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75f714b454e0ec8b9daf3a78f7897df16bffae94
seed-mcp/corpus/bayer_seeds/asgrow-ag37xf1.json
T
justin 75f714b454 Phase 4-5: deployable container + corpus snapshot + CI fixes 
deploy/docker-compose.yml — replace <product>/<registry> placeholders
with concrete values for Drawbar's stack:
- image: git.jpaul.io/justin/seed-mcp:latest (CF tunnel for pulls; CI
  pushes via LAN 192.168.0.2:1234 to avoid 100 MB body cap)
- container_name: seed-mcp
- port 8001:8000 (8001 host-side to not collide with crop-chem-docs
  on 8000)
- PRODUCT_NAME=crop_seed, hybrid search enabled, stateless HTTP
- llama-rerank shared with crop-chem-docs (NOT redefined here —
  expected to already be in Drawbar's parent compose network)
- networks.drawbar-mcp external: true so seed-mcp joins the existing
  cross-MCP shared network

.gitignore — corpus/ is now COMMITTED, not ignored. The monthly
refresh workflow scrapes and commits corpus changes; the image-only
workflow rebuilds indexes from the committed corpus. Allowing the
corpus to flow through git means the :corpus-YYYY.MM.DD image tag
pins to a specific seed-catalog snapshot. chroma/ and bm25/ remain
ignored — those are deterministically derived from corpus.

Initial committed snapshot: 614 varieties.
- bayer_seeds: 475 (DEKALB 288 + Asgrow 102 + WestBred 85)
- golden_harvest: 139 (Syngenta corn + soy; 36 sitemap URLs
  302-redirected = discontinued)

rag/chunk.py — normalize brand and crop to uppercase/lowercase in
Chroma metadata so cross-vendor brand-filter lookups don't break on
casing inconsistency (Bayer stores "DEKALB", Golden Harvest stores
"Golden Harvest"; _build_where uppercases user-supplied brand which
matched the former but not the latter pre-fix). Sidecar JSON keeps
original casing for display.

Stub scrapers (nk, agripro, becks_pfr, becks_products) — change
return code from 2 to 0 so the monthly-refresh CI workflow doesn't
fail on deferred sources. Real implementations will return 0 on
success / 1 on failure when they ship.

Smoke-tested cross-vendor retrieval against the 614-chunk index:
- list_versions shows both vendors with correct facet counts
- broad "corn hybrid 100 RM" query returns both DEKALB and Golden
  Harvest hits in top 5
- brand='Golden Harvest' filter returns 3 GH-only varieties
- variety-code prefilter still works (E085Z5 → top hit on GH)

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-25 13:40:05 -04:00

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{
"source": "bayer_seeds",
"source_key": "asgrow-ag37xf1",
"vendor": "Bayer",
"brand": "ASGROW",
"product_name": "AG37XF1 BRAND",
"product_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US",
"hybrid_prefix": "AG37XF1",
"hybrid_suffix": "BRAND",
"crop": "soybeans",
"release_year": 2021,
"relative_maturity": null,
"maturity_group": "3.7",
"wheat_class": null,
"trait_stack": [
"XF"
],
"trait_descriptions": [
"XtendFlex"
],
"positioning_statement": "Asgrow® AG37XF1 brand is a 3.7 RM XtendFlex® soybean with high yield potential, broad adaptability, and an excellent set of disease protection traits, including resistance to soybean cyst nematode, Phytophthora root rot, and SDS.",
"strengths": [
"Medium tall plant with good emergence and standability",
"Resistance to SCN and Phytophthora root rot",
"Good tolerance to sudden death syndrome",
"Tolerance to southern stem canker"
],
"characteristics_groups": [
{
"label": "DISEASE RATINGS",
"type": "disease ratings",
"items": [
{
"characteristic": "SOUTHERN ROOT KNOT (M. INCOGNITA)",
"value": "-"
},
{
"characteristic": "SOYBEAN CYST NEMATODE",
"value": "R3"
},
{
"characteristic": "PRR RESISTANCE",
"value": "Rps1c"
},
{
"characteristic": "PRR FIELD TOLERANCE",
"value": "5"
},
{
"characteristic": "WHITE MOLD",
"value": "4"
},
{
"characteristic": "SUDDEN DEATH SYNDROME",
"value": "4"
},
{
"characteristic": "FROGEYE LEAF SPOT",
"value": "5"
},
{
"characteristic": "SOUTHERN STEM CANKER",
"value": "4"
}
]
},
{
"label": "SENSITIVITY",
"type": "sensitivity",
"items": [
{
"characteristic": "CHLORIDE SENSITIVITY",
"value": "Inc"
}
]
},
{
"label": "MANAGEMENT",
"type": "management",
"items": [
{
"characteristic": "MATURITY GROUP",
"value": "3"
},
{
"characteristic": "VARIETY CODE",
"value": "1083646"
}
]
},
{
"label": "PLANT DESCRIPTION",
"type": "plantDescription",
"items": [
{
"characteristic": "GROWTH HABIT",
"value": "Indeterminate"
},
{
"characteristic": "HILUM COLOR",
"value": "IB"
},
{
"characteristic": "OIL CONTENT",
"value": "18.9"
},
{
"characteristic": "POD WALL COLOR",
"value": "BR"
},
{
"characteristic": "PROTEIN CONTENT",
"value": "36.7"
},
{
"characteristic": "QUALITY TRAIT",
"value": "-"
},
{
"characteristic": "RELATIVE MATURITY",
"value": "3.7"
},
{
"characteristic": "HERBICIDE TOLERANT TRAIT",
"value": "XF"
},
{
"characteristic": "CANOPY",
"value": "MB"
},
{
"characteristic": "FLOWER COLOR",
"value": "Purple"
},
{
"characteristic": "PUBESCENCE COLOR",
"value": "G"
},
{
"characteristic": "PLANT HEIGHT CATEGORY",
"value": "MT"
}
]
},
{
"label": "PRODUCTION",
"type": "production",
"items": [
{
"characteristic": "EMERGENCE",
"value": "1"
},
{
"characteristic": "STANDABILITY",
"value": "3"
},
{
"characteristic": "NO-TILL ADAPTABILITY",
"value": "1"
},
{
"characteristic": "IRON CHLOROSIS",
"value": "4"
}
]
}
],
"_scale_direction": "1-9 (9 = best)",
"regional_recommendations": [
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Nora Schultz",
"agronomist_email": "nora.schultz@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_JBM_1"
},
{
"product_list_name": "Western Missouri",
"agronomist": "Jody Foutch",
"agronomist_email": "jody.foutch@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C8S_2"
},
{
"product_list_name": "2023 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_J4P_1"
},
{
"product_list_name": "West Central Illinois 2023",
"agronomist": "Chris Kallal",
"agronomist_email": "christopher.kallal@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C1P_1"
},
{
"product_list_name": "2025 Northeast Seed Guide",
"agronomist": "Shaun Heinbaugh",
"agronomist_email": "shaun.heinbaugh@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C6F_2"
},
{
"product_list_name": "Eastern Missouri 2025",
"agronomist": "Joe Harris",
"agronomist_email": "joe.harris@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C8B_1"
},
{
"product_list_name": "2024-2025 Dekalb Seed Guide",
"agronomist": "Andrew Penney",
"agronomist_email": "andrew.penney@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_JBG_1"
},
{
"product_list_name": "Eastern Missouri 2025",
"agronomist": "Joe Harris",
"agronomist_email": "joe.harris@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C8F_1"
},
{
"product_list_name": "2026 South Central/Southwest KS Guide",
"agronomist": "Holly Thrasher",
"agronomist_email": "holly.thrasher@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_J5L_1"
},
{
"product_list_name": "2025-26 Central Kansas",
"agronomist": "Jeff Schaef",
"agronomist_email": "jeffery.schaef@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_JEF_1"
},
{
"product_list_name": "West Central Illinois 2025",
"agronomist": "Lance Tarochione",
"agronomist_email": "lance.tarochione@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C1R_1"
},
{
"product_list_name": "SOUTHERN ILLINOIS SMARTSTAX TRAIT FOCUS",
"agronomist": "Josh Tooley",
"agronomist_email": "joshua.tooley@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C2G_1"
},
{
"product_list_name": "SOUTHERN ILLINOIS SMARTSTAX TRAIT FOCUS",
"agronomist": "Josh Tooley",
"agronomist_email": "joshua.tooley@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C2M_1"
},
{
"product_list_name": "SOUTHERN ILLINOIS VT2P TRAIT FOCUS",
"agronomist": "Josh Tooley",
"agronomist_email": "joshua.tooley@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C2F_2"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Nora Schultz",
"agronomist_email": "nora.schultz@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_J7B_1"
},
{
"product_list_name": "SOUTHERN ILLINOIS VT2P TRAIT FOCUS",
"agronomist": "Mackenzie Trader",
"agronomist_email": "mackenzie.trader.ext@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C2P_1"
},
{
"product_list_name": "2025 South Central/Southwest KS Guide",
"agronomist": "Holly Thrasher",
"agronomist_email": "holly.thrasher@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_J5M_2"
},
{
"product_list_name": "2025 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_JEA_1"
},
{
"product_list_name": "2026 South Central/Southwest KS Guide",
"agronomist": "Holly Thrasher",
"agronomist_email": "holly.thrasher@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_J5J_1"
},
{
"product_list_name": "handout2026",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_J6C_1"
},
{
"product_list_name": "2025 WTX, OK, and NM SEED GUIDE",
"agronomist": "Kagan Randolph",
"agronomist_email": "kagan.randolph@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_G5R_2"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Nora Schultz",
"agronomist_email": "nora.schultz@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_JBR_1"
},
{
"product_list_name": "West Central Illinois 2025",
"agronomist": "Lance Tarochione",
"agronomist_email": "lance.tarochione@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C1D_1"
},
{
"product_list_name": "West Central Illinois 2023",
"agronomist": "Lance Tarochione",
"agronomist_email": "lance.tarochione@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C1R_2"
},
{
"product_list_name": "Southwest Iowa 24",
"agronomist": "Andrew Penney",
"agronomist_email": "andrew.penney@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_JBG_2"
},
{
"product_list_name": "SOUTHERN ILLINOIS VT2P TRAIT FOCUS",
"agronomist": "Mackenzie Trader",
"agronomist_email": "mackenzie.trader.ext@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C2J_1"
},
{
"product_list_name": "2024 South Central/Southwest Kansas",
"agronomist": "Holly Thrasher",
"agronomist_email": "holly.thrasher@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_J5L_3"
},
{
"product_list_name": "2024-25 Central Kansas",
"agronomist": "Jeff Schaef",
"agronomist_email": "jeffery.schaef@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_JEF_2"
},
{
"product_list_name": "Duplicate 2023 Northeast Seed Resource G",
"agronomist": "Shaun Heinbaugh",
"agronomist_email": "shaun.heinbaugh@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C6L_1"
},
{
"product_list_name": "Northwest Kansas & Colorado 2026",
"agronomist": "David Brachtenbach",
"agronomist_email": "david.brachtenbach@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_J5B_1"
},
{
"product_list_name": "2026 WTX, OK & NM SEED GUIDE",
"agronomist": "Kagan Randolph",
"agronomist_email": "kagan.randolph@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_G5R_1"
},
{
"product_list_name": "Southwest Iowa 25",
"agronomist": "John Swalwell",
"agronomist_email": "john.swalwell@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_JBK_1"
},
{
"product_list_name": "SOUTHERN ILLINOIS SMARTSTAX TRAIT FOCUS",
"agronomist": "Josh Tooley",
"agronomist_email": "joshua.tooley@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C2C_1"
},
{
"product_list_name": "SOUTHERN ILLINOIS SMARTSTAX TRAIT FOCUS",
"agronomist": "Josh Tooley",
"agronomist_email": "joshua.tooley@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C2F_1"
},
{
"product_list_name": "2024 South Central/Southwest Kansas",
"agronomist": "Holly Thrasher",
"agronomist_email": "holly.thrasher@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_J5M_3"
},
{
"product_list_name": "2025 WTX, OK, and NM SEED GUIDE",
"agronomist": "Kagan Randolph",
"agronomist_email": "kagan.randolph@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_G5H_2"
},
{
"product_list_name": "2025-26 Central Kansas",
"agronomist": "Jeff Schaef",
"agronomist_email": "jeffery.schaef@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_J5C_1"
},
{
"product_list_name": "Duplicate 2023 Northeast Seed Resource G",
"agronomist": "Shaun Heinbaugh",
"agronomist_email": "shaun.heinbaugh@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C6J_1"
},
{
"product_list_name": "SOUTHERN ILLINOIS VT2P TRAIT FOCUS",
"agronomist": "Josh Tooley",
"agronomist_email": "joshua.tooley@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C2C_2"
},
{
"product_list_name": "Northwest Missouri 2025",
"agronomist": "Jody Foutch",
"agronomist_email": "jody.foutch@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C8K_1"
},
{
"product_list_name": "Southwest Iowa 24",
"agronomist": "Andrew Penney",
"agronomist_email": "andrew.penney@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_JBD_2"
},
{
"product_list_name": "Southwest Iowa 25",
"agronomist": "John Swalwell",
"agronomist_email": "john.swalwell@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_JBC_1"
},
{
"product_list_name": "2023 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_J4F_1"
},
{
"product_list_name": "SOUTHERN ILLINOIS VT2P TRAIT FOCUS",
"agronomist": "Josh Tooley",
"agronomist_email": "joshua.tooley@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C2M_2"
},
{
"product_list_name": "2024-25 Central Kansas",
"agronomist": "Jeff Schaef",
"agronomist_email": "jeffery.schaef@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_JEG_2"
},
{
"product_list_name": "Chris 2026 handout",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_J6B_1"
},
{
"product_list_name": "2025 SOUTHEAST & SOUTHCENTRAL NEBRASKA",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_J6M_1"
},
{
"product_list_name": "2025 Northeast Seed Guide",
"agronomist": "Shaun Heinbaugh",
"agronomist_email": "shaun.heinbaugh@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C6L_2"
},
{
"product_list_name": "Western Missouri",
"agronomist": "Jody Foutch",
"agronomist_email": "jody.foutch@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C8K_2"
},
{
"product_list_name": "Northwest Kansas & Colorado 2026",
"agronomist": "David Brachtenbach",
"agronomist_email": "david.brachtenbach@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_J5F_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Nora Schultz",
"agronomist_email": "nora.schultz@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_JBQ_1"
},
{
"product_list_name": "2025 Northeast Seed Guide",
"agronomist": "Shaun Heinbaugh",
"agronomist_email": "shaun.heinbaugh@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C6J_2"
},
{
"product_list_name": "West Central Illinois 2023",
"agronomist": "Lance Tarochione",
"agronomist_email": "lance.tarochione@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C1D_2"
},
{
"product_list_name": "West Central Illinois 2023",
"agronomist": "Lance Tarochione",
"agronomist_email": "lance.tarochione@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C1M_2"
},
{
"product_list_name": "2023 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_J4N_1"
},
{
"product_list_name": "2025 SOUTHEAST & SOUTHCENTRAL NEBRASKA",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_J6J_1"
},
{
"product_list_name": "Eastern Missouri 2025",
"agronomist": "Joe Harris",
"agronomist_email": "joe.harris@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_C8A_1"
},
{
"product_list_name": "2025 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_JED_1"
},
{
"product_list_name": "2026 WTX, OK & NM SEED GUIDE",
"agronomist": "Kagan Randolph",
"agronomist_email": "kagan.randolph@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_G5G_1"
},
{
"product_list_name": "2025 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_JEB_1"
},
{
"product_list_name": "2025 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_JEC_1"
},
{
"product_list_name": "Northwest Missouri 2025",
"agronomist": "Jody Foutch",
"agronomist_email": "jody.foutch@bayer.com",
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},
{
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{
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{
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{
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{
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{
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{
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},
{
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},
{
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{
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{
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{
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{
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},
{
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"variant_id": "SOYBEANS_AG37XF1 BRAND_ASGROW_US_2026_ZB5_1"
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{
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},
{
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},
{
"product_list_name": "West Central Illinois 2023",
"agronomist": "Lance Tarochione",
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{
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{
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{
"product_list_name": "Chris 2026 handout",
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{
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{
"product_list_name": "Duplicate 2023 Northeast Seed Resource G",
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{
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{
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},
{
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{
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{
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{
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}
],
"image_url": "https://cs-assets.bayer.com/is/image/bayer/Asgrow_SeedBag_60267_2_B",
"source_urls": [
"https://www.cropscience.bayer.us/soybeans/asgrow/asgrow-ag37xf1-soybeans"
],
"sitemap_last_modified": "2026-05-12T14:41:03.667Z",
"fetched_at": "2026-05-25T16:59:52.238875+00:00",
"scraper_version": "0.1.0"
}
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