile_m_type4.py      # Batch M tensile, Type IV (M6-M17, seq_start=5) — xlsx_only
+  28_2026_07_21_flex_m.py               # Batch M flex — xlsx_only
+  29_2026_07_23_tensile_n.py            # Batch N tensile — xlsx_only
+  30_2026_07_23_flex_n.py               # Batch N flex — xlsx_only
+  31_2026_07_23_tensile_nylon12white_fl.py  # FormLabs Nylon 12 White tensile control — xlsx_only
+  32_2026_07_23_flex_nylon12white_fl.py     # FormLabs Nylon 12 White flex control — xlsx_only
 
 data/
   D638/                                 # one JSONL per specimen (HF glob: data/D638/*.jsonl)
-    A1.jsonl ... J_MB5.jsonl            # SLS specimens, named by sample_id
-    PLA_TSR6.jsonl ... PA12GF_FL_TSR5.jsonl  # non-SLS controls (no sample_id)
+    A1.jsonl ... N5.jsonl               # SLS specimens, named by sample_id
+    PLA_TSR6.jsonl ... NYLON12_WHITE_FL_Sheet5.jsonl  # non-SLS controls (no sample_id)
   D790/
-    C1.jsonl ... J_MB2.jsonl            # SLS specimens, named by sample_id
+    C1.jsonl ... N5.jsonl               # SLS specimens, named by sample_id
 ```
 
 ## File format notes — TestWorks 4.1 output
@@ -128,13 +139,16 @@ Same TestWorks framework, different schema. Notable renames you have to handle:
 
 ## Current state
 
-- `D638` config — 65 rows (54 SLS across batches A-I, J, J_MB + 3 PLA + 3 PETG + 5 FormLabs PA12GF). **All SLS rows now have Database FKs** — 2026-07-12 backfill: E ← 2026-06-07 (same as D), F ← 2026-06-13, G ← 2026-06-09, H ← 2026-06-24, I ← 2026-06-25, J/J_MB ← 2026-06-27 (`D790 and D638 and other objects`).
-- `D790` config — 59 rows (54 SLS across batches C-I, J, J_MB + 5 FormLabs PA12GF). **All SLS rows now have Database FKs** (same 2026-07-12 backfill as D638).
+- `D638` config — 103 rows: 87 SLS across batches A-N (batch counts: A5 B5 C7 D5 E5 F5 G5 H3 I5 J4 J_MB5 K5 L6 M17 N5) + 3 PLA + 3 PETG + 5 FormLabs PA12GF + 5 FormLabs Nylon 12 White.
+- `D790` config — 81 rows: 71 SLS across batches C-N (batch counts: C9 D8 E10 F9 G4 H5 I5 J2 J_MB2 K3 L4 M5 N5) + 5 FormLabs PA12GF + 5 FormLabs Nylon 12 White.
+- **Batches K-N have `db_print_date=None`** (print jobs not yet backfilled into Database) — SLS rows through J/J_MB have Database FKs (2026-07-12 backfill: E ← 2026-06-07 (same as D), F ← 2026-06-13, G ← 2026-06-09, H ← 2026-06-24, I ← 2026-06-25, J/J_MB ← 2026-06-27 (`D790 and D638 and other objects`)); K, L, M, N still need the same treatment once their print jobs land.
 - **`_lib.py` disambiguates same-date jobs by STL content.** Two 2026-06-27 prints share a date in Database; `resolve_database_fk` picks the one whose object list contains the standard's STL needle (`d638` / `d790`). Same fix will apply to any future same-date collision (e.g. 06-29 already has two jobs, though no ASTM specimens map there yet).
-- Total: 124 specimens, produced by 22 per-session scripts (some date folders — 2026_06_10, 2026_06_30 — contain more than one Test project/batch).
+- Total: 184 specimens, produced by 32 per-session scripts (some date folders — 2026_06_10, 2026_06_30, 2026_07_21 — contain more than one Test project/batch/specimen type).
 - Batch I flex is missing TSR4 (excluded: `test_end_reason` is "Test Stopped", not a detected break) — sample_ids I1-I5 map to TSR{1,2,3,5,6}.
-- Batch H's 5 flex rows are `xlsx_only` (no raw TestRuns folder survived — see architectural decisions above); every other row has full h5-derived curves.
+- Batch H's 5 flex rows are `xlsx_only` (no raw TestRuns folder survived — see architectural decisions above); Batches K, L, M, N are `xlsx_only` too (no TestRuns/h5 handed off for those sessions at all, not just one project overwriting another) — every other row has full h5-derived curves.
 - **Batch J / J_MB (2026-07-06 print, tested 07/06 and 07/08) is the first split-batch label.** Both are the same physical print batch; `J` specimens were tested as-printed, `J_MB` specimens were media blasted post-print before testing. This deviates from the single-letter `batch_label` convention (see architectural decisions above) — deliberately, per user instruction, to keep the surface-treatment distinction visible without adding a new schema field. If more media-blast-vs-not comparisons get added, consider promoting this to a real `surface_treatment` field instead of continuing to overload `batch_label`.
+- **Batch M tensile (D638) is the first batch mixing two ASTM specimen types.** 5 Type I dogbones (`tensile_m.xlsx`, sample_ids M1-M5) plus 12 Type IV narrow-section specimens from the same print (`tensile_m_t4.xlsx`, M6-M17, `astm.type = "Type IV"`) — see `26_2026_07_21_tensile_m.py` / `27_2026_07_21_tensile_m_type4.py`, which share `batch_label="M"` and continue sample numbering via `process_session`'s `seq_start`. Per user instruction the Type IV specimens get their own figure (`assets/D638_type_iv.png`) rather than sharing the main composite/batch-averages figures with the rest of Batch M — `TYPE_LINESTYLES` in `scripts/plots/_lib.py` flags which ASTM types get this treatment, and `01_composite.py`/`02_batch_averages.py` both exclude them from the main figures accordingly (different gauge geometry, not comparable to Type I). Within that dedicated figure, each of the 12 specimens gets its own labeled curve (`render_type_iv` in `01_composite.py`) rather than one grouped legend entry — ordered by `specimen_index` (= xlsx sheet order = physical test order) and labeled per `TYPE_IV_LABELS = [1,2,3,4,5,6,8,9,10,11,13,14]`, a user-supplied numbering with intentional gaps at 7 and 12 (specimen numbers that exist in the lab's own record-keeping but aren't part of this xlsx export).
+- **`NYLON12_WHITE_FL` is a new `material_class`** (FormLabs Nylon 12 White SLS control, tested 2026-07-23, no `batch_label`/`sample_id`, no Database FK) — a second FormLabs reference material alongside `PA12GF_FL`, unfilled/white nylon rather than glass-filled. Per user instruction it's excluded from the main composite/batch-averages figures and rendered on its own (`{standard}_nylon12white_control.png`, see `scripts/plots/_lib.py`'s `NYLON_CONTROLS`). **D638 (tensile) `tensile_nylon12white_fl.xlsx` is a raw load/extension export with no gauge-length scalar in the file** — unlike D790 there's no chord-formula fallback for tensile, so strain/stress can't be derived from geometry alone. User confirmed the test used a 25mm-starting-length extensometer, so `31_2026_07_23_tensile_nylon12white_fl.py` sets `gauge_length_mm: 25` explicitly and `build_row_from_xlsx` derives strain = extension/gauge_length, stress = load/area from that (see the `gauge_length_mm` session key, added for this case — `geometry.gauge_length_mm` on xlsx_only rows is null unless a session declares it). D790 (flex) rows derive normally since flexural strain/stress only need width/thickness. **The D638 curves are cut at their stress peak for plotting only** (`VERTICAL_BREAK_MATERIALS` in `scripts/plots/_lib.py`) — past peak, the raw trace continues as extension keeps increasing after the specimen separates while load reads ~0, and with few points sampled through the break itself this drew as a misleading diagonal line back to zero rather than the near-vertical drop a real break shows. Per user instruction, each figure applies this differently: `01_composite.py`'s raw-curve figure uses `vertical_break_at_peak` (cuts at peak, appends a point at zero stress/same strain so it plots as a vertical drop, matching the other SLS batches' visual convention); `02_batch_averages.py`'s mean ± SD figure uses `truncate_at_peak` (cuts at peak with no added point — a synthetic vertical segment would distort the shared strain grid/averaging, and doesn't make sense for an averaged curve anyway). Both are applied by the calling script, not baked into `load_standard`, since the two figures need different treatments. Either way this only affects what gets plotted — the underlying JSONL `curves.strain`/`curves.stress_pa` arrays are untouched (full raw trace still there for anyone querying the dataset directly). D790 Nylon 12 White isn't affected — its curves don't show this artifact.
 
 ## Running the extract
 

README.md

@@ -35,7 +35,7 @@ flex    = load_dataset("ppak10/Agentic-SLS-ASTM", "D790", split="train")
 
 ## Composite stress–strain
 
-Every specimen overlaid on one plot per standard. Colors are batch labels (A–I, J, J_MB); solid gray lines are FormLabs PA12GF benchtop controls. PLA/PETG filament controls (D638 only) print at much higher stress and strain than either PA12 material, so they're broken out into their own figure to keep the main composite readable.
+Every specimen overlaid on one plot per standard. Colors are batch labels (A–N); solid gray lines are FormLabs PA12GF benchtop controls. Batch M mixes two ASTM D638 specimen types from the same print — its 12 Type IV (narrow-section) specimens are broken out into their own figure (`D638_type_iv.png`) rather than overlaid with its 5 Type I specimens, since the geometries aren't mechanically comparable. PLA/PETG filament controls (D638 only) print at much higher stress and strain than either PA12 material, so they're also broken out into their own figure to keep the main composite readable — same treatment for the FormLabs Nylon 12 White control, which gets its own figure(s) rather than joining the main comparison.
 
 | D638 (tensile) | D790 (three-point flex) |
 |---|---|
@@ -45,6 +45,18 @@ PLA/PETG controls (D638 only — D790 has no filament controls):
 
 ![D638 PLA/PETG controls](assets/D638_controls.png)
 
+FormLabs Nylon 12 White control:
+
+| D638 (tensile) | D790 (three-point flex) |
+|---|---|
+| ![D638 Nylon 12 White control](assets/D638_nylon12white_control.png) | ![D790 Nylon 12 White control](assets/D790_nylon12white_control.png) |
+
+The D638 export is a raw load/extension curve with no gauge length in the file itself — strain/stress are derived using a user-confirmed 25mm extensometer starting length (`gauge_length_mm` set explicitly in `31_2026_07_23_tensile_nylon12white_fl.py`, not read from the xlsx).
+
+Batch M Type IV (narrow-section) tensile specimens, D638 only — each of the 12 specimens is individually labeled (1-6, 8-11, 13-14; specimen numbers 7 and 12 aren't part of this xlsx export, per the lab's own numbering) rather than grouped into one legend entry:
+
+![D638 Batch M Type IV](assets/D638_type_iv.png)
+
 Regenerate with `uv run scripts/plots/01_composite.py`.
 
 ## Batch averages (SLS Nylon 12 GF only)
@@ -55,6 +67,12 @@ One mean stress-strain curve per SLS batch, ± 1 sample standard deviation acros
 |---|---|
 | ![D638 batch averages](assets/D638_batch_averages.png) | ![D790 batch averages](assets/D790_batch_averages.png) |
 
+The same mean ± 1 SD banding is also rendered for the FormLabs Nylon 12 White control on its own (excluded from the figure above for the same reason as its raw-curve figure — see Composite stress–strain):
+
+| D638 (tensile) | D790 (three-point flex) |
+|---|---|
+| ![D638 Nylon 12 White average](assets/D638_nylon12white_average.png) | ![D790 Nylon 12 White average](assets/D790_nylon12white_average.png) |
+
 Regenerate with `uv run scripts/plots/02_batch_averages.py`.
 
 ---
@@ -63,8 +81,8 @@ Regenerate with `uv run scripts/plots/02_batch_averages.py`.
 
 | Config | Description | Files |
 |---|---|---|
-| `D638` (default) | Tensile specimens (ASTM D638 Type I). 54 SLS (batches A–I, J, J_MB) + 3 PLA + 3 PETG + 5 FormLabs PA12GF = 65 rows. Every SLS row has Database FKs. | `data/D638/*.jsonl` (one row per file) |
-| `D790` | Three-point flex specimens (ASTM D790 Procedure A). 54 SLS rows (batches C–I, J, J_MB) + 5 FormLabs PA12GF = 59 rows. Every SLS row has Database FKs. | `data/D790/*.jsonl` (one row per file) |
+| `D638` (default) | Tensile specimens (ASTM D638 Type I, plus 12 Type IV specimens in batch M). 87 SLS (batches A–N) + 3 PLA + 3 PETG + 5 FormLabs PA12GF + 5 FormLabs Nylon 12 White = 103 rows. Batches A–J/J_MB have Database FKs; K–N don't yet (print jobs not backfilled). | `data/D638/*.jsonl` (one row per file) |
+| `D790` | Three-point flex specimens (ASTM D790 Procedure A). 71 SLS rows (batches C–N) + 5 FormLabs PA12GF + 5 FormLabs Nylon 12 White = 81 rows. Batches C–J/J_MB have Database FKs; K–N don't yet. | `data/D790/*.jsonl` (one row per file) |
 
 One JSONL file per specimen — SLS rows are named after their `sample_id` (e.g. `data/D638/A1.jsonl`, `data/D790/E10.jsonl`); non-SLS controls use `{material}_TSR{n}.jsonl` (e.g. `data/D638/PLA_TSR6.jsonl`, `data/D790/PA12GF_FL_TSR1.jsonl`). Both configs share the same row schema and are produced by the per-session scripts under `scripts/specimens/`.
 
@@ -111,9 +129,22 @@ Test sessions covered:
 | `2026_07_06/Flex/` | 2 | D790 | J (not media blasted) | 2026-06-27 (same as J tensile) |
 | `2026_07_08/Tensile/` | 5 | D638 | J_MB (media blasted) | same 2026-06-27 print as J |
 | `2026_07_08/Flex/` | 2 | D790 | J_MB (media blasted) | same 2026-06-27 print as J |
+| `2026_07_15/Tensile/` | 5 | D638 | K | not yet in Database |
+| `2026_07_15/Tensile/` | 6 | D638 | L | not yet in Database |
+| `2026_07_15/Flexural/` | 3 | D790 | K | not yet in Database |
+| `2026_07_15/Flexural/` | 4 | D790 | L | not yet in Database |
+| `2026_07_21/tensile/` (`tensile_m.xlsx`, Type I) | 5 | D638 | M | not yet in Database |
+| `2026_07_21/tensile/` (`tensile_m_t4.xlsx`, Type IV) | 12 | D638 | M | not yet in Database |
+| `2026_07_21/flex/` | 5 | D790 | M | not yet in Database |
+| `2026_07_23/tensile/` | 5 | D638 | N | not yet in Database |
+| `2026_07_23/flex/` | 5 | D790 | N | not yet in Database |
+| `2026_07_23/tensile/` (`tensile_nylon12white_fl.xlsx`) | 5 (NYLON12_WHITE_FL) | D638 | — (control) | n/a — benchtop comparison material |
+| `2026_07_23/flex/` (`flex_nylon12white_fl.xlsx`) | 5 (NYLON12_WHITE_FL) | D790 | — (control) | n/a — benchtop comparison material |
 
 TSR11 in `Batch E 3pt test/` exists on disk but has empty `Data/` (aborted run, no DAQ scans) and no corresponding xlsx sheet — it is excluded from the JSONL. TSR4 in Batch I flex (`Flex 6-30/`) is excluded for a similar reason: `test_end_reason` is "Test Stopped" rather than a detected break.
 
+Batches K, L, M, and N (2026-07-15 through 2026-07-23) have no raw `TestRuns/`/h5 folders at all — only TestWorks xlsx exports were handed off, so all of these rows are `xlsx_only` (see `scripts/specimens/_lib.py`'s `build_row_from_xlsx`). Batch M's 12 Type IV specimens are a narrow-section ASTM D638 geometry (6mm × 4.15mm vs Type I's 12.8mm × 3.1mm) from the same print as its 5 Type I specimens — same `batch_label`, distinguished by `astm.type`. The FormLabs Nylon 12 White tensile control's xlsx export is a raw load/extension curve with no gauge length in the file — `strain`/`stress_pa` are derived using a user-confirmed 25mm extensometer gauge length declared in the script itself (see Composite stress–strain above); its flex counterpart derives normally via the D790 chord formulas.
+
 Batch H's 5 flex specimens (`2026_06_30/Flex 6-30/`) don't have a raw TestRuns folder — it looks like it was overwritten when the Batch I TestWorks project reused the same default `TST1.Test` name in the same directory. `flex_h_6.30.xlsx` is the only surviving record, so those 5 rows are built from that xlsx export alone: the raw load/extension curve (`curves.load_n`/`curves.extension_m`) comes from its embedded columns, but `curves.strain`/`curves.stress_pa` are empty and several `metrics` fields (`modulus_pa`, `strain_at_peak`, `strain_at_yield`, etc.) are null, since deriving them requires the support span, which this export doesn't surface. See each row's `notes` field.
 
 ## Row shape

data/D638/M1.jsonl

@@ -0,0 +1 @@
+{"sample_id": "M1", "batch_label": "M", "specimen_id": "2026_07_21/tensile/TypeI/Sheet1", "test_date": "2026-07-21", "session_folder": "2026_07_21/tensile", "test_run_name": "Sheet1", "specimen_index": 1, "material_class": "SLS", "astm": {"standard": "D638", "type": "Type I", "year": "2022"}, "test_end_reason": "Break Detected", "geometry": {"width_mm": 12.8, "thickness_mm": 3.1, "area_mm2": 39.68000000000001, "gauge_length_mm": null}, "job_id": null, "print_date": null, "print_profile_id": null, "object_hash": null, "session_id": null, "print_profile_snapshot": null, "metrics": {"modulus_pa": 1002000000.0, "peak_load_n": null, "peak_stress_pa": null, "strain_at_peak": null, "load_at_break_n": null, "stress_at_break_pa": null, "strain_at_break": null, "energy_to_break_j": null, "yield_stress_pa": null, "strain_at_yield": null}, "curves": {"time_s": [], "extension_m": [], "load_n": [], "strain": [0.000259409733599151, 0.000334652442197921, 0.000416569923582957, 0.000499700988781801, 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6925672.1004363, 6921584.375443, 6902000.98099247, 6857365.1775237005, 306242.00740168197]}, "notes": "Raw persistent.h5/DAQ h5 unavailable for this specimen; strain/stress curve and metrics extracted from the TestWorks xlsx export only (already analyzed — no raw load/extension trace to derive it from). Yield metrics are null; D790 modulus is null since it needs the raw load-deflection trace to recompute (see flexural_modulus_pa).", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source/2026_07_21/tensile/tensile_m.xlsx", "xlsx_sheet": "Sheet1"}}

data/D638/M10.jsonl

@@ -0,0 +1 @@
+{"sample_id": "M10", "batch_label": "M", "specimen_id": "2026_07_21/tensile/TypeIV/Sheet5", "test_date": "2026-07-21", "session_folder": "2026_07_21/tensile", "test_run_name": "Sheet5", "specimen_index": 5, "material_class": "SLS", "astm": {"standard": "D638", "type": "Type IV", "year": "2022"}, "test_end_reason": "Break Detected", "geometry": {"width_mm": 6.0, "thickness_mm": 4.15, "area_mm2": 24.900000000000002, "gauge_length_mm": null}, "job_id": null, "print_date": null, "print_profile_id": null, "object_hash": null, "session_id": null, "print_profile_snapshot": null, "metrics": {"modulus_pa": 857000000.0, "peak_load_n": null, "peak_stress_pa": null, "strain_at_peak": null, "load_at_break_n": null, "stress_at_break_pa": null, "strain_at_break": null, "energy_to_break_j": null, "yield_stress_pa": null, "strain_at_yield": null}, "curves": {"time_s": [], "extension_m": [], "load_n": [], "strain": [0.000175972277999342, 0.000307020665452873, 0.000438069052906403, 0.000580206146456644, 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7859790.602841049, 7837879.226868411, 7855500.983425891, 630226.1352539059]}, "notes": "ASTM D638 Type IV (narrow-section) specimen, distinct geometry from the rest of Batch M's Type I specimens.", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source/2026_07_21/tensile/tensile_m_t4.xlsx", "xlsx_sheet": "Sheet5"}}

data/D638/M11.jsonl

@@ -0,0 +1 @@
+{"sample_id": "M11", "batch_label": "M", "specimen_id": "2026_07_21/tensile/TypeIV/Sheet6", "test_date": "2026-07-21", "session_folder": "2026_07_21/tensile", "test_run_name": "Sheet6", "specimen_index": 6, "material_class": "SLS", "astm": {"standard": "D638", "type": "Type IV", "year": "2022"}, "test_end_reason": "Break Detected", "geometry": {"width_mm": 6.0, "thickness_mm": 4.15, "area_mm2": 24.900000000000002, "gauge_length_mm": null}, "job_id": null, "print_date": null, "print_profile_id": null, "object_hash": null, "session_id": null, "print_profile_snapshot": null, "metrics": {"modulus_pa": 517000000.0, "peak_load_n": null, "peak_stress_pa": null, "strain_at_peak": null, "load_at_break_n": null, "stress_at_break_pa": null, "strain_at_break": null, "energy_to_break_j": null, "yield_stress_pa": null, "strain_at_yield": null}, "curves": {"time_s": [], "extension_m": [], "load_n": [], "strain": [0.000145599188216256, 0.000274631460624267, 0.000406687920269827, 0.000547816941628038, 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data/D638/M12.jsonl

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data/D638/M13.jsonl

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data/D638/M14.jsonl

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data/D638/M15.jsonl

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data/D638/M16.jsonl

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3757523.6860528, 3795249.05040082, 3778343.35388429, 3794188.9016025, 3808476.70467024, 3819999.84802491, 3854626.57514825, 3875943.5324305003, 3887884.91367815, 3879712.26948811, 3894274.9145998103, 3903385.14703345, 3929493.6092024297, 3937091.4443908404, 3942310.37921216, 3955542.9359037695, 3949054.58013695, 3956910.71169443, 3925377.4129721997, 225210.553670983]}, "notes": "ASTM D638 Type IV (narrow-section) specimen, distinct geometry from the rest of Batch M's Type I specimens.", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source/2026_07_21/tensile/tensile_m_t4.xlsx", "xlsx_sheet": "Sheet11"}}

data/D638/M17.jsonl

@@ -0,0 +1 @@
+{"sample_id": "M17", "batch_label": "M", "specimen_id": "2026_07_21/tensile/TypeIV/Sheet12", "test_date": "2026-07-21", "session_folder": "2026_07_21/tensile", "test_run_name": "Sheet12", "specimen_index": 12, "material_class": "SLS", "astm": {"standard": "D638", "type": "Type IV", "year": "2022"}, "test_end_reason": "Break Detected", "geometry": {"width_mm": 6.0, "thickness_mm": 4.15, "area_mm2": 24.900000000000002, "gauge_length_mm": null}, "job_id": null, "print_date": null, "print_profile_id": null, "object_hash": null, "session_id": null, "print_profile_snapshot": null, "metrics": {"modulus_pa": 368000000.0, "peak_load_n": null, "peak_stress_pa": null, "strain_at_peak": null, "load_at_break_n": null, "stress_at_break_pa": null, "strain_at_break": null, "energy_to_break_j": null, "yield_stress_pa": null, "strain_at_yield": null}, "curves": {"time_s": [], "extension_m": [], "load_n": [], "strain": [0.00012337465495339, 0.000247366595739791, 0.000386479472713943, 0.000521560119597053, 0.000649584349151572, 0.000791721413363274, 0.000918737512048686, 0.00105684234616935, 0.00119091500887604, 0.00132095526546047, 0.00146107624396519, 0.00158809240132768, 0.00172317301887225, 0.00186127785299291, 0.00198728593816337, 0.00212740679931394, 0.00225946331763657, 0.00239252790815124, 0.00253063262491775, 0.00265865708918058, 0.00279877795033114, 0.00292781025207769, 0.00306188268007608, 0.00319998763155089, 0.00332599571672135, 0.00346510850567989, 0.00359918116838658, 0.00373022961451719, 0.0038683343312837, 0.00399736639832194, 0.00413647942198878, 0.00426853617501973, 0.00439857631425, 0.0045397054823009, 0.00466470549527933, 0.00480281021204584, 0.00493889878442829, 0.00506793155559146, 0.00520805241674202, 0.00533708424907195, 0.00547317329087102, 0.00560825355635312, 0.00573728585809967, 0.00587841502615058, 0.00600543118351307, 0.00614051144899517, 0.0062786166351783, 0.00640462448564045, 0.00654474534679101, 0.00667680209982196, 0.00681087452782035, 0.00694797140710313, 0.00707700323943306, 0.00721712503941687, 0.0073461568717468, 0.00747922146226146, 0.00761833448592831, 0.00774434233639046, 0.00788345536005731, 0.00801651995057197, 0.0081485762341863, 0.00828768972726977, 0.00841470541521564, 0.0085548262763662, 0.00868587425308019, 0.00881692316862742, 0.00895704402977798, 0.00908305234965675, 0.00922115659700664, 0.00935522855558841, 0.00948627747113563, 0.0096253909642191, 0.00975442326596565, 0.00989252845214877, 0.0100266004107305, 0.0101556327124771, 0.0102957535736277, 0.0104217618935064, 0.0105578504658889, 0.0106949473451717, 0.0108229713400179, 0.0109630922011684, 0.0110931328098153, 0.0112282140141307, 0.0113643016476799, 0.0114943422563268, 0.011633454810577, 0.0117624871123235, 0.0118955517028382, 0.0120356725639888, 0.0121616808838675, 0.012300794376951, 0.0124338589674657, 0.01256591525108, 0.0127040194984299, 0.0128330527390097, 0.0129721643544267, 0.0131022049630735, 0.0132342621855211, 0.0133229715995865], "stress_pa": [44192.6071442753, 83783.4771857204, 144199.712209433, 195819.53684488902, 227762.32187049, 303171.916180346, 358903.877227661, 384872.62036427, 430412.713782376, 482622.93559001596, 527279.367408599, 589779.00738697, 625422.680713087, 695356.346038451, 717467.5723156299, 761086.873740077, 811078.09840436, 837890.9007612481, 894940.0047700569, 939653.8485484909, 982282.4010887301, 1021345.2074901201, 1074174.4749996099, 1096990.96066885, 1147127.03658874, 1185484.35379702, 1222665.62588244, 1250798.94161607, 1303850.96293377, 1341802.14510385, 1368518.20122286, 1433035.6092338099, 1451940.26839781, 1504946.9423102601, 1530994.7370046598, 1598510.4357861099, 1628493.49669185, 1645313.0944186898, 1676089.27531415, 1712181.0606684599, 1735604.5274849401, 1790095.10331365, 1817298.18443697, 1855557.30000078, 1869868.2363732301, 1921103.2974672099, 1956308.3572081302, 1988755.65126718, 1989182.3151982902, 2040213.77257075, 2081544.56203721, 2100285.2964592697, 2111651.25590252, 2145129.59062814, 2205697.48476327, 2229958.19336918, 2251961.03015578, 2254204.8075113003, 2285746.68547236, 2312215.9352743, 2356649.3451834703, 2364438.5280379304, 2392736.99411905, 2429890.15387723, 2436794.1431252398, 2442669.54291776, 2476507.43967079, 2493235.42338298, 2523208.83264503, 2540431.6545968996, 2559018.8819241803, 2574473.0018707598, 2582436.6803150102, 2610817.1087671, 2634946.5243787603, 2662061.208702, 2692577.86762283, 2668033.89093483, 2691381.37020739, 2735049.08305095, 2739276.19658321, 2751757.150673, 2762578.94125329, 2788690.77383754, 2787149.88126333, 2796250.3088526, 2831815.23702231, 2822939.70805095, 2859833.4990352, 2862686.70874906, 2868292.32212051, 2881060.06790835, 2893540.40919538, 2881367.6949007, 2927343.22298961, 2896669.38015735, 2919782.15596762, 2937322.10335483, 2876248.34053009, 337286.87638738495]}, "notes": "ASTM D638 Type IV (narrow-section) specimen, distinct geometry from the rest of Batch M's Type I specimens.", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source/2026_07_21/tensile/tensile_m_t4.xlsx", "xlsx_sheet": "Sheet12"}}

data/D638/M2.jsonl

@@ -0,0 +1 @@
+{"sample_id": "M2", "batch_label": "M", "specimen_id": "2026_07_21/tensile/TypeI/Sheet2", "test_date": "2026-07-21", "session_folder": "2026_07_21/tensile", "test_run_name": "Sheet2", "specimen_index": 2, "material_class": "SLS", "astm": {"standard": "D638", "type": "Type I", "year": "2022"}, "test_end_reason": "Break Detected", "geometry": {"width_mm": 12.8, "thickness_mm": 3.1, "area_mm2": 39.68000000000001, "gauge_length_mm": null}, "job_id": null, "print_date": null, "print_profile_id": null, "object_hash": null, "session_id": null, "print_profile_snapshot": null, "metrics": {"modulus_pa": 993000000.0, "peak_load_n": null, "peak_stress_pa": null, "strain_at_peak": null, "load_at_break_n": null, "stress_at_break_pa": null, "strain_at_break": null, "energy_to_break_j": null, "yield_stress_pa": null, "strain_at_yield": null}, "curves": {"time_s": [], "extension_m": [], "load_n": [], "strain": [0.000122188181426476, 0.00019803768193215, 0.000282382366264985, 0.000361872644702221, 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0.0042301978857253, 0.00430604727144038, 0.00438978520801654, 0.00447048928218868, 0.00454937253030778, 0.00463311046688394, 0.0047107803960906, 0.00479451833266676, 0.00487340158078586, 0.00495228539402788, 0.00503662999006026, 0.0051124796583368, 0.00519500399343906, 0.00527631444450596, 0.00535459075060738, 0.005438328969745, 0.00551660527584642, 0.00559973655296636, 0.00567983368512082, 0.00575811055634516, 0.00584245515237754, 0.00591891119754884, 0.00600082915575634, 0.00608274654884092, 0.0061598095360299, 0.00624415413206228, 0.00632243100328662, 0.00640374145435352, 0.00648626578945577, 0.00656393571866244, 0.00664828087981774, 0.00672534386700672, 0.00680604737605593, 0.00688978559519355, 0.00696563469834718, 0.00704937235236187, 0.00712946948451633, 0.00720896023977603, 0.00729209151689597, 0.00736976088097971, 0.00745349910011733, 0.00753177540621875, 0.00761126616147845, 0.00769561075751083, 0.00777146042578738, 0.00785459113778439, 0.00793590215397421, 0.00801417846007563, 0.00809791667921325, 0.00817619298531467, 0.00825871732041693, 0.00833881445257139, 0.00841709132379573, 0.00850143591982811, 0.00857849890701709, 0.00865980935808399, 0.00874233369318625, 0.00881939668037523, 0.00890374184153053, 0.00898201814763195, 0.00906393610583945, 0.00914524655690635, 0.00922352286300777, 0.00930726108214539, 0.00938432406933437, 0.00946563508552419, 0.00954876636264413, 0.00962461603092067, 0.00970896062695305, 0.00978844968684399, 0.00986854681899845, 0.00995107171922363, 0.0100287410833074, 0.0101130856793397, 0.0101907561736693, 0.0102708533058238, 0.0103545909598385, 0.010430440628115, 0.010513571340112, 0.0105948823563019, 0.010673765604421, 0.0107575032584357, 0.0108351737527652, 0.0109176975227446, 0.010997794654899, 0.0110760709610005, 0.0111391782376433], "stress_pa": [102212.66458111399, 193372.909580508, 282917.74853583303, 354959.286989704, 444939.636415051, 529839.915613974, 601483.016244827, 681345.3570488959, 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4321202.5396285495, 4363012.69838887, 4402027.59158227, 4461996.01696384, 4500785.566145371, 4559507.67763199, 4597385.08347542, 4646120.53286645, 4683893.726718039, 4756818.6636894, 4774876.17923367, 4824685.28132285, 4875197.33367428, 4921967.75251819, 4954033.51322297, 4992307.00154458, 5025464.87316008, 5069304.2816654295, 5117280.25251819, 5144286.92479287, 5187614.886991439, 5212627.30321576, 5254195.58248212, 5286608.20376488, 5319573.033240531, 5362169.20421969, 5381045.80294701, 5431313.28398181, 5463637.459662651, 5493199.0561946705, 5523825.46086465, 5556048.50092242, 5579557.3419140205, 5617959.26863147, 5640818.226721981, 5673119.71418319, 5699318.4551116, 5733467.68656085, 5765275.80138176, 5806222.26961197, 5827102.35349593, 5844225.0374824805, 5873623.971016181, 5898090.7163312305, 5918294.76817962, 5951090.39737332, 5971948.56212985, 5989053.55699601, 6022061.84018043, 6044462.034779211, 6062868.71817804, 6079282.2991648, 6119734.24111643, 6140968.1074080905, 6157372.45928857, 6183712.32863395, 6197003.39532667, 6228612.6998163005, 6243862.25977252, 6265362.23196214, 6277384.29654029, 6306393.68487943, 6326464.683778821, 6340699.8111355705, 6357540.62283424, 6372146.83717297, 6388500.04442276, 6400750.1448354395, 6422202.43330925, 6424063.63641062, 6441373.59434558, 6444664.53982938, 6446303.47528765, 6451679.81424639, 6440097.2858552, 143989.427916465]}, "notes": "Raw persistent.h5/DAQ h5 unavailable for this specimen; strain/stress curve and metrics extracted from the TestWorks xlsx export only (already analyzed — no raw load/extension trace to derive it from). Yield metrics are null; D790 modulus is null since it needs the raw load-deflection trace to recompute (see flexural_modulus_pa).", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source/2026_07_21/tensile/tensile_m.xlsx", "xlsx_sheet": "Sheet2"}}

data/D638/M3.jsonl

@@ -0,0 +1 @@
+{"sample_id": "M3", "batch_label": "M", "specimen_id": "2026_07_21/tensile/TypeI/Sheet3", "test_date": "2026-07-21", "session_folder": "2026_07_21/tensile", "test_run_name": "Sheet3", "specimen_index": 3, "material_class": "SLS", "astm": {"standard": "D638", "type": "Type I", "year": "2022"}, "test_end_reason": "Break Detected", "geometry": {"width_mm": 12.8, "thickness_mm": 3.1, "area_mm2": 39.68000000000001, "gauge_length_mm": null}, "job_id": null, "print_date": null, "print_profile_id": null, "object_hash": null, "session_id": null, "print_profile_snapshot": null, "metrics": {"modulus_pa": 902000000.0, "peak_load_n": null, "peak_stress_pa": null, "strain_at_peak": null, "load_at_break_n": null, "stress_at_break_pa": null, "strain_at_break": null, "energy_to_break_j": null, "yield_stress_pa": null, "strain_at_yield": null}, "curves": {"time_s": [], "extension_m": [], "load_n": [], "strain": [0.000125193929269442, 0.000201043429775116, 0.000285388114107952, 0.000364271591808238, 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Yield metrics are null; D790 modulus is null since it needs the raw load-deflection trace to recompute (see flexural_modulus_pa).", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source/2026_07_21/tensile/tensile_m.xlsx", "xlsx_sheet": "Sheet3"}}

data/D638/M4.jsonl

@@ -0,0 +1 @@
+{"sample_id": "M4", "batch_label": "M", "specimen_id": "2026_07_21/tensile/TypeI/Sheet4", "test_date": "2026-07-21", "session_folder": "2026_07_21/tensile", "test_run_name": "Sheet4", "specimen_index": 4, "material_class": "SLS", "astm": {"standard": "D638", "type": "Type I", "year": "2022"}, "test_end_reason": "Break Detected", "geometry": {"width_mm": 12.8, "thickness_mm": 3.1, "area_mm2": 39.68000000000001, "gauge_length_mm": null}, "job_id": null, "print_date": null, "print_profile_id": null, "object_hash": null, "session_id": null, "print_profile_snapshot": null, "metrics": {"modulus_pa": 838000000.0, "peak_load_n": null, "peak_stress_pa": null, "strain_at_peak": null, "load_at_break_n": null, "stress_at_break_pa": null, "strain_at_break": null, "energy_to_break_j": null, "yield_stress_pa": null, "strain_at_yield": null}, "curves": {"time_s": [], "extension_m": [], "load_n": [], "strain": [0.000143199647499837, 0.000222689925937073, 0.0003033938235083, 0.000385918087970195, 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Yield metrics are null; D790 modulus is null since it needs the raw load-deflection trace to recompute (see flexural_modulus_pa).", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source/2026_07_21/tensile/tensile_m.xlsx", "xlsx_sheet": "Sheet4"}}

data/D638/M5.jsonl

@@ -0,0 +1 @@
+{"sample_id": "M5", "batch_label": "M", "specimen_id": "2026_07_21/tensile/TypeI/Sheet5", "test_date": "2026-07-21", "session_folder": "2026_07_21/tensile", "test_run_name": "Sheet5", "specimen_index": 5, "material_class": "SLS", "astm": {"standard": "D638", "type": "Type I", "year": "2022"}, "test_end_reason": "Break Detected", "geometry": {"width_mm": 12.8, "thickness_mm": 3.1, "area_mm2": 39.68000000000001, "gauge_length_mm": null}, "job_id": null, "print_date": null, "print_profile_id": null, "object_hash": null, "session_id": null, "print_profile_snapshot": null, "metrics": {"modulus_pa": 936000000.0, "peak_load_n": null, "peak_stress_pa": null, "strain_at_peak": null, "load_at_break_n": null, "stress_at_break_pa": null, "strain_at_break": null, "energy_to_break_j": null, "yield_stress_pa": null, "strain_at_yield": null}, "curves": {"time_s": [], "extension_m": [], "load_n": [], "strain": [0.000123686699897008, 0.000200749819536673, 0.000283880884735518, 0.000363977946249612, 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0.0119683472924241, 0.012045410844736, 0.0121261137886623, 0.0122092445006593, 0.0122857022411994, 0.0123700468372317, 0.0124495358971227, 0.0125296330292771, 0.0126121567992565, 0.0126898272935861, 0.0127741718896184, 0.0128518412537022, 0.0129319383858566, 0.0130150702280995, 0.0130915268383937, 0.0131752644924084, 0.0132559685665806, 0.0133348518146997, 0.0134185894687144, 0.0134956530210263, 0.013579390675041, 0.0136588808651777, 0.0137371571712792, 0.0138221098395751, 0.0138979583776058, 0.0139804832778309, 0.0140617942940208, 0.0141394625278587, 0.014223807123891, 0.0142978382266062], "stress_pa": [109319.90560023999, 192664.311297478, 254677.957104098, 328952.194221558, 422426.481400767, 499599.11454108503, 573498.779727567, 624686.143090648, 748995.0906845831, 797330.756341257, 876428.138825201, 950500.176798913, 986495.614051819, 1080342.26202196, 1158323.2110546501, 1251750.12696174, 1336818.06825822, 1396074.89109039, 1466272.91556328, 1513958.36184102, 1597001.6679456201, 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6265987.50391314, 6268364.767874439, 6293262.589362361, 6315753.152293541, 6337849.555477019, 6349946.221997661, 6381336.71975905, 6389184.15192635, 6404754.03877997, 6415269.836302729, 6421301.4418079, 6447163.70490289, 6463040.84408668, 6478613.42276296, 6488243.99517428, 6500815.57612265, 6522490.901331751, 6504971.75032093, 6554569.7366037695, 6564407.96390656, 6577606.35499031, 6584140.5622420795, 6591622.29107272, 6610621.17545835, 6627812.6931959605, 6657687.31024957, 6652956.6241848795, 6707908.26120684, 6668603.80480366, 6719134.69991376, 6697733.1715245405, 6695585.09703605, 6767474.451372701, 6744705.477068501, 6743801.0246523, 6745228.45975814, 6766072.39630914, 6774249.38448014, 6787882.3126516, 6781062.00310492, 6796483.07061964, 6795151.00294544, 6811780.31429168, 6825193.28209662, 6820072.66629127, 6806729.68587568, 6802832.695745651, 402290.181767556]}, "notes": "Raw persistent.h5/DAQ h5 unavailable for this specimen; strain/stress curve and metrics extracted from the TestWorks xlsx export only (already analyzed — no raw load/extension trace to derive it from). Yield metrics are null; D790 modulus is null since it needs the raw load-deflection trace to recompute (see flexural_modulus_pa).", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source/2026_07_21/tensile/tensile_m.xlsx", "xlsx_sheet": "Sheet5"}}

data/D638/M6.jsonl

@@ -0,0 +1 @@
+{"sample_id": "M6", "batch_label": "M", "specimen_id": "2026_07_21/tensile/TypeIV/Sheet1", "test_date": "2026-07-21", "session_folder": "2026_07_21/tensile", "test_run_name": "Sheet1", "specimen_index": 1, "material_class": "SLS", "astm": {"standard": "D638", "type": "Type IV", "year": "2022"}, "test_end_reason": "Break Detected", "geometry": {"width_mm": 6.0, "thickness_mm": 4.15, "area_mm2": 24.900000000000002, "gauge_length_mm": null}, "job_id": null, "print_date": null, "print_profile_id": null, "object_hash": null, "session_id": null, "print_profile_snapshot": null, "metrics": {"modulus_pa": 2153000000.0, "peak_load_n": null, "peak_stress_pa": null, "strain_at_peak": null, "load_at_break_n": null, "stress_at_break_pa": null, "strain_at_break": null, "energy_to_break_j": null, "yield_stress_pa": null, "strain_at_yield": null}, "curves": {"time_s": [], "extension_m": [], "load_n": [], "strain": [0.000319575797861536, 0.000451632257507096, 0.000580664529915107, 0.000722801623465347, 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20431648.4688755, 20457604.343153898, 20452388.165945, 20461286.0622176, 20437477.4488579, 20340740.4030183, -402250.32821716496]}, "notes": "ASTM D638 Type IV (narrow-section) specimen, distinct geometry from the rest of Batch M's Type I specimens.", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source/2026_07_21/tensile/tensile_m_t4.xlsx", "xlsx_sheet": "Sheet1"}}

data/D638/M7.jsonl

@@ -0,0 +1 @@
+{"sample_id": "M7", "batch_label": "M", "specimen_id": "2026_07_21/tensile/TypeIV/Sheet2", "test_date": "2026-07-21", "session_folder": "2026_07_21/tensile", "test_run_name": "Sheet2", "specimen_index": 2, "material_class": "SLS", "astm": {"standard": "D638", "type": "Type IV", "year": "2022"}, "test_end_reason": "Break Detected", "geometry": {"width_mm": 6.0, "thickness_mm": 4.15, "area_mm2": 24.900000000000002, "gauge_length_mm": null}, "job_id": null, "print_date": null, "print_profile_id": null, "object_hash": null, "session_id": null, "print_profile_snapshot": null, "metrics": {"modulus_pa": 1410000000.0, "peak_load_n": null, "peak_stress_pa": null, "strain_at_peak": null, "load_at_break_n": null, "stress_at_break_pa": null, "strain_at_break": null, "energy_to_break_j": null, "yield_stress_pa": null, "strain_at_yield": null}, "curves": {"time_s": [], "extension_m": [], "load_n": [], "strain": [0.000313654821988466, 0.000442687079727207, 0.000574743510034228, 0.000715872531392439, 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data/D638/M8.jsonl

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data/D638/M9.jsonl

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data/D638/N1.jsonl

@@ -0,0 +1 @@
+{"sample_id": "N1", "batch_label": "N", "specimen_id": "2026_07_23/tensile/Sheet1", "test_date": "2026-07-23", "session_folder": "2026_07_23/tensile", "test_run_name": "Sheet1", "specimen_index": 1, "material_class": "SLS", "astm": {"standard": "D638", "type": "Type I", "year": "2022"}, "test_end_reason": "Break Detected", "geometry": {"width_mm": 12.75, "thickness_mm": 3.3, "area_mm2": 42.074999999999996, "gauge_length_mm": null}, "job_id": null, "print_date": null, "print_profile_id": null, "object_hash": null, "session_id": null, "print_profile_snapshot": null, "metrics": {"modulus_pa": 892000000.0, "peak_load_n": null, "peak_stress_pa": null, "strain_at_peak": null, "load_at_break_n": null, "stress_at_break_pa": null, "strain_at_break": null, "energy_to_break_j": null, "yield_stress_pa": null, "strain_at_yield": null}, "curves": {"time_s": [], "extension_m": [], "load_n": [], "strain": [0.000165461528104741, 0.000237670259508898, 0.000317767338683085, 0.000397257634780412, 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0.00777529138902216, 0.00785296131822882, 0.00792881098650536, 0.00800890811865983, 0.00808597110584881, 0.00816182077412535, 0.00824252484829749, 0.00831898089346879, 0.00839482999662241, 0.00847492712877687, 0.00855077679705341, 0.00862784034936531, 0.00870854385841453, 0.00878439352669107, 0.00886085013698529, 0.00894155364603451, 0.00901618943027569, 0.00909385935948235, 0.00917456343365449, 0.00924919921789568, 0.00932686914710234, 0.00940757322127448, 0.00948160206349798, 0.00956048587674, 0.00964058300889446, 0.00971400490910028, 0.00979288928746522, 0.00987298641961968, 0.00994701526184318, 0.01002650545198, 0.0101059945118709, 0.0101794175423226, 0.010259514674477, 0.010338399052842, 0.0104124278950655, 0.0104931308389918, 0.010571408275339, 0.0106454371175625, 0.0107261411917347, 0.0108038116860642, 0.0108790532820773, 0.0109597584864953, 0.0110368209085613, 0.0111126705768379, 0.0111921607669746, 0.0112698312613042, 0.0113456797993349, 0.0114257769314894, 0.0115022335417836, 0.011578689021832, 0.0116587861539864, 0.0117352438945265, 0.0118177676645058], "stress_pa": [139193.192026974, 210778.615478951, 282525.160591728, 362101.558837165, 419528.165603066, 485479.09079884295, 570168.588675705, 623625.621013675, 710310.6384821329, 775239.052548695, 832040.824142157, 906583.045964006, 971838.531222148, 1042675.4874979099, 1116603.45919559, 1181760.5737696402, 1251381.5414601, 1300758.4570138399, 1389406.3096207902, 1446130.47263768, 1511447.51890458, 1575968.17061934, 1635800.39393243, 1707520.69175208, 1769775.10049948, 1810870.47375176, 1875768.6512993, 1941329.58433137, 1994734.6207363203, 2040534.0166369602, 2097414.5754419197, 2150953.0695860297, 2202512.54502748, 2268690.1761177997, 2310732.9905210203, 2364197.50265755, 2418509.72529755, 2462130.2785437102, 2521250.60636234, 2570600.59464127, 2630555.75864342, 2690028.04498338, 2737930.4882464404, 2793435.12677325, 2852608.5838277102, 2904839.33719084, 2945547.75553095, 3014098.79470254, 3052765.63602477, 3103018.6399844, 3170356.77315434, 3201125.67251095, 3244943.3297822, 3290213.42793746, 3349233.66245172, 3399316.21766841, 3437275.8780358704, 3490389.51962177, 3541355.50704657, 3569121.2446152703, 3618016.82379865, 3659970.7872614, 3709869.11277295, 3751478.18952392, 3803003.03123143, 3836686.60409239, 3875439.7577568, 3915964.8530340204, 3958860.2738088598, 3986651.76001745, 4018279.79356989, 4054640.86232268, 4093009.2370162997, 4131781.9741533, 4168910.0622493303, 4218686.53504252, 4246037.39311776, 4274533.88433972, 4322634.51959856, 4346226.07624963, 4378989.58855559, 4407881.37579843, 4453045.57813893, 4472171.01506796, 4507317.18320614, 4528746.5794201195, 4564381.609059339, 4590582.11944816, 4616285.06457034, 4640875.7409805795, 4674847.98873385, 4697888.3068971, 4729130.83616496, 4750899.31658033, 4775207.84592246, 4802037.20337567, 4818757.49974469, 4844212.02489045, 4870402.38088607, 4884937.3067764, 4909601.239880419, 4929034.93517435, 4965658.56752265, 4970848.91307375, 5003889.857908119, 5018513.6347389305, 5034689.58310123, 5071009.30896743, 5067165.50848559, 5098533.51704081, 5120792.672241719, 5149112.912210341, 5149441.84201853, 5142412.82598503, 5186000.92143865, 5214631.23305667, 5218312.200590461, 5232597.2558767805, 5249149.64210116, 5274827.56389725, 5286305.6547784805, 5294778.77058731, 5317563.41563614, 5325833.80623793, 5347286.775150401, 5362745.38816474, 5358041.00285948, 5389284.98275494, 5398562.4715677, 5395620.23613896, 5438564.6155952895, 5446192.378170489, 5439692.47855392, 5463332.993886479, 5472323.25843453, 5478258.86391488, 5496248.09677659, 5499903.67832739, 5515691.2211499205, 5516672.2080641, 5530831.42140616, 5540447.9944203105, 5543719.88497103, 5547634.76620525, 5571258.59932041, 5571414.9044442605, 5571083.79869467, 5575906.77280619, 5577931.48627822, 5571808.38718063, 22659.7947445358]}, "notes": "Raw persistent.h5/DAQ h5 unavailable for this specimen; strain/stress curve and metrics extracted from the TestWorks xlsx export only (already analyzed — no raw load/extension trace to derive it from). Yield metrics are null; D790 modulus is null since it needs the raw load-deflection trace to recompute (see flexural_modulus_pa).", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source/2026_07_23/tensile/tensile_n.xlsx", "xlsx_sheet": "Sheet1"}}

data/D638/N2.jsonl

@@ -0,0 +1 @@
+{"sample_id": "N2", "batch_label": "N", "specimen_id": "2026_07_23/tensile/Sheet2", "test_date": "2026-07-23", "session_folder": "2026_07_23/tensile", "test_run_name": "Sheet2", "specimen_index": 2, "material_class": "SLS", "astm": {"standard": "D638", "type": "Type I", "year": "2022"}, "test_end_reason": "Break Detected", "geometry": {"width_mm": 12.75, "thickness_mm": 3.3, "area_mm2": 42.074999999999996, "gauge_length_mm": null}, "job_id": null, "print_date": null, "print_profile_id": null, "object_hash": null, "session_id": null, "print_profile_snapshot": null, "metrics": {"modulus_pa": 968000000.0, "peak_load_n": null, "peak_stress_pa": null, "strain_at_peak": null, "load_at_break_n": null, "stress_at_break_pa": null, "strain_at_break": null, "energy_to_break_j": null, "yield_stress_pa": null, "strain_at_yield": null}, "curves": {"time_s": [], "extension_m": [], "load_n": [], "strain": [0.000136618696392805, 0.000212468210143547, 0.000290744913597021, 0.000369628391297307, 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Yield metrics are null; D790 modulus is null since it needs the raw load-deflection trace to recompute (see flexural_modulus_pa).", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source/2026_07_23/tensile/tensile_n.xlsx", "xlsx_sheet": "Sheet2"}}

data/D638/N3.jsonl

@@ -0,0 +1 @@
+{"sample_id": "N3", "batch_label": "N", "specimen_id": "2026_07_23/tensile/Sheet3", "test_date": "2026-07-23", "session_folder": "2026_07_23/tensile", "test_run_name": "Sheet3", "specimen_index": 3, "material_class": "SLS", "astm": {"standard": "D638", "type": "Type I", "year": "2022"}, "test_end_reason": "Break Detected", "geometry": {"width_mm": 12.75, "thickness_mm": 3.3, "area_mm2": 42.074999999999996, "gauge_length_mm": null}, "job_id": null, "print_date": null, "print_profile_id": null, "object_hash": null, "session_id": null, "print_profile_snapshot": null, "metrics": {"modulus_pa": 923000000.0, "peak_load_n": null, "peak_stress_pa": null, "strain_at_peak": null, "load_at_break_n": null, "stress_at_break_pa": null, "strain_at_break": null, "energy_to_break_j": null, "yield_stress_pa": null, "strain_at_yield": null}, "curves": {"time_s": [], "extension_m": [], "load_n": [], "strain": [0.000101870332063931, 0.000174685873035085, 0.000256603336760029, 0.000332452846095749, 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Yield metrics are null; D790 modulus is null since it needs the raw load-deflection trace to recompute (see flexural_modulus_pa).", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source/2026_07_23/tensile/tensile_n.xlsx", "xlsx_sheet": "Sheet3"}}

data/D638/N4.jsonl

@@ -0,0 +1 @@
+{"sample_id": "N4", "batch_label": "N", "specimen_id": "2026_07_23/tensile/Sheet4", "test_date": "2026-07-23", "session_folder": "2026_07_23/tensile", "test_run_name": "Sheet4", "specimen_index": 4, "material_class": "SLS", "astm": {"standard": "D638", "type": "Type I", "year": "2022"}, "test_end_reason": "Break Detected", "geometry": {"width_mm": 12.75, "thickness_mm": 3.3, "area_mm2": 42.074999999999996, "gauge_length_mm": null}, "job_id": null, "print_date": null, "print_profile_id": null, "object_hash": null, "session_id": null, "print_profile_snapshot": null, "metrics": {"modulus_pa": 1040000000.0, "peak_load_n": null, "peak_stress_pa": null, "strain_at_peak": null, "load_at_break_n": null, "stress_at_break_pa": null, "strain_at_break": null, "energy_to_break_j": null, "yield_stress_pa": null, "strain_at_yield": null}, "curves": {"time_s": [], "extension_m": [], "load_n": [], "strain": [8.56473699160955e-05, 0.000159069693964107, 0.000239773573875243, 0.000316836702344954, 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Yield metrics are null; D790 modulus is null since it needs the raw load-deflection trace to recompute (see flexural_modulus_pa).", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source/2026_07_23/tensile/tensile_n.xlsx", "xlsx_sheet": "Sheet4"}}

data/D638/N5.jsonl

@@ -0,0 +1 @@
+{"sample_id": "N5", "batch_label": "N", "specimen_id": "2026_07_23/tensile/Sheet5", "test_date": "2026-07-23", "session_folder": "2026_07_23/tensile", "test_run_name": "Sheet5", "specimen_index": 5, "material_class": "SLS", "astm": {"standard": "D638", "type": "Type I", "year": "2022"}, "test_end_reason": "Break Detected", "geometry": {"width_mm": 12.75, "thickness_mm": 3.3, "area_mm2": 42.074999999999996, "gauge_length_mm": null}, "job_id": null, "print_date": null, "print_profile_id": null, "object_hash": null, "session_id": null, "print_profile_snapshot": null, "metrics": {"modulus_pa": 957000000.0, "peak_load_n": null, "peak_stress_pa": null, "strain_at_peak": null, "load_at_break_n": null, "stress_at_break_pa": null, "strain_at_break": null, "energy_to_break_j": null, "yield_stress_pa": null, "strain_at_yield": null}, "curves": {"time_s": [], "extension_m": [], "load_n": [], "strain": [9.67296097245392e-05, 0.000170758725679455, 0.000251462605590591, 0.000328525734060302, 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Yield metrics are null; D790 modulus is null since it needs the raw load-deflection trace to recompute (see flexural_modulus_pa).", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source/2026_07_23/tensile/tensile_n.xlsx", "xlsx_sheet": "Sheet5"}}

data/D638/NYLON12_WHITE_FL_Sheet1.jsonl

@@ -0,0 +1 @@
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40008339.28585058, 40003937.482833974, 39945712.685584955, 231959.20512080195]}, "notes": "Raw persistent.h5/DAQ h5 unavailable for this specimen; curve and metrics extracted from the TestWorks xlsx export only. Strain/stress arrays are derived from the raw extension/load trace using a user-supplied extensometer gauge length of 25mm (not present in the export itself) via strain = extension/gauge_length, stress = load/area. Yield metrics are null.", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source/2026_07_23/tensile/tensile_nylon12white_fl.xlsx", "xlsx_sheet": "Sheet1"}}

data/D638/NYLON12_WHITE_FL_Sheet2.jsonl

@@ -0,0 +1 @@
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Strain/stress arrays are derived from the raw extension/load trace using a user-supplied extensometer gauge length of 25mm (not present in the export itself) via strain = extension/gauge_length, stress = load/area. Yield metrics are null.", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source/2026_07_23/tensile/tensile_nylon12white_fl.xlsx", "xlsx_sheet": "Sheet2"}}

data/D638/NYLON12_WHITE_FL_Sheet3.jsonl

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Strain/stress arrays are derived from the raw extension/load trace using a user-supplied extensometer gauge length of 25mm (not present in the export itself) via strain = extension/gauge_length, stress = load/area. Yield metrics are null.", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source/2026_07_23/tensile/tensile_nylon12white_fl.xlsx", "xlsx_sheet": "Sheet3"}}

data/D638/NYLON12_WHITE_FL_Sheet4.jsonl

@@ -0,0 +1 @@
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Strain/stress arrays are derived from the raw extension/load trace using a user-supplied extensometer gauge length of 25mm (not present in the export itself) via strain = extension/gauge_length, stress = load/area. Yield metrics are null.", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source/2026_07_23/tensile/tensile_nylon12white_fl.xlsx", "xlsx_sheet": "Sheet4"}}

data/D638/NYLON12_WHITE_FL_Sheet5.jsonl

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Strain/stress arrays are derived from the raw extension/load trace using a user-supplied extensometer gauge length of 25mm (not present in the export itself) via strain = extension/gauge_length, stress = load/area. Yield metrics are null.", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source/2026_07_23/tensile/tensile_nylon12white_fl.xlsx", "xlsx_sheet": "Sheet5"}}