Datasets update

.gitattributes

@@ -65,3 +65,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.tsproj filter=lfs diff=lfs merge=lfs -text
 *.tsSettings filter=lfs diff=lfs merge=lfs -text
 *.Traits filter=lfs diff=lfs merge=lfs -text
+*.TWTemplate filter=lfs diff=lfs merge=lfs -text

CLAUDE.md

@@ -16,14 +16,17 @@ Default to embedding snapshots over relying on cross-joins — consumers trainin
 
 ## Architectural decisions
 
-- **One row per specimen.** Granularity = a single TestRun. `specimen_id` (= `"{session_folder}/TSR{n}"`) is the path-style unique key; `sample_id` (= `"{batch_label}{seq}"`, e.g. `"C7"`) is the human-friendly handle.
+- **One row per specimen.** Granularity = a single TestRun. `specimen_id` (= `"{session_folder}/TSR{n}"`, or `"{session_folder}/{test_folder}/TSR{n}"` when a session_folder holds more than one Test project — see Batch H/I tensile) is the path-style unique key; `sample_id` (= `"{batch_label}{seq}"`, e.g. `"C7"`) is the human-friendly handle.
 - **One HF config per ASTM standard.** Tensile (D638) and flex (D790) live in `data/D638.jsonl` and `data/D790.jsonl` and load as separate configs (`load_dataset("ppak10/Inova-Mk1-ASTM", "D790")`). The schema is identical across configs; only the `astm.standard` value and the metric coverage differ.
 - **Snapshot + reference for SLS rows.** Each SLS row carries both the FK ids (`job_id`, `print_profile_id`, `object_hash`) AND the full `print_profile_snapshot` JSON. The PrintProfile is the load-bearing feature set for ML; the job snapshot is *not* embedded (job_id is enough — consumers can join if they need the full job metadata).
-- **Batch labels are a property of the print batch, not the test session.** `batch_label` (A/B/C/D/E) identifies the print run the specimen came from, so the same batch can appear in both configs (e.g. Batch C produced both tensile and flex specimens from the same 06/02 print). `sample_id` numbering is **per-config-per-batch**, so `C1` in D638 ≠ `C1` in D790 (different physical specimens, same batch).
-- **PLA / PETG control rows live alongside SLS rows in the D638 config.** They carry the same mechanical-result fields with `material_class != "SLS"`, null Database FKs, and **null `sample_id`/`batch_label`** (they didn't come from an SLS print batch). They're benchtop comparison filament printed elsewhere and tested on the same Instron.
+- **Batch labels are a property of the print batch, not the test session.** `batch_label` (A through I so far) identifies the print run the specimen came from, so the same batch can appear in both configs (e.g. Batch C produced both tensile and flex specimens from the same 06/02 print). `sample_id` numbering is **per-config-per-batch**, so `C1` in D638 ≠ `C1` in D790 (different physical specimens, same batch).
+- **PLA / PETG / FormLabs control rows live alongside SLS rows in each config.** They carry the same mechanical-result fields with `material_class != "SLS"`, null Database FKs, and **null `sample_id`/`batch_label`** (they didn't come from an SLS print batch). They're benchtop comparison material printed elsewhere and tested on the same Instron.
 - **One script per source session folder, plus a shared `_lib.py`.** Each `scripts/specimens/{NN}_*.py` declares one `SESSION` dict (session_folder, xlsx_name, astm, batch_label, test_runs) and calls `_lib.process_session(SESSION)`. Reader/joiner/builder logic lives in `_lib.py`. Auto-inference of "test the day after print" is **not** safe — 2026-06-10 mixes 3 materials in one session and Batch C flex was tested 8 days after print, so the session→print-job mapping has to be declared per script.
-- **One JSONL file per specimen.** Outputs land under `data/{standard}/{sample_id}.jsonl` (or `data/D638/{material_class}_TSR{n}.jsonl` for PLA/PETG 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 `Inova-Mk1-Database` (stdlib only), the ETL here needs `h5py` and `openpyxl`. They're declared in `pyproject.toml`. Python 3.13.
+- **A session_folder can hold more than one Test project.** Batch H and I tensile were both run under `source/2026_06_30/Tensile/`, as `TST1.Test` and `TST2.Test` respectively (confirmed by matching each project's `persistent.h5` Modulus values against its xlsx export sheet-by-sheet, since neither the TestRun.Traits names nor xlsx sheet names disambiguate them). Two scripts, same `session_folder`, different `test_folder` + `batch_label` + `xlsx_name`.
+- **`xlsx_only` sessions for specimens whose raw h5 didn't survive.** Batch H's 5 flex specimens (`2026_06_30/Flex 6-30/`) have no matching TestRuns folder — it looks like TestWorks overwrote it when the Batch I project reused the same default `TST1.Test` name in the same directory. `_lib.build_row_from_xlsx` (used when a `SESSION` dict sets `"xlsx_only": True`) reads the raw load/extension curve straight from xlsx cols A-B and whatever scalar metrics that export happened to include, converting units via `convert_unit()`. Curves/metrics not present in that export (full strain/stress arrays, modulus, yield — they need the support span) stay null/empty rather than being approximated. Prefer fixing the underlying data (re-export from TestWorks) over reusing this path if it happens again; it's a fallback, not the default.
+- **`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 `Inova-Mk1-Database` (stdlib only), the ETL here needs `h5py`, `openpyxl`, and `matplotlib` (for the composite plots). They're declared in `pyproject.toml`. Python 3.13.
 
 ## Directory layout
 
@@ -42,21 +45,32 @@ source/
           TestRun.1.Traits              # ~20k lines, mostly base64 .NET ExecutionState — SKIP
 
 scripts/specimens/
-  _lib.py                               # shared readers, Database lookup, build_row, process_session
+  _lib.py                               # shared readers, Database lookup, build_row(_from_xlsx), process_session
   01_2026_05_26.py                      # Batch A tensile
   02_2026_06_01.py                      # Batch B tensile
   03_2026_06_03.py                      # Batch C tensile
-  04_2026_06_10_tensile.py              # Batch D tensile + PLA/PETG controls
+  04_2026_06_08_tensile.py              # Batch D tensile
+  04_2026_06_10_tensile.py              # Batch E tensile + PLA/PETG controls
   05_2026_06_10_batch_c.py              # Batch C flex
   06_2026_06_10_batch_d.py              # Batch D flex
   07_2026_06_10_batch_e.py              # Batch E flex (no Database FK yet)
+  08_2026_06_16_tensile_formlabs.py     # FormLabs PA12GF tensile control
+  09_2026_06_16_flex_formlabs.py        # FormLabs PA12GF flex control
+  10_2026_06_25_tensile.py              # Batch F tensile
+  11_2026_06_25_flex.py                 # Batch F flex
+  12_2026_06_26_tensile.py              # Batch G tensile
+  13_2026_06_26_flex.py                 # Batch G flex
+  14_2026_06_30_tensile_h.py            # Batch H tensile (TST1.Test)
+  15_2026_06_30_tensile_i.py            # Batch I tensile (TST2.Test, same session_folder as H)
+  16_2026_06_30_flex_i.py               # Batch I flex
+  17_2026_06_30_flex_h.py               # Batch H flex — xlsx_only, no TestRuns folder
 
 data/
   D638/                                 # one JSONL per specimen (HF glob: data/D638/*.jsonl)
-    A1.jsonl ... D5.jsonl               # SLS specimens, named by sample_id
-    PLA_TSR6.jsonl ... PETG_TSR11.jsonl # PLA/PETG controls (no sample_id)
+    A1.jsonl ... I5.jsonl               # SLS specimens, named by sample_id
+    PLA_TSR6.jsonl ... PA12GF_FL_TSR5.jsonl  # non-SLS controls (no sample_id)
   D790/
-    C1.jsonl ... E10.jsonl              # SLS specimens, named by sample_id
+    C1.jsonl ... I6.jsonl               # SLS specimens, named by sample_id
 ```
 
 ## File format notes — TestWorks 4.1 output
@@ -70,8 +84,8 @@ data/
 
 See `README.md` for the full schema. Key envelope fields:
 - `sample_id` = `"{batch_label}{seq}"` (e.g. `"A1"`, `"C7"`, `"E10"`); null for non-SLS controls.
-- `batch_label` ∈ `{"A","B","C","D","E"}`; null for non-SLS controls.
-- `specimen_id` = `"{session_folder}/TSR{n}"` — fully qualified unique key (use this if you need to disambiguate across configs).
+- `batch_label` ∈ `{"A".."I"}`; null for non-SLS controls.
+- `specimen_id` = `"{session_folder}/TSR{n}"` (or `"{session_folder}/{test_folder}/TSR{n}"` when disambiguating multiple Test projects in one session_folder) — fully qualified unique key (use this if you need to disambiguate across configs).
 - `material_class` ∈ `{"SLS", "PLA", "PETG", …}` — only `"SLS"` rows have populated Database FKs and `print_profile_snapshot`.
 - `astm` = `{standard, type, year}` object — structured (not a flat string) so ISO equivalents can be added later without breaking schema.
 - `curves` carries **both** analyzed (`stress_pa`, `strain`) and raw DAQ (`time_s`, `extension_m`, `load_n`) — lossless.
@@ -89,13 +103,15 @@ Same TestWorks framework, different schema. Notable renames you have to handle:
 - `Slope` (tensile, single) ↔ `Slope1`/`Slope2` (flex)
 - `AdjGage` (tensile only — flex has no analogous field, gauge_length_mm is always null for D790)
 
-`get_either(d, "tensile_name", "flex_name")` in `01_extract.py` handles this. If you add new scalars, check both files and use `get_either` rather than picking one name.
+`get_either(d, "tensile_name", "flex_name")` in `_lib.py` handles this. If you add new scalars, check both files and use `get_either` rather than picking one name.
 
 ## Current state
 
-- `D638` config — 28 rows (22 SLS + 3 PLA + 3 PETG).
-- `D790` config — 27 rows (17 SLS with full FKs + 10 Batch E SLS rows with null FKs pending Database backfill).
-- Total: 55 specimens across 7 TestWorks sessions.
+- `D638` config — 56 rows (45 SLS across batches A-I + 3 PLA + 3 PETG + 5 FormLabs PA12GF). Batches F-I (18 rows) have null FKs pending Database backfill.
+- `D790` config — 55 rows (50 SLS across batches C-I + 5 FormLabs PA12GF). Batches E-I (33 rows) have null FKs pending Database backfill.
+- Total: 111 specimens, produced by 18 per-session scripts (some date folders — 2026_06_10, 2026_06_30 — contain more than one Test project/batch).
+- 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.
 
 ## Running the extract
 
@@ -118,14 +134,19 @@ uv run scripts/specimens/01_2026_05_26.py
    - `astm` block (`standard` routes the output to `data/D638/` vs `data/D790/`)
    - `batch_label` (single letter)
    - `test_runs`: list of `(tsr_index, material_class, db_print_date | None)`. For SLS rows pick the source print job from `Inova-Mk1-Database/data/jobs.jsonl` by `print_date`. For non-SLS and SLS-without-Database-job, pass `None`.
+   - If the same session_folder holds more than one Test project (e.g. two batches printed the same day sharing a parent folder), give each batch its own script with a different `test_folder` (`TST1.Test`, `TST2.Test`, ...) — don't guess which TSRs belong to which batch from folder structure alone; cross-check a scalar like Modulus or PeakLoad between each project's `persistent.h5` and each candidate xlsx export.
+   - If a TestRuns folder is missing/overwritten and only an xlsx export survives, set `"xlsx_only": True` instead of `test_folder` — this is a fallback (see architectural decisions above), not something to reach for by default.
 4. Run that one script → new files land in `data/{standard}/`.
-5. Update the README's "Test sessions covered" table.
+5. Update the README's "Test sessions covered" table (and the "Current state" section here).
+6. Regenerate the composite figures: `uv run scripts/plots/01_composite.py`. If it's a new batch letter, add a color for it to `BATCH_COLORS` in `scripts/plots/01_composite.py` first.
 
-## Backfilling Batch E
+## Backfilling batches E–I
 
-When the print job behind Batch E lands in `Inova-Mk1-Database/data/jobs.jsonl`:
-1. In `scripts/specimens/07_2026_06_10_batch_e.py`, change `(i, "SLS", None)` to `(i, "SLS", "<print_date>")`.
-2. Re-run that one script. The 10 Batch E JSONLs in `data/D790/E*.jsonl` get FKs and `print_profile_snapshot` filled in. No schema change needed.
+Batches E (D790 only), F, G, H, and I all currently pass `db_print_date=None` because their print jobs aren't in `Inova-Mk1-Database/data/jobs.jsonl` yet. When one lands:
+1. In the matching `scripts/specimens/{NN}_*.py`, change `(i, "SLS", None)` to `(i, "SLS", "<print_date>")` for that batch's `test_runs`.
+2. Re-run that one script. Its JSONLs get FKs and `print_profile_snapshot` filled in. No schema change needed.
+
+Note: Batch H's flex script (`17_2026_06_30_flex_h.py`) is `xlsx_only` — backfilling its FK doesn't change the fact that its curves/metrics are xlsx-derived only (see architectural decisions above).
 
 ## Scope note
 

README.md

@@ -35,7 +35,7 @@ flex    = load_dataset("ppak10/Inova-Mk1-ASTM", "D790", split="train")
 
 ## Composite stress–strain
 
-Every specimen overlaid on one plot per standard. Colors are batch labels (A/B/C/D/E); dashed and dotted gray lines in D638 are PLA/PETG filament controls — they print at much higher stress and strain than the SLS PA12 specimens, which is why the SLS curves cluster near the origin.
+Every specimen overlaid on one plot per standard. Colors are batch labels (A–I); dashed and dotted gray lines in D638 are PLA/PETG filament controls, and solid gray lines are FormLabs PA12GF benchtop controls — they print at much higher stress and strain than the SLS PA12 specimens, which is why the SLS curves cluster near the origin.
 
 | D638 (tensile) | D790 (three-point flex) |
 |---|---|
@@ -49,10 +49,10 @@ Regenerate with `uv run scripts/plots/01_composite.py`.
 
 | Config | Description | Files |
 |---|---|---|
-| `D638` (default) | Tensile specimens (ASTM D638 Type I). 22 SLS + 3 PLA + 3 PETG = 28 rows. | `data/D638/*.jsonl` (one row per file) |
-| `D790` | Three-point flex specimens (ASTM D790 Procedure A). 27 SLS rows (10 of them — Batch E — from a print job not yet in Database, so they carry null FKs). | `data/D790/*.jsonl` (one row per file) |
+| `D638` (default) | Tensile specimens (ASTM D638 Type I). 45 SLS (batches A–I) + 3 PLA + 3 PETG + 5 FormLabs PA12GF = 56 rows. Batches F–I (18 rows) have null FKs — their print jobs aren't in Database yet. | `data/D638/*.jsonl` (one row per file) |
+| `D790` | Three-point flex specimens (ASTM D790 Procedure A). 50 SLS rows (batches C–I) + 5 FormLabs PA12GF = 55 rows. Batches E–I (33 rows) have null FKs — their print jobs aren't in Database 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`); PLA/PETG controls use `{material}_TSR{n}.jsonl` (e.g. `data/D638/PLA_TSR6.jsonl`). Both configs share the same row schema and are produced by the per-session scripts under `scripts/specimens/`.
+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/`.
 
 Specimens are labeled with a `sample_id` of the form `{batch_letter}{seq}` (e.g. `A1`, `C7`), where the batch letter identifies the print batch they came from. The same `sample_id` may appear in both configs — `C1` in `D638` and `C1` in `D790` are **different physical specimens** that came from the same Batch C print.
 
@@ -78,12 +78,25 @@ Test sessions covered:
 | `2026_05_26/` | 5 | D638 | A | 2026-05-25 (d638_type1) |
 | `2026_06_01/` | 5 | D638 | B | 2026-05-30 (d638_type1_engraved) |
 | `2026_06_03/` | 7 | D638 | C | 2026-06-02 (d638_type1_engraved) |
-| `2026_06_10/Tensile Testing/` | 5 SLS + 3 PLA + 3 PETG | D638 | D (SLS only) | SLS: 2026-06-07 (d638_type1_engraved) |
+| `2026_06_08/` | 5 | D638 | D | 2026-06-07 (d638_type1_engraved) |
+| `2026_06_10/Tensile Testing/` | 5 SLS + 3 PLA + 3 PETG | D638 | E (SLS only) | SLS: 2026-06-07 (d638_type1_engraved) |
 | `2026_06_10/Batch C 3pt test/` | 9 | D790 | C | 2026-06-02 (d790_flex_specimen) |
 | `2026_06_10/Batch D 3pt test/` | 8 | D790 | D | 2026-06-07 (d790_flex_specimen) |
 | `2026_06_10/Batch E 3pt test/` | 10 | D790 | E | print job **not yet in Database** — FKs null until backfilled |
+| `2026_06_16/Tensile FormLabs Samples/` | 5 (PA12GF_FL) | D638 | — (control, printed vertically) | n/a — benchtop comparison filament |
+| `2026_06_16/Bending FormLabs Samples/` | 5 (PA12GF_FL) | D790 | — (control) | n/a — benchtop comparison filament |
+| `2026_06_25/Tensile Data/` | 5 | D638 | F | print job **not yet in Database** — FKs null until backfilled |
+| `2026_06_25/Flexural Data/` | 9 | D790 | F | print job **not yet in Database** — FKs null until backfilled |
+| `2026_06_26/Tensile/` | 5 | D638 | G | print job **not yet in Database** — FKs null until backfilled |
+| `2026_06_26/Flexural/` | 4 | D790 | G | print job **not yet in Database** — FKs null until backfilled |
+| `2026_06_30/Tensile/` (TST1.Test) | 3 | D638 | H | print job **not yet in Database** — FKs null until backfilled |
+| `2026_06_30/Tensile/` (TST2.Test) | 5 | D638 | I | print job **not yet in Database** — FKs null until backfilled |
+| `2026_06_30/Flex 6-30/` (TST1.Test) | 5 | D790 | I | print job **not yet in Database** — FKs null until backfilled |
+| `2026_06_30/Flex 6-30/` (xlsx only, no TestRuns folder) | 5 | D790 | H | print job **not yet in Database** — FKs null until backfilled |
 
-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.
+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.
+
+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
 
@@ -116,10 +129,10 @@ TSR11 in `Batch E 3pt test/` exists on disk but has empty `Data/` (aborted run,
 
   "metrics": {
     "modulus_pa": 341090566.27,
-    "peak_load_n": null, "peak_stress_pa": null,
-    "strain_at_break": null, "stress_at_break_pa": null,
-    "energy_to_break_j": null, "yield_stress_pa": null,
-    "slope_n_per_m": 136701.15
+    "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": {
@@ -130,6 +143,8 @@ TSR11 in `Batch E 3pt test/` exists on disk but has empty `Data/` (aborted run,
     "stress_pa":   [/* N */]
   },
 
+  "notes": "",
+
   "source_paths": {
     "persistent_h5": "source/2026_05_26/TST1.Test/TestRuns/TSR1.TestRun/AnalysisRuns/ANR1.AnalysisRun/persistent.h5",
     "daq_h5":        "source/2026_05_26/TST1.Test/TestRuns/TSR1.TestRun/Data/DaqTaskActivity1.h5",
@@ -141,9 +156,11 @@ TSR11 in `Batch E 3pt test/` exists on disk but has empty `Data/` (aborted run,
 
 ## Notes on results
 
-- `sample_id` is null for PLA/PETG control rows (they didn't come from an SLS print batch). Filter on `material_class == "SLS"` to get the rows that link back to Database.
-- `batch_label == "E"` rows currently have `job_id`, `print_profile_id`, `object_hash`, and `print_profile_snapshot` all null — the source print job for Batch E is not yet in Database. The mechanical results are still valid.
+- `sample_id` and `batch_label` are null for non-SLS control rows (PLA, PETG, FormLabs PA12GF — they didn't come from an SLS print batch). Filter on `material_class == "SLS"` to get the rows that link back to Database.
+- Batches E–I currently have `job_id`, `print_profile_id`, `object_hash`, and `print_profile_snapshot` all null — their source print jobs aren't in Database yet. The mechanical results are still valid.
 - `metrics.peak_*` and `metrics.*_at_break` are often `null` in the D638 tensile rows because TestWorks did not detect a peak/break point on those runs. D790 flex rows have these fields more consistently populated. The `curves.stress_pa` / `curves.strain` arrays are populated regardless, so consumers can re-derive peak/break with their own criteria.
+- Batch H's flex rows (`data/D790/H1.jsonl`–`H5.jsonl`) are the one exception: their raw TestRuns folder is missing (see Test sessions covered above), so they're built from the TestWorks xlsx export alone. `curves.strain`/`curves.stress_pa` are empty and most `metrics` fields are null for these 5 rows specifically — check `notes` on a row before assuming a null metric means TestWorks failed to detect it.
+- `notes` is a free-text field, empty for most rows; it's used to flag exceptions like the Batch H flex sourcing above or the FormLabs vertical-print orientation.
 - `metrics.modulus_pa` matches the kN/mm² value in the TestWorks xlsx after unit conversion (e.g. tensile 0.341 kN/mm² → 3.41 × 10⁸ Pa). For D790, TestWorks computes the flexural modulus via the 3-point-bend formula directly; values may look unintuitive compared to the tensile modulus.
 - DAQ scans are in SI units (m, N, s); stress is Pa and strain is dimensionless.
 - For D790, `geometry.gauge_length_mm` is always null (gauge length is a tensile concept; flex uses support span which is not surfaced).

data/D638/F1.jsonl

@@ -0,0 +1 @@
+{"sample_id": "F1", "batch_label": "F", "specimen_id": "2026_06_25/Tensile Data/TSR1", "test_date": "2026-06-25", "session_folder": "2026_06_25/Tensile Data", "test_run_name": "TSR1", "specimen_index": 1, "material_class": "SLS", "astm": {"standard": "D638", "type": "Type I", "year": "2022"}, "test_end_reason": "Break Detected", "geometry": {"width_mm": 12.9, "thickness_mm": 3.25, "area_mm2": 41.925000000000004, "gauge_length_mm": 118.0}, "job_id": null, "print_date": null, "print_profile_id": null, "object_hash": null, "session_id": null, "print_profile_snapshot": null, "metrics": {"modulus_pa": 1180853124.0085807, "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": [0.25, 0.3499999940395355, 0.44999998807907104, 0.550000011920929, 0.6499999761581421, 0.75, 0.8500000238418579, 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data/D638/F2.jsonl

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data/D638/F3.jsonl

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data/D638/F5.jsonl

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data/D638/G1.jsonl

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data/D638/G2.jsonl

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data/D638/G3.jsonl

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data/D638/G4.jsonl

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data/D638/H1.jsonl

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data/D638/H2.jsonl

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data/D638/H3.jsonl

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data/D638/I1.jsonl

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data/D638/I4.jsonl

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data/D638/I5.jsonl

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data/D790/H2.jsonl

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111.211387634277, 111.392044067383, 111.377365112305, 111.230773925781, 111.168090820313, 110.980911254883, 111.223129272461, 111.116424560547, 110.769027709961, 111.387397766113, 110.912246704102, 111.410606384277, 111.535339355469, 110.910331726074, 111.307357788086, 111.231742858887, 111.374198913574, 111.196174621582, 111.749694824219, 111.387825012207, 111.133712768555, 110.895820617676, 111.739295959473, 112.006874084473, 110.971603393555, 111.401931762695, 111.408447265625, 110.950981140137, 111.383407592773, 111.103492736816, 111.276969909668, 111.728866577148, 111.51097869873, 111.378082275391, 111.786514282227, 111.249626159668, 111.491569519043, 111.252487182617, 111.282150268555, 111.840400695801, 111.501068115234, 111.42894744873, 111.525329589844, 111.640609741211, 111.794700622559, 112.030822753906, 111.760818481445, 111.311492919922, 111.48494720459, 111.336944580078, 112.112815856934, 112.348678588867, 112.159690856934, 112.118431091309, 111.853828430176, 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112.806060791016, 112.752075195313, 112.874610900879, 112.240409851074, 112.313537597656, 112.321128845215, 111.267181396484, 109.976661682129, 1.03736555576324], "strain": [], "stress_pa": []}, "notes": "Raw persistent.h5/DAQ h5 unavailable for this specimen; curve and metrics extracted from the TestWorks xlsx export only. Full strain/stress arrays and modulus/yield metrics are null because they require the support span, which this export doesn't surface.", "source_paths": {"persistent_h5": null, "daq_h5": null, "xlsx": "source\\2026_06_30\\Flex 6-30\\flex_h_6.30.xlsx", "xlsx_sheet": "Sheet2"}}

scripts/plots/01_composite.py

@@ -23,6 +23,10 @@ BATCH_COLORS = {
     "C": "#2ca02c",  # green
     "D": "#d62728",  # red
     "E": "#9467bd",  # purple
+    "F": "#8c564b",  # brown
+    "G": "#e377c2",  # pink
+    "H": "#bcbd22",  # olive
+    "I": "#17becf",  # cyan
 }
 CONTROL_COLOR = "#7f7f7f"  # gray for PLA/PETG
 

scripts/specimens/10_2026_06_25_tensile.py

@@ -0,0 +1,15 @@
+#!/usr/bin/env python3
+"""Batch F tensile — D638, tested 2026-06-25 (5 specimens, no Database job yet)."""
+from _lib import process_session
+
+SESSION = {
+    "session_folder": "2026_06_25/Tensile Data",
+    "test_folder":    "TST1.Test",
+    "xlsx_name":      "tensile_6_25.xlsx",
+    "astm":           {"standard": "D638", "type": "Type I", "year": "2022"},
+    "batch_label":    "F",
+    "test_runs":      [(i, "SLS", None) for i in range(1, 6)],
+}
+
+if __name__ == "__main__":
+    process_session(SESSION)

scripts/specimens/11_2026_06_25_flex.py

@@ -0,0 +1,15 @@
+#!/usr/bin/env python3
+"""Batch F flex — D790, tested 2026-06-25 (9 specimens, no Database job yet)."""
+from _lib import process_session
+
+SESSION = {
+    "session_folder": "2026_06_25/Flexural Data",
+    "test_folder":    "TST1.Test",
+    "xlsx_name":      "flexural_6_25.xlsx",
+    "astm":           {"standard": "D790", "type": "Procedure A", "year": "2017"},
+    "batch_label":    "F",
+    "test_runs":      [(i, "SLS", None) for i in range(1, 10)],
+}
+
+if __name__ == "__main__":
+    process_session(SESSION)

scripts/specimens/12_2026_06_26_tensile.py

@@ -0,0 +1,15 @@
+#!/usr/bin/env python3
+"""Batch G tensile — D638, tested 2026-06-26 (5 specimens, no Database job yet)."""
+from _lib import process_session
+
+SESSION = {
+    "session_folder": "2026_06_26/Tensile",
+    "test_folder":    "TST1.Test",
+    "xlsx_name":      "tensile_6.26.xlsx",
+    "astm":           {"standard": "D638", "type": "Type I", "year": "2022"},
+    "batch_label":    "G",
+    "test_runs":      [(i, "SLS", None) for i in range(1, 6)],
+}
+
+if __name__ == "__main__":
+    process_session(SESSION)