{ "metadata": { "what": "Agricultural land cover and resident agriculture/forestry/fishing/hunting employment for 169 Connecticut towns.", "generated_by": "Data/fetch_ct_agriculture.py", "pulled": "2026-09-11T17:26:25.605502+00:00", "years": [ 2023, 2024 ], "land_year": 2023, "acs_period": "2020-2024", "source": "CT ECO / UConn / USGS Annual NLCD; US Census Bureau ACS 5-year C24030", "landing_page": "https://maps.cteco.uconn.edu/projects/landcover/cl_nlcd/", "sources": { "retrieved_utc": "2026-09-11T17:26:25.605502+00:00", "land_query": "https://cteco.uconn.edu/ctmaps/rest/services/Landcover/ByTown_1985_2023/MapServer/0/query?where=STATE_NAME%3D%27Connecticut%27&outFields=TOWN_NAME,STATE_NAME,AreaAcres,a_ws,p_ws,p_Agriculture_aNLCD_2023,a_Forest_aNLCD_2023,a_Developed_aNLCD_2023,a_Turf_aNLCD_2023,a_Agriculture_aNLCD_2023,a_Wetland_aNLCD_2023,a_Water_aNLCD_2023,a_OtherGrasses_aNLCD_2023,a_Barren_aNLCD_2023&returnGeometry=false&f=json", "acs_url": "https://www2.census.gov/programs-surveys/acs/summary_file/2024/table-based-SF/data/5YRData/acsdt5y2024-c24030.dat", "acs_table_definition": "https://api.census.gov/data/2024/acs/acs5/groups/C24030.json" }, "validation": { "full_town_area_checks": 169, "published_percent_checks": 169, "disagreements": [] }, "rank_note": "Rank 1 is lowest; competition ranks use unrounded values. ACS ranks are point-estimate ranks, not statistically established ordering.", "land_note": "Agriculture is cultivated crops plus pasture/hay. Share divides by AreaAcres minus mapped open water. Wetlands stay in denominator. Does not measure all farm-owned land, farm count, output, or PA 490 acres. 30 m classification can miss small plots and indoor agriculture. All eight exclusive class totals were checked against full town area, including towns crossing the watershed boundary.", "acs_note": "C24030 E004 + E031 divided by E001. Civilian employed residents age 16+, regardless of workplace. Includes forestry, fishing and hunting; excludes mining. Includes self-employment; describes pooled 2020-2024 survey responses, not 2024 alone or local farm jobs. Negative sentinels remain missing; estimated zero is not proof of no workers.", "workplace_note": "Historical CT DOL QCEW NAICS 11, from Data/qcew/qcew_towns.csv (https://data.ct.gov/d/7zu6-8dcr). UI-covered jobs located in town, including forestry/fishing/hunting; excludes self-employed and some farm employment. A row exists only where the sector exists, so an average employment of exactly 0 is read as a withheld cell, not a measured zero, and the town is left unranked; all six such NAICS 11 rows also have their establishment count withheld. 2016 comparison ranks only towns with disclosed data; its median is not the all-town median. Missing sector rows may be suppressed and are never zero. 2013 values are separate historical context, never substituted into the 2016 ranking. Newer DOL portal returned a JavaScript challenge during collection; this is a retrieval limit, not a claim that newer QCEW data does not exist.", "moe_source": "https://www.census.gov/content/dam/Census/library/publications/2020/acs/acs_general_handbook_2020_ch08.pdf", "moe_note": "Approximate 90% MOE: combine male/female numerator MOEs in quadrature, then sqrt(MOE_num^2 - p^2*MOE_den^2)/den*100. Use addition if radicand is negative. Display interval clipped to 0-100. Low precision when MOE >= estimate, estimate is zero, or MOE unavailable. Median of point estimates is descriptive; no median MOE estimated.", "external_cross_check": "Land shares reconciled to publisher percentages after retaining a total-area denominator; this is an internal source check, not independent confirmation. No independent town farm-acreage inventory collected. QCEW is a different workplace/coverage/period measure and cannot validate ACS counts." }, "metrics": { "ag_land_pct": { "towns_with_values": 169, "median": 3.7710927512109578 }, "ag_total_area_pct": { "towns_with_values": 169, "median": 3.70382815102234 }, "resident_ag_pct": { "towns_with_values": 169, "median": 0.2626527932114355 }, "workplace_ag_pct_2016": { "towns_with_values": 33, "median": 1.279317697228145 } }, "towns": { "Andover": { "town": "Andover", "neighbors": [ "Bolton", "Columbia", "Coventry", "Hebron" ], "town_acres": 10056.92, "open_water_acres": 174.14, "land_acres": 9882.78, "agricultural_acres": 391.41, "ag_land_pct": 3.9605252773005164, "ag_total_area_pct": 3.891947037462762, "forest_land_pct": 82.9064291626445, "resident_workers": 1854.0, "resident_ag_workers": 0.0, "resident_ag_pct": 0.0, "resident_ag_pct_moe90": 1.0679066814036318, "resident_ag_low90": 0, "resident_ag_high90": 1.0679066814036318, "resident_ag_low_precision": true, "workplace_ag_jobs_2013": null, "workplace_total_jobs_2013": 336.0, "workplace_ag_pct_2013": null, "workplace_ag_jobs_2016": null, "workplace_total_jobs_2016": 357.0, "workplace_ag_pct_2016": null, "ag_land_pct_rank": 89, "ag_total_area_pct_rank": 88, "resident_ag_pct_rank": 1, "workplace_ag_pct_2016_rank": null }, "Ansonia": { "town": "Ansonia", "neighbors": [ "Derby", "Seymour", "Woodbridge" ], "town_acres": 4000.11, "open_water_acres": 56.49, "land_acres": 3943.6200000000003, "agricultural_acres": 3.78, "ag_land_pct": 0.09585102012871421, "ag_total_area_pct": 0.09449740132146366, "forest_land_pct": 28.659201444358228, "resident_workers": 10024.0, "resident_ag_workers": 3.0, "resident_ag_pct": 0.029928172386272944, "resident_ag_pct_moe90": 0.05812182946661473, "resident_ag_low90": 0, "resident_ag_high90": 0.08805000185288768, "resident_ag_low_precision": true, "workplace_ag_jobs_2013": null, "workplace_total_jobs_2013": 3358.0, "workplace_ag_pct_2013": null, "workplace_ag_jobs_2016": null, "workplace_total_jobs_2016": 3281.0, "workplace_ag_pct_2016": null, "ag_land_pct_rank": 11, "ag_total_area_pct_rank": 11, "resident_ag_pct_rank": 34, "workplace_ag_pct_2016_rank": null }, "Ashford": { "town": "Ashford", "neighbors": [ "Chaplin", "Eastford", "Mansfield", "Union", "Willington" ], "town_acres": 25268.41, "open_water_acres": 257.31, "land_acres": 25011.1, "agricultural_acres": 1480.93, "ag_land_pct": 5.921091035580202, "ag_total_area_pct": 5.860796148234099, "forest_land_pct": 85.58927836040799, "resident_workers": 1955.0, "resident_ag_workers": 0.0, "resident_ag_pct": 0.0, "resident_ag_pct_moe90": 1.012736054896334, "resident_ag_low90": 0, "resident_ag_high90": 1.012736054896334, "resident_ag_low_precision": true, "workplace_ag_jobs_2013": null, "workplace_total_jobs_2013": 539.0, "workplace_ag_pct_2013": null, "workplace_ag_jobs_2016": null, "workplace_total_jobs_2016": 557.0, "workplace_ag_pct_2016": null, "ag_land_pct_rank": 106, "ag_total_area_pct_rank": 107, "resident_ag_pct_rank": 1, "workplace_ag_pct_2016_rank": null }, "Avon": { "town": "Avon", "neighbors": [ "Bloomfield", "Burlington", "Canton", "Farmington", "Simsbury", "West Hartford" ], "town_acres": 14992.34, "open_water_acres": 202.38, "land_acres": 14789.960000000001, "agricultural_acres": 520.4, "ag_land_pct": 3.5186031605224084, "ag_total_area_pct": 3.4711059114187646, "forest_land_pct": 46.98417034258375, "resident_workers": 9338.0, "resident_ag_workers": 0.0, "resident_ag_pct": 0.0, "resident_ag_pct_moe90": 0.31803903201793743, "resident_ag_low90": 0, "resident_ag_high90": 0.31803903201793743, "resident_ag_low_precision": true, "workplace_ag_jobs_2013": null, "workplace_total_jobs_2013": 8055.0, "workplace_ag_pct_2013": null, "workplace_ag_jobs_2016": null, "workplace_total_jobs_2016": 8280.0, "workplace_ag_pct_2016": null, "ag_land_pct_rank": 79, "ag_total_area_pct_rank": 80, "resident_ag_pct_rank": 1, "workplace_ag_pct_2016_rank": null }, "Barkhamsted": { "town": "Barkhamsted", "neighbors": [ "Canton", "Colebrook", "Granby", "Hartland", "New Hartford", "Winchester" ], "town_acres": 24775.34, "open_water_acres": 1642.38, "land_acres": 23132.96, "agricultural_acres": 458.36, "ag_land_pct": 1.9814152620330472, "ag_total_area_pct": 1.8500654279618363, "forest_land_pct": 88.4369315470221, "resident_workers": 2055.0, "resident_ag_workers": 0.0, "resident_ag_pct": 0.0, "resident_ag_pct_moe90": 0.963454495047364, "resident_ag_low90": 0, "resident_ag_high90": 0.963454495047364, "resident_ag_low_precision": true, "workplace_ag_jobs_2013": null, "workplace_total_jobs_2013": 597.0, "workplace_ag_pct_2013": null, "workplace_ag_jobs_2016": null, "workplace_total_jobs_2016": 530.0, "workplace_ag_pct_2016": null, "ag_land_pct_rank": 55, "ag_total_area_pct_rank": 55, "resident_ag_pct_rank": 1, "workplace_ag_pct_2016_rank": null }, "Beacon Falls": { "town": "Beacon Falls", "neighbors": [ "Bethany", "Naugatuck", "Oxford", "Seymour" ], "town_acres": 6312.19, "open_water_acres": 54.93, "land_acres": 6257.259999999999, "agricultural_acres": 199.27, "ag_land_pct": 3.184620744543139, "ag_total_area_pct": 3.156907507537004, "forest_land_pct": 63.978962037697016, "resident_workers": 3191.0, "resident_ag_workers": 0.0, "resident_ag_pct": 0.0, "resident_ag_pct_moe90": 0.8420575896298591, "resident_ag_low90": 0, "resident_ag_high90": 0.8420575896298591, "resident_ag_low_precision": true, "workplace_ag_jobs_2013": null, "workplace_total_jobs_2013": 843.0, "workplace_ag_pct_2013": null, "workplace_ag_jobs_2016": null, "workplace_total_jobs_2016": 884.0, "workplace_ag_pct_2016": null, "ag_land_pct_rank": 72, "ag_total_area_pct_rank": 74, "resident_ag_pct_rank": 1, "workplace_ag_pct_2016_rank": null }, "Berlin": { "town": "Berlin", "neighbors": [ "Cromwell", "Meriden", "Middletown", "New Britain", "Newington", "Rocky Hill", "Southington" ], "town_acres": 17356.69, "open_water_acres": 375.18, "land_acres": 16981.51, "agricultural_acres": 934.28, 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"ag_land_pct_rank": 132, "ag_total_area_pct_rank": 134, "resident_ag_pct_rank": 142, "workplace_ag_pct_2016_rank": null }, "Branford": { "town": "Branford", "neighbors": [ "East Haven", "Guilford", "North Branford" ], "town_acres": 14208.52, "open_water_acres": 351.83, "land_acres": 13856.69, "agricultural_acres": 149.23, "ag_land_pct": 1.0769527210322232, "ag_total_area_pct": 1.0502853217646875, "forest_land_pct": 38.36017115198507, "resident_workers": 15260.0, "resident_ag_workers": 0.0, "resident_ag_pct": 0.0, "resident_ag_pct_moe90": 0.23168636342940616, "resident_ag_low90": 0, "resident_ag_high90": 0.23168636342940616, "resident_ag_low_precision": true, "workplace_ag_jobs_2013": null, "workplace_total_jobs_2013": 12598.0, "workplace_ag_pct_2013": null, "workplace_ag_jobs_2016": null, "workplace_total_jobs_2016": 12976.0, "workplace_ag_pct_2016": null, "ag_land_pct_rank": 38, "ag_total_area_pct_rank": 38, "resident_ag_pct_rank": 1, "workplace_ag_pct_2016_rank": null }, "Bridgeport": { "town": "Bridgeport", "neighbors": [ "Fairfield", "Stratford", "Trumbull" ], "town_acres": 10463.79, "open_water_acres": 146.78, "land_acres": 10317.01, "agricultural_acres": 0.22, "ag_land_pct": 0.0021324007633994734, "ag_total_area_pct": 0.0021024886776206324, "forest_land_pct": 3.666663112665394, "resident_workers": 74697.0, "resident_ag_workers": 54.0, "resident_ag_pct": 0.07229205992208522, "resident_ag_pct_moe90": 0.07852402336344604, "resident_ag_low90": 0, "resident_ag_high90": 0.15081608328553125, "resident_ag_low_precision": true, "workplace_ag_jobs_2013": null, "workplace_total_jobs_2013": 42359.0, "workplace_ag_pct_2013": null, "workplace_ag_jobs_2016": null, "workplace_total_jobs_2016": 42952.0, "workplace_ag_pct_2016": null, "ag_land_pct_rank": 2, "ag_total_area_pct_rank": 2, "resident_ag_pct_rank": 38, "workplace_ag_pct_2016_rank": null }, "Bridgewater": { "town": "Bridgewater", "neighbors": [ "Brookfield", "New Milford", "Newtown", "Roxbury", "Southbury" 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