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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{
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"source": "iowa_icpt_trials",
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"source_key": "icpt-soybeans-2025-south-full",
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"data_type": "trial",
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"vendor": "Iowa State University",
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"brand_aggregator": "Iowa Crop Performance Tests publishes",
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"brand": "Iowa Crop Performance Tests",
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"crop": "soybeans",
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"state": "IA",
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"state_abbrev": "ia",
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"year": 2025,
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"region": "District South",
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"district": "South",
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"season": "Full Season",
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"cooperator_sites": [
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"Atlantic",
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"Corning",
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"Chariton",
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"Batavia",
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"Crawfordsville"
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],
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"experiment_mean_yield": 66.2,
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"results": [
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{
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"rank": 1,
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"brand": "Dyna-Gro",
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"product": "S38EN75",
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"traits": "E3",
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"metrics": {
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"MG": 3.8,
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"Yield": 70.3,
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"WestYield": 70.3,
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"EastYield": 67.7,
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"Atlantic": 75,
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"Corning": 74.2,
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"Chariton": 61.7,
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"Batavia": 64.1,
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"Crawfordsville": 77.4
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}
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},
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{
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"rank": 2,
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"brand": "Dyna-Gro",
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"product": "S35ES56",
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"traits": "E3S",
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"metrics": {
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"MG": 3.5,
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"Yield": 69.5,
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"WestYield": 71.1,
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"EastYield": 64.7,
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"Atlantic": 79.7,
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"Corning": 73.9,
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"Chariton": 59.9,
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"Batavia": 64.7,
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"Crawfordsville": 69.4
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}
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},
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{
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"rank": 3,
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"brand": "Xitavo",
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"product": "XO 3555E",
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"traits": "E3",
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"metrics": {
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"MG": 3.5,
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"Yield": 69.4,
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"WestYield": 71.4,
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"EastYield": 65.3,
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"Atlantic": 77.6,
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"Corning": 75.7,
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"Chariton": 60.8,
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"Batavia": 64.7,
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"Crawfordsville": 70.4
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}
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},
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{
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"rank": 4,
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"brand": "Nutech/G2 Genetics",
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"product": "36N06E",
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"traits": "E3",
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"metrics": {
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"MG": 3.6,
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"Yield": 68.6,
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"WestYield": 70.2,
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"EastYield": 64.8,
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"Atlantic": 74.3,
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"Corning": 74.2,
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"Chariton": 62.2,
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"Batavia": 63.7,
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"Crawfordsville": 68.5
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}
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},
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{
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"rank": 5,
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"brand": "ISU",
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"product": "IAS34C1",
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"traits": "Conv",
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"metrics": {
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"MG": 3.4,
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"Yield": 68.4,
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"WestYield": 68.7,
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"EastYield": 65.1,
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"Atlantic": 74.8,
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"Corning": 72.6,
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"Chariton": 58.8,
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"Batavia": 63.7,
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"Crawfordsville": 72.8
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}
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},
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{
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"rank": 6,
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"brand": "Xitavo",
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"product": "XO 3456E",
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"traits": "E3",
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"metrics": {
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"MG": 3.4,
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"Yield": 68.4,
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"WestYield": 69.6,
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"EastYield": 65.2,
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"Atlantic": 75,
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"Corning": 72.3,
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"Chariton": 61.6,
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"Batavia": 60.1,
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"Crawfordsville": 74
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}
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},
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{
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"rank": 7,
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"brand": "P3 Genetics",
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"product": "2434E",
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"traits": "E3",
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"metrics": {
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"MG": 3.4,
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"Yield": 68.3,
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"WestYield": 69.5,
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"EastYield": 64.4,
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"Atlantic": 74.2,
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"Corning": 73.2,
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"Chariton": 61.2,
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"Batavia": 63.5,
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"Crawfordsville": 68.6
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}
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},
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{
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"rank": 8,
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"brand": "Asgrow",
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"product": "AG36XF4",
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"traits": "RR2XF",
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"metrics": {
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"MG": 3.6,
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"Yield": 67.8,
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"WestYield": 68.2,
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"EastYield": 63.6,
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"Atlantic": 73.4,
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"Corning": 75.3,
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"Chariton": 55.9,
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"Batavia": 61.3,
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"Crawfordsville": 73.6
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}
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},
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{
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"rank": 9,
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"brand": "Renk",
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"product": "RS353NXF",
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"traits": "RR2XF",
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"metrics": {
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"MG": 3.5,
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"Yield": 67.7,
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"WestYield": 66.5,
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"EastYield": 66.9,
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"Atlantic": 71.7,
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"Corning": 68.8,
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"Chariton": 58.9,
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"Batavia": 72.2,
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"Crawfordsville": 69.6
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}
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},
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{
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"rank": 10,
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"brand": "Renk",
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"product": "G3890E",
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"traits": "E3",
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"metrics": {
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"MG": 3.8,
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"Yield": 67.6,
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"WestYield": 68.6,
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"EastYield": 64.6,
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"Atlantic": 75.6,
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"Corning": 69.4,
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"Chariton": 60.9,
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"Batavia": 61.8,
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"Crawfordsville": 71
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}
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},
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{
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"rank": 11,
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"brand": "P3 Genetics",
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"product": "2438E",
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"traits": "E3",
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"metrics": {
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"MG": 3.8,
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"Yield": 67.6,
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"WestYield": 68.4,
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"EastYield": 63.6,
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"Atlantic": 74.7,
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"Corning": 73.9,
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"Chariton": 56.6,
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"Batavia": 60.1,
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"Crawfordsville": 74
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}
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},
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{
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"rank": 12,
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"brand": "Dyna-Gro",
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"product": "S33ES76",
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"traits": "E3S",
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"metrics": {
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"MG": 3.3,
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"Yield": 67.6,
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"WestYield": 68.8,
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"EastYield": 63.1,
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"Atlantic": 76.9,
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"Corning": 71.6,
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"Chariton": 58,
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"Batavia": 59.4,
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"Crawfordsville": 71.7
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}
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},
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{
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"rank": 13,
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"brand": "Renk",
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"product": "G3380E",
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"traits": "E3",
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"metrics": {
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"MG": 3.3,
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"Yield": 67.5,
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"WestYield": 68,
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"EastYield": 65.4,
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"Atlantic": 75.2,
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"Corning": 66.2,
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"Chariton": 62.6,
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"Batavia": 62.1,
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"Crawfordsville": 71.6
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}
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},
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{
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"rank": 14,
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"brand": "Cornelius",
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"product": "CB33XF26",
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"traits": "RR2XF",
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"metrics": {
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"MG": 3.3,
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"Yield": 67,
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"WestYield": 67.3,
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"EastYield": 64.9,
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"Atlantic": 71.6,
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"Corning": 69,
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"Chariton": 61.3,
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"Batavia": 64.4,
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"Crawfordsville": 69
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}
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},
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{
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"rank": 15,
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"brand": "Xitavo",
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"product": "XO 3855E",
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"traits": "E3",
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"metrics": {
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"MG": 3.8,
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"Yield": 66.9,
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"WestYield": 67.4,
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"EastYield": 63.4,
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"Atlantic": 74.1,
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"Corning": 71.1,
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"Chariton": 57.1,
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"Batavia": 64,
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"Crawfordsville": 69
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}
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},
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{
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"rank": 16,
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"brand": "P3 Genetics",
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"product": "2337E",
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"traits": "E3",
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"metrics": {
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"MG": 3.7,
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"Yield": 66.8,
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"WestYield": 66.6,
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"EastYield": 64.1,
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"Atlantic": 71.4,
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"Corning": 69.3,
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"Chariton": 59.2,
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"Batavia": 61.7,
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"Crawfordsville": 71.5
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}
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},
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{
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"rank": 17,
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"brand": "Golden Harvest",
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"product": "GH3836E3S",
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"traits": "E3S",
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"metrics": {
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"MG": 3.8,
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"Yield": 66.4,
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"WestYield": 68.1,
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"EastYield": 62.8,
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"Atlantic": 71,
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"Corning": 72.5,
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"Chariton": 60.7,
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"Batavia": 59.4,
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"Crawfordsville": 68.3
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}
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},
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{
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"rank": 18,
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"brand": "Cornelius",
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"product": "CB36XF60",
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"traits": "RR2XF",
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"metrics": {
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"MG": 3.6,
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"Yield": 65.9,
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"WestYield": 66.1,
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"EastYield": 62.2,
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"Atlantic": 69.5,
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"Corning": 73.3,
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"Chariton": 55.4,
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"Batavia": 61.9,
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"Crawfordsville": 69.3
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}
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},
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{
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"rank": 19,
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"brand": "Viking/Blue River",
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"product": "3418N",
|
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"traits": "Conv",
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"metrics": {
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"MG": 3.4,
|
||||
"Yield": 65.8,
|
||||
"WestYield": 67.7,
|
||||
"EastYield": 62.7,
|
||||
"Atlantic": 69.2,
|
||||
"Corning": 71.4,
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"Chariton": 62.5,
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"Batavia": 53.1,
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"Crawfordsville": 72.5
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}
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},
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{
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"rank": 20,
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"brand": "Xitavo",
|
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"product": "XO 3375E",
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"traits": "E3",
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||||
"metrics": {
|
||||
"MG": 3.3,
|
||||
"Yield": 65.7,
|
||||
"WestYield": 65.7,
|
||||
"EastYield": 62,
|
||||
"Atlantic": 72.1,
|
||||
"Corning": 69.4,
|
||||
"Chariton": 55.8,
|
||||
"Batavia": 59.5,
|
||||
"Crawfordsville": 70.8
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}
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},
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{
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"rank": 21,
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"brand": "NK Seeds",
|
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"product": "NK33-Y7E3S",
|
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"traits": "E3S",
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||||
"metrics": {
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||||
"MG": 3.3,
|
||||
"Yield": 65.1,
|
||||
"WestYield": 67.2,
|
||||
"EastYield": 60.3,
|
||||
"Atlantic": 75.5,
|
||||
"Corning": 69.9,
|
||||
"Chariton": 56.4,
|
||||
"Batavia": 58.7,
|
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"Crawfordsville": 65.9
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}
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},
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||||
{
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||||
"rank": 22,
|
||||
"brand": "Renk",
|
||||
"product": "RS395NXF",
|
||||
"traits": "RR2XF",
|
||||
"metrics": {
|
||||
"MG": 3.9,
|
||||
"Yield": 64.6,
|
||||
"WestYield": 64.6,
|
||||
"EastYield": 62.9,
|
||||
"Atlantic": 70,
|
||||
"Corning": 65,
|
||||
"Chariton": 58.9,
|
||||
"Batavia": 63.6,
|
||||
"Crawfordsville": 66.4
|
||||
}
|
||||
},
|
||||
{
|
||||
"rank": 23,
|
||||
"brand": "Nutech/G2 Genetics",
|
||||
"product": "35N05E",
|
||||
"traits": "E3",
|
||||
"metrics": {
|
||||
"MG": 3.5,
|
||||
"Yield": 64.5,
|
||||
"WestYield": 66.3,
|
||||
"EastYield": 58.9,
|
||||
"Atlantic": 75.4,
|
||||
"Corning": 69.7,
|
||||
"Chariton": 54,
|
||||
"Batavia": 54.1,
|
||||
"Crawfordsville": 68.6
|
||||
}
|
||||
},
|
||||
{
|
||||
"rank": 24,
|
||||
"brand": "Golden Harvest",
|
||||
"product": "GH3774E3",
|
||||
"traits": "E3",
|
||||
"metrics": {
|
||||
"MG": 3.7,
|
||||
"Yield": 64.4,
|
||||
"WestYield": 65.2,
|
||||
"EastYield": 61,
|
||||
"Atlantic": 68.9,
|
||||
"Corning": 70.5,
|
||||
"Chariton": 56.2,
|
||||
"Batavia": 64.9,
|
||||
"Crawfordsville": 61.9
|
||||
}
|
||||
},
|
||||
{
|
||||
"rank": 25,
|
||||
"brand": "Asgrow",
|
||||
"product": "AG35XF5",
|
||||
"traits": "RR2XF",
|
||||
"metrics": {
|
||||
"MG": 3.5,
|
||||
"Yield": 64.4,
|
||||
"WestYield": 62.4,
|
||||
"EastYield": 61.8,
|
||||
"Atlantic": 68.2,
|
||||
"Corning": 68,
|
||||
"Chariton": 51.1,
|
||||
"Batavia": 63.4,
|
||||
"Crawfordsville": 70.8
|
||||
}
|
||||
},
|
||||
{
|
||||
"rank": 26,
|
||||
"brand": "Confluence Genetics",
|
||||
"product": "BH35A233",
|
||||
"traits": "Conv",
|
||||
"metrics": {
|
||||
"MG": 3.5,
|
||||
"Yield": 64.3,
|
||||
"WestYield": 64.2,
|
||||
"EastYield": 60.6,
|
||||
"Atlantic": 68.7,
|
||||
"Corning": 70.4,
|
||||
"Chariton": 53.4,
|
||||
"Batavia": 59.7,
|
||||
"Crawfordsville": 68.8
|
||||
}
|
||||
},
|
||||
{
|
||||
"rank": 27,
|
||||
"brand": "Pioneer",
|
||||
"product": "P35T15E",
|
||||
"traits": "E3",
|
||||
"metrics": {
|
||||
"MG": 3.5,
|
||||
"Yield": 64.1,
|
||||
"WestYield": 64.4,
|
||||
"EastYield": 60.2,
|
||||
"Atlantic": 71.2,
|
||||
"Corning": 69.3,
|
||||
"Chariton": 52.6,
|
||||
"Batavia": 60.2,
|
||||
"Crawfordsville": 67.9
|
||||
}
|
||||
},
|
||||
{
|
||||
"rank": 28,
|
||||
"brand": "Renk",
|
||||
"product": "G3580ES",
|
||||
"traits": "E3S",
|
||||
"metrics": {
|
||||
"MG": 3.5,
|
||||
"Yield": 64,
|
||||
"WestYield": 65.9,
|
||||
"EastYield": 59.7,
|
||||
"Atlantic": 73.1,
|
||||
"Corning": 68.1,
|
||||
"Chariton": 56.4,
|
||||
"Batavia": 56.4,
|
||||
"Crawfordsville": 66.4
|
||||
}
|
||||
},
|
||||
{
|
||||
"rank": 29,
|
||||
"brand": "Golden Harvest",
|
||||
"product": "GH3416E3S",
|
||||
"traits": "E3S",
|
||||
"metrics": {
|
||||
"MG": 3.4,
|
||||
"Yield": 61.5,
|
||||
"WestYield": 65.6,
|
||||
"EastYield": 54.3,
|
||||
"Atlantic": 74.9,
|
||||
"Corning": 70.6,
|
||||
"Chariton": 51.4,
|
||||
"Batavia": 47.7,
|
||||
"Crawfordsville": 63.8
|
||||
}
|
||||
},
|
||||
{
|
||||
"rank": 30,
|
||||
"brand": "Confluence Genetics",
|
||||
"product": "N35D950S",
|
||||
"traits": "Conv",
|
||||
"metrics": {
|
||||
"MG": 3.5,
|
||||
"Yield": 61.2,
|
||||
"WestYield": 61.5,
|
||||
"EastYield": 58.6,
|
||||
"Atlantic": 65.3,
|
||||
"Corning": 64.1,
|
||||
"Chariton": 55.2,
|
||||
"Batavia": 59.7,
|
||||
"Crawfordsville": 60.9
|
||||
}
|
||||
},
|
||||
{
|
||||
"rank": 31,
|
||||
"brand": "Pioneer",
|
||||
"product": "P37A18E",
|
||||
"traits": "E3",
|
||||
"metrics": {
|
||||
"MG": 3.7,
|
||||
"Yield": 60.6,
|
||||
"WestYield": 63.5,
|
||||
"EastYield": 54.2,
|
||||
"Atlantic": 71.6,
|
||||
"Corning": 68.6,
|
||||
"Chariton": 50.3,
|
||||
"Batavia": 51.8,
|
||||
"Crawfordsville": 60.4
|
||||
}
|
||||
}
|
||||
],
|
||||
"n_results": 31,
|
||||
"source_urls": [
|
||||
"https://www.croptesting.iastate.edu/Soybean/SoybeanDistrict2.aspx"
|
||||
],
|
||||
"tos_note": "Footer 'Copyright (c) ...ISU...All rights reserved' (no automation clause, no robots.txt); public ICPT data; low request rate; attribute Iowa Crop Performance Tests / ISU.",
|
||||
"fetched_at": "2026-06-10T12:13:29.017868+00:00",
|
||||
"scraper_version": "0.1.0"
|
||||
}
|
||||
Reference in New Issue
Block a user