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.
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# Wheat yield trial — University of Illinois VT, Elkville, IL 2024
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- **Publisher:** University of Illinois Variety Testing (independent cross-vendor trial)
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- **Crop:** Wheat
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- **State:** IL
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- **Year:** 2024
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- **Region:** Elkville
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- **Cooperator / host:** John and Trent Funk
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- **County:** Jackson
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- **Sites:** Elkville
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- **Soil type:** Hurst silt loam
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- **Planted:** 2023-10-09
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- **Harvested:** 2024-06-15
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- **Source XLSX:** https://vt.cropsci.illinois.edu/wp-content/uploads/2024/07/2024-Elkville-Table.xlsx
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- **Index page:** https://vt.cropsci.illinois.edu/wheat/
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---
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## Results (ranked by regional yield)
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| Rank | Brand | Product | Traits | Yield | Height | Test Wt. | Yield 2yr avg |
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|---|---|---|---|---|---|---|---|
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| 1 | KWS Cereals USA | KWS490 | ST:C | 131.2 | 30.6 | 57.3 | 138.2 |
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| 2 | Pioneer | 25R65 | ST:C | 130 | 32.4 | 55.4 | 138.4 |
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| 3 | Dyna-Gro | 9533 | ST:G | 129.1 | 28.1 | 55.4 | - |
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| 4 | Dyna-Gro | 9570 | ST:G | 127.8 | 31.8 | 56.1 | - |
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| 5 | AgriMAXX | 513 | ST:G | 127.7 | 30.3 | 58.3 | 135.9 |
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| 6 | FS InSPIRE | FS WX24C | ST:G | 126.8 | 29.3 | 56.9 | - |
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| 7 | Dyna-Gro | 9553 | ST:G | 126.2 | 31.1 | 56.2 | - |
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| 8 | AgriMAXX | 545 | ST:G | 126.2 | 30.9 | 56.2 | - |
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| 9 | Dyna-Gro | 9593 | ST:G | 125.5 | 30.8 | 56.8 | - |
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| 10 | FS InSPIRE | FS 617 | ST:G | 125.2 | 33.6 | 57.9 | 131.4 |
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| 11 | Dyna-Gro | 9231 | ST:G | 124.9 | 33.1 | 58.2 | 131.5 |
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| 12 | Dyna-Gro | 9542 | ST:G | 124.6 | 31 | 56.9 | - |
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| 13 | Bio-Town Seeds | D423W | ST:C | 123.7 | 32.1 | 55.9 | - |
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| 14 | FS InSPIRE | FS 745 | ST:G | 123.6 | 32.2 | 57.9 | 127.8 |
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| 15 | KWS Cereals USA | KWS397 | ST:C | 123.5 | 31.4 | 55.5 | - |
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| 16 | FS InSPIRE | FS 624 | ST:G | 123.1 | 32.9 | 57.7 | 128.2 |
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| 17 | Dyna-Gro | 9422 | ST:G | 122.9 | 32.5 | 56.1 | 133.1 |
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| 18 | AgriMAXX | EXP 2405 | ST:G | 122.9 | 30.4 | 56.6 | - |
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| 19 | FS InSPIRE | FS 743 | ST:G | 122.2 | 35.8 | 58.7 | - |
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| 20 | AgriMAXX | 525 | ST:G | 121.9 | 30.3 | 56.9 | 129.5 |
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| 21 | Bio-Town Seeds | DXW2325 | ST:C | 121.7 | 30.8 | 56.6 | - |
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| 22 | KWS Cereals USA | KWS527 | ST:C | 120.8 | 31.2 | 57.2 | - |
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| 23 | Baird Seed | BW-322 | - | 120.8 | 33.7 | 58.3 | - |
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| 24 | FS InSPIRE | FS 600 | ST:G | 120.6 | 32.3 | 58.5 | 128.7 |
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| 25 | Hoffman Seed House | H7W21 | ST:C | 120.2 | 29.2 | 54.6 | 131.4 |
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| 26 | Dyna-Gro | 9151 | ST:G | 120 | 31.2 | 58.4 | 127.6 |
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| 27 | Dyna-Gro | 9172 | ST:G | 119.9 | 31.8 | 57.3 | 123.1 |
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| 28 | Bio-Town Seeds | DXW2324 | ST:C | 119.9 | 30 | 56.9 | - |
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| 29 | KWS Cereals USA | KWS543 | ST:C | 119.5 | 32 | 57.2 | - |
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| 30 | AgriMAXX | EXP 2314 | ST:G | 119.3 | 31.5 | 56.9 | - |
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| 31 | Bio-Town Seeds | DXW2320 | ST:C | 117.9 | 31.5 | 56.6 | - |
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| 32 | Dyna-Gro | 9551 | ST:G | 117.5 | 29.2 | 55.1 | - |
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| 33 | AgriMAXX | 514 | ST:G | 117.3 | 31.9 | 56.4 | 126 |
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| 34 | AgriMAXX | EXP 2312 | ST:G | 117.2 | 28.2 | 58.3 | - |
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| 35 | Virginia Tech | 16VDH-SRW03-023 | - | 117.1 | 31.3 | 56.8 | 124.9 |
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| 36 | KWS Cereals USA | KWS542 | ST:C | 116.8 | 30.8 | 59.4 | - |
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| 37 | FS InSPIRE | FS WX24A | ST:G | 116.7 | 30.1 | 58.3 | - |
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| 38 | AgriPro | GP 747 | ST:C | 116.4 | 32.9 | 55.5 | - |
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| 39 | Kitchen Seed | KSC 423 | ST:G | 116.3 | 31.6 | 60.2 | 123.8 |
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| 40 | Hoffman Seed House | H7W30 | ST:C | 116.2 | 29.4 | 55.9 | 125 |
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| 41 | Virginia Tech | VA19FHB-36 | - | 116 | 33.4 | 57.7 | 124.6 |
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| 42 | KWS Cereals USA | KWS501 | ST:C | 115.8 | 31.1 | 56.9 | - |
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| 43 | AgriPro | GP 381 | ST:C | 115.4 | 26.7 | 56.4 | - |
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| 44 | FS InSPIRE | FS 606 | ST:G | 115.3 | 31.7 | 59.8 | 123.6 |
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| 45 | Bio-Town Seeds | D506W | ST:C | 115.3 | 31.6 | 55.5 | - |
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| 46 | AgriPro | GP 543 | ST:C | 115.1 | 30.1 | 55.9 | - |
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| 47 | Pioneer | 25R74 | ST:C | 115 | 29.5 | 56 | 124.2 |
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| 48 | AgriPro | GP 305 | ST:C | 115 | 28.3 | 55.1 | - |
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| 49 | KWS Cereals USA | KWS525 | ST:C | 114.6 | 31.3 | 55.6 | - |
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| 50 | AgriMAXX | 516 | ST:G | 114.6 | 30.8 | 56.9 | - |
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| 51 | Kitchen Seed | KSC 420W | ST:G | 114.5 | 29.3 | 55.5 | - |
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| 52 | AgriMAXX | 505 | ST:G | 114.5 | 30.7 | 58.8 | 122.6 |
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| 53 | Pioneer | 25R76 | ST:C | 113.1 | 29.5 | 56.5 | 125.1 |
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| 54 | Dyna-Gro | 9290 | ST:G | 113.1 | 31 | 57 | 121.7 |
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| 55 | Dyna-Gro | 9120 | ST:G | 112.9 | 30.7 | 58.7 | 121.1 |
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| 56 | FS InSPIRE | FS 597 | ST:G | 112.5 | 31.5 | 57.7 | 121.4 |
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| 57 | KWS Cereals USA | KWS529 | ST:C | 112.3 | 29 | 53.3 | - |
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| 58 | KWS Cereals USA | KWS500 | ST:C | 110.9 | 29.4 | 57 | - |
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| 59 | AgriPro | GP 463 | ST:C | 110.6 | 29.4 | 55.6 | - |
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| 60 | FS InSPIRE | FS WX24B | ST:G | 104.6 | 30.1 | 54.4 | - |
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| 61 | American Organic | Erisman AM | ST:none | 100.2 | 29.8 | 57.8 | - |
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| 62 | Hoffman Seed House | H7W24 | ST:C | 97.5 | 27.9 | 58.6 | - |
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