claude
54094a0d43
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.
696 lines
15 KiB
JSON
696 lines
15 KiB
JSON
{
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"source": "iowa_icpt_trials",
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"source_key": "icpt-soybeans-2024-central-early",
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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": 2024,
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"region": "District Central",
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"district": "Central",
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"season": "Early Season",
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"cooperator_sites": [
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"Missouri Valley",
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"Glidden",
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"Ames",
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"Keystone",
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"Clarence"
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],
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"experiment_mean_yield": 71.6,
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"results": [
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{
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"rank": 1,
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"brand": "Viking/Blue River",
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"product": "27B4",
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"traits": "Conv",
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"metrics": {
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"MG": 2.7,
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"Yield": 76.5,
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"WestYield": 72.9,
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"EastYield": 77.4,
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"Missouri Valley": 74.1,
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"Glidden": 74.5,
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"Ames": 70.2,
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"Keystone": 74.7,
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"Clarence": 87.2
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}
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},
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{
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"rank": 2,
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"brand": "Renk",
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"product": "G2480E",
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"traits": "E3",
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"metrics": {
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"MG": 2.4,
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"Yield": 76.4,
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"WestYield": 73.6,
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"EastYield": 78.1,
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"Missouri Valley": 72.4,
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"Glidden": 74.3,
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"Ames": 74,
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"Keystone": 76.3,
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"Clarence": 84.1
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}
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},
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{
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"rank": 3,
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"brand": "Nutech/G2 Genetics",
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"product": "27N07E",
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"traits": "E3",
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"metrics": {
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"MG": 2.7,
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"Yield": 75.6,
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"WestYield": 72.8,
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"EastYield": 75.6,
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"Missouri Valley": 74.5,
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"Glidden": 75.6,
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"Ames": 68.4,
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"Keystone": 71.1,
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"Clarence": 87.1
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}
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},
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{
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"rank": 4,
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"brand": "P3 Genetics",
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"product": "2527E",
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"traits": "E3",
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"metrics": {
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"MG": 2.7,
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"Yield": 75.6,
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"WestYield": 74.8,
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"EastYield": 74,
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"Missouri Valley": 74.4,
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"Glidden": 82.1,
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"Ames": 67.9,
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"Keystone": 73.9,
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"Clarence": 80.2
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}
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},
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{
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"rank": 5,
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"brand": "Nutech/G2 Genetics",
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"product": "24N05E",
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"traits": "E3",
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"metrics": {
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"MG": 2.4,
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"Yield": 75.3,
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"WestYield": 72,
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"EastYield": 76.5,
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"Missouri Valley": 70.9,
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"Glidden": 78,
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"Ames": 67.2,
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"Keystone": 79.4,
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"Clarence": 82.9
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}
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},
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{
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"rank": 6,
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"brand": "Nutech/G2 Genetics",
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"product": "25N05E",
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"traits": "E3",
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"metrics": {
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"MG": 2.5,
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"Yield": 75.2,
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"WestYield": 73.7,
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"EastYield": 75.3,
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"Missouri Valley": 75.5,
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"Glidden": 78.1,
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"Ames": 67.5,
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"Keystone": 73.9,
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"Clarence": 84.4
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}
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},
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{
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"rank": 7,
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"brand": "Renk",
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"product": "G2790E",
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"traits": "E3",
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"metrics": {
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"MG": 2.7,
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"Yield": 74.7,
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"WestYield": 72.1,
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"EastYield": 74.1,
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"Missouri Valley": 74.8,
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"Glidden": 76.3,
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"Ames": 65.3,
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"Keystone": 71.8,
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"Clarence": 85.3
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}
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},
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{
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"rank": 8,
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"brand": "Latham",
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"product": "L 2551 E3",
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"traits": "E3",
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"metrics": {
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"MG": 2.5,
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"Yield": 74.6,
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"WestYield": 69.5,
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"EastYield": 75.9,
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"Missouri Valley": 71.5,
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"Glidden": 71.8,
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"Ames": 65.2,
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"Keystone": 78.2,
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"Clarence": 84.5
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}
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},
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{
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"rank": 9,
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"brand": "Iowa State",
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"product": "IAS25C2",
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"traits": "Conv",
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"metrics": {
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"MG": 2.5,
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"Yield": 74.5,
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"WestYield": 71.6,
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"EastYield": 75.1,
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"Missouri Valley": 71,
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"Glidden": 76,
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"Ames": 67.7,
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"Keystone": 75.4,
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"Clarence": 82.2
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}
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},
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{
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"rank": 10,
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"brand": "Nutech/G2 Genetics",
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"product": "27N03E",
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"traits": "E3",
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"metrics": {
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"MG": 2.7,
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"Yield": 74.4,
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"WestYield": 71.1,
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"EastYield": 75.9,
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"Missouri Valley": 67.3,
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"Glidden": 79,
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"Ames": 67,
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"Keystone": 76.4,
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"Clarence": 84.2
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}
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},
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{
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"rank": 11,
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"brand": "Renk",
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"product": "RS255NXF",
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"traits": "RR2XF",
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"metrics": {
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"MG": 2.5,
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"Yield": 74.4,
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"WestYield": 73.5,
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"EastYield": 72.6,
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"Missouri Valley": 77.6,
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"Glidden": 76.1,
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"Ames": 66.7,
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"Keystone": 69.6,
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"Clarence": 81.5
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}
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},
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{
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"rank": 12,
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"brand": "Renk",
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"product": "G2570ES",
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"traits": "E3",
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"metrics": {
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"MG": 2.5,
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"Yield": 73.9,
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"WestYield": 73.6,
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"EastYield": 73.9,
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"Missouri Valley": 72.4,
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"Glidden": 78.6,
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"Ames": 69.8,
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"Keystone": 71.2,
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"Clarence": 80.7
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}
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},
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{
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"rank": 13,
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"brand": "Latham",
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"product": "L 2744 XF",
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"traits": "RR2XF",
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"metrics": {
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"MG": 2.7,
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"Yield": 73.9,
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"WestYield": 68,
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"EastYield": 79.1,
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"Missouri Valley": 71.5,
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"Glidden": 60.8,
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"Ames": 71.9,
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"Keystone": 76.5,
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"Clarence": 88.9
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}
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},
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{
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"rank": 14,
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"brand": "Nutech/G2 Genetics",
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"product": "26N08E",
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"traits": "E3",
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"metrics": {
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"MG": 2.6,
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"Yield": 73.7,
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"WestYield": 70.5,
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"EastYield": 75.5,
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"Missouri Valley": 69.3,
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"Glidden": 72,
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"Ames": 70.3,
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"Keystone": 72,
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"Clarence": 84.3
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}
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},
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{
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"rank": 15,
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"brand": "Golden Harvest",
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"product": "GH2315E3",
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"traits": "E3",
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"metrics": {
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"MG": 2.3,
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"Yield": 73.6,
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"WestYield": 73.7,
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"EastYield": 73.2,
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"Missouri Valley": 72,
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"Glidden": 80,
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"Ames": 69.1,
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"Keystone": 70.3,
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"Clarence": 80.2
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}
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},
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{
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"rank": 16,
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"brand": "Golden Harvest",
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"product": "GH2745XF",
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"traits": "RR2XF",
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"metrics": {
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"MG": 2.7,
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"Yield": 73.1,
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"WestYield": 67.8,
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"EastYield": 78.8,
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"Missouri Valley": 65.7,
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"Glidden": 64.3,
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"Ames": 73.5,
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"Keystone": 75.9,
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"Clarence": 87.1
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}
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},
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{
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"rank": 17,
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"brand": "Iowa State",
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"product": "IAS27C1",
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"traits": "Conv",
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"metrics": {
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"MG": 2.7,
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"Yield": 73,
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"WestYield": 69.4,
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"EastYield": 74.9,
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"Missouri Valley": 71.9,
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"Glidden": 67.5,
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"Ames": 68.7,
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"Keystone": 76.4,
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"Clarence": 79.7
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}
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},
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{
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"rank": 18,
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"brand": "P3 Genetics",
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"product": "2325E",
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"traits": "E3",
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"metrics": {
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"MG": 2.5,
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"Yield": 72.8,
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"WestYield": 72.6,
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"EastYield": 71.3,
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"Missouri Valley": 73.9,
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"Glidden": 78.6,
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"Ames": 65.4,
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"Keystone": 65.6,
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"Clarence": 82.9
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}
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},
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{
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"rank": 19,
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"brand": "Pioneer",
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"product": "P25A16E",
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"traits": "E3",
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"metrics": {
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"MG": 2.5,
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"Yield": 72.8,
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"WestYield": 71,
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"EastYield": 73.2,
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"Missouri Valley": 72.4,
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"Glidden": 72.2,
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"Ames": 68.5,
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"Keystone": 72.6,
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"Clarence": 78.7
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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 2444E",
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"traits": "E3",
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"metrics": {
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"MG": 2.4,
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"Yield": 72.3,
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"WestYield": 68.7,
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"EastYield": 73.1,
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"Missouri Valley": 74.3,
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"Glidden": 69.2,
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"Ames": 62.7,
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"Keystone": 75,
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"Clarence": 81.7
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}
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},
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{
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"rank": 21,
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"brand": "Asgrow",
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"product": "AG27XF4",
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"traits": "RR2XF",
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"metrics": {
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"MG": 2.7,
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"Yield": 72.2,
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"WestYield": 67.1,
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"EastYield": 74.4,
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"Missouri Valley": 69.6,
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"Glidden": 66.7,
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"Ames": 65,
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"Keystone": 71.5,
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"Clarence": 86.6
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}
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},
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{
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"rank": 22,
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"brand": "Iowa State",
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"product": "IAS27C3",
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"traits": "Conv",
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"metrics": {
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"MG": 2.7,
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"Yield": 71.8,
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"WestYield": 67.4,
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"EastYield": 73.6,
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"Missouri Valley": 67.8,
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"Glidden": 70.2,
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"Ames": 64.3,
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"Keystone": 72.9,
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"Clarence": 83.6
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}
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},
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{
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"rank": 23,
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"brand": "Latham",
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"product": "L 2391 E3",
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"traits": "E3",
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"metrics": {
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"MG": 2.3,
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"Yield": 71.7,
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"WestYield": 71,
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"EastYield": 70.9,
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"Missouri Valley": 66.7,
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"Glidden": 78.7,
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"Ames": 67.4,
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"Keystone": 66.4,
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"Clarence": 79
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}
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},
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{
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"rank": 24,
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"brand": "Cornelius",
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"product": "CB25XF99",
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"traits": "RR2XF",
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"metrics": {
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"MG": 2.5,
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"Yield": 71.7,
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"WestYield": 68.3,
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"EastYield": 71.3,
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"Missouri Valley": 75.8,
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"Glidden": 66,
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"Ames": 63.2,
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"Keystone": 70,
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"Clarence": 80.7
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}
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},
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{
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"rank": 25,
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"brand": "Cornelius",
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"product": "CB27XF17",
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"traits": "RR2XF",
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"metrics": {
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"MG": 2.7,
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"Yield": 71.6,
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"WestYield": 69.2,
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"EastYield": 72,
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"Missouri Valley": 70.9,
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"Glidden": 73,
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"Ames": 63.8,
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"Keystone": 70.3,
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"Clarence": 81.9
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}
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},
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{
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"rank": 26,
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"brand": "Xitavo",
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"product": "XO 2735E",
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"traits": "E3",
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"metrics": {
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"MG": 2.7,
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"Yield": 71,
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"WestYield": 68,
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"EastYield": 72,
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"Missouri Valley": 67.3,
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"Glidden": 72.9,
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"Ames": 63.7,
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"Keystone": 73.3,
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"Clarence": 79.1
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}
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},
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{
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"rank": 27,
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"brand": "NK Seeds",
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"product": "NK23-P1E3",
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"traits": "E3",
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"metrics": {
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"MG": 2.3,
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"Yield": 70.8,
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"WestYield": 71.7,
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"EastYield": 69.5,
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"Missouri Valley": 70.3,
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"Glidden": 75.9,
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"Ames": 68.9,
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"Keystone": 65.9,
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"Clarence": 73.7
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}
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},
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{
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"rank": 28,
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"brand": "Cornelius",
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"product": "CB24XF75",
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"traits": "RR2XF",
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"metrics": {
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"MG": 2.4,
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"Yield": 70.7,
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"WestYield": 69.4,
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"EastYield": 70.1,
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"Missouri Valley": 71.9,
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"Glidden": 71.2,
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"Ames": 64.9,
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"Keystone": 68.7,
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"Clarence": 76.6
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}
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},
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{
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"rank": 29,
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"brand": "Dyna-Gro",
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"product": "S23EN05",
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"traits": "E3",
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"metrics": {
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"MG": 2.3,
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"Yield": 70.4,
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"WestYield": 68.9,
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"EastYield": 71.1,
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"Missouri Valley": 69.3,
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"Glidden": 71.1,
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"Ames": 66.2,
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"Keystone": 66.3,
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"Clarence": 80.7
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}
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},
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{
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"rank": 30,
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"brand": "Golden Harvest",
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"product": "GH2775E3",
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"traits": "E3",
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"metrics": {
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"MG": 2.7,
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"Yield": 70.1,
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"WestYield": 67,
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"EastYield": 71.3,
|
|
"Missouri Valley": 68.5,
|
|
"Glidden": 68.9,
|
|
"Ames": 63.7,
|
|
"Keystone": 68.9,
|
|
"Clarence": 81.3
|
|
}
|
|
},
|
|
{
|
|
"rank": 31,
|
|
"brand": "Xitavo",
|
|
"product": "XO 2305E",
|
|
"traits": "E3",
|
|
"metrics": {
|
|
"MG": 2.3,
|
|
"Yield": 69.1,
|
|
"WestYield": 68,
|
|
"EastYield": 66.5,
|
|
"Missouri Valley": 72.5,
|
|
"Glidden": 73.3,
|
|
"Ames": 58.2,
|
|
"Keystone": 68.1,
|
|
"Clarence": 73.3
|
|
}
|
|
},
|
|
{
|
|
"rank": 32,
|
|
"brand": "NK Seeds",
|
|
"product": "NK27-J5E3",
|
|
"traits": "E3",
|
|
"metrics": {
|
|
"MG": 2.7,
|
|
"Yield": 68.6,
|
|
"WestYield": 66.4,
|
|
"EastYield": 69.7,
|
|
"Missouri Valley": 67.2,
|
|
"Glidden": 67.7,
|
|
"Ames": 64.3,
|
|
"Keystone": 65.7,
|
|
"Clarence": 79.1
|
|
}
|
|
},
|
|
{
|
|
"rank": 33,
|
|
"brand": "Pioneer",
|
|
"product": "P23A40E",
|
|
"traits": "E3",
|
|
"metrics": {
|
|
"MG": 2.3,
|
|
"Yield": 68.4,
|
|
"WestYield": 63,
|
|
"EastYield": 71.7,
|
|
"Missouri Valley": 64.1,
|
|
"Glidden": 59.3,
|
|
"Ames": 65.5,
|
|
"Keystone": 65.4,
|
|
"Clarence": 84.3
|
|
}
|
|
},
|
|
{
|
|
"rank": 34,
|
|
"brand": "Asgrow",
|
|
"product": "AG25XF5",
|
|
"traits": "RR2XF",
|
|
"metrics": {
|
|
"MG": 2.5,
|
|
"Yield": 68,
|
|
"WestYield": 64.2,
|
|
"EastYield": 67.9,
|
|
"Missouri Valley": 70.2,
|
|
"Glidden": 61.9,
|
|
"Ames": 60.5,
|
|
"Keystone": 67.1,
|
|
"Clarence": 76.3
|
|
}
|
|
},
|
|
{
|
|
"rank": 35,
|
|
"brand": "Xitavo",
|
|
"product": "XO 2625E",
|
|
"traits": "E3",
|
|
"metrics": {
|
|
"MG": 2.6,
|
|
"Yield": 66,
|
|
"WestYield": 64.1,
|
|
"EastYield": 68,
|
|
"Missouri Valley": 63.1,
|
|
"Glidden": 64.4,
|
|
"Ames": 64.9,
|
|
"Keystone": 65.4,
|
|
"Clarence": 73.7
|
|
}
|
|
},
|
|
{
|
|
"rank": 36,
|
|
"brand": "Benson Hill",
|
|
"product": "BH23H228",
|
|
"traits": "Conv",
|
|
"metrics": {
|
|
"MG": 2.3,
|
|
"Yield": 64.2,
|
|
"WestYield": 61.5,
|
|
"EastYield": 64.7,
|
|
"Missouri Valley": 63.9,
|
|
"Glidden": 60.5,
|
|
"Ames": 60.3,
|
|
"Keystone": 66.6,
|
|
"Clarence": 67.3
|
|
}
|
|
},
|
|
{
|
|
"rank": 37,
|
|
"brand": "Benson Hill",
|
|
"product": "BH23Q217",
|
|
"traits": "Conv",
|
|
"metrics": {
|
|
"MG": 2.3,
|
|
"Yield": 63.4,
|
|
"WestYield": 61.3,
|
|
"EastYield": 63.8,
|
|
"Missouri Valley": 60.4,
|
|
"Glidden": 65.8,
|
|
"Ames": 57.7,
|
|
"Keystone": 66.2,
|
|
"Clarence": 67.4
|
|
}
|
|
},
|
|
{
|
|
"rank": 38,
|
|
"brand": "Benson Hill",
|
|
"product": "BH25C137",
|
|
"traits": "Conv",
|
|
"metrics": {
|
|
"MG": 2.5,
|
|
"Yield": 62.1,
|
|
"WestYield": 59.3,
|
|
"EastYield": 63.2,
|
|
"Missouri Valley": 64.7,
|
|
"Glidden": 55.4,
|
|
"Ames": 57.7,
|
|
"Keystone": 61.7,
|
|
"Clarence": 70.1
|
|
}
|
|
},
|
|
{
|
|
"rank": 39,
|
|
"brand": "Legacy Seeds",
|
|
"product": "DF 262 NF",
|
|
"traits": "Conv",
|
|
"metrics": {
|
|
"MG": 2.6,
|
|
"Yield": 60.9,
|
|
"WestYield": 57.4,
|
|
"EastYield": 63.2,
|
|
"Missouri Valley": 53.1,
|
|
"Glidden": 61.7,
|
|
"Ames": 57.4,
|
|
"Keystone": 63.4,
|
|
"Clarence": 68.9
|
|
}
|
|
}
|
|
],
|
|
"n_results": 39,
|
|
"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": "2026-06-10T12:12:53.053286+00:00",
|
|
"scraper_version": "0.1.0"
|
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}
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