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seed-mcp/corpus/iowa_icpt_trials/icpt-soybeans-2024-north-full.md
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claude 54094a0d43 Add university-extension variety trials: Illinois VT + Iowa ICPT + Ohio OCPT (+123 trial docs)
Independent third-party performance data — land-grant programs that test every
entered brand side-by-side with replication + LSD stats. This is the legitimate
way to get Pioneer / DEKALB / Brevant / Channel performance the corpus can't
scrape directly (data_type=trial, results[] shape; falls through the trial
chunker).

- illinois_vt_trials (30 docs, 1,392 rows) — U of Illinois VT. Per-region XLSX
  (openpyxl), corn + soy + WHEAT, 2024+2025. Rich per-site agronomic metadata;
  corn-following-corn vs -soybean kept distinct.
- iowa_icpt_trials (24 docs, 674 rows) — Iowa State ICPT. ASP.NET GridView
  (viewstate postback for year/district), corn + soy by district x season.
- ohio_ocpt_trials (69 docs, 4,647 rows) — OSU/CFAES OCPT. Report PDF
  (pdfplumber; per-site column groups split by header Yield-token count +
  x-coord footnote bucketing), corn + soy per site, 2024+2025.

91 distinct seed brands across the three; majors confirmed present in the
independent rankings: DEKALB 395, Golden Harvest 249, Channel 241, NK 212,
Xitavo 135, LG 103, Pioneer 88, Asgrow 59. (A brand only appears where it
ENTERED a given program — e.g. Brevant not in Iowa, DEKALB/Channel not in
Illinois — true negatives, not parse gaps.)

- rag/chunk.py: gated `include_region` on _render_gh_plot_chunk; the 3 university
  sources route through it so the region/district is in the embedded chunk +
  labeled "variety trial (cross-vendor, independent third-party)". Existing plot
  sources (gh/lg/agrigold/proharvest) unchanged.
- requirements.txt: openpyxl (Illinois XLSX; scrape-time only).
- sources.json + README/CLAUDE/lessons: registered + attributed; lessons
  trial-data + Pioneer entries updated (Pioneer/DEKALB performance now available
  indirectly via these trials).

Validation: all 123 chunk via rag.chunk.chunks_from_trial (0 errors), 0
out-of-range yields, 0 dup keys. Public land-grant data; attribution recorded in
each tos_note. CI rebuilds the index from the committed corpus.
2026-06-10 08:35:50 -04:00

4.3 KiB

Soybean yield trial — Iowa North District (Full Season), 2024

  • Source: Iowa Crop Performance Tests (independent third-party trial)
  • Publisher: Iowa State University / Iowa Crop Improvement Association
  • Crop: Soybean
  • State: IA
  • District: North
  • Maturity season: Full Season
  • Year: 2024
  • Experiment mean yield: 62.2 bu/a
  • Cooperator sites: Sutherland, Corwith, Alexander, Marble Rock, Oelwein
  • URL: https://www.croptesting.iastate.edu/Soybean/SoybeanDistrict2.aspx

Results (by yield, all brands)

Rank Company Entry Traits MG Yield WestYield EastYield Sutherland Corwith Alexander Marble Rock Oelwein
1 Nutech/G2 Genetics 26N08E E3 2.6 69.2 67.9 70.5 75.7 58.7 69.3 76.8 65.3
2 Latham L 2391 E3 E3 2.3 66.7 67 66.2 73.7 60.6 66.7 71.9 60
3 Asgrow AG27XF4 RR2XF 2.7 66.7 66.8 66.3 73.7 62.9 63.8 71.7 63.3
4 LOYAL BRAND L2560E E3 2.5 66.5 67.2 66.9 72.3 60.5 69 74.2 57.4
5 Renk RS255NXF RR2XF 2.5 65.8 65.5 65.1 74.9 57.9 63.6 76.5 55.3
6 Renk G2480E E3 2.4 65.5 66.4 64.7 72.3 59.8 67.2 64.1 62.9
7 Nutech/G2 Genetics 25N05E E3 2.5 65.2 65.5 65 71.6 59.8 65.1 69.4 60.5
8 Viking/Blue River 27B4 Conv 2.7 64.6 63.6 64.1 68 62.3 60.6 72.2 59.7
9 Latham L 2551 E3 E3 2.5 64.6 64.6 64.3 73 58.2 62.5 72.7 57.6
10 Nutech/G2 Genetics 27N03E E3 2.7 64.4 65.2 63.7 72.5 58.4 64.6 70.2 56.3
11 Renk G2570ES E3 2.5 64.3 66 63.4 75.3 57.6 65.3 70.9 54
12 Golden Harvest GH2315E3 E3 2.3 64.2 66.5 62.3 74.6 60.2 64.6 68.7 53.8
13 Nutech/G2 Genetics 27N07E E3 2.7 63.8 63.5 63.8 70.4 57.3 62.8 73.5 55.1
14 P3 Genetics 2424E E3 2.4 63.6 63.4 62.1 70.8 59.6 59.8 72.8 53.8
15 Nutech/G2 Genetics 24N05E E3 2.4 63.3 63.9 63.9 67.4 58.4 65.9 69.2 56.5
16 Cornelius CB22XF52 RR2XF 2.2 63 62.4 64.7 72.7 49.4 65 75.5 53.7
17 Iowa State IAS27C1 Conv 2.7 62.8 61.8 63.3 68.3 56.1 61.1 70.9 57.8
18 Viking/Blue River 2418N Conv 2.4 62.6 62.7 61.8 70.3 55.2 62.7 67.5 55.1
19 Renk G2790E E3 2.7 62 62.2 59.9 70.4 58.5 57.8 67.5 54.4
20 Pioneer P23A40E E3 2.3 61.9 62.6 61.6 69.8 53.7 64.2 66.5 54.3
21 Pioneer P25A16E E3 2.5 61.7 62.6 61.6 69.7 52.7 65.5 66.1 53.1
22 Asgrow AG25XF5 RR2XF 2.5 61.5 63.4 60.1 73 55.1 62.1 63.4 54.8
23 Benson Hill BH23H228 Conv 2.3 61 62.6 61.8 69.2 52.1 66.6 63.3 55.6
24 Viking/Blue River 23B5 Conv 2.3 60.9 59.2 62.7 69.4 47.5 60.7 71.9 55.6
25 Xitavo XO 2444E E3 2.4 60.8 61.5 61.1 68.9 52.2 63.4 67.3 52.6
26 Xitavo XO 2305E E3 2.3 60.4 61.7 58.8 71 55.6 58.5 67.5 50.4
27 LOYAL BRAND L2370E E3 2.3 60.2 61.1 58.4 71.2 53.2 58.9 67.9 48.6
28 Iowa State IAS25C2 Conv 2.5 60 58.9 59 65.2 57.9 53.7 67.6 55.7
29 Golden Harvest GH2674E3 E3 2.6 59.3 61.1 57 71.1 53.5 58.6 67.7 44.7
30 P3 Genetics 2523E E3 2.3 58.5 59.3 57.3 68.7 52.2 57.1 65.4 49.3
31 Iowa State IAS27C3 Conv 2.7 58.3 59.7 57.7 69.1 49.7 60.3 62.1 50.6
32 Benson Hill BH25C137 Conv 2.5 57.5 57.9 58.2 66.4 45.9 61.3 64 49.2
33 Renk G2390E E3 2.3 57.3 57.3 57.7 64.8 49.1 58.1 64.2 50.7
34 Xitavo XO 2735E E3 2.7 56.9 56.4 56.9 65.2 49.5 54.6 68.4 47.9
35 Legacy Seeds DF 262 NF Conv 2.6 55.9 56.2 57.4 61.6 45 61.9 61.2 49.1
36 Xitavo XO 2625E E3 2.6 55.1 56.6 51.6 66.8 53.5 49.5 57.2 48.2

Top 5 by Yield: 26N08E (Nutech/G2 Genetics) 69.2, L 2391 E3 (Latham) 66.7, AG27XF4 (Asgrow) 66.7, L2560E (LOYAL BRAND) 66.5, RS255NXF (Renk) 65.8.